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+1951-06-29,255221976814.93 +1950-06-30,257357352351.04 +1949-06-30,252770359860.33 \ No newline at end of file diff --git a/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb b/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb new file mode 100644 index 0000000..16e5c89 --- /dev/null +++ b/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb @@ -0,0 +1,3905 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Creating the Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: []\n", + "Index: []" + ] + }, + "execution_count": 212, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# Create a new DataFrame with the specified economic columns\n", + "economic_df = pd.DataFrame()\n", + "\n", + "# Display the empty DataFrame\n", + "economic_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession\n", + "0 1950 1 3.85636 False\n", + "1 1950 2 3.00531 False\n", + "2 1950 3 3.79224 False\n", + "3 1950 4 1.89685 False\n", + "4 1951 1 1.34882 False" + ] + }, + "execution_count": 213, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for GDP growth\n", + "gdp_growth_df = pd.read_csv('GDPC1_CCH.csv')\n", + "\n", + "# Extract Year and Quarter from the observation_date\n", + "gdp_growth_df['Year'] = pd.to_datetime(gdp_growth_df['observation_date']).dt.year\n", + "gdp_growth_df['Quarter'] = pd.to_datetime(gdp_growth_df['observation_date']).dt.quarter\n", + "\n", + "# Fill in the Year, Quarter, and GDP_Growth columns in the economic_df DataFrame\n", + "economic_df['Year'] = gdp_growth_df['Year']\n", + "economic_df['Quarter'] = gdp_growth_df['Quarter']\n", + "economic_df['GDP_Growth'] = gdp_growth_df['GDPC1_CCH']\n", + "economic_df['Recession'] = economic_df['GDP_Growth'] < 0\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate\n", + "0 1950 1 3.85636 False 6.4\n", + "1 1950 2 3.00531 False 5.6\n", + "2 1950 3 3.79224 False 4.6\n", + "3 1950 4 1.89685 False 4.2\n", + "4 1951 1 1.34882 False 3.5" + ] + }, + "execution_count": 214, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for Unemployment Rate\n", + "unemployment_df = pd.read_csv('UNRATE.csv')\n", + "\n", + "# Extract Year and Quarter from the observation_date\n", + "unemployment_df['Year'] = pd.to_datetime(unemployment_df['observation_date']).dt.year\n", + "unemployment_df['Quarter'] = pd.to_datetime(unemployment_df['observation_date']).dt.quarter\n", + "unemployment_df.rename(columns={'UNRATE': 'Unemployment_Rate'}, inplace=True)\n", + "\n", + "# Merge the unemployment data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(unemployment_df[['Year', 'Quarter', 'Unemployment_Rate']], on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate\n", + "0 1950 1 3.85636 False 6.4 -1.48963\n", + "1 1950 2 3.00531 False 5.6 -0.62718\n", + "2 1950 3 3.79224 False 4.6 2.05200\n", + "3 1950 4 1.89685 False 4.2 4.36743\n", + "4 1951 1 1.34882 False 3.5 8.94573" + ] + }, + "execution_count": 215, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for Inflation Rate\n", + "inflation_df = pd.read_csv('CPIAUCSL_PC1.csv')\n", + "\n", + "# Extract Year and Quarter from the observation_date\n", + "inflation_df['Year'] = pd.to_datetime(inflation_df['observation_date']).dt.year\n", + "inflation_df['Quarter'] = pd.to_datetime(inflation_df['observation_date']).dt.quarter\n", + "inflation_df.rename(columns={'CPIAUCSL_PC1': 'Inflation_Rate'}, inplace=True)\n", + "\n", + "# Merge the inflation data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(inflation_df[['Year', 'Quarter', 'Inflation_Rate']], on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "\n", + " Gas_Prices \n", + "0 -2.65268 \n", + "1 1.06953 \n", + "2 1.58315 \n", + "3 1.55847 \n", + "4 0.51414 " + ] + }, + "execution_count": 216, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for Gas Prices\n", + "gas_prices_df = pd.read_csv('CUUR0000SETB01_CCH.csv')\n", + "\n", + "# Extract Year and Quarter from the observation_date\n", + "gas_prices_df['Year'] = pd.to_datetime(gas_prices_df['observation_date']).dt.year\n", + "gas_prices_df['Quarter'] = pd.to_datetime(gas_prices_df['observation_date']).dt.quarter\n", + "gas_prices_df.rename(columns={'CUUR0000SETB01_CCH': 'Gas_Prices'}, inplace=True)\n", + "\n", + "# Merge the gas prices data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(gas_prices_df[['Year', 'Quarter', 'Gas_Prices']], on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 217, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "295 2023 4 0.78558 False 3.8 3.23615 \n", + "296 2024 1 0.40399 False 3.8 3.24919 \n", + "297 2024 2 0.73626 False 4.0 3.19431 \n", + "298 2024 3 0.75664 False 4.2 2.64001 \n", + "299 2024 4 0.55662 False 4.1 2.73538 \n", + "\n", + " Gas_Prices SP500_Return_Rate \n", + "295 -10.05236 13.219812 \n", + "296 -3.21356 6.530821 \n", + "297 8.94288 8.686055 \n", + "298 -5.55704 4.927910 \n", + "299 -8.63110 4.400000 " + ] + }, + "execution_count": 217, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for SNP500 data\n", + "snp500_df = pd.read_csv('SNP500.csv')\n", + "\n", + "# Calculate the Quarter from the Month\n", + "snp500_df['Quarter'] = snp500_df['Month'].apply(lambda x: (x - 1) // 3 + 1)\n", + "\n", + "# Convert 'Return (%)' to float\n", + "snp500_df['Return (%)'] = snp500_df['Return (%)'].str.replace('%', '').astype(float) / 100\n", + "\n", + "# Calculate the compounded SNP500 return for each quarter\n", + "snp500_df['Compounded_Return'] = snp500_df['Return (%)'] + 1\n", + "quarterly_compounded_snp500 = snp500_df.groupby(['Year', 'Quarter'])['Compounded_Return'].prod().reset_index()\n", + "quarterly_compounded_snp500['SP500_Return_Rate'] = (quarterly_compounded_snp500['Compounded_Return'] - 1) * 100\n", + "\n", + "# Drop the intermediate 'Compounded_Return' column\n", + "quarterly_compounded_snp500.drop(columns=['Compounded_Return'], inplace=True)\n", + "\n", + "# Merge the SNP500 data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(quarterly_compounded_snp500, on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \n", + "0 -2.65268 7.458165 NaN NaN \n", + "1 1.06953 -0.979123 NaN NaN \n", + "2 1.58315 16.263185 NaN NaN \n", + "3 1.55847 8.626437 NaN NaN \n", + "4 0.51414 5.142996 NaN NaN " + ] + }, + "execution_count": 219, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for Federal Funds Rate\n", + "federal_funds_df = pd.read_csv('DFF.csv')\n", + "\n", + "# Extract Year and Quarter from the observation_date\n", + "federal_funds_df['Year'] = pd.to_datetime(federal_funds_df['observation_date']).dt.year\n", + "federal_funds_df['Quarter'] = pd.to_datetime(federal_funds_df['observation_date']).dt.quarter\n", + "federal_funds_df.rename(columns={'DFF': 'Federal_Funds_Rate'}, inplace=True)\n", + "\n", + "# Merge the federal funds rate data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(federal_funds_df[['Year', 'Quarter', 'Federal_Funds_Rate']], on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0195013.85636False6.4-1.48963-2.652687.458165NaNNaN0.450617
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "0 -2.65268 7.458165 NaN NaN \n", + "1 1.06953 -0.979123 NaN NaN \n", + "2 1.58315 16.263185 NaN NaN \n", + "3 1.55847 8.626437 NaN NaN \n", + "4 0.51414 5.142996 NaN NaN \n", + "\n", + " Debt_Percent_Change \n", + "0 0.450617 \n", + "1 0.450617 \n", + "2 0.450617 \n", + "3 0.450617 \n", + "4 -0.208081 " + ] + }, + "execution_count": 220, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for US debt\n", + "us_debt_df = pd.read_csv('HstDebt_19490101_20240930.csv')\n", + "\n", + "# Extract Year from the Record Date\n", + "us_debt_df['Record Date'] = pd.to_datetime(us_debt_df['Record Date']).dt.year\n", + "\n", + "# Rename the Debt Outstanding Amount column\n", + "us_debt_df.rename(columns={'Record Date': 'Year'}, inplace=True)\n", + "\n", + "# Rename the Debt Outstanding Amount column\n", + "us_debt_df.rename(columns={'Debt Outstanding Amount': 'Debt'}, inplace=True)\n", + "\n", + "# Sort the DataFrame by Year in ascending order\n", + "us_debt_df.sort_values(by='Year', ascending=True, inplace=True)\n", + "\n", + "# Reset the index\n", + "us_debt_df.reset_index(drop=True, inplace=True)\n", + "\n", + "# Calculate the percent change of debt from the previous year\n", + "us_debt_df['Debt_Percent_Change'] = us_debt_df['Debt'].pct_change() * 100\n", + "\n", + "# Remove the year 1949 from the DataFrame\n", + "us_debt_df = us_debt_df[us_debt_df['Year'] != 1949]\n", + "\n", + "# Calculate the quarterly percent change of debt\n", + "quarterly_percent_change = pd.DataFrame(((1 + us_debt_df['Debt_Percent_Change'] / 100) ** (1/4) - 1) * 100)\n", + "\n", + "# Add Year to quarterly_percent_change\n", + "quarterly_percent_change['Year'] = us_debt_df['Year']\n", + "\n", + "# Duplicate each year and add a quarterly index\n", + "quarterly_percent_change = quarterly_percent_change.loc[quarterly_percent_change.index.repeat(4)].reset_index(drop=True)\n", + "quarterly_percent_change['Quarter'] = [1, 2, 3, 4] * (len(quarterly_percent_change) // 4)\n", + "\n", + "# Merge the quarterly percent change of debt into the economic_df DataFrame\n", + "economic_df = economic_df.merge(quarterly_percent_change, on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_ConfidenceFederal_Funds_RateDebt_Percent_ChangeEgg_Price
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11195243.23118False2.81.44395-1.496299.418138NaNNaN0.378224-2.334998
12195311.84197False2.70.769723.94140-4.29555590.7NaN0.6654381.395475
13195320.77012False2.60.880950.96155-0.271995NaNNaN0.6654381.395475
1419533-0.56410True2.70.662505.129330.15871680.8NaN0.6654381.395475
1519534-1.52529True3.70.72419-0.455587.75878080.7NaN0.6654381.395475
1619541-0.47871True5.31.252190.0000010.01629182.0NaN0.483989-4.789625
17195420.10935False5.80.71108-0.4576710.40787382.9NaN0.483989-4.789625
18195431.12336False6.0-0.01242-0.921678.046284NaN1.030.483989-4.789625
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "5 1951 2 1.71730 False 3.1 9.17251 \n", + "6 1951 3 2.03906 False 3.2 7.14778 \n", + "7 1951 4 0.21871 False 3.4 6.57397 \n", + "8 1952 1 1.06127 False 3.1 2.80192 \n", + "9 1952 2 0.21407 False 3.0 2.08119 \n", + "10 1952 3 0.71864 False 3.2 2.82776 \n", + "11 1952 4 3.23118 False 2.8 1.44395 \n", + "12 1953 1 1.84197 False 2.7 0.76972 \n", + "13 1953 2 0.77012 False 2.6 0.88095 \n", + "14 1953 3 -0.56410 True 2.7 0.66250 \n", + "15 1953 4 -1.52529 True 3.7 0.72419 \n", + "16 1954 1 -0.47871 True 5.3 1.25219 \n", + "17 1954 2 0.10935 False 5.8 0.71108 \n", + "18 1954 3 1.12336 False 6.0 -0.01242 \n", + "19 1954 4 1.93806 False 5.3 -0.49585 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "0 -2.65268 7.458165 NaN NaN \n", + "1 1.06953 -0.979123 NaN NaN \n", + "2 1.58315 16.263185 NaN NaN \n", + "3 1.55847 8.626437 NaN NaN \n", + "4 0.51414 5.142996 NaN NaN \n", + "5 0.00000 1.830259 NaN NaN \n", + "6 -1.03094 8.298538 NaN NaN \n", + "7 2.55768 5.157752 NaN NaN \n", + "8 1.00503 -0.391155 NaN NaN \n", + "9 0.49875 7.210096 NaN NaN \n", + "10 0.49628 -1.845908 NaN NaN \n", + "11 -1.49629 9.418138 NaN NaN \n", + "12 3.94140 -4.295555 90.7 NaN \n", + "13 0.96155 -0.271995 NaN NaN \n", + "14 5.12933 0.158716 80.8 NaN \n", + "15 -0.45558 7.758780 80.7 NaN \n", + "16 0.00000 10.016291 82.0 NaN \n", + "17 -0.45767 10.407873 82.9 NaN \n", + "18 -0.92167 8.046284 NaN 1.03 \n", + "19 0.00000 11.838194 87.0 0.99 \n", + "\n", + " Debt_Percent_Change Egg_Price \n", + "0 0.450617 -3.916469 \n", + "1 0.450617 -3.916469 \n", + "2 0.450617 -3.916469 \n", + "3 0.450617 -3.916469 \n", + "4 -0.208081 4.590243 \n", + "5 -0.208081 4.590243 \n", + "6 -0.208081 4.590243 \n", + "7 -0.208081 4.590243 \n", + "8 0.378224 -2.334998 \n", + "9 0.378224 -2.334998 \n", + "10 0.378224 -2.334998 \n", + "11 0.378224 -2.334998 \n", + "12 0.665438 1.395475 \n", + "13 0.665438 1.395475 \n", + "14 0.665438 1.395475 \n", + "15 0.665438 1.395475 \n", + "16 0.483989 -4.789625 \n", + "17 0.483989 -4.789625 \n", + "18 0.483989 -4.789625 \n", + "19 0.483989 -4.789625 " + ] + }, + "execution_count": 221, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Define the data\n", + "data = {\n", + " 'Year': list(range(1935, 2025)),\n", + " 'CPI': [37.077, 36.762, 36.015, 35.669, 32.392, 33.377, 39.931, 48.546, 57.623, 54.754, 58.492, 60.062, 71.454, 74.269, 71.600, 61.769, 75.192, 68.708, 72.738, 60.862, 62.831, 62.485, 59.562, 62.685, 54.854, 59.115, 59.123, 55.823, 56.677, 56.123, 54.769, 62.400, 52.223, 56.285, 66.177, 65.515, 56.562, 56.231, 83.600, 83.938, 82.369, 89.954, 87.092, 82.369, 90.177, 88.600, 95.892, 93.269, 97.638, 109.085, 90.962, 97.254, 91.515, 93.554, 118.469, 124.138, 121.192, 108.292, 117.092, 114.254, 120.469, 142.123, 139.962, 135.431, 128.115, 131.854, 136.438, 138.200, 157.277, 167.023, 144.138, 151.169, 195.291, 222.708, 190.024, 192.833, 210.492, 217.141, 224.219, 242.990, 286.232, 225.979, 204.454, 226.595, 203.867, 212.542, 222.074, 293.676, 297.712, 323.107]\n", + "}\n", + "\n", + "# Create the DataFrame\n", + "cpi_df = pd.DataFrame(data)\n", + "\n", + "# Display the DataFrame\n", + "cpi_df.head()\n", + "\n", + "# Calculate the Continuously Compounded Rate of Change quarterly as a percent\n", + "cpi_df['CPI_Change'] = cpi_df['CPI'].pct_change()\n", + "cpi_df['CPI_Compounded_Rate'] = (1 + cpi_df['CPI_Change']).apply(np.log) * 100\n", + "\n", + "# Create a new DataFrame with years from 1935 to 2024 and quarters from 1 to 4\n", + "quarters = [1, 2, 3, 4]\n", + "year_quarter_df = pd.DataFrame([(year, quarter) for year in data['Year'] for quarter in quarters], columns=['Year', 'Quarter'])\n", + "\n", + "# Merge the CPI data with the year_quarter_df to get the CPI for each quarter\n", + "cpi_df = year_quarter_df.merge(cpi_df, on='Year', how='left')\n", + "\n", + "# Forward fill the CPI_Compounded_Rate column to fill in the missing values\n", + "cpi_df['CPI_Compounded_Rate'] = cpi_df['CPI_Compounded_Rate'].ffill()\n", + "\n", + "# Calculate the quarterly compounded rate so that it compounds to the original rate for the year\n", + "cpi_df['Quarterly_CPI_Compounded_Rate'] = (1 + cpi_df['CPI_Compounded_Rate'] / 100) ** (1/4) - 1\n", + "\n", + "# Convert the quarterly compounded rate to a percentage\n", + "cpi_df['Quarterly_CPI_Compounded_Rate'] = cpi_df['Quarterly_CPI_Compounded_Rate'] * 100\n", + "\n", + "# Rename the Quarterly_CPI_Compounded_Rate column to Egg_Price\n", + "cpi_df.rename(columns={'Quarterly_CPI_Compounded_Rate': 'Egg_Price'}, inplace=True)\n", + "\n", + "# Filter the DataFrame to start from Q1 1950\n", + "cpi_df = cpi_df[(cpi_df['Year'] >= 1950)]\n", + "\n", + "# Merge the CPI data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(cpi_df[['Year', 'Quarter', 'Egg_Price']], on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 222, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_ConfidenceFederal_Funds_RateDebt_Percent_ChangeEgg_PricePresidentPresident_PartyHouse_MajoritySenate_Majorityunified
0195013.85636False6.4-1.48963-2.652687.458165NaNNaN0.450617-3.916469NaNNaNNaNNaNFalse
1195023.00531False5.6-0.627181.06953-0.979123NaNNaN0.450617-3.916469NaNNaNNaNNaNFalse
2195033.79224False4.62.052001.5831516.263185NaNNaN0.450617-3.916469NaNNaNNaNNaNFalse
3195041.89685False4.24.367431.558478.626437NaNNaN0.450617-3.916469NaNNaNNaNNaNFalse
4195111.34882False3.58.945730.514145.142996NaNNaN-0.2080814.590243TrumanDemocratDemocratsDemocratsTrue
5195121.71730False3.19.172510.000001.830259NaNNaN-0.2080814.590243TrumanDemocratDemocratsDemocratsTrue
6195132.03906False3.27.14778-1.030948.298538NaNNaN-0.2080814.590243TrumanDemocratDemocratsDemocratsTrue
7195140.21871False3.46.573972.557685.157752NaNNaN-0.2080814.590243TrumanDemocratDemocratsDemocratsTrue
8195211.06127False3.12.801921.00503-0.391155NaNNaN0.378224-2.334998TrumanDemocratDemocratsDemocratsTrue
9195220.21407False3.02.081190.498757.210096NaNNaN0.378224-2.334998TrumanDemocratDemocratsDemocratsTrue
\n", + "
" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "5 1951 2 1.71730 False 3.1 9.17251 \n", + "6 1951 3 2.03906 False 3.2 7.14778 \n", + "7 1951 4 0.21871 False 3.4 6.57397 \n", + "8 1952 1 1.06127 False 3.1 2.80192 \n", + "9 1952 2 0.21407 False 3.0 2.08119 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "0 -2.65268 7.458165 NaN NaN \n", + "1 1.06953 -0.979123 NaN NaN \n", + "2 1.58315 16.263185 NaN NaN \n", + "3 1.55847 8.626437 NaN NaN \n", + "4 0.51414 5.142996 NaN NaN \n", + "5 0.00000 1.830259 NaN NaN \n", + "6 -1.03094 8.298538 NaN NaN \n", + "7 2.55768 5.157752 NaN NaN \n", + "8 1.00503 -0.391155 NaN NaN \n", + "9 0.49875 7.210096 NaN NaN \n", + "\n", + " Debt_Percent_Change Egg_Price President President_Party House_Majority \\\n", + "0 0.450617 -3.916469 NaN NaN NaN \n", + "1 0.450617 -3.916469 NaN NaN NaN \n", + "2 0.450617 -3.916469 NaN NaN NaN \n", + "3 0.450617 -3.916469 NaN NaN NaN \n", + "4 -0.208081 4.590243 Truman Democrat Democrats \n", + "5 -0.208081 4.590243 Truman Democrat Democrats \n", + "6 -0.208081 4.590243 Truman Democrat Democrats \n", + "7 -0.208081 4.590243 Truman Democrat Democrats \n", + "8 0.378224 -2.334998 Truman Democrat Democrats \n", + "9 0.378224 -2.334998 Truman Democrat Democrats \n", + "\n", + " Senate_Majority unified \n", + "0 NaN False \n", + "1 NaN False \n", + "2 NaN False \n", + "3 NaN False \n", + "4 Democrats True \n", + "5 Democrats True \n", + "6 Democrats True \n", + "7 Democrats True \n", + "8 Democrats True \n", + "9 Democrats True " + ] + }, + "execution_count": 222, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for Presidents\n", + "presidents_df = pd.read_csv('Presidents.csv')\n", + "\n", + "# Display the DataFrame\n", + "presidents_df.head()\n", + "\n", + "# Extract the start and end years from the \"Congress\" column\n", + "presidents_df['Start_Year'] = presidents_df['Congress'].str.extract(r'\\((\\d{4})–')[0].astype(int)\n", + "presidents_df['End_Year'] = presidents_df['Congress'].str.extract(r'–(\\d{4})\\)')[0].astype(int)\n", + "\n", + "# Display the updated DataFrame\n", + "presidents_df.head()\n", + "\n", + "# Extract the President and President Party into separate columns\n", + "presidents_df['President'] = presidents_df['Presidency'].str.extract(r'\\((.*?)\\)')[0]\n", + "presidents_df['President_Party'] = presidents_df['Presidency'].str.extract(r'^(.*?) \\(')[0]\n", + "\n", + "# Display the updated DataFrame\n", + "presidents_df.head()\n", + "\n", + "# Create a new DataFrame with the required columns\n", + "presidents_df = presidents_df[['Start_Year', 'President', 'President_Party', 'House Majority', 'Senate Majority']]\n", + "\n", + "# Rename the columns\n", + "presidents_df.columns = ['Year', 'President', 'President_Party', 'House_Majority', 'Senate_Majority']\n", + "\n", + "# Filter the DataFrame to start from 1950\n", + "presidents_df = presidents_df[presidents_df['Year'] >= 1950]\n", + "\n", + "# Display the updated DataFrame\n", + "presidents_df.head()\n", + "\n", + "# Fill in the missing years with the same info as the year above\n", + "presidents_df = presidents_df.set_index('Year').reindex(range(1950, 2025)).ffill().reset_index()\n", + "\n", + "# Display the updated DataFrame\n", + "presidents_df.head(10)\n", + "\n", + "# Create a DataFrame with years from Q1 1950 to Q4 2024\n", + "years = range(1950, 2025)\n", + "quarters = [1, 2, 3, 4]\n", + "year_quarter_df = pd.DataFrame([(year, quarter) for year in years for quarter in quarters], columns=['Year', 'Quarter'])\n", + "\n", + "# Merge the presidents_df with year_quarter_df to get the President and President_Party for each quarter\n", + "year_quarter_df = year_quarter_df.merge(presidents_df, on='Year', how='left')\n", + "\n", + "# Forward fill the President and President_Party columns to fill in the missing values\n", + "year_quarter_df[['President', 'President_Party', 'House_Majority', 'Senate_Majority']] = year_quarter_df[['President', 'President_Party', 'House_Majority', 'Senate_Majority']].ffill()\n", + "\n", + "# Add the \"unified\" column\n", + "year_quarter_df['unified'] = year_quarter_df.apply(\n", + " lambda row: (\n", + " pd.notna(row['President_Party']) and\n", + " pd.notna(row['House_Majority']) and\n", + " pd.notna(row['Senate_Majority']) and\n", + " row['President_Party'] in row['House_Majority'] and\n", + " row['President_Party'] in row['Senate_Majority']\n", + " ), axis=1\n", + ")\n", + "\n", + "# Merge the year_quarter_df with economic_df to get the complete dataset\n", + "economic_df = economic_df.merge(year_quarter_df, on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head(10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_ConfidenceFederal_Funds_RateDebt_Percent_ChangeEgg_PricePresidentPresident_PartyHouse_MajoritySenate_MajorityunifiedPresident_Party_StayedTurnout_as_%_VAPApproval
0195641.63251False4.12.58161-0.85837-0.793072100.22.93-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsFalseTrue60.475
119604-1.29143True6.31.39598-0.2695412.09868690.12.300.1423741.819951EisenhowerRepublicanDemocratsDemocratsFalseFalse63.559
2196440.30871False5.01.26610NaN2.24008999.93.580.475032-0.246479Kennedy / L. JohnsonDemocratDemocratsDemocratsTrueTrue63.470
3196840.39200False3.44.625980.12384-1.01072291.75.921.5980191.822212L. JohnsonDemocratDemocratsDemocratsTrueFalse62.843
4197241.66057False5.43.333331.500328.74732090.75.151.781072-0.147053NixonRepublicanDemocratsDemocratsFalseTrue57.062
5197640.72001False7.85.186970.138992.84758587.04.873.8612222.133010FordRepublicanDemocratsDemocratsFalseFalse55.753
6198041.84775False7.412.53836-0.980233.32316772.115.852.369950-0.444012CarterDemocratDemocratsDemocratsTrueFalse55.131
7198440.81742False7.34.154300.171445.29767195.09.263.3668932.663223ReaganRepublicanDemocratsRepublicansFalseTrue54.562
8198841.32366False5.34.30636-2.556443.78216393.08.472.5796370.546403ReaganRepublicanDemocratsDemocratsFalseTrue51.457
9199241.03746False7.43.12197-0.884826.26882083.23.032.618940-2.940821G.H.W. BushRepublicanDemocratsDemocratsFalseFalse56.343
10199641.03302False5.33.23140-0.124849.77632697.55.281.2375383.898547ClintonDemocratRepublicansRepublicansFalseTrue49.858
11200040.59526False3.93.44350-1.49578-3.623132103.96.470.0790540.711543ClintonDemocratRepublicansRepublicansFalseFalse52.163
12200441.01504False5.43.384953.516226.17721393.91.952.1271001.470327G.W. BushRepublicanRepublicansRepublicansTrueTrue56.753
1320084-2.21334True6.91.59580-49.85553-9.93163657.70.512.7105843.133851G.W. BushRepublicanDemocratsDemocrats13FalseFalse58.329
14201240.11557False7.81.90357-3.849633.51726279.40.162.0901940.768575ObamaDemocratRepublicansDemocratsFalseTrue54.953
15201640.55277False4.81.806981.264206.71224393.10.451.904641-6.519273ObamaDemocratRepublicansRepublicansFalseFalse55.756
16202041.07888False6.81.22598-1.7846711.41286279.80.094.3570761.025900TrumpRepublicanDemocratsRepublicansFalseFalse62.843
17202440.55662False4.12.73538-8.631104.40000072.14.651.6883851.986447BidenDemocratRepublicansDemocratsFalseFalse58.137
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1956 4 1.63251 False 4.1 2.58161 \n", + "1 1960 4 -1.29143 True 6.3 1.39598 \n", + "2 1964 4 0.30871 False 5.0 1.26610 \n", + "3 1968 4 0.39200 False 3.4 4.62598 \n", + "4 1972 4 1.66057 False 5.4 3.33333 \n", + "5 1976 4 0.72001 False 7.8 5.18697 \n", + "6 1980 4 1.84775 False 7.4 12.53836 \n", + "7 1984 4 0.81742 False 7.3 4.15430 \n", + "8 1988 4 1.32366 False 5.3 4.30636 \n", + "9 1992 4 1.03746 False 7.4 3.12197 \n", + "10 1996 4 1.03302 False 5.3 3.23140 \n", + "11 2000 4 0.59526 False 3.9 3.44350 \n", + "12 2004 4 1.01504 False 5.4 3.38495 \n", + "13 2008 4 -2.21334 True 6.9 1.59580 \n", + "14 2012 4 0.11557 False 7.8 1.90357 \n", + "15 2016 4 0.55277 False 4.8 1.80698 \n", + "16 2020 4 1.07888 False 6.8 1.22598 \n", + "17 2024 4 0.55662 False 4.1 2.73538 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "0 -0.85837 -0.793072 100.2 2.93 \n", + "1 -0.26954 12.098686 90.1 2.30 \n", + "2 NaN 2.240089 99.9 3.58 \n", + "3 0.12384 -1.010722 91.7 5.92 \n", + "4 1.50032 8.747320 90.7 5.15 \n", + "5 0.13899 2.847585 87.0 4.87 \n", + "6 -0.98023 3.323167 72.1 15.85 \n", + "7 0.17144 5.297671 95.0 9.26 \n", + "8 -2.55644 3.782163 93.0 8.47 \n", + "9 -0.88482 6.268820 83.2 3.03 \n", + "10 -0.12484 9.776326 97.5 5.28 \n", + "11 -1.49578 -3.623132 103.9 6.47 \n", + "12 3.51622 6.177213 93.9 1.95 \n", + "13 -49.85553 -9.931636 57.7 0.51 \n", + "14 -3.84963 3.517262 79.4 0.16 \n", + "15 1.26420 6.712243 93.1 0.45 \n", + "16 -1.78467 11.412862 79.8 0.09 \n", + "17 -8.63110 4.400000 72.1 4.65 \n", + "\n", + " Debt_Percent_Change Egg_Price President President_Party \\\n", + "0 -0.148249 -0.138338 Eisenhower Republican \n", + "1 0.142374 1.819951 Eisenhower Republican \n", + "2 0.475032 -0.246479 Kennedy / L. Johnson Democrat \n", + "3 1.598019 1.822212 L. Johnson Democrat \n", + "4 1.781072 -0.147053 Nixon Republican \n", + "5 3.861222 2.133010 Ford Republican \n", + "6 2.369950 -0.444012 Carter Democrat \n", + "7 3.366893 2.663223 Reagan Republican \n", + "8 2.579637 0.546403 Reagan Republican \n", + "9 2.618940 -2.940821 G.H.W. Bush Republican \n", + "10 1.237538 3.898547 Clinton Democrat \n", + "11 0.079054 0.711543 Clinton Democrat \n", + "12 2.127100 1.470327 G.W. Bush Republican \n", + "13 2.710584 3.133851 G.W. Bush Republican \n", + "14 2.090194 0.768575 Obama Democrat \n", + "15 1.904641 -6.519273 Obama Democrat \n", + "16 4.357076 1.025900 Trump Republican \n", + "17 1.688385 1.986447 Biden Democrat \n", + "\n", + " House_Majority Senate_Majority unified President_Party_Stayed \\\n", + "0 Democrats Democrats False True \n", + "1 Democrats Democrats False False \n", + "2 Democrats Democrats True True \n", + "3 Democrats Democrats True False \n", + "4 Democrats Democrats False True \n", + "5 Democrats Democrats False False \n", + "6 Democrats Democrats True False \n", + "7 Democrats Republicans False True \n", + "8 Democrats Democrats False True \n", + "9 Democrats Democrats False False \n", + "10 Republicans Republicans False True \n", + "11 Republicans Republicans False False \n", + "12 Republicans Republicans True True \n", + "13 Democrats Democrats13 False False \n", + "14 Republicans Democrats False True \n", + "15 Republicans Republicans False False \n", + "16 Democrats Republicans False False \n", + "17 Republicans Democrats False False \n", + "\n", + " Turnout_as_%_VAP Approval \n", + "0 60.4 75 \n", + "1 63.5 59 \n", + "2 63.4 70 \n", + "3 62.8 43 \n", + "4 57.0 62 \n", + "5 55.7 53 \n", + "6 55.1 31 \n", + "7 54.5 62 \n", + "8 51.4 57 \n", + "9 56.3 43 \n", + "10 49.8 58 \n", + "11 52.1 63 \n", + "12 56.7 53 \n", + "13 58.3 29 \n", + "14 54.9 53 \n", + "15 55.7 56 \n", + "16 62.8 43 \n", + "17 58.1 37 " + ] + }, + "execution_count": 223, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Define the election years (assuming US presidential elections every 4 years starting from 1956)\n", + "election_years = list(range(1956, 2025, 4))\n", + "\n", + "# Filter the economic_df to include only the fourth quarter of the election years\n", + "election_q4_df = economic_df[(economic_df['Year'].isin(election_years)) & (economic_df['Quarter'] == 4)]\n", + "\n", + "# Get the quarter right after the election year (first quarter of the next year)\n", + "next_quarters_df = economic_df[(economic_df['Year'].isin([year + 1 for year in election_years])) & (economic_df['Quarter'] == 1)]\n", + "\n", + "# Concatenate the two DataFrames\n", + "result_df = pd.concat([election_q4_df, next_quarters_df])\n", + "\n", + "# Sort the DataFrame by Year and Quarter\n", + "result_df = result_df.sort_values(by=['Year', 'Quarter']).reset_index(drop=True)\n", + "\n", + "# Display the DataFrame\n", + "result_df.tail(20)\n", + "\n", + "# Add a column to indicate if the President's party stayed the same after the election\n", + "result_df['President_Party_Stayed'] = result_df['President_Party'].eq(result_df['President_Party'].shift(-1))\n", + "\n", + "# Filter the result_df to include only the fourth quarter of the election years\n", + "result_df = result_df[result_df['Quarter'] == 4]\n", + "\n", + "# Display the updated DataFrame\n", + "result_df.head(20)\n", + "\n", + "# Define the turnout data\n", + "turnout_data = {\n", + " 'Year': [1956, 1960, 1964, 1968, 1972, 1976, 1980, 1984, 1988, 1992, 1996, 2000, 2004, 2008, 2012, 2016, 2020, 2024],\n", + " 'Turnout_as_%_VAP': [60.4, 63.5, 63.4, 62.8, 57.0, 55.7, 55.1, 54.5, 51.4, 56.3, 49.8, 52.1, 56.7, 58.3, 54.9, 55.7, 62.8, 58.1],\n", + " 'Approval': [75, 59, 70, 43, 62, 53, 31, 62, 57, 43, 58, 63, 53, 29, 53, 56, 43, 37]\n", + "}\n", + "\n", + "# Convert the turnout data to a DataFrame\n", + "turnout_df = pd.DataFrame(turnout_data)\n", + "\n", + "# Merge the turnout data into the result_df DataFrame\n", + "result_df = result_df.merge(turnout_df, on='Year', how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "result_df.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/w4/q5r8nq712wn67mcy91d0y0hr0000gn/T/ipykernel_14650/568887960.py:4: FutureWarning: Series.interpolate with object dtype is deprecated and will raise in a future version. Call obj.infer_objects(copy=False) before interpolating instead.\n", + " df[column] = df[column].interpolate(method='linear')\n" + ] + }, + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_ConfidenceFederal_Funds_RateDebt_Percent_ChangeEgg_PricePresidentPresident_PartyHouse_MajoritySenate_Majorityunified
2419561-0.38880True4.00.248820.000009.83027798.952.48-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsFalse
25195620.82318False4.21.046470.884962.47955998.202.69-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsFalse
2619563-0.08974True4.12.016683.03711-4.27941599.902.81-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsFalse
27195641.63251False4.12.58161-0.85837-0.793072100.202.93-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsFalse
28195710.63823False3.93.412762.132280.13065796.552.93-0.204442-1.219858EisenhowerRepublicanDemocratsDemocratsFalse
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "24 1956 1 -0.38880 True 4.0 0.24882 \n", + "25 1956 2 0.82318 False 4.2 1.04647 \n", + "26 1956 3 -0.08974 True 4.1 2.01668 \n", + "27 1956 4 1.63251 False 4.1 2.58161 \n", + "28 1957 1 0.63823 False 3.9 3.41276 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "24 0.00000 9.830277 98.95 2.48 \n", + "25 0.88496 2.479559 98.20 2.69 \n", + "26 3.03711 -4.279415 99.90 2.81 \n", + "27 -0.85837 -0.793072 100.20 2.93 \n", + "28 2.13228 0.130657 96.55 2.93 \n", + "\n", + " Debt_Percent_Change Egg_Price President President_Party House_Majority \\\n", + "24 -0.148249 -0.138338 Eisenhower Republican Democrats \n", + "25 -0.148249 -0.138338 Eisenhower Republican Democrats \n", + "26 -0.148249 -0.138338 Eisenhower Republican Democrats \n", + "27 -0.148249 -0.138338 Eisenhower Republican Democrats \n", + "28 -0.204442 -1.219858 Eisenhower Republican Democrats \n", + "\n", + " Senate_Majority unified \n", + "24 Democrats False \n", + "25 Democrats False \n", + "26 Democrats False \n", + "27 Democrats False \n", + "28 Democrats False " + ] + }, + "execution_count": 224, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "# Function to interpolate NaN values linearly\n", + "def interpolate_na(df, columns):\n", + " for column in columns:\n", + " df[column] = df[column].interpolate(method='linear')\n", + " return df\n", + "\n", + "# Handle NaN values in economic_df\n", + "columns_with_na = economic_df.columns[economic_df.isna().any()]\n", + "economic_df = interpolate_na(economic_df, columns_with_na)\n", + "\n", + "# Handle NaN values in result_df\n", + "columns_with_na = result_df.columns[result_df.isna().any()]\n", + "result_df = interpolate_na(result_df, columns_with_na)\n", + "\n", + "\n", + "# Filter the economic_df to start from 1956\n", + "economic_df = economic_df[economic_df['Year'] >= 1956]\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index([], dtype='object')" + ] + }, + "execution_count": 225, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "economic_df.columns[economic_df.isna().any()]" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "metadata": {}, + "outputs": [], + "source": [ + "# Save economic_df to a CSV file\n", + "economic_df.to_csv('final_economic_data.csv', index=False)\n", + "\n", + "# Save result_df to a CSV file\n", + "result_df.to_csv('final_election_results.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the final datasets\n", + "final_economic_data = pd.read_csv('final_economic_data.csv')\n", + "final_election_results = pd.read_csv('final_election_results.csv')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.offsetbox import OffsetImage, AnnotationBbox" + ] + }, + { + "cell_type": "code", + "execution_count": 242, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Calculate the average GDP growth for each party\n", + "average_gdp_growth = final_economic_data.groupby('President_Party')['GDP_Growth'].mean().reset_index()\n", + "\n", + "# Plot the average GDP growth using seaborn\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(x='President_Party', y='GDP_Growth', hue='President_Party', data=average_gdp_growth, palette=party_colors, legend=False)\n", + "ax.set_title('Average GDP Growth under Democratic vs Republican Presidents', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('President Party', fontsize=12, color='white')\n", + "ax.set_ylabel('Average GDP Growth', fontsize=12, color='white')\n", + "\n", + "# Set the background color to dark\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Add the number at the top of each bar\n", + "for container in ax.containers:\n", + " ax.bar_label(container, fmt='%.2f', label_type='edge', color='white')\n", + "\n", + "# Make the plot clean and minimalistic\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(rotation=0, fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add party symbols within the bars\n", + "symbols = {'Democrat': 'DemLogo.png', 'Republican': 'RepLogo.png'}\n", + "for i, bar in enumerate(ax.patches):\n", + " party = average_gdp_growth['President_Party'][i]\n", + " symbol = plt.imread(symbols[party])\n", + " imagebox = OffsetImage(symbol, zoom=0.5) # Adjust zoom level as needed\n", + " ab = AnnotationBbox(imagebox, (bar.get_x() + bar.get_width() / 2, bar.get_height() / 2), frameon=False, box_alignment=(0.5, 0.5))\n", + " ax.add_artist(ab)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Calculate the average GDP growth for each party\n", + "average_egg_price_growth = final_economic_data.groupby('President_Party')['Egg_Price'].mean().reset_index()\n", + "\n", + "# Plot the average GDP growth using seaborn\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(x='President_Party', y='Egg_Price', hue='President_Party', data=average_egg_price_growth, palette=party_colors, legend=False)\n", + "ax.set_title('Average Egg Price Growth under Democratic vs Republican Presidents', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('President Party', fontsize=12, color='white')\n", + "ax.set_ylabel('Average Egg Price Growth', fontsize=12, color='white')\n", + "\n", + "# Set the background color to dark\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Add the number at the top of each bar\n", + "for container in ax.containers:\n", + " ax.bar_label(container, fmt='%.2f', label_type='edge', color='white')\n", + "\n", + "# Make the plot clean and minimalistic\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(rotation=0, fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add party symbols within the bars\n", + "symbols = {'Democrat': 'DemLogo.png', 'Republican': 'RepLogo.png'}\n", + "for i, bar in enumerate(ax.patches):\n", + " party = average_gdp_growth['President_Party'][i]\n", + " symbol = plt.imread(symbols[party])\n", + " imagebox = OffsetImage(symbol, zoom=0.5) # Adjust zoom level as needed\n", + " ab = AnnotationBbox(imagebox, (bar.get_x() + bar.get_width() / 2, bar.get_height() / 2), frameon=False, box_alignment=(0.5, 0.5))\n", + " ax.add_artist(ab)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Calculate the average GDP growth for each party\n", + "average_gas_price_growth = final_economic_data.groupby('President_Party')['Gas_Prices'].mean().reset_index()\n", + "\n", + "# Plot the average GDP growth using seaborn\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(x='President_Party', y='Gas_Prices', hue='President_Party', data=average_gas_price_growth, palette=party_colors, legend=False)\n", + "ax.set_title('Average Gas Price Growth under Democratic vs Republican Presidents', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('President Party', fontsize=12, color='white')\n", + "ax.set_ylabel('Average Gas Price Growth', fontsize=12, color='white')\n", + "\n", + "# Set the background color to dark\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Add the number at the top of each bar\n", + "for container in ax.containers:\n", + " ax.bar_label(container, fmt='%.2f', label_type='edge', color='white')\n", + "\n", + "# Make the plot clean and minimalistic\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(rotation=0, fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add party symbols within the bars\n", + "symbols = {'Democrat': 'DemLogo.png', 'Republican': 'RepLogo.png'}\n", + "for i, bar in enumerate(ax.patches):\n", + " party = average_gdp_growth['President_Party'][i]\n", + " symbol = plt.imread(symbols[party])\n", + " imagebox = OffsetImage(symbol, zoom=0.5) # Adjust zoom level as needed\n", + " ab = AnnotationBbox(imagebox, (bar.get_x() + bar.get_width() / 2, bar.get_height() / 2), frameon=False, box_alignment=(0.5, 