{ "cells": [ { "cell_type": "code", "execution_count": 16, "id": "015b119f", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pvlib in c:\\users\\magda\\anaconda3\\lib\\site-packages (0.10.5)\n", "Requirement already satisfied: numpy>=1.17.3 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from pvlib) (1.26.4)\n", "Requirement already satisfied: pandas>=1.3.0 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from pvlib) (2.1.4)\n", "Requirement already satisfied: pytz in c:\\users\\magda\\anaconda3\\lib\\site-packages (from pvlib) (2023.3.post1)\n", "Requirement already satisfied: requests in c:\\users\\magda\\anaconda3\\lib\\site-packages (from pvlib) (2.31.0)\n", "Requirement already satisfied: scipy>=1.6.0 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from pvlib) (1.11.4)\n", "Requirement already satisfied: h5py in c:\\users\\magda\\anaconda3\\lib\\site-packages (from pvlib) (3.9.0)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from pandas>=1.3.0->pvlib) (2.8.2)\n", "Requirement already satisfied: tzdata>=2022.1 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from pandas>=1.3.0->pvlib) (2023.3)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from requests->pvlib) (2.0.4)\n", "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from requests->pvlib) (3.4)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from requests->pvlib) (2.4.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from requests->pvlib) (2025.4.26)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\magda\\anaconda3\\lib\\site-packages (from python-dateutil>=2.8.2->pandas>=1.3.0->pvlib) (1.16.0)\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.optimize import curve_fit\n", "import os\n", "import datetime\n", "\n", "!pip install pvlib\n", "from sklearn.metrics import r2_score\n", "from matplotlib.dates import DateFormatter\n", "from datetime import time\n", "import pvlib\n", "\n", "import seaborn as sns\n", "from sklearn.linear_model import LinearRegression\n", "import matplotlib.dates as mdates\n", "from numpy.polynomial.polynomial import Polynomial\n", "from scipy.interpolate import UnivariateSpline\n", "from scipy.stats import gaussian_kde\n", "\n", "from scipy.stats import skew, kurtosis\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error" ] }, { "cell_type": "code", "execution_count": 17, "id": "488cf52e", "metadata": {}, "outputs": [], "source": [ "# Constants\n", "Cp = 1005 # Specific heat capacity of dry air at constant pressure (J/kg/K)\n", "g = 9.81 # Acceleration due to gravity (m/s^2)\n", "\n", "A=6.11*100 #Pa\n", "beta=0.067 #K^-1\n", "Ttrip=27\n", "3.