0.5))\n", + " ax.add_artist(ab)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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QK24e+/Xrpx6XjlVTpkwp9rix7yl29r7npEmTin3dKaecEtnn0ksvdbZu3VrKDBYdb0ki87hhw4YS30+6ybk6FifSmS0Wb7c6r6T73AxCtzJvF8bY8977XLo/sygUCoUC44UFqQkhhBiDRBDIv+CSVvXFF1+ogrbymETKzJ07V0ViSCTN3XffnbZjSu0iSWOSaAaJ1pH7EoUh0RISPSORFVI899FHH0W2kI5V//nPf1R0huguqSMSCSQRASXVWoqttXLUUUepWjFSCFjSnCQlSaKEvvvuO1x88cUqAkeiWIpDumetWbMmcl/q5ZQ1SidRpEaORIpJBIxESkhKlNhE5kHSah555BE1F3/++WeZjyXRNJKiNmbMGGXzdCN1hP7++++o2kKS0iX6HHnkkSoaS/SSqBpJ2ZMaTxLxURJSA0oigcSmbnerWJ5//nm0b98eL774oopSEjuL/WUsYn9Jb5MopWSQNdGiRQt1/kkUmrumZF1IvSBZt9JhrqRzRbqlxdaKiheRFsRzMwhwXgghhBRHjvYSEUIIISSkSCqIt8OWOG1GjRoFv5H0Kkktc1PdJJ2FEEIIIYQED9YcIoQQQkja2GeffVQL7OOPPz7iGJLIEzqGCCGEEEKCC51DhBBCCEkbTz31lIpccpG0JUmFIoQQQgghwYU1hwghhBCSdqRGjdSHkZboUv+JEEIIIYQEF9YcIoQQQgghhBBCCLEYRg4RQgghhBBCCCGEWAydQ4QQQgghhBBCCCEWQ+cQIYQQQgghhBBCiMXQOUQIIYQQQgghhBBiMXQOGUD9+vVx8803qy3xf378sIcNa8AGHQWuV3OwRU/TscWOtuhpOrSjOdCW5mCDLU3Vsb6hesWDziEDyM3NRcWKFdWW+D8/ftjDhjVgg44C16s52KKn6dhiR1v0NB3a0RxoS3OwwZam6phrqF7xsENLQgghhBBCCCGEEFIsdA4RQgghhBBCCCGEWAydQwawfv16fP/992pL/J8fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTnYYEtTdVxvqF7xyAHg+D0IQgghhBBCCCGEEOIPjBwygLy8PDRr1kxtif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjQHG2xpqo55huoVDzqHDKB27do499xz1Zb4Pz9+2MOGNWCDjgLXqznYoqfp2GJHW/Q0HdrRHGhLc7DBlqbqWNtQveJB5xAhhBBCCCGEEEKIxdA5RAghhBBCCCGEEGIxdA4RQgghhBBCCCGEWAydQwawfft2rF27Vm2J//Pjhz1sWAM26ChwvZqDLXqaji12tEVP06EdzYG2NAcbbGmqjtsN1SsebGVPCCGEEEIIIYQQYjGMHCKEEEIIIYQQQgixGDqHDKBevXq47rrr1Jb4Pz9+2MOGNWCDjgLXqznYoqfp2GJHW/Q0HdrRHGhLc7DBlqbqWM9QveJB55ABlCtXDtWqVVNb4v/8+GEPG9aADToKXK/mYIuepmOLHW3R03RoR3OgLc3BBluaqmM5Q/WKB51DhBBCCCGEEEIIIRZD5xAhhBBCCCGEEEKIxdA5RAghhBBCCCGEEGIxbGVvAHl5eWjUqBEWL16MrVu3+j0c2D4/ftjDhjVgg44C16s52KKn6dhiR1v0NB3a0RxoS3OwwZam6phnqF7xoHOIEEIIIYQQQgghxGKYVmYAVatWxVFHHaW2xP/58cMeNqwBG3QUuF7NwRY9TccWO9qip+nQjuZAW5qDDbY0VceqhuoVDzqHDKBKlSro1KmT2hL/58cPe9iwBmzQUeB6NQdb9DQdW+xoi56mQzuaA21pDjbY0lQdqxiqVzzoHCKEEEIIIYQQQgixGDqHCCGEEEIIIYQQQiyGziFCCCGEEEIIIYQQi6FzyAA2btyIn3/+WW2J//Pjhz1sWAM26ChwvZqDLXqaji12tEVP06EdzYG2NIew2vK/AHYAmG+wjrbqFQ+2sieEEEIIIYQQQkiE1wCcA2AJgEZ+D4ZkBUYOGUD58uVRt25dtSX+z48f9rBhDdigo8D1ag626Gk6ttjRFj1Nh3Y0B9rSHMJqS8cTTWKqjrbqFQ86hwxAFuzll1+utsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQ1htmYxzKKw62qpXPOgcIoQQQgghhBBCSASpN0Tsgs4hQgghhBBCCCGEpBQ5RMyAziFCCCGEEEIIIYQUgc4he6BzyAAcx0FhYaHaEv/nxw972LAGbNBR4Ho1B1v0NB1b7GiLnqZDO5oDbWkOYbXljiScQ2HV0Va94sFW9oQQQgghhBBCCInwEoCLAKwEUMfvwZCswMghQgghhBBCCCGERGDNIfugc8gA6tSpg0suuURtif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNsyxwIdbdMrHnQOGUCFChXQsGFDtSX+z48f9rBhDdigo8D1ag626Gk6ttjRFj1Nh3Y0B9rSHMJqy2RqDoVVR1v1igedQ4QQQgghhBBCCCkC08rsgc4hQgghhBBCCCGEFKk5RIeBPdDWhBBCCCGEEEIIicCC1PbanRJiqVixorPnnnuqrd9jCaJke378sIcNa8AGHf3Qk+uVelJoR5v0NF1oR3OEtjRHwmrLZwHHAZz1Butoq16IIzn6BiGEEEIIIYQQQgieBXAZgI0AKvs9GJIVmFZmAJUrV8bBBx+stsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQ1ht6SThMAirjrbqFQ86hwygWrVq6Natm9oS/+fHD3vYsAZs0FHgejUHW/Q0HVvsaIuepkM7mgNtaQ5ht2WuBTraplc86BwihBBCCCGEEEJIkcghFqS2BzqHCCGEEEIIIYQQUgQ6h+yBziFCCCGEEEIIIYSkVHOImAFtbQCbN2/GrFmz1Jb4Pz9+2MOGNWCDjgLXqznYoqfp2GJHW/Q0HdrRHGhLcwirLXM8DoMcQ3WEpXrFg63sCSGEEEIIIYQQEmEggCv07QoACn0eD8k8jBwygNzcXBQUFKgt8X9+/LCHDWvABh0FrldzsEVP07HFjrboaTq0oznQluYQVlt6I0jKGaojLNUrHnZoaTj169fHjTfeqLbE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmoMJtixvgY426RUPOocIIYQQQgghhBASIScJ5xAxAzqHCCGEEEIIIYQQUix0DtkBnUOEEEIIIYQQQggpltJqDhEzoHOIEEIIIYQQQgghxToKGDlkB2xlbwA5OTnIy8vD1q1b4Tg0p9/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNryeQB99e2mABYYqGNp5BiqVzzoHCKEEEIIIYQQQkiEFwBcom+3ADDX5/GQzMO0MgOoVasWevfurbbE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmkNYbZmbRM2hsOoIS/WKB51DBpCfn4+WLVuqLfF/fvywhw1rwAYdBa5Xc7BFT9OxxY626Gk6tKM50JbmEFZbJlNzKKw6wlK94kHnECGEEEIIIYQQQiKwILV90DlECCGEEEIIIYSQqOLELnQO2QGdQ4QQQgghhBBCCEmp5hAxB+lWRgmxFBQUOB07dlRbv8cSRMn2/PhhDxvWgA06+qEn1yv1pNCONulputCO5ghtaY6E1ZZvANK8XclBhupoqu2QorCVPSGEEEIIIYQQQiK8CeAsfbsTgDE+j4dkHqaVGUClSpXQrl07tSX+z48f9rBhDdigo8D1ag626Gk6ttjRFj1Nh3Y0B9rSHMJqy2QKUodVR1iqVzzoHDKAGjVq4OSTT1Zb4v/8+GEPG9aADToKXK/mYIuepmOLHW3R03RoR3OgLc0hrLZMpuZQWHWEpXrFg84hQgghhBBCCCGERGAre/ugc4gQQgghhBBCCCER2MrePugcIoQQQgghhBBCSARGDtkHnUMGsHXrVixcuFBtif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNoymZpDYdURluoVD7ayJ4QQQgghhBBCSISPAfTSt88A8J7P4yGZh5FDhBBCCCGEEEIIicC0Mvugc8gAGjZsiLvuukttif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNoymbSysOoIS/WKB51DhBBCCCGEEEIIicDIIfugc4gQQgghhBBCCCER2MrePugcIoQQQgghhBBCSARGDtkHnUOEEEIIIYQQQghJqeYQMQO2sjeA8uXLo1q1ali7di0KCwv9Hg5snx8/7GHDGrBBR4Hr1Rxs0dN0bLGjLXqaDu1oDrSlOYTVliMAHKVvXwvgKQN1LI3yhuoVDzqHCCGEEEIIIYQQEuFbAF307X4AHvN5PMSytLLKlSurVnHDhg3DypUr4TgO+vTpE7VPTk6OeuyTTz7BggULsH79ekybNg233XYb8vPzYSM1atTAySefrLbE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmkNYbZlMzaGw6ghL9QqFc6hOnTro378/2rRpgylTphS7T0FBAQYPHoy6devihRdewDXXXIPx48fj7rvvVk4lG6lUqRLatWuntsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQ1htmUzNobDqCEv1ikegCo8vWbIEDRo0wNKlS7H//vtj4sSJRfbZunUrDjnkEIwbNy7y2Msvv4z58+fjnnvuwVFHHYVvvvkmyyMnhBBCCCGEEELMgK3s7SNQkUPi+BHHUEls27YtyjHkMmTIELWVqCNCCCGEEEIIIYSkBlvZ20egnENlQSKOhBUrVvg9FEIIIYQQQgghJLTQOWQfxjiHbrzxRqxZs8bKukPr1q3Dd999p7bE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmkNYbZmTRM2hsOoIS/UqCSeIsv/++ztCnz59St33lltuUfv27dvX93FTKBQKhUKhUCgUCoUSZhkPOI6WJwIwHgoyLqGPHDr99NNx3333qaLU0r3MRvLz89GiRQu1Jf7Pjx/2sGEN2KCjwPVqDrboaTq22NEWPU2HdjQH2tIcwmrLZNLKwqojLNUrHqF2DnXt2hWvv/46hg4dir59+8JWatWqhbPPPlttif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNoyGedQWHWEpXoZ5xw64IADVIcyaXcv0UPbt2/3e0iEEEIIIYQQQkjoSabmEDGDUDqHWrduraKF5s+fjxNOOAGbN2/2e0iEEEIIIYQQQogRsFuZfQTOzpdffjlq1KiBRo0aqfs9evRAkyZN1O2BAwdix44dGD58OGrWrIlHH30Uxx9/fNTr58yZgx9//NGXsRNCCCGEEEIIIWGHziH7CJydb7jhBjRr1ixy/5RTTlEivPnmm2q76667qu3DDz9c5PWDBw+2zjlUWFiIVatWqS3xf378sIcNa8AGHQWuV3OwRU/TscWOtuhpOrSjOdCW5hBWW+Yk4TQIq46wVK+SbC5tywghhBBCCCGEEEIwHUAbfftdAP/xeTwk84Sy5hAhhBBCCCGEEEIyA9PK7IPOIQOoX78++vXrp7bE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmkNYbZmMcyisOsJSveJB55AB5ObmonLlympL/J8fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTmE1ZbJ1BwKq46wVK942KElIYQQQgghhBBCknYUlPNxHCR70DlECCGEEEIIIYSQCKw5ZB90DhFCCCGEEEIIISSltDJiBmxlbwB5eXmoV68eli1bhq1bt/o9HNg+P37Yw4Y1YIOOAterOdiip+nYYkdb9DQd2tEcaEtzCKstFwDYRd8eA6CTgTqWRp6hesWDziFCCCGEEEIIIYREWASgsb49DsAhPo+HZB6mlRlAtWrV0K1bN7Ul/s+PH/awYQ3YoKPA9WoOtuhpOrbY0RY9TYd2NAfa0hzCastk0srCqiMs1SsedA4ZgLTXO/jgg9WW+D8/ftjDhjVgg44C16s52KKn6dhiR1v0NB3a0RxoS3MIqy2TKUgdVh1hqV7xoHOIEEIIIYQQQgghEditzD7oHCKEEEIIIYQQQkixjoJyPo6DZA86hwghhBBCCCGEEBKBreztg84hA9i4cSPGjx+vtsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQ1htmUxaWVh1hKV6xYOt7AkhhBBCCCGEEBLhHwDV9e0FAJr6PB6SeRg5ZAAVKlRAw4YN1Zb4Pz9+2MOGNWCDjgLXqznYoqfp2GJHW/Q0HdrRHGhLcwirLXOSqDkUVh1hqV7xoHPIAOrUqYNLLrlEbYn/8+OHPWxYAzboKHC9moMtepqOLXa0RU/ToR3NgbY0h7DaMpm0srDqCEv1igedQ4QQQgghhBBCCInAVvb2QecQIYQQQgghhBBCItA5ZB90DhFCCCGEEEIIISSlmkPEDOgcMgDHcbBlyxa1Jf7Pjx/2sGEN2KCjwPVqDrboaTq22NEWPU2HdjQH2tIcwmrLZCKHwqojLNUrHmxlTwghhBBCCCGEkAiFnoghuW1Hvy67YeQQIYQQQgghhBBCik0rY80hO6BzyADq1q2Lyy67TG2J//Pjhz1sWAM26ChwvZqDLXqaji12tEVP06EdzYG2NIew2jI3CcdBWHUsjbqG6hUPOocMoHz58qhXr57aEv/nxw972LAGbNBR4Ho1B1v0NB1b7GiLnqZDO5oDbWkOYbSlN2rIpbxhOiZCeUP1igedQ4QQQgghhBBCCInrJLDDPWI3dA4RQgghhBBCCCEkpcghYgZ0DhFCCCGEEEIIISSuk8DtXEbMha3sDaBixYpo2rQp/vzzT2zevNnv4cD2+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQxhtWRHAppjH6gFYbpCOiVDRUL3iQecQIYQQQgghhBBCFJUAbNS3C3VKWSMAS3weF8ksTCszgCpVquCwww5TW+L//PhhDxvWgA06Clyv5mCLnqZjix1t0dN0aEdzoC3NIYy29DoJtidQcyiMOiZCFUP1igedQwZQtWpVdO3aVW2J//Pjhz1sWAM26ChwvZqDLXqaji12tEVP06EdzYG2NIcw2tLrJJDIodJqDoVRx0Soaqhe8aBziBBCCCGEEEIIIXGdQ+xWZj50DhFCCCGEEEIIIaRIK3s6h+yBziFCCCGEEEIIIYSkVHOImAGdQwYgbfV+++03K9rrhWF+/LCHDWvABh0FrldzsEVP07HFjrboaTq0oznQluYQRlsmW3MojDomwmZD9YoHW9kTQgghhBBCCCFEURfAMn17AYBdAXQAMMnncZHMwsghAyhXrhyqVaumtsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQxhtmetJKUskrSyMOiZCOUP1igedQwZQr149XHfddWpL/J8fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTmE0Zauk2BHggWpw6hjItQzVK940DlECCGEEEIIIYSQKCeBk2DNIWIGdA4RQgghhBBCCCEkqpV9opFDxAzoHCKEEEIIIYQQQkiRtDK2srcHOocIIYQQQgghhBASN62MziHzYSt7A8jJyUFubi527NgBx6E5/Z4fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTmE0ZbNAcwFsA7AbwAOAtATwGcG6ZgIOYbqFQ86AA1AFur27W7AH/F7fvywhw1rwAYdBa5Xc7BFT9OxxY626Gk6tKM50JbmEEZbJtutLIw6JoJjqF7xYFqZAdSuXRvnnnuu2hL/58cPe9iwBmzQUeB6NQdb9DQdW+xoi56mQzuaA21pDmG0pTetLJGaQ2HUMRFqG6pXPOgcMoC8vDw0a9ZMbYn/8+OHPWxYAzboKHC9moMtepqOLXa0RU/ToR3NgbY0hzDaMtnIoTDqmAh5huoVDzqHCCGEEEIIIYQQEreVfTkfx0OyA51DhBBCCCGEEEIISSlyiJgBnUOEEEIIIYQQQghJqeYQMQexOSXEUlBQ4Oy3335q6/dYgijZnh8/7GHDGrBBRz/05HqlnhTa0SY9TRfa0RyhLc2RMNpyb2nUBTiLAedDfbuvYTqaajuUQXL0DUIIIYQQQgghhFjOPgAmA/gLwFgApwO4AsCzfg+MZBSmlRlAQUEB9ttvP7Ul/s+PH/awYQ3YoKPA9WoOtuhpOrbY0RY9TYd2NAfa0hzCaEtvWlkiNYfCqGMiFBiqVzzoHDKA6tWro2fPnmpL/J8fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTmE0ZbebmWJ1BwKo46JUN1QveJB5xAhhBBCCCGEEEIU7FZmJ3QOEUIIIYQQQgghJK5zqJyP4yHZgc4hQgghhBBCCCGEpFRziJgBnUMGsHXrVsyfP19tif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHMNoy2ZpDYdQxEbYaqlc82MqeEEIIIYQQQgghikMBjAEwC8AwANcAeBDArX4PjGQURg4ZQE5ODsqVK6e2xP/58cMeNqwBG3QUuF7NwRY9TccWO9qip+nQjuZAW5pDGG1ZXFpZOcN0TIQcQ/WKB51DBtCgQQPccccdakv8nx8/7GHDGrBBR4Hr1Rxs0dN0bLGjLXqaDu1oDrSlOYTRlt60skRqDoVRx0RoYKhe8aBziBBCCCGEEEIIIUW6lSVSc4iYAZ1DhBBCCCGEEEIIidvKns4h86FziBBCCCGEEEIIISnVHCJmQOcQIYQQQgghhBBCUqo5RMyArewNQCqoV65cGRs2bMD27W5WKPFrfvywhw1rwAYdBa5Xc7BFT9OxxY626Gk6tKM50JbmEEZbdgPwJYBJAN4F8AiA1wCca5COiVDOUL3iQecQIYQQEkIeBnAZgMkAOvk9GEIIIYQYw3EAvgAwEcD/ADwB4C0Avf0eGMkoTCszgJo1a+K0005TW+L//PhhDxvWgA06Clyv5pBpPXcBUAXA7hl5d+LC9UrCBO1oDrSlOYTRlsWllZUzTMdEqGmoXvGgc8gAKlasiL322kttif/z44c9bFgDNugocL2aQ6b1XKu3NTw/4kj64XolYYJ2NAfa0hzCaMtku5WFUcdEqGioXvGgc4gQQggJIW5OeD6jhwghhBCSIeeQW2mHBanNh84hQgghJITU8tzu4OM4CCGEEGJ+K3s6h8yHziFCCCEkhNTx3O7o4zgIIYQQYhbJ1hwiZkDnkAGsW7cOI0aMUFvi//z4YQ8b1oANOgpcr+aQaT29ziFGDmUOrlcSJmhHc6AtzSGMtky25lAYdUyEdYbqFQ+2sieEEEJCyCIAjfXtjQCqeeoCEEIIIYSkymkA3gPwHYAXALwDYCSAI/0eGMkojBwyAKme3qpVK2uqqAd9fvywhw1rwAYdBa5Xc8i0nm7kkPyXVQCgTUaOQrheSZigHc2BtjSHMNoyJ4VuZWHTMREqGqpXPOgcMoCaNWvizDPPVFvi//z4YQ8b1oANOgpcr+aQST2r6C5lws96y7pDmYHrlYQJ2tEcaEtzCKMtc5OsORRGHROhpqF6xYPOIUIIISRk1NbbTQDG69usO0QIIYQQP2oOETOgc4gQQggJGW5K2QoAE/RtRg4RQgghJN2t7N16hnQOmQ+dQ4QQQkhInUMrAUzUt/cBkOfjmAghhBBiBsnWHCJmQOeQARQWFmLZsmVqS/yfHz/sYcMasEFHgevVHDKpZ21P5NA87SQSx9DeaT8S4XolYYJ2NAfa0hzCaMtkaw6FUcdEKDRUr3iwlT0hhBASMq4CMEC3lj0TwJcAugHoC+BFvwdHCCGEkFBzHoBXAXwO4GEA3wOYBaC13wMjGYWRQ4QQQkiI08oE1h0ihBBCSCbSylhzyB7oHDKABg0a4JZbblFb4v/8+GEPG9aADToKXK/mkEk9vWll8NQdYsey9MP1SsIE7WgOtKU5hNGWyXYrC6OOidDAUL3iQeeQAeTk5CA/P19tif/z44c9bFgDNugocL2aQyb19HYr80YOtQVQM+1HsxuuVxImaEdzoC3NIYy2TLbmUBh1TART9YoHnUOEEEJIyNPKFuuwb/nhdqqP4yKEEEKIWa3s2a3MHugcIoQQQkJGbFqZ8LcneogQQgghJFVYc8hO6BwihBBCQkZsWhk8Xcpq+DAeQgghhJhDsmllxAzYyt4AKlSogDp16mDFihXYtm2b38OB7fPjhz1sWAM26ChwvZpDJvXcDCAfQFMAC/RjxwH4AsAMAHum9Wh2w/VKwgTtaA60pTmE0ZZXAngawDsAbgMwB8A6ANUM0jERKhiqVzzoHCKEEEJCRGUA6z23N+rbdQEs0//y1dA/4gghhBBCkuUqAAMA/A/ALQD+BLAJQIHfAyMZhWllBlC9enV0795dbYn/8+OHPWxYAzboKHC9mkOm9HRTyjZ5HEPCcv3jTb7Y90vrEe2G65WECdrRHGhLcwijLXOTrDkURh0TobqhesWDziEDKCgowAEHHKC2xP/58cMeNqwBG3QUuF7NIVN6xnYq8+K2tO+Q1iPaDdcrCRO0oznQluYQRlsmW3MojDomQoGhesWDziFCCCEk5J3KXCbqbccsjocQQggh5reyz/V0MSNmQucQIYQQEvJOZbGRQ3QOEUIIISQdrexd55DAdvZmQ+cQIYQQEiJKSiubpLe7AaiVxTERQgghxByKqzkk0DlkNnQOGcCGDRswbtw4tSX+z48f9rBhDdigo8D1ag6Z0rOkyKE1AH7Xt1l3KD1wvZIwQTuaA21pDmG0ZXFpZSXVHQqjjomwwVC94sFW9oQQQkiIeBbAZQDuBnBXMc+/BeD/ANwG4AEfxkcIIYSQcHMrgPsBvATgcgDb9OM1Afzj89hI5mDkkAHk5eWhSZMmakv8nx8/7GHDGrBBR4Hr1RwypWdJaWUCi1KnF65XEiZoR3OgLc0hjLZMNq0sjDomQp6hesWDziEDqF27Ni688EK1Jf7Pjx/2sGEN2KCjwPVqDpnSs6S0MoHt7NML1ysJE7SjOdCW5hBGW3rTyhztJCrJORRGHROhtqF6xYPOIUIIIcSQVvbCL/pfviYAGmRxXIQQQggxA2/kEDx1h+LVHCJmQOcQIYQQEiJKSyuTkokz9G1GDxFCCCGkLK3svc4hdiszGzqHCCGEkBBRWlqZwLpDhBBCCEl35BCdQ2ZD55AB7NixQ7XXky3xf378sIcNa8AGHQWuV3PIhJ6VAeQn4BxaqrcXpu3I9sL1SsIE7WgOtKU5hNGW3ppD8BSlLm+Qjomww1C9SsIJklSuXNm56667nGHDhjkrV650hD59+hS7b+vWrdV+69atU/u+/vrrTp06dXzXgUKhUCiUTEhTwHEAZ1Mp+52v9ysMwJgpFAqFQqGESx7QvyMe1/eX6ft7BmBsFGRMAhc5VKdOHfTv3x9t2rTBlClT4u7XuHFjjB49Gi1btsStt96Kxx57DMcffzy+/vprVKhQIatjJoQQQoKSUiaM09utGR4PIYQQQsyDaWV2Ejjn0JIlS9CgQQM0a9YM/fr1i7ufOIQqV66MI488EgMHDsSDDz6I008/Hfvuuy/OPfdc2ETdunVx1VVXqS3xf378sIcNa8AGHQWuV3PIhJ6ldSpzWaC3lQAUpO3odsL1SsIE7WgOtKU5hNGWsWllpTmHwqhjItQ1VK/QOIe2bt2KpUvdagnxOeWUU/D5559j4cKFkce++eYbzJo1SzmJbKJ8+fKoVauW2hL/58cPe9iwBmzQUeB6NYdM6FlapzJvx7KN+nb9tB3dTrheSZigHc2BtjSHMNoytltZaTWHwqhjIpQ3VK/QOIcSoVGjRqhfvz4mTnT7sfzL+PHj0b59e1/GRQghhAQhrUxw/2apl8HxEEIIIcSetLJyPo2HZIdQOocaNmwYSUGLRR6rXbs28vLyfBgZIYQQkjkSTSsTluktI4cIIYQQkgysOWQnoXQOVaokVRSALVu2FHlu8+bNUfsQQgghppBoWpnAyCFCCCGEZKPmEDEHJ6iy//77F9vK3n28d+/eRV7z8MMPq+fy8vJ8H3+2JD8/32nRooXa+j2WIEq258cPe9iwBmzQ0Q89uV7Dpee7upXslQns+1+9720BmIswC9crJUxCO5ojtKU5EkZbPq1/Q9yt70/W9482SEdTbYcySCidf246mZte5kUeW7lypSpsbQsSQTVnzhy/hxFYsj0/ftjDhjVgg44C16s5ZELPZNLKGDmUHrheSZigHc2BtjSHMNoy2ZpDYdQxEbYYqpdRaWWLFy/GsmXL0KFDhyLPHXDAAZg8eTJsokqVKjjiiCPUlvg/P37Yw4Y1YIOOAterOWRCz2TSylhzKD1wvZIwQTuaA21pDmG0ZbJpZWHUMRGqGKqXUc4h4cMPP8QJJ5yAJk2aRB478sgj0apVK7z//vuwiapVq6pFK1vi//z4YQ8b1oANOgpcr+aQCT0b6C0jh7IH1ysJE7SjrbbsBKBzFkZFbDkvY1vZl+YcCqOOiVDVUL3iEci0sssvvxw1atRQLeuFHj16RJxAAwcOxNq1a/HAAw/gtNNOw8iRIzFgwADlzevXrx+mTp2KQYMG+awBIYQQkn5cR08iP1EYOUQIITbQHsAofXtfAFN9Hg8xgdi0su1Bdh6QtBFI+95www1o1qxZ5P4pp5yiRHjzzTeVc2jRokXo3LkznnjiCTz00EOqxtDQoUNx/fXXW1VviBBCiB008fyTl8hPf0YOEUKIDeR4vh0uAnClz+MhJpBszSFiBoF0DjVv3jyh/aZPn45jjz024+MhhBBC/MaNAJKWDKuTiByqo7/s3R92hBBCTEKihVwuAzAYwCQfx0NMgK3s7SS0NYfIv2zatEml08mW+D8/ftjDhjVgg44C16s5pFvPpno7P8H9V3rCwN1C1iR5uF5JmKAdbbSl26Bnur60e4GXeAEjjOdlsjWHwqhjImwyVK+S7O46BAkhhBASUK4D8DiAdwCcmeBrlugi1vK/8pQMj48QQogfTNAOIkkpexRADQBXAHjW74GRECPxZ32k3Iv+7fGp1AEGcCGAV/weHMkYdCsbQPny5VGrVi21Jf7Pjx/2sGEN2KCjwPVqDunWM9nIIYF1h8oO1ysJE7SjbbbMA9BO3x4B4FZ9+2EAR2VhlMTU8zJeWlk5g3RMhPKG6hUPOocMoG7durjqqqvUlvg/P37Yw4Y1YIOOAterOaRbT7dNw59JvIYdy8oO1ysJE7SjbbbcWzuIVui/Dl7UfwtU1ullJAiE8bxMNq0sjDomQl1D9YoHnUOEEEJICGDkECGEkGg66u1Ez6X8vfp2Xc8lPiHp6VZmR/yMvdA5RAghhIQARg4RQggpvhi16xwS/gtgLYDqHucRIWVzDrkNLugcMhs6hwghhJCAU11Lss4hRg4RQojJdPQUpXbZCmCYvt3ThzERE0i25hAxAzqHCCGEkJCklC0HsDGJ1zFyiBBCTKUSgL2KiRwSPtHbXlkeEzGFZGsOETNgK3tCCCEk4PTUP/Xlv+EDknjdcQC+ADDJk3xACCHEBA4BMBbAYgCNY56rof9OkEv5FgDm+jRGElY+AHAKgL66zPnz+vadnqpWxDwYOUQIIYSEJHIomZQygZFDhBBiU70hl38AjNK3mVpGyp5WxppDdkDnkAHUrl0bF1xwgdoS/+fHD3vYsAZs0FHgejWHdOrZLIVOZQJrDpUdrlcSJmhHm2xZXL0hL0wtCwphPC/jpZWVM0jHRKhtqF7xoHPIAPLy8rDLLruoLfF/fvywhw1rwAYdBa5Xc0innqlGDi13x6KTDEjycL2SMEE72mTLkiKHhE/19jAAtTIwQmLyeZlsK/sw6pgIeYbqFQ86hwghhJCAk2rk0BadXCAweogQQkyhKoDWpTiH5O+EKfpyvnsWx0ZMIFnnEDGDMjmHxIN20EEHoWfPntaEWhFCCCHZJtXIIYF1hwghxDT29/xlsKKE/ZhaRlKDNYfsJGXn0JVXXoklS5ZgzJgx+Oijj9CuXTv1uDiJli9fjvPOOy+d4ySEEEKspDKAOmVwDrHuECGEmMYleruglP3c1LITARRkeEzEJJKtOUTMwUlWzj33XGf79u3OW2+95fTp00fd7tKlS+T5d9991xk+fHjS70tJTSpVquS0a9dObf0eSxAl2/Pjhz1sWAM26OiHnlyvwddzT8BxAGdViq//QL/+sgDMSRiF65USJqEdbbHlAvlYd4ChpbxPLQfYrvd9wXedbJUwnpdf6t8OZ+n7d+j7zxuko6m2Q9kk+RdNmzbN+eijj9TtWrVqFXEO3Xjjjc6iRYv8VoxCoVAolNBLd/2D7OcUX/+sfv1dAdCFQqFQKOmQv7TD56IE9n1T77vOARoHYOyUMMhX+rfD/+n7t+j7/w3A2CjImKSUVtayZUsMGzYs7vOrVq1iDaIsUlBQgI4dO6ot8X9+/LCHDWvABh0FrldzSJeeZak3JLDmUNngeiVhgna0wZZyjdVI334vgXc6G8APAKoAeCoDIyUmnpexaWWl1RwKo46JUGCoXvFIyTn0zz//oE4dtwJCUfbcc0/8/fffZRkXSYLq1avj+OOPV1vi//z4YQ8b1oANOgpcr+aQLj1T7VTmwppDZYPrlYQJ2tEGW7rFqGcBWJPAO0lAQF9dNeZUAMdlYLTEtPMyN8maQ2HUMRGqG6pXWp1DX3zxBS6++OJiJ0kcQxdddBE+/dQtgEYIIYSQVGHkECGEkH/pWEoL++KY5okaelZHHxV4hJBo2MreTlJyDt1+++0oV64cfv31V9x3331wHAd9+vTBG2+8gYkTJ2LZsmW455570j9aQgghxDLKGjnkOocYOUQIISbQQW8nJPm6uwAsAtAcwAoAGzzSMwPjJCa1sqdzyA5Scg5JC/v9998fX375Jc444wzk5OTg7LPPRo8ePfD222/joIMOwsqVK9M/WkIIIcQyyho55KaVMXKIEEJsjRyCdgLdEOe53cs4JmIaydYcImaQsn2XL1+u0sdEpP5Qbm6uekyiiEh22bJlC/744w+1Jf7Pjx/2sGEN2KCjwPVqDunQsyKABmmKHKqm329zyqOxE65XEiZoR9Nt2RBAY32p/ksK7/qujhx6V/918CCAq/T7kkwRxvMy2ZpDYdQxEbYYqldJJN3i7JVXXnEOOOCAuM937NhR7eN3KzYKhUKhUMIse+jWsWvL+D6b9fvsGgCdKBQKhZKq9NBt6aem6f2u1O/3QQB0owRJftC/G3rq+330/aEBGBsFGZOU0srOPfdctGjRIu7zzZs3VzWISHaQtL78/Hy1Jf7Pjx/2sGEN2KCjwPVqDunQs2kZo4ZcWHcodbheSZigHU23Zar1huIxP+bbhmSCMJ6XsWllpdUcCqOOiZBjqF7xSMk5VBqNGjXCpk2bMvHWpBgaNGiAW265RW2J//Pjhz1sWAM26ChwvZpDOvTcrYz1hlxYdyh1uF5JmKAdTbdlhxTrDcXjz5jWByQThPG8zE2y5lAYdUyEBobqVeaaQz179kSvXr0i96WVfdeuXYvsV6NGDfX4hAnp8mgTQgghdnKO3tYp4/u4P2lOBTC0jO9FCCEkbMWoS3MOybdMZV20mpD43cri1RwiljmH9txzT5x22mnqthSdPvDAA1XHMi/y+IYNGzB69Ghcd9116R8tIYQQYhGuU6es/T/dItSMHCKEkLCyK4C6ALYCmJKm91wD4B/5e1+nlk1P0/uSsBOvIDW7lZlNwmllDz30EKpVq6ZEcu4uuOCCyH1XqlevrlLKpKX97NmzMztyQgghxHDcahBljfb5Tm9/K+P7EEII8TtqaJp2EKUL1h0iZa85RMwgJfuWK8eAMkIIISTTuM2FZ5bxfRbobdUyvg8hhBC/SHcxam9q2b6sO0TKVHOImOMUdFMJSUjJzc1FxYoVsXnzZuzY4Z7CxK/58cMeNqwBG3QUuF7NIR16SrB/dQCtAcwqw1guB/AMgPcBnF6G97ERrlcSJmhHk205AsBRAC4E8Eoaj/QUgKsBPAzg5jS+LwnzeTkVwN56xX0L4GgAXwGYDKC9ITomQq6heqW9W9mxxx6Lr776CitWrMC2bdtQWFhYREh2kIW6ceNGKxZsGObHD3vYsAZs0FHgejWHsupZWTuGhMVlHMtqva1ZxvexEa5XEiZoR1Ntme9JK8tE5JDAtLJMEcbzMtm0sjDqmAg7DNUrrc6hk08+GZ9//jnq16+Pd955R3nU3n77bXVbWthPnToV99xzT/pHS4qlZs2aOPPMM9WW+D8/ftjDhjVgg44C16s5lFVPN6VsnZaysEpva5XxfWyE65WECdrRVFseA6CaTvhId9Fot+YQ08oyRRjPy2TTysKoYyLUNFSvtDqHbrnlFowfPx7t27dH//791WOvvvoqevfujbZt26Jhw4aYN29eusdK4iChbq1atVJb4v/8+GEPG9aADToKXK/mUFY9G6cpakhg5FDqcL2SMEE7mmrLFvrRTZ4YjnTByKFME8bzMl4r+/IG6ZgIFQ3VK63OIWlrL1FCEl7lpo9VqFBBbf/8808899xzuOmmm9I7UkIIIcQiGqXROcTIIUIICTPun+6/ZuC953viVSV9jZD4aWVsS2U2KTmHJO9u69adLRTXrFmDLVu2qGghl6VLl6J58+bpGyUhhBBiGY0yEDkkNYz4w44QQsKGW4FuZQbeW/4+WK9v75qB9ydhJDatjK3s7SAl59CsWbNU9JDL5MmTcfbZZ6sW9/n5+fi///s/LFjgNs4lhBBCSKrOob/S6BwSaqTh/QghhGSTGp4elpmAdYdINGxlbycpOYeGDBmCXr16IS8vT92///77ccQRR+Cff/7B8uXL0alTJzz00EPpHiuJw9q1azF8+HC1Jf7Pjx/2sGEN2KCjwPVqDmXVM501h+RHnTsK1h1KDq5XEiZoR1NtmWnnEOsOZZIwnpfJ1hwKo46JsNZQvUpKJ3RtXiYOO+ww1cVs+/btGDp0KL777rt0vC0hhBBiJaMBdAJwOoD301SxQv4TPhDA+DS8HyGEkGzxBIBrAcif77dk4P2fAXC5/OUP4PYMvD8JG+5vho4AJgJoBWCmTkKs7ffgSLAih4pjzJgxuO6669CvXz/lGKpSpUq63pqUglRPlzQ/W6qoB31+/LCHDWvABh0FrldzKKue6aw5JLBjWWpwvZIwQTuaaku35hAjh8JIGM/LZGsOhVHHRKhoqF4Zdw651K1bV6WZseZQ9qhZsyZOP/10tSX+z48f9rBhDdigo2nrtXPnznAcB9WrV8/aMYNEWfVMZ80hgR3LUoPrlYQJ2tFUW7LmUJgJ43kZm1ZWWs2hMOqYCDUN1Sse5ZN1/Jxzzjlo0aIFVq9ejQ8//BA///yzeq5Ro0a47bbbcO655yrPGtPKCCEkuAwaNEh9Xrv0799fbVu2bIk5c+b4ODIiyE+QSvr2kjS9JyOHCCEkrLDmEAlGK3sWpDabhO3bqlUrjB49GrVr10ZOzs7lcuONN6J3797qn+GXX35ZOYXEYfToo49GnEaEEEKCybBhw3DzzTerbpNvvPEGli5dqpoKJEuFChWwbdu2jIzRVhp5mhZvSdN7MnKIEELC7hxak+HIIWmFUAEAv9NtJ15aWTmfxkMCllZ27733qjpCl112Gdq2bYsePXpg7ty5eOqppzB48GB1kSEOpDPPPJOOIUIICQFbtmxRzqANGzaorTiHduzYgcMPPxw//fQTNm/ejMWLF+PBBx9EuXL//hwYOXIkBg4ciCeffFK9Tro4CMcddxxmzZqFjRs34ttvv0WzZgxPT5V01xsSGDlECCFhJdM1h5YB2KQvDZvox1oDmA5g/wwdk4TVOeRGFRGLI4fkYuH555/HSy+9pO7PmDEDhYWFyin02muv4fzzz8/kOEkJyD/2S5Ys4T/3AZkfP+xhwxqwQccgrFdJEf7iiy+U01/SiFu3bo3//ve/ylF09913R17Xp08f9Z1w6KGHqvtNmjTBRx99hGeffVZ9T3To0AGPP/54IHT0i7Lome56QwIjh1KD65WECdrRVFtmOq3MTS0Th1Az3avqKwC7APgCQP0MHtd8wnhexqs55DqIXGdRmHVMhG2G6lUSTiKybds255xzzol6rH79+s727dudHj16JPQeFAqFQgmGDBo0SH2ur1u3LiLvvfeec9999zkzZsyI2vfSSy911q5d6+Tk5Kj7I0eOdCZNmhS1z/333+/8+uuvUY89+OCDjlC9enXf9Q2b3Ao4DuC8ksb3vEi/58cB0I9CoVAoyUihfHw7QIMMHuNLfYxzHeBIfXuH3vJazzZZrn8ztNb3q+r7IhUDMD4KMiIJp5Xl5uYW8Zi599evX59+lxUhhJCMIulh++67b0SuuuoqtGnTBuPGjYvab+zYsahataqKDnKZNGlS1D7yOklF8xL7PsTftDJGDhFCSBip4qn0kqmaQ966Qy0APKdvu6VCBgIoyOCxSVjSygTWHTKXpFrZS5rASSedFJETTjhBFaM+7LDDoh53hWSHBg0a4Pbbb1db4v/8+GEPG9aADTpmW0+pNSQiteJk+/fffyf12lShLUuHNYeCA9crCRO0o3m2rFt3d/3IVl0XCBnuWNZdWhHpXpknaKeRdDG7I4PHNpswnpexaWWFpdSlCaOOidDAUL3ikVQ3umuuuUZJLHfddVeRx8RpVL48m91lA+keJ3PtdpEj/s6PH/awYQ3YoGMQ1qvUkzvllFOi9pG6QmvXrsWiRYvivo+8rmfPnlGPHXTQQQkd01TKoidrDgUHrlcSJmhH82zpOJkuRh0bObSv3l4LQP40uhLAZwCuB/CGLlJNTD8vY1vZe2sOlTdEx0TIMVSveCTsvenSpUtmR0IIIcR3nnvuOfUngHQje+aZZ1QXSilE/cQTTyinfzxeeOEFXH/99XjkkUfw8ssvY//998e5556b1bGbhDQTFhg5RAghdpM959CfnpiRrwG8q+9/DuATAL0AjNLdzLZkeCwkaGll7lZg+Ie5JGzb0aNHZ3YkhBBCfEda13fv3h2PPvoopkyZglWrVuGVV17BfffdV+LrFi5cqCKOpL39lVdeifHjx+PWW2/FoEGDsjZ2k36QNchgzaFKACoC2JzG9yaEEJIZduyoloV6Q8KueuvoaCEvcl+ig+sA6AtgQIbHQoLmHBKk2nAF1hwyGjr+CCHEQs477zy1bdiwYbF/Bhx44IFJR5IOHTpUiZfBgweXeay2UVd/OUsI99I0vu86XTOgvI4ekmoShBBCgo0jfaKyEjn0HoDeuq6RtLL3slCnnTVP898WJCw1h6B/Q4hziA4Es/G9ZRqlbFK+fHmnbt26auv3WIIo2Z4fP+xhwxqwQUc/9OR6DZ6e7XWr2L8yMKZl+r33CsD8hEW4XilhEtrRHHFtmZt7pe4g/p7PYxqsx3Gr73MTNgnjeblJ/15o4nlsnX5sN0N0NNV2KIu+fnumSNkpLCzE8uXL/R5GYMn2/PhhDxvWgA06Clyv5pCqnpmoN+StOySRSaw7lDhcryRM0I4m2jJbkUOlMUtvpZMZMf28LC6tzO1YVt4QHROh0FC90tLKngST6tWrqy5BsiX+z48f9rBhDdigo8D1ag6p6pmJNvYu7FiWPFyvJEzQjubZMi+vfpZqDpXGTL1t7fM4wkcYz8t4aWWIU3MojDomQnVD9YoHnUMGUFBQgP32209tif/z44c9bFgDNujo93qtpf+XXOcpiJzpY5pMqnpm0jnEjmXJw/VKwgTtaJ4ty5Vz3fmMHAorYTwvY1vZlxY5FEYdE6HAUL3S6hy64447sNdee8V9fs8991T7EEIICQ/yA0D+F6kCoIbfg7EY1zn0Vwbem5FDhBASLhynWkCcQ3/oVgnVM/wXEgkC5YpxDon1BdalMZeUnEN33XUX2rVrF/f5tm3bon///mUZFyGEkCwjtWhcmvg4DtvJdM0hgZFDhBASDnbsqB4Q59BWTxczRg/ZQqKRQ8QMMpJWVqtWLWzdKh8ghBBCwhaxIrCigH+w5hAhhJCikUN+1xwSmFpmm4Mg0ZpDxAwSdvx16tQJRxxxROT+ySefjJYtWxbZr0aNGjjjjDMwbdq09I2SlMj69evx/fffqy3xf378sIcNa8AGHf1er27ESqZ/9tGWJcOaQ8GC65WECdrRPFsWFv5fQCKHXOfQ8fwLyfDz0q03lEzkUNh0TJT1hupVEgn1vL/zzjud7du3KyksLIzcLk6mTZvmHHDAAQm9L4VCoVCCITfIH5RavgrAeGyUCh4b1M7A+5+j33tYAHSlUCgUSiLyt/5aaBuAsVykxzI0AGOhZOO3SDXP47/px44IwBgpyIgknFb2yCOPoG7duqhXrx5ycnLQt29fdd8rderUUZW89957b4wfPz6zLi0SIS8vD82aNVNb4v/8+GEPG9aADTr6vV6zlVZGW8Znf72Vb+iVGRgTI4eSh+uVhAna0Txb/tsiIkhpZYwcMvm8jJdW1lRv9zNAx0TJM1SveCTsHNq8eTNWrVqFlStXonnz5njzzTfVfa+sXr0aW7ZsyeyISRFq166Nc889V22J//Pjhz1sWAM26Oj3evU6h3aR9p1ZOKbJpKLnXjEdQdINaw4lD9crCRO0ozmIDc866wIA+QFLKxOaecZFTDsv46WVuVQyQMdEqW2oXmktSL1gwQJs2rQp/aMhhBDiG27NobV6u4ePY7EV96f/1Ay9PyOHCCEkPGzeXNHzl0EQap4s1d9UcglZtPYsMc9B4HUOzdDbP7I8HhKCbmUXX3wxfvrpJyxfvhyFhYVFZNu2bekdKSGEkIziRg65jWoZNJ59GurtnAxHDtWM+WeQEC8jR47Ek08+6fcwCLGef51Da2ISfPyEqWW2OofcxEb+fjCXlJxDUn/oueeeQ7ly5VR62T333FNE7r333vSPlhBCSGZwnIhzaKaPjWrr16+Pp59+GnPmzFHpzBKp+umnn+LII48s0/sOGjQIQ4YMQdDJZKcyb+SQtKGtCruQtfXUU09h9uzZKvr577//xpgxY1QNxUqViguS38n111+PSy65pMjjTZs2heM42GeffYp93bhx4/D8889HPSbvI6/p06dPkfU5evToUnVwj+mKpPKLPrfddlupryWEhN05FBTYzt504tUc2qy37qokFrey9yI/aj788EPVsp74z/bt27F27Vq1Jf7Pjx/2sGEN2KCjn+u1amFh5Mt+MoAzMvizL56OcuE7duxY/PPPP+jXrx+mTZuGChUqoFu3bnj22WfRpk2bpI+Vm5urLqLThYwn0cjYVGyZaeeQVAXcqOtJ1fKkEJqO1Ep019att96q1pY4VqSBhkRC//XXX/jss8+Kfe2OHTuUDZM9JyX65qSTTop6rEuXLsrhecQRR+C1116LPB57vzSOOuoo/Pbbb8jPz8dhhx2Gl19+GUuWLMGrr76KVLHlM9Z0aEdzEBuuXr0jQPWGEIC/kMJJ2M7LeDWHSnIOhU3HRNluqF4lkXSLs7Vr1zoXXXRRINqtUSgUCqXs0la3J10OOD307Z+zPIahQ4c6CxcudAoKCoo8V716dbW99tprnalTpzrr1693FixY4Dz77LNO5cqVI/v16dPHWb16tdOjRw/nt99+c7Zt2+YMGjTIiaVz585q/yZNmjjvvvuues3KlSudjz/+2GnatGnk/eS1Q4YMcW699Vbnr7/+cubOnZvROfhKz33vDB5jkT5G+wCsu2zJsGHD1Hopbm2VJv3793d++eWXIo/LOhH22WefYl939NFHq+fr168feWzJkiXOpZde6sybNy/yWLNmzaLWZEkS75hff/2188wzz0Tujxw50nnyySej9pF1LOvZvS/j+P33351NmzY5f//9t/P+++9HvX7AgAHOww8/rM4LGbfMg992pFDsk9N1R/FvAzAWV07WY/opAGOhZEJqelrZ53oef1M/dk0AxkhBRiSltLJvvvkGHTt2TL+bihBCiC94I1ZmegpSZyuvvGbNmjj22GNVhNDGjRLbEs2aNWsiURxXXXUV9tprLxXFKulmkurspaCgADfddBMuvPBCtZ/s/+6772LYsGFo0KCBkh9++AHly5fH8OHDsW7dOnTq1AmHHnoo1q9fjy+//FJFCHmjNFq1aoWjjz4aJ5xwQlaKgv+VwWPY1rGsVq1aOOaYY+KurUwhkUpbt25V0UKCRL5J+torr7yiup7sbFG9M5pI0twkDS0V9t9/fyVSBzKZ10j65p133qnWtpx7sWltcn5t2LABBx54IG688Ua1b9euXVMaIyEkVWoEMHKIaWW2p5WxT525pOQcuuyyy3DQQQfhlltuUT+6iL/Uq1cP1113ndoS/+fHD3vYsAZs0NHP9dq6atWIc0gKUkviVGWPsyLTOrZs2VKlgM2c6bqmimfAgAH47rvv8Oeff6q0ndtvvx2nn3561D55eXnqe0outn///Xfl/JGLb0kjWrp0qRJJDZPUaDmmOJF+/fVXdezzzjsPu+66q0rzcZELZNln+vTpSsqip99pZTZ2LHPX1qxZ7gXNTqShhqwNkYceeiju6ytXrox27dopx6G7v4ikdZWEOKLGjx8fWUuylRpH4jAS56T3cVmr8niiyOtlDLKmJ06ciPfeew9vvPFGwq+XNS7r+vPPP1dpbpMnT1YOVO96nTp1qqoh+ccff6j3luOIo5QEG1u+K21AbHjYYT0CWHNIelVJik11AA38HkwoCNt5mVOKc6iiATomSj1D9Uqrc0h+YO22226q6PSyZcvUDyb5V9crktdPsoMUBq9WrZraEv/nxw972LAGbNDRz/XaUNflEadEoadNaess6ZiTk1iMklycjhgxAosWLVI54HLRWqdOnaiCwnLBLBe2pSGFhMVx4L3gX7VqFSpWrIgWLVpE9pP6NKl04EzWlgWe/4gz6RyyLXIoHgcccAD23XffSO2eeIhjaeXKlSpyTPZ3pXv37qUeQxyZXieQ3BdGjRoV9bg4OpNBHJsyBlnDp512Gnr16oUHH3ww4dd//fXXysE6d+5cvP766/i///s/VKlSJWq9xp5DUtPIlh/HYcaW70ob2GlDccAIQbqukup18/VtRg+ZeF7mFlNvqDTnUNh0TJRyhuqV1oLUUow6nQU+CSGE+EuDHTui0pkkxqKN/tk3IgvHl45LkjLWunV8d5QUrJZIB+kAJd2ZxJEjxXilCK9EC0l0kOBuS0MuhidNmoSzzjqryHMSVeIiERbZbGO/HsC6DB7HtsghiXyRtSXpU17mzZuX8HqRQpTz589XDhKXwkJxo5aMG93WqFEj5QR67LHHIs4h6Vwmf7RJFM+3336blE4LFy5UHf0EiXgTZ6b8YXfXXXcp56joG+tw9aZKyp96++23nxqTpNxJhJDsLxFILrEOUfndJ44yQogf3cqC5BxyfyXInyjyuTrK78GQLDmHxC0osFuZuaTkHJKwe0IIIebQQHdhWOxTRYHVq1er+j+XX365qoUSWxumevXqqk6KXJxKa3H3D4rYlLJ4SMpO7L8+P//8s4rAkAhYiRrym2zUG7IxckiciBIpc8UVV2DgwIFZrTsk6V/irJE0R4lIE2ekMGHCBNStWxfnn3++ctRI+llZEOeVOH/ESSrHE+dmw4YNo6Kf2rZtGxWhJK+RGpIid999t4r4lq5uhJDgEFzn0Fy9PRLASz6PhWTKORQbCsJW9ubDv4AIIYSgvo4ccp1DMzOYVhYPcQyJA0culE8++WSV8iWRRFdeeaWqySIRIHLxK/flIrZ3797o27dvQu8tUR9SN2aPPfZQxYClGPVbb72FFStW4JNPPlERSFIguHPnzqquUePGmai25H+9IRsjhwRxzojNpW6OOBRlXclakKgxue1tUSst5R944IGkjyGNOmbMmKGihFw2b96MH3/8Ua1ZKVAtET1uVI73cTcKKdFjyxquX7++WqdSTPrqq69W0Ueuk1NuH3/88Sr1TSKmJNquRg03aRHqOTm2pKVJ5NI555wTSZ8jhATRORSkmkNCbb3dWXCfmEVOCmllxBxSanO2yy67OM8//7wzc+ZMZ9WqVU6nTp3U47Vr11btT/fdd1/fW7HZInl5eaoVrmz9HksQJdvz44c9bFgDNujoh57u8Rbq9qQd9OMH6/t/ZlnHBg0aOAMHDlStvjdv3qxa20t7ebfN9zXXXKNaym/YsEG1J+/du7dq7e22undb2ce+b506dZzhw4c7a9eujWobLm3GBw8e7Cxbtky19P7jjz+cF1980alatWpUK/ts2PI6PedvZtjml+rjfBCA9Z5NkbX19NNPO3PmzHG2bNmi1sKPP/7oXH/99U6lSpWi2rh7W77fc889zm+//VbEjrFt5WVNCfK4dz9pAS/ceOONUY/feeed6vGbbrop7rFjxT2my7Zt25wFCxaoNStr3N2vfPnyzrPPPuusWLFCtamXY3hb2R966KHqWNKmXs6lyZMnO2eeeWZkvcpzTz75ZNSxva+nBFds+a60QcSG+fkTdEfxE30fT7RcrMe1IQBjCb6E7bzcRf9O2Bjz+JX68bcN0NFU26HskvyL2rRpo35wiFNIfpwXFhY6Xbp0iTw/adIk5+WXX/ZbMQqFQqEkILmAs01/4TfUj9XS90UKAjBGG+QxPd+PZPg4/9HH+SYAOlMoFAqlJPlVfxUfEYCxeKWiA2zVY2sSgPFQ0ilN9e+EDTGPX6QfHxKAMVKQEUkpreyRRx5RuekSki1h/bFFD4cOHYpOnTqlKbCJlEbVqlVVBx/ZEv/nxw972LAGbNDRr/V6ymGHqQJ0klizzFOXxi3JvEcGjklbFqVxltLKbKs5VFa4XkmYoB3NQWyYn18/oDWHJMHoV327o89jCT5hOy9LSyvLN0DHRKlqqF7xSMk5dPjhh6v8danVUFzXsgULFvhSr8FWpOOOOONkS/yfHz/sYcMasEFHv9Zr1z33VLeXagcRMlyUmrYsnkZZKkhtY82hssD1SsIE7WgOYsMdO6oFtOaQMEFvO/g8juATtvMylVb2YdMxUaoYqldanUNStLCkbh/SgUO6ZRBCCAk+VXUR29iIFfd+96yPyE6yVZB6q942yPBxCCGEpI7jlMe2bXkBjRwSJuotI4dMg93K7CUl55C0/5VOF8UhnWb+85//qC4chBBCwuMcio1YcSNL2IvELOfQRk9YeKUMH4sQQkhqOI4bNSSsRfBg5JCpxIscckM/6Bwyl5ScQw8++KBqnfrcc8+hbdu26jFpqSr5eF999RXatGmDhx56KN1jJYQQkgGqrl1brFPiPb2tGye/nKQPaTJeoG8vyfCx5np+8O2S4WMRQghJDTelLCdnXUzSd1D4VceSyF9JLfweDEkjbGVvLyk5h7788kuce+65OOOMM/Dtt9+qx958803lGNpvv/1wzjnn4Pvvv0/3WEkcJMVPorlKSvWzmWzPjx/2sGEN2KCjX+t16/z5xTqHXgawSP8IODLNx6Qti48aWun58ZUp5BJjgb7NukOlw/VKwgTtaA4bN+YFuN6QUAhgsr7N6CGTzstUag6FTcdE2WioXiU5BotWlE6QgoICHHPMMWjZsqWqQzRnzhwMHz4c69evT+8oCSGEZIyhuq7QBQBejXnuWQCXAXgRQF+fxmcDXQF8DWAagHZZON5YAIcAOAXAR1k4HiGEkGSRv2W+yeI3QyoMBHAFgMcA9PN7MCRN7KXjwqSDrdsvD3oVTtERzu6fWsQspHtxyogH7eOPP07faEhKlC9fHjVr1sTq1atRWChefOLn/PhhDxvWgA06+rVed5Wuk9u3F9sl6xPtHOoB4NKy/JsQc0za0p96Q4g5Dn/clQ7XKwkTtKM55ObWxo4dQY4c8tYdYlFqk87LVNLKwqZjopQ3VK+0ppV5J6tp06bYd9990b59+yJCsoN0h7v88svVlvg/P37Yw4Y1YIOOfq3X5vn5cR0T3+kymI3SGDROWxalsd7SORQ8uF5JmKAdzaFq1Z1V4fLzNyG4uB3L9ivrZaXRhO28LC2tLN8AHROlrqF6pTVyqHr16njsscdw1llnIS/PzYf9l5ycHDiOo5xHhBBCgkue46CyzqNeHKft+ZcATgfQy/MfIUkv2Y4ccqPE6BwihJCgF6QOYqcyl5kApJxIVQCtAMzwe0AkDbCVvb2k5L0ZPHgwevTogXfeeQc//fQT1qwJcrgjIYSQeNTdvj3SnlSKISNOapnrHLo9q6OzB9dJU1xqXyZYHBOxRAghJJit7HNzg+wcktiSnwEcruOL6RwygdLSysR5VAHAtiyPiwTUOSRFqJ9++mlcd9116R8RIYSQrNFgZ0EDLC1XTtUdKo5huidJWwC76VboJL2w5hAhhJDiIodyc4P+J/xE7RySukNv+D0YksG0MvkjEZ7oITqHzCOl5NCVK1fijz/+SP9oSEpICp8UyJIt8X9+/LCHDWvABh390LO+dgj9nRv/62A1gNH6ds80HJO2LAprDgUXrlcSJmhHcwhHWhk8CedsZ2/KeZmocyjMOiaKY6heaW1lf/vtt6vooc6dO1szUYQQYiJXAngawPs6dSweVwEYoAtUd8ni+Gz5It6qQ3mbZCm1TKpDuJcblaX7aBaOSQghJBk+0X/JXATgZQSXlgBmA5DC2eLQMr+jk+kcCOBHHSneIua5TdoxtCuAhT6NjwQsrey+++5Dfn4+Jk6ciDfeeAOLFi3C9mLSEYYMGZKOMRJCCMkQJ+ttjVL2+1Q7hzrrHw0/ZWFstlBXfxnLP3RLs3TMdbqEaBUADQHMydJxCSGEJEYrVMcsAHvgH/yOIDNfuwwq6V8J3/g9IJKhmkNu3SFxDrEotbk4yUqjRo2csWPHOtu3b48rhYWFSb8vJTWpU6eOc8kll6it32MJomR7fvywhw1rwAYd/dBzZn6+xH86XxQUlLrvRomuBZwHQ6Zj0G25r57XxVke3yx93MMDMFdBFq5XSpiEdjRHWpSbJh/RzkHVTvF9LCVLrgP8o8YK/BiA8QRPwnZeHqJ/H8wq5rkl+rm9Q66jqbZDGSWlyKFXX30V++23Hx588EF2KwsAFSpUQMOGDdWW+D8/ftjDhjVgg45+6Plr1aqYfOKJmPftt4BuaR+P6QD218HjZYG29LfeEDzH24N1h0qF65WECdrRHG6ucSu+PuosLPtu1r95wIFE4ktuBPCcji3uCmCE34MKFGE7L+O1svd2LMsPuY6JUsFQveKRknPosMMOw8MPP4y77ror/SMihBCSNbZUqIDZbdpg+Wi35HR8pmjnUP2sjMwest2pzMWtbUTnECGERCN1Vb/77jvUqFHDtz/BD8ybiL/23B9/f78SweclAHsCuFo7ifaOKV9MTEorE5hWZiYpdSv7+++/sWrVqvSPhhBCSFapGPNlXxLscGWWc4j2JIQkSv369fHUU09h9uzZ2LRpk7oWGDNmDPr27YtKlaTWTFG6deumGtfIa70sXrwY8+bNi3qsadOmat8jjzyy1LEMGjRI7evKihUrMGzYMOy9tzgkzPt+lmo+4eAO/c2yO4Cb/B4MyUC3MoHOIbNJyTn0+OOP48ILL0TlytLjhBBCSFjJT8E55KZBkfTgOmey0aXMC+1JCEmE5s2b45dfflGdim+99Va0b98eBx98MB555BGccMIJ6NpV0oiKIs6jbdu24Ygjjog81rp1a+VMqlmzpnIIuXTp0gWbN2/G2LFjExqTOIMaNGig5KijjlKtpj///HOYREHonEPS6uBafftWtrY31DnkxoPROWQuSRcquvbaa51JkyY5S5YscQYMGODccMMN6jGvXHPNNb4XVLJFKlas6Oy5555q6/dYgijZnh8/7GHDGrBBRz/0HFuxovPrnns6PRI4Xi9dhPDHkOkYdFsu1fP6XJbHd7o+7qgAzFWQheuVYrsdhw0b5ixYsMApSKBxQaxIA5vnn38+cr9v377OZ5995gwdOtTp06dP5PHBgwc7I0eOTOg9Bw0a5AwZMiTqsUMPPdQR3KKxnTt3VverV68e2WefffZRjzVt2lTd33XXXZ1PP/3UWbVqlbN+/Xrn119/dY477rio1x955JHOhAkTnA0bNihd9thjj+zYUZpA6O/nOqE7J6UotXy9rA7AWIIhYft8PUr/PphSzHPf6edODbmOptoOZZfkX1RSlzJ2K6NQKJTwyK/6S75LAvt21PsuCMC4TZINel77Z/m4h+rjzg7AHFAolGBKrVq11O/6m266KaXX33fffc7MmTMj9999913n+uuvd2688UblEHIfnz9/vnPnnXem5ByqXLmyckD9/vvvTk5OTsLOIXFSDR8+3Gnbtq3TvHlz5/jjj3c6deoU9fpx48Y5hx9+uNOmTRtn1KhRzpgxY7Iy77X157NIbgDWQXJysB76DgdoF4DxUJKVrnrt/VLMc1/q53oHYJwUpF1yUw0vLU122223tIc4keKR9D4J72WaXzDmxw972LAGbNDRFz0rV8a4gw/G9gSO56Y9NfQUK0ztkLSll+V6W3pJ8PTCmkOJwfVKbLZjy5YtkZubi1mzZkU9vnz5cqxbt07JQw89FPf1I0eORKtWrVT6l1voedSoURg9erS6Lch1g6SYyb6JIuls7vHXr1+Pnj174owzzlA1iBJl1113VWlsv/76q6qBNHToUHz//fdR+9x2221qrDNmzFB6HnroocjPj+3TlH7EeusrV8bogw9GpdCdk+MAzNS/FDr6PZhAELbP11RqDoVNx0SpbKhe8UjJObRgwYKEhGSHatWqqaJ/siX+z48f9rBhDdigox967qhWDV916yYHLnXfpfqHgrS5rFeGY9KW0dTS22x/ay7x1LWonuVjhwmuVxImsmXHAw44APvuuy9+++23Ep0lP/zwA7Zs2aLqDrVp00bVG/r5558xceJE1K1bF82aNVPPbdy4ET/++GPCxxdHkhxfpGPHjhg+fLiqQyQOn0R5+umncfvtt6vaSNKBubiC1lOnTo3cXrJk56dmvXpl+QZMjCpSwadaNYwM7Tn5ht729HkcwSBsn6+JtLKvGHIdE6WaoXql1Tn0xRdf4Mwzz0TFiixFRQghthSk3q4dRAKjTdJDHoCq+na2mxWLzd2+oyxKTQgpjj/++AM7duxQ0T9eJNJmzpw5qnNZScjz48ePVwWnRcQRI+8nBaTFceQ+LhE8Urw6UTZs2KCOLyKOJrdRzkUXXaSel2MIOTn/xrlWqFAh6j1eeeUVlenwxhtvKMeQvM8VV1wRtY93TG5UkkRSZZrwxyh8qrdHe0prExdvt73ipH///oFvZZ/5+DniByl9uskH6ZtvvomlS5di8ODBqksAIYSQ8FExpvtEaTAVKb3U1ttCAGt8OL6bKkh7EkKKY9WqVfj666+V06SgILWLfInykeggke+++y7yuKRryWOSXpZMSllxyAW1OIQkMslNexMaNpRE6J1IlFEsixYtwosvvohTTjlFdWN2nUt+E37n0K8A5gKopB1ExIvbaU/k6quvxpo1a6Iee+yxx6L2L1euXFbHx1b29pKSc0jaUB544IEYNGiQamspoZzy4SotLffZZ5/0j5IQQkhGvgAqJOkcojMhvdTxRA0lXikjfdDZRwgpjcsuuwzly5dXkTWnn366ug7YY489cNZZZ6nb27dLXOlOXnvtNTzwwANRrxfHj+wvqRlSb8hFbp944okqFcx1DkmKmNT3adSo5E8lSWWrX7++EhnDwIEDUaVKFXz22WeRiCcpcSHpYlI3qXv37rj++uuj3uPJJ59U1zGS2ta+fXsVwSTHDgLhdw4Jn+htL5/HETwkwMIVcQyJc9O9L+tZ6mgde+yx6pyTtMzDDjtMXXcPGTKkyBr2OlbltqRLyuPi2P37779VVJ04dl999VWsXbsWs2fPVu/tIs5ZOb6cI1OmTFHRfo+PGwfstRdb2VtIynGRslivueYaNG7cWC2mb7/9FpdccgkmTZqEadOmoV+/fuq5TCEf9G+//TYWLlyoQkvlw/yOO+6I/GNgE5s3b1aFAmVL/J8fP+xhwxqwQcds6ymflvmbN2OPWbOwJsHjpcOZQFsW7xzyAzqHSofrldhux7lz5yrnyYgRI/Dggw+qC0i5DrjyyitVhIP8/nYRR483WkcYN26cGo+keMl1gstPP/2kUr2kqPSECRPUY3IRKxfHsSlgsRx33HHqwldE3kecSqeddlrE+SRpa1ICQ95L6gbddNNNqr5QbDTGs88+q64hvvzyS/z+++/KERYEqujv51qhPifd1LITynLJae15KQXQb775ZlWry1v7qjT69OmDFStWqLpg4jR9/vnn8f7776s0zv322w9fffWVSqWMvWZ+9NFHlQNVzqW1Enknjtby5YvqEsc5ZOp3yGZD9SqJtLU+k3aR77zzTqSd/bZt25yvv/7a6d69e1pbrDVp0sRZtWqVM2/ePNVa86KLLnJeffVV1XLy448/9r0FHIVCoYRB6nha5eYk+Jo79P4vBWD8Jsipej5H+XT8+/Txnw7AXFAoFAplp5yvP5s/C8BYUpdyDrBS/8w4NADjCab06dPHWb16deR+586d1TVtz549o/YbNGiQM2TIkKjHnnzySWfkyJGR+3J79OjRkfu5ubnOunXrnNdeey3yWP369dX7H3jggVHHO/300yP79K5Z03E2bHBmnHZakfHerdfmwADMHQVpl6LuwBSQto69e/fGqaeeilq1aqmWkK+//roq4nb++efj008/xf3335+24lpnn302atasqULspk+frh7773//qwrEibe0Ro0a+Oeff2ALorcUBxePpluAj/g3P37Yw4Y1YIOO2dZTqkdsz83FmooVkbN5M5wEjpeOSBPasmjk0Ar4g5smyILU8eF6JWGCdjSDyp7v59zQ2lLSDYfKlZtOLRsLW0nlvJTovFTwRhnJsVauXKmyelwkda24rnsS4eeycfVqYNYsVGzTJuHIIVM/e3IN1SseKcf4SYibOHwk1FRCOHv16qXyjCVcTeoOSVE3yXmU4m/SDeDyyy9P26DdVnLu4va2mJS8561bt8ImJN/6xhtvVFvi//z4YQ8b1oANOmZbTwkoXla/PgYmcbx01ByiLf+FaWXBh+uVhAna0RznkHw//xF6W7qpZXa3tE/lvJSyKV7EMeHtvicUl34Z2/VP6gkV1wmwpK57JTkI4jmHTP3sqW+oXml1Dv3yyy/KAyk1h3788UeccMIJqr7QDTfcoPKQY5HiWBLpky7cTgfidBJHVJMmTVSBvEsvvVQ5pDZu3Ji2YxFCiKmkUqGNzoTMdCvzK3KI9iSEkOAhNYfM4EtdwrgVgC5+DybUSAe+2HpexXXgS5WDDjoocrtKjRrAHntgfTEF2tmtzGxSSiuTlK2LL75YFbeSInKl8cknn6B58+ZIF9IdTYrK3XrrrSpiyeW+++6LKopHCCEkM86h+voLRFqwk9TxO63Mtaf83MzRCeeEEEL8xYxuZcJ6AGskiQlAPwkZ8HtAoUWaP0nDJymvIilgUtKlbdu2KmgjHdx5550qBU0ycy6//35gxQos+/jjuM6h/LQclRjhHJJWj8kgLfGknWQ6mT9/PkaPHo0PP/xQLeTjjz9eOYuka4F0HiCEEFJ6zaFkkfQnSdzN0w6FhRkYl034nVb2t4SqS2g6gLqSxuDTOAghhJjoHBJGAPg/AHv4PZBQI13G7r33XjzyyCOqBo60ppcav3vvvXda3l86ow0YMAC77747Fk6eDPToge3FpKMxcshsylSQulmzZqqVZNOmTdX9P//8E8OGDVOOm0xyxhln4KWXXsIee+yBv/7aWQFjyJAhKnfy4YcfVi3uV61aldExEEKIjZFDjo42aaZTkegcCndamZQLXaodfWJPOocIIcR/zHIO3aSdQ811BBG/abxIzV4RF6nlG1tbyOWuu+5SkkwAR3HZO8W9/5gxYyKOprMAvBknmliSBAU6h8wlpTZnjz32mGpV77at97avf/TRRzPaYm3UqFHOmDFjijx+4oknqlZ8Rx11lO9t4LIpOTk5Tn5+vtr6PZYgSrbnxw972LAGgqxjbBvSsOh5GuBsz8lxvk7yeGN1G9OTStinf//+zi+//OK7jn5KInrO1XN5oI/jnKjH0D0AcxZE4XqlhEloRzPkY/39fJExthyvW9pfEICxZF+CfF66reyrV68eeay3/l0wrJj9u+vnxodIR1NthwxISgWpr7vuOlx77bX46KOPcPDBB6vW8SJy+4MPPlDPSbHqTCHVwsuVK1fkcbdie/nyZQqICh1ShX7Lli1qS/yfHz/sYcMa8EPHQYMGqePddJP86/UvUuvMO453331XRTIGRU/pInnUUUcV+9y8efPUe4u85zjI3bEDh/3xR1LHK2sRYxvWa6J6+p1WJrAodclwvZIwQTuaU5A613Gw3hhbfmJ117KwnZeug6C4xu3x0srCpmOiOIbqFY+UnEMXXXQRPv30U5XeNX78eFWUWkRun3nmmfjss89wySWXIFP8/vvvaN++vcqJ9CLHllb2U6dOhU3UqlVLFSWTLfF/fvywhw1rwC8dpWaaOIfEAR6PzZs3qy4SQdBTQoKlO6SEJcdDCvc3aNAANzVogFVt2uDVBx5I6niuM6Fxis54G9ZrInpK3aaqPqeVQdeQEjr5OIYgw/VKwgTtaE5a2cpatdDQGFu6Le2PTrHiYbgJ8nnpprGtWSOFw6MdBE4SzqEg61gWahmqV1qdQ1JrSDqGxUOek30yxaOPPqoih77//nvVtUxa2A8dOhQnnXSSKs61ZMkS2ER+fj5atmyptsT/+fHDHjasAb90HDFihCp0f8stt8Tdp0+fPli9enXk/tdff40vv5T2rTsRZ83ChQtx9913q/vyJSwOGnlMHEvSaaJbt27qOdFv//33V4X25TNNulNs2LABkydPjmozGg+JapJjFxbG7yMmznzpRrFt6VJsWbMGy+vXj8xr37598ccff6h/SWbOnKm+EL3IPye79O0rbShxw/r1uO2229Tj4kCTeVq7di1efvllVSzR5vWaiJ5uvSGx1L8/ybKP+3Ono49jCDJcryRM0I7mOIe25uejmjG2nCaxy7raoTiI7CJs52VOCpFDYdMxUfIN1SutzqFly5Zhn332ifu8PJeuf9GLQ5xChxxyCCZNmoTLLrsMTz31FFq0aKG6lYmjiBBC0oVEI8pny5VXXonGjSVWpnTEWdSxY0dcddVV6v4LL7ygiuffc8896v7VV1+N66+/HjfccAPatWunHOoSjSlfPl7uv/9+PPbYY9h3331VxKQU2y8updZLz5498cknbvh2cgWpTzzxRNWp4vHHH1ftUV988UWVWnfEEUdE7XekFEMcMgQ/7b23csifdtppqkCizFOHDh2Ug14+m0nJuCll0j7Bz2DlySX8CCSEEJJ9zCpI7WJ3almYSCStzA5XiX2k5Bx6//33ceGFF6p/igsK/g0NlNs33nijek5qcGSSCRMmqPb1jRo1Up681q1b48EHH1QXcoQQkk4+/vhjFbnjRv6UxuLFi1Vq7UMPPYQHHngA3bt3VxE47ueTOIWks6J8TorTR9qHyvvH1moTx9AXX3yB2bNno3///ioiM9aB5EU+D8XZJF0jS0KOLdFD/detQ/3Zs3HAAQdExjV48GA8//zz6phPPvmkqi0nj3v5+n//AwYPRs1581T0k4z7lVdeUY4i0UeioqZPn57QXNmM353KYoP97arWRwghwa45ZB7ut80JqV6CkgDXHCJmkNKZKT/8JT9RLnoklUIKnIrIbXHQyHN33nln+kdLCCE+Ic5wiQgSR3QiSHH+IUOGqHQ0ca5IqpZQtWpVFYE0duzYqP3lfps2baIe89ZPc9Nl69WTNrDxo4akFak3bzxeaq5EI725775YcfTRmDJlinpcjp/IuH6aODGqgLE8/9NPP0XtM27cuBLHQP6NHPLbOfSn3jb1hJITQgjxDzMjh74HICn48jvmYL8HQ0oglZpDxGLnkBRo7dq1a6TGz4wZM5TIbUlLkOdkH5Id5EJQai6VdkFoK9meHz/sYcMa8FtHSWeV9C9xgCdCpUqVVO0gqf0TWzy/JES/kSNHqtvbtm2LPO52ScjNzS3ROSTpaaWxYsUKzJkzB1vmzEHlKVOw+aOPkprXRRs2qG3NYlLTwmDLbFGankHoVCYskvRJ/UMvvuvRXrheSZigHcNPjnYOVVuzBqONsqVU2Buqb/eCTYTtvCyp5tAWT1ON3BDrmChrDNWrJBLue0+hUCg2yaBBg5whQ4ZE7rdt29YpLCx0HnroIUdwH+/Tp4+zevXqqNc+99xzzvTp052uXbs6W7dudbp06RJ5btGiRc4tt9wStf9PP/3kDBw4UN1u2rSpev999tkn8nz16tXVY507dy52rJUrV3Y2bdqkXluSTvPmzXOuvvrqnfqJzwlw+unnxowZ47z44otR+7/77rvOZ599Frkv9OrVy1mnX9sCcMaOHes888wzUa/74YcfnF9++UXdvgBwlgLOrQGwaZDkNj2HLwVgLAv0WA4MwFgoFArFZinQn8eOvg2j5Ayt2poAjIUSTy7T6+/dYp6r7FmflQIwVgrSKkz4NACJUJA6I7Il/s+PH/awYQ0EQcdff/0Vb731VqTQdDykxtD555+Ps846S3U7kzSu1157DTVq1FDPy31JUzv99NOxxx57qGgkSfOSYtCiX2waVyIce+yxqt7Pn3+6SUKlIzO5qVIl7NDzKuM699xzVccyqW107bXX4uSTT1a1j+K1s5fUMhm36CuvlSgpKU691157Rfa9WUekXBYgW2aD0vQMSlqZMN+TWkai4XolYYJ2NKfekHw/tzTOlr/ra9BqAOxpIhS28zKRtLLY1LKw6ZgolQzVKx4JOYfmzp2rUhCSEbe+Bsk8csEpF3DuhSfxd378sIcNayAoOko9tZJSu+rUqaOKM4uDRFrUC1JMWlrHS9cy4emnn8YTTzyhuoJNmzZNOXYkJUw+N0U/t619MkgL+0RSyrxIO4F/atRAVT2v0uVMOqlJjaTffvtNFdU+77zzVB25kpxD7733Hu6991488sgjqotk06ZNVVFr4TQAbgntDQGzZaYpTc+gpJUJrkuxmc/jCCJcryRM0I7m1BtaYqQtf9G1h4RbjK2uFPbzsqS0su06QTDWORQ2HROlhqF6xSOh5iRyYeDWuyCEEFsQx0gsEplTsWJ0GT6JChJx6/k0bNgw6nmpOySt7V3k81Ta2rut7WORvGbpPOYWoXYfy8kpvlywtLeXaKXjjjuuVJ2aN28euV3cfyDiwHKdWMXhjkGcPkJjvZXop9h6TPfffDNmeu63sOZnYLi6lQmMHCKEkGDgfk+aW731WAC/yS8S+ctNWn74PSCSRLcyN3pIItxYlNpS51BxF0iEEEKCQa1atVTb+QkTJiT1urIEyHojh+Jxr35+tj5WEwDtAcwpw3FNIkhpZd6OZYQQQvx3Dm2EqYjb6wpdnPpaAG9I4r7fgyIJppV5nUP5WRwTyQ6sOUQIISFn+fLluP/++5N+XTqcQ+LwKY6D9E8/6FpDrtvq3/gpEqS0MjdyiGllhBASkJpDMJkvAHwEoAIASUMvPjKaBDdySGDkkHmk7BzKy8vD5Zdfrlq7SW0KEbktj+Xn04+YTbZu3YqFCxeqLfF/fvywhw1rwAYds62n1ByqsHUr1qRwPDfs9JA4z30t6W76p98Ij3Oog1G2HKcrKd1R7LOl6RmktDJGDsXHnPVaMrboaTq0ozmRQ9uMt+XV2gV2GIAPYDJhOy9LqjkUzzkUNh0TZauhepVE0i3OGjdurFo0b9++XbVk/u6775TIbXlsxowZah+/W7FRKBQKJb7M161IO6Tw2hv0a3cATtuY5x71PNdOP3a0fuz3AOidPlmqu7m+nfRr8zytYGv4rgecfM94agdgPBQKhWKrnKk/i0cEYCyZl3f1V88GB8gJwHgoIjfqNfhKnOd/1c8fEYCxUpBWSSly6Nlnn1XdaKQNc5MmTXDEEUcokdtnnHEGdt11V7UPIYSQ4FKpDKHrLwMYr/9d8gaES8v6C/XtVwFM1bcn6u3u0vkBppAfkyCWOLU9XT/WwH+2SGccfZvRQ4QQ4n/kkNvh02yu1fEpEssc3cyDBLvmkMC0MvNIyTl01FFHqeKnH374YZHnPvjgAwwYMEDtQ7KDdEaSttluhyTphCRtrbPFyJEj1XoIy/yYdjy/jpltbNAx23qKc2hJw4Y4LYXj/QPgFADrdUC427bgce38EWfQxZ79V3sKUR9uhC2rAqjucXklZ8vannpD8X58ZRvWHSoefvaQMEE7muMcWmGFLaWC4U/6dg+YStjOy1TSysKmY6I0NFSvtDqH1q1bh2XLlsV9/u+//1b7kMwwaNAg5QByZfHixejfvz/eeust9XyDBg0wbNgwv4dJCAk48j9dWVgEoL++/QiAEwH01j8m+hbzo8KtO7QnTGAPz+2mHndP+DqVubDuECGE+I8dBam9fKK32ftjm5QMC1LbS26qzolzzz0XlSoV7XVTuXJlnHfeeXjllVfSMT4SB3H+iBNIZJ999sFjjz2Gyy6TnkDA0qVLrSqalQi5uWzMR4iXCrpgdFl5WqeOiWtksH7sOQCTitl3olHOoVYxzYal1HY4O5W5MHLIPJpoJ7ArtVJKgiSE+BE55F6A2+McOtLjGiN+wrQye0npinny5MnqYnvmzJm45557cM455yi59957MX36dLXP1KlTcdJJJ0UJSR9btmxRTiARaWO9YcMGrFmzpkhaWYUKFTBw4EAVXbRp0ybMnz8fN998c+R9qlevjv/+978qEkxe/80336Bdu3aR5yUi6ZdffkHv3r0xb948/PPPP3j77bdRpUr0h7esh4cffhgrV67EkiVL1Ou87LLLLvj4449VRJkc591330W9elKdBKhWrRoKCwux//77q/s5OTnqfcaNk05AOznrrLOwYMGCyH2pbyXvsXr1arWvvLfUwfI6MIcMGYJbb70VP//8M664wm2qTQgpaxt7L4U6Sgg6yUqcHbfH2dd1Du0FE2itt3+VyTnEyCGSKWoCWKjrlrgi5+fyNEQNEkIy7xyyJ3JoJoDfdR2/bn4PhiQROcT+5ObhdiNOinfeeSdy+7bbbivyvFy4iwNBLvJdxGFRvnxKhyNl4KqrrkLPnj1V8XBxroiTRsTl/fffV06j4447TjltLrnkEuUg2mOPPZTjRWjRogVOPPFEnHDCCahZsybee+895WC6/fZ/LwH79OmDJ554AgceeCAOPvhgDB48GGPHjsWIESPUOvjkk0+wfv16dO7cWa0DKVguzp0uXbpg7dq1yuEoRc0nTZqEvffeW62X9u3bq0g0cXzJ60aNGqWOJa8fPny4ch516tRJOZZkLF9++aVybG3btk3tJ3Wv5L3/85//KP0JIUWdQ/G++JNhnK4a0AjAtyUUWP5ZH6+hUZFDv+maQx2TenWQ2ti7MHLILDr7PQBCSJmcQxutuvj+FMANOrWsaE1bEvyaQ8Qckm5xdvjhh6ckfrdmM0UGDRrkbNu2zVm3bl2U3Hbbbep5oVevXur2gAEDnBEjRhT7Poceeqjzzz//OHl5eVGPz54927nooovU7f79+zvr1693qlSpEnn+4YcfdsaNGxe5P3LkSGf06NFR7/HTTz85Dz74oLrdtWtXNd4mTZpEnm/Tpo0aZ4cOHdT9xx57zPnss8/U7auuusp5++23nV9++cXp1q2beuz33393LrzwQnX7rLPOcmbMmBF1vAoVKjgbNmxwjj766MgcLVmyRD1evnx5p1atWmqbDftk+3h+HTPbYoOO2dSzuW5D+k+ajiftz29JYL/pgLOtfHnnxNDbcopuv3uD3i5KypZP6vl/0Hc9/pU2ekyrAzCWIElYP3te0PZ8EXAKAGdvfX8L4FQzSE8K7WiavKPP1SutsuVh+rt0pQOYp2/Yzst79BocEOf5l/XzN4VYR1Nth7Lqm4o3afTo0el3UZGkO4RdeumlUY+tWrWqyH4SwfP1119j1qxZKrLm888/V/cFqVUk6WGSluVFaklJtJCLpKJJ1I+LpI25KWEukkboxbtPmzZtsHDhQixaJOVrdzJjxgwVmSTPTZw4UUUFXXDBBSo9TaKEvvrqK1XYXKKJ5L133313fPfdd5Fxt2zZskjR84oVK6pxu/pNmzYtEkVU3NxkColkyubx/DpmtrFBx2zq6UYObU3T8eRT5MEE9pOi1G0KC7H3qlX4GGH+T83tUCbF/x8C0FjHRC1JyJZBTiuroVME40WA2UYYP3tyPH1/PtQRCNMATNc1v44F8J4BepKi0I4GtbK3ypY/6G/EOroH6s7f/KYQtvOytJpDW4qJHAqbjolSaKhe8WCV3pAiqVZz5sxRIs4dcZhIKlYsUi+oefPmuOOOO5TTR1LCJJVMEMeQOHH23XffKGnVqhUeffTRyHu4DhYXOU5sgedE9inN4Vi1alXst99+OPzww5UjSEScQ+Is+uuvv/DHH39Exi3pZ7HjllS4//3vf1FzJNSoUQMnn3yy2maDbB/Pr2NmGxt0zKaernNoWZbnVeoOra5RA3VCbctd9QzKz6MZ+pK7aN2hkmwZxLSyjboejcC6Q+H+7Omg0zzXxlxiSeJGvJ5AYdSTFIV2NMc5tNUqW0oC0+f6dk+YRtjOy1TSysKmY6LUMFSvtDuHDj30UNWRTCJYpF7MlClTokQeI9lBnD5Sa6e47nGCRNiIU+jiiy/GGWecgVNPPVXVDpJCzdLtTDyirqPJ63BKFxIlJHWOpBaVi0QMyRjcAuZS70gihKRwtDiaJNJJHEZSd0hqHbn1hgQZt0QSSRHt2HFLjaFk5yfdZPt4fh0z29igYzb1dN99bZbnVSKHVlWshRn1jkbFigUhL0Y9W/90Eq1QpO5QSbYMYrcygXWHzPjscZ0/X8oFZjE9gboXU3QyjHqSotCO5jiHtlhnS/cT6rRUy+IGlrCdl6m0sg+bjolSyVC90uocuvbaa9XFujgapNOUhFqJM8ErNoVf+UF+fj7q16+vpG7duqpwc61a0qS2qK2kILNEA4lD5bTTTlPRQtJ1TIpFS1Fn6fR19NFHq25fUkz6vvvui3QOSwdyHEnxeuutt5Szp2PHjnj99ddVZJBEALnIfelK5jqCJO1MHEuyzrzOIXmfFStWqCLXhx12GJo1a6aiiwYMGIDGjSW1gxBSGgUxocHZYjJysdffv+KFF/qixvbGIS9GPSumD1viHcuCmFYmsGOZGfSKudRy+QnAUp06yILVhASTKtZ1K3P5SicyyZ/JJ/o9GKthK3t7Sckt269fP9WJqkePHsVGapDMI93FpCaPF+koJg6g2KihG2+8UT2+fft2TJgwAd27d4+koMnt+++/X7V+FyeTvKdE7CxdKj8f00evXr0wcOBA9d47duxQ9Y+uvPLKqH3EASTOLLe2kCC3JWXM+5h0V5PUs4cffhgfffSRSkeTtDPpssb1SEhiVIr5gs8Wm7EDTcsvwJ+FrVB5ewtP1E2YnUPFRw6VRBDTygRGDoWf3QC0lToJuiKWF/nm/wzAhTpx4xufxkgIiY99rey9yc3yrVhXu68/8HtA1sJuZfaSknOooKBARW/wQtwfzjvvPCUuDRs2VC3oX3zxRXVfWse7vPzyy0riIYWmr776aiXFcffddyvxIhE6Ii7Sjj6Wk046Keq+FKQW51VJSCSQd+yCOItEYhHn1bnnnhv3vbzzQwiJ7xzKduSQsKLcHKCwFWYXtkS408pm6u1UnbxTR8fcuPE3xZMHoFpA08oYORR+3God0jpkdTHPf6KdQxJdVPw3PyHET+x1Dgn/059M8k1Jgp5Wlp+l8ZCAp5VJnaG99947/aMhKSHRQRJZE9u9i/gzP37Yw4Y1YIOO2dTTTSvb4cO8bt2xs9bYxo1S2BkGRA6JY2hqkeiheLZ0o4a2A/gHwYwconMovJ898VLKXEbo/+fFxvuEWE9SPLSjOc6hlVbaclTSadphIGznZSo1h8KmY6KsM1SvknCSlSZNmjjTp093rr/+eqdmzZpJv55CoVAo/srl0lQQcN7z5fjnyKEdYITv85C8VNVjF6nuefx5/dhDpb5HW/0GS33Xpajsrce2PABjoSQvtQBnm7ZhsxL2G6L3uSMAY6ZQKP9K7r9fME7tAIwn+7KLVn+rA+QHYDx2ylN6Dd4X5/mz9fNfBGCsFKRVUoocWrRokUpheuihh7B8+XKVmiTdprwiBY9J9opTt2jRQm394CwAj3oK6Nk+P37Yw+81kA1s0DGberppZet9mNcKFebFROCEiT30Vmq+rfE87tYdOlDHZVVCzbzqaNu8NWpWqKASzuroZ9y+jUFs2+CmldXRVR9kvGcAOBj2EqbPnit1vYDfPFFgxeG2tD8vpHqS+NCOZkQNCdustOVCAMvkl0JMbGO4Cdt5WVrNoS3FRA6FTcdEyTdUr3ik5BySGjSPP/44Fi9erOrESJv0Dz/8MEqkUDDJDtKl7Oyzzy62W1mmaQTgdQA3ADgewSTb8+OHPfxcA9nCBh2zqWfEOeTLel2ubzUJsFs50ZQyF7kcF44AsAEFWI5VW9dg2ryZWLVtG0RjkQ2eIsGtPel9QUGKGLss0+N9B8APIbSUjZ89UktIWFLKfiP0X4TNPckbYdKTxId2NMM5JBflla21ZfJNHoJO2M7LVNLKwqZjotQyVK+0FqTu27cvhg4dqgoMu12viJ0s1h8c8iFyC4D3S/ggIYQEB79a2Qu5uWtQufJ6bNhQRUfi/IzwFqN2mQHTuUAaEvg9CFIiVfVWvotL+29+vd7/EAATszA2QkjiziFxzNvLRP2Xs1l1h8IEW9nbS0qRQ3l5eco5RMcQKe/xMErwZ1+fx0MICX63MqF27ZUhTS2LFzm0Vv+s3ykbURct6jfFA7feihb16qkUrbpRe+wUKQwcJDYWM8br9HN3Aajv8/hIfCQVsLq+/XYC+7+nt/UyOCZCSGrOIXHe2ot5kUNhg63s7SUl59Dnn3+OTp06pX80JHS47ZhdHuDFAyGhcg751Sq3Tp0VMZE4YaF1HOeQ61pxZRM25W7Ftrw8bCpXDqLtipg9guYYcokd4wD9P24NAI/7PTgSlw6emLZEeqrw8ouQ4OGm7zJySGgTU4WJBDmtjFhec2jPPffEs88+i/322w916tRBzZo1iwjJDoWFhVi1apXa+uUc2qh/aMq/lk/A7vnxwx5+roFsYYOO2dQzEjnk03otKJDElrBFDsl/abvHSSszd83u0FGhO3QDgiNhF2GxY4cYp09pTIh5XVj0JCVDO5qTVmavLZfq5Fe5TN0PJhA2WybqHMoPsY6JUmioXiWRdIuz7du3R6SwsDCu+N2KjZJ5aadbGS4BnP0Ap1DfvzcAY6NQKPHlA32uXurbGI7X7Wp/8X0uEpeDPS12cwMwnuzK03rNrAacKsU8vzfgTNdbv8dqo3yi7XNVgvtXAJzN+jW7BWD8FAoFzon6nBwbgLH4Kx/p79trAzAW++RlvQ5vjvP8Hvr5lQEYKwVplZQKUt9zzz2sN0SiIofW6pKyXwM4VteouBfAVp/HRwgJZlrZv5E3e+iInDB8p0gnMqHQytL7/QFcqtPLhgA4Oub54QAaAvgSQGOfxmgzyUYObQMwBcAB+rVzMzg2QkhisOYQPJ9kJzHx1SdYc8hufPdQUcom9evXd/r166e22T728dpzPD7mH4/5Fs+PH/bwcw1Qx3Dq+a0+V8/2ab1ef/1NDrBF/zO4q+/znpjcqMc7P1C2zKYM0OtGIk5aeB4/Vj++Q2+PCcBY0yVhsGMjPe/bAKdSEq97Rr/u0ZDoSSldaMdwyyX6nPzIelserb9vfw/AWMouYbPlIL0Ob4inj35+e4h1NNV2KKOkVHMolmrVqiE3Ny1vRVJA5r5y5cq+2MAbOSQscscEe+fHD3v4uQayhQ06ZlPPSM0hn9Zr1aqVUL78/JDVHVqtt79Yu2av1hGiUmfgGc8/h+5tiSAVnjXoH8Uw2NGNGvotyWjAiZ7Xh0FPUjq0ozk1h+y2pfvptLuOVw03YbNloq3sZb8KIdUxUXIN1SseKWu5//77Y9iwYdiwYQNWrlyJzp07q8dr166Njz/+OHKfmE2sc2iV3tbyaTyEkMQo8LmVvVCu3B8h61jm/kBdA5u5XK8bSSE+FcCtAFroPwdO0NuWAG72e6AW0SHmcipR3BS0/dM8HkJI2Z1DdiN/xszRt/kJFdS0Mhj0RxApg3Po4IMPxpgxY7D77rvjzTffjPKkiaOoevXquOSSS1J5axIypDuZ91JptefLLc+nMRFCkogc8nEM5cvPCVnkkPuJ9w9sZjaAB/VtiRi6Sd++CsDfAK7R92/29HYjmaVjkvWGvJW/5CK0KoBmGRgXISQ5WHPIi+vuZt2hoHUr8/52pHPILFJyDj3wwAOYMWOGamd/663yn2E0I0eOxIEHHpiO8ZGQRQ6t8XyQ1PRpTISQxJ1D3n9/sk34nENu5JDdziHhIe0kqq//CBiqi1QLH3pSz8Ym8F5tAMyT3w4xbXFJ5iOHtntSAfdM85gIIclTRW8ZOSQs0Ns+Po/DPkpzDgksSm0uSRcqWr9+vXPllVeq27Vq1VIt7bt06RJ5/oILLnA2bNjge0ElWyQvL89p0qSJ2vrV2tjbun6Vfqy1pfPjhz38XAPUMZx6rtDnaVsf12v58ofpgpMLfZ/3xORNPd5rAmVLv+R2TxHqTjHPtfYUpy6ttfpVnsKWFQKgV9js2EzP3xYZawqvf0K//qmA60kxY71SEisEfCNt6QBX6+/cbQEYS9kkbLZ8R6/DK0rYZ7Xep2VIdTTVdvCjlf22bdtKLMrUuHFjrF/PgMhssXXrVixa5JaC9jetzK07VDNAdYeyPT9+2MPPNZAtbNAxm3q6NYfW+bpe3e+JJjqYfoNRNYdMX7P3A+ikW6B/X0y60lQA+0gtwlLeZw+9lV8VhwP4BsEi6HZ0o4akLf3WFF7vpqJ1DLiexIz1ShKvOURbvgfgSYkzBlAPwDKElbDZsrSaQ8VFDoVNx0TZaqheaU0r+/HHH3HqqVKGsigFBQU477zzMGrUqLKOjSTRLa5bt25qm/Vjx6SVeesO1bR0fvywh59rIFvYoGM29XTTynJ9Xa87PD/2XBeBOTWHTF+z8hdTNwCXxnn+Cb3tUcr7eJ/vieARdDt2TDGlDDGva1mtGo4NsJ7EjPVKEq85RFsu0X81eN3g4SRstkwlrSxsOiZKNUP1SqtzqH///ujQoQM+//xzHHfcceqxffbZBxdccAEmTZqEunXr4t577033WEkcpL2eFAmXbRCcQ0HrWJbt+fHDHn6ugWxhg47Z0tObH57j+3qdGaKOZcnVHLJlzcZjqK5p0x7ArnH22Vc/5/7I7IXgEXQ7dkixGLXLH3pFb69cGQcFWE9ixnolidccoi29n2zhdg6FzZaltbL3FqWuGFIdE6WyoXql1Tk0fvx4dO/eHS1btsTrr7+uHnv88cfx0ksvoVy5cuq5adOmpXusJIAUl1YWtMghQkjxUUN+dyvbyawQFaVmQepkWAlgTCkRQa4z6CsAGwE01aloJPHQ//3LGDnk6Ndu3FEJW7dWwI4dlXTiqZt8SgjJFmxlHws7loUlrYyYQUo1h9yOZK1bt1YRQ9LSXmoQzZkzR0UOEXsIQ+QQISQa95JvWylf/NnB/V/qPwDugkk1hwjwKYDO2jkkbe9jcZ1GQ/RK6KUfk/o5pHQO03/SyLk8owzv8wMKcPTSOcADcs/bhVY6z44v+0AJIQlB55CZkUNhg93K7CVl55DLlClTlBA7CUPNIUJI8ZFDmxCUmgJCcwSbcp6Af0YOJconElkM4AjtxPC61XYBsJ9OPftc/1PZSwsT0xPjPM+5XFiG93Hb2RdFLETnECHZgs6hWKboT7cGunmFPYWB/YTOIXspk3OoTZs22G233VCzZk3k5LgBaP/yxhtvlOXtSYJs3LhRpfrJ1i/nUGy3siBFDmV7fvywh59rIFvYoGO29HSdQxsDsV5fBnCT/nkhFWgmI9hJtIlHDtmyZktiDoDfAOwFQCoUvlNM1NAPAFZoB9EOnSYVpEuAINtRHGxuT5+yMBYbcVa1Rth20EH48scfsXbtDQCuA9AuDaMk2STI65WUThVPQWra0nV9/6p/H3QI0DdDcoTNlonUHIp1DoVNx0TZaKheJeEkK7vttpvzww8/OIWFhc727duLFXkulfemhEcqAI6jpYbn8fP1Y58HYIwUCqWoHKDP0bkBGMtO+Uh/lNwZgLHEk930GNcGYCzhkvv1ens75vGv9OPXex77Xj92WQDGHXSpCjhb9Hy1Tvv7n6rX+wTf9aRQbBL3nG4SgLEER/6rP4/uD8BY7JCheh2eU8I+H+t9LgjAeClIm6RUkPrFF1/E3nvvjWuuuQb77bcfmjdvXkQkoohkhwoVKqBhw4Zqm028Df3WBThyKNvz44c9/FoD2cQGHbOlZ4Hn/7hgrFdJPgpqr6rU6w3ZsmYTqTsEHTlUwfP9cUTM897bQWppH1Q7dgOQB+B3T8+/9Onp1vlop49CwkJQ1ytJLJ0jz5NWRluaU3cobLZMJa0sbDomSgVD9YpHSs6hQw89FA8//DCeeeYZVW9owYIFxQrJDnXq1MEll1yitn44hzbomhFBrTkUPT+1Mu628sMefq2BbGKDjtnS01tzKBjr9XP9KbKfJ1EmqGllidcbsmXNlsZ4XVmqunZoiHPyRO0okiLKsz37um7CLgDqIhgE1Y69YuYsvXr+qZP95FKVqWVhIqjrlZSOt1G2/LamLWM7loXXORQ2W6aSVhY2HROljqF6pdU5tGLFCqxZw24ttlNcG/sgRg65OI58fM3VP3hP8ns4hPiGt+ZQcJqej9W3eyCYsI19qsiPy2H69mf6ouc1ff+LmH1/138wiEviliyPM2wRBsen2Tlk4gUZIWF0Dkn3wa0+jyVYTAOwRV9ZMDMlKK3sxSICC1KbRUrOoRdeeAG9e/dW7euJvRTXqSyIkUMujpOvRy0febv7PRxCfCNY3cpiE4qCmlpG51BZGJrE4+IgctPQSPwW9vIduxzAuIyncnTM2BEIIUWLUbNTWSzbPM0q6KzOBuxWZi8pdSv7/fffUa5cOZVS9uqrr2LhwoXYvt2bWLSTIUOGpGOMJGTOITdyqIL+opOOC0Fgy5YjPb7wQ3weDSH+4a05FBwk/uExXYmmWjGfLOGrOUSinUBHA/hR/9iUHx+HAhhVzL4Pye8HAPX1fmVp0W4qrgvV7fCWGRg5REg2YRv70j6PDtTO6rL2ZySlQeeQvaTkHHr33Xcjtx97TH7MF8VxHJQvn9LbkySRud6yZYvaBiGtbKMOh83T/2yuD8j8bN58jOfRo3X8xCYj7OHXGsgmNuiYLT29kUPBWa9/AJgOYE8dM/Lv90xYaw7ZsmYTQcLPR8Q85qaaFRdDtgxAPQCdAIyEvwTRjumuN1S8nm7k0F7apRycRFQSrvVKUnMO0ZbmFKUOmy1TqTkUNh0TxTFUr3hIGEXSmh5++OEJ7Td69OhUxkRCwqUAngPwIYBTY56T4qMNAOwLYAqCQJ4OwJeIhMUAGul+OFIBgxC7uElHZ7wK4AIEiQcB3AzgfwDOQrB4CsDVAO4HcLvfgzGel/XaHADgGr8HEzDa6gocqqB8xl02f+nvS4nz+iGjRyLEdqRg/5cAfgawv9+DCRzipP5V90eukdGYSbIzqleu9k8B8FGcfaQu4AP6+/qiLI+PZI6UQnvo9CElpZW5dYcaBKru0BEex5C4s67U/73SOUTsI5g1h9w4iJt1UerMRPalDmsOZXslXKA/pekciuZCvR2RlVieCdoKkspB5xAhmaRuTEQG8TJDx1RV1X89iwuNBCGtTCq6EnNgRWkDqFu3Li677DK1DUJambfuUBCcQzIve+11mydh4WN9u0dGTgE/7OHXGsgmNuiYLT29NYeCtV5/0oUn5cffFQh7zSFb1mwmcB0fzQLQSD1Idsz1RPtJs/nM68m6Q2EjSOuVJF9oXthDb2lLLzs8PdyCFfOcCGGzZSppZWHTMVHqGqpXmSOHvvnmm7jPSQ7e5s2b8eeff+KLL77A0KHx+pKQTCC1nerVq5f1Gk+lRQ4FpZ19uXLlsWCB/MvgOodG63//6+niduNCbw+/1kA2sUHHbOnpjRwK1nqVnyFzALQGIDXCHkWYaw7ZsmYzgazNr3XMiiQAT/VxLEGy42W60YOcKS9lRU92LAsbQVqvJDnkbxF4YmZpy1hmAzgAwMEIG2GzZSKt7GOdQ2HTMVHKG6pXPBIOm5BJEY9ZcSLPtW7dGhdeeCE++eQT5RyyZQJtpiTnUJAihwoL98a6ddWQkyPhqN/q3jdfZLxt9uLFi9GrV1DbchObcZ1DwSwve0/Mf6dBgWll2cYttsxP0Z3I3xn36tu367pDmceNHGrl+dYnhGSC3z1dCEm8KjfCbronMvEzrUwaTQjsVmapc2jvvfdGu3bt4krLli1RvXp1XH/99Tj22GNx4403ZnbkxHdKSitLV+TQoEGDMGSINDX+l1NOOQWbNm3Cddddl9B7bN58rNrm54/0fJTxsoPYS3BrDglDtNtqV11XICiwlX22Gap/mEpCU2O/BxMAHtOrcKIuKJ8dVgKYp2+zRC4hmaRmzG9oEov8jv9bX4FILVESpLQyYgZpLbgiqWUDBgzAO++8g//7v/9L51uTAOJH5NAFF1yAt956C5deeimeeOKJhF7jtrDPz//K8+iXOne5dQAjFAjJLN6aQ8FDfm6456okFAUFRg5lm2WepF+pEGczXQCcrZ1lfbPep4d1hwjJBrVifkOTWBxPI5kg/T6wuyA1nUNmnmlplcsuu8zZsGFD2t+XUrxUrFjRadWqldpm87iTpNwU4BxbzHNX6ufeLeMxBg0a5AwZMkTd7tevn7Nx40bnxBNPjDzfs2dPZ9KkSc6mTZucOXPmOHfeeadTrly5yPPCBRc4zkcfbXc2bNjo/P77706PHj308986nTurXZwjjzzSmTBhglq3Y8eOdfbYY4+ocZR2nJYtWzqjRo1Sz0+fPt0577zz1Pv26tVLPf/NN984AwcOjHrPOnXqOFu2bFHHDusayKbYoGO29PxSn59n+zSvpR/zXBmeA0zy3R47JccBtusx1QuULU2XG/VanezjGPy2YzPA+UvPw0Bf9LxRr/3vfV8PlLLYkRJ0+Uyf5+fTliXI8frz6M8AjCVxCZst3Wu8Y0rYp4feZ05IdTTVdii7pP9Nb7jhBmfNmjV+K0bJsMzWHwqHFPPcWfq5r9LkHHrooYectWvXRjlSDjvsMOeff/5xzjnnHKd58+ZO165dnblz5yrHjbuPsGCB41z/n9+cFi1aOE899ZR6n5o1azrAixHn0Lhx45zDDz/cadOmjXLyjBkzJuHj5OTkOFOnTnW+/vprp127dk6nTp2UI8nrHDrzzDOdlStXOnl5eZH3veaaa9T7+G1Hin0ySp+fpwRgLMVLHY8zZpcAjKeaHotIfgDGY48coyd+B+A0DsB4/Lxg3Aw41X0Zw6167W/1fS4oFJNlrD7XTwzAWIIrcoG+Xn8mtQ/AeMyUX/Ra7FrCPlfofbYEYLwUpFPS/6ajR4+OurimZFaqVKmiHBiyzeZxl+kPhb2Kea67fm5iGpxDmzdvVo6WLl26RD0nzpibb7456rGzzjrL+euvvyL3hefuXeYc1/xpNT8FBQXqsW7dujlAD0/k0FGR1xx33HHqsfz8/ISOc/TRRztbt251GjZsGLHHddddF+UckvcS59Bpp50WeY/JkydHObLCuAayKTbomC09x+vzs7tP85rYMSVKQYZ5me82AXbVY9kUOFvaIJv0er3cp+P7bcfJWv/XfdOzgQPs4MVYSMTv9UpJXabrc70zbVmKfKQ/j/oHYCyJSdhsOUWvxaNK2Me91tsaUh1NtV1ZJeGaQzVr1ixRGjVqhC5duuC9997DIYccgmeeeSaTqXDEQ9WqVdG1a1e1NbHm0NSpUzFv3jzcfffdqFy5cuTxffbZB3feeSfWrVsXkf/+979qLVaq5JbcBf6z4DZ0PHu1mp+NGzdizZo1qsMeMNlzjCmR20uWLFHbnfuUfpw2bdpg4cKFkdfJcaSLn5ctW7bgjTfewPnnn6/ut2/fHm3btsXgwYNDvQaySTp07NOnD1avDnapx2zY0ltzyI+1k9gxg1Q0Pvk29racl9lgoN761bzYTztKpau99O27fNPzb0+dj+4ZHgUpK/zcCX/NIfdXCm0Zht8HiRE2WybSyn603krfuMoh1DFRqhqqVzwSdg6tWLECy5cvjysLFizA119/jR49euCOO+5QRamJueRJgecSnEPp6lYm/PXXXzjiiCPQuHFjfPnll6hSpYp6XLb9+/fHvvvuGxHpqied86Q4uotTWIjcXOff+46D3FxZ+judOcK2bVWjnhd27pP4cUrj5ZdfxtFHH630OO+88/Dtt9+q84akB+lsJ7a76aaboh7v1atXxKbvvvsu9tiDBciD3co+9sffEQFooc1i1H7yscctUR524er8K4C5vo4kfBdjhIQN9w9VFqQujc8BbJe/WnVnU+JHQer1nmvAhlkYE8kOCf/OuueeeyIXWMUhF8l//vknvvnmG+VIImbj/o8urCvm+VWeS6rcNHRWESdK586dMXLkSOUgOvbYY/Hzzz+jVatWmDNnTorvWqhHKi6sRp52vdGUdpwZM2Zgl112QYMGDfD33/IPK9CkSZMi+/3666+YOHEiLrroItXN74orrkhx3CQemzZtUs6hF198Ef/880+xn1PJOPRMJdit7F1my9kFoA2A48S15+NY6Bzykx915zKJ5eykmxnbQs8Y14y/F2PyTd5Rf18u9ntAhBhFZf3HqxDs+OYgsBLAWACH609JZqv40coe+ptA/r5rDOD3LIyLBMg5JCk9hLhU8ziGinP8rI65rErHvyCLFi1SEUTiIBo+fDgefvhhfPDBB8pxJNsdO3aoFDBJ15LotaoJf8GIc6hBiY7Rzz//PO5xRowYgd9//x2vvfYa+vXrh+bNm+PII4+MGz0kKZcbNmzAkCFDUp4LUjxiC4nouuWWW4pEELlpZU899ZRKhRUk2nH79u3K2SjI45LG+Oqrr6posZycHNx+++24+OKLVaqgOAJvvvlmtf6Epk2bYv78+Tj55JNx5ZVX4sADD8Ts2bPRt29f/PijXNIGk3A4h4SvtXOoX0CcQ2t8HIO97NCuifN13IotzqE87RYVPvV5LDvdc/KZdgiAHgBe9HtAhBgZNbQVwAafxxIOhmvn0FV0DvmUVuY6h1rrvwzoHLIsrYwEF4mE+O2337IaEVFSvSE3JmddGusOxaaY1alTR12kn3rqqTjmmGMwYcIEdTF+7bXXqgg2oal+zdatW0uYHzfKLb5z6KuvvsIJJ5wQ9zgSUXfSSSep+kPjx4/Ho48+qlKciuPtt99GYWGh2kodojCvgWyTiI7i6Ln11luVo0bS90pDnEUdO3bEVVfJjwvghRdeUGtMHILC1Vdfjeuvvx433HAD2rVrp5xCn376qXJAebn//vvx2GOPqZRDcRSKfcuVK5cxPdNZc8iPtZP4McfrbXufE4pSqzlkw3mZLT6JiaTJJn7Z0U2olB/fEwKhJ1PLwgA/d8yoNyTQliUxQm/l91h0nc8gEjZbJpJWBk8MaaMQ6pgomw3VqyR8r4pNCZ8coSvU/1bCPn/qfTr6NMYTEuqY9pLueHB7VsbUtGlTp7Cw0Gnfnh1f0i3S2W7IkCHq9g8//OC8/PLL6rZ0jBPkdp8+fZzVq1dHve7UU091Nm7c6DzwwAPOunXrnJYtW0aeW7RokXPLLbdE7f/TTz85zzzzTMSewvnnnx95vk2bNuqxVq1a+T4nxUnuvz3ZnVoBGE/JUuDpktTMx3HcrsfwQgDmxE6pBDgb9brdOwDjyYY8o/V9IQBj2Smt9Xmw2QHs6NpCoWRLpEOZozuW+T2W8Mg2/ZnUMQBjMUtm6/V4UCn7Paz3ezwAY6YgLcLIIQOQCIVq1aqlHKmQicihdHcsSwU3cmheifPzl96WHmVSFnuUL18e9evXx3333acij3755Ze0HS/eMU0jGR0lpUyiglq3lmDXkpFUQUnxk1Q0iRD6448/1OPSlUCij8aOlbz2f5H70qHOi6Sixet2FzRb/tvHb2fkkB9rJ/FjSsns+fr2LghbzSEbzstssUknGfoRPeSXHXtmOaWsdD1n6sQBaUfRLUujIsnCzx1zIodoy0RqEwrB7yIVNlsmWnPIexUVNh0TpZyhesWDziEDkIvQ6667LuWL0Uw5h9LZsSwVmuntvBLnxxsQmTl7HHrooapYtaQwST0aE9ZAtklGx++//16lgD344IOl7ivpgPvvv79K99t9991TGtu2bdvidrsLmi29zqHNPq2d5I4pF6RCK4St5pBf56XbuU9E0mrnzp2rarTl57s9JsOJX0lNfthxP+0OlW4w3wRKT9dVxdSyoGLD7wFbOpXRlqXxZ8wv/uASNlsmU3PIvYoKm46JUs9QveJB5xApUwWONSGIHPq3YT2y4hwqjlGjRqnixhLJIl3LSOaRmlQ9evTAwQcfXOJ+jz/+uCoyftxxx6naQ126dFGPr1u3TtUfEseeF7k/ffp0hJUCj2OotH+EgsGsADiHUqs55CfDhg1THRR32203VSPtkksuCX1jidh+WSbTy1NyNX3V6dLpojte/01U4BFCSDojh0hpzI/5xU/8rDlEzIDOIWJ85FDJDXf5sWYq4oR76623IsWmi6N79+44//zzcdZZZ6lOZ1JMXLrO1aixM1JE7kuK2umnn4499thDRSJJ0ekBAwYgrOyqt+FwDHmdQ6WnCGaO8LWyl4L3S5cuVV0eP/nkE7W+jz76aPWcOKrFeSoRRRs3bsTkyZNxyimnRF4rUW/SWdF9fubMmUXOIwmvlvNg9erVWLFiBR566CEMHjw4qgtjt27dVBSfu89nn32mnFUu0u3PLej/7bffqi6OMpaDDjoobr8s1y1bekxguLlSb91UuuAw2fPNvkb3VXKFDiJC0hk5RMyJHDK5lb3AqyhzoHOIGF9zaElC2bL15XIn42Mi2eXOO++Mm94lHe9eeeUV3HXXXZEaUNK+Xi6opWuZ8PTTT+OJJ55Q0UXTpk1TLe979uwZqUsURpp42mSHgyCllYXHOeRlr732wiGHHKJSzASpr3XOOeeoFFd57sknn8Sbb76Jww8/POIcEqfSaaedhj333FN173vggQfUfRdxmopT9bzzzlPRdJKPf+KJJ0Ydt3Llyur86dChA4466igVoSfOI3FOpdrtz/2f+BiYy96e782hCBol/Y8cv+snIaRkGDmUCowcCkpaWaVQVH4iieBnb2BigHNoTUAjh+T/y3oJOYeWAyjUp0L9UuOMSHCRi9RY/vzzT1SsWDFyX6KCRASJZGjYsGHU/lJ3SOpCuUhUg1wYu63ti3v/2AvdNWvWFHksSLjVkZYibJFDzbVLa6eDIww1h/zkhBNOUKmRUgxfzoHt27fjiiuuQF5eHm699VZ07dpVFccX5s2bh8MOO0ylno0ePVqdB+I0dZk/f75Kz5QIuvfff189duWVV6pIuo8//ljdl/eWSDwvH330UdR9idKT804cTtIW1kUcQ1988UXEQStpmy1btsSsWa7t/+V/opvnh6uJVNFbicVZhKAhReKPA9AJgNhe7DhFt5OWuMS5fg+QkFDCyKFUYOSQ32ll8otshfzhCqBuFsZFsoPvLdMoZZOcnBynXLlyaputY76pWxdeW8I+F+t9hvgwJ631sf9JaH4W6FaYHUJrDz+OmW2xQcds6HmSPjfG+DivyR9zrT5H2/hkl2X6+HsGypbxZNCgQc5XX33ltGjRwmnXrp26/9///lc9t+eeezrCunXromTLli3Ojz/+GHmPyy67zJk4caKzbNmyyPM//fSTeq5atWrqPTp16hR13A8//NAZMmRI5H7Lli2d//3vf86cOXOcNWvWqPcRjjvuOPV806ZN1f0OHf797K1Ro0ax7+1KFcDZrtdw/cCu17JJL63fT1le56nr+Zk+Py7J6ngp6bYjxU/5Sp/3vWnLJKSh/uyRlvblAjCe+BI2Wy7R67FtAvtO0fseHTIdTbUdyiiMHDIAiW6Qf4WzSdBrDjXzBJyWPj+LdV+YRqG1hx/HzDY26JgNPWNLK4djvUpqWUedWjYDYUkr83PNSv2eOXPmRCJ2pkyZorZuQfzjjz9eFVyPrVMknHHGGSqa5/rrr8e4ceNUBFK/fv1w4IEHJjUGqTEk0XUXXXQRFi9erNLVJGJIopdS7fa3Xq+AvQB0yFLaVbbt2DTmP/Fskbqes3Q8l5+pn8S270obIodoy9L4W5fsz9fN1BcgqITNlonWHHKvotrJVVTIdDTVdmWFNYcMoHbt2jj33HPVNlsEveaQ98d16fPjppLJF0s47eHHMbONDTpmQ89YN0c41qufRaklSbVCSs6hoKxZ+WEjNYPuu+8+lbK1efNm7Lrrrsp55BWpMyRIDaEffvgBzz//vCoQLc+1aNEi8n5r167F33//HZWCKc6c/faTBuw7qVWrlurOKMeUYtNS1LpmzfR8G0zU23+PnlmybUfvnxvZJHU9ZwagaDwJ2ucOKXvNIdqyNByPQyjYqWVhs2WiNYeirqJCpqOptisrjBwyAPkXtlmzZkX+jfW7lX1QIodKnx/33/NGobWHH8fMNjbomA09Y51D4Vivfrazd2esUNdbCeealVpB0n1P6gpJVJAUoRaHzpgxY1C9enXlEBKnz+uvv47Zs2ergtXHHHOMqkd09tlnK0eQ3HYZOHCgKmwtxdnF8SM1iMT540b+uB3KLr74YixZskQ5o6SjWTqYAKCPjhzKBtm2o1+RQ6nr6ef5SYL8uUPKFjlEWyaCfFLuHvii1GGzZaI1h7xXUfXy8pAXIh1NtV1ZoXOIGB85VDpsxEjsIXyllf3uWBabiBdOJCT6mWeewY033ojmzZtj+fLlyrkjreX/+ecf/Pzzzyq6SHjxxRfRvn17vPvuu8rZI93DnnvuORx3nBQi3snDDz+MBg0aKGeSvPdLL72E4cOHR0Kv5XX/+c9/VMc/SWWT4tJXXXUVRo0aFbrIoWzjV+RQ6szyjFwaAGz2eTyEhItcz29lditLlvmhiBwKG8mmlUEXpQ73LyUi0DlEMl5zqEBnA++sZpEd3K8IOocIMcHV4WdaWfja2BfXuc916IgI4rQRKQ5peS/1iUS8SJczF3ECibNHRJAOfTNmzMB7770X2eebb77BXntJdaB/8XbyS7Xbn/TG2qY7Ukq1uIUwC78ih1Jnmf7Gr6m7lu2sa0UISe57WaBzKFncT8pgRw6FjVTSyqRb2R8ZHBPJDqw5RDKWViaOo+0+RQ81Teqf1/TWHCIkyITP1SHM1j9RavrQLDWcM5ZpJE3swgsvxO677462bduq+kQSkfS//0mz+cyy2eN+6GhgG/vaoXMOCUwtIyRVankK7v9bnp8kBiOH/E4rc6+i5A8bYga+t0yjlE0KCgqc/fbbT22zcbyKumWhSNVS9l2h92uTxfnI94yvTkLzs5fefUUo7eHXMbMtNuiYDT1H6nPjNB/nNbVjztXnafEtzjMnZ+rjjgicLf2UJk2aOGPGjHH++ecf1aZ+7NixcdvPZ0Je1Ov4gSwcK5t23EvrtdIHm5ZNz8H6PLkt6+OmpNOOFD+kgz7v/6QtUxD53pHpmx2AscSXsNlynV6TzRLYt5Hed01BgbN/iHQ01XYou/g+AErIpJ7+ENgOODml7Pu73rdTFsfXUh9zfcKvqeH6khwg3/f5pVAyKb/oxX5MAMaSnAzT5+iFWT5uX33cDwIwBxRXLtLr+KsAjCWdcrzWa1IAxpKc3KzPk9cDMBYKJVwi38dyAk0OwFjCJ7voz54tDpATgPGYIRv0mmyawL7lAKdQ718/AGOnoEzCtDIDKCgoUC2EZZvNlLJ1ehWVhJsAcmSGx1RSvaHS50fSRTbp2w1DZw+/jpltbNAxG3rG1hwKz3r1K20l9bQyW9asH0jHMmSpY1k27ehnvaGy6elnXTDihZ87ZnQqE2hLJJjUJN1E89LyGz5ThM2WydQckhIiS6Wfa0EBDgqRjqbarqzQOWQA0oa4Z8+eahuUYtQubu60FA31q95QYvOTvrpD2baHX8fMNjbomA09Y10d4VmvM326+Ey9v5sta9YPftW1h+SiqkWGj5VNO/rZqaxserLmUFDg5054aw7FFqOmLZGga2Jh4OsOhc2WydQccq+i1lSvjvYh0tFU25UVOodIRp1DI/R2EYLaqcyFHcuI+eQkWEw+mIQvcohkDvmfeLKBRanD16nM5Q99kSa/EBr4PRhCjIgcIonCjmV+trL3XkWR8EPnEEnZOZTIxeXvelsfQe1U5vJXic4hx3HQq1cvmEb//v3xyy+/+D0MksVOSLmhdXW4kUPNdfh4tohNxCM2ppZlCz8jh8rGVgDz9G2mlhGSjsghkijsWOZnWpn3KoqEHzqHSMqXSmuT8CR3HzQIQ4YMiXrulFNOwaZNm3DddddZEzl0zjnn4Pvvvy/2uT59+mD16rL9NPjpp59w9dVXl+k9iLm4MTCSjrMFYWOJrnRWPguJRF4YORRUJuotI4eCAlPLCClL5BCdQ6nCyKEgpJURM6BzyAC2bt2K+fPnq202cAPGNybxYRFbwuuCCy7AW2+9hUsvvRRPPPFEWsfXIuZ/hMTmJ301h0o6nkQfffrpp2U+RrxjSoSTqWR7nZuoZ3FuDj/mNfVjuhefByB7NEw5Ec+WNRuEyCFxGWaKbNmxkifK1o/IobLr6Ub30TnkJ/zcCW/kUGxaGW1pTuRQ2GyZinMob+tWVA2RjqbaLh343jKNEi75SrcrnJHAvu31vhsGDXKGDBmiHuvXr5+zceNG58QTT4zat2fPns6kSZOcTZs2OXPmzHHuvPNOp1y5cpHnhQsuuMD56KOPnA0bNji///6706NHj8jznTt3Vvs4Rx7pOBMmOBs3bHDGjh3r7LHHHgkc5yzdCvNbp2XLls6oUaPU87/99pvTtWtX9ba9evVSr//mm2+cgQMHRr1nnTp1nC1btjhHHnlk3LnIz8931q1b57Rq1arY5/v06eOsXr26TLaZN2+ec/XVV0fu77LLLs7HH3+sjrtmzRrn3XffderVqxd5vn///s4vv/zi9O7dW732n3/+cd5++22nSpUqkX1GjhzpDBgwwHn44YedlStXOkuWLFGv8x5X7v/555/O5s2bnb/++kvt7z5Xo0YN57XXXnNWrVql7PbFF1+oOY7V+5hjjnGmT5+uxjps2DCnQYMGvq9106STPh9nBmAsqckcfZ4OzeIxN+pj3hQA/SleyQWcHXpN9wjAeMoqrbQuawIwltTkIn2ufBGAsVAo4ZHv9Ll/egDGEk7poj97ZgRgLOGXHL0eRWon+Jpj9f6/BGD8FJRVfB8ApYySk5OjnCiyzcbxRusPgAkJ7Ftf77t90CDn4yFDnIceeshZu3ZtESfKYYcdphwT55xzjtO8eXPlkJk7d65y3Lj7CAsWLHD+85//OC1atHCeeuop9V41a9aMdg6NG+fsOPxwZ682bZSTZ8yYMZH5iX+cV9XnYE7OTGfq1KnO119/7bRr187p1KmTciR5nUNnnnmmcpLk5eVFxnbNNdeo9ynJHt27d3dmzpwZd67K4hxyj+l1DsljP//8szN69Ghnv/32cw444ABnwoQJytnjderIHH7wwQfOXnvtpeZn8eLFzn333RfZR/aXORNbiFPn7LPPdrZv367mTp4/5ZRT1PPHHnusckZ17NjRufDCCyOvF+eUONnkvWVOxfEjjr3y5ctH9BbH2ldffeXsv//+Tvv27dX+b775pq/r3C/JpJ4n6PPxR5/nNfVjDte/V37L0ljzHWCHPma3QNmSslNW6zX9SAaPkS07dtO6TPVpLsuu5+H6XJkTiLVhq/BzJ3wi57ycPF1pyxSluf7s2RiAsRQvYbJlrsc5VDPB17STP2tycpzFIdHRVNshPeL7AChllIYNGzp33XWX2mbjeE/rD4x7EvyA2Sb7DxqkokqELl26FNlPnDE333xz1GNnnXWWikJx7wv33HNP5H5BQYF6rFu3bkUih5bpfY477jj10L333qvmJ/5x/lafg0cfvcHZunVr1FzK+3udQxIBJM6h0047LbLP5MmTI46sePZ48cUXnUceeSQjziH3mOI8c51D4rzZtm2b06RJk8h+bdq0Ubp06NAh4hxav359VKSQRAiNGzcuyjkkDibv8X766SfnwQcfVLevvfZa5fRynT1eEWeScPDBB0ceq1WrloogOvXUUyN6C7vttltkn0svvVRFKPm5zv2STOrZW5+7X/o8r6kf89gsX3x21Mdb5gDJ/yiwZc36KQP1mh6YwWNky44Xa10+9Wkuy66nRKWKCtsdoKLva8NW4edO+GShPvf3py1TlAr6c0em8d/o+CBJmGxZ3uMcqp7gayTCaLHWcZcQ6Giq7ZAGYc0hkjSV9XZDAvtKrurf+vacqVMxb9483H333ahc2X2Xneyzzz648847sW7duoj897//RaNGjVCpklRi2MnUqVMjtzdu3Ig1a9agXr160QedOhUr9M0lS6SILSLHi3+c+pDDtGlTgIULF0VeJ4wbNy7q7bds2YI33ngD559/vrrfvn17tG3bFoMHDy5xLnr06JGRekPxaNOmDRYuXIhFixZFHpsxY4Yqei3PuUge7fr16yP3RffYOfXOe+w+77//vrLR3Llz8dJLL+HEE09EuXLlImPYtm2bKpTtsmrVKsyaNStqDBs2bFCvL2kMpOyEv7Syey7u5qnSkEk6eKrbyHcmCRpjDOpYllozhSCxTH+6yE/Lln4PhpDQ1xwiibLN0y+LRanLitc5kOgvn5XaCkKdDIyJZA86h0hGnUPwfFyv/esvHHHEEWjcuDG+/PJLVKkijbV3Irelrfq+++4bkb333hstW7bE5s3SW2kn4mjwIgWYc3NjlvG2bepDyn1eyMnJSeA4bsHZ0kubvvzyyzj66KOVLueddx6+/fZbLFiwIO7+BxxwAMqXL48ffvgBQSOROS1pH3E+tWrVCpdddpnqPvfcc89h9OjRSt90joGkzzmUfGnloCAj/z2L7oCOMX2xSNBwLbMvgAoIN01D28beCzuWEZIM+Z6mLexWVhb+DHxR6rC1sU+mILWwXG/rpnk8JLvw6ouk7Bz6N9akZNw+YBL/Iw6Uzp07o0GDBlEOop9//lk5GObMmVNEUunA5UYOxVLycVZgxgxgl10aqvG5HHTQQUXe59dff8XEiRNx0UUX4f/+7//w6quvljge6VI2dOhQ7NiRzMds2ZAooV122QVNmjSJPCbROjVr1sT06dPTeixx4H3++ee4+uqrlQPwkEMOUU43GUOFChVw4IEHRvatVauWskG6x0BKp3roI4e87oBsOIfcY9A5FFTm6AuqigD2QrgJf+QQPM7bI30eByHhamO/I9R/3AQB95NzT5/HYZZzIJmrlunbG2L69NaoVFj2zs/EPzLZ/ZUYSpUkI4dc55D8eHcjTcSBMHLkSAwfPhzHHnss7rnnHuVcEOfRBx98oJwokgIm6Vp33HFH2pxDJR+nBkaMAH7/fS1ee+019OvXD9WqVcP9998fN3romWeeUSlRQ4YMKXE8PXv2VOlspSHpWDKe2DS2mTNn4vLLL8dJJ52Erl27IhFGjBiBadOm4a233sI111yjInkkque7777DpEmTkC769Omjxi2pY5Lq17t3b7X9888/VQrZxx9/rFL3LrnkEpXG99BDD+Gvv/7CJ598krYxEFvSytwUr//LgnOowPMjk86hICPWOVqviMkIL2ZEDrladPN5HISEyzkk38tMXi4LbfX2DAB3+zwWO51Dj615BFPfOwpHVJNvYv5uCjO+Fz6ilE2kgnq1atWi2r5nUsbrImXdE9z/Vl2Qer5uZe9Ko0aNnFmzZjk//PCDU7VqVdXKXDqLSbFi6X71448/RnW98haFdkUKOEtB46iC1NWrOw/p5/fZZx/1UNu2bSPzE/840gHJcXbffYgqwCwFtKXQsuxf3LErV66sijk/88wzJdpDCi1v2rRJFdAuaZ7cwsyxzJ49O1I8WrqRlbQGpJ385ZdfnnQre+97SUFr73GkIPWTTz4Ztc+QIUOcQYMGqdsyL1LAWuZSjiP29Hajc1vZi61kzqVbWXGt7L3vL+8p+LnO/ZJM6vm+Pncv9Xley3bMw3SdxIUZHueh+jiLAmlLyr/ygF7XL2bo/bNhxzxPAdC6Ps1jevS82dM1iOs+vHakZEsO1ef9bNqyjNLf01308ACMJ7y2rOr5PspP4nWH59yrXtYiZ+f1gSlSLkS2S5P4PgBKyOQ3/YHROcH9++j9h2VhbK/rY92Q0uul+5a8/KmE9m/atKlTWFioWq+XtJ908xo6dGjGdc/NzVXOKmkt7/caoQRTvtbnx/8FYCypS2UHKNTnaoMMHucafYxopzYleHKSXteTAjCWVKWF1mFDAMZSNpEfzysCe4FGoQRNTtDn/vgAjCVVkT8U3U65/srz+rPnN93BzO/xhFOqeZxDFZJ67Qn6ZVN914GClIU1hwxAasicdtppahvkmkPZyECtXUxaWeLz45bOblTiXpKeVb9+fdx333348ccf8csvv0Q9H3s8SaN78MEHkUn22msvvPnmmyq9a8wYt3+PWWR7nZuoZ3E1h/yY17IdUxJaZ+jbHQJdb8iWNes3roX21sVd00027BiEekPp0XM7gM/17V5pGhlJBn7umNOpLAi2lLqVr7zyiioHIGUOpMPtU089pepHBo9bdNdESQm/DkEiCLbMdFpZ9ep/6Ft7esqsh5+aIbJdOqBzyAAqVqyonAOyDXLNoZJdLunBbZ/oditLbn4Sc2Mdeuih+Pvvv9GxY0f07du3yPOxx5NW75l22Eh3MOmedtVVV2Hp0qUwkWyvcxP1LK7mkB/zWvZjSt2hTDuHOsYcK3lsWbN+sxDAUt2tLLpiW3rIhh2DUG8ofXq69eR6pmFUJFn4uRMuapbQqcxvWzZv3lw1X9l9991x5plnqs6+8rv3qKOOwrhx4wJ4sSy/bq7Xt+8MVOcyv22Z6Vb2QkHBGlStulYqqAJoD1OoGCLbpQM6h0jGW9kv9kT1ZOJf3eKcQ/EKUqfDjTVq1Cjk5OSgdevWqmtZEJCC2s8++6wqtk2I2QWpvbEirgMnEzFWe+jb6SveTsK7IjJN1yQjcoPNV9LDEkBLdg6yEIkXeAbA8fp2DwDS1qO53wMLYeSQ38jvyq1bt+KYY45Rf0IuXLhQdRqWxiiNGzeOathStWpV/O9//8P69etVxPxll10W9V7XXnstpk6dqp6XpjDy3pUrV45qbrJ69Wocf/zxqgmLNHuRP1crVaqEc845B/PmzVNNTgYMGIDc3H8vX6UJyoQJE7B27VosWbIEb711HOrWHaNX33CjIliC3speaNRocci/jQmdQyTpBVMxSeeQ/BuySd9uiOynlSVONmOcCPHPORT+drmZjhzaX2/nxsQhkqCSjViyTHKA3laFCcivg2/0baaW2YY4gy7XyYWyEj4FcKvuKEiSixzyE4kK6tatm+pyu3mzOHv/RSLUpRPuGWdIZ7CdSIffKVOmoH379qorrThxvN11pTuwRLdLBIY4go488kg88sgjUe9bUFCg9vnPf/6jOhlLZ2PpBty9e3clZ599tup8e+qpp0ZeU6FCBdXVWDr9nnjiiWjWrBkGD96hY17kT56LMzpPJlIW50DjxotD/m1MQt3KXj6A7rrrLhx22GEq1Gvu3Ll46aWXMHDgQL+HZiz/3955gElRZW34DDMMMOScg6gkFRRBxIQYFlFA15zWsOaIOSvmhDmh+4sYVjGhYsaEoogsIFERJYgooiTJaaD+5ytujTVNd093pVvhe5/nTNV0960b61bVqXPP+VvHn98bTkwV26sFW36ZzVe2+VRx9jj3u9oWKzUTHwpJfKimzpF4WA5NE5FNItJIRFqJyC+h8zdEgiXqlkPWzfh4iQsjle0Ilpb563OPhAv0ejq6BlyOqBBWyyEsJYOFzsyZlo+/8uBz+B1q2LCh+f/YsWPlnnvuMfd/+ukn0wUDrIU++eQT8zMoiyzmz58vN9xwgzz55JNywQVQJW6luLhYzjvvPPN5Drz++uumQgh+PmFJhDxHjx4tvXv3lldffdX8zbBhw8rSw7oIyiUshate/VdZs6aFiKzypX3iTCWHVkOAlkPRJ7KWQ/CvgvWujRo1kttuu00GDhxoLqmB47SksWrVKnPyxTYof0OlIrIxZDY59W3uMP9y1D6blCM7dyUNsj905hk0Saijn/WsYzt310R+vG5QCiK/3k659zeUpDEbJuVQx5SXGF4QRD9aD4iviT68rae1xHlPEWniwfFIFOYdPFQcovYPUefiKer/XQMvTfQth8JwDYEbhVzAM1nq/x07YkbeCvwUoS5YcoYlYC+88II0aNDAXDZmAQWQpRiyLJTgABuf2z/Ds59F165d5e233zYVTjguXD+AVq3GBxgOp2LC0Jd+K4dQt59+Gq7+a2d7ZR9tVkWo77zCiJrUrFnT+P33340RI0YYBQUF2suTJNlBhTb8K890L6t0A30s204qjz9dHWeyCsN4iPa2plC8lI7q/FgcgrJ4I0+qc/VOH449Tx17/xDUk5Kr/KLG+D4hKEs+0kSVu1TEqBKC8ngn36jz6KwQlIUShODcQ6cvETEK1Wdt1Wfr8g6LnQwZp9rn8BCUxS716tUzNm/ebFx77bVpv3/qqaeMpUuXloWyv/HGG8t9f/HFFxtz584191u3bm2sW7fOeOCBB4wePXoYO+64o3H66acboHbt2uZvTj31VGP58uXljjFo0CBj8uTJ5T4bNmyY8eabb5r7JSUlxuLFi43//ve/xj777GO0b9/eOPjgg83jdunygJp/XtLellGTZmpMbnB8jDmq7XtrrwtF8pZIWg6deOKJ0qRJE7n++uvFMAxzjWqumu04giV17du3D8SLer7OqPMLEu+PM+r82se9jVOQ/aEzz6BJQh39rGcmf0PRHa+WrUgP5XDSLm5nEivCybeujpSUMRv3pWV+92N7tf1Z2cTpwvt6WlHL6HcoSHTOO1Z8uveUFTeYq5ZMoTQ7B16i6Ecr09WXcP788ccfm46lU/PHMq+TTjpJXnnllbLP9twTVoJS7n9rSdruu+9uLlG7/PLLZfz48eays2bN3D8RIDAMrI+uueYaMyrwrFmzbFZFP6fMsHqJ0v2AU8shq46VKn0bq6VlVSPUd14QSeUQHJytWLHC9JRvebSHKSGcplWp4nc8rPABp3EIMRlESEmnyqHcgsR7H8Y+//Zxr8YKsj905hk0YavjMOWlqnlE6lk7g7+h6I7X6Wp7gJqR7OJGQWQtipgvIgjJGp8xG3fQY+A0j4/rdz9ajy4/iF68r+dI2zmFyGUkCHTOO5YaEE6o0ylu6aJ2W+A1DxSE8Bpy4YUXms9Vo0aNkn333dd03QEn1VAa/fbbb+ZLegv4GIJTavgqgkLpmGOOKfMzNHv2bNOf0EUXXSTbbbedGWHs3HPPdV0+RD3bsGFD2XH79+9vOqfeVjmk34BAd186UQ7AjMRJHatXnxmrM75uhPouscohTDxFRUUycuRIc8I68sgj5ZlnnjGdmNkdkxH/fA7lG243SJ9DziKVWTBiGamYHZQfBXjSeFyiQXzC2Fukd5K5FTfKoWvV9m8/CCQaWHP/314uokEHtZ0lceN75Z2wEAGndReGBDCO2ynrNwQQj5PDeL8ocBABOEig1OnWrZvpBwgOoOfMmWMG/oFT6J49e5qh5y3uv/9+87eTJ082nU1fdtll8tFHH5nfIYQ9nFNfffXVMmPGDNPq6NprrWutc5YsWSKnnXaaqYj6/vvvTQuiK664wvayd5N6rR0Ov0NRocCFQ2pQufJUtcczPopEMlpZjRo1pHr16jJkyBDTETVAqENopaGJvummm8wJjYTPckjHsrL8oHKIVMztNs16HxWJb46Em/gph2DVc7NasPCWiKwVkUki0lpEcHN4jcM4O53Ugggcm0SJp0VkkIrK19X1osDgaB9b5RCYoXoDrvBJnLGshj5N8wJxQqzsCLy9by0IieVgNuuc008/PetvYLVTEQ899JApdv773/+W7T/33HOm2LnllltMsZNalpdfftkUO3+7Gpmj1JaYZX+tsIzEfbQyULmyFTCkjRrl7p7MSLBE0nJo3bp15nb4cMsj+lZeeuklcwttNkmuzyF3AeiDWABHoszBInKcUh+MU2/9omA9lMnnULTBTeOjIrJAnflWSNzLRGSnPI9VTR0L3C8iQzwuK/GbP0TknRTfJ1EgLMvK/MGyIWHEsrgzIMOSMrvl0C42Sxny933rcgcW+SQXZoXK71BUcLqsrCx9pdW2KxpVwlEjksqhhQsXloUztPPnn1vDkCdlTaBFaWmpWXdsw6ocgm8WUFNJkMvK8msf92qsIPtDZ55BE4Y64qb2CbX/qFpatl5ZDx0T8npm8jkUr/EKN6hvKtuRIXn6GbgB7z/xnlREbo3NmE0afrhA9rMf4SVxu5BYDvlTTz6cBY2OeQcugPfMohyCzcYitVyhS2ClCj+W6+TyTzN/w2uIW35IWbyrjyj1pVPLofJ1jI+9YGmE+s4rjKjJnXfeaYYp7N27fIg8/A9OOOEE7WWMq1yuwhs+5yDtXypte5/K9p46/mmujtNYhV8sNUQKtbc3Ra/UQ6hUm9yhxtivIkZN9Zub1Ge/iRgNQlDmTDJElfPGEJTFX2lpiKxS5/HZhkhJiqRL09EQ2ajSDAhBHShOpb4KCY/ObB2C8lQkO6my/hWCsvgjPdR5tSAEZaF4KfZr43lqHI/P8vt31G8uDEHZwyLHqjb5IgRliaecruafUSEoS3SknRqXS10d52LV9iO114cieUkkLYfgFA2cccYZ5T4/88wzZdOmTfL5559rKln8cWo5FIQ3H2+WlS1WvhEKbe90SBIpUWPJHgPrOvXd1SKySu3fo6IkYVxvdb0YTuLncygTWGJ2p9p/KsdIZuOVtdHHGd57k6iAc3as2u8v4adDrJeU2S2HWtjuIEjUOTxlVrUsat/PkiY+dgTBWQ4Rr+Yf/ZZDSfI5VP6q1td1eUiwRFI5NGXKFBk6dKjp7R5OyBCl7JVXXpETTzxRBg8eLL//bi1iSgZNmjQxvf5jG2blkN9+hzItK8uvfbYo42fnfoeC7A+deQZN0HXM9mCJhUsWG2w3xruKSK+Q1jOTz6F4jtdsXqBSPV4coxa74oXJ1gAHXpGE8zIJS8v87McwOaP2p55QR29d8r81lhXxmyDmnX4ZPs+mHGLEsm1prLbWGZIKryFusRQUrVxGMXVPlPrSqc+h8nW0zvjKkZ/7m0So7xKrHAKISjZo0CDp0aOH6f1+t912k0suuUSuv/56SRrwyl+lShWbd/5wWw41DzhaWf7t406NFWR/6MwzaIKsYw0RGWyzDKquPrtQRHZWcbHs3KviZBWo/UohrGcmn0PxHK8rlZruRNV71ZVFEdgr5beINQcQenWmp6VIwnkZZuVQL9u4D2s/hskZtX/1DI/fjyTg97yDox5qU8BWVy9GLrVZB6Vjom0U4HpKKrYc4jXELctsTwU7ai1JlPrSaSj78nVcprxyRp+CCPVdopVDcAp16623muET0WHt2rWThx9+WHexYo91QV8dsmVllW0PAe6WlQGGs086CGLeUgVBvVkpg9Yoe5TvsrxJhVXOHiJytoSP5CwrsxiDmJaq99baVAapcays/58MuHzEL+ao87Sy7SE2rHQIkeWQf9ApdZzYXd0dYWn1h2p2hWq9fJDybflTufvHg8duAZU16pZDxAu4tEzPsjL7yPbiNQ0Jisgqh4gewupzqJ7abvbk4ZfKoSTT2ba46MI83ntgMaJlt3hXCD1WxTOUfT6MtC0YLLDdmvdQ+/Q1FCfejkhI+zAtK/MPKofihLVcE4qhjXmm5dKy8lj3CVQO+Yllucj5J6hQ9n+zJMXxB4kCVA6RWPgcspaULfNE0+1WOVRVli+3HsVJlChUAdARbvd1dfObD0PUzW+dENqhZFpWlhy+UKqxJjaFUH91GfyfiCTLV11SVIGHKguiMNJYnZd4qTFb4gyXlUWRIlt4+nTKIescywdr2dm+LsoVR8shOqT2Eyqng1pWllk5ZD2lkaigPWQaxZ1UrlzZaNq0qbn1Oy+E20RswqMcpD1Jpd3oQ7l6qWPP9KR9TlXhFz9wUJYqRkHBz4bIZqOo6JJYjgFdEkQd31PjaL2I0dzhMXYXMbao41wWknoWq/JAaodg7Ogbry+pZrhT/f+2+v+6mNWTUknEWKPG/MCQ9qN13Zodgvbys54iO6jzbI0hUqC9nnEXr/pxjLqW3W/7bDs1ZjeJGHUdHPMclX6tiFEQgrbSLatUe+zgc18mWwao+WeS1nJEqS+7qnE533UdrXuu4J6Hkt534o1oLwAlQjJJTRh9HKTdS6Xd4kO5jlTH/tKT4x2sJrOpDtOvUem/1d5flPxkrhpH77g8zlR1nCVKMaO7Xg1VeTYn/ob8eHVufmeIlBgia9X/O4egbBSvBS8L0MGLRIyiEJQnVc5W5Xs3BGXxVwoNkQ3qXGsZgvJQKpJW6kUeOm2h7To2UH32mcPjdrK9qLgwBPXUKSW2tqgZgvLEV9qpZl4VgrJEQ7qpcTnP9bEeUW1/m/Y6USRn4bKyGFC7dm059NBDzW2Yl5VNs5krInB0EJHKnLWPm2VlDaRmzVKpVGmzcrl4ksRtDOgiiDr+pLZYUuaGfmqJI1ZZXxmCelqLHFepmd/v/MI7Xj8QkU0i0klEThWRaiIyV0Rm+JJbEs7LMHOyOg+xdOPiEPZj2PwN+Tde7QvnuLQsCv34sFqOCZ9CTW3XMTdLysD36tiigj0kebGJ5W9ovbo2p4PXEC+Yq677NXyMl1wxUepLpz6Htq1jPJaV1Y5Q33kBlUMxoKSkRPbYYw9zG2bl0GrbBdBrZ70NskQqy799FtqOWpxnSXaXGjXWSO/en6v/H7A9msdjDOgiiDpatw2/ujwOgqZfoPbhpLqt5npm8zekY+zoG6/wOWSdm6e7fMypmCScl2FmkohcrvZvEZEWIevHsEUq83e80u9HVPoRntiOUI/TVpCF69Xrrn09cN+Pc3KKenlyrySXXPwN8RriBaUqhqVe5XSU+tKpz6Ft67g0Fsqhkgj1nRdQOUQCUw7ZIzJYF0WvqJ/Fcih/lovIOofWQ1tjcPTs+bUUFf2o1GB3elIq4j/NUtSDbnhZRD5RtimPiV6SF8Y+G9Zjza4p/5M48pyIfKneGVsWC2GhfYq75nhD5VAUwKPPo2r/fhG5z3YdG6acVE8XkXku7cjOs6nok+qcmpHKgoTzj55Q9oxWFkWoHCJ5gRtsN8qhP3y2HPJGOeRmaVk3829R0RapVesa9dk5InKiZyUj/oCb37oeKofA+SKyQUT6isjVog8qh+xYyqDKShEM1QGJK4Z6EIUVxJEul5d5/aKlTcgsh/RHLNtXPUSUKOnDh4qAeUpEWovIzyJyW8p1rIuHtpbfqLzA86q3kwYjlQWJNcumi79H/A9lH23LoaRB5RDJmcq2kMBYIhYmy6Fsy8qCVQ5ttRwCVarg9udjdZo9rQKlk7ACvwqW4hOLj7zyYfSs2r/Dlocu5ZBX9Yo2v9hux2eq99gkznwnIi/arCHC8CB6kLoibEnMw2FFb+7ricgY9TCxRsmH6v8w9Fj8OVT56QKXisha23VssO13uKvxgmuVjTaUpK9J8qDlUJA0VFsonElwoezjsawsaVA5FAPWrFkj48aNM7dBLCkz8wyZ5VC2ZWXO2seJcgiP/s1kzZqqMm7cBJXfBUr3Xs22jCW6Y0AnftfRyyVldq5STj0LlYJIRz2z+RzSMXb0j9ff1HkJR5VxriexuETd6GJZzD9C0I+WFYb1AB4G/B2vlnKoZcrdhMX+WdK286E88cVpPw6wKSveSvnuVWV9B/ndo3LCbvMFtX+wslhKErlYDvEa4hWj1dayTAyeKPWl02Vl29YxHsvK1kSo77xCe8g0SjSkuQptuMHFMW5Vx3jM47LNVsft6dkxH1DhF+/OI80AlWZqyufj1OcXa+9DSmY5To2hz3049inq2KUixq4a6nabyv/hELRzOKS2IdLEEKkSgrJQgpJ31HlwZwjKcq0qy4shKEtw8oe6Fu6W5rv/qO+GGCIlSt5Xn30WgrLHX8aoMXl1hu+3EzFa+JDvNyrfkSFogyBluKr3JSEoS/yl0BCZp+aTw0NQnnDL/mpsTnd9rGqqzSE1tdeLIjkJLYdiQHFxsbRo0cLchtnfkN18NshoZc7aB5YFkmfYy63+hoqLx6fk90pKENjojgGd+F1HvyyHLJ8KryjroScrMNn0o57ZfA7pGDv6xysW2C1SnjTiXE9i50WHM7Ef/Wh53pkh4cH/8ZppaVmBipEFRih7qrXK2w22vUXkJJ/KFD+c9CPuofZKOU9SmedBJM90nKasawfYrJeSQKMcLId4DfGKzTZ7OP/uxSUmfenU59C2dVxns4+N7tKy4gj1nRdQORQD6tevL2eeeaa59ZPqLv0N2S+CXvocqmxbNrPEs/Zxsqxsq3Kofv1pKflZ7hv38y2sfVBjQCd+17FZilrQa+DDYaWI9BCRswKuZzafQzrGThLGa5LqGRU+UMtiOonIDpr7sX0InVH7P14zKYf2EJEmaob6wva53S3yA75dP+OGk348TL28+NYnBVBFrsoRFU1UpLR0iw7jSOMcfA7xGuJHMIp+Wh5/o9SXTn0Opa9j9JeW1Y9Q33kBlUMksDD2+VgO7Swit+ao34cbS+u9gHfRmCzl0I4Zvj9FlTCdM+rv07xvm668XcDlox34JLKimhGd+Gk5JMpPww1qHzfCvSQ42qot3s4SklTsqgfdFgphVA4FF7Fs75TPD09R39m5X11TcdfwZgBlTCaHexiJzAm3qzulVsq/URLIxXKIeMmXytMVnFP31F2YhISyB4xYFjWoHCKBKodytRyCE98bReT/cjimNd0s92wiE1uQ4eY29ZNddfWsKiGUO6JcKTZQj9+I7ZHpjcXhKQ448Z7sThE5xrOSE2c091k5BJ4QkcVqiSaWlwUFLCUkT2sJQuLISK0LC/6+/tVRLzRmS5KwXA7vY4t9WpFqYpNNrd5LLUIiXlLV5qRdl3IIi0+uU/t4hXagxBtYaVk2CIxWFhSlIvJeCK4ASQplDxixLGpQOUS0+Byqm3JrmAq+lxyDTDfIsqTMOW8qfyQ4Re5J+e5sm9HlSWrfshqapi5AqVi3XIdg9araP0OlhZzuaelJ+CyHrPF8lw9LKyuiitrCfo2QJPO2zXalvmaroZ9993oVNp5V10dE77zMprLupJRAsBzKdD2era6VV6pHa+IVB6qXf/NFZKrGcrxse4yMu11HA3V3ucXze1eS2xVAt+1oUkLZx2NZWdKgcigGbNmyxQyvh23YfQ4ttxmNZ1tahmC3om4h3YSxd94+K23vrs603arsbrMWWqs+/3eZvyGRCRnym6jUDrWUxdABInKymnphbdRXRI7Mo3xe1DFa+F1Hv30OWQxRClYoQHcLoJ61bOfRawHklwtJGK9JqmeU+EVEpij1Avys6OjHsC4p83+8fmt7EXKTstC1HtK+yOAVzQLX42VKkWRdg4kX/Xh4ymOzTh7KsPAwbjS23bdm6yVeQ7zmQ3XP3T6N7zN/iVJfOl1Wlr6OFS8ra926tRiGIV26dMn4m169epm/qV3b8jIbHFsi1HdeoT1kGiUacr6KR/iqy+P8po6zW4bvi0SMtX/HPjSqVnC8s9Xv3vKl3kNt4emLDZEJ6v8XDJFL1P5SQ2SM2v93lmM9aQvV+4Paf8QQuUXtLzBEamjv5yRKLdt4qxZAfiNUXjcHkFd3ldfCELQzhRIGuVmdEyM05X+/yv/+ELSFHkFoejTBO4bIF2r/whzSna1+u8IQaRaCekRfCkSM39V4PDAE5WmvyrJBxKgZgvL4JQepek4LQVmSJx+oeeSqEJQlnNJPjc9xnhxvkDFsmFGOJUuWGB988IGxyy67mL+pVKmS0bhxY6OwsDDjcXr16mWmrV27tvb2kZgLLYdIoD6HcvE71ElZOmCE2r0UBLuszO79CIbOnUVkuLIQgtvry5W/oCnKJxFiUIEJWY5lLS07Qb2xsFwUY6HRHBFpISK3+FILkpvV0HLl+8BvRgZo2NwhxRUsIUnHOv/6KH8rQRNWy6HgOE+9ve9nsxHJxW4FXgjHKXvIB30uYzLooeLE/ZUSJ04Xs5QUq/MzyZHKSJw9zyXJ59DWp7MPPvhdmjRpYsqBBx4opaWl8u6775rfwSLnjz/+kM2bc3EmQvyGyqEY0LBhQ7n44ovNbdh9DuUSsax7yvK1ipRDWOhlXyPrbfssVQoi8E+1vVbVApPYucrwErcy682oKpnz+0y1Xu2U4ObrbWbyl4jIhaEdAzrxs45BOKO2854aPbup6Cx+1rOiB1EdYycJ4zVJ9Ywak0VkgXrh0VfNyEeLyMMZfh/0ORn/8Yqa36v2C5WvPiz4qwhDKZYwex6r1OslInKw6j06PM23H69X2zEZvCXqIF34jqRGKuM1xA/eUdue6qVsMESpL536HEpfx63KoQ0bikwFEGTq1Kly9913S6tWraRBgwZpl5X17dtXZs2aJWvXrpXPPvtM2rSxAgX9zd577y1jxowxf/PLL7/Iww8/LCUluCZsZd68eXLttdfK0KFDZeXKlTJ//nw566yzYt13XkDlUAwoKiqSevXqmduw+xyyXwwzKYe6pfxu2+mgPF1SHvC9b59hKsZUgfJ58B/bd+NFZLRtGi3Ikh9cj65S+3NF5BXbd6OUK0ickjeHdgzoxM86BuVvyK5yHJvBesjrelb0IKpj7CRhvCapnlHkfbV9Q1lNwB/XxSKyp8/9iNcI24XUmi/Y8XqH7VVTPncVU1XcR8sCAMf4SPXeUT6UM3rk048Hqe13Ej67DvgEK0q45RCvIX6wSN2P457+kcByjVJfOvU5lL6Olpt5KxiPSPXq1eXkk0+Wn376SZYutb7/mxYtWsgbb7wh77zzjuy6667y9NNPm8okO23btpUPP/xQRowYIZ07d5bjjjtO9tlnH3nsscfK/e7yyy+XiRMnym677SZPPPGEDBkyRNq1a+dBveILlUMk8GVlf1awrMyyHPoxR8uh6rY3X/6At5UXqZpfmma6vE9pxl/P4d3bELV4CeHr090si81lN4lTpDJdS8u4rIyQbckUshthtP1kB2UrsyIHq4F4s169aFmmrqH5cLum3ovfAwAW99mVpWFgnHodh6AN+0iyLYeIH2xWsfGsOWN7zeVJxrKyfv1qyapVq0xZvXq1DBgwwFTowGIolfPOO0/mzJkjV1xxhfz444/y0ksvybPPItrl38Ai6MUXXzSthWbPni3jxo0zrXtOOeUUqVLFitEr8v7775sKIRzvnnvukSVLlkjv3r09qVlcoXKIaPM5lM5yCKfzLjbT/4osh2qq9fKSYs/jPa+ohXXPZ4h+AFPDU3M4zq3KR9HQNN/BekhUjRjyMe7KIct0HrHravs4weNhNIxLWAjRyQfqmmYJFisFoV4I65IyPVymrnUIVZ/vKyZ77+1li2imw4tUNMEjWYnNljks4PXbuzFfWkafQ7o5TUQ+Vk8d5S1NiD+h7EePNkwrIEj37t1l1KhR8sEHH5hLy1Lp2LGjjB+PlRl/A+WPHSxBO+2008oUThAcs7CwULbbzrLPFZk2DcuW/2bRokXSqFG2eNmEyiGizedQOsuhXZTh4WKbcqh1Dv6GfvbNIXWQrLQ9Mlg1I0EQtM8hMNv0UCVSWfk98YPW6lEJ7+jn+5QHIVFlrU1GqBvh3X32QkFLPj96b5ya4arbFkqRioBljrVIAvdcYSLuLoNpORQGLlDLyw5RXueI22Vl6dm6bGzNmkoyZ86fpgUPlnmdeeaZ5vIyJz6AQI0aNeSpp54qUzhBoDDaYYcdzDwsNm0qvxoDlkqVKlH9kQ22TgxYtmyZvPDCC+Y26pZD1pKyibaH2WyWQ91yiBEWVPt4k9+ElJYIIs9o4Gcdg/Y5lO0G2Mt6Wg+iP2W5yOsYO0kYr0mqZxzAw/HXar+/j/0YZsuhaI/XtwOMARlucu1H6wXdshAuZv9YRQ7F+/89lIWTJUmyHIr2ORl2flLRgsFDai2Cf0SpL50qh9LXcZ3N5UaDckoaRCmrVg3xqcszc+ZM2WMPnPl/s+ee5T0Cfvvtt9KpUydTEZQqqQqhJPWdV+Qc956SbPkK57KIcYTL4+ymjvNbmu+Gqu9uETEaqP3NIkZxhmO9on5zVQjaxxsZiOoYIm+GoCzJkZ/VONoj4Hx7qHw3iBhNfTj+Jer4r4WgjSmUsMuV6nz50GH6IhFjnIjxvYjRLMNvxqk8jgpBfeMlB6lr5++GSEEIyhN+6aXG4vchKEs6eVeVL1UahKBsbmW9qkurEJQl2VLFEJmrhtbUEJQnHHKiGp8feXS8YcNWGe+/bxiNG/cxGjdubHTo0MF47LHHjM2bNxu9evUyWrdubYAuXbqYv2/ZsqWxfv1649577zXatWtnnHDCCcbChQvN39SuXdv8zS677GKsWbPGePTRR810O+ywgzFgwADzfyvfefPmGQMHDixXlsmTJxuDBg3S3sYSYqHlUAyAad3+++9vbqNkOdQwTfh5u+XQEmUwjkHasgLLIfxed/t4k99ER5ZDQddRB37VEWOwqYZlZeB/yjVisS3Ojpf1bJ/DEhYdYycJ4zVJ9YwLliUfXFXWctCPnUWkB/wlZFkOE+ZlZdEer18oN99NVC8kl1z7Mex+b97L8Pm1Em3gY7BKjm0f7XMyCmBZ2S02xxb5RbHKhyj1pVOfQ5nruEH69oW/nw9Nnz/wJwS/Q8ccc4x88QXm7vIsWLBAjjrqKDniiCPMsPfnnnuuXHfddeV+M336dOnVq5cZeezLL7+UyZMny6233ioLFy5MdN95AZVDMaBmzZrmoMU2Cj6HrLXtldWadwuYC3dKUZHAl1Amv0NwY9lW7U8KQft4k99kpS5oblNZ+J1nNPCrjvWVcmaLCnAaJIZtjMMvkNf17JDDEhYdYycJ4zVJ9YwLPyqlTbHyQpFvP3ay3VTjNjb1NhJLqeuouQY+x8JGtMfrJlvMrbh6qvG2H8Pu92aEiu/aT72ctLzCIHbsThJdGtm8TFrX/Xiek1HhOdUTBb4uXIxSXzpdVpapjqef/q0UFIgUFPxLCgoKpHbt2tKjRw8zXD2YP3+++TkUQRbvvfeeqfjBsjMogRCtDL9ZsQIvAbYC30V9+vSRWrVqmXnC79Bdd1lLBcV0TI1oZnYQ0v6WW27xpF5xhcohErjlEG7hlqXxO7SbCvELvy+/q8+y+R3a3XZD//dUEXXWKjfFdrsoEoQz6j9tq6KDxPJzYleUekWY/ZsQEjfPNVaaZcqp9S0Zzsef1ftq4jX0O5QPYbccQrnOVxZEltP4N9WLxSFpLM+jQtjbPZl86chqP654G8pebCGDGIk5ClA5RPJWDq324FjpIpalcy6dzXKoew7OqKOJVSMqh+Iaxt5OLo7XnVDLZntG5RAh+S0tO9QWySkX7NZGg9R2IMLtRmRJWTz4QL1+gg3XDroLE3rCbjmUjoHqBeW+InKqRJMotnv84X23f6Hs/45YZndITcILlUMkcMuhTBHL7P6GcnlwzsXfUDRx5neIRFM5lE0B6gbLSuF3Zb5OCKmYb9TLi7rK91CuHKBi3cDy9XEReVVZwv5HXTuxWGFn9Vsqa/0CNsSfq/1jbPGt6mkuVziJogXLAhG5We0PjmjPRrHd4w/vu/0LZW+3HKJyKApQORQD1q1bJ9OmTTO3flFV3eh6pRxKZzn0zzQP6V5YDgXRPt7ml/8bjKDrqAO/6qhbOZSqAPWqnrk4o/Yyv3xIwnhNUj3jxBalIAI35dGP1kKmd5Qp/qVKKbuHsrbFdfNi9Zt5Ek7iMV5hPQTuVK2+Rr21/ockhVz7MaoWLA+pIOQNKvA3GVb65vGYHI9zMgpY9907qyce74lSXzpVDmWuY7SXla2LUN95hfaQaZTwS31bGNFKHhzvUXWsW9X/HW3H72D73Z7qs59T0jdVn5eKGCUhaB9vpdgQ2aCao3UIyhNvGaLG0k2a8t9B5b/K4+Pepo47JARtTKFESR5U585mEaN1Dr8vEDF+VWkOsX1+RYZQ3H1CUMf4Svt0TW6IfG+IVA5B+cIjc1Tj9AxBWfKVk1TZt4gY24WgPPnID6rso0NQFopdFqm5okcIyqJXzlZj9A3Pjnm8atvPtNeNIhUKLYdiQFFRkdSrV8/c+r2kbJ1HZoaplkMwyRf1NuiHNFYVzW2WS3abmu+Vo0Ld7eNtfhtFZFpe1kNB11EHftWxuWbLIZjJi4psVN/DeuYSqUzX2EnCeE1SPePGdepahBukR3Pox93VPLJKRD6zff6gsj5qqq6he4vIGTbLpLARj/E6S8Wz6q5avbm64+goIpdLEsi1H6NqOQReVJFvC1Qwkyhh3cu+nJhzMir463coSn3p1OdQ5jpGe1lZUYT6zguoHIoBDRs2lIsvvtjcRsHfUDqfQwhVCp5O+d0iFdWlyPYQn6+/oSDax/v8JuZ1kQq6jjrwq466l5VtsOXd2sN65rqsTMfYScJ4TVI948Y6tUwMavr+CKFdQT9agdM/VGksNovIbeo6tlZFJnwmxNE1ozBeDcOQww/f2uKtW7c2/+/Sxe72GzymrqFr1ex6mfr8Jh9c/0ezH0vUC4ko+755IYKx6dDmbdX+1iDe0T8n44O/foei1JdOl5VlrmO0l5U1jFDfeQGVQyQnanisHLJbDtW0WQ5ZkWIsYN/2i9pvU4Hz6nhB53hBoVs55EfEMkzsO6p9Or8lJH+gVL1P7V9ZwW8HpARSJ85p3LixPPLIIzJnzhxZv369/PLLL/L222/LAQdYdwl/s2DBAmnSpInMmDEjBzsT2HRVk0GDRsnkyZMl6Vgv5tZ6FIFWByNtLxftluVhpqu6Ps9Xlk8kTDBimX+h7BmtLEpQOUS0Ww4dosIAz8rwIJvOKTWcfMYzjH26i5Rl4Em8ptC2tBFRhiQmEctaK5eK622KJ0JIftyunEc327JFKm/cKNW2bDEtLhooKVGLlTqLSKmIvKe7wBEHlkCTJk0yFUFXXnml7LLLLnLIIYfI6NGj5fHHEQOuPFu2bJE//vhDNm+GjVZFnK/sutqpWHTJJg4Rs8aqR876aslmFIj/i80oY7k372h76kkm3oeytyyHipVJAAkzVA6RnLCmydU+WA4NyGA1lMmqopu6GdhisyqKHz+qRQm1RWRf3YWJLTupSRBvR5bHyHLoUNvyGKoWCXHGOuWlpskff8h1d94pc/74w3xBsljJGuX3znpQ1TmHxIEnnnjCXCa2xx57yBtvvCE//fSTfP/99/Lggw/Knnvuuc3vU5eV9erVy/wfyqUJEybImjVrZOzYsdKuHRRCs+TUU0fLzTeL7Lrr1nSQU0891UzbsmVLeeutt2TVqlWyYsUKeeWVV6RRI8u+RmTQoEGmxdHJJ58s8+bNk7/++kuGDx8uNWpYdtXRIsr+hixwh/RuxJaW5eMSgQTNH8oLZCVl45VcvA9lv87mITaaS8uSBJVDRKvlEG6rDqvAJD/VquJ+21QTX7Pc9bbWPkVzWeJLD9tNJt78x8FyCJP6FWofDnJzeadOCEnPqBx/977P5Yg7devWNa2EYCG0du22YSagsMmVO+64Qy6//HLp1q2blJaWyjPPwNOTyCuvHC/33bdFsAqtSZNbzSVpUAIVFBTIyJEjTYejUDAdfPDB0rZtW/M7O9tvv70cccQR0q9fP1Pw22uuuUaiSBwsh+z3jZbfr6hYDsXX6j3qcGmZP8vKAJeWRQntIdMo4Zd/q7CG73h4zLW2OLN/bA2dl/Z3J6vffCJiHGQLYX9MCNrFXxmsmuejEJQlnnKWGk9jNJfjEFWOKR4c6xx1rBUixp4haGMKJeqyo4ixj4hRoqSBEuv/vUSMhiEoZ5Sle/fuBjjiiCOy/g4cfvjh5n7r1q3N/7t06WL+36tXL/P/Aw44oOz3ffv2NT+rUqWK+f+gQTOMyZMxRT5Z9puDDjrI2LRpk9GiRYuyzzp27Gim69atm0o3yFi9erVRo0aNst/cc889xrhx47S3nRO5Tl0n/i8EZXEj1UWMdaounUJQnmxS13bPWycE5aGkk2tVF70UgrLok8vUOH3e0+N+q9r2EO31o0hWoeUQ0WI5lGrO/G4W88WfbUtunlD7CC/8msSdp9R2fxGppbks8QSLDewrzaNuOYSlAner/etDHDKbkCiBsPZfKaP4tcp7whLb/1/H2oo1GGC94xXTpk0r2//999/N7d9LxL5VW8Sh25pnx44dTefWv/76a1m6mTNnyvLly83vLH7++WdZvXp1uWPbl55FibhYDuGe9NOIWA91s80nf2kuC8kELYf88TkU/YhlSYLKoRhQv359OeOMM8xtVHwOpd6UvJ2DP5bWKgLTbyogbZjax5/8ZuMWVUQqi0jfgPIML37UsX1IInpZvrPqQAnqop73qWNMsilSK0LH2EnCeE1SPeNOUvpRZz3hXwgOpjt06OD6WJs2bSrbh18hUKlSJZsqfrOKU9nN8XGtY/993Gj1Yxx8DqXePw6Iob+hpMw94cF6Vbijupvyjij1pVOfQ9nrGN1lZfUj1HdeEL6rGsmb4uJi05kitlGyHLK8CiB+yMdZfocQ47glK1L/X6p8qYSpffzLb2RO78SCrqMO/KhjB1vYap2stSlLWzms579F5F/qYn5uHhd1HWMnCeM1SfWMO0npR531hJXOqFGj5IILLpCSEsSBK0/t2gjO4J6NG9dJYeGqctdVWAmh3i1atCj7HSyG4AcJDrHj2I9xsRwC76gtXJY3lXj5G0rK3BMelqsXs/a4yN4Qpb506nMoex2XexyXNziKI9R3XkDlEMmJGj4oh6xghnNsiqJ02J0Ff5OI5WTplEOHKgsi4hVoze1CYjlkt5BzcnOLy9WTav8NRkIhhEQQKIYKCwvlf//7nxx55JGyww47mJZEF110kYwbN86TPLA0bLvtqgoCnNWvf6R5s//JJ5/I9OnT5cUXX5TddttNunfvLs8//7x8/vnnMmmS7kXH/hAny6HfbTYJ90h4YaSyqC2qGihJxZ9lZdbr2H94elTiPVQOEW2WQ5uVVnp2DnmvVb8dKknjf+r2DW9N99NdmFixvbJGwzvkrV4poqsc6qiUXThHLvG4XIQQEgQIEd+1a1cZPXq03H///TJjxgz5+OOP5cADD5TzzjvPkzxGjBghH344SkaPNmTJko5ywglbHwAPP/xw03ppzJgxprJo7ty5ctxxx0lciZPlELBUh0eJSEMJZ3u3VA/bltcrElYs266DVK8lD+9D2dt9DlXz9KjEe6yVOoQErhzaW00RFYXaRp4t1BQNR37JYosymj5TmcBbrhdJXJaUpTqlhnJoXZ5prcUQs5VPLkIIiSKLFi0yLYUgFTmunj9/frn/v/jii20cW0+dOrXcZxs3bpRjjjlCRD4RkQPVonUxHVIjTH0mbrnlFlPsPPzww6ZEjUKb1484WA6BU0RktIh0EZHBInKahNNqaKbH99HED3C/3VxE9hWRR0Tkn5I0/AllD+9gx4jIXE+PSvxBe8g0ijupVq2a0blzZ3PrVx5vqbCGZ4agvmFsH3/z66fCP84PTR3j0I9XqzH9QgjqBrlQledlB/UcpNI+G4J2DWueOiQp9Yy7JKUfk1LPrXKxuq6OTlw/NlHXi9KtIYu1l9cr2UPE2Kzq1isE5bHLzapcwzzuS4pf0skQ2ajmiP6eHDNKfXmjGq9PeFrHvqo9J2qvX5z7TrwR7QWgREA+URPFCSEoS/IEk9EaNal2CUF54iHPqDF9QwjKAumnyjPBQdp3VdoLQ1APCoVCCb+0UdfUTYZIvRCUJzjprK4Xv4egLF7LE6pu34kYlUNQntRr9AUhKAslV7lLzRE/GyIlIShPcGK9cHzM0+P2UO05V3v9KJJV6HMoBiCyBxwopovwEeZlZXFqH3/zwyKjj9T+0chBGYVfrQzEg6+jDryuY9iWlVk+hxo7qKcbR5c6xk4SxmuS6hl3ktKPSann3wt5pynvCqdLkvoxbv6G7Fynlsp1EpFr1N1ScxXmHq4MdIEFSvlGKkveORk2blPzBKJrveL6aFHqS6c+h7LX0YpWVleiRkmE+s4LqByKAQjxethhh3kW6jVuyqEg2sf//D5Q2xtULywWkbtF5Aof8wwXXtexfYgildmVQ0V51rOFutlHRL8pDvLVMXaSMF6TVM+4k5R+TEo9/2al2l4pSerHOEUqS+UvpSACt6q7pV9V3NevlLIoaPYUkVrqlTzKkg/JOyfDBELh3Kn2DxOR/q6OFqW+dOpzKHsdl6ltncipH2pHqO+8IFq9Q7RhKYdWay5Hcvkww+fXq/diJB8QzaSeeivyU4geU6z3KvnQXW1niMh6j8tECCHx5T71+AP1+rGSFOJsOQRelnDRT21XiMhCzWUh+fJ/Kp5tgXo5mwz8CWUP1a3YFEQkrFA5RHKiRoQth+LBLyJSU6npqqse+UZ99pDuwkWO9jZrnTApVKyIZfnQzaG5OiGEJBvYk1gRyB5U9h3xJ86WQ5a9R0Pb3dL26nNExi0fyy4Y9lDb2zXkTbxgf/X0g548VZKAP6HsYd++KrJLy5IElUMk9svK4sNqdduzVvXE2WqyhR+ivXQXLlKEbUlZ6tIyJ5ZDTvwNEUJIssHy7B9FpJnyMRJ/4m45BJbY7pbmquVc8NC4W8DlqK1UC5YqkkQRzA83q/3Byu483vgTyt6+tCz+bRhlqByKARs2bJDZs2ebWz8oiLhyyO/20Zff9DKroQ0bbpDZs+cFVkcdeNmuHUKqHILlUPGGDVIpj3q6tRwK+vzQlacOklLPuJOUfkxKPcuDup6v9i8Qka4S936Mu+VQOiakXC+D4hARqSwi34vIbAfpk3lOhpGH1D13Q6VQjndfOl1WVnEdo+mUekOE+s4rtIdMo4RbaqiQhpDaISgPxS7VDZEFqns+C0F5oiFvq/F8bgjKYpdLVLleEzFKVMjhZ0WMKhl+v736/fqQhe2lUCiUaMmL6jq6yBCpEYLy+CcT1XXj0BCUJSi5TtX5xYDzfUnle1cI2oDiVva2HoUMkd4qvH0DJSVq3rjEEDkjBGV1J4NVRe/2/NifqvY7XnsdKZJRaDkUAwoKCqRKlSrm1g9a2fajaDnkd/vozQ89cpfa31/De7Hg8LJdw7qsDG4PRS0URM9OVSvcM7lBtHobUco2ReT80JWnDpJSz7iTlH5MSj3Tc5l6T95YLR2Jbz/ScigYYDF0qMslZck+J8PGWBF5Tu1/ZoscvFjtr1K+y55OeXKKXl869TlUcR2jaTlUEKG+8wIqh2JAkyZN5NprrzW3fmD5lF+vPNxEDb/bR3d+Ik9IYSHiYBRInTqWB5r44VW74oatbUiVQ5nKc4WI7OCTv6Hgx6uePHWQlHrGnaT0Y1LqmR6oSj6PRSSdivqxUQJ8DqUySW3bKT9AQbCfygsja7zDYyT7nAwjN+b4uzsi3ZdOfQ5VXMdo+hxqEqG+8wIqh0iFVFXbOZrLQTJTteqL5nb9+oN0FyX0IHJJkXrHE7awsrAA2r5xY7nzuuvMLXx9faLOwcfT/J6RygghxCuseFIHxPb2GMqKKglUDi2z3cPuHlCeh6vtOw4esklYWWCLg1dd+SCyx8bbX9nbnCwi+0pU8SeUfXQth5JGPK9+xFOSaIIcNapWHWVuN2w4QKk+SNSWlFmsq1RJNhUXm1tEWjlXWe39Q0SOTZm8LdepjFRGCCFu+VI9vOCup6fEOVIZbI2T41q1/HWyW8DKIUYpixtrbbIkJTbeFyLyH/W7IcpWPXr4E8o+upZDSYPKIVIhSQh7GnUqV54kJSVrxDDqRPptRRBYkcp+kGiAt5132uJlwKi1RER2FZGaaqV7VOpCCCHhBQvn31P7AySOJHFJmaRY2Aax+H5X5XVmjbL+JUniWnWG7aR8mUUP/0LZ03IoClA5RCqElkPhp6Bgi7Rr92PK+yqSjqMi6Fz9HhH5SUSaKqfVa2w+FKrblgkQQghxw9uxvo7uo7bJcKuqz3LoOpstGix/SZL4S3mKtJaq/lOihn/Lymg5FBW0h0yjuAw5V6mSUVJSYm79OP7TKqThdSGoaxjbR3d+Vp7FxceoEJHztLd5mNt1hRrP90Wsnof9HUN1GykJQbuGPc8w9SUlWpKUfkxKPbNLTUNkg5pa28euH19R14zfQlDOoKWmiLFZ1b+Bj/nUEjE2qnxe97EvKWGX39U88l3k+nKIGr835Jmu4joeqNpkmvY6elsviZXQcigGbNmyRdauXWtu/SDqlkN+t4/u/Kw8N258Fx5rRKSNiHSWuOFVu6KFwNcSrXq+p4KkHqWshXqLyG0i0ketdPc6Pz/RkacOklLPuJOUfkxKPbOzSoWpjq71ULZ+xJ0/+EaS2bOzArAeul15msECmotdHovnZJS5W22rRK4vnfocqriO0bQc2hKhvvMCKodiQN26deWEE04wt34QdZ9DfreP7vz+zvMIqVz5c8/8JYwePVoefBDqiHDgVbtaYWytZVlhI1s9sXr9DaUMQk/fJCIf+ZifX+jIUwdJqWfcSUo/JqWeuS8tGxC7fqyfUsOkLi3zy+8QIqGdr/aP9iAiKs/JKDNUuX1HjNz2kepLpz6HKq5jNH0O1Y1Q33kBlUMxoGrVqtK+fXtz6wdRtxzyu32CyG/YsGHy5ptvVphnScknad94tm7dWgzDkC5dukhU8aJdMa1bqeG7J4zEYbyGMU8dJKWecScp/ZiUelaMpTrpabsDikc/hj1aZ1BOqbv59ED1pIgUisiLNvszN/CcjDKry1khRqkvnfocqriOluVQSaS8ZVaNUN95AZVDJPaWQ0miSpWP1XSOW5/muosTOpqpLQKPbtRcFkIIIWHkN2VjglvkIyQuYDlyy4Qrh/y0HDpX3XnBHfHlPhyfRJFoOrj3L5Q9FnduVvvJsMKJIlQOkazUEJFqap/KofBTWLhEBT8H2ZeE7bfffjJ+/HhZv369LFy4UO666y4pLMQ7r7+pVKmS3HPPPbJ06VL5/fffZdCgQeW+hzXSGWecIW+88YasWbNGfvzxR+nfv3/Z93Xq1JH//ve/8ueff5rrdfH9aaedVvb9zjvvLJ9++qn53ZIlS+Spp56S6tVxC1veYuryyy+XyZMny5VXXil33nmnFBUVOWqf5rZbf0IIISQ9Y9X2GokL7Wz3ctbijqTxg3rgbWprDy/YU0QetUUqi6qlPfFLObRnpJQh/oWyN2yzT7T8DiUJKodITlZDq106vSVBgqDn9qC129KsWTN5//33ZcKECeZSs/POO89U8txwww3lfnfqqaeaSp8ePXrIVVddJTfddJMcdNBB5X4DhdGrr74qnTt3No/54osvlq3Lve2226RTp07St29f6dixo5kPlECgpKRERo0aJcuXL5fu3bvLMcccYx77scceK3f83r17y/bbb29+/9Zbb8mxxx5bTsHkxHLIrR8AQgghcWaq2iLAw74SBzok3GoIrBGRTWr/Pg+Pe4N6oFohIk95eFwSdRaqxYyVIjWP+BfKPrp+h5KG9pBpFHdSvXp1o2fPnubW62P3VOEMZ4egnmFsn6DyGzZsmPHmm2/mmOfxKlTkz2Xft27d2gBdunQx/7/99tuNmTNnljvGeeedZ6xcudIoKCgw/x89erQxZsyYcr8ZP368cdddd5X9D2699day/xHqEfTp08f8f+TIkcbQoUPTlvnMM880li5daqaxPuvbt69RWlpqNGrUqKze8+bNM8NHWnUcMWKEMXz4cEfteJ0az0+HYFzGebyGMc8k9CWF/ch6einj1LX0W0OkMPL9eLO6/v0nBGXUKdeqdigVMbp6dMzP1THvCagvKVGSG8x5pHr11yPTly+o8XyJL+P1GzWv9tdeT2/rJbERWg7FAFh2jBs3ztx6TRz8DfnZPmHIb9s831efthaRBml/Dyse/N7O2LFjpWbNmtKiRYuyz6ZNm1buN1ha1qhReQed9t9gediKFSvKfjNkyBA5/vjjzSVhWJ7Ws2fPcmWYOnWqmcZeBixtg+M3i++++84MH2nVccGCBduUIU6WQ8kbr/ElKfWMO0npx6TUM3cGKAequ4nIhRL1fky6M2qLu0TkJeU4Gg6k3T4I1bPZaT8h3sJzMg6MNP+uWXOojBs3NRJ96dTnUG7jNXqWQ2sSdh5SORQD4D0dS3f88KIe9UhlfrdPGPLbNs+VamW9FVjVOZs2WQbYf/sYgh+iXH/z4YcfmpHSHnzwQXMpG/wLDR482FEZrDpCeZRahjj5HEreeI0vSaln3ElKPyalnrmz2OZz6Dbb64Vo9iOXlf3NZWoJGBxTn+PyWIcpRRMWIs4Xb+E5GQemi8g8QRd26nR0JPrSqc+h3Mbrssj5HKqasPOQyqEYAP8u8MNi+XnxkjhYDvnZPmHIL32e2WNyzJw5s5wVD9h7771l5cqV8uuvv3paNvgYev755+Vf//qXXHLJJXL22WeXlQH+juB7yF6GzZs3y6xZszLWsUoV5+Evo2A5lMzxGk+SUs+4k5R+TEo98+NpEYGVbU0RgT+8YoliPxbYHDBbr46SDF54Xm+zJNpOBdeGNBGRfEJeHF7OPsRbeE7Ghbelbt2/5NR+TSLRl059DuU2XqNnOVQ3YechlUMk9pZDcaF27dqmMsUu1hKwhx9+WA488EDbry3lEAKrbssTTzwhLVu2lEcffdRcwjVgwAC55ZZb5IEHHjAtf7wCx8Sx4VAaWvd+/fqZSiEAx9WIlPbcc8/JTjvtJPvvv79ZnhdeeMGMbuYHUVAOEUIICQuGClKOx6R/ishNEkVaKsXHRtOGgYAhIvIt7q1EZK5yVg35XUQOzfEYeFXVx0flEIkHbeRl+XxxL7ngscekkne32BEMZR9Ny6GkQeUQib3lUFxA1K4pU6aUEyu0fPPmzaVGjRq2XyM6wt+WQ9YyrNLSUnOL0PWHHnqo7LHHHqbfnyeffFKGDh0qt99+u6dl3rhxo9x1112mX6IxY8aYVkHwQQTWrVsnffr0kXr16plR015//XVz2dmFF/rj26GSeiMIqBwihBCSG9OUGgEcIVHE8jc0R0Q2ay5LWMCD78VZlorlwgEigjuvX20jhJBUfpUJ0mjzH1J97Vrptim9L9BkhLKPpuVQ0sjHcpIkEFoOhYPTTz/dlEwcffTRcs459pXzU9QtIGxlmpY5cF60aFHZL6CsQYj6bMqoVP75T7w5/ZuCAsv49G/sZpd33HGHKZmYMWNGisVTedLVGQoxOMbOl0ZqwkOrUNlJCCEkd7AIaZR5Pd16Jdn6oiVqyiEuKSvPWGUP9oWIbBCRf4jIm3lYDllLyt72sYwk+pTKZvm0SnU5av1K+cf6uaG3MvM3lD0th8IOLYdiABz24mE51TGwF8TBcsjP9glDfunzRASw76SwUGT77fvLlVdeaVoaLV26VKKK23a1lpQtCvmb02SO13iSlHrGnaT0Y1Lq6YxP4EFPPdDsLVHrRzqjzsxbypZhrYr1ukpEsGC/aw4P0IhnB/x62Oc5GR/er7za3P5j/XqJ67Ky3MZr9CyHNiXwPMw57j0lebIUwadEjA4hKAslXxlqdOliGGvWbDTGjh1r7LLLLiEokz7pp8by/0JQFgqFQqFETYbhEmKIPBCCsuQnH6vr32khKEvY5TXVVrdU8Lvu6ncrRIziEJSbEm6pKWJsUGOmfQjKk01GqnL+25fj76vm0R+015MiaYWWQyQjlW1Gf1G2HEouE2TqVJHq1T81o4BNn45wmsmFzqgJIYQ4Z2TKYqLU4OiIaBZOuKzMfS/jgam/LarZ0erzD5Wjb0KyAYu0z9S+ZXGWTJ9DXFYWdqgcigFNmjSRG264wdx6SUO13WQzAowifrVPWPLLnGf2iGVRw227No+Icii54zV+JKWecScp/ZiUejrnIxHBkpC2IrKz7fM3ROR+5esvfP1YXUUrA1xWVjHvKY9SXcwoU39zkfItZEU1u8qmHPILnpPxAX24sW/fjOrlOPgcym28Rm9ZWZOEnYdUDsUAOAUuKipK6xzYC39Di33THke7fcKSX+Y8p6n3WQ1SbnGiidt2tSyHfpNwk9zxGj+SUs+4k5R+TEo9nbNW+R6yv/6SZF0AAFjUSURBVPuvg/ANar+NUimEqx/b2e7lovyiLyjQRl+pfVgKWffDN2f4PdyU+wXPyfiAPpzdYav3r562gD9x8jmU23i1LIeKQm1tmeTzkMohkhFGKos6G5WCKD7WQ27gsjJCCCHeLjq6SymIVqhb6idt793DgeWMmkvKnPfy/aqXv1WPs9WVbM97CpIHq2rXlqmVK5szxWGS1GVlsL5cHznroSRB5RCJdaQyMkFtu0vSoXKIEEKIO95R2z3U493Z6v/TRWSliOwpImdJGP0NcUlZ7lih6XspG7GTlBUFenu1siGDzNVcThI9RlWpEvqlZf6Gsgf0OxRmqBwiGaHlUByIl98hN0TF5xAhhJCwgjuib9T+EHUb/ayIvCkiN6rP77Z5bdQPlUP5A6XPDLXwBb0MHheRSZrLRaLPR1WrmtuDRaSaxGtZWe5Ez+9Q0tAeMo3iToqKioyGDRuaWy+PO1iFMhwcgjqGsX3Ckl/2PDurkJFrDJFK2vtCV7sizKxqCKN+COoSpvETrvEaL0lKPeMuSenHpNTTvVxjXU4MkaWGSAP1eaEhMkl9/nVo+nGuKmw/7e0WLbnddt+wUMSoFYK+pERXyvqysNCYp8bVqSEoVzr5VJXvWN/G6xh1ah2lva7e1ktiIbQcigGlpaWyePFic+slcbEc8qt9wpJf9jx/UOc6Aq8eJFHGTbta8QU2iMhSCTfJHq/xIin1jDtJ6cek1NM942z7g0RkidrfrGJYGcrl7EDt/VhsC0exdTELyRW7ldBVatFg0PCcjA9lfbl5s+mhzJo94uRzKPfxGi3LodKEnYdUDsWA2rVry4ABA8ytl8TF55Bf7ROW/LLnCafUf8ViaZmbdo2Sv6Fkj9d4kZR6xp2k9GNS6ukeLNBaofxmvJvy3aci8p0t+Hllrf14iPIfstnmLYnkrhxao+6BrRh1QcNzMj7Y+/JRpXjZTkT6SHx8DuU+XqPlc6h2ws5DKodiQElJiXTt2tXceklcLIf8ap+w5Fdxns+rLULaRxc37Rolf0Mcr/EhKfWMO0npx6TU0z2L1ENNSxH5Oc33B6s7J8SyulxrP1r2wsPUqyKSO7+ISC31AI8e1wHPyfhg78tnRORBmy+rrV6Iou9zKPfxGi3LoZKEnYdUDpHYWw4Ryyl1ciOWRclyiBBCSNjZouJVpWORTSl0k21hV8AYRllEJCs0O/GulwlxiqGWlP2qVMjXSZJC2UfPcihpUDlEMpoUNoyJ5RCxwtnvJiKFkkSoHCKEEBIcL4rIZyoe0WNaSrBTaam0UsoNXcuiCCHpWW3zSna1LapgMkLZR8tyKGlQOUTSUte2Un6x5rIQt/yoXClWF5GOkmTl0G+ay0EIISQpnK8Wcx0mIserwBA7ichzgQSx7rN+vbn9SES27hFCwsQbIvKeiOk4/mNJUih7Wg6FGSqHYsDq1avlyy+/NLde+xvC6btJoo0f7ROm/CrO07DF3YiuU2o37Roln0Mcr/EhKfWMO0npx6TUM1jH1ZZnkeHKvfEMETlFRG72vR8PWrt1QRSXlEUXnpPx78vr1V16S202ht4tK8t9vEbLcmh1ws7DAl+XFJLI0ktEPleB0JNpaxI37hWRK0XkCRG5QJLG92ocHyAio3UXhhBCSELAm/GlaT6HRVEXdZflPS1EZIF68w//kUt8yYUQ4gUfqqhlWKnRzhZjWKczCrxKPlREPvAlhz1EZLxy6A+X7yRM0HIoBhQXF0ubNm3MrdeWQ3FwRu1H+4Qpv9zynBB5p9Ru2jVKPoc4XuNDUuoZd5LSj0mpZ7AsU0u67fK+WkiClzXeg/47vd7W5RpfUzEUaXhOJqMv+4vITOXr9Q6Jrs+h3MdrtCyHihN2HlI5FAPq168vp512mrn1OlJZHJxR+9E+YcovtzytiGV4UxnNyc1pu+JWvHaEfA5xvMaHpNQz7iSlH5NSz+BZmyLnq21vETnZ89zQf6fWqWPuc0lZtOE5mYy+hPuO89T+uSF4jevU51Du49XyOVQ7EoFy6ifsPKRyiMTecoiAecq0HYqhXSRJWFZDq1R0CEIIIUQf80XkVrV/v+dvz2tu2SJtfsZyDSqHCIkKX4jI8+rB/EnNKhP/Q9nbF85tVWST8EDlUMy4Xil0TnR5nN1tq+JJXJgYeafUTthXbddpLgchhBCylQeUN7xG6rHQO3pv2FEKt2yRnwpryk+eHpkQ4idXiMgKEekqIm/HOpT9ZlsMxbYSPg5Ra2fuliRC5VDMGKjWrN7k4hjVlENqUUFXSdyUQ7oNVoNlV7WtrLkchBBCyN8LSR5X+7DmPc77EPZVsYycEBIVFivrIUs9USO2oexBkdqGcZ66QSnuEcCnqiQNKodiwObNm2XlypVSubTU9K8C2ovI4S6sj6or7bUbJVPY2gfbOOaXe54TIm055LRdrXcTeEcbBThe40NS6hl3ktKPSalneIBD6mlq/xrPFpI8We0s+bT7AfJmMV71kSjDczJ5fXmVUh1XUpHLorSsLL/xatk1Wl5Bw0SJ2kI9d00iz0P0PSUGcpiIYYgYf6ntfBGjep7H6CBibFDpjwhBnSheSnN0qyGyyRCpFoLyBCP3q/F8TwjKQqFQKBTK39LAEFmqrs0DPTgeru2l6njNQlA/CoWSr4xQ9603a8r/e5X/vr7m87Cap+7R3t7pn5U2q+16Q2THEJQrOKHlUIywLIWGK/fDrURkkIP3WHBZ/K6IvOVDGYlOEKvrd2XKaS22ij9RCmNPCCEkSSDQ/NVq/zYRae7yeLspCyRc8XjVIySKWI7kna4Aicayslm2tS5hYoDajhORD0Skim0JcDKgcigGNGrUSC6/9FI5vNLW7hyhVkmCS5WHmZIUScfJKrAqAqxeJPFqn8suu8zcxjG//PKMrt8hp+3aLEJh7AHHa3xISj3jTlL6MSn1DB9DReRrxBkTkYddHqubNGr0h1x22bPsxxjAczKZffmectmM17itJTrKofzG6w9q20HCxeE2Fd2FZjibRo06y2WXXZ+Y85DKoRhQWFgoHVaulEZbtph+gr5Qus63lI3I/0RkTYqkKoh2FJFn1f4dIrI1CGp82qdWrVrmNo755ZfnMrU9T6KG03a13sNG5R0qx2t8SEo9405S+jEp9QwfsOQ/Vz0OHqWcoTqluxQWbpFatTaxH2MAz8lk9uVSERmr9vtLdHwO5TdeZ9milVnOqXUDBT3MJETFi5trPhVvnVMrS2FhLUkCsVEOXXfddWIYhkyfPl2SSIdZW0+yD5QjM3BlHunheLpQhfse7EsJSTiYo7bbS1LgsjJCCCHhBveuk9X+tS4i5EQz4AQhJDxLy/wPZW/Z869WsYTDEs4eMeLgXGWWTXk1WDlrAX0kCcRCOdS8eXNTObR6NQZZMmn/ww/lJhMwW0ROFZF9VPQxWAdZJ3tqeERLF/pfm3KJxJH/qPhdmIy7StypIyJWvBZ4WyKEEELCST8R+UvZdiNubL7UCuESDUKIE6znuV4a4nkF43NIbAqYDiFcUmaxUURuV/tvSBKIhXLovvvuk2+++UYmTrT8qSSL7UpLpeGSJaZSB5ZDdp5XpolrlbJokur0w2y/wcPzwWr/sQDLTXTwh1rNbHe6Fn+rIbj83KC5LIQQQkj26/O/bQGt83XUar3woZ0sIXGw8/9Ovco9NCLLyqLtlLrI1tIjU76bIknDiLLsu+++xqZNm4ydd97ZGD16tDF9+nTtZQpariosNEMOflpQUOFvb1ThCd+yfTZAfTYvBHXxQ4qLi402bdqY2zjml3+e/1LhGSdr7xu/2/VgNbanxryeUcpPV55J6EsK+5H1jIO8o67Rn+aZ7kozXXHxcPZjTITnZLL78k51Dzs84LL+ovLdzfc63qTmuqe1949Ib1WWPwyRSq77LuKivQCOpVKlSsaUKVOMIUOGmP8nVTn0hTqJL8zht53Vb9eIGNXUZ0PVZw+FoC6UIKSeIbJJTYKtQ1Ae/+RUNbY/CEFZKBQKhUKpWNoYImvUNXpght/UNER2S/nsFZXmqhDUgUKhuJUe6h52hYhROcB8f1X5dvE9r2PVnPWV9rYWeVKVZWgIyqJXIr2s7Nxzz5XWrVvLjTfeKEmlvojsrfY/qw7PQtmZpiKRYUX7Qcp0EKvc0xnRxYWaNWvKgQceaG7jmF/+eSJi2Vca4yAE165RdEbN8RofklLPuJOUfkxKPcMP7tIeUvv3pwlmXVnFoYWjgIG2z7ubf2vWnMZ+jAk8J5PdlxOUWxB4Eztfwu9zKP86hmlZmbWk91tJ+nkYWeVQvXr15NZbb5XbbrtNliyBR5Fk0lN5lV/UuLEsr5VbiD0E57Pcbu0pIo1EZLmIfCnxpEaNGrLvvvua2zjm5yxP+yiIBk7atZktJkJU4HiND0mpZ9xJSj8mpZ7R4A7lKa8wjTfIndXDVIHtgQavCrcz92rUmMN+jAk8J5Pdl1DO/GKLYVgUcp9D+dfxJ7VtoOYwnVHKKqsavyxJPw8jqxy6/fbbZdmyZfLoo49KknlXRHZt1EhGHp77Q/5Im83IEWr/fREp9aWEJJzojIMQHM0jaDlECCEk6cBe4AK1f2iZVdDW2/YnlWIId22dVVxaK4T9jyo8NCEkDpys7P0bi8jFsQplb81z80NgPWTNn1hVsVSSTiSVQzvssIOcffbZ8sgjj0izZs3MpWWQqlWrSuXKlc39unXrSlJYUlgoi5pZNhIVM0YFS4XF0HExX1JGMjFXRGZoioMQHFFcVkYIIYSIDBWR52wKIVgRnS0ie4jICmVdBO4Tkf1sC1EIIXEBi0cvV/u3iEiLWIWyD8vSMit687MayxAeIqkcat68uRQWFppWQz///HOZ7LnnntK+fXtz/6abbtJdzNBSqiyFQCsR2SgiH2ouE9HB27EPaU/lECGEkOhypbIbQJj6a0TkLvX59bChF5HpaknGierziRrLSgjxg+eU6w8sano4VqHsw6AcaqYsM7eo9TgkqOWLnjJjxgw54ghrQVT5pWZwFjVw4ECZM2eOJIW1a9fKt99+a25zZaTtVmK0iKyS+OKkfaKUn/M8MQquUwsMYUG0yafSwVH6sSLyhnrbGUwdYRbbNII+hzhe40NS6hl3ktKPSalntFislEL/ERG89CxWCqAh6mHmXBEZKyJt1O8nsB9jBPsyPrjpSyhpzhORySJypHJDn4uS6DjlXtny7OP3sjJndfxBbTuIHqwX5ONE5M+0v0jieWjERZIayt6J1BQxNqtQhTeHoDwUHVJkiGxQoRuv8TGfn1Qe7wZav8ZqfJeKGIXa25pCoVAoFCdSYIjMUNfRLYbI7infv2j7rlYIykuhUPyQ59V97UYRo34Fv71f/XaZiFGcZz5/qbTbB1KvA9X8NVNTu36g8r9Ke/9KSCSSy8pIeYqKiqRhw4bmNlfW26yFZku8cdI+UcrPeZ6lNo39JSJS1YeS7VQWQUWkXqB1tJaU/SEimyU6cLzGh6TUM+4kpR+TUs/oYaiFJYa6Y5uW8v1z6h0/3mpXYz/GCPZlfPCiLy9Td+6w9b81y+8qKwsjax/uQ4LwOeSsjtaysu01LGhCaPoDKvS+W5Sw8zBWyqHevXvLLrvsIkkDA/aCCy4wt7mCBUQ7qmhO/5V446R9opSfuzz7q0VXjZXpupcUKNN3ONEEXcwb16DqGFV/Qxyv8SEp9Yw7SenHpNQzmgwWkb1VVJ3UJeAfKX8dLc3XIezH+MC+jA9e9OUSWwzDs0SkU4bfXaEWmhrKT1GTgHwOOavjbyrCItRYbSVY+qilurNsSqptSdp5GCvlEMl/JXvUHpyJ1/yiVi+LUg5BZegVp4nIvmrS/1VESkTkIAmKZhH0N0QIIYSkBz4xVmb4DhZFywMuDyEkaP6jbFygSnkizfew1b9R7ePO2x6oPXyh7C0V1I+anFIfnhKghwAqhwhJPCNE5AMRqZLhUuMELCG7V+3fLCJvBh4ZDVZxgApQQgghhBASBy4WkTUi0ktETkn57lFlo/+piHyiPkMsrvCGstcVsQxLxA6rcElZEqFyiBAiIheKyDpl2XOqsvKprcLowig13XuFq9VytBIVSreB2ofcr/6fpmIqjLQtYwtm2onqsjJCCCGEEEIy2fzfovbvUy9Dced9vFJ3bBCR81VcQyeWQ4UOl5U5x7Ic6u1zPoj51s62kqGuWkcDq0xikQzPSjHHMAwpLS01t0R/++joD/d5zlWWPoNE5FklFi1sS88scNm5W0k2LlXu874Qkb+UMqmHo4k43zpGVTnE8RofklLPuJOUfkxKPeMO+zE+sC/jg9d9+aB6lbuTbfmY/bsf1SvefC2HimzKgd3ydM3gvI54zhDlV80v9s2wOuLDCm2kjISdh3j9n4yaEkIqoE4GnwVQ7uxui5DSUEU5yyX6WHUVQQW8JCInKIXSteI336oLW1819RNCCCGEEBIHYPvycZrP64vIMuUsYpXyT9RaWRxVBGx3PlNu75sruxr/+YeIjFIqiUbK9baXFCo7ql3TfHeciLzqcX7RhsvKCCGKv5Tip7pN3lDvEIbYXNQNVoqhqSJSS/2uYUraGmpZmaUYEtvSMssBXDA+h+iQmhBCCCGExIlP0ty1N1SKIVHLy6blaT1k3aG/EJhiyIq4+K16zujnw/HPV4qh5SqOm73FXvMhv2hD5VAMaNCggZxzzjnmluhvHx394V2eS5RCx5KL1HuHvUTkDOX+7lRlgnm2+m6tSmdPC1d5S1OODafXG0Wko6OoaPnUsbJ69xDFZWUcr/EhKfWMO0npx6TUM+6wH+MD+zI++NWXqXftqTY3+fodOtyFi2Z3dfTrBXJTEbndFpV5fkqLVbyAqkHCzkMqh2JA5cqVpWnTpuaW6G8fHf3hX54LbUEx7xGRp9Q+tv/L81gIwfu548k/nzo2UduNaVRUYYfjNT4kpZ5xJyn9mJR6xh32Y3xgX8YHXX05IQ/LoV2UXc26DMvV/K3jSNsSs6riHQ+qVQ7fiMj/OTpC5YSdh1QOEUIq4DERmayWkiHM5B8icp3DY71tM/H0j6g6oyaEEEIIIcQLLMuh3W3OITJhvbb9WCmIgmWqsuqxIol5wR3Kp9BmETmXbpZzhMohQkgFYFK91Tap/kf5J3LCz2rbxteQlfQ3RAghhBBCksx3StGDkDM7+LikzBve9nBpWbGIXKb2P1PKJ5ILVA4RQnLgPRV+fq5ySO3mOL+o9xeDc3iP4QxaDhFCCCGEkCSDeMNTcvA71Fx9D4+i74ouLLVUfw+eD+rblqfBaojkA8wBKBGWqlWrGp06dTK3ussSRgm6fXT0R7TGQFNDZIUhYhgiZ/tSxzu3Htx4SHtdw9+XHK+sJ4X9mKR6xl3Yj/ER9mV8RGdfPqzuiR/I8ptz1W/Gaq1jZUPkL/V8sKfLep+tjjMu0n0nGqRA7RBCSIAgCtojKqxke88DZj6rYqpdLSL3enpkQgghhBBCosG/ROR5EflSRPbL8BvEEz4kFPfNL4nICSJyt4hc63KlwqHqGDgWyRUuK4sB1atXl549e5pbor99dPRH9MbAEyIySUTqish9ntSxxCatIuxziOM1PiSlnnEnKf2YlHrGHfZjfGBfxgedfWk5pe4qIjXVfXIDJdhvLCIHeOBvyJs6ehHSHvkfmHI8F0ernqzzkMqhGFCrVi3p06ePuSX620dHf0RvDFiRA7C6+RQRucRVHfuIyBqbWK6ul0n04HiND0mpZ9xJSj8mpZ5xh/0YH9iX8UFnXy5QW6g2Vqr75MVKsL9IuW/+UURmaa/jB8pTUkcR6Z7m+3+KyAoVhSwTeCqoIiKzRWSmuKVWws5DKocIIZrAu4wZav8udWlyBi4V6fjd8REJIYQQQgiJNngNmwvvSxhYreKrgUfTfP8k1DUi8ngWp9X6465FGSqHCCEa6a8uAogocIXjo2BVsaUkqq7skO4RkZ88KychhBBCCCHRYq2InCEi14nIruo+uaES7O+jHDy8IGFRZeGFMeghInvZvsNKg0bKXXJ9VatUCkXkMLVP5ZATihylIoQQT0BY+zNF5EURuUFEhovIvLyOsJuItFTvGmCMukFEHvatvIQQQgghhESHZ9IojCzGKgkPUA61Vc8HQ0Rkd+UtyfJR+q56uYzXwG+JyBJb2r2V4mipiHytqfzRhpZDMWD9+vUya9Ysc0v0t4+O/oj2GEBkgk9FpJqIPJZ3HS3j0VFKMRR1OF7jQ1LqGXeS0o9JqWfcYT/GB/ZlfEhCX3pbx6uV0qeziAxUCiPYOn0nIseKyGQRqScig1PSHW5TIMG/qXvWJ6Dv7DCUPSEkBLQTkWnKgRxCWL6cc8rJykz2lNCYxBJCCCGEEEKcc7qyeVqr4qqB/UTkSxHZQ0TGKTsXOKD+Sn0/XVkdHSkib2ose3Sh5VAMqFSpkpSUlJhbor99dPRH9McAYiQ8oPah4mmSUx1bKcXQ5tA40nMPx2t8SEo9405S+jEp9Yw77Mf4wL6MD0noS+/r+KxSBFmKoWHqf/A/22K5UbZ4xVAMiU1Z5J5KCeg7O8moZcxp3LixXHXVVeaW6G8fHf0RjzFwr4hsUq7QcAGouI4DbJcArC6OAxyv8SEp9Yw7SenHpNQz7rAf4wP7Mj4koS+9r6NhWxNgqEhldgZlSQtFkTc0TkDf2aFDakJISPhLRK5XSqKD1DpjLDXLDINVEkIIIYQQEkf+T0S2E5GFylrIDj47WkRWqdfEiHy8v/rf7nKb5AOVQ4SQEAHHct1F5BgVoWCfjG7RaotIL7VP5RAhhBBCCCFx47os342w7UMh9EYA5Yk3XFZGCAkZlyit/14ickbGX/UVkcoqbsHcQMtHCCGEEEIIIfGCyiFCSMiAmeiNav8eEWlthrmvtqVYKm/cKNW2bDFd0yEOAaDVECGEEEIIIYS4g6HsY0BBQYEUFxfLxo0bxTDYnbrbR0d/xG8MFIrIJBHpYv5XImtkjdRI+0ssLRsj8YHjNT4kpZ5xJyn9mJR6xh32Y3xgX8aHJPRlXOtYENN6ZYLKIUJISNlPRL6oUDlUw9OYBIQQQgghhBCSPLisLAbUq1dPTj75ZHNL9LePjv6I5xiAPdA/RaSurJWG0rJuUznz+BOlZd26Ul1EWiirobgphjhe40NS6hl3ktKPSaln3GE/xgf2ZXxIQl/GtY71YlqvTFA5FAOqVKkiO+ywg7kl+ttHR3/Edwy8pULcr5PNVUVadmgnm6tWNeMR/Baz5WQWHK/xISn1jDtJ6cek1DPusB/jA/syPiShL+NaxyoxrVcmqBwihBBCCCGEEEIISTBUDhFCCCGEEEIIIYQkGCqHCCGEEEIIIYQQQhIOopVRIiwlJSVG9+7dza3usoRRgm4fHf2RhDGQhDrqqCfHK+tJYT8mqZ5xF/ZjfIR9GR9JQl/GtY4lMa1XJmEoe0IIIYQQQgghhJAEw2VlMaBatWrSuXNnc0v0t4+O/kjCGEhCHQHHa3xISj3jTlL6MSn1jDvsx/jAvowPSejLuNaxWkzrlQkqh2JAnTp15MgjjzS3RH/76OiPJIyBJNQRcLzGh6TUM+4kpR+TUs+4w36MD+zL+JCEvoxrHevEtF6ZoHKIEEIIIYQQQgghJMFQOUQIIYQQQgghhBCSYKgcIoQQQgghhBBCCEkwVA7FgI0bN8qCBQvMLdHfPjr6IwljIAl1BByv8SEp9Yw7SenHpNQz7rAf4wP7Mj4koS/jWseNMa1XJhjKnhBCCCGEEEIIISTB0HKIEEIIIYQQQgghJMFQORQDmjZtKjfffLO5JfrbR0d/JGEMJKGOgOM1PiSlnnEnKf2YlHrGHfZjfGBfxock9GVc69g0pvXKBJVDhBBCCCGEEEIIIQmGyiFCCCGEEEIIIYSQBEPlECGEEEIIIYQQQkiCoXKIEEIIIYQQQgghJMEwlH0MKCoqklq1asnKlSultLRUd3Ek6e2joz+SMAaSUEfA8RofklLPuJOUfkxKPeMO+zE+sC/jQxL6Mq51LIppvTJB5RAhhBBCCCGEEEJIguGyshhQp04dOfLII80t0d8+OvojCWMgCXUEHK/xISn1jDtJ6cek1DPusB/jA/syPiShL+NaxzoxrVcmqByKAdWqVZPOnTubW6K/fXT0RxLGQBLqCDhe40NS6hl3ktKPSaln3GE/xgf2ZXxIQl/GtY7VYlqvTFA5RAghhBBCCCGEEJJgqBwihBBCCCGEEEIISTBUDsWALVu2yPr1680t0d8+OvojCWMgCXUEHK/xISn1jDtJ6cek1DPusB/jA/syPiShL+Naxy0xrVcmGK2MEEIIIYQQQgghJMHQcogQQgghhBBCCCEkwVA5RAghhBBCCCGEEJJgqBwihBBCCCGEEEIISTBUDhFCCCGEEEIIIYQkGCqHCCGEEEIIIYQQQhIMlUOEEEIIIYQQQgghCYbKIUIIIYQQQgghhJAEQ+UQIYQQQgghhBBCSIKhcogQQgghhBBCCCEkwVA5RAghhBBCCCGEEJJgqBwihBBCCCGEEEIISTBUDhFCCCGEEEIIKaOwsFBatmypuxihRUf7OM2TfUlyhcohUgYnDpIUgh7rbvLTcSMQpfYhhJAk0KFDB5kzZ07e6Tp37iylpaWB5ecmbdDpdLSP0/zcpHWabqeddpJ58+blnc5NnkGni1r7OM3TTVk59yQLKodiSElJiey7776BThxO8ww6HahTp47861//ikRZg87TadvoyNNNWZ2OdR3nlo4bgSi1D+ce79PpyDMpc0/QZY3SGIjSueVmDDhNW1xcLK1bt3aUZ0FBQaD5OU0bdDpd7eMkP7dp3eQZlbLqaFc36MjTCZx7kkWR7gIQ79lhhx1k9OjRUlRUFPo8g04HWrVqJcOGDZMXXngh9GUNOk+nbaMjTzdljdK5FSU492SHc09mkjL3BF3WKI2BKJ1bbsZAprT3339/1nQNGzZM+/mIESOypqtdu7YYhrHN507zc5M26HQ62sdpfm7SOk03adKkrOmqVauW8bugy6qjXXW0j9M83ZSVc0/2PJMGn3AShJuJI0rUrFnT1fdxRkfbOM3TTVmDHutu8tNxIxCl9okSnHsyk5S5xykcO+FqHzf5OU07cOBAmTJliqxcuTLt9zVq1Ej7ef/+/eXjjz+WP/74I+OyXS/zc5M26HQ62sdpfm7SOk3XqVMnefnllzNa7jZt2lTatWsXirLqaFcd7eM0Tzdl5dyTPc+kQeVQBFm6dGnW7/2Y5JzmGXQ68Ndff2V8e2CZOKb7XkdZg87TadvoyNNNWZ2OdR3nlo4bgSi1D+cezj1RmnuCLmuUxkCUzi03Y8Bp2tmzZ8uDDz4oL774Ytp0Xbp0SatonzlzpvkG/5lnnsmYrl+/fp7l5yZt0Ol0tI/T/NykdZpuxowZMn78eHnyySczpjvrrLNCUVYd7aqjfZzm6aasnHuy55k0qByKIFWqVJEhQ4bI9OnT036PNZODBg3ydOJwmmfQ6cCqVavkjjvuMOuajh133FGeeuqpUJQ16Dydto2OPN2U1elY13Fu6bgRiFL7cO7h3BOluSfoskZpDETp3HIzBpymnThxouy+++4ZH16gUErnvwMPNF27ds34gLZhwwb55ZdfPMvPTdqg0+loH6f5uUnrNN3YsWOlffv2kgmM5TFjxoSirDraVUf7OM3TTVk592TPM4ng9QUlQvLVV18ZF198ccbvO3fubJSWlm7z+UMPPWQ8+OCDGdO1bdvW+OyzzzzNM+h0ENThyiuvzJp28+bNoShr0Hk6bRsdebopq9OxruPccppWR56cezj3cO4JV1mjNAaidG65GQNO0zZu3Nho1apVxnSZpLi42KhWrVre6Zzm5yZt0Ol0tI/T/NykdZOnUwm6rDraVUf76BDOPRSxCS2HIsh7771nRrvIxLJly+T555/f5vNLLrkk63Hnzp0rBxxwgKd5Bp0OvPTSS1l9mCxatEhuueWWUJQ16Dydto2OPN2U1elY13FuOU2rI0/OPZx7OPeEq6xRGgNROrfcjAGnaTP57aiIjRs3OkrnND83aYNOp6N9nObnJq2bPKNSVh3t6gYdeTqFcw+xU6C0RIQQQgghhBCNVK1aVQ4++GDTDxsevn788UfT6euWLVuypmvWrJkcddRRZelmzZolr776qukDyY/83KQNOp2O9nGan5u0TtN169ZNTjjhhHLpEE0PPmXCVlYd7aqjfZzm6aasnHuIhXbzJUqw0q1bN+P+++833nnnHWPEiBHGnXfeaXTs2FF7uSiUqI91N/k5Tasjz6j0B4VCoURJ+vfvb/zxxx/msjO7/PLLL8a+++5b9rs2bdqUS3feeecZ69atM3+7fPlyU7C/evVq4/jjjy/73a677upJfm7SBp1OR/s4zc9NWqfp7rnnHvN3K1asMCZPnmzKypUrjU2bNhlXXXWV+ZsqVaoY+++/v/ay6mhXHe3jNE83ZeXckz1PSZZoLwDFoRx99NHmA9b06dONSZMmGcOHDzf+8Y9/ZE3jZuJwmqeOdIWFhcYVV1xhplm1apWxdOlSY9y4ccbZZ58durIGnaebtgk6TzdldTPWgz63dNwIRKl9dJyXnHvCMw/oyDNKZY3SGIjSueUmPydpe/bsaWzYsMF47bXXjD333NOoXbu2Kfj89ddfN9auXWu0b9/euPvuu40bb7yxLN2hhx5qzqODBw82mjRpUvY59qGMxzH33ntv48UXXyyXzml+btIGnU5H+zjNz01ap+lOOeUUsx4XXHCBUVRUVPY59i+66CJjzZo1xjHHHGP60br++uu1llVHu+poH6d5uikr557seUryRHsBKHlKQUGB8fLLL5sPWjNnzjTefPNNU3744QfTseITTzxh/q5evXrGEUcc4cnE4TTPoNNBqlatanz55Zfm7z788EPTES4E+/gMVgs4PpzgnnrqqVrLGnSeTttGR55uyup0rOs4t3TcCESpfTj3cO6J0twTdFmjNAaidG65GQNO07733nvGk08+We5YdsF3f/75p7F48WLTqbX1+ejRo43bbrstYzp8h/l37ty55RyyOs3PTdqg0+loH6f5uUnrNN348eONSy65JGO6Sy+91ByzEydONOrUqaO1rDraVUf7OM3TTVk592TPU5In2gtAyVNw8i9ZssQ47LDDtvkOJnP47vLLLzffkNkjZriZOJzmGXQ6yM0332z8/PPPxi677LJNWpzw+A7RkxYsWGBceOGFWssadJ5O20ZHnm7K6nSs6zi3dNwIRKl9OPdw7onS3BN0WaM0BqJ0brkZA07Twrpo55133iaNJTgelFxdunQp9zmsMdu1a5cxHb5DupYtW5b73Gl+btIGnU5H+zjNz01ap+mw9Ge77bbLmA7fIR0sLHSXVUe76mgfp3m6KSvnnux5SvJEewEoecrUqVON008/PeP3//73v80Hrffff9+oXLmyJxOH0zyDTgfBG8Ejjzwyq3k56vn0009rraOOPJ22jY483ZTV6VjXcW7puBGIUvtw7uHcE6W5J+iyRmkMROnccjMGnKbFG/ZsoZbxHX6T+nku8yt+k/q50/zcpA06nY72cZqfm7RO0+HhHktpsj3c4zdhKKuOdtXRPk7zdFNWzj3Z85TkifYCUPIUDN50mnH7AMfNTurNlduJw0meQaeDwDFaixYtMqbFd0iru4468nTaNjrydFNWp2Ndx7ml40YgSu3DuYdzT5TmnqDLGqUxEKVzy80YcJoWiqzTTjstYzooufCb1M9zsczEb7zKz03aoNPpaB+n+blJ6zQdlgXdeuutWZcF4TdhKKuOdtXRPk7zdFNWzj3Z85TkifYCUPIUmMalM1e2BGZzy5Yt83TicJpn0Okg8ETftWvXrBGTsK40DGUNOk+nbaMjTzdldTrWdZxbOm4EotQ+nHs490Rp7gm6rFEaA1E6t9yMAadprSVwffv23eY7OH6FLww8bKV+B59u8NuGqEFwhG19jv3zzz/f/C7VL5Kb/NykDTqdjvZxmp+btE7TYbklHAojYESjRo3KPm/cuLFx7733Ghs3bjT69esXirLqaFcd7eM0Tzdl5dyTPU9JnmgvACVPeffdd8ucKKaTIUOGmI63vJw4nOYZdDoInE/C83ymtPjulVdeCUVZg87TadvoyNNNWZ2OdR3nlo4bgSi1D+cezj1RmnuCLmuUxkCUzi03Y8BpWjipfvXVV80lZ99//70ZXe2NN94wHWnD0gj/4zfpjoloQUj3119/mRHSvv32W3Mf6R544IG0adzk5zRt0Ol0tY+T/NymdZoOfq/Wr19v/g7KVAj2Edlp4MCBoSqrjnbV0T5O83SajnNPxXOIJEu0F4CSp1jh+HBz0b17d6NmzZpGrVq1jB49epgDH9/ttddenk4cTvMMOh2kY8eOZohshI1FBCS8NYQTyOOOO8745ptvzO86deoUirIGnafTttGRp5uyOh3rOs4tN2mDzpNzD+cezj3hKmuUxkCUzi03Y8DttevYY481I6p99913prz11ltm2mzzOQR1gqNrKLsg2MdnFaVzmp+btEGn09E+TvNzk9ZpuubNm5uWFY8//rgp2M+2NFJnWXW0q472cZqnm7Jy7qGoNmBDRFEQchVmyXi4sgvM4rI5QnQzcTjNM+h0EExKM2bMMDXEVjrsYyLAzWKYyhp0nk7bRkeebsrqdKzrOLfcpA06T849nHs494SrrFEaA1E6t9yMAbfXLgqFQqFQRIMUqB0SQapVqyZ9+vSRHXfc0fz/p59+klGjRsm6detCl2fQ6Sy6dOki7dq1K0s7ZcqU0NVRV55O2kZXnk7TRencihKceyqGc0+y556gyxqlMRClc8tpfl6kBXvttZdMnDhRNm7cmFe6448/Xt5++21Zu3ZtIPm5SRt0Oh3t4zQ/N2mdprv66qvlySeflBUrVoS+rDraVUf7OM3TTVk59yQb7Roqij65+uqr04aPplDiJkGPdTf5OU2rI8+o9AeFQqFETRDFMVuo6LCkY1lZVpY1fHmyrP7lKTGWSro1U8QbHn/8calfv37e6a677jqpV69eoHkGnQ68++670qRJk0iUNeg8nbaNjjzdlNXpWNdxbjlNqyNPzj3Z4dyTmaTMPUGXNUpjIErnlpsx4DRtQQEM/CX06XTkybKGK52OPKNUVh15sqz+5RlnqByKCSeffLLUqlUr0BPDaZ5BpwP77befaVYehbIGnafTttGRp5uyOh3rOs6tKF1cOfdkh3NPZpIy9wRd1iiNgSidW27GgJu0hBBCSFAUBZYT8RUd2s8oaZWT8JAepfaJEkmooxuiNO6ScG5x7gkfQZc1SmOAYyc755xzjvzxxx95p+vbt6/89ttvgeXnJm3Q6XS0j9P8rLQLFy4MLM9OnTo5ys9NnkHX0U2eaB83eTrtk6D7knNPcqHlUMLBxDF//nyJO6jjpk2bdBcjlOhoG6d5uikrxvrPP//sKG3Q55bTtG7qGPRcwLmHJGXucQrHTrjax01+TtIWFxfLiBEjHDnbHTt2rCMnq8OHD3eUn5u0SNe9e3epWrVqIPmBCRMmSIsWLcw2DiJP9EedOnWkcePGOaepVKmSNGrUSGbNmiUbNmzIOR2s4uAEffHixXm3Kfj1119ly5Yt4gSn4w7pUEfUOd90J5xwgiNLQCvPfEGb9u7dW7bffntf28feFuiTbt26SY8ePXIasy1btpQ99tjDXMqKcZcvnHuIdsdHlGCkfv362stAoQQphYWFRufOnY1//OMfpmC/qKhIe7lykUaNGhktW7bMO91NN93k+Fz3q20491AoFErFctBBBxnvvfeesWzZMqO0tNQU7OOzAw880NExO3ToYMyZMyftd7gmXn/99cZ55523zTxds2ZNY+jQoRmPe8YZZxjPPvuscdppp5n/H3vsscb3339v5nXzzTfnVcYNGzaY5cz0fcOGDcv936VLFzPvr776ynjttdeMXr16ZUx76qmnGnvuuae5X6VKFePpp582Nm3aZLbtxo0bjSFDhhjFxcXbpJs2bZpxww03GC1atMirLnXr1jXLNH/+fOOJJ54wKlWqZPzf//2fsXnzZjPPsWPHGk2aNMmY/tBDDzW++OILY926dWVjYPny5cbzzz+f9Z4A/fHdd9+VpbEEn/373/92NHYwPnCMTN/37dvXrNs999xjtG/fvtx3derUMT799NO092W33Xab8fnnn5eNkyuuuMJYvXq1sX79erNfK1eu7NnYgXTv3t3sB+v/ww47zMz/119/NSZMmGD861//SpvummuuMQ444ICy+nz88cdmP1p9+f7772cMrLFy5UpzrPXs2TOvNm/VqpVZJoxRHB/n4UcffVSW7+zZs40dd9wxbVqcxz///PM2Y+DLL780unbtmjVfzj3510/iK9oLQHEpmGhxUmPyxwlsnwDtghP9k08+MU444YS0F8KKBMeFV/eCggLzfxzjmGOOMY477jjzQTZb2pKSEmPfffc1T+Cjjz66wknKksaNGxsDBgwwzj77bFOwj8/ctJdVFq/7IbXd99hjDzMfJw/czzzzjNG0adO80iCfHXbYwahVq1bOaXBRO/PMM41bb73VnGyzpc21zzLd2PXu3bvs+BgvV155pRmxauedd86aFmMOF+6rrrrKvIE48sgjzQtHtjQYo7j5wIXNuqBags9QX2sc53uuZbo5wwUONw6vvPJK2c2EJbjwZbpA1qhRw3jhhRfMC7p1U/TYY4+V3XzgBiZdffFZqqB9caHDjZD1Wbo8cd7ab74uuOCCshuKxYsXGzfeeGPO7cG5J3fh3BP/ucev8ePX2PFy/AQ1dvIZP7rGjpPxc8opp5jKipdeeslUaBxyyCGmYP/FF1805/aTTz7Zswf8gw8+2HwYnz59ujn/Y+7ff//9y75HfTMpBgYOHGisWrXKeP31143ffvvNuO6668z02OL68ddffxlnnXXWNukmTZqUVnC9gxLD+j81HcphKYjwsI22GD16tKmUGDVqlNlumc4PXHsxprF/7733GnPnzjWOOOIIU5mB8/KHH34wj5OaDmVCnfCQ/sEHH5j9h2teRe0NhQAUS7iuooxvvvmmMWXKFGOvvfYylVTjx483r/Xp0qJ/EUFp8ODB5j3MwoULjTvvvNM455xzzGP9+eef5vmSms5SruC3UJThYReC/TvuuMPsq8svv9zR2EE7pPsO13O0zTvvvGOMGTPGWLt2rXHiiSdWOH5wzv7+++/GfffdZ8yYMcNUoP3yyy9mWpwvCxYsMM+z1HRLly5NKygflGfW/+nKah8//fr1M/9HH+C+7T//+Y85fjAmUtOhXLvuuqu5j99hbOJ/KBnRNl9//bWpHEuXJ8qFcwtbKC4uu+wyo0GDBhW2ORSL6GsosF5++WVTsfPZZ58ZzZo1M5WKGItvvPHGNunQv1B2YdxZikIoN/v06WM899xz5vjYfffdOffkOfdIMkV7ASh5yiOPPGJOGthv3ry5OelggsZki+3UqVPNSSQ1HU4AaKFxQmICxXHw9iWXPHfZZRfzJMTJiose3qRgixMU2nEcr1u3btukw8McLrqYlCxNtPWQPm/ePHOSznQjjAdm1AcT1qJFi0zBPj7DG5Rq1ao5ar9MkxVuUlHWn376ybx4n3766eW+zzRZYbLG5I1y4UEebxdwsbTqiRuPTG+J0K7pBBPx4YcfXvZ/ajpcOKtWrVp2Y48bCfSr9SYMGvd0N/YjRowwjjrqKHO/U6dO5o3GH3/8YYwbN84cP7gRyaRBR13QNtdee21eDwC4OcE4QXocH+2PC+6sWbOMmTNnmm/HcKFINwZeffXVcm9pkB7tjDF3/vnnZ8wT/Yh64aGsdevWZltBsI+LBsbS3Xff7dnYueiii8wx/uijj5pjE32BN04VjR3rfMY5fOGFF5o3ALiRxLmFG0nc7OLm6fbbb98mXeqbIfv5Zd9WdKOENy+4qcPbFrwFxAUW/YWbC849nHs49+Q39/g1frweO27GT9Bjx834CXrsuBk/OHa2sYUH2R9//HGbz++///6sgjGXbgzAgsV+bUH/oHx4mKxo7GDuh3IA+3hYRv/ZrVOwD+uH1HT4Ha4FsHC1ZNCgQWY+eClifZauH61rFpRBUMDYv3/wwQfNFxDpyoq+sl7qYExb9bME11k8oKbLE2MGY3rkyJFm2THmMG6zWRrgemVZi6ANcRy8RLG+x7UdCpBM7YoXGdb/eJjHuLP+Hz58uHkupKZD+fHCJFOZcExYMqU7r7IJ2jTTGPj222/Nex/rf+SPc8YaB5nGDyxfrPuI7bff3vyNvc44Dq7xqekwNjE/QZFhCZQXOK9wflufpSurffxAkQUlmv17pIeiJ93YgSUP9qFUTFVAQvmM/s6WJ+YO3PMsWbLEnO+g1IDiJVNfYYxZ90dQTOM4e++9d9n3u+22mznnpaZD+ezHhXURlCaWQvOhhx4yz510eXLuyTz3SDJFewEoeQomhZ122snch1YZ5oaWSR7MWd9++23zxiTTRIXfQoONh06cFBMnTjTOPffcrG+0oKnGMZEvLsLQssJCAjdymHgwAaAcqenuuusu87e4EMCyADegmATwxuaWW27JeIMFTTwmKywFsr/VxD5+jws8tPhO2i/TTTYmCbQttO94Y4M3EU8++WTZ99ZFPjUdNPIwbcbDJi7c2IdJMB6ScUOCm28oDdKVxf4gnyrZHvDtD/coLx6Q8ZDfsWNH8+0LHkYyvXmxTH9hKvrf//63zIIEfYl2//DDDzOW9amnnip70MFFGjdNmaxFLMGFGPWvXr26WVbcFNnbA2/y0Gap6dD2aDuMOdxAYPxBoYMHKzwA4aHfukCkO0cwdjKVCd+hHl6NHZxL9rLgxhAXeIzxii50uGGz3pjgRhTtbN04WSbmeBhJTYd2RB8g7X777WcKHmhwo4QbJuuzTH1pjZ9vvvnGfOto/x7zQbo3KJx7OPdw7sk+9/g1frweO27GT9Bjx834CXrsuBk/mJPatWuXsUz4Dor8dO2KuRQvF9LJ//73v7T9gTfsbdu2LfcZyoUHfMyb2a5ba9asKWdFi7JDaWf9j3rDSjc1HRQjUNbhZYTdehd9g3GQqe72axYexnv06FHue0thmC4tXgZY11j0Y6r1BBQ9qHO2PCFQlOKlD85va3lYqjIWgv61FAoQKE2t6yakTZs2afOz2hUvseyfoW0sxSasgtO1K8ZFNoUV2hbHTv0cx8b5BKu/dPLWW29lHAOoA+pi/wztjId8WDplGj8oq32pHv63L0nDMWE9lZoOY8qyusJ5mevYSe1LzAWpFoU4t9K1K+Zr3INZFmipS8SgxMF5VFGelsXz8ccfb1qYo12g9LPuEe2CulvtinME9cP8b2+HdO2DcZdu7FgKfhwDfZOurJx7so8fSZ5oLwAlT8EJak0cmFxwsbB/j4tQuotk6kQFgYkr3sBgosHEgpvFTDdm1oUHb/7wAGrPFycmNNSp6XAR32effcr+x00nJidraQlMHnGBTU2HEzvbOl2c5OlOfqus2QSTUrpJB1px+0M5Jhh8hgsk/s80WdlvVPCAjHa2LyuCWTrelKQr6+TJk82bVVwYcTMBweSOyQoPtNZn2foSD/GpJpS40Ya5ZrpJ1ZqQUW7LXNb+pgEPF+nKauWJB3KYV7/77rtlViO48c20Btp+EUBa1M1uNQIT6XR5YgzbL+B4q42xb711x1sOvLlKlyfGcjazf7zVTndzlsns1BK8sUg3BtLd0OE8RNvgDVW2Cx0ubPYbJZTd3pbof3yWmg5jDabFWNNvt9bJ9UbJMm9GO9tvPCDor3Q3H5x7OPdw7sk+9zgdP0GPHTfjJ+ix42b8BD123IwfPGSlW95kCcqL36R7gD3ppJMypkO5040BvMBIt+wOy3UxJ+MBP9PYwZxrV0bgemDvc4zDTA+isIbA8hVYfVltnItyCL/FiwQ8pKf2P75Ld52EwEIBcz2WIuJ6DCsgS7mAPsGLjnSKRbsyM1XwIgYvJtLdR+D8sKwwYMmBa9yll15a9j3aNZ1lDAQvNCwLOctKBNYmljIT7ZouTyh1oTRJt+wNafEdXpCkfgdr32z+iDKNnUxKOgheSqHvoaxOlxbnnv3+DEpW+z0M5pVMChfUD+cBHvIxl+Yydqzxgz7DvR+UhanWxlB+pBuvUAyjT9Du6EOMI2vM4l4ICpB0L8QqGj+YL7G8Lp01FyyY8B32oTy37iOt73Hvks4yBnMKltra52/7OYE6pruvg3DuoXJIyov2AlDyFKxdtkwwMWmlOgrDQxfMF/OZqGAGjQtEpjdhuJm11jnjLR1urnDRsk/m6db6YiLCunvrf0sLbvlewAmZ7oKOC0OmtbEQTOyZLh44Hsx+7aandsGa1Fwf8HHBwuSHZQJ4c5PLWxBcuDE5Wf9Dw53ujQ0Ebz5hDQFLCvvNTi43StbDPSZK+1sp66KVrl0xIVoXD9yc4w2q/XuYPsP8PVOeqeMH7YMLFR4g0Da4QUl3o2xp9XEjht/ZbyhwsU6nULCPOWvcoV2seuO7dG8yIHgAwM1eOkfI+AympXi4SaeoGTZsWDmzU7vAcWW6MYALvF0RYQn6EBd23JhlutBhjbj9XML6bns7o+0yraOHwPIGx8AbqVzGjtWXWD/ev39/88JqOeu055nu/OLcw7mHc0/2ucfp+Al67LgZP0GPHTfjJ+ix42b8WEvZ8MCOJRnwVQTBPuZePPCk86sDK6oHHnggb78xWGKSyQ8NrieweMk0dmAZZV8KlCpQWGZSgFiCB1/0GZSEyKuisWNfHmx/CIbgWpZu2Ys1XmEBg+sE6oy2xziDBRDaG0uy0ikJ042dVEln9QolJ65TKA/uKaDswTUaSig8mELZk2kJDz6H0hEP47BwQDq7TxscO51VL8Yj2hLnFZaDwY8PBPv4DIqc1PMNAiUyltRkqh8ewrFcKd13WAKfyfmvNZbTjR+80Mq0/AsC34DplB92geID/QZ/ShWNHfv4sSwc4bcmVSmB+Sxd2ocfftjMAy8HMXZwHGs5LCxjMvmSy2X8pBNYnSIf5IEtznnM57DyhuIIYyvdEkJ8hnJinOGeE/OFXakENwvpXojZ+4tzD0W1ARsiaoIlI3igw8mMBzw8pOFtH24CYdKJkzud2brTiQoCM0hcoHBThZtUXPTsnuRxcUl3g4UHPvgwsU/A9remuFile7DDhGM5fkv9Dp/hwoEb33RlRZ4XX3xx3ub5eBuV6kgYgnbFxIzJLF06XKDslgxYzoK3sPb8Mt1EWoK3S+hTmCxbD7EV3ShhjTTWe+Oinzpp40YhXbvCPBYP7xhDEFz08WCON92YLKHkyPT2INsDPgRth35LdwOB5UZ4ywNze1xMoZiBUgA33XjrAmVNajq0t92MHxcS+9pujINM7Wr5pUE7Yhzh+BDs4zNc7NJFIMG4grIl37cgUOhkukDiAQNvSTJd6FAuXLQz5Yl+yqQ4sQRjBW8rUY5clUN2sZ+jEIyJdDegnHs493DuyT73OB0/QY8dL8ZPUGPHzfgJeuy4HT9Q9EExACsP9B8E++ibVCWgJXg4TWepVZHAAW+2Bzss84BlRLrv0C7Z/MbBRwkc41ZUBijKsFQIYyPb2LGWSVuSqszBuZO6PDpV4M8E1wv0G14e4UUQlEzo03S/h+IEASPybVerfbCE2rIiRN1gHQtnw9kUIxDcg2A+wFwBqyc4P7a3V2pUMEtQVqSFYgD1g2AfVhiZlm7DktapDz30g923YqrgnsCyYLQL+i51OVrquMvmP8mSevXqmcovXNezLYmCWNaMliCt/Xs4ws4UscxSkmF8QeGG+QDLee1+pNIJXig6bVuc67B0tM55WIBiCRpeINgdN6ebkzGfYZylKlBR59R6p+bJuYei2oANEUWBeSPefOCtnqXBtgRLTezrcS3BBclJpCDrbSfePuD4eNDFAy/e5EHzijcbKEe6G1R8hjcn0HhjksHNo11jj5umdE4EYYaNCzhOWtwQQmMPwT7KgDXSmcJH4uYzm1MxKAXSXbDwAJrq5NASPJjioTTdTTbeSGW7qceboEyOEu2CyR/1woNuRTfZMIvFzbElqW9BUJ50zvUguODghj7VZwTeUGCyzuSLwekDPiZgvKGzIgKgLdFmqKPl4NFuCWIJPkN/Y4zhIQbjHA/49nbNFPEDgocVXCjxZgsXcwj2cYOYKVIZHPbhjXimY8IMNd0FCw81VkjNdAJFRKYxiYexTGMZgjpkC9NrfzuKtzwwLc5245WL4M1LJp9NnHs493DuyTz3OB0/QY8dr8ZPUGPH6fgJeuy4HT9JFFyP841WR6FQKG6Fc4+kbxe1QyJI7dq15eCDD5a2bdtKpUqV5Pfff5exY8fK7NmzfcmvpKREOnToILNmzZI1a9ZIlSpV5KSTTpJq1arJxx9/LD/++GPadJ07d5Zjjz3W/P2oUaPkk08+yTnP9u3bS8+ePaVJkybm/4sWLZJx48aZZfCaVq1amfX76KOP0n7ftGlTs72ff/75vI7bvXt3Wbt2rXz33Xc5/f6iiy6S3r17m9vffvtNnNCjRw/ZsGGDTJkyJe33GC9du3YtN3YmTZokq1evznjM/fbbzxxfmzdvdlSmevXqybJly8r+P+CAA8yxg/60f24H/d6vXz9z7Hz22Wcyc+ZMR3kTb0nC3IP89txzT849ecK5J9jx49fYyXf8BDF2AMbM7rvvLtttt11O40fH2HE7fgoLC2WnnXYqGzuoI9KXlpbmlQ5j7vvvv/ctnY48WdaK06ajqKjInAsWLFiQVzqUo1mzZnmnc5M26HRu0jpt16i1D0ke2jVUFH0CCwOYRqZbi0yhRFXwhtmpOW/Q+TlNqyPPqPQHhUKhRPEtNpz4YplM6tJffAYntemsXoNOx7KGr6wVSaZlqX6l05FnlMoaxvbBciws40c02FRrbPjqxBLmMKTTlackS7QXgBKQkufxxx8vW/KBqD9Yk2oPOwsncemWhLjJ02k6LEGBE0f7ch6svUZ0CFw4sy2bcZo26HQsq39lxZiG01eEMN5jjz18V2I4zc9NWh156mgfHcoz3EQhRLHl0BpL2TB/wiF5puV2btMGnY5lzS2dNc/kU1bLYSp8ZMFHBfycwP+I3UlxWNJ5mSeWnEalrGFsV/hMwnI1+KCDjw/cp0GwD8epCMENnyC607Gs4StrRULlB/PMlg5+4OAuAL7ScI+NpbB2f1KZol4GnU5XnpI80V4ASp6STsljvVnIpuSxO2aEh3+s3YdjMzxAwcEXQkPaPdt7oVhymm706NFl4TxRNvgOgRPh4cOHm84+cYKnRlhymzbodCyrf2XF+EI0GvwO+wiPDP8W2ZzxuVXUOMnPbVl15KmjfYJUnv3zn/80o4HAzxEidCAiG97YfvTRR8YHH3xgfgdniV6mDTody+pfWXGNhZ8rXN/gmwZbOJaF/xmky+R0O+h0LGv4yorIltkUj/gOygHd6VjW8JUV19ZsAr9n6R58nabTkWeUyhq19kGkNvs1DY7UoaSEE+xsipOg0+nKU5In2gtAyVOcKnnsjhkRyckKfW0PBQrv9F7m6TQdHuqsN2xQEsDRrv17mNYinGG6sjpNG3Q6ltW/strHeteuXU0lJR7uoGCCOWmmKBNulCZO8nNbVh156mifIJVnEydOLItyZkU4w3Gs7/H2H06/vUwbdDqW1b+yQnkNx+yIDgTrx0ceeaTM+TAsSaBwSucEOuh0LGv4yooXHjvvvHPaY1qBDxBuWnc6ljV8ZcW1FNHX4NQ+ncDiMd2Dr9N0OvKMUlmj1j4I7JEakQyrO6CsxDNaJsVJ0Ol05SnJE+0FoOQpTpU8SNegQQNzH2FUYSZv/x7hCHHyeJ2nk3S4+FnhOnHiwhzS/j2WGOGNbrqyOk0bdDqW1b+ypotQg3CwCL+OaGO4ACBajh+Kmnzy86qsOvLU0T5BKM8w7uw3EBs2bCh3s47lSdnOESdpg07HsvpXVii17ddWhMlGeiuU9EknnWTMnDlTezqWNXxlfffdd83w4/B9kfodPkMUvHfeeUd7OpY1fGWFZRrC2Kc7JgShv9M9+DpNpyPPKJU1au0zf/58Y5999tnmc0SfxP03lNvp0gadTleekjCppNkZNnGIYRhlETGmTZtW7rupU6dKy5Yt06a77bbb5P7775ctW7aYXuvt1K9f34wE5HWeTtKNHz9e+vfvb+7PmTNHunTpUu77XXfdNWOkEKdpg07HsvpXVmvM2UEUnP/+979mtBlEwXvppZckG99++61ccMEFZiSKs846Sxo2bCgffvihzJ0719P8nKbVkaeO9nGap9N0q1atMudCUKdOHTMaifU/wH6myEhO0wadjmX1r6wY1/bxjmstosTgGODrr7+WNm3aaE/HsoavrOeee655X2ZFYHv//fdNwT4+w3fnnXee9nQsa/jKioh8uI5mAnPamDFjPEunI88olVVHnm7K+tVXX8mRRx65zeeIknjggQdK3759Q5FOV55JRLuGipKf4I04zAOxzAZrj1PfgO+2226mZVBqOizNwVt6S84444xy319//fXmb7zM02k6+JJZvny5MWjQIOOCCy4wf4NlRFgvevPNN5sWAFdeeWXasjpNG3Q6ltW/sqazVMlF7Msg08n2229vOsX2Kj83aXXkqaN9nObpNB0cFY4bN8448cQTjZEjR5o+Zr7++mvTiq1du3bmHPnqq6+mPabTtEGnY1n9K+uIESNM33qwFoFD/QceeMD48ccfy76H/yv4ntGdjmUNX1khiER1yCGHmNe4J5980hTs9+nTJ2uUqqDTsazhKyuF4lSwXPG0007L+D2WX2Fpmu50uvKU5In2AlDyFDdKnmwCU/nmzZt7mqebskI5gBvy1HCeCxYsyLjW323aoNOxrP6kwxJJJ+eWUyWG0/zcpNWRp472CVp5hnXno0aNMpcNQSlQq1Yt02eI5UR/1qxZ5pJGL9MGnY5l9a+suI7Clx4cEWMpEZTYcGhtfX/qqaem9bMXdDqWNXxlpVAoFApFNEuB2iExYrvttpONGzfKb7/9Fvo8c0nXoEEDadu2rVSqVMk0q50/f37Ox3eaNuh0LKt/Zc2HVq1ayS+//OLLseOAjvZxmqfXZcVcVVJSIj/88INs3rw5kLRBp2NZvUlXrVo12WeffaS4uFi++eYbWbp0aU7HDzodyxq+soLu3btLz549zaX4YNGiReZStIkTJ4YqHcsajbKOGzdOJkyY4Es6HXlGqaw68mRZ/cszSWjXUFGCE4STP/30042hQ4eaju3g/A5vRA844ADtZaNQojzW3eTnNK2OPKPSHxQKhRIlgaXjmDFjTAu1efPmGd98840p2Mdn+C6dNWTQ6VhWlpVlDV+ebsuK6L9O8gwyna48JWFCy6GIUrVqVTnhhBPMN1NwsgqHh3Cu+tZbb8lnn32WNs32228vn3zyiflGCw4TW7RoYTq6g1VGt27d5I033pATTzwx4xtRJ3nqSMeysqxuxnrQ55bTtDry1NE+TvPUkY5lZVlZVpbVadrXXnvNdDh8+umny48//ljuu3bt2skzzzwjCxculGOPPVZrOpaVZWVZw5cny+pfnklEu4aKkp/AkSo0nXDwjNB80HgitCUcaG7atMkM01xYWLhNuvfee890Dm39f9VVV5mfYX+HHXYwQ0nD+a+XeQadjmVlWd2MdR3nltO0OvLk3BOfc4RlZVlZ1nCVFT6udt1117THhHTt2tX8je50LCvLyrKGL0+W1b88JXmivQCUPMXpg9bq1avN763/K1eubDpLrFevnvn/gAEDzLRe5hmlB1+WNT5ldTrWdZxbTtPqyJNzT3zOEZaVZWVZw1XWxYsXG/vtt1/aY0J69epl/kZ3OpaVZWVZw5cny+pfnpI80V4ASp7i9EHr119/NUPHW//Xrl3bfKNVo0YN8/82bdoY69at8zTPKD34sqzxKavTsa7j3HKaVkeenHvic46wrCwryxqusj722GOmxdERRxxh1KxZs+xz7OMzpIGfNt3pWFaWlWUNX54sq395SvJEewEoeYrTB61hw4aZYePbt29v/mb48OHGpEmTyr6HRhUm0F7mGaUHX5Y1PmV1OtZ1nFtO0+rIk3NPfM4RlpVlZVnDVdbi4mLjiSeeMNavX2+UlpYaa9euNQX7+Ozxxx83f6M7HcvKsrKs4cuTZfUvT0meaC8AJU9x+qAFL+xff/21eZOCkwEaVPv6y6OOOsq48MILPc0zSg++LGt8yup0rOs4t5ym1ZEn5574nCMsK8vKsoarrPY32fvvv79x/PHHm4J9+5vusKRjWVlWljV8ebKs/uUpyRHtBaDkKW4etCAwd95pp50yOlP0Ms8oPfiyrPEpq9OxruPccps2yDw598TnHGFZWVaWNVxlpVAoFApF9Iv2AlAcipuHwnTSokULY+jQob7kGYUHX5Y1nHl6Pc5zGes6zi2v0/qZJ+eecOXJsoYrHcvKsjpNW7VqVWPvvfc2OnbsuM13VapUMf71r3+FIh3LyrKyrOHLk2X1L09JlmgvAMVjcfpQ2LlzZ/MtV5B5hvHBNyzpWFb/yup0rOs4t5ym1ZEn555w5cmyhisdy8qyZku74447mlZGlsXR559/bjRt2rTs+0aNGqWdJ4NOx7KyrCxr+PJkWf3LU5In2gtA8VgyPWj1798/qwwcODAyD7BRethmWYNP59dY9+PccppWR5462idK4y5sebKs4UrHsrKs2dK+8cYbxjvvvGPUr1/f2H777c39OXPmGC1btsz68BJ0OpaVZWVZw5cny+pfnpIwKYJ2iESL/v37Z/2+bdu2aT9/6623xDAMKSgoyJgW33uZZ9DpdOTJsoavrE7Huo5zy2laHXly7onPOcKysqwsa7jKutdee8lBBx0kS5cuNQXHeeKJJ+TLL7+U3r17y5o1a0KRjmVlWVnW8OXJsvqXZxLRrqGi5CeWSRy2mSSd9hPhVQcMGJDxuF26dMmoNXWaZ9DpWFaW1c1Y13FuOU2rI0/OPfE5R1hWlpVlDVdZV6xYYXTo0GGbzx999FHjl19+MfbZZ59QpGNZWVaWNXx5sqz+5SnJE+0FoOQpTh+0Ro4cadxyyy1ZTZ1x0+JlnlF68GVZ41NWp2Ndx7nlNK2OPDn3xOccYVlZVpY1XGUdP368cfLJJ6dNgweYZcuWhSIdy8qysqzhy5Nl9S9PSZhU0m22RPJn0qRJsvvuu2f8PtPyjcGDB8vXX3+dMd3s2bNN0zov8ww6HcvKsroZ6zrOLadpdeTJuSc+5wjLyrKyrOEq65tvviknnHBC2jQXXXSRDB8+PBTpWFaWlWUNX54sq395JhHtGipKfgLTtz59+mT8vqSkxNhvv/1CkWfQ6VhWltWN6MgzShKlPuE5wrKyrCxrlMpKoVAoFIpolgK1QwghhBBCCCGEEEISCJeVEUIIIYQQQgghhCQYKocIIYQQQgghhBBCEgyVQ4QQQgghhBBCCCEJhsohQgghhBBCCCGEkARD5RAhhBBCQs/7778vy5Ytk0aNGm3zXa1atWThwoXyzTffhCIc7cknnyxffPGFLF++XNasWSPTpk2T66+/XqpVq6a1XB07dpRBgwZJ69attZaDEEIIIeGDyiFCCCGEhJ7zzz9fiouL5cEHH9zmuzvvvFMaNGggZ599thiGviCslSpVkpdfflleeOEF8/+bb75ZLrnkEpkyZYrccsstpvKqYcOG2srXqVMns0xt2rTRVgZCCCGEhJec495TKBQKhUKh6JIrr7zSAAcffHDZZ926dTNKS0uNu+++2/f8q1SpYhQUFGT8/pprrjHLd++9927zXb9+/cxyvvvuu4G3m1Xuo446yixfr169PD1+SUmJ9rFBoVAoFApF3Ir2AlAoFAqFQqFUKIWFhcaUKVOMn376yVR4VKpUyZg4caIxZ84co1q1akb79u2N1157zVi6dKmxbt06Y8KECUb//v3LHaNu3brG4MGDjWnTphmrVq0yVqxYYbz//vtG586dy/0OChRw3HHHGbfddpvx66+/Gps3bzZq166dtmxVq1Y18/3hhx/Mcqb7zdChQ81jdu/evewzMGjQoG1+O2/ePGPYsGGelXvgwIFGOuyKokMOOcQYM2aMsXr1amPlypWmIqtTp07ljo8yIf+2bdsa7733nvm7N998U/vYoFAoFAqFIq6kSLfZEiGEEEJILmzevNlcOvb111/LjTfeKH/++afsvvvu0qdPH9luu+1k7Nix8ttvv8ndd99t+vo59thj5a233pKjjjrK3IK2bdvKEUccIa+99prMmzdPGjduLOecc47pIwjLrn7//fdyeSKfjRs3yn333SdVqlQx99Oxzz77SL169eThhx82y5mO559/Xv79739L//79ZcKECXnV3W25P/roI7NsAwcOlDvuuENmzpxp/s7awk/Sc889J6NGjZKrr75aSkpK5LzzzpOvvvpKdtttN5k/f37ZsYuKiszf4bsrrrhC1q5dm1ddCCGEEBJOtGuoKBQKhUKhUHKVRx55xNiwYYNptfLiiy+an3388cfG1KlTjeLi4nK//eqrr4xZs2aV/Y/vU5eGtW7d2rQ0uuGGG7axwJk9e7ZpFVRRmS6++GLz94cffnjG39SpU8f8zeuvv5635ZAX5c60rKx69erGsmXLjKeeeqrc540aNTKWL19e7nOUCdx5553axwGFQqFQKBTxTOiQmhBCCCGRApG/li5dKlu2bJFLL71U6tatKwcccIC8+uqrUrNmTalfv36ZwMKlXbt20qxZMzMtrGksp9VwIA1rn9WrV8usWbOka9eu2+QFa5r169dXWCbkC1atWpXxN9Z31m/zwa9yg4MPPthsw+HDh5drO1hAjR8/Xnr37r1NmiFDhuRdB0IIIYSEFy4rI4QQQkikgJIFShFEKMPSsu7du5sKk9tvv92UdDRq1MgMd49Q91hahehnWIqGJVIWUDilgiVcFsgjNdrYsmXLZNOmTTkpfqzvUOZ8cVPuithxxx3N7ejRo9N+v2LFinL/o76//vprHqUnhBBCSNihcogQQgghkQZKGzB48GDTUigds2fPNrfXXXedqUAaOnSo6ZcHyh1YID300ENlx7Gzbt26sv2WLVvKzz//XO77/fff3/T78/3335v/d+7cWUaOHJm2DPgOzJ07t8I6FRYWlvvfTbkrwkoPv0OLFi3a5vvS0tJy/2/YsKHMiokQQggh8YDKIUIIIYREGkvZAouWTz/9NOtvjz76aPnss8/kzDPPLPd5nTp1ZMmSJVnTQnFy0EEHlfts6tSp5hbOsJcvXy4nnnii6fAZiptUTjnlFHMLp9IWUPIgbzuVK1eWpk2belZui0wKnTlz5pRZNFXUfoQQQgiJJ/Q5RAghhJBIs3jxYnNJFKJ3NWnSZJvvsfzMAn50sEQrVfHSokWLCvOBxQyUJ3b566+/yix17r33XunQoYOpHErl0EMPldNOO03efvttmTFjRjnFzH777Vfut4jIZl825rbcFojgBlKVUbC2wtIxWCel5pvafoQQQgiJJ7QcIoQQQkjkueCCC8zQ6tOnT5f/+7//M62JEO69Z8+epgJl1113NX/37rvvyqBBg+SZZ56Rr7/+WnbZZRc56aSTyqxn3ADlEPK55pprzHxHjBhhKo0Q5h5Ltr777jtTQWTn6aeflqeeekpef/11+fjjj6VLly7Sp08fU+Flx4tyT5kyxVwihlD1tWvXNpVdsEZCXghb/8ILL8i3334rL7/8svlZq1at5LDDDjOtoi666CLX7UMIIYSQcKM9ZBqFQqFQKBRKPjJ69Ghj+vTp5T7bbrvtjGeffdZYuHChGep+wYIFxttvv20ceeSR5ULCDx482Pjtt9+MNWvWGF9++aXRo0cP83iQ1JDwCP+eb9lOOeUU87grVqwwLD766COjcuXK2/wW4envuusu488//zRWr15tfPDBB0bbtm3ThrL3otxnnHGGGeZ+06ZN24S1xz7yR/j6tWvXGj/99JPxzDPPGF27di37Dcq0atUq7f1PoVAoFApFPJUCtUMIIYQQQjwGy7TeeecdOfDAA6V///4ZHWYTQgghhOiEyiFCCCGEEB8pKSmRzz//3PRH1KtXL5k8ebLuIhFCCCGElIPKIUIIIYQQQgghhJAEw2hlhBBCCCGEEEIIIQmGyiFCCCGEEEIIIYSQBEPlECGEEEIIIYQQQkiCoXKIEEIIIYQQQgghJMFQOUQIIYQQQgghhBCSYKgcIoQQQgghhBBCCEkwVA4RQgghhBBCCCGEJBgqhwghhBBCCCGEEEISDJVDhBBCCCGEEEIIIQmGyiFCCCGEEEIIIYSQBEPlECGEEEIIIYQQQogkl/8HmfgEoK+gXqIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a new column for Year-Quarter\n", + "final_economic_data['Year_Quarter'] = final_economic_data['Year'].astype(str) + '-Q' + final_economic_data['Quarter'].astype(str)\n", + "\n", + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Plot the unemployment rate as a line graph\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "prevlinex = 0\n", + "plt.axvline(x=0, color='gray', linestyle='--', linewidth=1)\n", + "\n", + "# Iterate through the data and plot each segment with the corresponding color\n", + "for i in range(len(final_economic_data) - 1):\n", + " current_row = final_economic_data.iloc[i]\n", + " next_row = final_economic_data.iloc[i + 1]\n", + " plt.plot([current_row['Year_Quarter'], next_row['Year_Quarter']],\n", + " [current_row['Unemployment_Rate'], next_row['Unemployment_Rate']],\n", + " color=party_colors[current_row['President_Party']])\n", + " # Draw a vertical line if the president changes\n", + " if ((current_row['President'] != next_row['President']) or (i == len(final_economic_data) - 2)):\n", + " # Draw a vertical line at the end of the current president's term\n", + " plt.axvline(x=next_row['Year_Quarter'], color='gray', linestyle='--', linewidth=1)\n", + " # Annotate the president's name centered between the vertical lines\n", + " mid_point = (prevlinex + i) / 2\n", + " plt.annotate(current_row['President'], \n", + " xy=(mid_point, current_row['Unemployment_Rate']), \n", + " xytext=(0, 50), \n", + " textcoords='offset points', \n", + " fontsize=10, \n", + " color='white', \n", + " ha='center')\n", + " prevlinex = i\n", + "\n", + "# Set the title and labels\n", + "plt.title('Unemployment Rate Over Time', fontsize=14, fontweight='bold', color='white')\n", + "plt.xlabel('Year-Quarter', fontsize=12, color='white')\n", + "plt.ylabel('Unemployment Rate', fontsize=12, color='white')\n", + "\n", + "# Customize the plot appearance\n", + "plt.xticks(rotation=90, fontsize=10, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "plt.gcf().set_facecolor('black')\n", + "plt.gca().set_facecolor('black')\n", + "plt.grid(False)\n", + "\n", + "# Label only the first quarter of each year\n", + "first_quarters = final_economic_data[final_economic_data['Quarter'] == 1]['Year_Quarter']\n", + "plt.xticks(ticks=range(0, len(final_economic_data), 4), labels=first_quarters)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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EEEIIIYQQQgghCjqKCCGEEEIIIYQQQoiCjiJCCCGEEEIIIYQQoqCjiBBCCCGEEEIIIYQo6CgyjIYNG+Lqq69WLQnH/Pjdpy1rwAY9uV7NwRY9bcAGW9qgoy3QlmZAO5qDLbY0Uc+GBuoUCzqKDKNChQqoXLmyakk45sfvPm1ZAzboyfVqDrboaQM22NIGHW2BtjQD2tEcbLGliXpWMFCnWNihJSGEEEIIIYQQQggpFzqKCCGEEEIIIYQQQoiCjiLDWL9+Pb7++mvVknDMj9992rIGbNCT69UcbNHTBmywpQ062gJtaQa0oznYYksT9VxvoE6xyALgBD0IQgghhBBCCCGEEBI8jCgyjNzcXLRs2VK1JBzz43eftqwBG/TkejUHW/S0ARtsaYOOtkBbmgHtaA622NJEPXMN1CkWdBQZRt26dTFw4EDVknDMj9992rIGbNCT69UcbNHTBmywpQ062gJtaQa0oznYYksT9axroE6xoKOIEEIIIYQQQgghhCjoKCKEEEIIIYQQQgghCjqKCCGEEEIIIYQQQoiCjiLDKCwsxNq1a1VLwjE/fvdpyxqwQU+uV3OwRU8bsMGWNuhoC7SlGdCO5mCLLU3Us9BAnWKRBcAJehCEEEIIIYQQQgghJHgYUUQIIYQQQgghhBBCFHQUGUaDBg1w2WWXqZaEY3787tOWNWCDnrav14YNG+KBBx7ArFmzkJ+fj3/++Qdvv/02DjrooJT6HD16NMaNGwc/sWG92oINtrRBR1ugLc2AdjQHW2xpop4NDNQpFjlBD4Ckl+zsbNSsWVO1JBzz43eftqwBG/S0eb22aNEC3377LVavXo0rrrgC06dPR8WKFdG3b188/PDD6NChQ8J9VahQAY6TvmxrGc+WLVviOteG9WoLNtjSBh1tgbY0A9rRHGyxpYl6ZhuoUywYUUQIISR0PPLII8qp06NHD7zxxhv466+/8Ntvv+G+++7D3nvvrc659NJLMW3aNKxfv15FG4kDqVq1akXXGDBgAFatWoWjjjoKv/76KzZv3oxnnnkGAwcORP/+/dX1RXr16qXOb9q0KV5++WX1nhUrVuDNN99UDquSkUjXXHMNFixYgBkzZgQwM4QQQgghhGQWRhQRQggJFbVr18Z//vMfDB8+HBs3btzh9TVr1qh227ZtGDJkCGbPno2dd95ZOZfuvPNOXHjhhUXnVq1aFVdddRXOPvts5fxZtGgRqlSpou4InXnmmeqclStXIicnBx999BEmTJiA/fffH1u3bsW1116LDz/8EJ07dy6KHDr44IPVjhd9+vTxbT4IIYQQQgjxEzqKCCGEhIo2bdqoNLE//vgj5nmjRo0qejx37lzl2HnssceKOYpyc3NxwQUXqMgjl02bNqFSpUpYsmRJ0bHTTjtN9SkOJRdxJEnqW+/evfHJJ5+oYxs2bFDnxJtyRgghhBBCSBSRgg0UQyQ3N9dp2bKlaoMeSxgliPnxu09b1oANetq6Xnv06OEI/fv3j/negw8+2Pn000+d+fPnO2vXrnU2btyo3lelShX1+oABA5z8/Pwd3jd69Ghn3LhxxY7deeedzpYtW5x169YVk8LCQmfQoEFF7/v4448jMa+UzIkNtrRBR1uEtjRDaEdzxBZbmqhnroE6xRJGFBlGQUEB5syZE/QwQksQ8+N3n7asARv0tHW9Sj0iSSvbZZddynyf1A5699138eijj6oUNUkf22+//VQNIokikqghwW3Lo3r16vjpp59UZFFJli1bVvRYIoqSwYb1ags22NIGHW2BtjQD2tEcbLGliXoWGKhTLFjM2jBq1KihamhIS8IxP373acsasEFPW9erFJOWekGSQiY1hkpSq1YtdO/eXaWKDR06FD/88INyLjVp0iTuL/qSO1b8/PPPaNu2LZYuXYpZs2YVE6lJlAk9STSxwZY26GgLtKUZ0I7mYIstTdSzhoE6xYKOIsOQu+JSiFVaEo758btPW9aADXravF7FSSTOnIkTJ+LYY49VdYskwmjw4MGq4PTMmTNV5JA8b9WqFU4//XQMGjQorj7lbpAUqG7Xrh3q1q2rClm/8MILWL58Od566y0VmdSyZUu1G5rUQdppp50ypieJHjbY0gYdbYG2NAPa0RxssaWJelY3UKdY0FFECCEkdMhOZrvvvjvGjx+Pe+65B7/88osqKC13cs4//3xVnPrSSy9VO5rJa5IyNmzYsLiu/eSTT6qt7SdNmqScQ/vuu69KUTvggAPwzz//4I033sDvv/+Op59+GpUrV05LRBEhhBBCCCFRgTWKCCGEhJLFixeriCGR0rj//vuVeHn++eeLHo8ZM0ZJScQ51Ldv3x2Oyy5oAwcOLHM8sgsaIYQQQgghpsOIIkIIISQp4quJRAghhBBCSJSgo8gwNm7cqIqySkvCMT9+92nLGrBBT67XMFMbwFwA2wB0MlhPYqMtbdDRFmhLM6AdzcEWW5qo50YDdYpFFgAn6EEQQggh0eJEAC/rxy2104gQQgghhJDow4giw5Dde+rXr69aEo758btPW9aADXpyvYaZqz2PKxmsJ7HRljboaAu0pRnQjuZgiy1N1DPHQJ1iQUeRYcjilW2lpSXhmB+/+7RlDdigJ9drWPkPgG467UyoY6iexFZb2qCjLdCWZkA7moMttjRRz/oG6hQLOooIISSNDBgwAKtWrQp6GKFixIgRmDx5MszhGt0u9dQrIoQQQgghxAzoKCKEkDgYPXo0HMfBVVddVez40UcfrY67vPzyy2jXrh3Cwt9//42DDz641Ndmz56txu6VSZMm+T7GaLEfgP0BbAbwZ9wRRYQQQgghhEQFOooIISRONm3apBxFeXl5ZZ6Tn5+PZcuWIQzstttuqF27Nr788ssyz7nuuuvQqFGjIjn00EOT7s+OnG03mmg0gEX6MR1FhBBCCCHEHOgoMgyJCNi6dWuxCAcS7Pz43actayAIPT/99FMsXrwYw4YNizv17JNPPsGHH35Y9FwcN/PmzcONN96onmdlZSlnjRwTJ5OkaPXt21e9JrpVr14dCxcuxDHHHIPPP/8cGzZswJQpU7D33nuXO16JdpK+ZZ7KYt26dViyZEmRrFixomheBw0ahJkzZ2Lz5s34448/cPrppxd7r3vOW2+9hfXr12P48OHquDjTZJ7Wrl2Lp556CpUrVzZkvZ4L4DAAhQDuBLAq7tSzaOlJbLelDTraAm1pBrSjOdhiSxP1dAzUqTxEUwqFQqHEkNGjRzvjxo1z+vfv72zcuNHZaaed1PGjjz7aEdzzBgwY4KxataroeZMmTZwVK1Y4Q4YMUc9ffvll5/vvv3eys7PV80suucRZvXq1c9JJJznt2rVz7rjjDmfz5s1OmzZt1OstWrRQ1//tt9+cww8/3Gnbtq3zyiuvOLNnzy66RlkyceJE5+STTy7zdbnGxRdfXOproqeM4/zzz1d9Xnrppc6WLVuc3r17F50jLF682Bk4cKDTqlUrp1mzZs4JJ5zgbNq0yTnrrLOUPjfffLOzZs0aZ/LkyYHbMHWZ5YjagKvLrfr5/SEYG4VCoVAoFAqFgnRJ4AOgUCiUyDiK5PF3333nPPXUU3E5ikSOP/545Vy67bbbnHXr1hU5gUTmz5/vDBs2rNj5P/zwg/PQQw8VcxSJ48V9vUOHDupY+/btyxyvOKjy8/OdWrVqxXQUyTkyJlcGDx6sXvvmm2+cxx9/vNj54uR69913i54L9957b7Fzvv3226KxuzJhwgRDHEXfa8fQTfr5UP18TAjGRqFQKBQKhUKhIC0S6tSzatWq4YYbbsAHH3yg0iHkbzFJ6yivRsavv/6qzh06dChso169ejjvvPNUS8IxP373acsaCFJPSa2Sz6JddtklrvNfe+01jBs3TqWsXX755SqdS6hRowZ22mknfPvtt8XOl+cdOnRQup122mnq2LRp04peX7Roe22cBg0alNlnv3798M0332DNmjUxx3bXXXeha9euRfLee++pee3YsWOZ4/JSsvi1vP7DDz8UOzZhwgRD1usG3f6m21Vx1yiKlp7EdlvaoKMt0JZmQDuagy22NFHPegbqFItQO4rECLKtsvzhMXXq1LjeM3jwYDRv3hy2UrFiRTRu3Fi1JBzz43eftqyBIPX8+uuv8dFHH+H222+P6/wqVaqge/fuKq+5bdu2cfcjutWvX1893rJlS9FxNze6QoUKMR1Fb7/9drl9LF++HLNmzSoSKdgt8xovUjPJnvXq1iJarduVcTuKoqUnsd2WNuhoC7SlGdCO5mCLLU3Us6KBOkXWUSR3zWUXnpYtW+KKK64o93z5g+r666/HyJEjfRkfIcRerr76ahx11FHo2bNnuefec8892LZtGw477DAMGTIEBx54YFEh6QULFmDfffctdr48/+03N2oluWhM6UOKTCeLRD0lM67ff/8de+21V7Fj8RTejgZ5JSKJVsZdzJoQQgghhJCoEOq9jAsKCtQuPPFyxx13YMaMGXj++edx8803Z3RshBC7+eWXX/DCCy8ox08sDj/8cJx11lnKoSQ7mkmq15gxY9C5c2esXr1aPZcd0CSaR3YzO/PMM1UKmJtylgz/+c9/8Oeff2Lu3LlJX+PRRx/FY489psYsu72JU+zYY4/FIYccEvN9o0aNwrPPPqtS0iRVTfTYdddd8ffffyP61C7hKIo/9YwQQgghhJCoEOqIokTYc889Vc2QSy65xKot6wghwSERjLHSvyR99umnn1a11sThIkg6rTjAxQkjPPDAA7j33ntV1NH06dOVk0fSxtw6Rslw9NFHx5V2FosPP/wQF198saqpJHXfJCdbnFhffvllzPe98sorylF/55134qeffkKLFi2U0yn6VIgRUURHESGEEEIIMQsnCtK9e3e1w47sKFTa67Ld9AsvvFBsl6ChQ4eGYux+SuXKlZ2OHTuqNuixhFGCmB+/+7RlDdigZzI6ZmdnO8uXL3f23HPPSMxrdOxYW+9wJlJRH6vqOVbNED0p5YkNtrRBR1uEtjRDaEdzxBZbmqhnZQN1KkcCH0DKjqKBAwc6GzZscJo2berY7iiiUCh2S/369Z3hw4cHPg7zpJV2CK0vcTxfH28WgjFSKBQKhUKhUChIWSKfeibbS8vOQ1LnY/78+bAdKWIrtVCkJeGYH7/7tGUN2KBnMjouW7YMt956q6992mHHkvWJkFD6WXT0JOVhgy1t0NEWaEszoB3NwRZbmqhnNQN1ikXkHUVSPyM3Nxcvv/yyqoUh0rRpU/Va7dq11XNbtrATatasib59+6qWhGN+/O7TljVgg55cr1FwFK2Ka+ez6OhJysMGW9qgoy3QlmZAO5qDLbY0Uc+aBupktKOoefPmqFOnjtqyec6cOUq++eYb9drw4cPV844dOwY9TEIIIZEmtYgiQgghhBBCokIOIo7sGPTmm28WO9agQQM88cQTGD16NN566y3Mnj07sPERQggxyVG0usRxOooIIYQQQohZhN5RdOGFFyIvLw9NmjRRz4866qii1LIHH3xQbTntbjvtIulmgmzpLI4iQgghJDXyUko9I4QQQgghJCrkRKEGUcuWLYueH3fccUqE559/HmvXrg1wdOEjPz8fM2bMUC0Jx/z43acta8AGPblezUk9i46epDxssKUNOtoCbWkGtKM52GJLE/XMN1CnWGTp7c8IIYQQUiaPAhgEYASAmzzHrwVwM4DH9euEEEIIIYREm8gXsybFqVChAqpWrapaEo758btPW9aADXpyvUahRtGquCKKoqMnKQ8bbGmDjrZAW5oB7WgOttjSRD0rGKhTLOzQ0iIaNmyIK6+8UrUkHPPjd5+2rAEb9OR6NSf1LDp6kvKwwZY26GgLtKUZ0I7mYIstTdSzoYE6xYKOIkIIISTpYtauo4jFrAkhhBBCiBnQUUQIIYQkHVEUX+oZIYQQQgghUYGOIkIIISTpGkXxpZ4RQgghhBASFegoIoQQQpJOPXOf1wSQ4/OYCCGEEEIIST9ZAJwMXJcERFZWFnJzc1FQUADHoWnDMD9+92nLGrBBT67XsFAdwDr9uCqATZ7XsgFs1Y/rA1geYT1JPNhgSxt0tAXa0gxoR3OwxZYm6plloE6xoKOIEEIIiUkzAP8A2Aygcimvr9IRR+0B/BnA+AghhBBCCEkfTD0zjDp16uD0009XLQnH/Pjdpy1rwAY9uV7DXsgaJY7XjrieJB5ssKUNOtoCbWkGtKM52GJLE/WsY6BOsaCjyDAqVaqENm3aqJaEY3787tOWNWCDnlyvYS9kHX9B62joSeLBBlvaoKMt0JZmQDuagy22NFHPSgbqFAs6igghhJCUIopWlhtRRAghhBBCSFSgo4gQQghJasczlDhuRygyIYQQQggxGzqKCCGEkLREFNFRRAghhBBCog8dRYaxZs0avPfee6ol4Zgfv/u0ZQ3YoCfXa9RqFNWOuJ4kHmywpQ062gJtaQa0oznYYksT9VxjoE6xyALgBD0IQgghJLw8COAiALcAuK6U1y8HcBeAsQAGBDA+QgghhBBC0gcjigyjSpUq6Ny5s2pJOObH7z5tWQM26Mn1GpUaReWnnkVDTxIPNtjSBh1tgbY0A9rRHGyxpYl6VjFQp1jQUWQYeXl5OPbYY1VLwjE/fvdpyxqwQU+u16jUKFpVbupZNPQk8WCDLW3Q0RZoSzOgHc3BFluaqGeegTrFgo4iQgghJC01iljMmhBCCCGERB86igghhJCYcNczQgghhBBiD3QUEUIIIRlOPSOEEEIIISQq0FFkGAUFBZg3b55qSTjmx+8+bVkDNujJ9Rq1Yta5AKpFWE8SDzbY0gYdbYG2NAPa0RxssaWJehYYqFMssgA4QQ+CEEIICSeVAWzSj2sBWFvGefkAKgFoDmCej+MjhBBCCCEkvTCiiBBCCCkTN52sEMC6GOcx/YwQQgghhJgBHUWG0bhxY9xwww2qJeGYH7/7tGUN2KAn12vYdjyLFYAbu6B1+PUk8WKDLW3Q0RZoSzOgHc3BFluaqGdjA3WKBR1FhBBCSNL1iUo6ihhRRAghhBBCog0dRYQQQkhcEUWxWBUzoogQQgghhJCoQEcRIYQQUq6jKN6IIjqKCCGEEEJItKGjiBBCCEmbo6hehsdDCCGEEEJIZskqpzoniRg5OTmoWbMm1q5di61btwY9nNARxPz43acta8AGPblew8D1AG4E8DiAQTHOexvAUQB+ArBHBPUk8WKDLW3Q0RZoSzOgHc3BFluaqGeOgTrFgo4iQgghpEzuBXApgDsADItx3vMATgOwDEADH8dHCCGEEEJIemHqmWHk5eXh2GOPVS0Jx/z43acta8AGPbleo1TMepRuRY9qEdSTxIsNtrRBR1ugLc2AdjQHW2xpop55BuoUCzqKDKNKlSro3Lmzakk45sfvPm1ZAzboyfUapRpFPwKYDaAigP0iqCeJFxtsaYOOtkBbmgHtaA622NJEPasYqFMs6CgihBBCUnYUCZ/r9qAMjocQQgghhJDMQkcRIYQQUiZ0FBFCCCGEELugo4gQQggpk7w4axQJ43W7u8fBRAghhBBCSLSgo8gw1q1bhy+++EK1JBzz43eftqwBG/Tkeo1aRNEiAL/pr9ZeEdOTxIsNtrRBR1ugLc2AdjQHW2xpop7rDNQpFlkAnKAHQQghhISPHABb9OO6AFbG8Z4HAVyk2yEZHh8hhBBCCCHphxFFhlGpUiW0bt1atSQc8+N3n7asARv05HoNGm/62Jo431N6naJw60kSwQZb2qCjLdCWZkA7moMttjRRz0oG6hQLOooMo06dOvjvf/+rWhKO+fG7T1vWgA16cr0GTRvdbgZQGOd7vgSwDcCuABpFRE+SCDbY0gYdbYG2NAPa0RxssaWJetYxUKdY0FFECCGElEoH3WYn8B5JT5uiHx+YgTERQgghhBCSWegoIoQQQkrFdRDNSfB9paefEUIIIYQQEgXoKCKEEEJKpbpuf0zwfZ/p9uAEo5EIIYQQQggJHjqKDGPr1q1YuXKlakk45sfvPm1ZAzboyfUaNE11Oz/B932jNxRtBeDQCOhJEsEGW9qgoy3QlmZAO5qDLbY0Uc+tBuoUiyz9a5YQQgghxXgFwAl6m3vZ7j4R1gOoBuB6ADdnaHyEEEIIIYSkH0YUEUIIIaXSLMmIImGabv9K43gIIYQQQgjJPHQUGUbDhg1xxRVXqJaEY3787tOWNWCDnlyvYUk9m5fEe//Rbf0I6EkSwQZb2qCjLdCWZkA7moMttjRRz4YG6hQLOooMo0KFCqhWrZpqSTjmx+8+bVkDNujJ9RokUoS6cQqOouXFHEXh1ZMkig22tEFHW6AtzYB2NAdbbGminhUM1CkWdmhJCCGEJEQT7SwqALA0ifcv0229NI+LEEIIIYSQzEJHESGEEFJm2tmCJPd8WFYsoogQQgghhJCoQEcRIYQQUmYh62TSzrypZ4woIoQQQggh0SIryVulJKTk5uaiQYMGWLp0KQoKJGWCBD0/fvdpyxqwQU+u1yC5DMA9AF4EcFoS7z8QwOcAfgXQKcR6kkSxwZY26GgLtKUZ0I7mYIstTdQz10CdYkFHESGEELID9wG4BMBIAFcn8f7dAEwDsARAowyMjxBCCCGEkMzA1DPDqFmzJvr27ataEo758btPW9aADXpyvYYh9Wx+ku93axTVVfdkwqsnSRQbbGmDjrZAW5oB7WgOttjSRD1rGqhTLOgoMgzZsq9nz56qJeGYH7/7tGUN2KAn12sYilmnWqMoB0DtEOtJEsUGW9qgoy3QlmZAO5qDLbY0Uc9qBuoUCzqKCCGEkLQXs94KYLV+zILWhBBCCCEkOtBRRAghhBSjoqeuULKpZ970s/ppGBMhhBBCCCH+EGpHkYR13XDDDfjggw+wYsUKOI6DAQMGFDsnKytLHXvrrbfwzz//YP369Zg+fTqGDx+OSpUqBTZ2QgghUaWx/nrc7HH2pJJ+xogiQgghhBASHULtKKpXrx5GjBiBDh06YOrUqaWeU7VqVTz77LOoX78+HnvsMVxyySWYOHEibrzxRuVgso2NGzcq/aUl4Zgfv/u0ZQ3YoCfXaxgKWTtpiSgKp54kGWywpQ062gJtaQa0oznYYksT9dxooE7l4YRVcnNznYYNG6rH3bt3d4QBAwYUO6dixYpOz549d3jvddddp84/+OCDA9eDQqFQKFGSkxzAcYAvUrzO0/o6V4dAJwqFQqFQKBQKBXFJqCOKCgoKsGTJkpjnbNmyBRMmTNjh+Lhx41Qr0Ug2UbFiRTRu3Fi1JBzz43eftqwBG/TMtI7yBbBWJ1jt41Of0bBjqoWsd4woCqeeJBlssKUNOtoCbWkGtKM52GJLE/WsaKBOsQi1oygVGjXaXoh0+XK3RoQdSLreeeedp1oSjvnxu09b1oANemZaR9m4vTqAXKkJ51Of0bCjN/UsPY6icOpJksEGW9qgoy3QlmZAO5qDLbY0Uc96BupkpaPoyiuvxJo1a6ysU0QIIfGwi2wIoB+z9L+XpmmKKGIxa0IIIYQQEj3khrJxDBs2DH369MH555+vnEWEEEJ2pFMprhGSmdQzQgghhBBCooJxEUUnnngibrnlFjz11FNqFzRCCCGls1sprhGSztQzRhQRQgghhJDoYZSj6JBDDsHYsWPx3nvvYdCgQbARx3GwefNm1ZJwzI/ffdqyBmzQM9M6luYo4nqVAoWN0h5RFD49SbLYYEsbdLQF2tIMaEdzsMWWJurpGKhTLKQ8RSQ07d69OyZNmoSBAwdizJgxO7zeo0cPfPbZZ5g6dapyGOXn5wcyTkIIiQpzALTQj78AcGDA4wkHLQHMBiDfIVVSvJaUCl+nH1cFsCkN4yOEEEIIISSzGBFRtMsuu6goojlz5uDII4+kk4gQQsqhpsdJJDD1rGS1plTTzoT1ADbrx0w/I4QQQggh0SD0jqILL7wQw4cPx1lnnaWeH3XUUeq5SM2aNVG9enV89NFHqF27Np577jkcccQROO2004pk7733hk3Ur18fF1xwgWpJOObH7z5tWQM26JlJHd1C1gs97hEJMeV6TVch6+LpZ/XrtwqZnsScNZt+bNDRFmhLM6AdzcEWW5qoZ30DdYr0rmeXX345WraUVIDtHHfccUqE559/XrXNmzdX7ciRI3d4/7PPPovvv/8etpCTk4MGDRqoloRjfvzu05Y1YIOemdTRrU80VVfkqaRjXrhe01XI2lvQuilycuqGTE9izppNPzboaAu0pRnQjuZgiy1N1DPHQJ1iEXotW7VqVe45WVlyH5wQQkiiEUXTAHQB0ES7SBbBdppmJKIIqJ2m6xFCCCGEEGJ56hkhhBBkLKLoF0/sDOsUCb11W5jGiCIhL03XI4QQQgghJLPQUUQIIRY7iqZ7YmfoKBJ21m26NgRlRBEhhBBCCIke8muYYohUrlzZad++vWqDHksYJYj58btPW9aADXpmSsfGgOMAzhbAqQQ49+nnI7leHWC1TIUDHJmm612rrle58qMh05NizpqljhTa0nShHc0RW2xpop6VDdQplmTpB4QQQizhUAAfAfgdQEcAlwG4B8BLAE6FzeTo7ewl2LaBJxooFQYBeBTAG7IdQxquRwghhBBCSGZh6plhVK9eHfvtt59qSTjmx+8+bVkDNuiZKR29aWfwpJ5JGWe712tj/bVY4KktlCrbnU3Vq9cMkZ7EnDWbGWzQ0RZoSzOgHc3BFluaqGd1A3WKBR1FhlGjRg0ccsghqiXhmB+/+7RlDdigZ6Z07FSGo0hqFNm9XnfS7cI0BttudzjVqFE1RHoSc9ZsZrBBR1ugLc2AdjQHW2xpop41DNQpFnQUEUKIZZSMKJrvcZNIPrK9uI6iBWm8JotZE0IIIYSQaEFHESGEWPahL3WJhF90u0hvBl8RQF3YTCYdRTXTeE1CCCGEEEIyBx1FhBBiEW0AVAGwAcDf+lihTrYSGsJmMuEoWqlbft0SQgghhJBowF+uhpGfn49ff/1VtSQc8+N3n7asARv0zISOh+l2ZokqPG6donpWr9dMOIrEDbcC+fmV8euv80KiJzFnzWYGG3S0BdrSDGhHc7DFlibqmW+gTrHISmPFTkIIISHnCwC9APwBoIPn+P8AnATgEgCjYPvsnAzg5TReV2a7PYADAHydxusSQgghhBCSfhhRZBjZ2dmoWbOmakk45sfvPm1ZAzbomQkdK+n2zxLH3Yiiplav10xEFAnLkJ1diJo1m4RET2LOms0MNuhoC7SlGdCO5mCLLU3UM9tAnWJBR5FhNGjQAJdddplqSTjmx+8+bVkDNuiZCR3X6/a1Esfdnc/qW71eM+UoWo4GDZbisss6hERPYs6azQw26GgLtKUZ0I7mYIstTdSzgYE6xYKOIkIIsYhmJSKIUOJ5I9hKbV3mG57S3une+YwQQgghhJDwQ0cRIYRYRNNyHEX27nrmRhMtB7A5zdemo4gQQgghhEQHOooIIcSimJlqJVLNdtj1DLaSqbQz1/lECCGEEEJINMgJegCEEEL8TTtbVkrMzBIABVKoD7bHWqXfUdQMc3Dixhew6/Tpab82IYQQQggh6SYLgJP2q5LAyMrKQoUKFbBt2zY4Dk0bhvnxu09b1oANeqZbxyMAvAvgZwDdS3n9bwAts7KwX4UKmGDder0ewI0AngBwXlqv/B90xwf4CZPRDt2z/jJ2vdpCeNZs5rBBR1ugLc2AdjQHW2xpop5ZBuoUC0YUGYYs2sLCwqCHEVqCmB+/+7RlDdigZ7p1LKuQNTzpaK0cB00LC327gxAeO2Yu9WyFTj2ri6VW/LAwnfCs2cxhg462QFuaAe1oDrbY0kQ9HQN1igVrFBlG3bp1MXDgQNWScMyP333asgZs0DPdOpZVyBqe4yvq1kU7K9drJh1Fc1XbIGd9CPQk5qzZzGGDjrZAW5oB7WgOttjSRD3rGqhTLOgoMozc3Fy0bNlStSQc8+N3n7asARv0TLeO5UUUyfGCihWR27Sphes1k46i7VTeuhXVK1ZM+/WJv4RnzWYOG3S0BdrSDGhHc7DFlibqmWugTrGgo4gQQiyhPEdRI5HFi3HiK6/APjLnKFoDYKt+XHvbtrRfnxBCCCGEkHRCRxEhhFjmKJJaRKWxSO9wUDk/H3ZRCUD9jDmKhDUVtn/d0lFECCGEEELCDh1FhBBiCeXVKPpGt1U2bYJdNNGtOMhWZqSHVVnigqOjiBBCCCGERAPZgoViiFStWtXZfffdVRv0WMIoQcyP333asgZs0DOdOtaXzRoApxBwKpZxTjd9zuKKFS1br/uJ2g4wM2N9fFehgprbU3JzA9STYs6apY4U2tImoR3NEVtsaaKeVQ3UKZZk6QeEEEIMphuAn3V6mRs/U5JWAP4GsAFAddjESQD+B+BLAL0z0sNbAPoBOBfAkxnpgRBCCCGEkPTA1DPDqFq1KnbffXfVknDMj9992rIGbNAznTqWV8haWKXbagBqVakCe+yYuULWLmuys1XbmLueRZ5wrNnMYoOOtkBbmgHtaA622NJEPasaqFMs6CgyjFq1aqFfv36qJeGYH7/7tGUN2KBnOnWMx1G01nt+jRqwx46ZdxRtqFxZtY0t2VLVZMKxZjOLDTraAm1pBrSjOdhiSxP1rGWgTrGgo4gQQiygvB3PBCmzvEYXXa4lFXWsK/OdOUfRSu56RgghhBBCIgIdRYQQYgHxRBQJa7VDo5ZVDo3MRxStoqOIEEIIIYREBDqKCCHEAuJ2FOmIoppWRRT54CjS81rSUSSVi44CcAiA7WcQQgghhBASLDkB90/STEFBAebMmaNaEo758btPW9aADXqmU8emcTqK3ILW1a1Zr1mefeAy5yhaph1EeYWFxY7vCuBt/VhKI27K2AiIOWs289igoy3QlmZAO5qDLbY0Uc8CA3Uq7xeyTbeNCSHEOuSDPh9Aro4silWn6A0AxwAYBOBx2EB9AEt1hSYpOL0lI710AjBdHEYAGniO7wHgR89ucxsz0jshhBBCCCHxw9Qzw8jKykJ2drZqSTjmx+8+bVkDNuiZLh0baieRxLIsKufc1bqtA1vs6KadLc2Yk0hY6ZlXr6a1PY/rZax3YtaazTw26GgLtKUZ0I7mYIstTdQzy0CdYkFHkWE0atQI1113nWpJOObH7z5tWQM26JkuHd36ROIkKp74tCMF1SSuBdhJt+bb8TDdZja4tqLWT2oS1SrFTeXGNpHwE/yazTw26GgLtKUZ0I7mYIstTdSzkYE6xYKOIkIIMZx4C1kLa/RdEnt2PZMqQUJm7w4VZGWhoGJF9biu5zgdRYQQQgghJGzQUUQIIYaTiKNord7G3Z5dz1bodmLGe9pYteoOjiK3jLZARxEhhBBCCAkDdBQRQojhxLvjmbBaRxTlWRNRVN03R9GmKlViRhSxRhEhhBBCCAkDdBQRQojhMKIoFq6rZkEgEUVMPSOEEEIIIWFDbh3b8teAFUgl9mrVqmHDhg0oLCyvbK19BDE/fvdpyxqwQc906fgtgH0AHA/g9XLO3b9CBXy1bRv+AtAONthxut68/lAAn2RUz5ezsnDc1q24BMAofXwhgMb68VMAzsnYCIg5azbz2KCjLdCWZkA7moMttjRRz2wDdYpFTtADIOlFFu3atWuDHkZoCWJ+/O7TljVgg57p0jGRiKIVOuXMu2272XZ0Y3rmZ1zPxfpxXc8XcEPPOUw9iwbBr9nMY4OOtkBbmgHtaA622NJEPQsN1CkWTD0zjNq1a+OEE05QLQnH/Pjdpy1rwAY906FjtscVsjSO851a2zdvz4MNdpSaQbV9ST0T/Rp26KAe19HHGukv4a36OVPPogE/e0iUoC3NgHY0B1tsaaKetQ3UKRZ0FBlG5cqVseuuu6qWhGN+/O7TljVgg57p0LGb/qCXHONFcZy/WRdczvGUeTbXjq4Lbb1UZ8poT6Jf9RYtikUU7VRi3zU6iqIBP3tIlKAtzYB2NAdbbGminpUN1CkWdBQRQojBtNHtGnECxXH+Jolwyc72NarIhkLWwsYSu5410a3rwGPqGSGEEEIICQN0FBFCiME00O1n8b4hKwv5+k6J+YG1/jqKNpVwFLm9/6NbSUlj4UBCCCGEEBI0dBQRQojBdNTtbwm8x3UUMaIovWyqWrVUR9FcANtLiP/7GiGEEEIIIUFBR5FhrFu3Dp9++qlqSTjmx+8+bVkDNuiZDh1dR9HvCfS5pKDAt4iiYO3on6NI6Tl5cqmOItlvbaV+zDpF4YefPSRK0JZmQDuagy22NFHPdQbqFIssXeOUEEKIgSzXjomuAKbG+Z73ARwGYACAsTCZ1wAcB2AwgIcy3ptEaK3SjysB+ADAQQBOBzAcgOyJdiCALzI+EkIIIYQQQsqGEUWGIVXY27dvb0019ijMj9992rIGbNAzVR3rayeRpDXNSKDPbTVq+BZRFKwd/YsoEv0atWuHQv28bonel+nHjCgKP/zsIVGCtjQD2tEcbLGliXpWNlCnWNBRZBi1a9fGKaecoloSjvnxu09b1oANeqaqo5t2NlvqDiXQZ4P27X2rURSsHf1zFIl+J596KlZXqFDkKGri6V0ivwQ6isIPP3tIlKAtzYB2NAdbbGminrUN1CkWdBQRQoihSCpTooWsBTt2PZOvv8a+FrMWVmVJxjfQDMD2uC1goSeiqJ5vIyGEEEIIIaR06CgihBBDSWbHMyFfb+Nu9q5nDfRm9JIMtti3XlfpiKI2+vkaABuYekYIIYQQQkIEHUWEEGIoie54ZldEkZt2tkQ7i/x1FLUqEctERxEhhBBCCAkLdBQZxtatW7F06VLVknDMj9992rIGbNAzVR2TST2TvpZs3uxbRFFwdvSvPpFXzxX6edMSvbs1iph6Fn742UOiBG1pBrSjOdhiSxP13GqgTrGQYglO0IMghBCSua3YpRbO+gTeezCATwFMB9AZpnI+gEcAjANwrG+93gXgcgBfA9gfwLMAzgTQB8DHAKYB6OLbaAghhBBCCNkRRhQRQoiBuNFE8xJ0EgmrdWt2jSJ/I4pcVpSIHGLqGSGEEEIICRuhdhRVq1YNN9xwAz744AOsWLECjuNgwIABpZ67yy67qPPWrVunzh07dizq1bMviL9Ro0YYNmyYakk45sfvPm1ZAzbomYqOye54Jn2dPGiQbzWKgrOjv44iV8+tNWsWc8Ix9Sx68LOHRAna0gxoR3OwxZYm6tnIQJ0i6ygSR8+IESPQoUMHTJ06tczzdtppJ3z11Vdo06YNrrnmGtx999044ogj8Mknn6BixYqwiaysLFSqVEm1JBzz43eftqwBG/RMRcdkC1lLX9u0M6O63hfMTDv66yhy9XSLWcvcCgtLRBTJN1YtX0ZEkoWfPSRK0JZmQDuagy22NFHPLAN1ikWm/wZIiUWLFimP3ZIlS9C9e3dMmjSp1PPEOSTRR3LOvHmSaAFMnDgRn376KQYOHIgnn3zS55ETQkiwJBtRJORXqlT0OM8T7WIWwaSeuY6iyiV6l/Lh63Q9KUk/W+PrqAghhBBCCIlIRFFBQYFyEpXHcccdh3fffbfISSR89tlnmDFjBk488cQMj5IQQsJHxxQcRU52NtbpuyXm1ikK1lGUU0rvrkOOdYoIIYQQQkiQhNpRFA9NmjRBw4YNS402kqiibt26BTIuQggJimoAWiaZeuayRjs0/KhTFMwM1QrUUSRuONlc1XsrxE0/Y50iQgghhBASNE4UpHv37o4wYMCAUo+ffvrpO7xn5MiR6rXc3NzAx++XVKxY0WncuLFqgx5LGCWI+fG7T1vWgA16Jqvj7oDjAM7iFPqcqq/RJ6Q6pibtRDUHWOO7Lavl5Kh5FZlf4px39fGzAlpvlMRsyc8eShSEtjRDaEdzxBZbmqhnRQN1iiWhrlEUD1WqVFHt5s1S4aE4+fn5RedIGpsNbNmyRdV2IuGZH7/7tGUN2KBnsjqmknbm9rlSP88z0o7+p5159dwk30ueCCIX9zlTz8INP3tIlKAtzYB2NAdbbGminlsM1Mno1LNNm+QnN1QF8pJUrly52Dk2UKtWLRx++OGqJeGYH7/7tGUN2KBnsjoeUWJHrWT63JCT40vqWTB29N9R5NVzoz62qsQ5bo0ipp6FG372kChBW5oB7WgOttjSRD1rGaiT0Y4i16vXuHHjHV6TYytWrLAmmkioWrUqevTooVoSjvnxu09b1oANeiarY68UPuDdPtdXrOhLRFEwdvTfUeTVc4s+JruceWFEUTTgZw+JErSlGdCO5mCLLU3Us6qBOhntKFq4cCGWLl2KPfbYY4fXxJBTpkwJZFyEEBIUbiLuLylcw+xi1sHseOayTbclY13pKCKEEEIIIWEg8o4i4fXXX8eRRx6Jpk2bFh076KCD0L59e7z66quBjo0QQvxmg24npHCNNVlZvkQU2egocr943cgiF6aeEUIIIYSQMBD6YtYXXngh8vLy0KRJE/X8qKOOKnIIPfjgg1i7di1uu+02nHDCCRg/fjxGjRqF6tWr44orrsC0adMwevTogDUghBB/qV1GDZxEWMuIooxxsB7BryWOM6KIEEIIIYSEgdA7ii6//HK0bNmy6Plxxx2nRHj++eeVo2j+/Pno1asX7r33Xtxxxx2qJtF7772HoUOHWlWfSNiwYQMmTJigWhKO+fG7T1vWgA16JqtjHd2uTKHP5vqzM89IO3bVrez+6Q9ePReVsSMdHUXRgJ89JErQlmZAO5qDLbY0Uc8NBuoUiyxffykTQgjJKJU9tW9qllIwOV6OBPAOgIkA9oJJVNIzJF9/XQBMQ1iQPTRW68dVAOQHPB5CCCGEEGInRtQoIv+Sm5urUvOkJeGYH7/7tGUN2KBnMjq60URbk3QSuX2uz8nxJaLIfzs20U6iLaUkfwWr5xoAbgws6xSFF372kChBW5oB7WgOttjSRD1zDdQpFnQUGUbdunVx9tlnq5aEY3787tOWNWCDnsnomGp9IrdP5OX5UqPIfzs20+1cAIU+9Rm/nm5Ba6afhRd+9pAoQVuaAe1oDrbY0kQ96xqoUyzoKCKEEINIpT6RlzW6mLV5u5419ziKwgcdRYQQQgghJGjoKCKEEINIx45nwposSc8CKgKoBpNoEWpHkVvQmqlnhBBCCCEkKOgoIoQQg0hXRNGmrKyiejlmRRVFw1HEiCJCCCGEEBIUdBQZxrZt29SWfdKScMyP333asgZs0DMZHVN1FBX16ThFO3DVNsqOrqPoH/hJvHo20u1RvoyKJAM/e0iUoC3NgHY0B1tsaaKe2wzUKRaSW+AEPQhCCCHp4WYA1wJ4EMCQFK81G0BL7bR4F6bwO4BdABwEYDzCxucADtT7sXUKejCEEEIIIcRKGFFECCEGka7UM2/6054wiXAXs/5etzMDHgchhBBCCLEXOooMo379+hgyZIhqSTjmx+8+bVkDNuiZjI6pFrP29rnUhxpF/tpR+qgqwcMA5vnQX+J6/u3biEiy8LOHRAna0gxoR3OwxZYm6lnfQJ1iQUeRYeTk5KBOnTqqJeGYH7/7tGUN2KBnMjqmGlHk7fMtfWxTktdKtD//6hMtArAFfhKvnut0W8OXUZFk4GcPiRK0pRnQjuZgiy1N1DPHQJ1iQUcRIYQYRKoRRV7+KZGsFX2aB1LIOhHoKCKEEEIIIUFDRxEhhBhEOmsUzS0RhxN9WoS6PpFARxEhhBBCCAkaOooIIcQgGFFkhqOoZsDjIIQQQgghduNQzJFKlSo5rVu3Vm3QYwmjBDE/fvdpyxqwQc9EdcwCnELAcQCnYRr6rK+vJdesGBIdU5Nxoo4DnB9aW7bWc742oDVHSZ8toyw26GiL0JZmCO1ojthiSxP1rGSgTrEkSz8ghBAScfI8kUSVABSk4ZobAVQB0ArAHESdnwF0A3AEgPcRRhoAWOIJ+eUXNCGEEEII8RumnhlG9erV0bt3b9WScMyP333asgZs0DNRHd20sw0pOIlK9vlPhusU+WvH4IpZx6vnWs/jahkfFUkGfvaQKEFbmgHtaA622NJEPasbqFMs6CgyjBo1aqgFLC0Jx/z43acta8AGPRPVMR2FrEv2mek6Rf7ZUdwudQOrURSvnvkAtrrv8WVkJFH42UOiBG1pBrSjOdhiSxP1rGGgTrGgo4gQQgwhnYWszdv5rIVndtyS0eGEO58RQgghhJAgoaOIEEIMIR0RRebufBb+Hc9c6CgihBBCCCFBQkcRIYQYQiYiijJdo8g/mkfOUVQz4HEQQgghhBA7oaPIMDZt2oRp06aploRjfvzu05Y1YIOeieqYjoiikn3OzXBEkX92bBFYIetE9WREUbjhZw+JErSlGdCO5mCLLU3Uc5OBOsUii7vvEkKIGdwJ4AoAd+s2HewMYBaAjZHfhesFAKcCuBzAPQgzHwPoA+B0PWpCCCGEEEL8hBFFhpGTk4M6deqoloRjfvzu05Y1YIOeieqYjoiikn3OB7ANQFUA9VK4brz9mVqjKBE9GVEUbvjZQ6IEbWkGtKM52GJLE/XMMVCnWNBRZBj169fHkCFDVEvCMT9+92nLGrBBz0R1TIejqGSfBQAWZ7BOkX92DLZGUSJ6rtUtHUXhhJ89JErQlmZAO5qDLbY0Uc/6BuoUCzqKCCHEEDJRzNqPOkWZR+78NIlcMWs6igghhBBCSBDQUUQIIYaQjogiM3c+awogG0A+gGUIO3QUEUIIIYSQIKGjiBBCDCHTEUXRdRR5dzwL//4NdBQRQgghhJAgoaOIEEIMIdMRRdFNPZO926KRduZ1FNUMeByEEEIIIcROsiJxe5UQQkhMcgFs9kQWrU7jtY8E8A6AnwDsgSjyGYCDAEwB0A1h5wwAYwB8COCwoAdDCCGEEEKsgxFFhBBiUNqZbGW/Js3Xjn5EkVvIegWiAFPPCCGEEEJIkNBRZBh169bF//3f/6mWhGN+/O7TljVgg56J6Og6ilanGCZaWp9uwpZsBlo1hWvH21/6cV1dbyEoEtGTjqJww88eEiVoSzOgHc3BFluaqGddA3WKBR1FhpGbm4tmzZqploRjfvzu05Y1YIOeieiYrvpEpfUpEUpr9eNmKV4/nv4ys+uZ8BuCIhE93bmmoyic8LOHRAna0gxoR3OwxZYm6plroE6xoKOIEEIMIFOFrM3Y+cx1b81DFGBEESGEEEIICRI6igghxADc1LNVGbp+dOsU1fK4XOgoIoQQQgghpDzoKCKEEANgRFF50URSyHoTouQoqqR3syOEEEIIIcRvpO4pxRCpUqWK07lzZ9UGPZYwShDz43eftqwBG/RMRMcbAMcBnIcz1OdV+vpjImfHw2TYDjA5MrbM1nMtUjfAMVNSt2VUxQYdbRHa0gyhHc0RW2xpop5VDNQplmTpB4QQQiLMAwAGA7gFwHUZuP5/AYwF8BOAPRAlzgXwOIB3APRDVNigd5hrBWBO0IMhhBBCCCFWwdQzw6hatSr23HNP1ZJwzI/ffdqyBmzQMxEd01WjqKw+3RSoLileP97+TCtknaierFMUXvjZQ6IEbWkGtKM52GJLE/WsaqBOsaCjyDBq1aqFI444QrUkHPPjd5+2rAEb9ExEx3TVKCqrz98y9KWReTuGw1GUqJ50FIUXfvaQKEFbmgHtaA622NJEPWsZqFMs6CgihBADqJ3hYta/eL40qiBKhMNRlChrdUtHESGEEELsRH7DXQZgr6AHYiU5QQ+AEEJI6tRJU+pZrAiXzXonrnqRcrtE01HEiCJCCCGE2I1Ux+ytqzVK1UbiJ4woIoQQA0hX6lkslutWHEXRoWmkHUU1Ax4HIYQQQkgwrNdtfQDZAY/FPugoMozNmzdj5syZqiXhmB+/+7RlDdigZyI6pquYdaw+l3u+rqNhx3qeRLkFCJJE9WREUXjhZw+JErSlGdCO5mCLLdOjZ13dVgNwAIJmsyW2c8kC4AQ9CEIIIclTw1PTRtwi+Rnq5xMAhwA4DcCLiALdAPwMYDGAxogSjwM4F8B1AG4JejCEEEIIIb67KdZ4bpk9BuD8gMdkF4woMoysrCxUqlRJtSQc8+N3n7asARv0jFdHN5ooPw1Oolh9ZiL1LLN2DE99okT1ZERReOFnD4kStKUZ0I7mYIstU9ezpf4VVKCfHxd4+lmWJbZzoaPIMBo1aoRhw4aploRjfvzu05Y1YIOe8eq4UxoLWcfqMxOpZ5m1Y3gcRYnqSUdReOFnD4kStKUZ0I7mYIstU9ezs2ff3WX61+eBCJJGltjOhY4iQgiJOD1LRBZliugVsw6PoyhR6CgihBBCiL24jqJpAF7Xj08McDz2QUcRIYREHLfUX6ZL68n9HIGOoszj1pyio4gQQggh9jqKpgJ4RT8+FkBOgGOyCzqKCCEk4vyt2y8z3E8mUs8yS/QjimoGPA5CCCGEEP/p4okokl+4S/St0YMDHpc90FFECCERx005W53hfqKbevYPogZTzwghhBBiJ9UAtPY4irYBeE0/Z/qZX0jJbse33kjGqVChAipXroz8/Hxs2yb/qUjQ8+N3n7asARv0jFfHWwFcA2AUgEsy2Odu+uta7uk0Cr0dK+g94CoCaApgQRqvnXk99wfwFYAZAHbxZYQkXvjZQ6IEbWkGtKM52GLL1PTsAeAHAIsANNHHDtCRRVJooT2AufCbCpbYzoURRYYhi3bjxo1WLN6ozI/ffdqyBmzQM14d89IYURSrTzeiSAJ/s0Jvx4baSbRV/9AIlkT1ZERReOFnD4kStKUZ0I7mYIstU9PTW8ja5Rv9m64SgOMRBNsssZ0LHUWGUbt2bZxyyimqJeGYH7/7tGUN2KBnvDq6r67KcJ8rdJvjcU5lsr/0pJ0t1CHLwZKonnQUhRd+9pAoQVuaAe1oDrbYMjU9S3MUyW+5+SV+kfpLbUts50JHkWFIOFz79u1VS8IxP373acsasEHPeHVMp6MoVp8FANakuU5R5uwYrkLWierpdRSlK3qLpAd+9pAoQVuaAe1oDrbYMjU9S3MUeZ9LxLj/VLbEdi50FBFCSMRJZ+qZOQWtw+UoShTXUeSWdCSEEEIIsQPXUTS1xPGlum3g83jshI4iQgiJOOmMKIrXUVQfYSfajqJNOhNfqBnwWAghhBBC/KGp/mW7BcAfJV6jo8hPjHEUtWnTBi+99BLmzZuHDRs24Pfff8d1112HKlWqBD00QgjxJaLID0fRMt0yoijzsE4RIYQQQuyMJvpdO4u80FHkJ1KTNPI0bdoUEydOxJo1a/DQQw9h5cqV6NmzJ2666SZ0794d/fv3hy2sXbsWH330kWpJOObH7z5tWQM26BmvjrXTmHpWXp/pTj3LnB3D5ShKRs912rZ0FIULfvaQKEFbmgHtaA622DJ5PcuqTxS8o2itJbbz4kRdhg0b5ggdO3YsdvzZZ59Vx/Py8gIfI4VCoWRCqgKOo6WaD/3dpfu6MwS6x5YFelq6h2Asyckveq4PDMFYKBQKhUKhUDIvL+nfb1eU8trB+rXpIRgnjBcjUs9q1txewWHJkiXFji9atAiFhYUoKJC9euxAqrB37NjRmmrsUZgfv/u0ZQ3YoGc8OrppZ1LPZoMPfS5Lc42izNixKoBG+vEChIFk9GTqWTjhZw+JErSlGdCO5mCLLZPXc39P6lm4IooqW2I7FyMcRV988YVqn376aXTp0kWlop144ok4//zz8cADD2Djxo2whdq1ayvdpSXhmB+/+7RlDdigZzw6pruQdXl9pjv1LDN27Ka/3uSGSPEbCEGRjJ50FIUTfvaQKEFbmgHtaA622DI5PeUXz0768awYjqJ6gbgxaltiO6McRZIreO2116JPnz6YMmWKKmj98ssv48EHH8Rll10W9PAIIcSIHc8y4SjKDI09e4eJsyia0FFECCGEEHtopVunlB3PvL9CxYVR18dx2YkRxayFOXPm4KuvvsLrr7+OFStW4IgjjsA111yDxYsX4+GHHw56eIQQkhHy0ljIOh7SnXqWGVzn0GREGddRtD25mhBCCCHEZLJ0u6SMG32F2llUT/8SdX+VklA6iho1aoQGDRpg5syZgaV4nXTSSXjiiSfQrl07LFiwvR7FuHHjUKFCBYwcORIvvfSS2gmNEEJMgxFFpbFTqOoTJYu7pwYjigghhBBiPu5tyFgOoKX6V6jUKfrNp3HZSdKpZ/369cPvv/+O+fPn4+eff8Zee+2ljtetW1c9P/roo+EXF1xwASZPnlzkJHJ5++23Ua1aNXTrJvUq7GDLli2qiLe0JBzz43eftqwBG/SMR8d0RxSV16frKKoFoKIP/SVHE90uRFhIRk+mnoUTfvaQKEFbmgHtaA622DI5PeuV+LWJUBW0tsV2XhLeKu3II490tm7d6nz99dfOdddd5xQWFjoHHnhg0evvvPOO8+abb/q2ddsff/zhTJgwYYfjJ5xwgiP07ds38O3lKBQKJRNyvd5C/VGf+ssCnC26z8Yh0L90eS7G1qrRkav1PD8dgrFQKBQKhUKhZFYG699vL8c452V9zkUhGC+MlqQiiq6//npVD2j//fcvtf7PhAkTfI3i+fPPP1V/bdu2LXb8lFNOQWFhIaZNm+bbWAghxOTUM/nmWBH69LMmRqSeMaKIEEIIIfYQb+pZMBFFtpGUo6hTp0545ZVXynx9yZIlqm6RX9x1113Izs7G119/rXY/O//88/Hee+/hmGOOwTPPPKNCxGxBakbJHEhLwjE/fvdpyxqwQc94dEx36lk8faazTlFm7Bi+1LNk9KSjKJzws4dECdrSDGhHc7DFlsnpGU/q2bLAHEWNLLFdSsWspWi11P4pi5133lntPOYX4iDaZ599cMMNN6h6RVInafbs2WrXszvvvBM2kZWVhZycHNWScMyP333asgZs0DMeHdMdURRPn+l0FGXGjuErZp2MnnQUhRN+9pAoQVuaAe1oDrbYMjk9wx1RlGWJ7VJyFI0fPx4DBgzA/fffv8NrDRs2xDnnnIN3330XfvLjjz/iiCOO8LVPQggJmjyfU8+8X9/u13m4qO5xrYQnoigZ6CgihBBCiD2E21FkG0mlng0fPhxNmzZVzpnzzjsPjuOgb9++uPnmmzF9+nTlZbvxxhvTP1pCCCGlRhSlK/UsHtIZUZR+3GiiNQA2wARHUc2Ax0EIIYQQknnoKIq8o0iKR++3334qvUycQ+IYuuKKK1SqlziKpMj13Llz0z9aQgghgRazDr+jKHz1iZJlrW4ZUUQIIYQQ84mnRhEdRX6RpTexSZq8vDy0adMGFSpUwN9//43ly2MZlmQayZusXbs2Vq1aha1btwY9nNARxPz43acta8AGPePRca12JLQBMMunPocAGAXgf7K7pA/9JcZpAJ4H8BmAQxAWktGzKYB5AAoAVMr4CEm88LOHRAna0gxoR3OwxZaJ6yluiS0AsgE0BrA4RtEF9/ZoZQCb4Rc5ltguJUfRddddhzfeeAO//vprqa937NgRxx13nIo2IoQQkrkic/KVKtQFsNKnfk8F8AKATwH0Qdi4EsBIAGMBDECUqeVJKaykHUaEEEIIIeYhv2TdgJOKAGI5Ygr0Oc0AzPdpfPaRVOqZ7C7WuXPnMl/v1KkTRowYkcq4SJLUqlUL/fr1Uy0Jx/z43acta8AGPcvT0S1k7Vbk8aPPdKeepd+O4Uw9S0bP9Z7HTD8LD/zsIVGCtjQD2tEcbLFl4nq6vyrlFll50TrBpJ/VssR2KTmKyqNOnTooKOC9zyCoWrUqdt99d9WScMyP333asgZs0LM8HfM86WeFPvWZ7l3P0m9Ht5j1AoSJZPXcplu5Z0bCAT97SJSgLc2AdjQHW2yZuJ7xFLIu6Sjyd//dqpbYzpu5EBdSoLp3795Fz4899lhVm6i0mkUnnXSSKmpNCCHErELWAotZ+0OhJze8E4ApAY+HEEIIISQzJOMoYkHrUDiKDjzwwKJ0MsdxlKNIpDR+++03DB48OH2jJIQQUmZEUVCOIqmbU71EilTwmOMoEiYB2AtAlaAHQgghhBCSMdzbj3QURS717M4770T9+vXRoEEDZGVlYdCgQeq5V+rVq6dCsXbbbTdMnDgxsyMnhBDLcSOK3ILHfrEJwIZQRhVleRxF4Uo9S8VRJOwc8DgIIYQQQjIfURTPDup0FIUqoig/P1+J0KpVKyxbtgybNsmfCyRMrF+/Hl9//bVqSTjmx+8+bVkDNuhZno6ZSD2Ld17la7ya/lqf40N/8e+Ykasfl7WtajAkq+cM3bbLyKhIMvCzh0QJ2tIMaEdzsMWWiesZ/tSz9ZbYznv71S2BQAghJEJcBeAOAKMBnBVApEt3AIcD+CDO9/Tq1QtffPGFqmW3Zk269mnz0kVX8lkCoBFM4FAAHwH4VdcpIoQQQggxj+cBnAZgKIB7yzl3oP71+z6AI3wan30kveuZpJc98cQTmDRpEv766y/MmjWrmMycOTO9IyVxkZubi5YtW6qWhGN+/O7TljVgg57l6ZjOiKLRo0er+nMlpXXr1qWe797vaRgqO4a3PlGyeroRRW0ytU0pSRh+9pAoQVuaAe1oDrbYMnE9w1+jKNcS27kk9btT7gpLDaIjjzwSCxcuxM4774y///5bPW7RooUKx/rqq6/SP1pSLnXr1sXAgQNVS8IxP373acsasEHP8nRMdzHrDz74AF26dMHdd9+t2kaNGmH27NmlnttKt/1Lea1ixYoB2TG8jqJk9fxH14SSwuEtMzY6kgj87CFRgrY0A9rRHGyxZeJ6hr9GUV1LbJeSo+imm25SjqH27dvjzDPPVMduu+027L///thnn33QtGlTvPLKK+keKyGEkAwWs968ebOqP7dhwwbVLlmyBNu2bcMBBxyAH374QdWpkxsCt99+OzZkZxdFFI0fPx4PPvgg7rvvPvW+jz6SZCngsMMOw4wZM7Bx40Z8/vnn6i5MZtnJqELW0Lnhf+nH7QMeCyGEEEJIZgh/jSLbSMpRtPvuu+Ppp5/GunXrUFhYqI5l6z8aJNLo8ccfx80335zekRJCCMl4MeuSNGnSBO+//z5+/PFHFWV0/vnn4//+7/+w9tpr1et/6/MGDBiAgoIC7LvvvmpXTLlh8MYbb+Cdd95B165d8dRTT+GOO6SiUiYJb0RRKrjpZ3QUEUIIIcRMEkk9c8+pDKBGBsdkN3HveuZl69atykkkrF69Glu2bEGDBv969CTaqGPHjukbJSGEkDJTz9IVUSTpxH369FGpY5dffrlyEP3555+YN28eLrroInWORAiJ8+iekSMlvBQNne37IUituquukvLa27n11ltVvTq5jiDXkdp2V199NTKHeRFFAh1FhBBCCDEX2Ue3SgKpZ5KUv047icQHsd0vQUIQUSSFqtu2bVv0/I8//sAxxxxT9PyII47A4sXh2prYFiTCa+3atUWRXiT4+fG7T1vWgA16lqdjuiOKJIXsoIMOUjWKpB0yZAg6dOiACRMmFDvv22+/RZUaNYCmTdFYH/vpp5+KnSPvk3Q1LyWvk347hjeiKBU96SgKF/zsIVGCtjQD2tEcbLFlYnrW9ziANsTZg//pZ4WW2M6Lk6jceOONzrx585zs7Gz1/IwzznAKCwudP//8U4k8vvLKKxO+LoVCoVDil+WAxPM4HdJwrdGjRzvjxo3b4fjrr7/uPPPMM8WOde7c2VE0a+asBJzx48c79913X7Fz3njjDefpp58udqxfv37qbbVq1crQnCyS6XCAroHbJp2yp7bzghCMhUKhUCgUCiW9sof+/TY3gfdM0O85OgTjh5GSVESR1B+SWhWuN23s2LE444wz8Msvv2Dq1Kk466yzcOedd6bboUUIISSDqWel8fvvv6Nnz57FjkkdIrmjgvnzVVRThTLe16NHj2LH9t577wxnUjcwOvVM4qWYiU8IIYQQewtZu7CgdaapkGyNopUrVxY79sILL+DYY4/FCSecgDFjxqRrfCRBpFbUZZddVqxmFAl2fvzu05Y1YIOesXQUh0F2BopZl+zzkUceQbNmzdSuZrLTZb9+/XDjjTfi3nvvxSZdnyi3lOs89thjKkVZbhq0a9cOp5xyitpSNBEdE6OR/koriDO/3V9S0XMtADeZu13aR0YSxfbPHhItaEszoB3NwRZbJqan6yhanoSjyH1v5mlgie1SchTFQoqgnnPOOargKfEf2X2uZs2aRbvQkeDnx+8+bVkDNugZS0c3mihfS6b6XLhwIQ4//HAVHSQRo+IAkl0vb7nlFizS7ynNUSQFsI877jj0799fvU92QrvmmmsS0jG5QtYyqu0OrDCRqp6sUxQebP/sIdGCtjQD2tEcbLFlYnpGI6Io2xLbJbXrmTiB5G5y69atsWrVKrz77rtYtGj7nwpVqlRRu+JccsklaNSokdrthhBCSGaonea0szPPPFO1jRu75an/5auvvsJee+21w3H59N8ZwG0HHojXS7nme++9p8TLs88+i8wQ3kLW6UAcRb3oKCKEEEKIcdSLhKPINuJ2FMkfD1988YVyEmVlZaljmzZtUo6jgoICvPjii9hpp50wceJEDB48GG+88UYmx00IIVaT7h3PksF1yezoWgoC8x1FAh1FhBBCCDGLZFLPaun2gAyMhyTkKLr11lvRqlUrVW/i66+/Vo+vv/56PPHEE6hXrx5+/fVXnH766erOMyGEkOgXsi6PRaFyFO1kZCFrFzqKCCGEEGImyaSebdJt3QyMh7jEtT3avHnznMcff7zYsWOPPdYpLCx03n77bScrKyvwLdwocHJzc52WLVuqNuixhFGCmB+/+7RlDdigZywdB+ot098LcF6v1mMYHQo7fqe3SX0wcLtlQs82eq43AE5WCPSxWWz/7KFES2hLM4R2NEdssWVien6rf8P1T6CPA/V7loVUJ5gg8Z1YUFDgnHnmmcWONWnSRDmK+vdPxKgUCoVCSVUu1Y6D5wMcwwA9hg9DMB/ACv2DofgNDVMkG3A26/luFoLxUCgUCoVCoaRH/tS/4fZN4D1N9Xs2h2D8MFLi3vVMqnvn5xffW8d9vmbNGsZnhYQaNWrg4IMPVi0Jx/z43acta8AGPWPpmKnUs0TmNR2pZ+mzYyXdfoIwkqqehQDcLSKYfhYstn/2kGhBW5oB7WgOttgyMT2TqVG0wrP3bnX4QQ1LbOcSt6NIaNmyJbp161YknTt3Vsfbtm1b7LgrxH+qV6+O/fffX7UkHPPjd5+2rAEb9IylY6aKWScyr+koZp0eOzYDUA3AFgBvI4ykQ0/WKQoHtn/2kGhBW5oB7WgOttgyfj1zPLc/E61RtLHErmmZpboltku4mLVw8803KynJI488Uuy57IrmOA5ychK6PCGEkAgWs5b7QBW1myYYuur2dwAFMBW3TPfBAB4OeCyEEEIIIalTzxM7nejtT4lAaq6vMScDY7ObuD05Z555ZmZHQggJLePHj8eUKVNw6aWXBj0UkuGIIiQY9Fugg34bAZgX2Ei66HYKTEaccQI3giWEEEKIGdT3/KqU0jjJOIq481mgjqKxY8dmZACEkMQYPXo08vLycMwxxyT1/hYtWmDOnDno2rUrpk6dmvbxEXscRcJi/RXdOFBHUVcrHEXTdJvozyhCCCGEkHA7ihJJOytZp8if1DPbSKhGEQk/GzduxM8//6xaEo758btPW9aADXrG0tF1jTT0sc9M1ClKjx3diKLwOj7ToecXaR0RSRbbP3tItKAtzYB2NAdbbBm/nvVScBS5xa/9iSjaaIntvAS+9RqFQolfRo8e7YwbNy7p97do0cIRunTpUnTsgAMOcH744QcnPz/fWbhwoXP77bc72dnZRa+PHz/eGTVqlDNy5EhnxYoVzqJFi5wRI0YUu67wf//3f84bb7zhbNiwwfnzzz+do446quj1vLw85/nnn3eWLl3qbNy4Ub0+cODAotc7derkfPbZZ+q15cuXO48//rhTrVq1HfQeOnSoGqOc89BDDzk5OTmB2yQI2aq3Sj8p4HG8occxKC3XE1u+5QDvOECVON9TQ2+PKlI3cLtkUur+q6hTMQTjoVAoFAqFQklNLtQ/bV5J4r0P6PfeFAI9YJwwosgwpIB4/fr1WUg8RPPjd5+J9tekSRO8//77+PHHH9GlSxecf/75+L//+z9ce+21xc4bMGAANmzYgL322gtXXnklrr/+ehxyyCHFzhkxYgReeeUVtSOiXPOFF15A7drbk6SkEH7Hjh1x2GGHoUOHDqqf5cu33wmoWrUqPvroI6xatQp77rknTjjhBHXthx56qNj1DzzwQLRu3Vq1Z511FgYOHKjGaipl2TJLf4ILP/nUZ3kFrRunpb9eAPoBODKBK+6m2/meEOTwkY7PgZWeguEN0jYykig2fM/aoKMt0JZmQDuagy22jF/PhiWig8KbepZjie1c6CgyDFm8F154oWpJOObH7z4T7e+CCy7AvHnzcNFFF2HGjBl46623lMNn6NChagdDl2nTpuGmm27CzJkz8dxzz2HSpEk4+GDZf+lfnn32Wfzvf//DrFmzcM0116BGjRro0aOHeq158+aYPHkyfvrpJ8ydOxefffYZ3n33XfXaqaeeisqVK+OMM87Ar7/+qopny3j++9//okGDf/8kFkeSO05xbEmtJXE8mUpZtpQdz9yvqH986rM8R1GTtPTn/ZFwvlH1idLxOSDOwSX6sRQPJ8Fgw/esDTraAm1pBrSjOdhiy/j1dGuutgl96ll9S2znQkcRIZYj0T0TJkwoduzbb79VTp6mTZsWcxR5WbRoUTEnTslzJH93zZo1Rec8+uijOPnkk5WzaOTIkejZs2exMUhhbW/Or4whOzsb7du3LzomTqRt27YVPV+/fj3q1rVvpwN31leHYDP4VGsUFaeZ5/F5AGoZUZ8o3cXDBTqKCCGEEBJ9aup2TRLvZTHrTEJHESEkLrZscZNetuM4DipUqBD3OR9++KHace2+++5T6W4SUXTXXXelfQw2kMr+EOkm1dSz4sj+ae6PhRoABhkTUZQu6CgihBBCiDn8pduPQx9RZBspJdhJFMDOO++sapB4U1RcJD2FEBJufv/9dxx33HHFju27775Yu3Yt5s+Xui/pQ2oSjR07VsnXX3+tHEVXXHGFGoPUG5JaRW5UkYyhsLBQpZmR0iOKzHMUuRFF3wPoC+BiAPfFiJvK9tQosiOiyJ1vOooIIYQQEn3c6PEFKTiKGFEUGkeROIeef/55VXukNAeRe6efjiL/kXnfunWrakk45icTfdaqVUsVnvayYsUK5dgZNWoUGjZsiMceeyyuaz3yyCO45JJL8OCDD6ri0ZLqdeONN+Lee+9N65jlmlKfSNLHKlWqhCOPPFI5iAQpei2vjxkzBjfccIPK/ZXxyGfI0qVLS72ejM2bhmYiZa0dN6JoqY99lue4aKjdNoUp9edGFH0OYFcAkvp4OoBnynh3WwBVJAkRwCyEmXR9DjCiKHhs+J61QUdboC3NgHY0B1tsGb+edTxbdoQ79cyxxHZeEt4q7ZNPPnHWrVvnXHTRRWqL7ebNm5cqQW/pRqGYKLJNfGk8+eSTRVvZyzllvb9Vq1bq/F133bXo2AEHHOD88MMPTn5+vtp6/vbbb3eys7OLXpdr3nfffcWuI1vVe/sRjj766GLnrFq1yhkwYIB6PHz4cOfXX391NmzYoLa2l/e3bNmy6NxOnTo5n332mbNx40b1+uOPP+5Uq1atmN7yHu/1ZUwytqBt4rdcp7dIfyIEY6kAOFv1eBqnfL2v9DanJzjAZfrx7w6Q5QANHOASB/jIAXL0+Sfpc74NfB78kgv0XL8WgrFQKBQKhUKhpCar9G+5dkm8t4p+r8i/fzNQkC5J/E3yh9y1114b9MApFEoSstdeeymnTt26dQMfCyU5eUB/K94SgrGIzNfj2T3la83RX/Z7O0ANB1ivny/3/BAQuUGff7t+/kjgc+CXHKsn4ZsQjIVCoVAoFAoleang+W1XP8lrbNTvbxECfWCUVEi2zojsZkTCR7169XDeeeeploRjfvzus6z+ZAex1q1bq5pAU6ZMUalqUcaGtV6WjpksZp3MvKZSp8jtr25dqby0kz76D4B1ACZ5ihRu82g8HMChnh3PplizXhNNPRs9erQKkRYpKCjA33//rXYdlPRPkhw2f/aQ6EFbmgHtaA622DI+PfM8j1cl2ZN/Ba3rWWI7l6QcRVL75PTTT7dyt6GwU7FiRTRu3Fi1JBzz43efZfXXqVMntX29vHbGGWcg6tiw1svSsUEGaxQlM6+pOIrc/rKzd9Jl87Z43CE3AvgUQH+9fapoPlaf9yqAPSJTyDpd6zWZGkUffPABGjVqpOoLXnrppepHjtQEI8lh82cPiR60pRnQjuZgiy3j09OtTyQ3B7cm2ZN/Ba0rWmI7l6Q8PX/++aeKTpg6dar60Xn88cfjmGOO2UEIIeFB/r9Wq1ZN7SY2ffr0oIdDUiCTEUXJ4DqKmqRwjcJCN5pooY4eEsYD6APgLQAb9LGz9fGaeibkXHvW8xLdVgNQPc73bN68GUuWLFHF7t966y18+umn6NNH5hVqQ4qrr75aRRrJjoMSbejdBVFuCD311FNFr//xxx8YMmRIsevL7wEpor9q1SoVcXzHHXfg2Wefxbhx44rO6du3r9rp0D3nnXfeUY4rlxYtWqioJ/nt8Pnnn2PDhg1qLHvvvXdK80UIIYSQsFI7hULWwRS0tomkdj17+eWXix7ffffdpZ4jP/hycpK6PCGEkBg0CJmjSFw7yUYUuRQWNvGkncVCIo6O1VFEsktagU6ltoMN+r5bDR1VNDPB9++6667YZ599MHfuXPV82LBhKkJ40KBB+Ouvv3DAAQeoXU2XLVuGr776SjmKxMF0wgknqHRVee8TTzyBRYsW4dVXJaoLuOqqq3DaaafhzDPPVDsZXnzxxejfvz/GjxeH3nbESS07KUpUY/Xq1XHTTTcpR1LXrl2L7R5y66234vLLL1djkccvvfQS2rRpg8LCRPfTI4QQQki4SWXHM/9Tz2wjKU/OgQcemP6REEIIKZcszz2TTKSeJUMqqWc7RhTNi+Ps1QBGAHhCYlwBbIJNLE7QUXTkkUdi3bp16uZN5cqVldPloosuQm5uLq655hoccsgh+P7779W5s2fPxn777afS08RRJNvA3nDDDUXXmjNnDnr27IkTTzyxyFE0ePBg3H777XjzzTfVc7n24YcfXmwMb7zxRrHnZ511loos6tixI3799ddiN5/ef/999XjEiBH47bfflKNoxowZKcwYIYQQQsIbUZRsfSKBEUWZJPCK2pT0SeXKlZ2OHTuqNuixhFGCmB+/+7RlDdigZ2k61vVs/1UxJPN6lB7PDyn0l539kFbr9gTeXydwG2VyXsuSr/R8Hx/HuaNHj3Y+/vhjp3Xr1k7nzp3V8yeffFK9JuMR1q1bV0w2b97sfP/990XXuOCCC5xJkyY5S5cuLXr9hx9+UK/VrFlTXWP//fcv1u/rr7/ujBs3ruh5mzZtnBdffNGZNWuWs2bNGnUd4bDDDlOvt2jRQj3fY489it6Tl5dX6rWDFls/eyjRFNrSDKEdzRFbbBmfnhfo336vptDXDfoaD4dEJxgjKeeGdejQQdUWECSUXcLOSXDk5+erO7AkPPPjd5+2rAEb9CxNx/qeey9bfOozkxFF//bXJIGIIqQhVDm663VRggWtpd7PrFmziiJ5pF6ZtL/88os6dsQRR2DBggU71DUSTjrpJBXlM3ToUEyYMEFFJsnOiXvttVdCY5aaRPIb4ZxzzsHChQtVSptEEklUk5ctW/5d1W5KWtg2zrD1s4dEE9rSDGhHc7DFlvHpGa3Us3xLbOeS9K+vfv36YebMmaoo7rvvvqtEHktdgaOOOiq9oyRxI3UgJC1AWhKO+fG7T1vWgA16lqZjpgtZJzOv63W7k06NS6a/ChVaJOEosnO9Lk7BMSfOl9tuuw233HKL+rEjP3qaN2+uHElekbpEghS//+677/Doo4+q4tLyWuvWrYuut3btWixevBh77rln0TFx7Oy+++5Fz+vUqYNddtlF9SmFqqUgdu3abrh59LD1s4dEE9rSDGhHc7DFlvHpGa3Us2qW2C4lR9Fhhx2G119/XT2W+gbuLmfyWHZQkVoEssMJ8Z+aNWuquZeWhGN+/O7TljVgg56l6dggw/WJkplXuZfj6C+UPZLsD2gWZzHraJLO9bo4wYiikkhtIalTJHWIJFrovvvuwxlnnKF2IevWrZuqMSTPBbn5s8cee+DQQw9F27ZtVRFqr1NIePDBB1VRbLmB1K5dO7UDmjiC3Iggd6ezc889VzmZpM6hFLaOKrZ+9pBoQluaAe1oDrbYMj49oxVRVNMS27kklXp23XXXqZ1L9t9/f7Vdrje0/KGHHsI333yjilB+9NFH6RwrIYRYT6YjipL9ipY9tFoCOBTAjwm+f8uWbGzbVt/oiKJ0kqqjSJxE8l195ZVXolWrVmqHM3H0iKNo9erV+Pnnn1XUkfD4448r55HsdiqOH9mF7JFHHlE3jFxGjhyJRo0aYezYserasiuafP+7O5XJ+04++WQ88MADKt1NClMPGTIEX375ZcpzYSLibD0OgJT4fj7owRBCCCEZIx2OIhazDpWjqHPnzip6yOskcpFjzz77bNGPTEIIIenDjSgKk6NIuBvAQwD+I1ucJ/jetWtrejZ/j07doSg4imTL+tIQ546IIA4ckdIoKChQ9YxEvMhvABdxCInjR0SQyGKpV/jKK68UnfPZZ59h1113LXYNOc9F6hd5nwtr1qzZ4ZgNXARggI4apKOIEEKIuaQj9cyNKKKjKBSpZ1LTQGoOlIW8JucQQkiYqAxgEgCJY6iFaFI/w6lnyfKWbvfxOLPiZc0a1xqMJvIjoijdSI2js88+W6WmderUSdUzkkilF198MeihRfZzStieuEcIIYSYSjpTz+Tbs2oaxkRSchRJMcqLL74Ye++99w6v9ejRQ91V/PTTT5O5NEkRcdBJWD8ddeGZH7/7tGUNJKOnRLt0B7A/gLaIpo6ZjihKdv3M1yln8qXSL+H+Nhpdnyjd/y8Xe9ZCGPYD27ZtGwYOHIgff/wR3377LXbbbTcccsghqmi1iWT6M9a9v1p8Pzh/seV7xAZoSzOgHc3BFlvGp2edNEQUyW/IfF+iivItsZ1LVjI3rVq2bKm2ya1fvz4mTpyoJkxo3769chQtXbpUVQSXUHJCCAkL/wfgKf34nQQdGmHhcwAHAjgFwP8QLoYBkKTj92XL9YTeeS2AmwE8DeDsjI3PpJzxzdpJ1CCEaYgkNaYA6CK1uwBUYmQRIYQQY9mkI4FapHizUCLSmwKQHVcnp3F8dpPUzcg5c+aoOkVS00B2NjnppJOUyGPZ7aRLly50EgWEbEtctWpV1ZJwzI/ffdqyBpLR82DdbgNwFIADED0dM13MOpX186Znnmsk0F92divjU8/S+f9yqyfQOizpZzaR6c9YKQovVPRlDxe7v0dsgLY0A9rRHGyxZfl6VvEkW6dan9KfgtYVLLGdS9Jayi4pl112GTp06KAmTEQeDx06VL0WBLIzy1tvvYUVK1Zgw4YNmD59OgYPHgybaNiwodrJRloSjvnxu09b1kAyeh5Uop7OXYiejg0yXKMolfXzO4AZOgrisAT6a9VKkgHNTj1L9//LRbqlo8h/MvkZKz9xa3miiJogGGz5HrEB2tIMaEdzsMWW5etZx3P7a32KvflT0LqhJbZzMcYd1qdPH5UO16BBA9x8882qhtK7776Lpk0lDI0QYjuy31JDnck8RH8l9QBwAqL1ge1GGIQ13Wicbvsn8B4Ws45+QWuSHtzaaZJ2FqSjiBBCCMksbkW+dOx26zqKgorDNbfUQbk8/fTTcBwH5557ripaKc/LQ86XXVD8oEaNGhg7dizee+89HH/88apvQggpLe3sa114WaKJbgRwO4Dxnq+YMCP3XrL147COV9LPrtY1iqQYb0E558vH9b+OInMjijLlKGoc8DhIZhxFa/V9UTqKCCGEmEk6djzzN/XMNuJyFB100EHKQST5eNLK8/KcMX46a0499VQ0atQIw4cPV/1KGtymTZvoMCKE7JB29plu7wFwBYDWusB1IhEwQVHf85UqgbphZCKAhfoP3P/q8tSxcJyaKCiQZDWBEUXxwogisx1FEjFIRxEhhBBzSceOZy6MKArMUdSqVauYz4NGtuFds2YNdtppJ7z55ptq97X169fjueeew6WXXorNm2V/GEKIrUgUTm/PrmHCBr3zmewetjeiQYOQp50JjsdRNDQOR1Fh4fY/hbOyVsJxZPcLEg90FJntKBKXaQdGjBFCCDGWdKaeMaIok7/rE5JmzZo5lStXLvN1eU3OSebayciUKVOc9evXKxk1apRzzDHHqFZ48cUXfRtHGCQrK8upVKmSaoMeSxgliPnxu09b1kAievbYnuHkrAScCp7jbfTxLYCTFwEdj9fj/Sok81qWXKvHuSqu84+QUx3g58Dn209bpion6zn+PAS62SaZ/Iz9Sdv1Id2OM1BHCm1JoR1tFltsWb6eQ/Xvv7Fp6O9Ufa1PaDukT5IqZj179mwcc8wxZb7er18/dY5fVK9eHdWqVVN1iqSI9bhx41T72GOP4ZRTTkGbNm1gC5JuJxFUTLsLz/z43actayARPd20M6lFtM1zfCaA33Ro5aEIv471fYgoSsf6eVTPc54uIB6bplaknaX7/yUjioIjk5+xbkTRL7oNKvXMlu8RG6AtzYB2NAdbbFm+ntFLPXMssZ1LUo6irKysmK9XrFhR1TLyC6lHJLz00kvFjr/44ouq7dmzJ2yhTp06OP3001VLwjE/fvdpyxpIRM+DS9Qn8vKebg9H+HV0U8+W+thnsgHA0/Vjd+P7smhWuZ1qa1XKpFbBk+7/l3QUBUemPmPFqVpD0jEBTAnYUWTL94gN0JZmQDuagy22LF/P6KWe1bHEdgnVKHJ3FsvLk/vD26lbty6aNWu2w3lyzsknn4xFixbBLxYuXIhOnTphyZIlxY4vXbr9D4/atd2FaD6VKlVSEVTSknDMj9992rIG4tVTXt23RH2iko4iKWp9mDjBdaxlWHX0I6IoXevnKwBdABwA4LUY5zXJaq5iibrlLsEXBpeTS/f/S9dRJN9uckWDpy50ZOoz1o0mmuvZ/6+RvqPn3603u75HbIC2NAPa0RxssWX5ekYvoqiSJbZLOKJIikJLOpmIhFvdf//9Rc+9MnnyZBx++OEq7csvfvrpJ9VKMWsvTZpsvxe3bFmYS78SQjLJfgCq6ALLf5Ty+rcA1uhonT0QbqJQzNrrKIoroqjCUtSvvxTbsv1LVzaB1QDy9ePy0/tIFGjrSYldop1DOR4HMSGEEGIOdTIQUVRV/+onvkYUffzxx2onMUk7u/POO1Wa188//1zsHHEgbdiwQTluXOeNH7zyyisYNmwY/u///g/jx0sVku2cffbZ2LJlC7744gvfxkIICRfDPX98lYZsM/8xgBMAHAHgR4QX9w/GKCRpfa3bzrpWkTg2SuPGmrfg1fOW4fPH3y/7JFLm/TOp8LSLJwKFRN9R9JdOP1uidz2TW17F46UJIYSQqJPO1LP1Ora6kk4/M7vuZegcRd9//70SQQpHv/766/j1118RBqZMmYKnn35aOYpycnLw5Zdfonfv3jjxxBNx2223+ZoGRwgJFz3KcRS56Weuo+gGhBc/Us/ShfxhOwNAe53659aC8lLL8zOBX+mJI/Mn9NbOTmKOowg6CrKxlskBjosQQghJP+lMPXNvn+2k08/4qzJdOCZITk6Oc/311zuzZ892Nm/e7Pz555/OxRdfHPi4/JaqVas6e+65p2qDHksYJYj58btPW9ZAPHq21VtMbwGc9jGu1VCf5+jHYdVxqR5jp4isnyf0eEeW8foegLO+alXnE67XpOQfPb8PhEA/myRTn7FTtD0P18/f1s/PNkhHCm1JoR1tF1tsWb6eq/RP7/Zp6nOqvt4htB3SIynVbt1nn32w++67o1atWqhQocIOaWi33HJLOhxZhBCSFNcAuBXAh7pYdSwmAtgTwJkAnkX4kE/YLbptFJFUlNMBPAdggnxflPL6ybJbpa5n1CuA8UWd0QAGArgKwJ1BD4akJXC+GoB2OqrocQDnAhgB4KagB0cIIYSkjQo6ydqtwJmOWHk3DncUgEvScD2CZLxLtWvXdr777jtn69atTmFhYVHrfSxt0F4wG6VKlSpO586dVRv0WMIoQcyP333asgbi0XOyviN/VhzXu0Gf+0pIdazviXrKjsj6aaHHWyB3YUp5/TrA2VilijOK6zUpubuciC1KdGzZxBP9mKOPjdDHHjNEx3SLcPTRR6vHLVq0UM+7dOkS+LjCJlGwJYV2tElssWVsPeu4P2kdICdNff6jr/c/2g7pkbh3PfNy1113oXPnzjj11FOx8847qwLXffv2Rbt27dRuZ1IzyN1xjPhLXl4ejj32WNWScMyP333asgbK01PqfXTVUThvxnE9t4ZOfwA1ET4d63v2dSj0qc9Ucbf5rghg7zJstDovD6u4XlPa4yOzm8ESP2zp1ieaowvsu/dGhSB+TYXhe6Rhw4Z44IEHMGvWLOTn5+Off/7B22+/jYMOOmiHc+fNm4dGjRrhl19+ifv6I0aMUDv1mk4YbElSh3Y0B1tsGVtPtz7ROs+3Xqpsr6Vc+h7H6SHPEtu5JOUoOvzww/H444+r3cbWrRMDA9u2bVNf5hdddBHmzJmD+++/P91jJYSQuJHi1MJnce6nsFS7zyvqnc+kHF6YkMDcqBSy9iJpZcIBpbzWxuexmAYdReYWsg7aURQ0LVq0ULvnilPoiiuuwG677Yb//Oc/amfbhx9+eIfz5TfokiVLUFiYSTc6IYSQ8O145uIWsK6cxmvaTVKOIvGiuTuerV8vWfVA9erVi17/+OOPVYQRIYQE7Sh6NYHoF6nzskbXCPlR1ywKC1KXyHVomeIocv84JslBR5E5tInhKJKKC7bxyCOPqFqXPXr0wBtvvIG//voLv/32G+677z7svffepTqW5PwuXbqo57169VLPxdH0448/YsOGDfj2229V5LswYMAA3HDDDejatas6T0SOCc2aNcObb76pboSuWbMGL7/8Mho0aLBDJNLpp5+O2bNnY/Xq1XjppZeK/Q4mhBDi545nwuoSe8KSQBxFCxcuVCG+QkFBAZYuXVr05SzstNNO6kuXEEKC+qOrqw5mLSvtTP4oWLWq+BfU1QDkk2y6/uPsuwQcTZnmGN02RzQdRfsCqOo5LkG79QIakynIRrACHUVmRxQ1BJANe6hdu7aKHpLIoY0bN+7wujhv4uXWW2/F0KFDsccee2Dr1q145pln1HFx/tx9990qVU1+z4rIMSml8NZbb6FOnTrK2dSnTx9VYkFe89K6dWv0798fRx55pBI59+qr5RuEEEJIMBFF7ncDHUWBOoq++uor9eXpIl+gV155Ja655hpce+21uOSSS1R4MPEfcdxJrr60JBzz43eftqyBWHr+b/RoVc/u76uuKvYVdPTRRxc5seVzy727XDKyaB8dUZQD4MgAg1i9Oro1ijb42Gc6+FPSQgDk6l3QSkZQrOJ6TTmiiA636NvSjZFZ5Dm2TDu7xUn0bzwLjP8eadOmjdpJ948/Uq8zMXz4cPWb9ffff8cdd9yBfffdF5UqVVI1jyQiXpxHkrImIscOPvhgleYmNTh//vlnTJw4EWeccQZ69+6tnE0uMr6BAweq6PpvvvkGzz33nHpvGLHlN4Hp0I7mYIstY+uZiYgi11GUufpBBZbYzkvCFbA7derkXHrppU5ubq56npeX53zyySdFO5+NHz/eadSoUeCVuikUip2yYvRox9m40Vm/cqX6fHKPyw45QjzX2F1vx7AiBPqIjNLjuT8EY0lUZuuxP+45doo+9kUIxhdVaezZKSvosVCSlyzA2aZt2avEa/P18e4hGKdf0qNHD/U53b9//6R3PevVq5d6Xq9evaLzu3btqo41a9ZMPR8xYoQzefLkYtccPHiw8/fff+/Q18qVK53//ve/Re/75Zdfir1+ySWXOLNmzQp87igUCiUacq3eoeyJNF6zv77mtyHQD0ZIUhFFEqoreeKuN03ysyXCSEJ1a9WqhQMPPBCLFy9Ot0OLEEJK5UQA1wAYpSOB5D6F8+mnWLB4MYYNGxZX6tknn3yCDz/8sOj5itq1ZSsd1LnxRlQDVErCddddp+4kyJ1nqVHhrcXm1sg45phj8Pnnn6uaGLIDZGn1NJLBDaRdgOghtZ+E1qWk2swMYDym4EYUSeQbA62ji6S5ZunHE0u8ZmNBa6lHJMWpd9lll5SvtWWL7Hu5HTeaVKKB0nld99rpuC4hhNhBJlLPWKMo3aT1W03yxt3i1iQYGjdurAo0SkvCMT9+92nLGijSs1EjvCC1KAAMAeAmB2wrLMRV11yDwYMHq7pp5SGOoz333BNDhshVgDsfewxbFywAbroJLQFcfPHFqtbF5Zdfjs6dO+Ojjz5SWzVLmkTJmhhS+0KKpP7555+qyGl2dnbKtqyTga/U8vpMF+M9dYoq6cfurM20bb2mUU+5VeN+47JOUXRtWceTarYpJI6iIL9HxIEvn68XXnghqlb1VjbbjtyQTAdys7PkZ7OkqEkx66ZNmxYd69Chg6qbJMW0o4gtvwlMh3Y0B1tsGVvPaKaeNbbEdvDciCyX//73v0ldXHK2CSEk095u9268fOJ8oiOMxCEhO9dIVM+NN96Is88+u9wi/eeddx7Gjh2rCpsefvjh+KNbN3QqLMTOgHIQjRw5sqioqRQulehJqcl20UUXFV1HnETvv/9+0e448seFOJNmzJiRlnsv6fxK9Ys/dO0V+VqV+KovPRFFspkpdz9LLaqounYU/R30YEhS7FTCKeTF1p3PxEkku5RJjaDrr78e06ZNQ05OjopeP//889GxY8eU+5gzZw5atWqlNmOZP3++2uXs008/xfTp0/HCCy+oz3bpU3Zg++KLL/DTTz+lRTdCCCGZuP3JYtaBOIqeffbZhC8sYbh0FBFCMk3zwkJV7FX2xhmoCycf5LmfcNVVV6lUMHHglMdrr72mUsckXW3QoEE4ZOZMdAKwS40aKipJ/nDxIs+9Oz4K8geNy6JF20vTytbKqTqK/IooyhQSVXQqgAPpKEr7zmctGFFkhKOotLRSG1PPBNl2fvfdd1fFqO+55x5193bZsmXKWSOOonTw+uuv49hjj1Wbr0jEkBSnHjNmjNr04MEHH1RFsCUFTlKSJTKVEEJIFFLP5PaZ/GVQmMZr20lcjiK540IIIWGk3datRVEr4iQqyddff63SGG6//fZynd5VqlRB9+7d1U44bdu2LYrQkNSzoGtimOQoGuVxbIijiCQPdz6LPnQUlY7UuhQHTVlOGqkb5zJ37txiz7/88stiz4WpU6cWOyapZyeccMIO15U6dP379y9zXBKhKuJl1KhRSgghhMRDJlLP1noe14rwL+aIOYqkNodEB0kKhyD523JnRwq6EkJIGBxFv8c4R9LE5POrvKgeuXMtd5APO+wwlT728HvvAePHo+m6dViwYIHaWlnuMrvIc0mNyDiOE+nUM2+dIkk9kygt9w9jfoukx1HEiKLo0iSGo2hRCBxFEnEjn5+XXnppgKMghBBiDpm4/Sl/D2wA1BY0dBSli3K3RpMt70855ZSi51u3bi32nBIeycnJcerUqaPaoMcSRglifvzu05Y14Oo5NitLbR99jee10aNHO+PGjSt2/pgxY5yNGzeq7ZHl+YABA5xVq1YVvX744Yc7+fn5Trdu3dTzW2+91Vn6zz+Ok5fnTAOciy++2Fm9erVz4oknOu3atXNuv/12Z/PmzU6bNm1K3Z5ZpFatWuqYbNWcio41s7OVjiLVIrx+/tE63KbbLyxcr+nW80E9lzeFQMcoScOGDZ3777/f+euvv5xNmzY5ixcvdr755htn0KBBTpUqVcp8n2yNPmXKlB1sWdr/f69MmDDBefTRR4sdO++889R7fh4wQNnwbM/n11dffaUed9H2XVzKNd0+XeTzSPQZPnx4Wtfr+PHjnfvuuy9wm1FSt2XQY6HQjhR7bBlbz036Z23zNPc7X1+3K22HNOgbjydpyZIl2HlnKee6nZLhvCQ8SMrMypX0oIZpfvzu05Y14OrpbqBc3n40UhD1pJNOKvW1evXq4emnn1Y7Gci2924h6qMOPRT1H3sMrU4+GQ888IDabUeijqTmkBSp7tevH2bOnJlxHd3UlC36XklU18/nsruc3v1M+MvC9ZpuGFGUOJJOL/XFVq9ejWuuuUYVL968eTN22203nHvuuSp68J133inz/eJrTtSWEpUj9c+8SDH8f/75B8179wbGjClKM+vdu7eqlSO4xxrqEPDt8ZPFOfjgg/Hrr7+iUqVK2G+//fDUU0+p+mjPPPMMksWW/5c2QFuaAe1oDrbYsmw9qwConKE4eSlovVPGClpvtcR2Xsr1Jj355JPqTtWXX37pvPXWWyrCaNKkSepxWfLmm28G7gWzUfLy8pxjjz1WtUGPJYwSxPz43acta0D0O+6YY5x1+o57uwz0kSsRlfr69QPSUWy5b40aZUYVRGn9DNBzuVS3V1q2XjOh52A9l/8LgY5RkQ8++MD5559/nKpVqyb8XokomjZt2g62LC+iqE+fPup1iWRyjy1atMg5//zzna2zZysbSvRQy5Yti0UhZgFOgbZx0xLXLKvPTz75xHnooYeKnpcWESQRlxK55D6Xcfz5559F0VXyG87VUd4/atQoZ+TIkc6KFSvUuGUegrYjJT6x5TPWdKEdzRFbbFm2njvpqJ8tGej3O33to2k7pC4V4q1RJDsGVaxYEbvuuqu6myZ1iuTuWywh/iPFeDt37qxaEo758btPW9aA6LdfixZqb4MCALMy0EeB545+ECX9XVs2qFjRt/pEmVw/40sUXp5p2XrNhJ6MKEqMOnXq4NBDD8XDDz+MjRtlr8TEkeL0idpSIpikeLJEEQkdOnRQ7x/79NPIrlsXaNlS1SiS1zdt2oQJEyao8xxPHa/d4+hHivGL/PDDD3GPTc6XiEmJumzfvj3+85//YNKkScV0HDBgADZs2IC99toLV155pTr3kEMOibsPEhy2fMaagGy3If/zTynlNdrRHGyxZdl6urkA0LuTpTuiCBmLKKpiie1c4nIUyY8p2aJ0n332QZs2bVTq2SWXXKLS0cqS1q1bZ370hBCrqb9smWr/zOAmmO7OZ0Hu/Zind0+LerDrP9qhl+VJPSOpsVy3dBTFh/yGEUdPycL2skHHunXrlNxxxx0xr7HLLrtg2LBh+Ouvv4reI6lfsdh140ZUnDgRY3v3RiWdXvbNN9+gTkEB8N132NK7t7KlHBcnkTiVSnJQGdf+7rvv1BgkfU4cPK+88oragCRemjdvrpxA7777rkqFk8LVkorrZdq0abjppptUqq1cW/qRlDdCSPo4Um/4cEDQAyEko+yj260Z+PW+OqOOIttIas9mueP1ySefpH80hBCSAPW0o6i8+kSpMFu3/1Zp85/a27YZ4SgSvvM8zkQUmG2sKBGlRZKjR48e6Nq1a1Gtn1jMmjULjz32GPr06aPeI3L44YfHfI/UGMr64gvk9O6tfhaLQ+iLL77YXn/syy+RL3WK9HGpZ+TlPd02KOPaUntNxtClSxe13fvRRx+N22+/PW7d5fecbC//999/Y+zYsTj11FN3uFsqjiIvUgNJarURQtJHrm7XBzwOQjKL68R5LQPXdiOK8jJwbftIylEk20MvX+7exySEkGAjivxwFAUZUVRLO4r8SD3LNG4UkcRLJJf4Q7ww9SwxJCJm27ZtKsXKy+zZs5UDSNK+ymPLli1YtWoV5s6ejf6zZuGiWbOwdO7cmO9RLpXx45HVvj32adJEOYS+/PLLIkdRxd69VTS2RPd8/rmUff+X0bqVSIPSmDdvnhr7H3/8gddeew33338/hg4dWuTwEn1LbkIipQRc1q9fj9133x2nnHKKcgBJ5JA4j7wOM9HZi5QgkMgsQkj6cN2zmd60gpBgcb/NPs7AtTObemYbSX/Ly84gkgMv4dpSAbyklPxRQfxBws/lLqW0JBzz43eftqwB0S931qyMO4qCTD1zbVk1P9+3iKJMr59pOth4hf4Csmm9ZkJP11FU1bOHCCkb2a1EnCAXXXQRqlaVWUucwsJCZctN69bhTgCXADi0nPfsKv989x2weTMGX3ABKleujJ9++mm7o+jHH5FTvz7OOuss5bSZOHHiDlF4W/VnUPM4xyeOoNzc7fEJ8jutcePGRa+Lg6dTp047vOezzz7DVVddpeovSB1KKTtg+v9LG7DlMzbq1NQ7GwqluatpR3OwxZal6yk3Kbrrx99noNfMpp6ts8R2Lu5nUkLceeeduOyyy1Qe+/PPP6/urJFwID8yZQGT8MyP333asgZEz6b6sampZ64tT9TPVxmwft4CVI2WbRau10zoKT9VtuifXhJVJAWRSWwuuOACVVxa6uzccMMNKq1Kom723HNPVX9IHDgusk39ggULcM011xQdk3PFlo08d9uqlehDriVpXFLHZ+HChdsdReLw/f57HDl4MMZ/+626jnIUbdmChd9/j8GDB6txyc22kn1P0vdgewEoWX2obt26aNiwIXJyctRGIrIBiUQluT9k5fG9996r0uMk8kh+v+Xl/RuWf8QRR6hoJokWl99zcp44k15//XW1bkm0seUzNuq4v2eE4vF/26EdzcEWW5auZxd9W2tFhipVZjb1bL0ltkvJUSS7X8gPCMmLJ+FCQsWbNm2K+fPnq8KWJPj58btPW9ZAy9xc5BUUqHoff/kQUdRc782QqaLZsWxZb/Zs+evUl4giP9bPNp/7CwOZ1FN+bonTgo6i+JBaPN26dVMOGKnlI3YRm/z2229qh9dHHnmk6FxJBROHjhdJ45INO7pIupl26hSPz4GKVhKnk5viVfT6+PGo3KtX0Q/NJvrw719+ib4HHVSsPpG37y+0o6h3KY4iiQQSxMEkqWPvv/++2oDE5ZlnnlH1i8RxJefcd999xfpZvXo1jj32WOU0k0gnKdJ9xhlnqDkpr14TCT+2fMaa5Cgq7X8d7WgOttiydD33zmA0UeZTzypZYjsvTqKydu1a55xzzkn4fZTMS+PGjZ0bbrhBtUGPJYwSxPz43acta+CEOnVkLzBnZnZ2RvvJApxNUpIDcFr6rKNryy9yc1X/pxm4fmxZr5nU8xe9Pg8MgZ42iGvL+6pXV/MuMj3G+Xn6HFcmel77XB87uZw+++rzZvmso+n/L20Q2jIacpbnM+J22tFoscWWpev5gl7m12ao3yP09X+g7ZC6JFWjSO5eSVg1IYQERTt9J//PnKQCI+NGPinnBlzQOk++8wwpZk3Sj7u1BAta+0s3zxb2nWLcv1RpZwAW6nYXz2s7lXitLL7VdYokBbZZ0iMmhEQ1oogQM4h2RJFtVEg2v3/vvffGsGHDUKdOnfSPihBCyqGtT46ioAtaC3k6/cSP1DMSPdyC1vUCHodVbNuGLnrTjn/K2ZVs1xKF3Gt4HERuW17KoFQKcisnSZ0iQohZ0FFEzKeBvt0hv2mLb9oQlRpFtpGUo2jGjBmq8OHNN9+MpUuXqsJOa9asKSaS804IIRmPKPJs82xiQWuhlnYUMaKIxHIUMaLIP+qsXKki/WR3oi/1sX3KcRRNBzDLE1VUy1MEO57aUm75TKlTRAgxCzqKiPns5dmCZm2G+mBEUTpJ6la8FLJ2dCoECRdSqFK2/3V3TSHBz4/ffdqyBtrqu/l/+NDX7IAiisSGq5YvL0o98yOiiOs1enrSUeQvYsO8GTPU458BfAPgvwB6lnG+W8j6V/ncAtAeQAdPupn8v86P01F0lU+OIlv+X9oAbRkN3OjCshxFtKM52GLLHfXsmeG0M8ENVKms/yelt+D0Vkts5yXwQkkUCoWSiNTTBR8LAaeKD/0dq/v7LgBda3sKXOaEYO4p4ZPL9foYE4Kx2CIP6Dm/F3A66cdrtxd+3OHcxfr17rpIrTx+CHAO0Y+nxdlnDcDZot/TNARzQKFQ0icrPN/1r4ZgPBRK+uVzvcTPymAfWQ5QqPtpEAKdEWlJKvWMEEKCpAOqqHYOslTqh8mpZ24VuHW6vgkhJWFEkf/00O1ETxB9DU/0EDx1oxrqx79rcVPP4q1PBM9nAOsUEWIeVT3f9QJTz4h5ZAPYM66IohYtWqjMpS5dupR5Tq9evdQ5tWqVTDFz9LelwPSzVInbUdStW7eEhfhPw4YNccUVV6iWhGN+/O7ThjXQUX/ZbN65nS96uo6ihvoHnV+IbkNOP93XQtZcr9HTk7ue+UuzBg3QPTu7yFG0zfOzd58y6hNJQfyNnlTZDgnseObFLf95JjKLLf8vbYC2DD/uZ8GmGI4i2tEcbLFlcT3l27C6qiE0evQVysnjyvLly/HBBx9gt912U++bN28eGjVqhF9++SXF9LP0O4oaWmK7hGsUTZo0Ke66RFlZWercHB92IyLFqVChAqpVq6ZaEo758btPG9bAehyGyRXXYk2zWqjwZ6YK4hX/ypFC0rWVkwqYBH8QG7p3Gf0qZM31Gj09GVHkL7sWFiKnsBArs7Lwt/5d9B2AQ7Wj6DHvubp1f+66jqImnppn8UYUeXdY2x+ZxZb/lzZAW0ankPUK/bg0RxHtaA622LK4nj2L3e4Qx9CZZ26/5SFOoVtuuQXvvvuuiibatm0blixZEsqdzypYYjuXuD05rjEJISRYDsALuBqf1zsB5x34PPDnn770KmXxhCN8dBQJVTZt8jWiiESPFZ40J5J5uulC+pNzc4HNm4scRaVFFHkLWQtrdQSROIraJeEo+hjAXTocXH7AMR2VEHMcRctjOIoIiTbne2L0c7F58+YiZ5C0d9xxB7755hvUq1dPOWLmzJmDrl27YurUqeqcww47DPfffz+aNWuG77//HmPGjNmhh3333Re333479thjVyxfDowbdymGDfsOGzdKPC8we/ZsPPHEE2jTpg1OOOEErFq1SjmonnzySR/nwVBH0dixYzM7EkIIiYsLdfu+r70uA9BcRxT5SWXtKPIroohE11EkEW+SEFUY8HhMp6t2FE2pWLHIUfSDTkFrrVNUl5QRUQRdp6iJ54/DRBxFf3p+vFX3BNgTQqKL+1mwpMSNKULMQfb7FObvUPFTHEOnn346/vrrL6xYsUI999K0aVO88cYbePjhh5WjZ4899sA999xT7Jydd94ZH374Ia699lqcddYW1K9/EB56aFc89NBDOOuss4rOGzp0KK677jrcdtttOP744/Hoo4/iyy+/xJ8+3XSOGnbETRFCDKExgGP041d97fk+3W4vo+0fjCgi5eF1IoqziGSWbgUFqp0sjiJPpJDrDHID7EuLKPKmn9VPwlGU7/ksEGcTIcQ8RxEjioh5yO1WYYr698gjj8S6deuUrF+/Hv369cNJJ51Uapmb888/H7NmzcLll1+uHDovvvginn322WLnDBs2DC+88AJGjRqFmTMXYsIEYMiQt3HGGWegUqV//0e9//77yjkk1xs5cqSqj3TggQdmWPdoE/jWa5T0SW5urtO0aVPVBj2WMEoQ8+N3n2avgev0lpdf+a7nPnrb2oU+6iu6PV69uup3pI99cr1GT8+Ven22D4GuJktNzxbWTSpWLPbaY/r4U/p5I/18K+BU8px3oT6+TbcNExzDNP2+PhnU05b/lzYIbRl+eUv/n75Dt7NoR6PFFlsW13O2/urs4YwePdr5+OOPndatWyvZY489nGeeecZZvHix07x5c6dFixaO0KVLF3WdN954w3n66aeLXbtfv37qnFq1aqnnEydOdPLz851169Y569YVOOvWOc769ZvVObvssos6Z/bs2c7ll19e7DpTpkxxrrtO/rag7VCKsNq0YRQUFGD+fAnrI2GZH7/7NHcNyMfVefrxI77rOVnXA2msdyhJJAogWUTHijp6wa+IIq7XaOq5QkcTsaB1ZunvKSq9UKeglYzmGgjgc090wEzZobGUiKIsAHKFpQmOQWoc7ZbhiCJb/l/aAG0ZfkqmoZYWUUQ7moMttiyupxuPvz1KfsOGDSqqx+Xss8/GmjVrcM455+Cpp55KuK/q1avj8ccfxwMPPCAJZrom0osAbsE//7jbQABbSnxvSwRTIoWpCyyxnQtTzwyjZs2a6Nu3r2pJOObH7z7NXQP9tItG/vx6w3c9N3nSR/b0pcftttylfn1fHUVcr9HUU4qgCnQUZZZTdbu5UaMdbHm3toPUiXoBwI2lpJ25NYpcFunbdomwoMSW2pnAlv+XNkBbhh/3//L8GI4i2tEcbLFlcT2LO4pKIg4b2e2sSpUdCzz8/vvv6NGjR7Fje++9d7HnP//8Mzp27KicT7NmzYb4oLbLrB2cQ+nTyXzoKDIMKQDWs2fPHQqBkeDmx+8+zV0DD+pW8pILAtHzR58dRaJbE/2l6Vcxa67XaOqZrp3PegH4G8CENIzJRFqIkyg3F392776DLX/Uhaxv1IWt99XH55cSEeT+VE7GASzvR4Yjimz5f2kDtGW4ydWfG8I/MRxFtKM52GLL4noWdxRJ3aCGDRsq2WWXXfDggw+qqKB33nlnh+s89thjaNu2Le688060a9cOp5xyCgYOlNjdf5F6Q/vss4+6TpcuNdCmDdCv3/brZk4n86GjiBASAQbrP4vk3vs3gY3Cb0eRwGLWJBFHUaoRRXLPrpVu89IwLpOoqXc1W1m3LibtWfqngDiIbgBwuE4rExqUct7SmPdW43MUZTKiiBDiD008heoX68fc9YyYhONInG3FYt96st394sWLlfzwww/Yc8891Zb1sgNZSebNm4fjjjsO/fv3x9SpUzFo0CBcc801xc6ZPn06evXqpRxJX399OSZPBm66qRMWLnS/MUkysEYRISTkNAJwvX4sXyDvBjaSSbrdw8c+K+fn+xpRROx2FP3luYskGf63p3g9kzhI/9SdE8e5HwE4Rc/hVaW8LrukIYm0M2/qGXc9I8Sc+kQSebj9237750xWkp8PhIQNx/G6PjfhzDPPVFIWc+fORVaW/A/4l/fee0+Jl5I7n02aNEmlhQEiHwL4s9ivmFat5DZYcbp165aERvbAiCJCSMh5WifU/Azg0EBHMl0Xpa2tIwv8gBFFxE9Hkff9F/POdjHkpycSSMt7HcAhnnSSkvaS6KP1IU09I4T47yjyFr0vLf2MkOg7ilx3aCZZo1vGRacKHUWGsXHjRkycOFG1JBzz43efZq2Bc3USh3yx/NeTzBGMntL7FB/Tz7Zt2ICKW7f6GlHE9RpNPdPtKFqv62YMSPF6JvEf3X6VBluKAynb43xKJqKoUQZ/xNny/9IGaEszHEW0oznYYktXT32/U/+Wd3x0FNVK+5U3WmI7L2IxCoVCCZn81wE2O3IvArgkBOPZLg9uH5Bzjw99NdZ9bQmB3pRwywl6rXyR4nXu0Nf5XLd/AU6FEOgXtLTT85EPOFUDHks24GzV42kUgrmhUCjJy/36//Lt+rn+0eM0CMHYKJT0SHu9rFf41F9j3d+WEOiOSAsjigyjYsWKaNy4sWpJOObH7z7NWQN36f1A5gIYFRo9/Sxo3TAnx/f6RFyv0dRzvWdXrnREFH2pt3pvA+C4FK9pVDSRRBYGvGYLPUVvM1XQ2pb/lzZAW0YjomhBicSckmm/tKM52GJLV8+cnJopbN+QSkSR/IaumtYrV7TEdi50FBlGvXr1cN5556mWhGN+/O7TjDUgRezcD+ErtGM7HHq6Ba1316kjmaRFre1hs2uzM93Tv3C9RlNPN8C6WZocRUsAPKQfX4fok6X/IKue5Pv7eopUh2HNZrpOURh0JOmBtoxO6pnXUVQy9Yx2NAdbbOnqWauWJEr76SiStLCtGalTVM8S27nQUUQICSHdAdTRewONQ5j4Q0dvVAOwS4b7qr1Nyt0Cqyvwo5qUX2hdyNZxeKk6ilZoR1EBgN0AXI1o86AuKv1dEu+VP9h6exxFYWBhhiOKCCHBOIrcOkUsZk3MK2btl6Mos3WKbIJ/fRBCQshhuv3Ec1cgHIjr5ief0s9qaUfRGjqKSDn8qu+hpRpV5HUUrfRsBX8TgP0QXfbWUUX1k3jv/jp4XVJDfkE4cNNUuPMZIdFFHPturAUdRcRUgnEUrdYtHUWpwL8+CCEhRHY6E95HGPGrTlGeG1GUJX/iEhIbqeaVap0ir6PI0SlX3+pE0HcBdEP0aOkZt+hXJYW0s7CQ6dQzQkjmaaSdRbKj6lJ9jI4iYhrBRhSlN/XMNugoMgzHcbB582bVknDMj999Rn8NSN5vD/34w1Dq+bNuj89w+lmtAFLPuF6jq2e6HUXQEUWylfsX+r6cxPgdi2hxvv6xk68dXok6eAeUcBSFYc0uyHDqWRh0JOmBtgwv7TyxD9tKOIpKFrOmHc3BFlv+q6c5qWeOJbbzEvjWaxQKhfKvnKq3tZwcgrGULmd7trB1txK/HHBapbmfh/T1bwyBzpTwy2N6vdyQ5PtreNZ0lVJem65fk63Zu4VA33hE9Fihx/2Vbq9J4P3HeuZk3xDo48qhekxTQzAWCoWSnIzT/483Ak6uPvajPnZYCMZHoaRHztNfo2/42Ocbus9zQ6A/IiuMKCKEhIxwp50JTwG4T28hLltVHwjgLgBvpLkfKecNXSuGkExHFNXx3PMred9vna4ctlmnStyGaHCK1ms2gFf1sXhrLUlR8Nv14991Cl5YyHREESEk89FE7q+dh/XGAQJTz4h5uAnfTD2LGnQUGUb9+vVxwQUXqJaEY3787jPaa0A+kv6jH38Qaj0v0zshtQHwdYYcOg0rSqIMUFijBvyC6zW6eqbqKCqZdlYSKbZ6hP5DRv6XXoDwc5FuH/H8P90nzh8/V+o/5pbo94RpzS702CwTf1CGQUeSHmjLcDJKO6PfA3CF53hZjiLa0RxssaWrZ9Wq9YxJPatvie1c6CgyjJycHDRo0EC1JBzz43ef0V4De+o/fSRjf0Ik9Jyj7wYixW3JS6O2btdyvUYeP/RMl6MolsPzM88fNfcA2A3hZR9dxFp+mj4NYLqOjJKfjbuW8962AIbrx5d49k8Jy5pdpWsuZaqgdRh0JOmBtgwf/bSzfbP+fEEcjiLa0RxssaWrZ4UKsm+oGbue5VhiOxc6igghIcINxP5YJ3VFg5m63TlDxazX+FjMmkQX11HULMkv9/Iiilwe1DugSXnKcXE4XYLiMd2+qh0rhR73c3npZ49r/aSc/v8QTtz0M+58Rkh0kM+V+/Xjuz2/H1yYekZMw5FqgYZEFNmGkX99XHPNNaoa+fTpcv+QEBId+oe+PlFpzPL8webeN0kHedpRtCorK41XJaayUG+zLAmLjTPoKBLOBLAeQGsALyF8iNO2k378guf4N3E4ih7Vdcc2hzy9zk0/o6OIkOggn5etAMwro9ZbWbueERJVgt31jDWKUsE4R9FOO+2kHEXr18tPWEJIdJC4hM768XhEidWeP67lD+d0IK6h2nr7zW2MKCJxsE3XEUo2/SwRR9FyHVkk+FdBK3520f+HNur4xJKOon1jzMHZ+vHnugh2WGFBa0KixSAAR+vHb+nPp5K4KaWMKCKmEKyjiBFFqeKYJC+99JLz6aefOuPHj3emT58e+Hj8lsqVKzvt27dXbdBjCaMEMT9+9xndNTBSb2W5PpJ6fq+3tD0mTddr5dmWu16lSr7pwfUabT2/0GvmlCTeO0q/99Y4z++gz1+3fQvVwOfYK1fpsb1S4nhVwNmiX2tWyvue1a8tEpsFbMvy5B491jszcO2w6EihLU2R4zyfPb/FOO9xfc5w2tFYscWWrp4VKrysf85e7GP/B+s+p9J2SEkCH0DaZP/993e2bNnidOrUyVpHEYUSXXlWf6g/HoKxJC7P6x93l6fpevvq660IgW6U6MgYvW6uTmENXxbn+RW0k8jRTiOESN7U47q0lNcm6tdOLnH8YH28EHB6hECH8uQyPd4XQjAWCoVSthwFOAX6/+szgJMV49wH9Hk3hWDcycjs2bOdiy/20yFACb+M07/vz/Wxzz10n3NDoD8iK8bkM1SoUAEPPvggnnrqKfzyyy+wlerVq2O//fZTLQnH/PjdZ3TXQB/dvhxJPd2ClG3SdL2mUgOmenW8x/VqBH7p6Ra0bp7Ee+skkHrmprpN0Y+7I1zsrdvvS3mttPSzKrqAtfAQgIkRWLOZrFEUFh1J6tCWwfKQTjOT2nEv6tRW+QusLMoqZh0GOzZt2hRPP/00FixYgM2bN2POnDm4//77UaeO++1B4iEMtvRTz+zs6gGkntXLSHJ2dUts52KMo2jQoEFo0aIFrrvuOthMjRo1cMghh6iWhGN+/O4zmmtgV/3njnyJfBtJPWel2VEkxXjX1aiBv7lejcAvPeemoUbRygTe81MIHUVSKLYhgAIAP5fy+relFLS+RdcXkwKzwyOyZjNZoygsOpLUoS2DpbuulyY3k87QDvZYlFXMOmg7tmrVCpMmTULbtm1xyimnoE2bNupvr4MPPhgTJkxA7dq1AxlXFAnaln7rGYyj6E/dZgOon7ar1rDEdkY5isSTfdNNN+Hmm2/G8uVSYpMQEs1ooi89P5OiRbojiuSPXUKCcBTFG1EkTAqho6inbn8u49PEdRR10RFHou9l+thFeje3KMBdzwgJP2504qsACuM4P6zFrB9++GEUFBTg0EMPxVdffYV58+bhww8/VH80y0ZCt956a9G58kf0iy++qDYWmj9/Pi64oPj+kZdeeimmTZumXv/nn3/UtatVq1b0+oABA7Bq1SocccQR+OOPP7Bhwwa8+uqrqFKlCs444wzMnj0bK1euxKhRo1RGicvpp5+OH3/8EWvXrsWiRYvwwgsvoH799DkJSKrFrEsr357JX0PudhR7+divWRjhKLrlllvUB4aknhFCouwo+gRRxXUUNQOQm6aIIkLC7ihyI4p2D9EPip4x0s6ExTraKEv/fHSTJtYCeBvRwXUUyZ9XNQMeCyEm0NfzayRd1EowUrOs1LMgkWihvn374pFHHkF+vuvK2s6SJUuUQ+akk04qOnbFFVdg6tSp6NatG+644w7l0BGHksu2bdswZMgQ7LrrrsopdNBBB+HOO+8sdt2qVauqc04++WT85z//Qe/evTFu3DgcfvjhSv773//ivPPOw/HHH1/0nooVK6rMki5duqB///5o2bIlnn322YzODQnrrmeFnh2U6ShKlhxEHAl9PPfcc3HJJZegSZN/76tVrlxZfWBIOpp4lsUzTQgJI+JW6R15R9Ey/YdmTR0NNCPF69FRRJLhH91W1w6QeP84keDsvCQcRTN0BI701x7A7whPfaIJMc55V9cleluft8bne53pQH5yyy+b2jr9TD5/CCHJIf+HPtT1gw7w1DJLFfdzdXWEHUWSbiaRO7//XvonvByX7A43eufbb7/FyJEj1eO//voL++67r4oi+vTTT9UxcRy5zJ07F9deey0ee+wxXHjhhUXHc3Nzcf755+Pvv/9Wz1977TXlHGrYsKGKMJI+x48fjwMPPBCvvPKKOmf06NFF75eoI3E0SbqcRCvJe4hNjiL3dtFZnl8FJFHCcgMwaSTcMTs7W0UTSVE1V/bee2+0b99ePb7++uthC+Lp//XXX3fw+JPg5sfvPqO3BvaRe0f6Pv/0SOuZrvSzHF2MuHJ+PmZxvRqBX3pu1v+TEo0q8pYiTeS2StgKWlfRKWXlOYqOA3A4gMcATAUwB8DSCK7ZTKWfhUlHkhq0ZXwcpNssHXGINDuKxBmdiqMoDHbMypLZKR+pWVTyeYcOHYqeS10jcRpJWprczH/uuedQr149lVrmIo4d10nkRi7J33Reh48ca9CgQdHz3XffHW+//bZyPsl1v/xSyhkAzZsns71D5giDLf3Uc9u2SgE6ioQeaXN55FtiOy9OlKVu3brO0UcfvYNMnz7dmTNnjnrcqVOnwMdJoVDKklv1FpZjQzCW1OQVva3txSlep5W+zsYQ6ESJnnyv10//BN6zi37PyiT6u0+/974Q6L6/Hsv8EIzFD5mu9R0ZgrFQKFGWn/X/JZEBJV7r1auXI9SqVSvh607W1+wT5/kD9fnvhWBOXKlTp45TWFjoDBs2rNTXH3/8cWfFihXq8ezZs53rrruu2OtDhgxx/v77b/W4RYsWzqZNm5x7773X2WuvvZy2bds6Z555ZrH5HTBggLNq1api1xgxYoQzefLkYsdGjx7tjBsnW6/DqVq1qrNs2TLn+eefd/bbbz+nffv2Tp8+fdR1u3TpEvgc2i0r9X+tdj73W8EB1um+dw3BPCByEvmIohUrVuCtt97aQaSo9bp169TjX375BbYg0VU1a9ZULQnH/PjdZ/TWQHL1icKoZ7oiity0s1lcr8bgp57J1ClKpj5RGHc+27uc+kSmrVn3Pm1ng3Uk4bOlpP/ItuiSVrRp0yYsXrwY33zzjdoFyxsV4kVq3DiOo97rZeHChSpNyIuUjZBzpXZNeUi6kZzrivz+/+CDD7Dbbrup12/QUY/bn5WOpJp1A7BFP491bqYjisoqZh3k/0mpA/vJJ5+ootRS2sOL2PO0007Dyy+/XHRMsjq8yHM3ba179+4qjW3o0KH44Ycf1Brylg5Jll122UVFJV199dVqLc6YMaNYtFGYsOXz1dVze6xvEBFF2zzl5NOTfpZtie1cIu8oIsWRD8XLLrsstB+ONs6P331Gaw3U8fx5uT13Pcp6pttR9BvXqzH4qefcFFLPUnEUhaGgdc840s5MWrPurnPrDdaRhMuWsk365MmT1e5X11xzjSpY3LNnT1WM+MgjjyxWtNiL/PG+ZcsWVZTY+8e9OJakWLI4h1yk7oykdkitm3gQx1CjRo2USFrT1q1b8e6776ot5ofpdNQRMd5/qW6/zaCjKNUaRUH/n7zoootQqVIlfPTRR9h///3RtGlT5fwTB9KCBQswfPjwonOlJpEUtJbaRuJcOuGEE4rqEs2cOVPVHxo8eLBaS7JTmTgYU0V2T9u8eXPRdY866ihV2DqMBG1LvxD9LrlE9hQNqkaR97ZRehxFDSyxnUvQv+kyhnzJuHcTCCFh5WD9MSRRf4sQdVxHUesUryPFsIX5KV6H2EkqEUXxFr8uraB1NV3Q2nRHUZj4TLfF7/ETkjlk5ytxxOyxxx5qy3LZvlwigqQ2jDiK3nnnnVLfJ7VlZOtyr6NIHosDSRxCJY9///336g//eJDzpF6NiOy2JTttSV2a6vXqbY/k6dULxzkO/lPL3YMMamcsiUA6oEUL9JMDzZujxttvS/gMDlm/XmUjHHbYYcX6kWgY0UF0kTG3a9cu5riyPDsSRrmYtevgEZtL3SApHj1r1iw88cQTqqC0OAq9mwbdc8896lxxKEqhavnD+uOPP1avTZs2TRW2vuqqq9QcSzTSsGHizksNiSQbOHCgckr99ttvKrLo8ssvT/m6JDW2bq3oeRZ9R5FtRH7XM0JIlHHv8f0GE3AdRS31h+vWFCOKpFBtjTSNjdiD36lnEtw9GcD+Oj4wqJ3P5P9dI50+8jPs2uUuXKVaianIzlZuJNHGjYnvEyhOBe925nJT94svvlBpHPJ4zJgxRY6iZ555Jqkxyg5XEqUiKU2rVqxQuwK6PK6jhbw7BA7Qt6uWPvwwVufmAgccgAobNuDWjh2xfn3xWL1bb71VpUwtW7ZM7dIlY9xvv/3KHEsNzx35VItZhwGJ2jnzzDP1s4r609/R7XYkmqc8JG1RxMvzzz9f9FjWgbsWXG688UYlXv4dy3b+97//KUmmADfJDFu25ATsKPpBtx2125b7gyaCsRFFhJAo0Fa38e92FmYW6a/Biin+4eY6ihhRRKLgKApLnaITPW5nW/YjmadbOoqIH7Rp00bVl5H6L17EcSJ1QUUkmieWo0h2JJYUMaFXr15qZ6qvvvpKPXYdDZKGJufGi0Qyuf2Lc6dfv3446aST0Mhx1E2bLZ7/Jw+X8bmxvnlzfPXtt5gldU1nz8bi997D119/XexcSa+SsUq9HdFTUqwkHass3Pgl+TzabICjaMdIDRntLUEPhEQioqigmEPRP2Q/07+1y2PPAPqPNnQUEUICxI25eRsmIPfVZqWhTpHrKFqQhjERex1F9QBU9dlRtAeC47QA71kG7SiSOiiMPiRB0aNHD3Tt2lVtGx3LcfLdd9+pNDGJGJLt0qU+0c8//4xJkyahfv36aNmypXpNopUk9SxexKkk/Yvsueeeqo6O1C3aU2+Lvtzzi+N0/Ytje8UcoLqO3r3tgQdUmlTeN98AN9yAvqWUr5C0KZdFi7any8eqVZJofSKvoyj86aQSwykFfXcNeiAkEhFFQX4zM/0sFQLfeo2SPsnKynKys7NV6x4Tjj76aN/GMH78eOe+++6LzPyY1mcQOiYnDfWWlVsdoKIxeo7TW9uen+T7a3q26K3G9WqM+K3nKr2GOsR5/mv6/AuS7K+Dfv/G7dupBjLHU/QYnjXMluXJcq13R4N1pITDlu426VdddVXSv/+++uortZ36BRdc4Lz33ntFxz/++GO1TfrYsWPV43jH5N0i3ZUKFSo469atc16/+Wb1f2PK/vur38Kj8/KKvl+dPfZQx5wWLZyP9PuaNm3qvHveeY7z+uvO1s2bnYsuukgd79WrV7Ht20Vky/Xtb29R5tj21339kcAc76bfsyiDdkzf7zeRaSEYT7QkXLbMrJ4VKnTT62RRgGMZrMfwDm2XoDCiyAC8W4Nu27ZNFRmUVu6mCBLi6z6Ol/O1mIbMUWFhoWpN7TMIHZOjteeeuBsYHn09U935rJUnWHYD16sx+K3nPwmmn6UaUTRDB5XLJriy0fUdulR9+dUq0ocbgfeFZWs2E+lnYdORhMOW7jbpsgNW1arxxivuGP0jUUMiUp/IRVK65JikoCWSdlYa7u/hulW2b8v9z7Jlqn28cWNVsP8rAC907aqODQRwtH7f/PnzMebxx4HjjsOSe+7BOeeck9I4aqUQUVQp1P8nD/U8lsgrO3aAShfhsmXm2P7/MNeoiCLHEtu50FFkCO7WoB07dsTFF1+s2lNOOUW9JrtAFBRIbmh87KtzuEX+LTloBnXr1lW7Irj58X72Ka2J/aXuKHKTtczQM1VHkZt29ndAOnK9mqGnW6PnIJ8cRfJHjfwpVqgdFlcB+BTAFL3zjx8k80eZCWvWdQo2M1hHEh5bynbnOTk5Kl3sxBNPVFvcy+5fsnuVPJY/olykIPFtt91W7P3iBJLzZWt1qU/kIo/79++vditzHUWSRib1gJo0aRJzTJLu1rBhQyUyhgcffBDVq1fHMr0D228zZ6pCzJfecAP2btMGIw8/HN2HDlWvfaE/L++77z5VqHtly5ZAt25oeOCBqu9UyEuwkHUsR1G4/k/21e1i3fYJcCzRI1y2zByiX9++x4TAUTRF/y+vl/K+xHUtsZ0LHUWG4G4Nunr1arUrhbQigng9jz56+/2SihUrqi/QhQsXYtOmTZgzZ47aQtKlVq1aeODJJ5G1dCmy1qzBU599hm6dOxe9PmLECLXdpewoIduhSh8vvfSS+kL2IsUOR44ciRUrVqg8bnmfl2bNmuHNN99UhQfXrFmDl19+uSjPu2bNmioqSrYhdXcskOtMmPDvhsfyg0S+9F2aNm2qriHbc8q5cm0phuiNuho3bpzaKvOBBx7ADz+4VfAzT25urupfiiv61Z/k+UubOb7WOwdcHpijyB89E2dWmhxFswPS0e8+w2rHqOvpfiJLVE881EnRUSQ/ARvpPUVOkJsXnnH45ZZPph6ICWs2ExFFYdORhMeWsj16t27d8Omnn+L2229X29GL02jw4MG4++67cd111xWdK06fxo0bF3u//JbLz89Xv+1++smtbgb1u0x+o8rvQtmCXpCoJXH8yPFYyDb2ixcvViLXEQeTbJOerR1Rc7duVTdP5VpTp01TW7NLPSIvsvPaww8/jHd//x3Ohx8i+88/cecFF6Q0V6nUKKoU2v+TWZ6IIrkd4HUckXgIjy0zi+hXt27TEDiKJGvhD88+h8mTa4ntXOgosowhQ4Yoh4XcBZKdJ8ThIs4ilzdffRWdxWFz2GHY2L07av38M77+7DPUrv3vBqOtW7dWd31klwkRCRP2OpuEAQMGYMOGDdhrr71w5ZVX4vrrr8chhxyiXpMfB2+99ZZyaMl7+/Tpg5133lk5eoS1a9diypQpKgRZ2G233ZSzS77433777WI7ZRx33HHK4SU/KuTHxf777692oZBdLz788MNiPy4OPvhgNfbnnnsOZ5xxRoZn2nS66tKpHQJzFIWVmZ793LYHtidGK09EESHJMsbzvyz2n1jbce+NSVpGKsiG2a8BOBzAt/pHxlmlnFcN0XUUhQ33lgl3PiN+IQ4Z+T0pv6kkmkdu8O29996455571G8yF9nyvuQW5nJjU4pYy3u80UcS+S6OIe9x+Z0nvxnnznVL9O+IXF/OcUVueMpvzzfeeKMoym6eLqTdpUsX1Yf8hnz99deLXVv0adu2rRrblIYN5Ycsmq1cWWwccmPTRRxk5Y0tldQzKRPt3Vg8POwOoL6+WThaHxPHEbehJ7F2PQt6mwl3fboRTiQe6CgyBHdr0L/++gvDhg0raksid3fktW+++UZF5Hz77bf43//+p14TB0vPHj2Qc8IJ+Pmnn3DOzJnAFVeg6urVuPz444tFC0nYnexuIdcRx4s4YUruDHHTTTdh5syZ6nW52+SeI604f0499VS128XEiROV40YcQ3vssX3PHMlbdx1F0kpOvHxBu6F+ckx+SLzwwgsYO3asimw6++yz8csvv+CPP/5QPxxEV/cagjiuJKJItnH9888/k55rb4SWSbjRYuXT1ROvIH8WJksbIx1F8oNQMpflq1Fmc4n8oNQ1WxJNPSMkWe7WSQG14kgKqOrZYSfZiKLSeFS355T4sdFZj03+b/x7CyJ1bHcUpTP1jBATcP9P/Bt/Hh/TdbvjvmeZTz1z04aFsvePCxI3euhzHV2+DkBDAF0CHhcJI+HY9UzYHowA7ET3RwJwpgzB3RpUonMee+yxorYkzz77rDpvxowZGDVqlDrPZf8uXZArKWQrVqDDunV4fN06bFm3DlmtWuGC1q2LYkckAkkidlwktaxhie1BvVuIuue4qWW33HKLuqMkRQNdpKaSOGAuvfTSors3++23n3JKyZ0fcRzJHax69eqpMGa563PSSSfh5JNPVg6kNm3aqO1U3ULeEtZcuXJldZ6L1CWSUGSJppo1a5ZyFh111FFFr0s/MoaDDjpIRSiJY0kcaZJLXxL3rplcR6KlJGTZRcYi45fXxZl2wAEHFHvvZ599ptL/xDn29dfyJQull8yJ9O1GZEkaXSpI+LXUq0o/22tf/bs9arKYGVEkAa4fSk0EcU7qEo/yh/G5cb6fjiKSDqSw9Cul/I+NFU0klez+/WRPnde040mSgP/jOX6KdjXXT6OjqKInSsk2R1EmUs9IlJDfKPd74leI62QR94X3/0hQjqJkIorC7yj6SP/icQuPM/2MhDmi6G79P7F2Wopa2wIdRYYgTg1xWkgorBQPlLY0R4NEjLRq1UrlkEt47SuvvIJXX31VvXZE9erIWrQIk7t2xW5duyqH0l5du2Jd+/bIu+uuoj86tmz5d4cqCTa9y3GwU4UKxRaT9xxBHDDi9CmN//u//1ORQeLokXQxd/eLGjVqYPfdd1eOFq+jSBxg4gw64ogjVC0iqY8kTh9xEkkKnDhbJKJowYIF2Gkn8Rz/yyWXXKIinHr06IH3339f9etNqxNuvfVWDB06VEU3yTWfeeaZotfEeSW8++67yrl13nnnqeiq4cOHq+MShizhzhJCLaHPgwYNKkrLExsJTz31lIqmOuaYY4pS6aTmk4z388/lDk1qiONMritzlJnQzZM8z3d0osVHDf1nYvKOIldPbyh4GNig02521XVfTtERRrXj2IEqy+N6mx2Qjn73GVY7mqDni7rtr3cjy1Qh61h/8LgpcOd5PjEu9az3VP8Qc/H+iSwJETatWW9EUZahOpJYjAIgN4UkTUrqL8rviuuK3BS22rKp5zt5VUCOIvdzKZGZl19uW0txFIXDjvLbrafHUSR8rFs6iuKlNFu6u1eXJSVrvUYB0W/y5D/SkIGQDuTv0vc8v4qSY00o/h/6i/wNQ4mwjB492hk3blyZrwtHH310qa8deuih6vVja9d2Cg45xHG2bHFObdGi2DnXyjUAZyXg3DBihDN58uSi1+6Q1y6+2Nk2e7bTRh8bP368c9999xW7hoxPximPP/roI6ewsNBp2rSpc8UVVzgbN250LrroIjWO7t27q3P69evnbNiwwdm6dauzZcsW5/rrr3defPFFZ9u2bY7L//3f/zlvvPGGk5+fr47L625/vXr1UucsW7bM+fHHH9U1hIcffrjonKpVq6pjf/31l7Np0yZnwYIF6vkhhxxSdI70Icjrv/76q/PTTz8Vm8/PPvtM6SPvled9+vRxCgoKnM2bNzsHHXSQOta3b99i76lUqZKzYsUKdc327durY1OmTFE6uv0OGDDAWbVqVUrrYvbs2c7FF19c9LxZs2bOm2++6axbt85Zs2aN8/LLLzsNGjQoen2Etu3pp5+u3rt69WrnpZdecqpXr150zvjxPzmjRjnOyJGbnRUrHGfRom3OiBE3FutXrjN37lxlF5mXUaNGFb2Wl5fnjBkzxln5/+2dB5wURfbH37LLLiwZJClJVBBUVBQVczwjnmfgxHTmM8cz3nnq3zOf4Tzjme7M4VTMillR8UwYEUEJSjAAksMu9P/za6rW2qFndqa7p1P9vp/P+/TMdNfUq9DV3a9fvZo911m40HGee26ps/baa69SbvTLL7/80tX1+eefd7p16xb7eRZEXlLn0J+bOG4NddwyEacyAXpT0i/fqD41vMAxO6ljPitD/v3Vf9djDBJxXlffJ6vt9SHls5b6v7kJqPOopVLVL8rfNQH6UKKUno7IUjS9h8xzRO529pPBTktpngBdo5XtVUV86SNtd5W2DvdsAXQYpf7n4BLTLVDp+iSgHhsL7mOh2njjt7XVb+iHrRKgYzqla9euDXLKKae49+Dmb61aNa7bysrK2HUuTs5W/eOuBOiyn9JlQgJ0kVQIPYoygl4aFN5CmE6GrdfSfZjahelaCGSNaVmYioVpYRf/8os0f/llWfLuu3LWyJHuf2DVsKFDh0q7v/1N6jfZxPWIwIo2JtpfB28xryxSV6y4hoDVCCwICzniBmGqFbyGsAIGvHYQdwjTsmBFxxZeO1itAtO58Bu46KKLXI8orI6G31AueO1gWtyLL6580wEPpPPPP1+eVkukIqA2vJQQzBBbpIMXD7yDMJ1MH+OWqaLCXRkDICYRvIMQWwlgpTfEhNpyyy3dusLSrfDQGjBggFs20zsI3l26jQCmmKFMiLGEKYBYPWT99dd3pwWGgS4b9Nc0FUC8+EDlXRDfURYu/FI233yxnH12hfz1r39pqDMEF0cfg6cV+hf+67PPPms09RGeWnvvfbUMHQq9FrmeXVhq19QffeLQQw91vckQaworqeQrJ7ZJ5x61PazIaWcIjbk8pjJGnWea2jGN5XyoiOln5fIoAuPVxARMzr0RU3zVG/6r1P5fo8ilJz5R0vosxorpIU8/S1oZST6uxjo8mLCvWh8Rwb5Qb8/byAFSK/+Vj+TDlr1l7RY6Eln6gU/LNcbaW1708jntDMxQ42FVwCU7/ASzNqeftUjcOWlOOzOX8PhW9cOwRvRs49WWWLlaC7xV8Hyiv+P5B882u+22mxvzFc8ReFbSKzqbXHfddW44Eg0+Y7Vn/D579mx3dgZiuiJvzJjAMwti1+K/c0Nx7LHHHu4zDJ69sFrheuutV3I5u3Xrm5CpZ+AFFQUMMVLX9/UPtYk4D6ODhqKMoJcGxbKlo0aNcrcINJ0LjBtYhQwDDeLwYIk/DAQVyvhy6x57uNO+MPhgOhcCXXfr3Vs+/uGHRlFlchfIROp9EeeoSH1hVOnZs6c7HQ3Lq0JfxBwCMB5dccUVcsstt7gGBBgzMFUOxi0YtbQBBFOrMAUMcYAwaOJ3TBVDGj3t7thjj3WXcNUugog3hClfWBUD+SCWEQxWkyZNalimVa+IBuMH6gfAoAPjjp7OBWMIpuZhsMB/Y7UM/BfAVDjT6IMVPECrVq0aTc1DHWBqHKbJwaiE4OJhgLJhZTtzql8xAcSbDlSOR70ugvBT//d/58vEiV/LvfeKfPDBhIZjYNRBP0Sdf/fdd24fw1Q7HbsJBjdcoEaPXub+z8EHv+TWAQxKGiw5CaMc2gNTJW+88cZVgqWb5cQ26TyuHo4x7WbzAsf1NaadxVXGqPNMUzumsZx6+tkehjElF0yRLJehCNymtnupLSbFrJzwvDL8qc4/LYaiJPbZsFc+S2IZSS4wu/5emQpPUSaRO9QDEEwM28hMGS2zmrWXAYsnyuhly2QzyQaIwHlGEy8ozRXP/BDG9DM/wazNgNY1iTonK/IYiszvu0esUzrx25Z4NsLLW7yUzo0FWwi8jP/555/dsBuIkYrnK4QdwfMPnmPw3Ij7fTyXmFx99dVuKA6sOo2FgPDS3XyxW0w511pr/QQZihYaUyX9rX7WLvbzMFpoKMoA5tKg8Gy5+OKL3S0GEtObBOChHYMC4v+0b9/e9SzBUvQ6ms3zCxa4AZB79OjhesDAqwieHc+qwNNLLr7Y9YDRa18hUO/8f/xDbl9z5aLeeMOz4w47NASl1sA4Yy6RigEOxhkYrKArjEQ//vijuw/LlyJA9H333eda0OFNcvvtt7vW2y+//LLBUNS8eXM3phEMMzB+IC7QSSed5AaxhncRgKUdVnEzb22wQT44FjGPYEB7/vnn3d8RLFt7B8GSb6JXBYMxBDGhxo0b58aEgrEN+cAABEMHvGQ0qO9csMIcVmc75phjXOONGQepHKAsMNyYAcShOwxqup/kC1Sug5CvvCmtlk8/xS3MSyKycuW4GTOWNRyDCw/qDoa/f/3rX64BSAf6Rj6oHwTZ1ibH2bPHuUY4Uwd4hSG9tw7pBJemx4rwKtKh5YOFMSfkV75QDzzVypgftUcRwPvOJeqGA++ebxCRn5RuemQJiq0rnknOwzBXPrOFSnUmabNJ7kMj7upGy1vyT9mjU3P5oUsX6bpihet3dGnIqw3GAdbZEiNYdZgrnklORJViF6IIc1xamshg1vup11noW6/nMasFqS3SFHg2wotY3COXsuANvIIQfxUrUePlPF5sw3CEZ0L8hlWqMQNj0CAsvfIreJ5EflhRGsYmzFzB81w6Vz3TjAwcp8gmaCgiLjqA7uQ8+2EWADsZncZcIPMCFUB0SBEr7ABMzYI3C7xJtLFHg8/w9oHHjhZ4wzz22GPudC3NX/7yF9eAgGlmV111lWs4wgCGaWTwbAHwnspFG5qQDwZLDLzIA54uAIYw7R2Uy5VXrnx/BcMW8oE7KIwvv/nNb9yy4DcYOjAgY8CFa2jjqVviWvRhkb/++uvdfdAn13U0LgoHIV9pfKurm6BCLU5Qx7RqOAZ1Ac+vE044wXVVvfnmm10PtVXfQORf8ayUQOhp4h6jFvHQ7oX2yFstIp2IHegJpmc2YShCKNxyUK+MQvA8ha+lHsX1o0YYkxX8vrnPCmF7FJGkg+DVg5R5968Fj/yuqkruOuooebGmxvUzOt+Y+plWtN9D9wJ9PsjUM6Afw39dOzf6qWfJMhQNNcx0Kxdn+ZUnjfUn/U3pIU2Dl+t+ML2PMDNi1qxZjcJC6JfiuS9lMd1MA8NU7ovddK16pnla3YUMLmKJGZL+py8SmA5qHYNCb17+pwxBeKBY6U/U2AEVvkCXq+83FOmqi6lWmAeLZetNYxG8g2BsgMeOKfD6McFAB2MTrOAwuMBAg1g/mO4EAwWAF00+kA8MEPBkwv/DeAXg6QTjBDxuYD03wcpsAIYl5DNmzBjZf//9XU8ceAeNGDGiYUU5TO+CtR6uoiaYfvXss8/KAw884E6VQ7wjTJ0rJygLpvrBU0yDwR4rvsFLq2m6ichBRtQRafAoWrnQ9a/AyIYpgfBMQ/sgjhMMfdABxjysBqcNRR07/uS2dXE6pBvMGJ+mptns6bG/japlcF/EupFso6d5DcwTb6PcHkV4/7yDehcNbwbNa2UwFNnqUURDkQ20UH6BWNVMx+37a1Em3mU1NXJkhw4NXnxpP0/0NG3Jcz0NY+qZfkT+1Q+79Naq8WnATqahaJzarvSsb8x0o6YbrzZMwkOvnmwafcx4pAD32cW8gM39DZTjpWzyPIp+FpG31Gd6FTUFDUUZA9OvYLTAtlRvopnGvGivN8KvGdNjYBrYSn3Xsz2vV666eOi4uMi84YECY4L2DMKUOLhAIn4OPH201w48eHBsrssjAmPD0ABjBIwu8OTB1DIEYgYIiq2BcUfnifpBPhgUMb0O+cCijilrCKQM4G6JOE2Yu4u5qPAOwv+D8847z80H0/e22GIL15VTewdh7i+CMGNaG3R/6aWX3KlvWE4RYG4rPsPAhWPuvPNOz7rBlC1MjzMF/wdOPPFEV79CfUAH/dZlwduD+++/3/WYwnxj1I0OIN40WNy6lXrkm5bXUATX1COPPNINeIeA6occcohrXJsyZYrr3jpy5Ei5/fY7ZKutego8XO+770+ugU5PjSx3X4+TFYYB6A8e+4cpTyMsJHp3jGWMOs+0tWMay/m1Mbb399jfrcyGIjDfw2MV02BE+UUE9aLz++Y+K3027KlnSSxjOHQOKSpW1HxsTGLG1aJCndW/TnNvqi2X1tU1eBeuutRJelgtJ97anmWaeqbNIn5DgGsd4bvw64R+/4ai+M/JLnk9wVeiH743iUif9BJWWyJuEMJlmOhnnTDA840GzzuI84qXvsWC8s2dW5cwQxHQszgOUiPIGSo6KJbcKMyy2M/D6Il96TVKvPI7tQznmCaOO0Ed94qIs5f6PDHPMuB3F/ifu+++23niiSca/bb66qs748ePd9555x2nTZs27vLoo0ePdhYuXOguETlmzBjn6KOPbjjeXG5eC5ZVx/Lq+Lzddtu5x7Rr165h/4Ybbuj+1rt374bfmspnnXXWcd588013qfevvvrKPd4rbyxbuWDBAufGG28sWId9+/Z1Fi9e7Ky55prOvffe6+btdRzK4cWECRMalqDHEvaF8sIS9SeeeGLD9549ezojR450l5yfO3eu8/DDDztdunRp2I///Pjjjxv9x6mnnqryudldUvK11xY41113ndq/mvvbE084zt133+P+hnp599133bpEPmjPHXfcseH/2rdv7/znP084c+Y4zsKFK5znn3/eWXvttRuVG+1o6oD/BHGfJ2HIRur8WIG+kLPvSbXv4gToScmevKH613CPfXPVvsti0OtTlfe+Af/nBvU//5eAuo5zbJmRAF2SK6c5IisckWkJ0KVUma6Wdf7ZEbnCERnsiPQs+X/2V/3k3djL41+GqjJMV9tFIk7LnGPaqn2Ox75iZVDAc6q/Sj/bR9o3Vdr9ElDfv8r1qkovy7P/DLX/sQTomm7JvRf2eqaB4Jlk+fLlzqGHHureS1900UXu/fdrr73WcAw+/3rfvlJwX4/7e/M389lG5/fZZ5+59/Drrbee+/wwefJkp3nz5iWW5znVL1Y+nyVD1tTDg4e84ogMSYCOkhSJXQFKiFJRUeFUVla622LTnKbOjoeaOG4dddwSEecW9fmmnGP+rH6/M0P1U4zA+FRfX+9svPHGBfM8/fTTXUMKgOFp/fXXL0sZMZDDcLXffvuF9L/3qgH0vJzfZ6vfSynHbirNp4lsy3JKM3VTiwp43vi9nYizVP0+MOYyRp1nGtsxjeW8W/Wvcz321al9x8aglzbw3BDwf+5R/3OGBW3pJR2NO93qUP6zs9MlYWUMLitfeIjUOSK1CdCnFPlR6b5ZoP66vuojc2Ivj385TJXhZRFnsvq8R84x66nffw6QzxrqP5b5TL+5Sv+tj7SjVNqD8rRjPHX/gOqDp+XZv53aPzn2PpJ0aaotizUUQWAcmjFjhnv8Nddc49xwww2hGYr23HNP11iEl+V4kb7BBhuUXE6R11W/GB57vTeWJY7IckdkvCPytCPygSOyzDAYwTi/W8ltl0GJXQFKiNK9e3d30MC22DTXq7PiiiKO1Rfl79V275z9f1C/v5Ch+ikkVVVVTteuXQt6B5l5HnDAAc7WW29d1jIOHjzYefnll13PJegWzv+OVQPnXjm/j1G//66E/zpRpXkiUW0ZlcDjARWwQMTpmnPefJaAMkadZ1rbMW3lvED1sX/l/N7KMDDo/hiHR2tu3y9VnlL/c6QFbZlPFqo6yPVWLFX2kmqnU7PpTu/ek5wOHUbEXq7wRF+vIAcmQJ9ipb2hd5tA/RVGxHr1Z91iL5c/uUTpf4t6WYnPN+ccs5v6/aMA+bQwxsa2PtL/JoAOT6u0R+Rpx3jq/mVVHQfl2d/W6KedYu8nSZb427KwFDJMlVrONdb4TvWJYbGXa1WvolxjD7w071Kep9D5rtS1XdjCGEWkIeb7lCKOfckIVVdnxC3STLMslB2WuZ85c6Yb8+e4445r8ngsHz969Oiy6oSYSIhndMoppzSsZBCMKiME7q+rJKxk5cpnIv1K+L/8K57ZAEKPvqciPmH1GTBcbXX8CELC5luPILBgbSO8YxijRam8qbbrq+gxfrF91bOgAa1xM3iRioRztmwm81Z0kilT+sicOQ+oXy81xu40gjgem6t7X3CIpIcBRiSqxot6lMoyYywobe2i5LCOcffxbJ44RUEDWYuKALUoQEynIGNSMoNZ6xhFWL7Gi3lG7ErGKSIrqatL2qpnmknG9UCMEeNIEcF1D6Q97H9waCgiDcGscwONFjIUgXc8bllsMxS98cYbbgBrBJn+/PPPJQlg5bebbrrJXXksHPqpMMvzPMyJ+qaAhqJS0Aai41QgXwSIB4/EqBOx01BkPnTFwSx1uwZOT0kw6ywZipqr4PoY3S9EIFQR2VBGy6ldhsrQoe9KRcVC9ev5RQVODo/t1CIKesWcoOyttmONdVuDmCajRJt0ig8iWwgsmABWLo2RPswx6zX1+NkrZ1H2XiEYiswA/0EMRb9YYygCenEUGorISurrk7bqWTG8qrYbiO3QUERKMhS9Ythf9dKhXoaiDiLSMiT9SNzogdLLEDYh59atGGgowiXoZWV+u0k9rI01zG6ElMtQ1Cvn0TtuQ5H5MLZ7gP8I8lCWFZpa+QzruTwkImeKyF+UNwa8yP6tPBxxbX9G3RPcXzlDdt11lHTpMsQwYbeR6MBrqVtF5IKQ/u+3aosa+J86C7Qvp12GonEZ8ihabDzS7RmyR1FQQ1G7EDyK/K64Vp7HRb02JQ1FtrwEnzt3boY9igrxidpuKLZDQ5HltDNusIuZevaLWuZb8iz3Oc/43RavInsMRbnTzvx4FFUYPg32GorAn9V2K7XltDNSTn5Q0ygqczxOkmAowsQmCTj1jYaiwh5FbZR/zu9F5O8icomI7KFe6kxXU2LXVAuvzzHSNWuGGj1KTcTprnwgy81AZT4X444jCCj9TurzkyJyX8qmn9FQpOmqWnO5YfzWvtPDPQxF+pxIm0cRzrZkeRR1VFcPPVE5HzQUkSx4FH0BzWWl1+nqYjuxB0qihCeIxN62bVt3W8rynz+WGHwUq5tV5tn/lfrP7TJQP2nMM/z8nlJB3U702NfGCF7Ytoj/Wt1YdaYqYeWMXp4xgmV6BaBlf82OJKGcn6m+trPx21vqt+Ex1s3RSocn/datcR51sqQtveQIjxUVtVym9s0Vce4Xce5Vy36PzLNK2qplxJLX+ItLIijLP4zryuMh/N8B6r/Gqe9d1DUIv60de7s1Ld8oXbf1lT63LbdQlftd7OUqXbb2WElsE/XbChFnqPptgvpt64D5Paz+52QfaXWg7Yt8pL1Opb20QDtGKwNVH/y5iePMgNYdY+8vSZWkXkPKUU6Rhao/9Ildn9Lkc6X37la2nRZ6FGWM5cuXy7x589xt2NPONE+osJb5ctDTz3pI+usnjXmGn18hjyJEqZpZwvQz/ZbpJ2WtT1dbhg2mn+kAo7M99rO/ZocklHOSR5yifgnwKJod4K09aGt8nmtJW3oxNc/UM1znz1CfD1ZyqPIP2keNP02X8VG1Lfd0LUxaP8z4vnWI087gTaSnzuiIi6iNJNPSuFP70tc/5LblOOMerRyTCTuoaDa1ZfhvLw9IlGeh8ld+UnnU9Qhp6tnPMU89q0nMuFNMfCI9r0C3Dr2K0nYNCZuV5atNoUeROf1sIyvbTkNDUcbo0KGDHHDAAe427BXPiiXJAa1LrZ805hlufm2Mm1QvQ1Gp088OVNvaVLZl2FyvJnXslMc9nf01OyShnLkBrdsat/9JiFGEyQ0SYIrHwsDm5/S0ZSFD0doq/pnmavXACdPIM77L+IyaENOvzNPPhqsW/VY9WHQOGHa5yoheow1FkjP9TE+pSSL91a36z01M+Sm+LWG4mFHGgNbvqWmket2gchuKMKV2MxVFsbOKpdlCTVrU96NBxyYdnSfOYNbxjjvFGooAp5+l9RoSNu3bdzO+6TUE04Je+GBDK9tOQ0NRxmjRooWst9567rZcHkVpNhSVWj9pzDPc/NY3WtWMXOFlKCrGo2hjtX0+lW1ZDu4SkdF59rG/ZocklDPXUKTP2Jl5Ys5F7VHUMSUrniWhLb2Ah5B+uPxQjd7bisj+ygP49EBlXGCselZOryJEUgK3K5MD2Cbg6mntVS/X/wdGKrMizGonSZbjE3n113KufFZTxgeMfDHVvlTr2E1RLSqqxetTvupZi8SMOzQU2XANCZuaGn0WZMejqIUlbaehochyeltmKCJhTjuTnFu2pjyK1lU3vXUicnJI+hFCghqK4vQmCtOjyOZA1uBNEblXTQiGkegDrF6m9t2mwnMGQ08/O0DKd70Zqq4Rd4vIWyEYio5U26dzAmMvMu5WdhZbAllHEdAaK+iV21DktUIogrL/xpjq1coIiZ62Vc+SF8wavlqAhiJSPI6jjSn1Efn7lsOjaJ0yTaRNBzQUWU4fy6aekXIYiiaqLW7wC4GoGOAF3y70hJDwDUVeD11xeBQ19xkzhYaiXzlMtesz6iGzhzK7YFWz4Dyj3gr3C7BscKWKJlPIm2ikmrwUxFCEPE4RkRHqu55sZfJsgX1JIV2GoirjfNQGo7CoKMK4jbHsSmUSnJEBj6LkGIq6GPElm+IjtV0zgPmfZMlQVFGhTZ9pAkbRmcpUomdX2AcNRZZj29QzUg5DUVujN+llML1u8XTQ0HtC1I8QUmow6w7qISYJgazBEsMpPeoHsizyg1rm/j61bMkzxgNvMBYY04b9eBU9rjx5/uGxr5Ph/QP/J/CumjTXp8TlMVZXev5DXXsQYPcOj+NGp2Ch+AGBAlnno1xTz/oYEZ/8xPVpqlVrlfGn0D3r5cpEMUD1/zR6FCXXUFSMR9Fc4wXi4DLqRJJOug1FYKzn9DOboKEoY8yfP19efvlld9sUrY2LXzk8ironsIOVUj9pzTPc/IoxFD2i3lmjtXfPc8y2aqLjL2oKQDrbMmrYX7NDEsq52PCd6JugqWdBp59FbShKQlsWw6Fq8odeQiCcMmK8B0f7eIxdT4XZ3tFj3zVqhS88Ir9qGKY+LsGrqKOasjZVRaxBjz9ePbJ/V8CvphyResKgyjDn+vco8mpL/W9rhzA9y0THByrHy8J1DIN3fZGB3SUmQ1Gl4R0ZlkdRvONOKYYivbQAOKdM+qSbtFxDgrJw4crpvo6TtkDWuXGKNrSu7UxgcKdYKOvh3BVxZoX8v5UiTr36724JKCfFr6yOJnRE6hyRmiaO/ac69q48++9Q+/+VgHJRKPbKaDU276/GfnzeIAF6faJ02cVH2otU2psSUI7syxqOyAo1nv/kiJzjiLR1RKqLSDtNpat3RHrk7Jui9j2d8/u16vebC/zvBY7ISEdksToWMs8RGdCEPi0dkeXq+NUSULe50l/pNr8s/z9PVda6If7nSb82gCstA/zXQSLOcyJOP/X9GPWfz0bYBu2NslSXkK6jka7KR77DVdpXI+1vhWS8Ks42RR7/nDr+2wToTolPtlH9YFwCdPEjByr9306ALvFI0hw+SEAQhb1///5FRWMvRyBrUY7icH1P4vSzUuonrXmGl98Ghr+Bfr+VD/2W+Xce7ydbqHV3RIVaTW9bRg37a3ZISjl1nKL1De8dPUkgrR5Fcax6loS2jKeMiCj1hprOhclFV6jfXmvCh7i7mjzkKH8LeCRp4GHUS3kQHZ6Trqk4RfuJyP+JyG/VteZDtTB7jyK8cBYb/tRJnH42IGeiWLht+VUZSq69fpYFvAeEL9Wtykf5zpz/jtIDcq7hvdTJx5i00GecpHyrnsU37pTqUfSi2n5TJn3SjQ3XENC8efuUTz37RG0HNcTWs6XtNDQUZYwOHTrIiBEj3G0cgayTHqeolPpJa57h5YeBEXxaxLGj1Zoj7dW6Iya/VbdNkwssBJ+Otowa9tfskJRyfptzdn+fkEVrZ6do6llS2jKeMqK37KAemw9Vk3xg+Nm0ialom+dMCjrGiGl3qtr+xyOa0mjDtJmrS4WRFncdWyg9DlaGrLjX/0pGIOt8bVmOkq+dcz77vQesN144bq3MkXEYihyjLKtFOCZ5rXoW37hTbZSoWEORvm+EcZjYeA0BrVuvPGuqqtK24pkZHn+xCtaychmQDh02VW03UGyAhiKLKUcg66QbikgpbF5EfCLzdkovnTzcI7QkeFgdRwiJ21CUlBXP4l5diPilXoXL7qtWhqk2Vrb0AkYcMEqZAFZXIbeRfi+17waPdD8Zvi9b5ew7XnkaIVbEliLyno9ypMFQFG4g63JGaNKGIrw2CnoPaK6ado7RgyakYGxqHyCQdfKCWXdW27oSRlm8gpASg9CTUunk85oZFQ4mn7oeRUl4HeV3jsznRkDrocbCCGeIDdBQZDHlmnpmXiJoKEozCAYqBZYyzgWGILCPcXtzsFp/JPzlfQkh/g1FqycokHXaPIpI7o305caNc0UTLx7eNSYTHSciJ6tb0ecLmC319LPtjN96KT8TcG6A8MVpMBSNK6sBRF/pg1JpXO0nhTD1rKv6fJHadkuwoWgtETnRCGAddDpssgxFXQyjrVPi6+K2Rq2QckyMmmn4VSaN9K96Zk4/Q2iNl4yVni8WG6ChyGJsnHpGSnkvCFdL8EqRacaolWXaqltPxKS43tiHaQWEkCQYitonzFAUhkeR37f3JCh3qUfi/iKyRx4TwhDjWvAvEVmhpinrWEVYyj4fOorWqeq4TdR/tFFGpFsC6J5UQ1FF2Q1F3xn+IsW+Dmrq5SMiFC42WszvPWA39YCyTEWgukn97uR4GiVlbEIvvFFE7g/JeJ1MQ1Gx087AIsP8T6+icrCausuGUfVqETldkkc2DEVj1XaEGn3eUd8RUy/70FCUMerr6+XHH390t3F6FCXVUFRK/aQ1z3DyO8yID4Eb+2JwjKDWB6ppCbiUfZTzJji9bRk17K/ZISnlnKHiXzRLmKEoTR5FSWnL5JRxgTLcgDM99q+vbrDnqmlkU5QHkagXEl+pKWn50NFqYIY4RUQ+UC8jlilDU5ApzV8ZHkpRmyAKsY7Spz7w67x8ban9tCqMyUVhTDv7JgSv8jWMKWxo3b+JyMdKZz0RJCmGoo5G/KL2IU89a5GIccePoQhw+lk+wmjLHoYxFSPjtcrfBUsDJIXly6uVwSitU8/EeGmO2n5Y6utPzvz1P5fYl16jRC+tjKU725Xh/3dU//1FAspKKVWaGUsVDy8x7WYq3RK1XeCI9EtAmSgUipYvjfF/QAL0geyj9HnHR9rZKq1eRpsSh2C5+2WqW22cs+9Y9fso47dhxirqpxTx/1i+fldH5H5jSfvHQtL9B/V/gxNQj1ouVzotdUQqypbPNNUIm4TwXyeq/3pcxPldgPMZsp9KPzr2dhDnKqXL3/PsP8cYTxep++sL1febfea5lko/NwHlFzlTFe/eEtM9q9IdkYAyJEv2lm2dP8tmzhrSy/d/nKT6yHMizvEizjL1fbGI0z4BZVwpF6g+cGsCdAlybVvqiEx2RGoSoE+0Qo8iS9ELzToqDKQtHkWkGPRSxXNE5MkS0/5P+Sxoh+mTEhQulxBivuddkaDFi2f59CiqCCEeCAmrV2mP0rNy9ukwxGNyPHmWq7sQeJ02xc9qye2D1YQLxMQ7NiTdkzj9bCtj6jfqqDxoj3IdWygMj6KJIdwD6nT6f+KkkEdRlbrL0X5vCN27O6eeKehRlI+/yg/yN/mfDA5QN1gNUPv936Kig4JqNbImg5XBrJOxtqpfvldnfx/jzLQHGooyRrdu3eS8885zt4WAI7goIxEeFsJGX9zbJcyZu9j6SXOewfM7Um0f8DkoYm66KHf5f0uW2jJq2F+zQ5LKOc/Ywm09zVPP2hg3MnMtbMtklfEfxtTjjZswFE1QAa63UY86pfCjykM/wmfNULSGYSjSZojytOWknJiVYRmKtImgu88HjSQZimCizGco2l+ZQRBQ+F71236G8TrMVc/iG3f8Gop069FQlMt3LVaaZjdpg54T3FAEnlMxCJsZzgBxU1u7clJmq1aIU5dmFlh1/TehoShjVFRUSE1NjbsthI7Z/lAZT6l5CfQqKrZ+0pxnsPzaq8j+OkCpH4arN787SdbaMmrYX7NDksqpjUNJCi9pehSVUkPtjfeVSy1sy2SV8SP1+qlCxagT9cg8wPA4NflQRN6W+EmaoehQdXv+hhF+vjxtOSlEjyJEVdImwB+UV0Nzw8yQVkORHpt0HCITHUD4JsOfbi/DqBTUowhUxz7u0KMoXFrKpKp13U9r1fszdvdR5wiu5e8bv7+stuW9+y6FLASztu/6b0JDkaVsqLafljEPTj9LIweqgf3TIqcDeIF0uyVoUgshxGSiMuTrlYmS5FFUabzIKAaueJYklqtFwutEZKB6abCZ2jfR8M1IGkkzFB2htuXzyA3bUFRp/MdE1RNmBrgHTKKhKNejaKjq3XgEvlU9sE9VoW/XDMmjKDegdTzQUBQua8o3lWu5n/ouXxzImwimdvMfXkmYoSgbq57ZDQ1FlhuKPiljHjQUpRF9g3p3zHoQQsrFX5WfR1Lc00W9GV1QxDLUuTA+UdLABJxL1ed/GmvwFLt6ZpyGorVV1Jk4gfmhnzobHi17bmHFKOqlPF+WGOaBaRk2FMGX4Dz1+T7DBPq42q4eokdR/HGKaCgKlzXl26q+Kz/5XDkrd9qZ5jXjGc/LAy4+Q1GaYxTZDQ1FFoIb697q82dlzIeGorRxqHo/Vm9MGyCEkOTGKQoaNJaUg8vU3UUXdV0B70ly+V5NmcNEqZVv+uPjcLX9r4gsjMyjSN8TBo1P9I0RejsMQ5E2NSTBUNTBeGjaXkSGqc/XG8ei1cIal5ZmxlDU0QhqTET6yqSqlabZ7itW+Irjms9Q9JMxU2QHiR96FGWD2Jdeo4QnzZs3d7p37+5u8x2zjVpCcVKZdblU5XNDyuon7Xn6z2+0WsZyciLaKmn1aksZ09Nf0yW2lDOIfKyuGbuWkOZQleZ5tmXCyripI1KvVw1X3yXB8j+l5z4x6tDSEflF6bFdJG1ZJeLUq0bqFiCP49V/jDR++6f67W8l/lcHY7n5mtj7hTjNDX065pRtds6xFSLOdOP4AQHynav+Y60i2rF80sY4h2t9pJ+n0q4dezsmR65zmjdf5vzcrJVbsRuVmB59UDfKah77r1P7bom9nOJUVLziqlpZeUjsuoQlzS24/ptCj6KMUVdXJzNmzHC3+RgUQXyipHoUFVM/ac/Tf354owpekjQQR1tGDftrdrClnGEFtE6yR5ENbRm8jB8YCyI4xiSnpJKEOEXHKJ9v+Pm8GUlb1ht+H2uGFMg66D2gPv7nhCxGXWcszqKnn1XleBCJ0dOfML6H6VHk/5xEnzrFCC3gx5togbGibSlw+tmqrCl1dc3lqxWIZrVyomkpbGmMWF5R35IUp0h7FC1frp8v0k+dBdd/ExqKMka7du1kjz32cLdxxidKqqGomPpJe57+89NLPY6UNBBHW0YN+2t2sKWcYUw965RwQ5ENbRlOGW9X06cQ4jfpUw+SYCi6wIjnBJNDNG0ZRkBrPfVsYoiGoiTEJ8oXpwiRpMDzHsdimfJVF9X2byhqEficRFD5f4jIvyKcdqahoWhV+kq7dnNl8RrtGhlZg04707ypgsnjf3tKvDRrttIYVlubHXNDOwuu/ybZaTniUltbK5tttpm7jdujSF9Y+0u66iftefrLD0PBujk3zMkmjraMGvbX7GBLOePyKIpy1TMb2jKcMr6vHjT7BHxkjgJ93dsipvw3NsLP3hxpW2pDEVrJL1k3FP1sGIrw6Lt+gRDtY0VkhZJSxrKmPIr8n5OLjLXpSl1DrbMR/cYPNBStSl+prV0kFf17+PIoaspQNE+NvGIsJRAXFRUr+2qLFuEZvuOm1oLrvwkNRZaBBt8gIo8iDWyufoK1kSjpo24gFqdgigAhJIv4CWbNVc+Sjp/pKnGgPSfwHv7vMax+9ke1fbnAI2B5COpRhPvKvmWYejYtgUZsmPI2VSaXKSIyw+PYaWrVsyp1jF+WhBbMuq2xVtvAEtPSoyhcOqsnohUyq1Onkg1FuEsfoj4XGiVeTYihSBsmGcw6vdBQZBlYz6NW3bphdYpy8o660FUkJPo+KYS+eRiv3oMRQkj8y1A3BVc9I+Fwv+EPc6aIvKUWfccdTLlBjz9Mfb5YomZyQEPR5sqYsTxnlbJpPl8WJtlQ1MmYdublTaT5IYTJg+GteoZ+nDunoFhoKAoXbVL9ocFQVMrUs9+ISLXycPu2wHFJiVPkOCtXu6OhKL3QUGQZOj7RZxGYA/D/D+a4SpKkouMyfBmzHoQQW/HjUURDEQmHReqRbR8RmaOmoH2rvIvKzbFq+fAPI/cmCmPq2dZGYGzzvnKBEQRaG382U6+j/lDg//SxptEpSYYiPTnx3TLnWR5DkZ5TUCw0FJXHUDRdZnfs2NCnirnmVRijUWUTJux3VP9ZQxmX4g5mTUNReqGhKGMsXLhQ3n33XXdbyFBU7vhEYjhRg50lHfWThTz95TcwVfGJ4mrLqGF/zQ62lNOGYNY2tKUNZfTmSRUvaJp6HPtdmfNrLiInqs/XxdKWkwxzgp+HAm0cgpkrl9zpZ/9SU22uLfB/PTLgUVQOQ5H/c7K38ZkeRfGy0m9v4cIZ8taHH8r3FRVFTz87U5myl4nIn5vwWINZRq8zdrjEbyhavFhf3dPPQguvjehrFEvkSZy3Is6JEeXXVeW3XMTplIDyU/LJGDSTI7JvAnShUCg2ylbqevF1CWkmqjRbJEB/SpZkC3VNnOeIVJcxn4NUPtMdkeaxlLVCxFmqzqNePtLfoNJe4bFvlNp3iIjTRcRZpL5DBuf5vx/V/g1i7wO/yolKp+fUdomIU13mPF9QeR0a+L+m6ip3RGaWmPZtle4gn3l3MvIu53mUFrlD1cVf3O8vq8o5rIl0Q0ScZerYo4rMS//3M7GVtbnR9u0TUPcU8SGZ8CjadNNN5Z///Kd8/vnnsmDBApkyZYo8/PDDss46pS46mH6qq6ulR48e7jYJHkU/qGluzRISp6ip+slCnv7yG5A6j6I42jJq2F+zgy3ljMujKMpVz2xoSxvKWJj33OkhIm3KePeCO6PT1OebRKQulrZ0jKDLfuIU6ZVtMaUsl2mGP8kZaoKdXj/rPC9djXW2kuhRpH1zPlKeHeUkN5i1v3OySoXW1r5fXQ0voWKAd13u9LVSa06XROthMyunnlVXT3Lb8ptmKx/DCz2ttlNhPOB7+IiI3FlkTnfnhDL3C6aL/lP1nNJYGZ8ING+OCGbZoNqya2MmDEXnnHOO7LfffvLKK6/IqaeeKv/6179k2223lY8++kjWW289sYlOnTrJ0Ucf7W69BpveERuKkjb9rFD9ZCXP0vNbQ11K6nMWt002cbRl1LC/ZgdbyhnGw1j7Em5O4lj1zIa2tKGMhYH55Cn1+bdlyuNMtYYRrr23xdqWQeIUFWMowkIqJ6jPf1XbfUVk3ZzjtSkBpoXZCRybukQ07cxr6pm/c3INNYVyiXF/V0qcouoCrVssnH72KytNsZ06/eS25fRWrZqcevaJOn+mqmhmxYKX9H6iUplghb/XReQkX2H2taHIkU6dWktW6GTZtTEThqJrr71Wevfu7RqJ7rzzTrn00ktlm222kaqqKjn33HPjVi8x6JnJUyJ++5okQxEpFJ9oQtneaBJCSFMghLC+MdEGoEK0MhYxZzBrUp54RWDvMv3/79V2olrHKD4m+fQoamG8gCxkKNpa+WZ9LCK3isjj6jw/NwUrnonROm1jNBT5Q3sCfWe8Ii42TlGtMjKZC66nxVC0m7qiBDFwhQ18gno26uHfVlUVNBSdqs4vmK3PL/HZ7Stlgm7vo+YrlAfgO4a5R1+fi2dlyqqqelGhmEgKyYShCEGl6uoaP+BOnDhRvvjiCxkwQE+pIYMM63SUvKnMD2sFWFWDlJP0TTsjhGSPOmOVpGLe1XU20i0uo17EVl5Ta3fBfLFJGf5f37feIXEz2aehSE+ZmW143Zhog8/aavs3tb1cbQ/OCbWcVEPRLONRP4oVz8IzFPU2XhGX6mOizQvzAr5ejsNQ1F+ZSNZqNAUqXnopw9uiBn85bSjymnrWWvkcgpdE5P4Sc1tmmMlK8SpaVxlGr1H9XY8NXud3YVbWe/PmfAGdZjJhKMpH165d5eef431LkyQOVNsZEee7wHj7slPEeZNSPIq+jFkPQojt6OkmxSwXvL7a6nfehIT/qP5CmaaftTKMT49K3Pj1KCo07cw0+OBx+AsReUJ9/0BERqnfL/MwFGnTQlLQD8kV6h4a/jlRGYpWrhsV1KNoqg+Pop4htcb3Oa0bBSuMq0O5PAJLZc2cs01kamWl6/XTyiOC0yWqBb4VkX185uhn+tll6vq7Qk11ezonHqAfjyKSXjJrKDr44IPdYFMIam0TK1ascJfswzZfIGv9xlYsnH5WqH6ykmfp+aXToyiOtowa9tfsYEs5w1yGuth35XgZESU2tKUNZSwOHaco7IfNLdT7+inqIT7etvQbo6gpQ5E5XeVyNYVGc4PajhCRjXJ8TpLmUYSFsPXj7tiI8swNZu3vnPTyKBpYpHldt0ZQs1gcHkXmbBL4rSUnkDVMP7otlzlOw7nXLyc20Mnq83EBPGb9GIr0Sxp4FN1uTOsuZjq4l6GosnJZpq4jKyy8NjpZk/79+zu//PKL8/bbbzvNmjWLXZ+kyCy1TuFvY8h7S5X3j2op1rjrgmLKT2r5yo0SoAuFQrFZ9HLaBxdx7Jnq2AcSoDclq9LREalT18g+If7vxeo/70lAGcXprM6l5SUu+36PSndunv0D1H/WiThdPPbPVelfUt8fUt9PTUCd5Moipdt1EeV3aSj5Pa/62eGOSIUjskB9719E2r+oY28PWJbfqv95N8L2etVYmn2ZI9Ip9v4jcoXS5/pGv2P5euw4Vn2vFHG+VL/dGzDPYep/xhZ5/OrqfEWaHjnX2dJ12VmV95ME1D1FfEqzLE43e/bZZ2Xu3Lmy//77W2XxK0SFCiQI3o8h//+JyHwVU6JYp1cSBaspWZGwoH+EEJunnhXjUaTfwH5dRn2I7aBHji6DV9G2RhTH+PlJec00K3EhdH0O5rt7GKc8YuCp9KPHfr2K047K6z2pMYrECJwP3xxJXTDrqeq57/MSfEzCnnoWh0fRV8pzb39JztQzTCb7la+Nc2kt9Yw2QD0zIaB0ELRH0QCj/xbiADUGjDZaLahH0cqYTCStZMpQ1LZtW3n++eelffv2sttuu8mMGVFH44mfzp07yymnnOJuTbqooXK5iPwQg171hnM13BmTVj9ZyrO0/HR8osmpCwcbR1tGDftrdrClnGFNPeuYYEORDW1pQxlLn352SEj/hyXHN4/MUFRsW/oJaN2/iHOwvoDhB8EhHlIPI39PuKHoryJyr4iMjMlQ5O+cNKeeSYlxisKeetY9z5S3y5V+CKMcBoim0019vidB08/01LNJjdpSnzv7KcPqxur7W8qAG4QpyuBUXWBlNa9YtjgnNXN9xihqpwxFPdbolKnrSGfLro2ZMRTV1NTI008/Lf369ZO99tpLxo1LV7yVsKiqqpKOHTu6W6/hfqYyFsUBFoCVIgerqOsnS3mWll864xPF1ZZRw/6aHWwpZ5TBrOMyFNnQljaUsbTVz3TkEHONLr/gf1qq13ZfJ6Yt9Xv/PYr83y7q4XGFcX/nh/OUUWTnBMcoAleIyGGGQS3qYNaln5MdVZhk01jzmQ+Pou9CmNPgKCNR7krULdTaXvB8+qeEQ3+jzP9RPXSbEn3lyhujyGxLfa3ro17oPyciR4vIniHkWIoPWR8VOQ3PiP81fvfrUTRAGYpatFzZd7NClWXXxkwYipo1a+YGrR46dKgccMABMmaMXmOLaJLwlkYHtOY0gSTBFc8IIekLZt3aWCVmQpl1IrYzVj22V6j3/mFNO4PPQHLQniva16nYx/HJhlHDD0j/j5zl5+2bD1COqWe9jNpcGsCjKOjUs5lqsXYxFnwXYzqnbvXtQwpOYU47m24Yeg+S+ICZpeMqq56BZ43g5dspA9GdIeaczzSY269+r7av5cw8mevTUNRb5su6VeOkQwdtaiJpJBOGomuuuUZ++9vfutPOYOXDimemkGQYir40nE/Dor1aVQOTptYL8X/tIb0eRYQQez2K1lHbH4wbWULKx0MhLvGdrPhEmtGGF0IYK55JiUty6xXScD7XhfCfaSd31bPS0d5vUz3MBn2VuT0f8ETqEJJHEfij2u6v4mJqzlXbL1QUnX+F8Gi6bs597QNqG+fzoF53+sdVYvZ8osxjLcs0IngZin6vVgu9qolpZ+AXn1PP9pXH5dXOO8mee8JHiqSVTBiKNtpo5cKae++9t9x3332rCEmGoQh2/bANRZVq8ILzatcQ/9ceBqstPYoIIenxKGIgaxIt+mFnhxDuWrZKpKFITzcxH+OjMhTNVfGKQK0RBtdmwvMomppjitdPAlsWMe1srjIpBOU/KkwzjFNnqd9+oyLy4P+Hq7zgz3Z8iB5F4DFlelxfRI6QeNjT6N35jTkSkaHoemWWO0tN+IMZayNVS4/npNcvYtoon0opcXwg6Sf2pdco4UlNTY2z1lpruVvz97ubWMI0Cmn761qVTsuQ/lMv/Qg5PkD9xNEm8ea3miPyiLF86Kax9Yu01KstZUxmf02/2FLOoDJUDUoTmzjuAnXcHWxLljES6aqulcsdkQ4B/mew+p85jkizRLVlN3VO1Ys41UX875Ml3HsVI+uJOJ+JONfH3tbJkP1U/b5RYjv+Kn9Xfe3qnN9nqN/vLWJp889CLNMe6j8XOCJdHJHX1Pdr1P7j1Pe5jkifAPmMV/+zg/HbFPXbazG154Mq/298tqV/6Wg8J7URcXYyznP9+49q+4xH+hrjuHZF5lkh4iwScZbU1DhbZ+w6UmPftTF2BSgRyCh1kh8asx4LlB59Q/q/K40B7J4E1HM65CJH5EfjpneCI9IiAXpRKBTbpb8az+c0cdy96rizE6AzxRb5Ul039w7wH6eq/3g6AeVZVXDeOcpo09SxX6ljd0yA3lmUvVT9jvH9H/pl4Mk5v49Rv48pkPYIdcxzIZdL532/2i51RNZQ+yockbHq9x99/n+1I1Kv/qO78fsd6rfHYmrPe1T+58WS/zTVl7YUcd5Xn2GQ/Y2IM914jvp7nvSL1f5eRebXWx2/RMSpjKW+KRKSZGLqGfmV1q1by/bbb+9ukzb1zAxQqIOQBgXrGGgQrd9v/ZSTqPPMn99qaq75hVjgUQU13FxF+9Cz4dNDHG0ZNXb312xhSznDmnrWPs9CykmYemZDW9pQxtJ5LYTpZ3tEPu2slLbUk3Vy16bKpcpYwymMqWek6VXPSj8nexmLpJvcrrY6wHQ5A1nngvtPUVPNwH3Gk4ljBLtezYjrUwprqyvH3JyQ6E+rbVwrn63b6AyLenzVIcz/oNZcnC8il4rIKDUR9ie1NtwNedLPLTFOkZ529lnr1rJNxq4jrS27NtJQlDHatGnjdmBsk2goCjNOUUs14GnWKWJufb76KSdR5+md3x5qpnIPdTF+VtXeB5JW4mjLqLG3v2YPW8oZFB3QFtwiIheIyI0icmKCDEU2tKUNZSyd143VmfyAaDM7Rn43VkpbjivSUNRXrVW1IAH3lbYEsy79nPQKZg3eU9tBRcQoCiOQtcmLIvKxMjU6OeGUwSvu8vEro+FsEkJ8IsmJwzmgxEg7YdE4wHbU4+tnOea5vyvjkF6DrYtaAzm3p+QGtG5XavyyDF5H2mSwTIWgocgCWhknd1IMRWF4FG2mblS+N25uil3W1R66q8WjYRjqpi6WWHViL64rQghJHMvV4wM4RkT+TxmJLjaO6azebOIN6Dcx6UlsNhRtVMS6fF5cpR6QV6h3+cljXM5jbVMPggwmn9Rg1jXqnk88Hv/Hq/u/dgU8bHqWyaMIjFFb+LVM9Nh/l9r+LrDnzq98q2q0VQxeRXhVD6NCfWxXLG0oaq/WXbvW45hCnoGlehTpVphcgo4kmdBQZAHam2heSGsXJMVQtI2xpOu7JUw/s4uzlCsuuE69ocld04AQQpJzU3KTiPxbRK4RkSeMG9S2Od5EU42HKULKz09qGW9ziXsvdE81Wc9YzekMEflZkkixHkVcdTDphiJt6FmgVjozqTNa2lwLy2vqWdgeReAEETlNrbqGVwO56FF/F7VKmn/PnV9ZbphC4DsTJVqnibG9oMXrYs3ffDwL+vUooqEo/dBQZJGhqBzvBeKMUbS12r5lvJ8YGsL/ZjPix6vq5jR9sYgIIfYAX4uT1SLGfxKRfdUtf6UR3YUPqSRZ08/+oLx2r1RLcf+oHrBbG7fatysf6JEi8g9JKuOMB71CE3T0SznGJyofnXO2paG9ZqY2EbVmUMRTzzT/MIyuuXypRneYyHYPaeqZ/t84DEWFdIqGCiM6sZ9XxXN9Gopyo2OR9EFDUcZYvHixfPrpp+42afGJwoxRVKneReR6FG3WRKf2qp9yE3WejfNDjYCnJGvE0ZZRY19/zS62lLMc6BtbGI2SYCiyoS1tKGM4Aa0HKCMQzJhnq15aozwyPlGvtI5Tr7Hg131SottyknqdVGtEuPFCR1rqGpqWJBf9Wg+TFUs/J/MFsi7GUNTGMAnE9YpZexXtU6I5JJ9HkflbXB5F42IbX/GMNFg9Efh5FvylhKlnrQ1/tPEZvI4szmCZmiL2pdco5ZVz1TKFdydAl+2VLl8G/J/BxhLKzZTMU79tUCBdiwTUQbQyQ616OTQBulAoFErpsoka2+erMfwx9f3kBOhGsU0665WkHZGtHJGZ6vMvjsgtjsgpjsj5jsj36vfljsgS9fmEBOjftHyiCrh7nv19jOW0hyVA36xKd6Oem5ec/kKV9NY8+3dV+7/w2DdA7ZsdY/m3MM6r5jn7KvKk6anSLHNEqjz276/2vxtxWV5R+R4We5/yK1erfnhVCc9nMxOgN0UCCz2KMkZVVZV07NjR3SbZo2j1kKadva2mKkD+10ScolaysQyueE7Wq36sUf3E0SbFAdf2Dr7zq6zsq4IZ1qlVJrKF/3pND3GUMeo8bWhHm8pZDj5UEyhaq6gVcXsU2dCWNpTRf5yiz9XnZ5VPzUdqHbDj1QLTlylPozuVj3ONSod1/JLflk3FKTpKbV9SNUDKAyYwatqV3I7oj8VMPevvEQWpnIGsi+U99cTQzvBf66Cmfn6XZ2LkukZEHgSOTsrUs1U9itI2vpbiUdSw4lkKy1kMVRksUyFoKMoYnTt3llNOOcXdJtlQ1E6tPVDsNDOsE/CwiLTwCGStKRTQukYFRn3H2V2+rdxN+hv1E0ebNM2OysV9ppp4caqIHFqUiU3n16bNTsYNQfZiE/mr13QRRxmjztOGdrSpnOWeiPA7Izx/XIYiG9rShjL653PjTuZ9EdnJI2AwVnQ6WkQuVS9rjlIvaJPfll8VMBThfuxI9flf6iUdKQ/LjaDDbUtux9+q7WoFIob+rFp0YISBrIsF58qTxvSzKmWE3U491RzrIxaQNiC1DSlSajGYeY1P7fhaSowi01CUtnIWQ+cMlqkQNBRZQJIMRQuMC1+xcYpOUu9GhqtQkVU5gaw1+QJa4zL4gIgcogbpxYtr5aflfpa2jQrEPnhafa5Wj0bXi8g9IvJo0f9SV4cZyfrNDCGEpBczYgVeGCxjoEwSG/rFy0Ll46bft3vxFxXzRV/Tk08hj6I91WPvj8ZjPCkfpQYR/hXcOzblFZQvTlG5A1n7GfXhu3aIYZrs43H8pk0YiuqM9b8GRuxNNE3FKEsnpXgUrRt76G4SJjQUWUCSDEV+AlrrCyU4RUTeVBOqsHToBx6GogE5g9ltKrxklSySlpUrL3z19etIMtlPRJ5XoSThUfQbETnfGHLxe3HU1W2kPulJeYQQkk5Gq8k7HYyFhunNQOLhNPXyZt2cO5SmFjpPv6FI+3H8O7aFvu1inm9DkTajI6C6X0NR3Gslv67Or27qXhivmS9X+w70OH43tdWrDUoCpp9lw2zi16OIpB8aijJOpRpik2goKtbxcxO1HamcubXH0Bc5t1+zjHcFQ9V7vk+Uw/dydVlZUTUhgYaiGqXty8pjCN//qy56L6kL4wh17FrGGhj5Wb68Qurq9MWfHkWEkHSzPGftxrimnRGy8rHp9AQ8SJeHr5URFn7XnXPMB/pR/I6YdLMN/x5FOlDDPB+GoiRMPRNlilxqeO9h2tnf1JNAn5xAE/2MaXbmXIO4DUUDCqzClj2PogojhiANRdmAhqKM01UZi+pzAuOlyVCknUkfUpeFeQV8a/QlAPGMRhmXvweVoakqUYaig9RtwDyl7U5qmMW789+ryRWaT9R88jbGkvf5+emnLuI4ter/OVwTQtIPorVp9EsBQkj4E+smeXgVHanuJ1/l+ZcCQ1FLtV1ShKFow4ROPQN/VU8vx6mg8UvU3XyuV9GZ6v55VBOTIulRVM5+iJ5Tq55e9BhC0k/sS69RyidD1DKFUxOgS+4yi1cXcWyViLNYHb+W+m1rEecdEWd7j+P1ssmQn0Wcu0ScSxodc7Ta/ULActSEUBf/MZbZxVK6D6rf2uQ5/iF17AVF/Pcx6tiXYm9vCoVCCUNqRJw6NWj+LQH6UChZlafVefZH9b2ZWu4avx2YAP1skYdVnZ9UclosK4+kaxc4pqUjUq+O62r8Plf91i/28nvLHkq/6Y5IM6X7EvXblk2kHaSOmxWRrl+p/HZMQL35l96qHy5q4rhd1HFfJEBnioQi9CjKOEmLT6TXWig2RtF6yoH2F7XymSh/my3V7OVcblBW7GvV/+MN2AUlLfxaDBsqjRAtyYs3ROTmIv5HezVdrlx9Mb3sD8qt1otX1HbnIv5bex0xPhEhJBssNd5sMj4RIeUj907pVuWhvsQIMUzS7lG0WEV7AxsYq3RBJMFTK19SwSa6q+lop6qQDW9jbeMiJlYuVxMru5RZz+YqXET6PYp+MXqVDpPuBeMTZQ8aijJGp06d5KijjnK3pqEoScN9KVPP9LQzM2h1Id5QK6SdmSfQYocOP6hPvUSklfjjdGW+2kZETsjZd7+IbCsix6uIGu1WaZOV4AK1ufpcjFFJVAwjHYHJ1B3D9jMN7sLIp0OH3TIfn8i7XrNFHGWMOk8b2tGmcpabDdQD6yUx6mBDW9pQRlvw05ZfGRN0bheRY4zHbIQyINEHsy6+HZsZj/MwBkkJcYr0tLPZIrJIkgnu7h9Tnw9V99vgqiLSwnD2bUTTz3RM0XnGk086x1fz9XW7IibajU9pOYuhUwbLVAgaijJGdXW19OzZ090m1aOonIaipmjRYqG0aoWVE8whrVRME9RNxi3U9SrukH7fPcy9CDdrtq907967oU1WMkydfu+XYMabpC5wzZWRSvO0WrQWt3btpaqqg8yZs0bmPYpy+3oWiaOMUedpQzvaVM4oPFJ/jHnFJRva0oYy2oKfttQeRbjTOFr5YJyrIiniM4neo6j4dtSBrJvyKPIyFOlA1o0NG8kDUUtFxfNsr+5/cS9cDFHFKRqQ15sobePrCqMvmgGteytzGJ5KTI+ir1JazmKozmCZCkFDUcbRQz4NRb+y2moICu01/QxL0+9dxD/A1dUMrXqrmggH91dRbze2Ui69veSnn26Tjz7Sa7dpfqe2OihfseROP4Nnkf5vhJB7WerqEPK7Qpo1Q6vPLPH/CSGEEGIziwyTw1z1KupKtaQGiQ79cK4ngxWHH0PRlspPEy8/zalrSeUN9dpAL2tztQqpUooZtNyGonUzseJZoWmQ96snnWVqavgOOceS9ENDUcZJcowirN/VusBx1cY7jjANRZ07exmK+qsl6Ud6LBVqsrqKLYR3akeIyI3qNNpO2dz/oAxHY0RkI7VMZ4W88ca2srFFo5QAAFtxSURBVGKFvqC1Ngw9pc7219PPdPoz4AgpIlPUe/ZNpK7uQndPdfXHJf43IYQQQmzna+W1t1z5Sb8Yt0KW4i9GkTby6BYsxBy1xX3tX4yYOkl/PMT99meGWfO+EtLG71GU5jhFpkdRp5xnNqyKmB3TGEnDSEAyaChaaMy77t5ELAoMPD8rM0hYrLbaTx6GIjhQilpeUztRFvIm+liV4mQR+UK9ybhORO7JKemOUlk5XRYubC0LF+oparurwHtf+xhOsTCtDqiNtxVnqe9nu3nBWFRXt7LVmzfnUE0IIYSQ0kBkm/VVNMXn4lbGYswYRaV7FDUVn0hUAOgVSp5QL0AHGP78SeZNZQj7UPm0FIsO9wDP/3I+XiOeKBiXWaOlfpo6UkW32kFFbtWLD5FsEPvSa5TwpGXLls6gQYPcLb7PV0sVrp0A3UwZp/TarsAxf1THvBBy/ay55rFqucpxxr4bjaXqjy3wH7epY642fsPynAflTdO8+aEqDZYc7eSI3K++X+mzHB+r9M+q7QeOSIXaN9CpqKhzf6+uvib2do6yr2dR4ihj1Hna0I42ldMGsaEtbSijLcK2TK/sqG5MPy+pHddX94Y/FJnPerGX07+0cERqSkzT2bjf7xmyPms4Isc5IhOMPIZn4px8ShXoKOO379RvQ/KkSWM5m5KWGSxTExK7ApQySdtfRymnZQL0MeUVpdeIAsfcro75W+j5YyDHX8Og0lz9NtUY1G8vkPYrdcxeJeQHI86HKt11jsgv6vMWPvW/WqWvV9udc/aPcESedERaxd7OFAqFQqFQKJTSZRN1Yzq1pHSbqnvDybHrn1xZquqoX4j/ebMjstx4lljkiHzhiHRLQHmDy72qYGeo79UiznL1W+cE6EeRsginnmWM2tpaGTJkiLtdw5iBXIwDahwBrbtHHMga9bLppqsrh94qNS97I+U0qYP+5XO57aZiGa1QsYeKzbOl9Ov3b/XtBOW4OSPA0vU6oHWliln0ck5+T8qQIX+T2lqc43b09awSRxmjztOGdrSpnDZgQ1vaUEZbYFtmY7pP8e3YsshA1jYz01eY8PzgOeIoNeVsvgpLsZqIrOe5qEwaz8ncGEW9VGkXGlPQslDOpqjNYJkKQUNRxmjXrp3sueee7nb7BF8qZjSx8lkLNT8+bEMR6mWvvfaU5s31DNoBxkpnr6nt+nlWfDDjE80tKc8RIzpJdfVoFXUJPKmMtX74wUh7Y8E+kGVsKGccZYw6Txva0aZy2oANbWlDGW2BbZn+GEUwZ7Qvuh1LiVFkK9q00Tmk9aWfUff3n6vIXjcaawdm45zMjVHUR20nF0iTxnI2RbsMlqkQNBRlGL1oeqHQzHF7FOUzFG2o/H1+MMLOhUlV1QQPQ9EjyvJfpTTIZXtjWc7SqKgQad36cuOXICuSjRWRx0RklArmRwghhBBCsoT5SrJV0anoUdQ0evVjeP0EASa8Z9XSQTASbZ3ZetceRdo8sqbaTopJHxINNBRlGL0GwMcpNBRtVgZvIpOqqonq02BlUluhBvv31e9DCngUve4rz5VeTN+pi8i74h94Ex0gIrsaS5sSQgghhJCssFQJaF10KnoUReNRhHqeKiKD1EvmPUuabZA25uZMPSvGo4ikHxqKMkwbtW0cwSYdMYpOUdty2eV/9SjS8YjeVReOD/LEKeqqvI9Ki09k0qwZnIj7YYariHzmW3dCCCGEEJJ99AM6PYqS5lF0mPKvwcvbPZTRKLvkTj2jR5Ed0FCUMZYuXSoTJ050t0k+iZuKUaQDcX9ZpvpZseKLHA2eUtt8HkXbqu0nhgNmaXliu/LCXd4g043zyy42lDOOMkadpw3taFM5bcCGtrShjLbAtszGA3rLotuRHkXReBTpZ4GvSp67kcZz8hcfHkVpLGdTLM1gmZoi9qXXKOWRaWrZwk0ToEuutPp1/UinTc6+KhFnqdq3ftl0qHRElhjLWK6rfu+svmOJyzbG8U8ay9vHX38UCoVCoVAolGzLB+pGdY+i05ym7lfvj1335Mqxqo5GBviPS9R/3JqA8pRfNlf98Fv1fYb6vnECdKNI2YQeRRmjoqJCampqXMfT1RPsUbRU9UAwNGdfP7V2wDwVGq4c9VNRscJYsnK6eiOg3zJMUc52iF8kKrj1riHkWRFY/yTmFxc2lDOOMrK/lgdbymkDNrSlDWW0BbZlRqb8FN2O9Cgq3qMoyNQzvTbz51ack6ZHEXpYtyI8itJYzqaoyGCZCkFDUcbo1q2bnHfeebJp55XulPNFZJYkj3pj2c/c9cUQFk7KFMVH1w+2K+MNAR2vSPJMPztORGpEZLmIXBswz/ITdX5xYUM54ygj+2t5sKWcNmBDW9pQRltgW2bDUNSx6HbUhiLGKCrv1LMNfD+tpPGcnGus87am8ducjJWzKbplsEyFoKEoo/Ssr0+sN5HmXrXtFqGhqDHvKTNabrhvM6A11pm4QH0/Sa1aRgghhBBCSDQP6K1LDmZNj6LyBbPGojRrqc865mm20R5FlWppH8AVz7IP5tSQDNJr+fLEG4rez7O+mLbRf1p2DUbk+d30KDpLRLqIyHgRuaPsGhFCCCGEECKG9z1WMl75Crgp6FFUvEdRR/UoXFzN/sp6ajvTMDplG/SmZSo0yLrqtyQ/Y5JwoEdRRkmDoUj77QzO6YiDIjMU5eNDte0rImeqz+f5uJAQQgghhBDiD3oUlYM5RvgJGIv8xicq/9yHJHoVaV8qehRlHxqKMkrPFBiKED56gbr4aet0Oxi51OewA1mXdln+Wn1uJSLviMgTsWlDCCGEEELsNRThbrQ46FHUNCuMCK6dIw1knYW+qGMUJfkZk4RH7EuvUUJcxq5ZM6e2trZhOc1hCdCpkLyh9DxMfd9afZ9c5vrBtvCxT6llLyFbRZRn1GVMt9hQzjjKyP7KclLYljaU0RZhW6ZbjlY3oyOLbsdH1b3r8bHrnmz5QtXT9j7SjlJpj7DqnPyf6ovj1XbvjJbTtjJJofKGaHAiCWDFihWyaNGi1Fh7c9cX87+GQGn1g21h9BuGGSLydkR5hkPU+cWFDeWMo4zsr+XBlnLagA1taUMZbYFtmY0YRe2Lbkd6FJU/oHUwj6K0npPao6h7kc+YaS2nbWUqBA1FGaNDhw5y5H77Ncy4TbqhyFxfLIr4RKifESNGuNvC/FFEnhSREyPMMxyizi8ubChnHGVkfy0PtpTTBmxoSxvKaAtsy3SjH86rim5HxigqLaB1qVPPOhmmki+sOid/MQKrFxOjKK3ltK1MhaChKGO0aNFChnTu3DAELpR0eBRtJCLNIzAUoX769+/vbgsDDfYJJTZR8XmGQ9T5xYUN5YyjjOyv5cGWctqADW1pQxltgW2ZDUNRTdHtSI+i8noUaW+ib0RkkVXnpO6LoiI8zc9oOW0rUyFoKMog7efMSYU3kR5moW0LNfTauY4AIYQQQgghQYNZ06OovB5FG1gZyDrXUMQVz+yAhqIM0uGXX1JjKDKnn+0qIm1FZKmx5hghhBBCCCE2oh/OsUJwcdCjqLyGIntfaeupZ2l6xiTBoKEog6TJo8g0FG2vtuNEpD5GfQghhBBCCElKMOuqolPQo6i8U8/oUQToUWQHNBRljHnz5kndhAmpOonfzxl6yxWfSNfPiy++6G6jIuo84yhjHNhQTvbX7GBLOW3Ahra0oYy2wLZMNwtEZDkCCM+bJ+8U1Y70KEq6R1Faz8lSPYrSWk7bylSIChFxCh5BUsdnahjDVK5Rknx6ishULDmoLJd/EpFr4laKEEIIIYSQmJmNsBIisq6IjG/yaMwqaC8i/URk5Ytj4sXGIvKRiEwTkR4lPrEsU1Gj7Jr/8FsRGak+7ykiz8WsDyk/9CjKGC1qaqRvRUWqpp59JyI/GJ2xnLN+EaV+4MCBka8iFWWecZQxDmwoJ/trdrClnDZgQ1vaUEZbYFtmY8rPYqy2VFQ70qOofB5Feu7DV4GMRGk9J0v1KEprOW0rUyFoKMoYa7drJ7WO43rnTJH0AJu+RDD1rEOHDjJ8+HB3GxVR5xlHGePAhnKyv2YHW8ppAza0pQ1ltAW2ZfrBJJdfOnSQwU22I14U6wdYxigqLkZRNSb2FZlmq1DiE6X1nMQUSM2UDJfTtjIVgoaijNFr+crTeGazZq5jZFqAI6d+/zEzZl0IIYQQQghJWhDhwtQYn+lRVJglKgJUKV5F+6st1mi2D11qxKxZFLMuJBqKD6JPUmUo+q6yUmQF/IrSgR5w7JrtSwghhBBCSBiGIr3iGaBHUXHTz1orQ9G3TRyLuE9rqc9vi42MFpGT4laCRAoNRRmjpzIUTa2qEqmrk7Rwi+qMX8atCCGEEEIIIakzFLUwXruaE4VI/ulna4rIakUce4SIVIrIFyJyvdg6BfKmuJUgkUJDUcbosWzlhLPJki6wLsMpEeRTV1cnM2bMcLdREXWecZQxDmwoJ/trdrClnDZgQ1vaUEZbYFtm4wG9Cu3XZDtqjyJ6E4Ub0Bqxn05Un/8ReFqfLedkFstZl8EyNdXzMdWQZIRRIrKLiBwuIv+JWxlCCCGEEEKIby4XkXOVH8vpBY8cqDxeYADpEpl+6QVPSoeJyFki8vcCx+0hIs+KyBy8kmeEHmINDGadMeBAWeyyhYQQQgghhJDkTz1r1+SR9Cgqj0fRyWp7J41ExCpoKMpYY/ZSnxd2LjaCv11069ZN/vKXv7jbrOYZRxnjwIZysr9mB1vKaQM2tKUNZbQFtmU2DEUzunWT75psRx2jiCuehWcoWkdEdhMRLBB0cyi52nJOZrGc3TJYpkLQUJQxRnTsKE/uvbfMxKpnZBUqKiqkqqrK3WY1zzjKGAc2lJP9NTvYUk4bsKEtbSijLbAtM+JRVFEhTpPtSI+i0oNZSxPBrHVsomdDm69hyzmZxXJWZLBMhaChKEPA1v1uTY2MHTxYVljSgQkhhBBCCMlyMOvioEdRuB5FnQ1D0T8j0omQ5JAZQ1F1dbVcccUVMm3aNFm0aJGMGTNGdt5557jVIoQQQgghhJBAMYqahh5F4XkU4YX7C2qB8Hq8io9YN0LiJzOGon//+99yxhlnyP333y+nnnqqLF++XJ577jnZaqut4laNEEIIIYQQQspoKKJHUXgeRZeIyGBlJLpURBZErBshycBJuwwZMsQBZ555ZsNvNTU1zoQJE5y33347dv2ilKqqKqdz587uNm5dkihx1E/UedrSB2woJ/trdsSWctogNrSlDWW0RdiW6ZfeIs6yqipnapPteKwj4jgij8euczqkg6ovSLXx+6HG74eEnq8t52QWy1mVwTI1IbErEFiuvPJKp66uzmnTpk2j388991zXgNSjR4/YdaRQKBQKhUKhUCiUUqTDr1YLp3nBY09Rhz0Qu87pkApHpE7VWXf125+M3y5JgI4UisQmmZh6tvHGG8vXX38t8+fPb/T7//73P3e70UYbiS20a9dO9t57b3dLklE/UedpSx+woZzsr9nBlnLagA1taUMZbYFtmY1g1r+0aydP7b239CjYjoxRVBqOEacI088GiMiVKi4RniH/WpZcbTkns1jOdhksUyEyYSjq3r27zJgxY5Xf9W+rr7662EJtba0MHjzY3ZJk1E/UedrSB2woJ/trdrClnDZgQ1vaUEZbYFumn+UiMqu2Vj4ePFg6FWxHxigKFtD6YvVovEhEdlWGpPCx5ZzMYjlrM1imzBuKWrZsKUuXLl3l9yVLljTsJ4QQQgghhJC0oUMpty54FD2K/Ae03kdEDhCROhHZHj5cMetFSPxkwlC0ePFiqampWeX3Fi1aNOwnhBBCCCGEkLSxsChDET2K/HsUHaW2/yci78eoDyHJIROGIkwxw/SzXPRv06dPj0ErQgghhBBCCAkGPYrK7VFUq+ISXR6zPoQkh0wYisaOHSv9+vWTNm3aNPp98803b9hvCwsWLJC33nrL3ZJk1E/UedrSB2woJ/trdrClnDZgQ1vaUEZbYFtmg6ULFshWb70lLQu2Iz2KSqeX2taLyGEqIlR5seWczGI5F2SwTIWoKFukrgjZbLPN5L333pM//elPcs0117i/VVdXy+effy6zZs2SoUOHxq0iIYQQQgghhJTMwyIyXEROFpEb8x71iIqzc6KI3BypfunlIVWz74jI1nErQ0iiyIRH0f/+9z955JFH5PLLL5crr7xSjjnmGHn11VelT58+cvbZZ4tNwECGcmNLklE/UedpSx+woZzsr9nBlnLagA1taUMZbYFtmQ1erDxU9m71pEyv+n2Bo+hRVDojRGQtEdkmshxtOSezWM7qDJYp84YicNhhh8n1118vhx56qNxwww3SvHlz2WuvvVz3MJvo1KmTHH744e6WJKN+os7Tlj5gQznZX7ODLeW0ARva0oYy2gLbMhtMaLGlPL1wb/mhZscCRzFGUelgYs2kSCfY2HJOZrGcnTJYpkJUSUZYunSp6z1kmwcRIYQQQgghJLvMrpzibifU9y5wFD2KCCHhkRmPIkIIIYQQQgjJGjOqJrvb2csLGYroUUQICQ8aigghhBBCCCEkoVQqj6J6ehQRQiKChqKMsXz5cpk3b567Jcmon6jztKUP2FBO9tfsYEs5bcCGtrShjLbAtswKU6WiYoXyGuqW5xh6FKUBW87JLJZzeQbLVIiKSKN3EUIIIYQQQggpkW9FZE21jPvbHvunicjqIrKRiHwSg36EkCxBjyJCCCGEEEIISTTfqC2Wc/eCHkWEkPCgoShjdOnSRc444wx3S5JRP1HnaUsfsKGc7K/ZwZZy2oANbWlDGW2BbZkN0H4bbNBKfeub5yjGKEoDtpyTWSxnlwyWqRA0FGWMyspKadu2rbslyaifqPO0pQ/YUE721+xgSzltwIa2tKGMtsC2zAZov65dF6pv9ChKM7ack1ksZ2UGy1QIGooIIYQQQgghJMF06DC7gKGoxvhMjyJCSHBoKCKEEEIIIYSQBNOhw5wCU8+0NxGgRxEhJDg0FBFCCCGEEEJIgunYURuKuopI6zzxibBsd33EmhFCskiFiDhxK0HCo7q6WlZffXWZPn26LFu2LG51Ekcc9RN1nrb0ARvKyf6aHWwppw3Y0JY2lNEW2JbZasfJk98XkdVEZEMR+dQ4Yk0R+VZEFohImxg1JU1hyzmZxXJWZ7BMhaChiBBCCCGEEEISz3sispmI/E5ERhq/DxCRL0XkZxHpHKN+hJCswKlnGaNNmzay0047uVuSjPqJOk9b+oAN5WR/zQ62lNMGbGhLG8poC2zLbLVjVdXUPAGtueJZWrDlnMxiOdtksEyFoKEoY7Ru3Vq22WYbd0uSUT9R52lLH7ChnOyv2cGWctqADW1pQxltgW2ZrXZs0eL7PIYiHaOIK54lHVvOySyWs3UGy1QIGooIIYQQQgghJOFUVk7Js/IZPYoIIeFCQxEhhBBCCCGEpMZQRI8iQkh5oaGIEEIIIYQQQhJOVZU2FPWG2cjYQ48iQki40FCUMRYtWiQfffSRuyXJqJ+o87SlD9hQTvbX7GBLOW3Ahra0oYy2wLbMVjsuWfKt8hpqLiI9jSPoUZQWbDkns1jORRksUyEqRMSJWwlCCCGEEEIIIU3xpYgMEJGdReQV9dsxIvIvERkpIr+LWT9CSBagR1HGqKqqks6dO7tbkoz6iTpPW/qADeVkf80OtpTTBmxoSxvKaAtsyyy24zcecYroUZQWbDkns1jOqgyWqRA0FGUMdN4TTzzR3ZJk1E/UedrSB2woJ/trdrClnDZgQ1vaUEZbYFtmsR2/8Vj5jDGK0oIt52QWy9k5g2UqBA1FhBBCCCGEEJIKEKcI0KOIEFI+aCgihBBCCCGEkFTgNfWMHkWEkHChoYgQQgghhBBCUmUoWsf4jR5FhJBwoaEoYziOI/X19e6WJKN+os7Tlj5gQznZX7ODLeW0ARva0oYy2gLbMovt+KP6tbWIrK0+06MoLdhyTmaxnE4Gy1SICpQ5biUIIYQQQgghhBRDHdZgEpERIvKQiPxbRP4gImeJyN/jVo4QkgHoUUQIIYQQQgghqeG1HE8iehQRQsKFhqKMsdpqq8kf//hHd0uSUT9R52lLH7ChnOyv2cGWctqADW1pQxltgW2Z1XYcp7brqi1jFKUFW87JLJZztQyWqRA0FGWM5s2bS/fu3d0tSUb9RJ2nLX3AhnKyv2YHW8ppAza0pQ1ltAW2ZVbbcbza9ldbehSlBVvOySyWs3kGy1QIGooIIYQQQgghJDV8pbb0KCKElAcaigghhBBCCCEkNWiPor4qqDU9iggh4UJDESGEEEIIIYSkhmkisgCTYURkLXoUEULKgkPJjrRo0cIZOHCgu41blyRKHPUTdZ629AEbysn+mh2xpZw2iA1taUMZbRG2ZZbb8QNHxHFE9nZEJqrPW8SuK8VPW2ZPsljOFhksUyGpUB8IIYQQQgghhKSC+0TkYBE5R0ROEZE1RGRjERkbt2KEkAzAqWcZo1WrVjJ06FB3S5JRP1HnaUsfsKGc7K/ZwZZy2oANbWlDGW2BbZnldjRXPmOMorRgyzmZxXK2ymCZCkFDUcZo27at7Lrrru6WJKN+os7Tlj5gQznZX7ODLeW0ARva0oYy2gLbMsvtaK58xhhFacGWczKL5WybwTIVgoYiQgghhBBCCEkVpqGoVn2mRxEhJBxoKCKEEEIIIYSQVDFBRFaISEfjN3oUEULCgYYiQgghhBBCCEkVMApNyfmNHkWEkHCgoShjLFmyRMaPH+9uSTLqJ+o8bekDNpST/TU72FJOG7ChLW0ooy2wLbPejjqgtSjvorqINSOlYss5mcVyLslgmQpRISJO3EoQQgghhBBCCCmF60TkNPV5oYi0jlkfQkhWoEdRxmjWrJnU1ta6W5KM+ok6T1v6gA3lZH/NDraU0wZsaEsbymgLbMust6PpUWSHl0PaseWczGI5m2WwTIWwo5QW0bVrVzn77LPdLUlG/USdpy19wIZysr9mB1vKaQM2tKUNZbQFtmXW21GvfAYYnygN2HJOZrGcXTNYpkLQUEQIIYQQQgghqcP0KFoaox6EkKxBQxEhhBBCCCGEpI4ZKjYRWB6zLoSQLEFDESGEEEIIIYSkku/Vlo91hJDw4IhCCCGEEEIIIalkptpWxqwHISRLVIiIE7cSJDwqKiqkurpali1bJo7Dpk1C/USdpy19wIZysr9mB1vKaQM2tKUNZbQFtqUN7fiwiAwXkekiskZMGpJiseWczGI5KzJYpkLQUEQIIYQQQgghqeQWETlORGaLSKe4lSGEZAROPcsYHTt2lEMOOcTdkmTUT9R52tIHbCgn+2t2sKWcNmBDW9pQRltgW9rQjpeIyO4islkMmpFSseWczGI5O2awTIWoilsBEi41NTWy9tpru1uSjPqJOk9b+oAN5WR/zQ62lNMGbGhLG8poC2xLG9pxuhKSBmw5J7NYzpoMlqkQ9CgihBBCCCGEEEIIIS40FBFCCCGEEEIIIYQQFxqKCCGEEEIIIYQQQkgDWPWMkhGpra11hgwZ4m7j1iWJEkf9RJ2nLX3AhnKyv2ZHbCmnDWJDW9pQRluEbZkNYTtmR2xpyyyWszaDZSokFeoDIYQQQgghhBBCCLGc1E8923HHHeXOO++U8ePHy8KFC+Wbb76R22+/Xbp16yY20rJlSxk0aJC7Jcmon6jztKUP2FBO9tfsYEs5bcCGtrShjLbAtswGbMfsYEtbZrGcLTNYpkwbiq688krZfvvt5YknnpBTTjlFHnroIRk+fLh8/PHH0rVrV7GN9u3by7777utuSTLqJ+o8bekDNpST/TU72FJOG7ChLW0ooy2wLbMB2zE72NKWWSxn+wyWqRBVknLOOOMMGT16tDjOrzPoXnjhBXnzzTflpJNOkgsuuCBW/QghhBBCCCGEEELSQuoNRW+99Zbnb7NmzZIBAwbEohMhhBBCCCGEEEJIGkn91DMvWrVqJa1bt5aff/45blUIIYQQQgghhBBCUkMmDUWnnXaa1NTUyMMPPyy2sWzZMvnuu+/cLUlG/USdpy19wIZysr9mB1vKaQM2tKUNZbQFtmU2YDtmB1vaMovlXJbBMhWiQkR+De4TMxUVFVJdXV3UsUuXLvX8fZtttpFXXnlFHn/8cTnwwAND1pAQQgghhBBCCCEkuyTKULTddtvJ66+/XtSx6667rowfP77Rb/3795e3335bpk6dKttuu60sWLCgTJoSQgghhBBCCCGEZI9ETT376quv5PDDDy9KZsyY0Shtjx49ZNSoUTJ37lzZY489rDUSde/eXS666CJ3S5JRP1HnaUsfsKGc7K/ZwZZy2oANbWlDGW2BbZkN2I7ZwZa2zGI5u2ewTKlZ9eyHH36Q//znPyWn69ixo2skQlyinXbaSWbOnFkW/QghhBBCCCGEEEKyTKIMRX6ora2V5557TtZYYw3ZYYcdZOLEiXGrRAghhBBCCCGEEJJKUm8ouv/++2XzzTeXO++8UwYMGOCKBtPPnnzyyVj1I4QQQgghhBBCCEkLqTcUbbTRRu72qKOOcsVk8uTJNBQRQgghhBBCCCGEpHHVMxKcqqoqadu2rcybN0/q6+vjVidxxFE/UedpSx+woZzsr9nBlnLagA1taUMZbYFtmQ3YjtnBlrbMYjmrMlimQtBQRAghhBBCCCGEEEJcmq3ckKzQvn172Xfffd0tSUb9RJ2nLX3AhnKyv2YHW8ppAza0pQ1ltAW2ZTZgO2YHW9oyi+Vsn8EyFYKGoozRsmVLGTRokLslyaifqPO0pQ/YUE721+xgSzltwIa2tKGMtsC2zAZsx+xgS1tmsZwtM1imQtBQRAghhBBCCCGEEEJcaCgihBBCCCGEEEIIIS40FGWMFStWyJIlS9wtSUb9RJ2nLX3AhnKyv2YHW8ppAza0pQ1ltAW2ZTZgO2YHW9oyi+VckcEyFYKrnhFCCCGEEEIIIYQQF3oUEUIIIYQQQgghhBAXGooIIYQQQgghhBBCiAsNRYQQQgghhBBCCCHEhYYiQgghhBBCCCGEEOJCQxEhhBBCCCGEEEIIcaGhiBBCCCGEEEIIIYS40FBECCGEEEIIIYQQQlxoKCKEEEIIIYQQQgghLjQUEUIIIYQQQgghhBAXGooIIYQQQgghhBBCiAsNRYQQQgghhBBCCCHEhYYiQgghhBBCCCF5qayslJ49e8atRiKJo2785sl2JMVCQxHJCwcSYgM2XNyDlDHq+uG4QwghhVl33XXlm2++KTndoEGDpL6+PtI8o04XR/0E0dVvnlGnA+utt55MmjQpFbpGnaffuokjzyC6cuyxCxqKMk5tba1ss802vtL6HUj85hlEV79p27dvL4ceemhk+QVJG0e9Rl0/fvMLkjbqfh4kzzhuCqKunyC68twqT1ob6ieOsScOXdPUB9J0Xfebp9901dXV0rt3b/FDRUWFr3R+84w6XRz1EyQ/v3nGkS4IcehqQ/1EDcceu6iKWwFSXtZee2157bXXpKqqKvF5BtHVb9pevXrJ3XffLffee28k+QVJG0e9Rl0/fvMLmjYt51aasGHsSdO5FSStDfUTx9gTh65p6gNpuq77zTNfumuuuaZgus6dO3v+/thjjxVM165dO3Ecx3Of3zyjThdH/QTR1W+eUacDH374YcG0LVu29Pw9Dl2jztNv3cSRZxBdOfYUPp9tg084FhNkIEkLbdq0CbQ/60RdP0Hy85s2jn4e9cU9SBmjrh8bxh3AsacwNow9fmHfSV79+M3Tb7pTTz1Vxo4dK/PmzfPc37p1a8/fhw0bJi+99JL88MMPeaf25sNvnlGni6N+gujqN8+o04GBAwfKQw89lNert3v37tKvX79E6Bp1nn7rJo48g+jKsafw+WwbNBSlnFmzZhXcX44Lgt88g+jqN+0vv/yS14Kt3SC99sehaxz1GnX9+M0vSNqo+3mQPOO4KYi6foLoynOLY0+axp44dE1TH0jTdd1vnn7TTZw4Ua677jq5//77PdNtuOGGnkb3cePGuW/277rrrrzp9tprL899fvOMOl0c9RNEV795Rp0OfP755/Lee+/JrbfemjftMccckwhdo87Tb93EkWcQXTn2FD6fbYOGopRTU1Mjt9xyi3z22Wee+zHH8sILL/Tc53cg8ZtnEF39pp0/f75ceumlbjm9WGeddeS2225LhK5x1GvU9eM3vyBpo+7nQfKM46Yg6voJoivPLY49aRp74tA1TX0gTdd1v3n6TffBBx/IJptskvdBBsYlr3gfeLgZPHhw3oe1pUuXytSpUz33+c0z6nRx1E8QXf3mGXU68Pbbb0v//v0lH+jPb775ZiJ0jTpPv3UTR55BdOXYU/h8thG8yqCkVEaPHu2ccsopefcPGjTIqa+v99x3/fXXO9ddd13etH379nVeffXV0PIMoqvftND/rLPOKphu+fLlidA1jnqNun785hckbdT9PEieUaeLo36C6Mpzi2NPmsaeOHRNUx9I03Xdb55+03Xt2tXp1atX3nT5pLq62mnZsmXJ6YLkGXW6OOoniK5+84w6XRCJQ1cb6icO4dhDEUPoUZRynn32WXfVjHzMnj1b7rnnHs99p512WsH//vbbb2XHHXcMLc8guvpN+8ADDxSMeTJz5ky5+OKLE6FrHPUadf34zS9I2qj7eZA8o04XR/0E0ZXnFseeNI09ceiapj6Qpuu63zz9pssX56Mpli1b5itdkDyjThdH/QTR1W+eUacLQhy62lA/ccCxh5hUKIsRIYQQQgghJCG0aNFCdtllFzduGx7Evv76azdg7IoVKwqmW3311WW//fZrSDd+/Hh55JFH3JhJ5coz6nRx1E8QXf3mGXU6sOmmm8qIESMapcXKfIhDkzRdo87Tb93EkWcQXTn2EE3sbk2UeGXTTTd1rrnmGufpp592HnvsMeeyyy5zBgwYELteFEra+7nfPKNOF0f9cNyhUCiU/DJs2DDnhx9+cKemmTJ16lRnm222aTiuT58+jdIdf/zxzuLFi91j58yZ4wo+L1iwwDnwwAMbjttoo41CyzPqdHHUTxBd/eYZdTrIlVde6R47d+5c5+OPP3Zl3rx5Tl1dnXP22We7x9TU1Djbb7997LpGnaffuokjzyC6cuwpfD6LXRK7ApQQZP/993cftj777DPnww8/dB588EHnN7/5TZPpggwkfvP0m85v2srKSudPf/qTe/z8+fOdWbNmOe+++65z7LHHJk7XONJFXT9B8vObNo5+HvXFPUgZo66fIPnx3OLYk6axJw5d09QH4qifqPurn3RDhw51li5d6jz66KPOFlts4bRr184V/P7f//7XWbRokdO/f3/niiuucC644IKGdHvssYc7jl599dVOt27dGn7HZxjm8Z9bbbWVc//99zdKFyTPqNPFUT9BdPWbZ9TpIIcddphblhNPPNGpqqpq+B2fTz75ZGfhwoXOAQcc4Mbe+vOf/xyrrlHn6bdu4sgziK4cewqfz2KfxK4AJYBUVFQ4Dz30kPvQNW7cOOeJJ55w5auvvnKDMt58883ucR07dnT22WefRmn9DiR+8wyiq9+0LVq0cN566y33mBdeeMENogvBZ/wGbwb8NwLo/uEPf4hV1zjqNer68ZtfkLRR9/MgecZxUxB1/QTRlecWx540jT1x6JqmPpCm67rfPP2me/bZZ51bb721kQ6mYN+PP/7o/PTTT25AbP37a6+95lxyySV502Efxt9vv/12lWCufvOMOl0c9RNEV795Rp0O8t577zmnnXZa3rSnn366228/+OADp3379rHqGnWefusmjjyD6Mqxp/D5LPZJ7ApQAggGgp9//tnZc889V9kHtzrsO/PMM903Z7krb/gdSPzmGURXv2kvuugiZ/Lkyc4GG2ywSjqc/NiHVZi+++4756STTopV1zjqNer68ZtfkLRR9/MgecZxUxB1/QTRlecWx540jT1x6JqmPpCm67rfPP2mg9fR+uuvv0oaLfg/GLw23HDDRr/DS7Nfv35502Ef0vXs2XOVfX7zjDpdHPUTRFe/eUadDoIpQmuuuWbetNiHtPC+iFvXqPP0Wzdx5BlEV449hc9nsU9iV4ASQD755BPniCOOyLv/yCOPdB+6nnvuOad58+ahDCR+8wyiq9+0eFO47777FnRBRxnvuOOO0Oo16voJomvU9eM3vyBpo+7nQfKM46Yg6voJoivPLY49aRp74tA1TX0gTdd1v3n6TYc374WWb8Y+HJP7ezHjK47x2uc3z6jTxVE/QXT1m2fU6fTDPqbcFHrYxzFJ0DXqPP3WTRx5BtGVY0/h81nsk9gVoAQQdGQv66zZ2XHjk3vTE2Qg8ZtnEF39pkVQtR49euRNh31IF2a9Rl0/QXSNun785hckbdT9PEiecdwURF0/QW9geG5x7EnL2BOHrmnqA2m6rvvN0286GLUOP/zwvOlg8MIxub8X47GJY7z2+c0z6nRx1E8QXf3mGXU6PX3o//7v/wpOH8IxSdA16jz91k0ceQbRlWNP4fNZ7JPYFaAEELjPebk0a4Fr3ezZsz33+R1I/OYZRFe/aRHRfvDgwQVXXsI81CToGke9Rl0/fvMLkjbqfh4kzzhuCqKunyC68tzi2JOmsScOXdPUB9J0Xfebp990eprc7rvvvso+BI1F7Aw8eOXuQww4xHnD6kMIoq1/x+cTTjjB3Zcb1yponlGni6N+gujqN8+o00EwLRMBibHgRJcuXRp+79q1q3PVVVc5y5Ytc/baa69E6Bp1nn7rJo48g+jKsafw+Sz2SewKUALIM8880xCA0UtuueUWN2iX1z6/A4nfPIPo6jctAlcign2+dNj38MMPJ0LXOOo16vrxm1+QtFH38yB5xnFTEHX9BNGV5xbHnjSNPXHomqY+kKbrut88/aZDgOtHHnnEnZb25Zdfuqu0Pf74424Qbngg4TuO8fpPrDqEdL/88ou70tpHH33kfka6a6+9Nq8ufvOMOl0c9RMkvyBtEnU6CGJlLVmyxD0WxlUIPmOVqFNPPTVRukadp9+6iSNPv+k49jR9PotdErsClACil/jDjcaQIUOcNm3aOG3btnU233xz9yTAvi233DLUgcRvnkF09Zt2wIAB7rLbWIoWKynhbSICSP7+9793xowZ4+4bOHBgInSNo16jrh+/+QVNG2U/D5JnHOniqB+/uvLc4tiTprEnDl3T1AfSdF33m2eQtoQMHz7cXZntiy++cGXkyJFu2kLjOQRlQpBsGL4g+IzfmkoXJM+o08VRP0F09Ztn1Okga6yxhut1cdNNN7mCz4WmUMapa9R5+q2bOPIMoivHHoqqA1ZE2gXLuMJ1GQ9apsB1rlAQxSADid88g+jqNy0GqM8//9y1HOs0+IxBATeOSdI1jnqNun785hc0bZT9PEiecaSLo3786spzi2NPmsaeOHRNUx9I03Xdb55B2pJCoVAoFIlJKtQHknJatmwpu+66q6yzzjru9wkTJsiLL74oixcvTlyeQXQNknbDDTeUfv36NaQbO3ZsWfOLun6C9oGo68dPfmGkTcO5lSZsGHvSdm6xfsLPL226pqkPpOm67jfPIOk0W265pXzwwQeybNmyktIdeOCB8tRTT8miRYtKShckz6jTxVE/QXT1m2fU6cA555wjt956q8ydOzfxukadp9+6iSPPILpy7LGb2K1VlOTIOeec47ksNYWSJYmjn/vNM+p0cdQPxx0KhUIpLFgNstDy02GniyNP6pqsdNSVutqSZxBdJcPSLG4rFQmfm266STp16uQr7fnnny8dO3aMLM8guvpN+8wzz0i3bt0iyy9I2jjqNer68ZtfkLRR9/MgeUadLo76CaIrz63ypLWhfuIYe+LQNU19IE3Xdb95+k1XUYFJABJZujjypK7JShdHntQ1WelsyTOIrlmGhqIMcsghh0jbtm0jPVH85hlEV79pt912W9f1PKr8gqSNo16jrh+/+QVJG3U/D5Jnmi7QfusniK48t8qT1ob6iWPsiUPXNPWBNF3X/eYZpC0JIYSQqKiKLCcSGXFYRdP0MBtHfmkyEvjFBmu8DWUMQpr6nS3nFusnWaSpfnhdTxZ//OMf5Ycffig53e677y7Tpk2LNM+o08VRP0F09Zsn0k2fPj2y/MDAgQMjzdNvGePIE3Xjt1796uo3T7/tCDj22As9isgqA8mUKVMky6B8dXV1cauRWKKunyD5+U2Lfj558mRJw7kVJJ3fMkY9Dtgw7gCOPYWxYezxC/tO8urHb55+0lVXV8tjjz3mKyjs22+/7TtA64MPPugrzyDphgwZIi1atIgsz/fff1969Ojh1nEU+ek2ad++vXTt2rWo45s1ayZdunSR8ePHy9KlS4vOB95yCKD+008/+apT8P3338uKFSsi63dIhzKizH7SjhgxomQvQZ1nqaBOd9hhB1lrrbXKWj9mXaA9Nt10U9l8882L6rM9e/aUzTbbzJ3uij5XKhx7SOyBkijxSKdOnWLXgUKJSiorK51BgwY5v/nNb1zB56qqqtj1Kka6dOni9OzZs+R0f/3rX32f5+WqG447FAqF0rTsvPPOzrPPPuvMnj3bqa+vdwWf8dtOO+3k6z/XXXdd55tvvsm7H9fFP//5z87xxx+/yljdpk0b58477/RMd9RRRzn//ve/ncMPP9z9Pnz4cOfLL79087roootK0nHp0qWunoWO6dy5c6PvG264oZv/6NGjnUcffdTZbrvtPNP94Q9/cLbYYgv3c01NjXPHHXc4dXV1bt0uW7bMueWWW5zq6upV0n366afOX/7yF6dHjx4l13mHDh1cnaZMmeLcfPPNTrNmzZzbb7/dWb58uZvv22+/7XTr1s0z7R577OG88cYbzuLFixv6wJw5c5x77rmn4D0B2uOLL75oSKMFvx155JG++yT6B/7Ha9/uu+/uluvKK690+vfv32hf+/btnVdeecXzvuySSy5xXn/99YZ+8qc//clZsGCBs2TJErdNmzdvHmr/GTJkiNsG+vuee+7p5v/9998777//vnPooYd6pjv33HOdHXfcsaE8L730ktuGuh2fe+65vItyzJs3z+1rQ4cOLaksvXr1cnVCH8X/4xwcNWpUQ74TJ0501llnHc+0OIcnT568Sh946623nMGDBxfMl2OPv/NDsimxK0AJUTDo4gTHhQAnszkY5gpO/JdfftkZMWKE54WxkOB/ER2+oqLC/Y70BxxwgPP73//efagtlLa2ttbZZptt3JN5//33b3LAMqVr167O3nvv7Rx77LGu4DN+81tfWpdytEVu3W+22WZuXqU+gN91111O9+7dS0qDPNZee22nbdu2JaXDRe7oo492/u///s8dfPOlL6XNvG7wdthhh4b/Rn8566yz3JWv1l9//SbTo9/hQn722We7NxT77ruvexHJdzz6KG5EcJHTF1ct+A1l1f241HOt0I0aLna4kXj44Ycbbi604CLodcFs3bq1c++997oXd32DdOONNzbciOBmxqus+C1XUL+46OGmSP/mpSfOW/NG7MQTT2y4ufjpp5+cCy64INSxJ8i4E9fYE/a4Y+oS5D8K1ZH5nWNPPGNPufpPVvuO3/4TRd8J2n9K7TuHHXaYa7h44IEHXOPGbrvt5go+33///e7Yfsghh4T6oL/LLru4D+efffaZew3A+L/99ts37Ed5vdKeeuqpzvz5853//ve/zrRp05zzzz/fTYstrh+//PKLc8wxx6yS7sMPP/QUXO9g0NDfvXSFHtpYhIdv1Mdrr73mGilefPFFt+68zhFcd9Gn8fmqq65yvv32W2efffZxDRs4L7/66iv3P3LTQSeUCQ/szz//vNt+uOYVU+cwEMDQhGsrdHziiSecsWPHOltuuaVrtHrvvffc631uOrQvVmK6+uqr3XuY6dOnO5dddpnzxz/+0f2fH3/80T1XctNpQwuOhcEMD74QfL700kvdtjrzzDN9nQPoP6iL3N9xPUfdPP30086bb77pLFq0yDnooIOa7Ds4Z2fMmOH8/e9/dz7//HPXkDZ16lQ3Lc6X7777zj3HvHSZNWuWp0A/GNP090J9Z6+99nK/o/5xz/avf/3L7TvoE7npoNdGG23kfsZx6Jv4DoMj6uWdd95xDWVeukInnFfYwohxxhlnOKuttlqT9Q0DI9oaxqyHHnrINfK8+uqrzuqrr+4aF9EXH3/88VXSoX1h+EKf00ZDGDp33XVX5z//+Y/bPzbZZBOOPT7GHrFPYleAEkBuuOEGdwDB5zXWWMMdgDBYY+DF9pNPPnEHFK+0OCFgocbJicEU/4W3Mk3lucEGG7gnJE5aXPzwhgVbnKywmuO/Nt1001XS4cEOF2AMUNpCrR/YJ02a5A7YhW6M8QCNMmEAmzlzpiv4jN/wdqVly5ahDVy4WYWuEyZMcC/iRxxxRKP9+QYtCAZvDObQCw/2ePOAi6cuK25EvN4eoV69BIPyb3/724bvuelwEW3RokXDTT5uKtCm+g0ZrPD5bvIfe+wxZ7/99nM/Dxw40L3x+OGHH5x3333X7UO4MfGyrqMcqJvzzjuvpIcB3KignyA9/hv1j4vv+PHjnXHjxrlvzXDByNcHHnnkkUZvcPAfqGf0uxNOOMEzHdoRZcIDWu/evd26guAzLiDoR1dccUVofQdy8sknu/38n//8p9s30R54G9VU/8E5iHP4pJNOcm8GcEOJcws3lLjpxY3U3/72t1XS5b4xMs8vc+ulq3nThDcyuMHDWxi8HcTFFu2FG42wxh6/404cY0+5xh2OPXaMPVFft4L0n6j7TpD+E3XfCdJ//PYd/G++fRA81H799der/H7NNdcUFPS5fH0Hni3m9QXtAx3xcFmo72Dsh6EAn/HgjLYzvVbwGV4RuelwHK4F8HzVcuGFF7p54AWJ/s1LV9Slvm7BMARjjLn/uuuuc19I5KZDO+kXPOjTumxacJ3Fg6pXfugz6NNPPvmkqzv6HPpsUx4IuGZpTxLUIf4LL1X0flzfYRDxqle81NDf8WCPPqe/P/jgg+65kJsO+uPlST598J/wbvLah/8rJKhTrz7w0Ucfufc9+jvyx/mi+0G+vgOPGH0fsdZaa7nHmGXG/+Aa76Ur+ibGKBg2tMCYgXML57j+rVDfgVELBjVzP9LC6OPVd+Dhg88wMOYaImGIRlsX6q8YN3DP8/PPP7tjHQwcMMLkayv0MX1/BAM1/merrbZq2L/xxhu7Y15uOuhn/i+8jmBA0cbN66+/3j1vvPLk2FN47BH7JHYFKAEEA8R6663nfoa1GS6J2mUP7q5PPfWUe5NSaODC8bBu4yEUJ8kHH3zgHHfccXnfdsGCjf9EvrgYw/oKrwnc0GEQwmAAPXLTXX755e6xuCjA4wA3oxgM8Cbn4osvLnijDis9Bi9MGTLfeOIz0uCCDwt/WDfcGDBQt7DK400O3k7ceuutDfv1xd7rP2Gth/szHj5xIcdnuA7joRk3KLgZhwHBqz3MB1hTCj3smw/60BcPy3jgHzBggPtWBg8mhd7IaBdhuJTed999Dd4laE/U+wsvvOCp62233dbw0IOLNW6gCnmw6Ysyyt6qVStXV9wcmXWBN3yoL6+0qH/UHfodbijQB2HgwYMWHoZgBNAXjNxzBP0mn07Yh3KE1XcgOJdMXXCTiAs++rnuP15pcfOm36LgphT1rG+itBs6Hkpy06Ee0QZIu+2227qCBxvcMOHGSf9WaBzA5zFjxrhvI839GAu83qz4HXv8jjtxjD3lGncK9R+OPdkZe6K+bgXpP1H3nSD9J+q+E6T/+O07GJP69euXVx/sg1Hfq04xluJFg5f873//y9seePvet2/fRr9BNzzwY+zMd91auHBhI+9a6A4Dnv6OcsN7NzcdDCQw3OHFhOnVi7ZBHyjUHuZ1Cw/nm2++eaP92oCYmw4vBvQ1Fm2Y61UBow/KWyg/CIymePmD81tPH8s1ympBG2sDAwRGVH3thPTp08czT9QrXmiZv6FutJET3sJe9Yp+Uch4hbrFf3vtw//jnIJHoJeMHDnSsw9Af5TD/A31jId9eEDl6zvQ1ZzOh+/mtDX8J7yqvHRFv9LeWDgvi+0/ZltiLMj1NMS55VWvGK9xD6Y903KnkcGgg3OoqTy1J/SBBx7oep2jXmAA1PeHpqDsul5xjqBsGP/NOvCqH/Q5r76jjf34D7SNl64cewqPPWKfxK4AJYDgZNWDCAYaXDjM/bgYeV0svQYuCNxg8WYGAw8GGtw8et2k6YsQ3gbiYdTMFycpLNe56XAx33rrrRu+4wYUA5WefgK3SFxsvXTFiV5obi9Oeq/BIJ9rqhYMTl6DD6zl5gM6Bhv8hgtlU2/1zZsWPDCjns2pR3Bdx1uU3HQff/yxe+OKiyRuKiAY6DFw4eFW/1aoHfFAn+tmiRtuuHN66YpBVg/O0Fu71ZpvIfCgkS9PPJzDBfuZZ55p8CbBTXC+OdPmxQBpUTbTmwRu1F75QdCPzQs63nij/+s38ngDgrdauenQjwtNC8Dbbq+btHyuqVrwJiNfH/C6wcO5iPrB26t8/QcXOfOmCbqbdYn2x2+56dDP4H6MGACmF0+xN9zaBRp1bN6EQNBeXjcifscev+NOHGOP33FH68qxx+6xJ+rrVpD+E3XfCdJ/ou47QfqP376DBy6vKVBaoC+O8XqYPfjgg/Omg875+g5eZnhNz8O0XozLeOD3Sosx1zRM4Hpgtjn6YL6HUnhJYIoLvMF0/RZ73cLxeLGAh/bcPoB9XtdKeC1grMd0RVyL4R2kjQxoE7z08DIymkbNXMFLGbyk8LqP0OeI9tCAlweuc6effnrDftSrl9cMXm5ozzntPQIvFG3YRL165QkDL4wnXlPjkBb78LLES1d4AheKYZSv/3gZ6yB4QYW2h9HaKx3OPfP+DMZW8x4G40o+4wsEZcS5gId+jKfF9B/0HbQZ7v1gOMz1QoYhxKu/wkCMNkG9o/3Qj3Sfxb0QjCH5XswX6j8YLzEFz8vLC55N2IfPMKLre0i9H/cuXh4zGFMwHdccv83zAWXMZ4Dj2ENDkTSW2BWgBBDMc9ZumhjAcoOM4QEMLo6lDlxwl8bFwusNGW5s9bxovL3DjRYuYObA7jUvGIMS5unr79o6rmM14OT0urBDcKHIN58WgoHe62KC/4NrsOmaagrmsOazUuc+6OPihYEQUwnwRiffgJf7hgQXcgxW+jus315vc/BGFF4S8LAwb3qKuejpB30MmuabKn0By1evGCD1xQQ36ni7au6HezTc5L3yzO07qB9ctPAwgbrBzYrXTbO29uOmDMeZNxe4cOczbJr9Tvc91I0uO/Z5veXAwwBu/LyCKOM3uJ/iQcfLaHP33Xc3ck01BUEv8/UBXPBNw4QWtCMu9LhR80qLOeXmuYT54GY9o+68zi0t8MjBf+BNVTF9R7cl5psPGzbMvcjqQJ9mnl7nlt+xx++4E8fY43fcgXDs4dgT9XUrSP+Juu8E6T9R950g/cdv39FT3fDgjmkbiG0EwWeMvXj48YrBA++qa6+9tuQYMxBMRckXuwbXFHjCePUdeEyZ04VyBYbLfNOHtOAhGG0GYyHyKabvmNOIzYdiCK5nXtNj0F/hFYPrBMqLukcfg2cQ6hvTtrwMhl59J1fyecPC4IlrFfTBfQWMP7hOwyiFB1UYf7ym+uA3GB/xYA7PB6QxY+Dgf728fdEXUZc4pzBdDHF/IPiM32DUyT3XtMCgjKk3+cqIh3JMa8r9HdPk8wUO1n3Zq+/g5ZbX9DAtiCXoZQjJFRhC0HaIwdRU/8n1gkScm1zjBMYzr7T/+Mc/3P/Hi0L0HfyPni4Lj5l8seeK6T9eAm9U5IM8sMU5j7Ec3t8wIqFfeU0zxG/QE30M95sYL0wDE0Ix5Hsxz7GHhiJpLLErQAkgmFaChzuc2HjYwwMb3gLiZhBunzjR87m2+x244CqJixVusHDDioufGY0eFxmvmy08/CHmiTkYm29TceHK9xCMAUgHjsvdh99wIcFNsFeep5xySsku/HhDlRuAGIJ6xSCNQS3fjTouVqaXA6a94A2tmWe+BxL9xgltCrdm/UDb1EUPc6oxPxw3ALkDOG4a8tUr3GjxMI9+BMENAB7U8RYcgycMHl5vFgo97ENQd2gzr5sJTEnCmx+45OPCCiMNDAS4+cbbGBhuvP4TdW66+uOiYs4HRz/wqlcdxwb1iD6E/4fgM37Dhc9rJRP0KRhe/LwdgYEn3wUTDxt4e+KVFnrhAp4vT7RRPiOKFvQVvMGEDsU+rJlinqMQ9Aevm1G/Y4/fcSeOscfvuKPz5Nhj99gT9XUrSP+Juu8E6T9R950g/cdv34HA4AcjAbw/0HYQfEbb5BoDteBBNZ8HV1OCAL6FHvQwFQReE7m/o04KxZlDTBME1W0qfxjNMJUI/aKpvqOnU2vJNe7g/MmdRm0KYp/geoE2w4skvBSCsQntmc+AgsUm/NSrriNMtdYehigfPGcRrLiQoQT3IBgPMFbAGwqBk836yl1dTAt0RVoYCVA+CD7DM6PQ9G542fqJm4Y2MOMw5gruCbRXoylot9wpa7l9rlC8JVM6duzoGsNwbS80dUp7OWpBOnM/gmjnW/lMG8vQt2B8w1iA6b5mzCkvwctFv/EMca7DA1Kf8/AKxTQ1vEwwAz57jckYz9DHcg2pKHNuuXPz5NhDUXXAiki7wAUSb0Twtk9btrVgOoo5d9cUXJz8rDqEt6B4K4H/xwMvHnzxhg8WWbzxgB5eN6r4DW9TYAnHgIMbSdOSjxsor+CD2l0bF3ScxLhBhDUfgs/QA3OqvZalxE1ooYBkMBB4XbzwMJobHFELHlLxgJrvRh1vqwrd5OMtUb5yasGFAGXCQ29TN9xwncWNspbctyPQxSswnxZcgHCDnxtnAm8vMHB7xW/w+7CPwRhv7vTKAqhL1BfKqINDmh4ipuB3tDf6GR5q0NfxwG/Wq9fKIRA8uOCiiTdeuLBD8Bk3i/lWPEOwP7wpz1cWuKp6Xbj0A45eqtNLYJjw6pd4MMu3vCoEZci37G/uW1O8/YH7caGbsGIEb2TyxXjyM/b4HXfiGHv8jjsQjj0ce6K+bgXpP1H3naD9J8q+E6T/BLlu2Si4Hpe6YiKFQqEEFY494l0v6gNJOe3atZNddtlF+vbtK82aNZMZM2bI22+/LRMnTixLfrW1tbLuuuvK+PHjZeHChVJTUyMHH3ywtGzZUl566SX5+uuvPdMNGjRIhg8f7h7/4osvyssvv1xSvv3795ehQ4dKt27d3O8zZ86Ud99919UjTHr16uWWb9SoUZ77u3fv7tb3PffcU/J/DxkyRBYtWiRffPFFk8eefPLJssMOO7jbadOmiR8233xzWbp0qYwdOzbvMegzgwcPbtR/PvzwQ1mwYIHn8dtuu63bv5YvX+5Lp44dO8rs2bMbvu+4445u30Fbmr/ngnbfa6+93P7z6quvyrhx43zlT8LDhrEH+W2xxRZlH3cAx57sjT1Z6D9R951i+g/6yyabbCJrrrlmJH3Hb/8J0ncqKytlvfXWa+g7KCPS19fXl5QOfe7LL79sMl2QtFGno65N5+lFVVWVOw589913JaeFLquvvnrJaaNOF0eettQrsY/YrVWU5Ai8D+BCmW/+MoWSNsGbZ78uv1HnGXW6OOonjvagUCiUtL3dRgBgTKPJnR6M3xDg1ssb1m+6OPKkruXLs5AUmrparrRRp6OuwdJhyham+mNV2VwvbcT2xBTnMNPFkWcQXcUuiV0BSkzGnptuuqlhaghWEMI8VnM5WwSZyzdtzW+eftNhqgqCQJrTfjBfGytN4EKab3pN1Omoa/J0RX9GwFgsi7zZZptFYtDwm2fU6eKonyC6xmFIww0Vlj3WwbAx3Q1jJ4KZ55uSFzRtmvK0TVc9zpSSFoFWEVMLMS0QFwWxSswAx2GniyPP3HSYlpoWXZNYr4ixhOlsiFmHmCC4R4PgM4KuYllvxBAJK10ceVLX8uVpi0EjSXlmRVfEjENIAcRWw/01psua8afyrZzpN10ceQbRVeyT2BWgBBAvY49+49CUsccM7IiVAjDfH4HR8ECFAGFYbtKMkh/UwBTEMPXaa681LBMK3RBvBEGIH3zwQTdYKE743NWa4khHXZOnK/oXVrXBMfiM5ZYRC6NQIL8wjC9+84wyXRz1E1TXKA1pv/vd79xVRRAXCSt9YGU3vMkdNWqU8/zzz7v7EGQxzLRpypO6Fk6L6yviYuH6hjg22CIoLeLVIE2+JYj9posjT+panjyxOmYhAyT2wVAQVro48qSu5ckT19ZCgjhp+R6C/aaNOh11LZ+uWPHNvJ4hADsMlgigXciI4jddHHkG0VXsk9gVoAQQv8ae3MCOWBVKL6ltLi+KSPdh5RlEVzzk6bdvMBggUK+5Hy64WCYx7nTUNXm6mv188ODBrsESD3kwNMHlNN9qFUENGn7zjDJdHPUTVNcoDWkffPBBw2ppeqU0/I/eD68ABAwPM22a8qSuhdPCiI2g7lhlCB6RN9xwQ0PgYniYwPDkFUDab7o48qSu5ckTLz7WX399T130gglYwjqsdHHkSV3LkyeupVjFDQHxvQRekPkegv2mjToddS2frlgUJHdlM8z6gOESz2j5jCh+08WRZxBdxT6JXQFKAPFr7NFpV1ttNfczlmeFK725H8sc4mQKK88guuJiqJcBxYkMt0lzP6Yh4U1v3Omoa/J09VrpBkvMYkl3rFqGiwFW3CmX8cVvnlGki6N+wtI1CkMa+px5M7F06dJGN+6YwlSov/pJm6Y8qWvhtDBum9dVLL2NtHp56oMPPtgZN25caOniyJO6lifPZ555xl3SHLEycvfhN6ym9/TTT4eWLo48qWt58oTH2nHHHeepCwTLied7CPabNup01LV8uk6ZMsXZeuutV/kdq1ji3huGbq+0ftPFkWcQXcUyaRZzIG0SAo7jNKys8emnnzba98knn0jPnj3zpr3kkkvkmmuukRUrVrgR8E06derkrioUZp5+07333nsybNgw9/M333wjG264YaP9G220keeKI1Gno67J01X3OROspHPfffe5K9ZgJb0HHnhACvHRRx/JiSee6K5occwxx0jnzp3lhRdekG+//dbzeL95Rp0uaFo/9RNGfqXm6Tfd/Pnz3XEQtG/f3l3VRH8H+JxvhSW/adOUJ3UtnBb92uzvuM5itRmkB++884706dMntHRx5Eldy5Pncccd596T6ZXcnnvuOVfwGb9h3/HHHx9aujjypK7lyRMr++E6mg+MZ2+++abnPr9po05HXcun6+jRo2Xfffdd5XestrjTTjvJ7rvvHmq6OPIMoquNxG6tovgXvCmHCyGm4WCucu6b8Y033tj1FvJKi+k7eIOv5aijjmq0/89//rN7TFh5BtEVsWfmzJnjXHjhhc6JJ57oHoepRphjetFFF7neAWeddVbs6ahr8nT18mApRsypkl6y1lprucG0852XfvKMOl0c9RNEV795+k2HIIfvvvuuc9BBBzlPPvmkG4/mnXfecT3b+vXr546PjzzyiOd/+k2bpjypa+G0jz32mBuLD14kCMR/7bXXOl9//XXDfsTLQqyasNLFkSd1LV+eWNFqt912c69vt956qyv4vOuuuxZc7cpvujjypK7ly5NC8SOY0nj44Yfn3Y8pWpi+Fla6OPIMoqvYJ7ErQAkgfo09xQjc6ddYY43Q8gyqKwwFuDnPXSb0u+++yxtXII501DVZumIKpZ/+H8Sg4TfPqNPFUT9BdI3akIZ56i+++KI7rQjGgbZt27oxRnQA/vHjx7tTHsNMm6Y8qWvhtLiGIvYeghhjuhGM2QiErff/4Q9/8IzL5zddHHlS1/LlSaFQKBSKxCgV6gPJKGuuuaYsW7ZMpk2blvg8i0232mqrSd++faVZs2au++2UKVOK+v+o01HX5OlaCr169ZKpU6eG/r9ZIY768Ztn2LpirKqtrZWvvvpKli9fHknaNOVJXX+lZcuWsvXWW0t1dbWMGTNGZs2aVdR/+00XR57UtXx5DhkyRIYOHepO1wczZ850p6t98MEHZUkXR57UNTpd3333XXn//fd96VpM2qjTUdfs6BpHnkF0tYnYrVWU+ATL1B9xxBHOnXfe6QbGQ/A8vCndcccdY9eNQklzP/ebZ9Tp4qgfjjsUCoWSX+AB+eabb7pea5MmTXLGjBnjCj7jN+zz8pL0my6OPKkrdaWuydQVKwj7ydNPujjyDKKrWCb0KMoALVq0kBEjRrhvrBCgFcESEZh15MiR8uqrr+ZNt9Zaa8nLL7/svu1CwMUePXq4gfLgrbHpppvK448/LgcddJDnm1K/efpNF0ee1DUbusbRz/3mGXW6OOonSH429Ne05UldqSt1DT/PRx991A1WfMQRR8jXX3/daF+/fv3krrvukunTp8vw4cNDSRdHntSVulJX6pq2+rGR2K1VFP+CIKywgCI4NJb7gyUUy2Ui8GZdXZ279HNlZaVn2meffdYNLq2/n3322e5v+Lz22mu7S1QjcHBYeQbRNeo8qWt2dI26nwfJM+p0cdRPEF1t6K9pypO6UlfqWp48EQ9ro4028tQFMnjwYPeYsNLFkSd1pa7UlbqmrX7EPoldAUoACfLQtWDBAvcY/b158+ZusMWOHTu63/fee283fZofZqkrdY26nwfJM+p0cdRPEF1t6K9pypO6UlfqWp48f/rpJ2fbbbf11AWy3XbbuceElS6OPKkrdaWu1DVt9SP2SewKUAJIkIeu77//3l2SXn9v166d+7ardevW7vc+ffo4ixcvTvXDLHWlrlH38yB5Rp0ujvoJoqsN/TVNeVJX6kpdy5PnjTfe6Hoi7bPPPk6bNm0afsdn/IY0iOsWVro48qSu1JW6Ute01Y/YJ7ErQAkgQR667r77bnc5+v79+7vHPfjgg86HH37YsB/WVrhKp/lhlrpS16j7eZA8o04XR/0E0dWG/pqmPKkrdaWu5cmzurraufnmm50lS5Y49fX1zqJFi1zBZ/x20003uceElS6OPKkrdaWu1DVt9SP2SewKUAJIkIcuRHR/55133JsWnBywrppzNvfbbz/npJNOSvXDLHWlrlH38yB5Rp0ujvoJoqsN/TVNeVJX6kpdy5enfsO9/fbbOwceeKAr+Gy+AQ87XRx5UtdkpaOu1JX107SuYo/ErgAlgAR56NICt+j11lsvbxDHND/MUlfqGnU/D5JnXOniqB8/utrQX9OUJ3WlrtS1fHlSKBQKhSLxSuwKUEKQIA+I+aRHjx7OnXfemeqHWeqazDzj0DXqfh4kz6Ski6N+itHVhv6apjypa7LSUdds6NqiRQtnq622cgYMGLDKvpqaGufQQw8NNV0ceVJX6kpdqWva6kfsktgVoJRRgjwgDho0yH0DloWH2aSko67J0zXqfh4kz6jTxVE/QXS1ob+mKU/qmqx01DU9uq6zzjqu95H2RHr99ded7t27N+zv0qWL5zjpN10ceVJX6kpdqWva6kfsk9gVoJRRCj10DRs2rKCceuqpmX+Ypa7Z1zWOfu43z6jTxVE/5covK/01S3lS12Slo67p0fXxxx93nn76aadTp07OWmut5X7+5ptvnJ49exZ8kPGbLo48qSt1pa7UNW31I5ZJFSxFJL0MGzas4P6+ffvm3Tdy5EhxHEcqKiryHoP9YeUZRNeo86Su2dE16n4eJM+o0wVJG3V72NJf05QndS1PntS1PHmmSdctt9xSdt55Z5k1a5Yr+J+bb75Z3nrrLdlhhx1k4cKFoaaLI0/qSl2pK3VNW/3YSOzWKop/0W5z2OaTfFZRLNu699575/3vDTfc0DOt3zyD6Bp1ntQ1O7pG3c+D5Bl1ujjqJ4iuNvTXNOVJXakrdS1PnnPnznXWXXfdVX7/5z//6UydOtXZeuutQ00XR57UlbpSV+qatvoR+yR2BSgBJMhD15NPPulcfPHFBV2icROT5odZ6kpdo+7nQfKMOl0c9RNEVxv6a5rypK7UlbqWJ8/33nvPOeSQQzzT4GFm9uzZoaaLI0/qSl2pK3VNW/2IZdIsbncmEowPP/xQNtlkk7z7C03xuPrqq+Wdd97Jm3bixImuC15YeQbRNeo8qWt2dI26nwfJM+p0QdJG3R629Nc05UldqSt1LU+eTzzxhIwYMcIzzcknnywPPvhgqOniyJO6UlfqSl3jyDOIrjYSu7WK4l/gHrfrrrvm3V9bW+tsu+22icgziK5R50lds6Nrms6tNIkNY0+azi3WD3WlrtnRlUKhUCgUiVkq1AdCCCGEEEIIIYQQYjmcekYIIYQQQgghhBBCXGgoIoQQQgghhBBCCCEuNBQRQgghhBBCCCGEEBcaigghhBBCCCGEEEKICw1FhBBCCEkVzz33nMyePVu6dOmyyr62bdvK9OnTZcyYMYlY4vaQQw6RN954Q+bMmSMLFy6UTz/9VP785z9Ly5YtY9VrwIABcuGFF0rv3r1j1YMQQgghyYOGIkIIIYSkihNOOEGqq6vluuuuW2XfZZddJquttpoce+yx4jjxLezarFkzeeihh+Tee+91v1900UVy2mmnydixY+Xiiy92DVmdO3eOTb+BAwe6OvXp0yc2HQghhBCSXHAXRaFQKBQKhZIaOeussxywyy67NPy26aabOvX19c4VV1xR9vxramqcioqKvPvPPfdcV7+rrrpqlX177bWXq+czzzwTeb1pvffbbz9Xv+222y7U/6+trY29b1AoFAqFQpGgErsCFAqFQqFQKCVJZWWlM3bsWGfChAmu8aNZs2bOBx984HzzzTdOy5Ytnf79+zuPPvqoM2vWLGfx4sXO+++/7wwbNqzRf3To0MG5+uqrnU8//dSZP3++M3fuXOe5555zBg0a1Og4GFPA73//e+eSSy5xvv/+e2f58uVOu3btPHVr0aKFm+9XX33l6ul1zJ133un+55AhQxp+AxdeeOEqx06aNMm5++67Q9P71FNPdbwwjUa77bab8+abbzoLFixw5s2b5xq1Bg4c2Oj/oRPy79u3r/Pss8+6xz3xxBOx9w0KhUKhUCgSSKridmcihBBCCCmV5cuXu9PL3nnnHbngggvkxx9/lE022UR23XVXWXPNNeXtt9+WadOmyRVXXOHGBho+fLiMHDlS9ttvP3cL+vbtK/vss488+uijMmnSJOnatav88Y9/dGMKYWrWjBkzGuWJfJYtWyZ///vfpaamxv3sxdZbby0dO3aUf/zjH66eXtxzzz1y5JFHyrBhw+T9998vqexB9R41apSr26mnniqXXnqpjBs3zj1ObxFX6T//+Y+8+OKLcs4550htba0cf/zxMnr0aNl4441lypQpDf9dVVXlHod9f/rTn2TRokUllYUQQgghySR2axWFQqFQKBSKH7nhhhucpUuXut4s999/v/vbSy+95HzyySdOdXV1o2NHjx7tjB8/vuE79udOH+vdu7frgfSXv/xlFc+ciRMnut5CTel0yimnuMf/9re/zXtM+/bt3WP++9//luxRFIbe+aaetWrVypk9e7Zz2223Nfq9S5cuzpw5cxr9Dp3AZZddFns/oFAoFAqFIqEJg1kTQgghJLVgBbFZs2bJihUr5PTTT5cOHTrIjjvuKI888oi0adNGOnXq1CDwfOnXr5+svvrqblp42eiA1wg+DS+gBQsWyPjx42Xw4MGr5AUvmyVLljSpE/IF8+fPz3uM3qePLYVy6Q122WUXtw4ffPDBRnUHz6j33ntPdthhh1XS3HLLLSWXgRBCCCHJhVPPCCGEEJJaYHCBgQQrnWH62ZAhQ1zjyd/+9jdXvOjSpYtMnz5dKioq3OlXWEUN09UwjUoD41MumOalQR65q5bNnj1b6urqijIC6X3QuVSC6N0U66yzjrt97bXXPPfPnTu30XeU9/vvvy9Be0IIIYQkHRqKCCGEEJIZYMABV199tetB5MXEiRPd7fnnn+8ak+688043jg8MPfBMuv766xv+x2Tx4sUNn3v27CmTJ09utH/77bd34wR9+eWX7vdBgwbJk08+6akD9oFvv/22yTJVVlY2+h5E76bQ6RGnaObMmavsr6+vb/R96dKlDd5NhBBCCMkGNBQRQgghJDNowws8XV555ZWCx+6///7y6quvytFHH93o9/bt28vPP/9cMC2MKDvvvHOj3z755BN3i0Dac+bMkYMOOsgNFg0jTi6HHXaYu0VAag0MPsjbpHnz5tK9e/fQ9NbkM+588803DZ5OTdUfIYQQQrIJYxQRQgghJDP89NNP7rQprALWrVu3VfZjipoGcXcwjSvXCNOjR48m84EnDQwppvzyyy8NHjxXXXWVrLvuuq6hKJc99thDDj/8cHnqqafk888/b2Sk2XbbbRsdi5XdzKllQfXWYCU4kGuYghcWppfBayk339z6I4QQQkg2oUcRIYQQQjLFiSee6C7X/tlnn8ntt9/uehlhCfmhQ4e6xpSNNtrIPe6ZZ56RCy+8UO666y555513ZIMNNpCDDz64wasmCDAUIZ9zzz3Xzfexxx5zDUhbb721O63riy++cI1FJnfccYfcdttt8t///ldeeukl2XDDDWXXXXd1jV8mYeg9duxYdxrZOeecI+3atXMNX/BSQl7HH3+83HvvvfLRRx/JQw895P7Wq1cv2XPPPV1vqZNPPjlw/RBCCCEk2cS+9BqFQqFQKBSKX3nttdeczz77rNFva665pvPvf//bmT59urN06VLnu+++c5566iln3333bbTM/NVXX+1MmzbNWbhwofPWW285m2++uft/kNxl5rGkfKm6HXbYYe7/zp0719GMGjXKad68+SrHYsn7yy+/3Pnxxx+dBQsWOM8//7zTt29fZ9KkSe5S9GHrfdRRRzkTJ0506urq3ONwvJkW+c+ZM8dZtGiRM2HCBOeuu+5yBg8e3HAMdJo/f37s7U+hUCgUCkVClQr1gRBCCCGElBFM5Xr66adlp512kmHDhuUNtk0IIYQQEic0FBFCCCGERERtba28/vrrbvyi7bbbTj7++OO4VSKEEEIIaQQNRYQQQgghhBBCCCHEhaueEUIIIYQQQgghhBAXGooIIYQQQgghhBBCiAsNRYQQQgghhBBCCCHEhYYiQgghhBBCCCGEEOJCQxEhhBBCCCGEEEIIcaGhiBBCCCGEEEIIIYS40FBECCGEEEIIIYQQQlxoKCKEEEIIIYQQQgghLjQUEUIIIYQQQgghhBAXGooIIYQQQgghhBBCiAsNRYQQQgghhBBCCCFEwP8Dp+4T0kiXF3UAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a new column for Year-Quarter\n", + "final_economic_data['Year_Quarter'] = final_economic_data['Year'].astype(str) + '-Q' + final_economic_data['Quarter'].astype(str)\n", + "\n", + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Plot the inflation rate as a line graph\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "prevlinex = 0\n", + "plt.axvline(x=0, color='gray', linestyle='--', linewidth=1)\n", + "\n", + "# Iterate through the data and plot each segment with the corresponding color\n", + "for i in range(len(final_economic_data) - 1):\n", + " current_row = final_economic_data.iloc[i]\n", + " next_row = final_economic_data.iloc[i + 1]\n", + " plt.plot([current_row['Year_Quarter'], next_row['Year_Quarter']],\n", + " [current_row['Inflation_Rate'], next_row['Inflation_Rate']],\n", + " color=party_colors[current_row['President_Party']])\n", + " # Draw a vertical line if the president changes\n", + " if ((current_row['President'] != next_row['President']) or (i == len(final_economic_data) - 2)):\n", + " # Draw a vertical line at the end of the current president's term\n", + " plt.axvline(x=next_row['Year_Quarter'], color='gray', linestyle='--', linewidth=1)\n", + " # Annotate the president's name centered between the vertical lines\n", + " mid_point = (prevlinex + i) / 2\n", + " plt.annotate(current_row['President'], \n", + " xy=(mid_point, current_row['Inflation_Rate']), \n", + " xytext=(0, 50), \n", + " textcoords='offset points', \n", + " fontsize=10, \n", + " color='white', \n", + " ha='center')\n", + " prevlinex = i\n", + "\n", + "# Set the title and labels\n", + "plt.title('Inflation Rate Over Time', fontsize=14, fontweight='bold', color='white')\n", + "plt.xlabel('Year-Quarter', fontsize=12, color='white')\n", + "plt.ylabel('Inflation Rate', fontsize=12, color='white')\n", + "\n", + "# Customize the plot appearance\n", + "plt.xticks(rotation=90, fontsize=10, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "plt.gcf().set_facecolor('black')\n", + "plt.gca().set_facecolor('black')\n", + "plt.grid(False)\n", + "\n", + "# Label only the first quarter of each year\n", + "first_quarters = final_economic_data[final_economic_data['Quarter'] == 1]['Year_Quarter']\n", + "plt.xticks(ticks=range(0, len(final_economic_data), 4), labels=first_quarters)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a new column for Year-Quarter\n", + "final_economic_data['Year_Quarter'] = final_economic_data['Year'].astype(str) + '-Q' + final_economic_data['Quarter'].astype(str)\n", + "\n", + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Plot the debt percentage change as a line graph\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "prevlinex = 0\n", + "plt.axvline(x=0, color='gray', linestyle='--', linewidth=1)\n", + "\n", + "# Iterate through the data and plot each segment with the corresponding color\n", + "for i in range(len(final_economic_data) - 1):\n", + " current_row = final_economic_data.iloc[i]\n", + " next_row = final_economic_data.iloc[i + 1]\n", + " plt.plot([current_row['Year_Quarter'], next_row['Year_Quarter']],\n", + " [current_row['Debt_Percent_Change'], next_row['Debt_Percent_Change']],\n", + " color=party_colors[current_row['President_Party']])\n", + " # Draw a vertical line if the president changes\n", + " if ((current_row['President'] != next_row['President']) or (i == len(final_economic_data) - 2)):\n", + " # Draw a vertical line at the end of the current president's term\n", + " plt.axvline(x=next_row['Year_Quarter'], color='gray', linestyle='--', linewidth=1)\n", + " # Annotate the president's name centered between the vertical lines\n", + " mid_point = (prevlinex + i) / 2\n", + " plt.annotate(current_row['President'], \n", + " xy=(mid_point, current_row['Debt_Percent_Change']), \n", + " xytext=(0, 50), \n", + " textcoords='offset points', \n", + " fontsize=10, \n", + " color='white', \n", + " ha='center')\n", + " prevlinex = i\n", + "\n", + "# Set the title and labels\n", + "plt.title('Debt Percentage Change Over Time', fontsize=14, fontweight='bold', color='white')\n", + "plt.xlabel('Year-Quarter', fontsize=12, color='white')\n", + "plt.ylabel('Debt Percentage Change', fontsize=12, color='white')\n", + "\n", + "# Customize the plot appearance\n", + "plt.xticks(rotation=90, fontsize=10, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "plt.gcf().set_facecolor('black')\n", + "plt.gca().set_facecolor('black')\n", + "plt.grid(False)\n", + "\n", + "# Label only the first quarter of each year\n", + "first_quarters = final_economic_data[final_economic_data['Quarter'] == 1]['Year_Quarter']\n", + "plt.xticks(ticks=range(0, len(final_economic_data), 4), labels=first_quarters)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Create a scatter plot of Consumer Confidence in the final quarter\n", + "plt.figure(figsize=(12, 8))\n", + "ax = sns.scatterplot(data=final_election_results, x='Year', y='Consumer_Confidence', hue='President_Party', palette=party_colors, s=100)\n", + "\n", + "# Set the background color to black\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Set the title and labels\n", + "ax.set_title('Consumer Confidence in Final Quarter', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('Year', fontsize=12, color='white')\n", + "ax.set_ylabel('Consumer Confidence', fontsize=12, color='white')\n", + "\n", + "# Label each scatter point with the president's name and a check mark or cross mark\n", + "for i in range(final_election_results.shape[0]):\n", + " mark = '✓' if final_election_results['President_Party_Stayed'][i] else '✗'\n", + " plt.text(final_election_results['Year'][i], final_election_results['Consumer_Confidence'][i] + 1, \n", + " f\"{final_election_results['President'][i]} {mark}\", fontsize=9, color='white', ha='center')\n", + "\n", + "# Customize the plot appearance\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Plot the average line\n", + "average_confidence = final_election_results['Consumer_Confidence'].mean()\n", + "plt.axhline(y=average_confidence, color='gray', linestyle='--', linewidth=1, label=f'Average Confidence ({average_confidence:.2f})')\n", + "\n", + "# Add custom legend entries for check mark and cross mark\n", + "handles, labels = ax.get_legend_handles_labels()\n", + "handles.extend([plt.Line2D([0], [0], color='w', label='Party Stayed (✓)', linestyle='None'),\n", + " plt.Line2D([0], [0], color='w', label='Party Changed (✗)', linestyle='None'),])\n", + "\n", + "legend = plt.legend(handles=handles, fontsize='12', facecolor='black', edgecolor='white', labelcolor='white', loc='lower left')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 8))\n", + "\n", + "# Modify the scatter plot to show S&P Return Rate in the final quarter\n", + "ax = sns.scatterplot(data=final_election_results, x='Year', y='SP500_Return_Rate', hue='President_Party', palette=party_colors, s=100)\n", + "\n", + "# Set the background color to black\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Set the title and labels\n", + "ax.set_title('S&P Return Rate in Final Quarter', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('Year', fontsize=12, color='white')\n", + "ax.set_ylabel('S&P Return Rate', fontsize=12, color='white')\n", + "\n", + "# Label each scatter point with the president's name and a check mark or cross mark\n", + "for i in range(final_election_results.shape[0]):\n", + " mark = '✓' if final_election_results['President_Party_Stayed'][i] else '✗'\n", + " plt.text(final_election_results['Year'][i], final_election_results['SP500_Return_Rate'][i] + 1, \n", + " f\"{final_election_results['President'][i]} {mark}\", fontsize=9, color='white', ha='center')\n", + "\n", + "# Customize the plot appearance\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add custom legend entries for check mark and cross mark\n", + "handles, labels = ax.get_legend_handles_labels()\n", + "handles.extend([plt.Line2D([0], [0], marker='', color='w', markersize=0, label='Party Stayed (✓)', linestyle='None'),\n", + " plt.Line2D([0], [0], marker='', color='w', markersize=0, label='Party Changed (✗)', linestyle='None')])\n", + "\n", + "legend = plt.legend(handles=handles, fontsize='12', facecolor='black', edgecolor='white', labelcolor='white')\n", + "\n", + "# Add a horizontal line at y=0\n", + "plt.axhline(y=0, color='gray', linestyle='--', linewidth=1)\n", + "\n", + "# Show the plot\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a scatter plot of approval rating for each president\n", + "plt.figure(figsize=(12, 8))\n", + "ax = sns.scatterplot(data=final_election_results, x='Year', y='Approval', hue='President_Party', palette=party_colors, s=100)\n", + "\n", + "# Set the background color to black\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Set the title and labels\n", + "ax.set_title('Approval Rating for Each President in Final Quarter', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('Year', fontsize=12, color='white')\n", + "ax.set_ylabel('Approval Rating', fontsize=12, color='white')\n", + "\n", + "# Label each scatter point with the president's name and a check mark or cross mark\n", + "for i in range(final_election_results.shape[0]):\n", + " mark = '✓' if final_election_results['President_Party_Stayed'][i] else '✗'\n", + " plt.text(final_election_results['Year'][i], final_election_results['Approval'][i] + 1, \n", + " f\"{final_election_results['President'][i]} {mark}\", fontsize=9, color='white', ha='center')\n", + "\n", + "# Customize the plot appearance\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add a horizontal line at the average approval rating\n", + "average_approval = final_election_results['Approval'].mean()\n", + "plt.axhline(y=average_approval, color='gray', linestyle='--', linewidth=1, label=f'Average Approval ({average_approval:.2f})')\n", + "\n", + "# Add custom legend entries for check mark and cross mark\n", + "handles, labels = ax.get_legend_handles_labels()\n", + "handles.extend([plt.Line2D([0], [0], marker='', color='w', markersize=0, label='Party Stayed (✓)', linestyle='None'),\n", + " plt.Line2D([0], [0], marker='', color='w', markersize=0, label='Party Changed (✗)', linestyle='None')])\n", + "labels.extend(['Party Stayed (✓)', 'Party Changed (✗)'])\n", + "legend = plt.legend(handles=handles, fontsize='12', facecolor='black', edgecolor='white', labelcolor='white', loc='lower left')\n", + "\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Modeling " + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import statsmodels.api as sm\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import accuracy_score, classification_report, r2_score" + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_Confidence
019561-0.38880True4.00.248820.000009.83027798.95
1195620.82318False4.21.046470.884962.47955998.20
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1956 1 -0.38880 True 4.0 0.24882 \n", + "1 1956 2 0.82318 False 4.2 1.04647 \n", + "2 1956 3 -0.08974 True 4.1 2.01668 \n", + "3 1956 4 1.63251 False 4.1 2.58161 \n", + "4 1957 1 0.63823 False 3.9 3.41276 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence \n", + "0 0.00000 9.830277 98.95 \n", + "1 0.88496 2.479559 98.20 \n", + "2 3.03711 -4.279415 99.90 \n", + "3 -0.85837 -0.793072 100.20 \n", + "4 2.13228 0.130657 96.55 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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Federal_Funds_RateDebt_Percent_ChangeEgg_PricePresidentPresident_PartyHouse_MajoritySenate_Majorityunified
02.48-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsFalse
12.69-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsFalse
22.81-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsFalse
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42.93-0.204442-1.219858EisenhowerRepublicanDemocratsDemocratsFalse
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" + ], + "text/plain": [ + " Federal_Funds_Rate Debt_Percent_Change Egg_Price President \\\n", + "0 2.48 -0.148249 -0.138338 Eisenhower \n", + "1 2.69 -0.148249 -0.138338 Eisenhower \n", + "2 2.81 -0.148249 -0.138338 Eisenhower \n", + "3 2.93 -0.148249 -0.138338 Eisenhower \n", + "4 2.93 -0.204442 -1.219858 Eisenhower \n", + "\n", + " President_Party House_Majority Senate_Majority unified \n", + "0 Republican Democrats Democrats False \n", + "1 Republican Democrats Democrats False \n", + "2 Republican Democrats Democrats False \n", + "3 Republican Democrats Democrats False \n", + "4 Republican Democrats Democrats False " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Load the final datasets\n", + "final_economic_data = pd.read_csv('final_economic_data.csv')\n", + "final_election_results = pd.read_csv('final_election_results.csv')\n", + "\n", + "nonNumericalColumns = ['Year', 'Quarter', 'President', 'President_Party', 'House_Majority', 'Senate_Majority', 'unified', 'Recession']\n", + "\n", + "# Display the first half of the columns\n", + "display(final_economic_data[final_economic_data.columns[:(1+len(final_economic_data.columns)//2)]].head())\n", + "\n", + "# Display the second half of the columns\n", + "display(final_economic_data[final_economic_data.columns[(1+len(final_economic_data.columns)//2):]].head())\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9444444444444444\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " False 1.00 0.90 0.95 10\n", + " True 0.89 1.00 0.94 8\n", + "\n", + " accuracy 0.94 18\n", + " macro avg 0.94 0.95 0.94 18\n", + "weighted avg 0.95 0.94 0.94 18\n", + "\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import accuracy_score, classification_report\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Assuming final_election_results is already defined and contains the necessary data\n", + "# Define the predictor variables (excluding non-numeric, target columns, Quarter, and Turnout_as_%_VAP)\n", + "predictor_columns = final_election_results.columns.drop(['Year', 'President', 'President_Party', 'House_Majority', 'Senate_Majority', 'President_Party_Stayed', 'Quarter'])\n", + "X = final_election_results[predictor_columns]\n", + "\n", + "# Ensure all columns in X are numeric\n", + "X = X.apply(pd.to_numeric, errors='coerce')\n", + "\n", + "# Fill NaN values with the mean of the column\n", + "X = X.fillna(X.mean())\n", + "\n", + "# Standardize the features\n", + "scaler = StandardScaler()\n", + "X = scaler.fit_transform(X)\n", + "\n", + "# Define the target variable\n", + "y = final_election_results['President_Party_Stayed'].astype(bool)\n", + "\n", + "# Create and train the logistic regression model\n", + "model = LogisticRegression()\n", + "model.fit(X, y)\n", + "\n", + "# Make predictions on the same data\n", + "y_pred = model.predict(X)\n", + "\n", + "# Evaluate the model\n", + "accuracy = accuracy_score(y, y_pred)\n", + "report = classification_report(y, y_pred)\n", + "\n", + "print(\"Accuracy:\", accuracy)\n", + "print(\"Classification Report:\\n\", report)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 244, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.cluster import KMeans\n", + "from scipy.cluster.hierarchy import dendrogram, linkage\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Drop non-numeric columns\n", + "term_data_numeric = final_economic_data.drop(columns=['Year', 'Quarter', 'Recession', 'President_Party', 'House_Majority', 'Senate_Majority', 'unified'])\n", + "\n", + "# Combine the quarters into \"terms\" by taking the mean of each president's term\n", + "term_data_numeric = term_data_numeric.groupby('President').mean().reset_index()\n", + "\n", + "# Standardize the data\n", + "scaler = StandardScaler()\n", + "term_data_scaled = scaler.fit_transform(term_data_numeric.drop(columns=['President']))\n", + "\n", + "# Perform hierarchical clustering\n", + "linked = linkage(term_data_scaled, method='ward')\n", + "\n", + "# Plot the dendrogram\n", + "plt.figure(figsize=(10, 7))\n", + "dendrogram(linked, labels=term_data_numeric['President'].values, orientation='top', distance_sort='descending', show_leaf_counts=True)\n", + "plt.title('Hierarchical Clustering Dendrogram')\n", + "plt.xlabel('President')\n", + "plt.ylabel('Distance')\n", + "plt.xticks(rotation=90) # Make x-axis labels vertical\n", + "\n", + "# Correlate the color of the x-axis label with the president's party color\n", + "ax = plt.gca()\n", + "x_labels = ax.get_xmajorticklabels()\n", + "for label in x_labels:\n", + " president = label.get_text()\n", + " party = final_economic_data[final_economic_data['President'] == president]['President_Party'].values[0]\n", + " label.set_color(party_colors[party])\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['GDP_Growth', 'Unemployment_Rate', 'Inflation_Rate', 'Gas_Prices',\n", + " 'SP500_Return_Rate', 'Consumer_Confidence', 'Federal_Funds_Rate',\n", + " 'Debt_Percent_Change', 'Egg_Price'],\n", + " dtype='object')\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remove non-numerical columns\n", + "numerical_data = final_economic_data.select_dtypes(include=[np.number])\n", + "# Remove Year and Quarter columns\n", + "numerical_data = numerical_data.drop(columns=['Year', 'Quarter'])\n", + "print(numerical_data.columns)\n", + "\n", + "# Calculate the correlation matrix\n", + "correlation_matrix = numerical_data.corr()\n", + "\n", + "# Plot the correlation matrix using seaborn\n", + "plt.figure(figsize=(12, 8))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", + "plt.title('Correlation Matrix of Economic Variables', fontsize=14, fontweight='bold', color='white')\n", + "\n", + "# Customize the plot appearance\n", + "plt.xticks(fontsize=12, color='white', rotation=45, ha='right')\n", + "plt.yticks(fontsize=12, color='white')\n", + "plt.gcf().set_facecolor('black')\n", + "plt.gca().set_facecolor('black')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/SidLamsal-MiniProject/MiniProjectCode/Presidents.csv b/SidLamsal-MiniProject/MiniProjectCode/Presidents.csv new file mode 100644 index 0000000..5b7aa00 --- /dev/null +++ b/SidLamsal-MiniProject/MiniProjectCode/Presidents.csv @@ -0,0 +1,86 @@ +Congress,House Majority,Senate Majority,Presidency,Party Government +35th (1857–1859),Democrats,Democrats,Democrat (Buchanan),Unified +36th (1859–1861),Republicans,Democrats,Democrat (Buchanan),Divided +37th (1861–1863),Republicans,Republicans,Republican (Lincoln),Unified +38th (1863–1865),Republicans,Republicans,Republican (Lincoln),Unified +39th (1865–1867),Republicans,Republicans,Republican (Lincoln) / Democrat (A. Johnson),Unified/ Divided2 +40th (1867–1869),Republicans,Republicans,Democrat (A. Johnson),Divided +41st (1869–1871),Republicans,Republicans,Republican (Grant),Unified +42nd (1871–1873),Republicans,Republicans,Republican (Grant),Unified +43rd (1873–1875),Republicans,Republicans,Republican (Grant),Unified +44th (1875–1877),Democrats,Republicans,Republican (Grant),Divided +45th (1877–1879),Democrats,Republicans,Republican (Hayes),Divided +46th (1879–1881),Democrats,Democrats,Republican (Hayes),Divided +47th (1881–1883),Republicans,Republicans3,Republican (Garfield / Arthur)4,Unified +48th (1883–1885),Democrats,Republicans,Republican (Arthur),Divided +49th (1885–1887),Democrats,Republicans,Democrat (Cleveland),Divided +50th (1887–1889),Democrats,Republicans,Democrat (Cleveland),Divided +51st (1889–1891),Republicans,Republicans,Republican (Harrison),Unified +52nd (1891–1893),Democrats,Republicans,Republican (Harrison),Divided +53rd (1893–1895),Democrats,Democrats,Democrat (Cleveland),Unified +54th (1895–1897),Republicans,Republicans,Democrat (Cleveland),Divided +55th (1897–1899),Republicans,Republicans,Republican (McKinley),Unified +56th (1899–1901),Republicans,Republicans,Republican (McKinley),Unified +57th (1901–1903),Republicans,Republicans,Republican (McKinley / T. Roosevelt)5,Unified +58th (1903–1905),Republicans,Republicans,Republican (T. Roosevelt),Unified +59th (1905–1907),Republicans,Republicans,Republican (T. Roosevelt),Unified +60th (1907–1909),Republicans,Republicans,Republican (T. Roosevelt),Unified +61st (1909–1911),Republicans,Republicans,Republican (Taft),Unified +62nd (1911–1913),Democrats,Republicans,Republican (Taft),Divided +63rd (1913–1915),Democrats,Democrats,Democrat (Wilson),Unified +64th (1915–1917),Democrats,Democrats,Democrat (Wilson),Unified +65th (1917–1919),Democrats6,Democrats,Democrat (Wilson),Unified +66th (1919–1921),Republicans,Republicans,Democrat (Wilson),Divided +67th (1921–1923),Republicans,Republicans,Republican (Harding),Unified +68th (1923–1925),Republicans,Republicans,Republican (Harding / Coolidge)7,Unified +69th (1925–1927),Republicans,Republicans,Republican (Coolidge),Unified +70th (1927–1929),Republicans,Republicans,Republican (Coolidge),Unified +71st (1929–1931),Republicans,Republicans,Republican (Hoover),Unified +72nd (1931–1933),Democrats8,Republicans,Republican (Hoover),Divided +73rd (1933–1935),Democrats,Democrats,Democrat (F. Roosevelt),Unified +74th (1935–1937),Democrats,Democrats,Democrat (F. Roosevelt),Unified +75th (1937–1939),Democrats,Democrats,Democrat (F. Roosevelt),Unified +76th (1939–1941),Democrats,Democrats,Democrat (F. Roosevelt),Unified +77th (1941–1943),Democrats,Democrats,Democrat (F. Roosevelt),Unified +78th (1943–1945),Democrats,Democrats,Democrat (F. Roosevelt),Unified +79th (1945–1947),Democrats,Democrats,Democrat (F. Roosevelt / Truman)9,Unified +80th (1947–1949),Republicans,Republicans,Democrat (Truman),Divided +81st (1949–1951),Democrats,Democrats,Democrat (Truman),Unified +82nd (1951–1953),Democrats,Democrats,Democrat (Truman),Unified +83rd (1953–1955),Republicans,Republicans,Republican (Eisenhower),Unified +84th (1955–1957),Democrats,Democrats,Republican (Eisenhower),Divided +85th (1957–1959),Democrats,Democrats,Republican (Eisenhower),Divided +86th (1959–1961),Democrats,Democrats,Republican (Eisenhower),Divided +87th (1961–1963),Democrats,Democrats,Democrat (Kennedy),Unified +88th (1963–1965),Democrats,Democrats,Democrat (Kennedy / L. Johnson)10,Unified +89th (1965–1967),Democrats,Democrats,Democrat (L. Johnson),Unified +90th (1967–1969),Democrats,Democrats,Democrat (L. Johnson),Unified +91st (1969–1971),Democrats,Democrats,Republican (Nixon),Divided +92nd (1971–1973),Democrats,Democrats,Republican (Nixon),Divided +93rd (1973–1975),Democrats,Democrats,Republican (Nixon / Ford)11,Divided +94th (1975–1977),Democrats,Democrats,Republican (Ford),Divided +95th (1977–1979),Democrats,Democrats,Democrat (Carter),Unified +96th (1979–1981),Democrats,Democrats,Democrat (Carter),Unified +97th (1981–1983),Democrats,Republicans,Republican (Reagan),Divided +98th (1983–1985),Democrats,Republicans,Republican (Reagan),Divided +99th (1985–1987),Democrats,Republicans,Republican (Reagan),Divided +100th (1987–1989),Democrats,Democrats,Republican (Reagan),Divided +101st (1989–1991),Democrats,Democrats,Republican (G.H.W. Bush),Divided +102nd (1991–1993),Democrats,Democrats,Republican (G.H.W. Bush),Divided +103rd (1993–1995),Democrats,Democrats,Democrat (Clinton),Unified +104th (1995–1997),Republicans,Republicans,Democrat (Clinton),Divided +105th (1997–1999),Republicans,Republicans,Democrat (Clinton),Divided +106th (1999–2001),Republicans,Republicans,Democrat (Clinton),Divided +107th (2001–2003),Republicans,Republicans / Democrats12,Republican (G.W. Bush),Unified / Divided +108th (2003–2005),Republicans,Republicans,Republican (G.W. Bush),Unified +109th (2005–2007),Republicans,Republicans,Republican (G.W. Bush),Unified +110th (2007–2009),Democrats,Democrats13,Republican (G.W. Bush),Divided +111th (2009–2011),Democrats,Democrats,Democrat (Obama),Unified +112th (2011–2013),Republicans,Democrats,Democrat (Obama),Divided +113th (2013–2015),Republicans,Democrats,Democrat (Obama),Divided +114th (2015–2017),Republicans,Republicans,Democrat (Obama),Divided +115th (2017–2019),Republicans,Republicans,Republican (Trump),Unified +116th (2019–2021),Democrats,Republicans,Republican (Trump),Divided +117th (2021–2023),Democrats,Democrats14,Democrat (Biden),Unified +118th (2023–2025),Republicans,Democrats,Democrat (Biden),Divided +119th (2025–2027),Republicans,Republicans,Republican (Trump),Unified diff --git a/SidLamsal-MiniProject/MiniProjectCode/RepLogo.png b/SidLamsal-MiniProject/MiniProjectCode/RepLogo.png new file mode 100644 index 0000000..865a166 Binary files /dev/null and b/SidLamsal-MiniProject/MiniProjectCode/RepLogo.png differ diff --git a/SidLamsal-MiniProject/MiniProjectCode/SNP500.csv b/SidLamsal-MiniProject/MiniProjectCode/SNP500.csv new file mode 100644 index 0000000..2f311fe --- /dev/null +++ b/SidLamsal-MiniProject/MiniProjectCode/SNP500.csv @@ -0,0 +1,899 @@ +Year,Month,Return (%),Amount ($),CPI +1950,1,2.52%,102.52,23.50 +1950,2,1.38%,103.93,23.50 +1950,3,3.39%,107.45,23.60 +1950,4,3.91%,111.66,23.60 +1950,5,2.16%,114.08,23.70 +1950,6,-6.72%,106.41,23.80 +1950,7,6.64%,113.47,24.10 +1950,8,4.11%,118.13,24.30 +1950,9,4.72%,123.71,24.40 +1950,10,0.38%,124.17,24.60 +1950,11,0.19%,124.41,24.70 +1950,12,8.01%,134.38,25.00 +1951,1,4.31%,140.17,25.40 +1951,2,-1.11%,138.61,25.70 +1951,3,1.93%,141.28,25.80 +1951,4,0.63%,142.17,25.80 +1951,5,-1.15%,140.54,25.90 +1951,6,2.37%,143.87,25.90 +1951,7,4.97%,151.01,25.90 +1951,8,3.14%,155.75,25.90 +1951,9,0.03%,155.79,26.10 +1951,10,-2.25%,152.28,26.20 +1951,11,3.61%,157.79,26.40 +1951,12,3.83%,163.83,26.50 +1952,1,-1.33%,161.65,26.50 +1952,2,0.75%,162.86,26.30 +1952,3,0.20%,163.19,26.30 +1952,4,0.46%,163.95,26.40 +1952,5,3.24%,169.26,26.40 +1952,6,3.37%,174.96,26.50 +1952,7,0.88%,176.50,26.70 +1952,8,-1.11%,174.55,26.70 +1952,9,-1.61%,171.74,26.70 +1952,10,3.67%,178.03,26.70 +1952,11,4.51%,186.06,26.70 +1952,12,0.99%,187.90,26.70 +1953,1,-0.77%,186.45,26.60 +1953,2,0.96%,188.23,26.50 +1953,3,-4.47%,179.81,26.60 +1953,4,1.00%,181.62,26.60 +1953,5,-3.11%,175.97,26.70 +1953,6,1.91%,179.34,26.80 +1953,7,0.90%,180.95,26.80 +1953,8,-4.11%,173.52,26.90 +1953,9,3.52%,179.62,26.90 +1953,10,2.71%,184.49,27.00 +1953,11,1.84%,187.88,26.90 +1953,12,3.02%,193.56,26.90 +1954,1,2.68%,198.74,26.90 +1954,2,2.58%,203.87,26.90 +1954,3,4.45%,212.94,26.90 +1954,4,4.42%,222.36,26.80 +1954,5,1.22%,225.08,26.90 +1954,6,4.46%,235.11,26.90 +1954,7,2.39%,240.74,26.90 +1954,8,2.74%,247.34,26.90 +1954,9,2.71%,254.04,26.80 +1954,10,4.30%,264.97,26.80 +1954,11,4.95%,278.10,26.80 +1954,12,2.17%,284.13,26.70 +1955,1,3.70%,294.65,26.70 +1955,2,-0.44%,293.37,26.70 +1955,3,3.81%,304.54,26.70 +1955,4,-0.08%,304.30,26.70 +1955,5,6.15%,323.00,26.70 +1955,6,7.64%,347.69,26.70 +1955,7,-0.30%,346.65,26.80 +1955,8,4.82%,363.34,26.80 +1955,9,-4.72%,346.18,26.90 +1955,10,7.07%,370.64,26.90 +1955,11,1.24%,375.22,26.90 +1955,12,-2.39%,366.26,26.80 +1956,1,0.95%,369.74,26.80 +1956,2,7.21%,396.39,26.80 +1956,3,1.48%,402.26,26.80 +1956,4,-2.84%,390.84,26.90 +1956,5,-0.26%,389.82,27.00 +1956,6,5.75%,412.23,27.20 +1956,7,-0.28%,411.06,27.40 +1956,8,-3.09%,398.36,27.30 +1956,9,-0.95%,394.56,27.40 +1956,10,-0.71%,391.75,27.50 +1956,11,1.81%,398.84,27.50 +1956,12,-1.86%,391.41,27.60 +1957,1,-4.00%,375.77,27.60 +1957,2,1.62%,381.86,27.70 +1957,3,2.64%,391.95,27.80 +1957,4,4.16%,408.26,27.90 +1957,5,1.95%,416.24,28.00 +1957,6,2.32%,425.90,28.10 +1957,7,-5.21%,403.74,28.30 +1957,8,-3.74%,388.64,28.30 +1957,9,-5.90%,365.72,28.30 +1957,10,-1.80%,359.14,28.30 +1957,11,0.32%,360.28,28.40 +1957,12,2.33%,368.67,28.40 +1958,1,0.70%,371.26,28.60 +1958,2,2.42%,380.24,28.60 +1958,3,0.90%,383.65,28.80 +1958,4,3.56%,397.29,28.90 +1958,5,2.74%,408.16,28.90 +1958,6,3.07%,420.70,28.90 +1958,7,4.05%,437.75,29.00 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+1958,3,2.28676,False,7.3,2.2998,2.68567,11.779025452000024,85.85,1.32,0.5331937411358734,1.2538308352753935,Eisenhower,Republican,Democrats,Democrats,False +1958,4,2.31131,False,6.4,1.91315,-3.1164,10.04830994000001,90.8,2.16,0.5331937411358734,1.2538308352753935,Eisenhower,Republican,Democrats,Democrats,False +1959,1,1.90024,False,5.8,0.89317,0.0,3.473496672200005,93.05,2.58,0.7481121498015497,-3.5174499961285965,Eisenhower,Republican,Democrats,Democrats,False +1959,2,2.22842,False,5.1,0.39175,1.71188,5.427814286900001,95.3,3.08,0.7481121498015497,-3.5174499961285965,Eisenhower,Republican,Democrats,Democrats,False +1959,3,0.0697,False,5.3,0.96841,0.84508,-3.835374688000004,94.55,3.57,0.7481121498015497,-3.5174499961285965,Eisenhower,Republican,Democrats,Democrats,False +1959,4,0.28458,False,5.6,1.47414,2.76643,2.60129958819999,93.8,3.99,0.7481121498015497,-3.5174499961285965,Eisenhower,Republican,Democrats,Democrats,False +1960,1,2.22372,False,5.1,1.39112,-1.51206,-3.1444979896000036,100.0,3.93,0.14237391918818787,1.8199508596207448,Eisenhower,Republican,Democrats,Democrats,False +1960,2,-0.53981,True,5.2,1.82486,0.13841,1.0716662360000129,93.3,3.7,0.14237391918818787,1.8199508596207448,Eisenhower,Republican,Democrats,Democrats,False +1960,3,0.48873,False,5.5,1.35876,2.72868,-2.9193101824000034,97.2,2.94,0.14237391918818787,1.8199508596207448,Eisenhower,Republican,Democrats,Democrats,False +1960,4,-1.29143,True,6.3,1.39598,-0.26954,12.0986857718,90.1,2.3,0.14237391918818787,1.8199508596207448,Eisenhower,Republican,Democrats,Democrats,False +1961,1,0.67275,False,6.8,1.50811,-0.81301,11.069802536000006,91.6,1.99,0.2297253544996769,0.003382835502718784,Kennedy,Democrat,Democrats,Democrats,True +1961,2,1.6836,False,7.0,0.8679,-3.6015,0.13634208239998724,92.5,1.73,0.2297253544996769,0.003382835502718784,Kennedy,Democrat,Democrats,Democrats,True +1961,3,1.90216,False,6.8,1.20536,3.05579,4.663206137600007,99.2,1.68,0.2297253544996769,0.003382835502718784,Kennedy,Democrat,Democrats,Democrats,True +1961,4,1.94268,False,6.2,0.70517,-0.96221,2.286443913200009,93.0,2.4,0.2297253544996769,0.003382835502718784,Kennedy,Democrat,Democrats,Democrats,True +1962,1,1.76794,False,5.6,0.89366,-0.41523,-0.749846923600006,99.9,2.46,0.789123210320164,-1.4678550943897695,Kennedy,Democrat,Democrats,Democrats,True +1962,2,0.90069,False,5.5,1.30741,1.10346,-15.543226691199985,95.4,2.61,0.789123210320164,-1.4678550943897695,Kennedy,Democrat,Democrats,Democrats,True +1962,3,1.22207,False,5.6,1.20214,-0.55021,-0.5168064051999988,91.6,2.85,0.789123210320164,-1.4678550943897695,Kennedy,Democrat,Democrats,Democrats,True +1962,4,0.32886,False,5.5,1.30043,2.04785,16.80697456000002,95.0,2.92,0.789123210320164,-1.4678550943897695,Kennedy,Democrat,Democrats,Democrats,True +1963,1,1.08617,False,5.8,1.22896,-0.81412,6.542354352000013,98.4,2.97,0.635991887328613,0.37742076858768847,Kennedy / L. Johnson,Democrat,Democrats,Democrats,True +1963,2,1.11616,False,5.7,1.03684,-1.92578,1.2445550732000044,91.7,2.96,0.635991887328613,0.37742076858768847,Kennedy / L. Johnson,Democrat,Democrats,Democrats,True +1963,3,2.17501,False,5.5,1.36384,1.51622,6.537604834999988,96.4,3.33,0.635991887328613,0.37742076858768847,Kennedy / L. Johnson,Democrat,Democrats,Democrats,True +1963,4,0.65376,False,5.6,1.39346,-0.68634,5.471608280300022,94.4,3.45,0.635991887328613,0.37742076858768847,Kennedy / L. Johnson,Democrat,Democrats,Democrats,True +1964,1,2.08679,False,5.5,1.48748,-0.5660755555555556,5.331148748399972,99.5,3.46,0.4750319279826387,-0.2464791333472438,Kennedy / L. Johnson,Democrat,Democrats,Democrats,True +1964,2,1.08318,False,5.2,1.46288,-0.44581111111111105,4.860012908000022,98.5,3.49,0.4750319279826387,-0.2464791333472438,Kennedy / L. Johnson,Democrat,Democrats,Democrats,True +1964,3,1.55052,False,5.0,1.07422,-0.32554666666666665,2.699869649300024,100.6,3.46,0.4750319279826387,-0.2464791333472438,Kennedy / L. Johnson,Democrat,Democrats,Democrats,True +1964,4,0.30871,False,5.0,1.2661,-0.2052822222222222,2.2400890307999966,99.9,3.58,0.4750319279826387,-0.2464791333472438,Kennedy / L. Johnson,Democrat,Democrats,Democrats,True +1965,1,2.39109,False,4.9,1.16392,-0.08501777777777776,2.903975979200024,102.0,3.98,0.44305022770636526,-0.616206551373577,L. Johnson,Democrat,Democrats,Democrats,True +1965,2,1.25556,False,4.7,1.64622,0.035246666666666676,-2.760881023000006,105.4,4.08,0.44305022770636526,-0.616206551373577,L. Johnson,Democrat,Democrats,Democrats,True +1965,3,2.19881,False,4.4,1.71766,0.1555111111111111,8.441228,103.4,4.08,0.44305022770636526,-0.616206551373577,L. Johnson,Democrat,Democrats,Democrats,True +1965,4,2.27776,False,4.1,1.78457,0.27577555555555555,2.8649130935999967,102.9,4.17,0.44305022770636526,-0.616206551373577,L. Johnson,Democrat,Democrats,Democrats,True +1966,1,2.40469,False,3.9,2.41824,0.39604,-1.0952789464000023,100.0,4.56,0.2068428135145739,3.112654867590736,L. Johnson,Democrat,Democrats,Democrats,True +1966,2,0.34089,False,3.8,2.68868,0.78741,-5.523052388800009,95.7,4.91,0.2068428135145739,3.112654867590736,L. Johnson,Democrat,Democrats,Democrats,True +1966,3,0.84327,False,3.8,3.27177,1.55645,-9.314902446400009,91.2,5.41,0.2068428135145739,3.112654867590736,L. Johnson,Democrat,Democrats,Democrats,True +1966,4,0.81706,False,3.7,3.56955,0.38536,10.459337955199999,88.3,5.56,0.2068428135145739,3.112654867590736,L. Johnson,Democrat,Democrats,Democrats,True +1967,1,0.88189,False,3.8,2.87081,0.51151,8.576615170099998,94.1,4.82,0.4898024324898165,-4.783465302905654,L. Johnson,Democrat,Democrats,Democrats,True +1967,2,0.06133,False,3.8,2.56675,1.14142,3.0604931594000018,95.9,3.99,0.4898024324898165,-4.783465302905654,L. Johnson,Democrat,Democrats,Democrats,True +1967,3,0.94163,False,3.8,2.70823,0.50315,3.6340555249999795,97.0,3.89,0.4898024324898165,-4.783465302905654,L. Johnson,Democrat,Democrats,Democrats,True +1967,4,0.75103,False,3.9,2.99037,-0.12555,0.12040391359997571,92.9,4.17,0.4898024324898165,-4.783465302905654,L. Johnson,Democrat,Democrats,Democrats,True +1968,1,2.01876,False,3.7,3.74115,0.75094,1.4657345296000157,97.2,4.79,1.5980187639324406,1.822211820763675,L. Johnson,Democrat,Democrats,Democrats,True +1968,2,1.65658,False,3.6,4.1206,-0.5,5.628051631999997,92.4,5.98,1.5980187639324406,1.822211820763675,L. Johnson,Democrat,Democrats,Democrats,True +1968,3,0.77153,False,3.5,4.47761,1.12151,4.2733903904,92.4,5.95,1.5980187639324406,1.822211820763675,L. Johnson,Democrat,Democrats,Democrats,True +1968,4,0.392,False,3.4,4.62598,0.12384,-1.0107223309000157,91.7,5.92,1.5980187639324406,1.822211820763675,L. Johnson,Democrat,Democrats,Democrats,True +1969,1,1.55232,False,3.4,4.87329,1.3522,0.07588305679999685,98.2,6.57,0.43886238732362415,3.8227781675592487,Nixon,Republican,Democrats,Democrats,False +1969,2,0.30289,False,3.4,5.50193,2.174,-5.775636781300008,91.5,8.33,0.43886238732362415,3.8227781675592487,Nixon,Republican,Democrats,Democrats,False +1969,3,0.65778,False,3.6,5.52381,-0.23923,1.7029371860000087,86.4,8.98,0.43886238732362415,3.8227781675592487,Nixon,Republican,Democrats,Democrats,False +1969,4,-0.4894,True,3.6,5.83255,-0.48019,-4.646226230000005,79.7,8.94,0.43886238732362415,3.8227781675592487,Nixon,Republican,Democrats,Democrats,False +1970,1,-0.149,True,4.2,6.22677,-0.72464,-3.969826199999993,78.1,8.56,1.1939858389806934,-0.25229938201822844,Nixon,Republican,Democrats,Democrats,False +1970,2,0.14162,False,4.8,6.03843,1.92083,-10.979246751999995,75.4,7.88,1.1939858389806934,-0.25229938201822844,Nixon,Republican,Democrats,Democrats,False +1970,3,0.91725,False,5.2,5.68592,-0.47676,12.519704196799974,77.6,6.71,1.1939858389806934,-0.25229938201822844,Nixon,Republican,Democrats,Democrats,False +1970,4,-1.07736,True,5.8,5.6,1.18766,11.798560979599992,72.4,5.57,1.1939858389806934,-0.25229938201822844,Nixon,Republican,Democrats,Democrats,False +1971,1,2.67992,False,5.9,4.8119,-0.47337,11.027921231500004,78.1,3.86,1.785630694066076,-3.8952899392168505,Nixon,Republican,Democrats,Democrats,False +1971,2,0.53936,False,5.9,4.31406,-2.03722,-3.1398556960000046,80.2,4.57,1.785630694066076,-3.8952899392168505,Nixon,Republican,Democrats,Democrats,False +1971,3,0.81908,False,6.0,4.26985,2.51059,-0.9451860272000068,82.1,5.48,1.785630694066076,-3.8952899392168505,Nixon,Republican,Democrats,Democrats,False +1971,4,0.23459,False,5.9,3.53535,0.58858,7.006596173599999,82.0,4.75,1.785630694066076,-3.8952899392168505,Nixon,Republican,Democrats,Democrats,False +1972,1,1.82054,False,5.8,3.50584,-1.29949,6.084793950799994,92.8,3.55,1.7810718026042283,-0.14705343769813028,Nixon,Republican,Democrats,Democrats,False +1972,2,2.24392,False,5.7,3.22581,-0.47676,-0.7627357199999962,88.6,4.3,1.7810718026042283,-0.14705343769813028,Nixon,Republican,Democrats,Democrats,False +1972,3,0.93966,False,5.6,3.0303,2.71083,2.9548639004000066,95.2,4.74,1.7810718026042283,-0.14705343769813028,Nixon,Republican,Democrats,Democrats,False +1972,4,1.66057,False,5.4,3.33333,1.50032,8.747319622499994,90.7,5.15,1.7810718026042283,-0.14705343769813028,Nixon,Republican,Democrats,Democrats,False +1973,1,2.44481,False,4.9,4.1129,1.02565,-6.189493766499988,81.9,6.54,1.7599200615983746,8.709147566550591,Nixon / Ford,Republican,Democrats,Democrats,False +1973,2,1.08286,False,4.9,5.60897,4.10941,-3.3534141696999975,77.0,7.82,1.7599200615983746,8.709147566550591,Nixon / Ford,Republican,Democrats,Democrats,False +1973,3,-0.52723,True,4.8,6.83625,2.15294,4.581073279999992,72.0,10.56,1.7599200615983746,8.709147566550591,Nixon / Ford,Republican,Democrats,Democrats,False +1973,4,0.94475,False,4.8,8.41857,6.69318,-11.717804755000005,76.5,10.0,1.7599200615983746,8.709147566550591,Nixon / Ford,Republican,Democrats,Democrats,False +1974,1,-0.86342,True,5.1,9.91479,16.06746,-2.9286582321999988,61.8,9.33,0.910681845559691,0.10072050320475423,Nixon / Ford,Republican,Democrats,Democrats,False +1974,2,0.23741,False,5.2,10.54628,10.07698,-13.355676109000003,72.1,11.25,0.910681845559691,0.10072050320475423,Nixon / Ford,Republican,Democrats,Democrats,False +1974,3,-0.94977,True,5.6,11.45833,1.21953,-11.332392251199986,64.4,12.1,0.910681845559691,0.10072050320475423,Nixon / Ford,Republican,Democrats,Democrats,False +1974,4,-0.38916,True,6.6,12.04644,-4.25596,5.829772794200028,59.5,9.34,0.910681845559691,0.10072050320475423,Nixon / Ford,Republican,Democrats,Democrats,False +1975,1,-1.22511,True,8.3,11.1346,0.55183,18.0503841293,57.6,6.31,2.9279258725601665,-0.47510715395497893,Ford,Republican,Democrats,Democrats,False +1975,2,0.71216,False,8.9,9.54015,3.62834,10.266032851700002,72.8,5.42,2.9279258725601665,-0.47510715395497893,Ford,Republican,Democrats,Democrats,False +1975,3,1.69755,False,8.5,8.67824,7.16681,-3.207687849999996,75.7,6.16,2.9279258725601665,-0.47510715395497893,Ford,Republican,Democrats,Democrats,False +1975,4,1.3381,False,8.3,7.38342,-0.77932,10.465759123999984,75.6,5.41,2.9279258725601665,-0.47510715395497893,Ford,Republican,Democrats,Democrats,False +1976,1,2.22454,False,7.7,6.34115,-1.93902,6.168587840000006,84.6,4.83,3.861221757300859,2.133010270590052,Ford,Republican,Democrats,Democrats,False +1976,2,0.7307,False,7.6,6.01504,0.21731,3.200372685999975,83.3,5.2,3.861221757300859,2.133010270590052,Ford,Republican,Democrats,Democrats,False +1976,3,0.54591,False,7.7,5.58968,3.97215,-1.3017070496000094,89.7,5.28,3.861221757300859,2.133010270590052,Ford,Republican,Democrats,Democrats,False +1976,4,0.72001,False,7.8,5.18697,0.13899,2.847584724200014,87.0,4.87,3.861221757300859,2.133010270590052,Ford,Republican,Democrats,Democrats,False +1977,1,1.17925,False,7.5,5.9034,0.82988,-3.580031101500003,87.1,4.66,3.019803325522785,-0.8183250858578184,Carter,Democrat,Democrats,Democrats,True +1977,2,1.92331,False,7.1,6.79669,3.05212,2.25283491199999,90.2,5.16,3.019803325522785,-0.8183250858578184,Carter,Democrat,Democrats,Democrats,True +1977,3,1.7871,False,6.9,6.57359,0.93086,-5.36427596800001,89.0,5.82,3.019803325522785,-0.8183250858578184,Carter,Democrat,Democrats,Democrats,True +1977,4,0.00199,False,6.7,6.59404,-0.39788,-2.5212674223999976,84.4,6.51,3.019803325522785,-0.8183250858578184,Carter,Democrat,Democrats,Democrats,True +1978,1,0.31933,False,6.3,6.47523,-0.13298,4.093444502299981,82.3,6.76,2.505161875338402,-1.4240270168018876,Carter,Democrat,Democrats,Democrats,True +1978,2,3.79196,False,6.0,7.02822,1.25621,6.14312588999999,81.5,7.28,2.505161875338402,-1.4240270168018876,Carter,Democrat,Democrats,Democrats,True +1978,3,1.00072,False,6.0,8.02402,3.80323,4.774386836,80.4,8.09,2.505161875338402,-1.4240270168018876,Carter,Democrat,Democrats,Democrats,True +1978,4,1.33517,False,5.9,8.92953,2.18964,0.413687628800008,73.5,9.58,2.505161875338402,-1.4240270168018876,Carter,Democrat,Democrats,Democrats,True +1979,1,0.17943,False,5.9,9.78318,4.94971,3.7156972628000107,71.5,10.07,1.7356199314924048,2.1910623755363456,Carter,Democrat,Democrats,Democrats,True +1979,2,0.10669,False,5.7,10.75491,15.06109,1.9111385203999909,66.6,10.18,1.7356199314924048,2.1910623755363456,Carter,Democrat,Democrats,Democrats,True +1979,3,0.74006,False,5.9,11.72309,15.54525,3.0551443410000045,63.9,10.94,1.7356199314924048,2.1910623755363456,Carter,Democrat,Democrats,Democrats,True +1979,4,0.24973,False,6.0,12.64198,5.7303,7.510501952000004,62.1,13.58,1.7356199314924048,2.1910623755363456,Carter,Democrat,Democrats,Democrats,True +1980,1,0.31408,False,6.3,14.21002,14.00112,-5.871030688000001,63.5,15.07,2.369950451411973,-0.44401215883757006,Carter,Democrat,Democrats,Democrats,True +1980,2,-2.08196,True,7.3,14.42577,5.77516,17.824357476800003,54.4,12.67,2.369950451411973,-0.44401215883757006,Carter,Democrat,Democrats,Democrats,True +1980,3,-0.11893,True,7.7,12.93532,-0.10086,9.97318807999996,67.8,9.82,2.369950451411973,-0.44401215883757006,Carter,Democrat,Democrats,Democrats,True +1980,4,1.84775,False,7.4,12.53836,-0.98023,3.3231672836000037,72.1,15.85,2.369950451411973,-0.44401215883757006,Carter,Democrat,Democrats,Democrats,True +1981,1,1.94047,False,7.4,11.26107,8.74359,2.245065435800009,68.3,16.6,2.3955671868365114,1.9211904132357294,Reagan,Republican,Democrats,Republicans,False +1981,2,-0.74384,True,7.4,9.87352,2.76261,-2.778298573600013,73.9,17.79,2.3955671868365114,1.9211904132357294,Reagan,Republican,Democrats,Republicans,False +1981,3,1.19039,False,7.4,10.85302,-1.18777,-5.967298719999992,74.8,17.59,2.3955671868365114,1.9211904132357294,Reagan,Republican,Democrats,Republicans,False +1981,4,-1.09558,True,8.2,9.58317,-0.61463,-0.7484098560000096,65.7,13.59,2.3955671868365114,1.9211904132357294,Reagan,Republican,Democrats,Republicans,False +1982,1,-1.56584,True,8.8,7.5815,-3.25843,0.6208416697999875,66.5,14.21,3.4315180874066264,-0.700699531331761,Reagan,Republican,Democrats,Republicans,False +1982,2,0.45514,False,9.4,6.9068,-5.12933,-4.501391093600004,66.2,14.51,3.4315180874066264,-0.700699531331761,Reagan,Republican,Democrats,Republicans,False +1982,3,-0.383,True,9.9,5.81647,5.44729,23.018710391999985,66.7,11.01,3.4315180874066264,-0.700699531331761,Reagan,Republican,Democrats,Republicans,False +1982,4,0.04,False,10.7,4.44365,-2.76812,10.083903159999984,72.5,9.28,3.4315180874066264,-0.700699531331761,Reagan,Republican,Democrats,Republicans,False +1983,1,1.30918,False,10.4,3.59408,-7.17007,10.537893102000018,75.3,8.66,4.792519822436603,1.125335653440107,Reagan,Republican,Democrats,Republicans,False +1983,2,2.25002,False,10.1,3.29976,4.95913,7.001706185000023,91.5,8.8,4.792519822436603,1.125335653440107,Reagan,Republican,Democrats,Republicans,False +1983,3,1.97924,False,9.4,2.52646,2.69931,1.4755604884999718,91.2,9.46,4.792519822436603,1.125335653440107,Reagan,Republican,Democrats,Republicans,False +1983,4,2.06472,False,8.5,3.23349,-2.59926,0.2914394156000144,91.5,9.43,4.792519822436603,1.125335653440107,Reagan,Republican,Democrats,Republicans,False +1984,1,1.93593,False,7.9,4.62585,-2.4976,-4.206415668399998,99.5,9.69,3.3668933376672205,2.663222940973231,Reagan,Republican,Democrats,Republicans,False +1984,2,1.71301,False,7.4,4.40484,1.59352,-2.986307087499984,96.6,10.55,3.3668933376672205,2.663222940973231,Reagan,Republican,Democrats,Republicans,False +1984,3,0.95939,False,7.4,4.2957,-2.00448,10.295786569900024,98.9,11.39,3.3668933376672205,2.663222940973231,Reagan,Republican,Democrats,Republicans,False +1984,4,0.81742,False,7.3,4.1543,0.17144,5.297670526999987,95.0,9.26,3.3668933376672205,2.663222940973231,Reagan,Republican,Democrats,Republicans,False +1985,1,0.96431,False,7.2,3.64109,-3.37952,6.356086521600002,94.5,8.48,3.7698755012387064,-4.889151966740235,Reagan,Republican,Democrats,Republicans,False +1985,2,0.87662,False,7.3,3.60709,6.44942,7.688446414999994,94.3,7.92,3.7698755012387064,-4.889151966740235,Reagan,Republican,Democrats,Republicans,False +1985,3,1.51573,False,7.2,3.35249,0.43096,-2.2506483000000133,92.8,7.9,3.7698755012387064,-4.889151966740235,Reagan,Republican,Democrats,Republicans,False +1985,4,0.7407,False,7.0,3.51377,-1.56696,12.889990135000007,91.1,8.1,3.7698755012387064,-4.889151966740235,Reagan,Republican,Democrats,Republicans,False +1986,1,0.92942,False,7.0,3.1054,-8.84787,15.307423923999997,95.5,7.83,3.908815178072267,1.6317324076987383,Reagan,Republican,Democrats,Republicans,False +1986,2,0.44929,False,7.2,1.67858,-17.39863,1.7699009340000016,96.8,6.92,3.908815178072267,1.6317324076987383,Reagan,Republican,Democrats,Republicans,False +1986,3,0.95212,False,7.0,1.66821,-6.03243,-0.3258755208000008,94.8,6.21,3.908815178072267,1.6317324076987383,Reagan,Republican,Democrats,Republicans,False +1986,4,0.53496,False,6.8,1.34557,-3.97591,12.323897212099988,92.0,6.27,3.908815178072267,1.6317324076987383,Reagan,Republican,Democrats,Republicans,False +1987,1,0.73911,False,6.6,2.03833,8.28986,10.167290647199989,90.5,6.22,2.547378674881373,-1.5565474265387125,Reagan,Republican,Democrats,Democrats,False +1987,2,1.07241,False,6.3,3.69917,5.65904,7.943592679999978,91.8,6.65,2.547378674881373,-1.5565474265387125,Reagan,Republican,Democrats,Democrats,False +1987,3,0.86344,False,6.0,4.16287,5.03689,-9.007545952500017,93.9,6.84,2.547378674881373,-1.5565474265387125,Reagan,Republican,Democrats,Democrats,False +1987,4,1.70238,False,5.8,4.40555,-0.96309,-9.788732425000003,86.4,6.92,2.547378674881373,-1.5565474265387125,Reagan,Republican,Democrats,Democrats,False +1988,1,0.51555,False,5.7,3.96541,-5.42689,5.718217724899999,92.3,6.67,2.579636611821523,0.5464032276249364,Reagan,Republican,Democrats,Democrats,False +1988,2,1.30547,False,5.5,3.97995,2.8951,3.3571963400000016,93.6,7.15,2.579636611821523,0.5464032276249364,Reagan,Republican,Democrats,Democrats,False +1988,3,0.58426,False,5.5,4.14236,3.17487,3.9835225520000295,96.0,7.98,2.579636611821523,0.5464032276249364,Reagan,Republican,Democrats,Democrats,False +1988,4,1.32366,False,5.3,4.30636,-2.55644,3.782162983400017,93.0,8.47,2.579636611821523,0.5464032276249364,Reagan,Republican,Democrats,Democrats,False +1989,1,1.01126,False,5.2,4.67451,-1.03285,6.806316031999993,95.9,9.45,2.365361071110361,5.442210203586839,G.H.W. Bush,Republican,Democrats,Democrats,False +1989,2,0.7602,False,5.2,5.16019,16.85225,10.663858703999995,90.9,9.73,2.365361071110361,5.442210203586839,G.H.W. Bush,Republican,Democrats,Democrats,False +1989,3,0.73801,False,5.2,4.70588,-3.75379,5.476571564599975,92.5,9.08,2.365361071110361,5.442210203586839,G.H.W. Bush,Republican,Democrats,Democrats,False +1989,4,0.19679,False,5.4,4.62732,-4.92821,-1.3490509725999855,91.8,8.61,2.365361071110361,5.442210203586839,G.H.W. Bush,Republican,Democrats,Democrats,False +1990,1,1.08695,False,5.3,5.23288,3.23823,0.31165987399999207,91.3,8.25,3.1378361936627464,1.1486212384098415,G.H.W. Bush,Republican,Democrats,Democrats,False +1990,2,0.36231,False,5.3,4.58345,2.95696,7.324186476499994,90.9,8.24,3.1378361936627464,1.1486212384098415,G.H.W. Bush,Republican,Democrats,Democrats,False +1990,3,0.06656,False,5.7,5.56447,10.66906,-13.903750076799993,79.1,8.16,3.1378361936627464,1.1486212384098415,G.H.W. Bush,Republican,Democrats,Democrats,False +1990,4,-0.91457,True,6.1,6.27648,13.63967,6.963605204200007,65.1,7.74,3.1378361936627464,1.1486212384098415,G.H.W. Bush,Republican,Democrats,Democrats,False +1991,1,-0.46904,True,6.6,5.25905,-16.19383,17.6020105344,75.0,6.43,3.1847529572872846,-0.6059296774833967,G.H.W. Bush,Republican,Democrats,Democrats,False +1991,2,0.77667,False,6.8,4.84661,-1.60485,0.9506910860000106,80.7,5.86,3.1847529572872846,-0.6059296774833967,G.H.W. Bush,Republican,Democrats,Democrats,False +1991,3,0.50409,False,6.9,3.852,0.20202,2.556229527999987,82.6,5.65,3.1847529572872846,-0.6059296774833967,G.H.W. Bush,Republican,Democrats,Democrats,False +1991,4,0.34794,False,7.1,2.96536,-0.64114,8.39085783679998,71.9,4.82,3.1847529572872846,-0.6059296774833967,G.H.W. Bush,Republican,Democrats,Democrats,False +1992,1,1.19014,False,7.4,2.89389,-5.28267,-1.3481102440000114,70.8,4.02,2.618939916512897,-2.940821366088542,G.H.W. Bush,Republican,Democrats,Democrats,False +1992,2,1.07847,False,7.6,3.07352,5.89017,2.636077157899974,78.9,3.77,2.618939916512897,-2.940821366088542,G.H.W. Bush,Republican,Democrats,Democrats,False +1992,3,0.98326,False,7.6,3.07467,3.08124,0.12795385040000884,76.1,3.26,2.618939916512897,-2.940821366088542,G.H.W. Bush,Republican,Democrats,Democrats,False +1992,4,1.03746,False,7.4,3.12197,-0.88482,6.268820352800009,83.2,3.03,2.618939916512897,-2.940821366088542,G.H.W. Bush,Republican,Democrats,Democrats,False +1993,1,0.1668,False,7.1,3.17308,-3.48327,2.514626468000025,87.3,3.04,2.068396570066744,1.8984665860742878,Clinton,Democrat,Democrats,Democrats,True +1993,2,0.58048,False,7.1,3.125,1.35412,1.657221758399996,82.5,3.0,2.068396570066744,1.8984665860742878,Clinton,Democrat,Democrats,Democrats,True +1993,3,0.47602,False,6.8,2.81723,-2.24423,4.412618623999998,77.4,3.06,2.068396570066744,1.8984665860742878,Clinton,Democrat,Democrats,Democrats,True +1993,4,1.35098,False,6.6,2.7693,0.13746,2.655750548599989,84.0,2.99,2.068396570066744,1.8984665860742878,Clinton,Democrat,Democrats,Democrats,True +1994,1,0.96569,False,6.6,2.53961,-4.71089,-4.798652055999996,93.0,3.21,1.5571618005153276,-0.6191237809358374,Clinton,Democrat,Democrats,Democrats,True +1994,2,1.34608,False,6.2,2.3826,3.53644,1.6504208168000023,92.2,3.94,1.5571618005153276,-0.6191237809358374,Clinton,Democrat,Democrats,Democrats,True +1994,3,0.58288,False,6.0,2.85517,6.81586,3.467984873600005,90.7,4.49,1.5571618005153276,-0.6191237809358374,Clinton,Democrat,Democrats,Democrats,True +1994,4,1.13906,False,5.6,2.60333,-1.17533,1.0196043694999934,93.1,5.17,1.5571618005153276,-0.6191237809358374,Clinton,Democrat,Democrats,Democrats,True +1995,1,0.35415,False,5.5,2.84026,-3.74751,9.906376902400016,94.3,5.8,1.4656914987312808,1.298691707229782,Clinton,Democrat,Republicans,Republicans,False +1995,2,0.29788,False,5.7,3.09535,5.4731,10.422126815000032,91.7,6.02,1.4656914987312808,1.298691707229782,Clinton,Democrat,Republicans,Republicans,False +1995,3,0.84713,False,5.7,2.66398,-1.75843,5.197637645200026,93.2,5.8,1.4656914987312808,1.298691707229782,Clinton,Democrat,Republicans,Republicans,False +1995,4,0.67679,False,5.6,2.62631,-4.84617,5.999332006400038,89.8,5.72,1.4656914987312808,1.298691707229782,Clinton,Democrat,Republicans,Republicans,False +1996,1,0.74626,False,5.5,2.78392,2.41879,5.899576399999984,90.5,5.37,1.2375375416489698,3.8985474304277012,Clinton,Democrat,Republicans,Republicans,False +1996,2,1.65419,False,5.5,2.82709,11.25711,0.052709216000002,91.5,5.24,1.2375375416489698,3.8985474304277012,Clinton,Democrat,Republicans,Republicans,False +1996,3,0.89303,False,5.3,2.90013,-3.64456,9.494899299199977,94.9,5.31,1.2375375416489698,3.8985474304277012,Clinton,Democrat,Republicans,Republicans,False +1996,4,1.03302,False,5.3,3.2314,-0.12484,9.77632556000001,97.5,5.28,1.2375375416489698,3.8985474304277012,Clinton,Democrat,Republicans,Republicans,False +1997,1,0.64337,False,5.2,2.94497,0.28068,0.17635579120001132,99.0,5.28,0.889226041305724,-0.3852688344446853,Clinton,Democrat,Republicans,Republicans,False +1997,2,1.65151,False,5.0,2.30179,-1.60104,21.65635277519997,103.0,5.52,0.889226041305724,-0.3852688344446853,Clinton,Democrat,Republicans,Republicans,False +1997,3,1.24084,False,4.9,2.22505,1.28912,3.2196437225000096,105.8,5.53,0.889226041305724,-0.3852688344446853,Clinton,Democrat,Republicans,Republicans,False +1997,4,0.85024,False,4.7,1.89076,-2.59508,1.6932344119999998,105.0,5.51,0.889226041305724,-0.3852688344446853,Clinton,Democrat,Republicans,Republicans,False +1998,1,0.99875,False,4.6,1.48256,-10.4328,15.870739544000001,107.8,5.52,0.5180550798703276,-0.8330691600937024,Clinton,Democrat,Republicans,Republicans,False +1998,2,0.92143,False,4.4,1.58333,-0.49947,4.365254199199997,106.9,5.5,0.5180550798703276,-0.8330691600937024,Clinton,Democrat,Republicans,Republicans,False +1998,3,1.25108,False,4.5,1.59619,-2.09621,-10.387187263000008,103.5,5.53,0.5180550798703276,-0.8330691600937024,Clinton,Democrat,Republicans,Republicans,False +1998,4,1.59639,False,4.4,1.52577,-3.19137,21.35351838499997,100.2,4.86,0.5180550798703276,-0.8330691600937024,Clinton,Democrat,Republicans,Republicans,False +1999,1,0.93505,False,4.3,1.68724,-4.5515,7.218994129999978,105.9,4.73,0.5833365816731106,-1.4182363498854378,Clinton,Democrat,Republicans,Republicans,False +1999,2,0.83128,False,4.3,2.11239,16.81463,3.7785455719999916,106.2,4.75,0.5833365816731106,-1.4182363498854378,Clinton,Democrat,Republicans,Republicans,False +1999,3,1.31717,False,4.2,2.34646,6.14484,-5.562168274000001,105.9,5.1,0.5833365816731106,-1.4182363498854378,Clinton,Democrat,Republicans,Republicans,False +1999,4,1.62735,False,4.1,2.61982,3.33159,9.987647250800013,105.3,5.3,0.5833365816731106,-1.4182363498854378,Clinton,Democrat,Republicans,Republicans,False +2000,1,0.36214,False,4.0,3.25779,8.8502,2.8016324895999922,110.1,5.68,0.07905423837051284,0.7115432973961111,Clinton,Democrat,Republicans,Republicans,False +2000,2,1.8049,False,3.9,3.29383,8.94614,1.082213176000013,108.8,6.27,0.07905423837051284,0.7115432973961111,Clinton,Democrat,Republicans,Republicans,False +2000,3,0.10188,False,4.0,3.4689,0.91002,-5.352329080800001,107.5,6.52,0.07905423837051284,0.7115432973961111,Clinton,Democrat,Republicans,Republicans,False +2000,4,0.59526,False,3.9,3.4435,-1.49578,-3.623132405600016,103.9,6.47,0.07905423837051284,0.7115432973961111,Clinton,Democrat,Republicans,Republicans,False +2001,1,-0.32834,True,4.2,3.40976,-4.06624,-10.625303596000002,92.3,5.6,0.5821414332006114,0.8436401276305627,G.W. Bush,Republican,Republicans,Republicans / Democrats12,True +2001,2,0.62256,False,4.4,3.32491,11.11696,1.5505078911999925,91.0,4.33,0.5821414332006114,0.8436401276305627,G.W. Bush,Republican,Republicans,Republicans / Democrats12,True +2001,3,-0.40144,True,4.8,2.67823,-10.87782,-10.304981125000001,88.6,3.5,0.5821414332006114,0.8436401276305627,G.W. Bush,Republican,Republicans,Republicans / Democrats12,True +2001,4,0.2744,False,5.5,1.87488,-17.9777,6.274452294999988,85.1,2.13,0.5821414332006114,0.8436401276305627,G.W. Bush,Republican,Republicans,Republicans / Democrats12,True +2002,1,0.83288,False,5.7,1.23176,-4.18417,-2.1261645424999975,93.1,1.73,1.764111216355313,0.3192581654087201,G.W. Bush,Republican,Republicans,Republicans / Democrats12,True +2002,2,0.61084,False,5.8,1.31728,17.90591,-18.4105951744,94.1,1.75,1.764111216355313,0.3192581654087201,G.W. Bush,Republican,Republicans,Republicans / Democrats12,True +2002,3,0.40569,False,5.7,1.57628,0.33177,-4.993926583200004,87.3,1.74,1.764111216355313,0.3192581654087201,G.W. Bush,Republican,Republicans,Republicans / Democrats12,True +2002,4,0.12353,False,5.9,2.25352,1.23441,5.288901694400017,83.8,1.44,1.764111216355313,0.3192581654087201,G.W. Bush,Republican,Republicans,Republicans / Democrats12,True +2003,1,0.52526,False,5.9,2.97641,11.81465,-0.16820306590000778,80.0,1.25,2.1569429665285966,3.0867797793255214,G.W. Bush,Republican,Republicans,Republicans,True +2003,2,0.88172,False,6.1,2.00594,-3.14987,11.980546019999982,89.3,1.25,2.1569429665285966,3.0867797793255214,G.W. Bush,Republican,Republicans,Republicans,True +2003,3,1.64952,False,6.1,2.21689,3.6573,5.075215948400014,89.3,1.02,2.1569429665285966,3.0867797793255214,G.W. Bush,Republican,Republicans,Republicans,True +2003,4,1.15404,False,5.8,2.00184,-5.21944,9.449362381799986,92.0,1.0,2.1569429665285966,3.0867797793255214,G.W. Bush,Republican,Republicans,Republicans,True +2004,1,0.56505,False,5.7,1.81785,8.42142,0.46806500389999783,98.0,1.0,2.1271000770169524,1.4703266967765805,G.W. Bush,Republican,Republicans,Republicans,True +2004,2,0.77196,False,5.6,2.78587,15.01411,-2.018295961599992,93.3,1.01,2.1271000770169524,1.4703266967765805,G.W. Bush,Republican,Republicans,Republicans,True +2004,3,0.94412,False,5.4,2.67486,-2.35783,1.4527093579999706,95.6,1.43,2.1271000770169524,1.4703266967765805,G.W. Bush,Republican,Republicans,Republicans,True +2004,4,1.01504,False,5.4,3.38495,3.51622,6.177213016500027,93.9,1.95,2.1271000770169524,1.4703266967765805,G.W. Bush,Republican,Republicans,Republicans,True +2005,1,1.10326,False,5.3,3.03517,-1.92468,-1.0284847312000078,94.1,2.47,1.8251918186885652,-3.9070821879740314,G.W. Bush,Republican,Republicans,Republicans,True +2005,2,0.49142,False,5.1,2.92294,13.39362,5.423452737199996,90.2,2.94,1.8251918186885652,-3.9070821879740314,G.W. Bush,Republican,Republicans,Republicans,True +2005,3,0.78076,False,5.0,3.81975,15.07556,-2.0446127415999937,87.5,3.46,1.8251918186885652,-3.9070821879740314,G.W. Bush,Republican,Republicans,Republicans,True +2005,4,0.55398,False,5.0,3.67468,-5.63794,7.745659736800015,82.4,3.98,1.8251918186885652,-3.9070821879740314,G.W. Bush,Republican,Republicans,Republicans,True +2006,1,1.33641,False,4.7,3.69087,-3.40849,2.2814596159999923,88.9,4.45,1.7626446894998038,1.1699873752709644,G.W. Bush,Republican,Republicans,Republicans,True +2006,2,0.25842,False,4.6,3.92427,19.83342,-2.783636855199989,83.8,4.91,1.7626446894998038,1.1699873752709644,G.W. Bush,Republican,Republicans,Republicans,True +2006,3,0.14984,False,4.6,3.34012,-0.64459,8.674518319400004,84.0,5.25,1.7626446894998038,1.1699873752709644,G.W. Bush,Republican,Republicans,Republicans,True +2006,4,0.85578,False,4.4,1.9654,-22.37285,4.911931699999994,92.5,5.24,1.7626446894998038,1.1699873752709644,G.W. Bush,Republican,Republicans,Republicans,True +2007,1,0.30038,False,4.5,2.43165,4.28824,3.232462064000008,92.2,5.25,1.4399768217195241,5.865728789434388,G.W. Bush,Republican,Democrats,Democrats13,False +2007,2,0.6099,False,4.5,2.66529,23.39159,4.332852698200029,86.9,5.25,1.4399768217195241,5.865728789434388,G.W. Bush,Republican,Democrats,Democrats13,False +2007,3,0.57437,False,4.7,2.34897,-5.28167,1.693417693999999,85.7,5.07,1.4399768217195241,5.865728789434388,G.W. Bush,Republican,Democrats,Democrats13,False +2007,4,0.62627,False,4.8,4.03114,3.85441,-10.028635638400008,77.5,4.5,1.4399768217195241,5.865728789434388,G.W. Bush,Republican,Democrats,Democrats13,False +2008,1,-0.42768,True,5.0,4.13704,4.92317,-0.08488841279999937,72.9,3.18,2.7105842080476394,3.133851324847936,G.W. Bush,Republican,Democrats,Democrats13,False +2008,2,0.59366,False,5.3,4.31042,18.67865,-7.769432959999989,59.6,2.08,2.7105842080476394,3.133851324847936,G.W. Bush,Republican,Democrats,Democrats13,False +2008,3,-0.52664,True,6.0,5.2525,2.65347,-22.458467563500008,64.8,1.94,2.7105842080476394,3.133851324847936,G.W. Bush,Republican,Democrats,Democrats13,False +2008,4,-2.21334,True,6.9,1.5958,-49.85553,-9.931636484999995,57.7,0.51,2.7105842080476394,3.133851324847936,G.W. Bush,Republican,Democrats,Democrats13,False +2009,1,-1.14136,True,8.3,-0.18424,-20.02461,-1.1682504639999869,58.3,0.18,4.40186713038575,-4.228500423232973,Obama,Democrat,Democrats,Democrats,True +2009,2,-0.17881,True,9.3,-0.94214,19.89683,11.125572617599966,68.2,0.18,4.40186713038575,-4.228500423232973,Obama,Democrat,Democrats,Democrats,True +2009,3,0.35058,False,9.6,-1.60696,10.76105,14.75597312000001,68.4,0.15,4.40186713038575,-4.228500423232973,Obama,Democrat,Democrats,Democrats,True +2009,4,1.07511,False,9.9,1.48766,1.04058,5.785992855200006,70.2,0.12,4.40186713038575,-4.228500423232973,Obama,Democrat,Democrats,Democrats,True +2010,1,0.48333,False,9.8,2.35257,4.04368,7.075030565999985,73.9,0.13,3.3002887617869847,0.36485211732444345,Obama,Democrat,Democrats,Democrats,True +2010,2,0.96293,False,9.6,1.77527,3.70548,-9.357109043200007,73.9,0.19,3.3002887617869847,0.36485211732444345,Obama,Democrat,Democrats,Democrats,True 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+Year,Quarter,GDP_Growth,Recession,Unemployment_Rate,Inflation_Rate,Gas_Prices,SP500_Return_Rate,Consumer_Confidence,Federal_Funds_Rate,Debt_Percent_Change,Egg_Price,President,President_Party,House_Majority,Senate_Majority,unified,President_Party_Stayed,Turnout_as_%_VAP,Approval +1956,4,1.63251,False,4.1,2.58161,-0.85837,-0.7930719713999945,100.2,2.93,-0.14824858741575575,-0.13833815487817036,Eisenhower,Republican,Democrats,Democrats,False,True,60.4,75 +1960,4,-1.29143,True,6.3,1.39598,-0.26954,12.0986857718,90.1,2.3,0.14237391918818787,1.8199508596207448,Eisenhower,Republican,Democrats,Democrats,False,False,63.5,59 +1964,4,0.30871,False,5.0,1.2661,-0.07285,2.2400890307999966,99.9,3.58,0.4750319279826387,-0.2464791333472438,Kennedy / L. Johnson,Democrat,Democrats,Democrats,True,True,63.4,70 +1968,4,0.392,False,3.4,4.62598,0.12384,-1.0107223309000157,91.7,5.92,1.5980187639324406,1.822211820763675,L. Johnson,Democrat,Democrats,Democrats,True,False,62.8,43 +1972,4,1.66057,False,5.4,3.33333,1.50032,8.747319622499994,90.7,5.15,1.7810718026042283,-0.14705343769813028,Nixon,Republican,Democrats,Democrats,False,True,57.0,62 +1976,4,0.72001,False,7.8,5.18697,0.13899,2.847584724200014,87.0,4.87,3.861221757300859,2.133010270590052,Ford,Republican,Democrats,Democrats,False,False,55.7,53 +1980,4,1.84775,False,7.4,12.53836,-0.98023,3.3231672836000037,72.1,15.85,2.369950451411973,-0.44401215883757006,Carter,Democrat,Democrats,Democrats,True,False,55.1,31 +1984,4,0.81742,False,7.3,4.1543,0.17144,5.297670526999987,95.0,9.26,3.3668933376672205,2.663222940973231,Reagan,Republican,Democrats,Republicans,False,True,54.5,62 +1988,4,1.32366,False,5.3,4.30636,-2.55644,3.782162983400017,93.0,8.47,2.579636611821523,0.5464032276249364,Reagan,Republican,Democrats,Democrats,False,True,51.4,57 +1992,4,1.03746,False,7.4,3.12197,-0.88482,6.268820352800009,83.2,3.03,2.618939916512897,-2.940821366088542,G.H.W. Bush,Republican,Democrats,Democrats,False,False,56.3,43 +1996,4,1.03302,False,5.3,3.2314,-0.12484,9.77632556000001,97.5,5.28,1.2375375416489698,3.8985474304277012,Clinton,Democrat,Republicans,Republicans,False,True,49.8,58 +2000,4,0.59526,False,3.9,3.4435,-1.49578,-3.623132405600016,103.9,6.47,0.07905423837051284,0.7115432973961111,Clinton,Democrat,Republicans,Republicans,False,False,52.1,63 +2004,4,1.01504,False,5.4,3.38495,3.51622,6.177213016500027,93.9,1.95,2.1271000770169524,1.4703266967765805,G.W. Bush,Republican,Republicans,Republicans,True,True,56.7,53 +2008,4,-2.21334,True,6.9,1.5958,-49.85553,-9.931636484999995,57.7,0.51,2.7105842080476394,3.133851324847936,G.W. Bush,Republican,Democrats,Democrats13,False,False,58.3,29 +2012,4,0.11557,False,7.8,1.90357,-3.84963,3.517262357600015,79.4,0.16,2.0901942689896202,0.7685754995754523,Obama,Democrat,Republicans,Democrats,False,True,54.9,53 +2016,4,0.55277,False,4.8,1.80698,1.2642,6.712242560000026,93.1,0.45,1.904641083676295,-6.519272734762849,Obama,Democrat,Republicans,Republicans,False,False,55.7,56 +2020,4,1.07888,False,6.8,1.22598,-1.78467,11.41286156000001,79.8,0.09,4.357075617848727,1.0258995871004206,Trump,Republican,Democrats,Republicans,False,False,62.8,43 +2024,4,0.55662,False,4.1,2.73538,-8.6311,4.400000000000004,72.1,4.65,1.6883853776791247,1.9864467383535755,Biden,Democrat,Republicans,Democrats,False,False,58.1,37 diff --git a/SidLamsal-MiniProject/idea1.md b/SidLamsal-MiniProject/idea1.md new file mode 100644 index 0000000..013021f --- /dev/null +++ b/SidLamsal-MiniProject/idea1.md @@ -0,0 +1,21 @@ +# Idea 1: The Economics of Presidential Elections + +## Research Question +- What economic factors have historically been indicative of the outcome of presidential elections? + +Election year in the USA brings about a lot of conversation, many of which are related to the economy under the current administration/party and what changes the opposition's policies would bring. This project would look at the performance of the economy under different administrations and see if, for example, one party historically has higher or lower metrics in different categories. Additionally, we can look at performance during the terms and see if any metrics predict whether or not the current party retains the presidency. + +Election indicators are a popular topic during election years. For example, Matt Krantz of *Investor's Business Daily* wrote an [article](https://www.investors.com/etfs-and-funds/sectors/sp500-86-accurate-stock-market-indicator-predicts-next-president/) about how the "incumbent party was reelected 82% of the time when the S&P 500 rose in the three-month period from July 31 to Oct. 31". As such, this analysis will include data on the performance of top index funds such as S&P 500, Nasdaq, and Dow Jones. Additionally, this study will also include public polls and surveys about general public sentiment leading up to elections. + +## Data Source +The majority of the data will be from government economic data sources such as the [Bureau of Labor Statistics (BLS)](https://www.bls.gov) and [FRED](https://fred.stlouisfed.org). These sites provide reliable data on economic factors, including index funds, in CSV format. Data will have to be aggregated into a single dataset. There might be two datasets—one with data on economic performance for each year and a second subset focusing on terms for the prediction metrics. [Wikipedia](https://en.wikipedia.org/wiki/Polling_for_United_States_presidential_elections) has data on pre-election polling results. + +## Models +The project will use a variety of models and compare performance on predicting the presidency. These will include logistic regression, tree-based methods, and a simple neural network. Likely regression and tree-based will be optimal for seeing which variables are most import since their output is very transparent although the neural net might have better performance. Additionally, clustering and general data visualization will be used to display economic performance under different parties, different eras, first-term vs. second-term presidencies, etc. + +## Implications for Stakeholders +For results related to how party affiliation affects economic performance, the primary stakeholders will be U.S. citizens, policymakers, and financial analysts. Voters may gain insights into how different economic indicators have historically aligned with presidential election outcomes, helping them better understand the economic context behind campaign narratives. Financial professionals and market analysts may also find value in identifying trends that could influence investment decisions around election cycles. Sitting presidents and aspiring presidents could also get insight on what issues and areas to focus on / challenge. + +## Ethical Implications +Ethically, the results of this project must be presented with neutrality and transparency. Correlation does not imply causation, and any findings should be interpreted with caution to avoid misleading conclusions. This analysis may challenge assumptions about which party is perceived as "better" for the economy, exposing gaps between economic realities and political messaging. Additionally, the findings may contradict widely held beliefs about which party historically excels in certain economic areas. Additionally, the study should acknowledge potential biases in economic data collection, external global factors affecting economic performance, and the evolving nature of political and financial systems over time. The goal is to provide informative insights rather than prescriptive conclusions about which policies or parties are "better" for the economy. + diff --git a/SidLamsal-MiniProject/idea2.md b/SidLamsal-MiniProject/idea2.md new file mode 100644 index 0000000..c1f8478 --- /dev/null +++ b/SidLamsal-MiniProject/idea2.md @@ -0,0 +1,38 @@ +# Idea 2: NBA Player Salaries + +## Research Question +- What factors—both on-court performance and off-court influence—are most predictive of NBA player salaries? + +NBA salaries vary significantly, and while performance is an obvious factor, other elements like marketability, social media presence, and endorsement deals likely play a role in salary negotiations. This project aims to analyze a combination of in-game statistics (e.g., points per game, assists, defensive metrics) and off-court factors (e.g., Instagram followers, brand deals, media coverage) to determine which variables best predict a player's earnings. + +Given the NBA's salary cap and contract structures, this analysis could also explore how different teams allocate their payrolls—whether they prioritize star players, depth, or specific skill sets. Additionally, it could examine salary disparities by position, experience level, and market size. + +## Data Source +The data will be semi-current or adjusted for inflation to avoid bias. Data sources include: + +- **On-Court Performance Data**: [Basketball-Reference](https://www.basketball-reference.com), [NBA Stats](https://www.nba.com/stats), and [ESPN](https://www.espn.com/nba/stats) provide detailed player statistics. +- **Salary Data**: [Spotrac](https://www.spotrac.com/nba/) and [HoopsHype](https://hoopshype.com/salaries/) offer publicly available NBA salary information. +- **Off-Court Influence**: Social media metrics from Instagram, Twitter, and TikTok (scraped or accessed via APIs), Forbes reports on athlete earnings, and news coverage on endorsement deals. + +Data will be aggregated to create a comprehensive dataset of player statistics, salaries, and external influence metrics. + +## Models +A variety of models will be used to analyze player salary prediction and salary allocation trends: + +- **Regression Models (Linear, Lasso, Ridge)**: To quantify the impact of different variables on salary. +- **Tree-Based Models (Random Forest, XGBoost)**: To better capture non-linear relationships between variables. +- **Clustering**: To group players by salary tiers and identify common characteristics. +- **Neural Networks**: To test if deep learning models can outperform traditional statistical methods in salary prediction. + +Data visualization techniques will also be employed to showcase trends, such as how player salaries have changed over time or how different franchises prioritize spending. + +## Implications for Stakeholders +Understanding the key factors driving NBA salaries could benefit multiple stakeholders: + +- **Players & Agents**: Insights into what contributes to higher earnings could help players negotiate better contracts. +- **Teams & Front Offices**: A better understanding of salary allocation strategies could help optimize roster construction. +- **Fans & Analysts**: An objective look at whether contracts are justified based on performance and influence. +- **Sponsorship & Marketing Firms**: Companies could use findings to assess which players provide the best return on investment for endorsement deals. + +## Ethical Implications +This analysis could challenge assumptions about how NBA salaries are determined, revealing potential biases in contract negotiations. If off-court factors (e.g., marketability, social media following) are stronger predictors than performance, it may raise ethical concerns about merit-based pay versus commercial appeal. Additionally, disparities in salaries across positions, race, or experience level could emerge, requiring careful interpretation to avoid misleading conclusions. Ensuring transparency in methodology and acknowledging external influences (e.g., salary cap rules, team financial constraints) will be crucial in maintaining fairness and neutrality in the analysis.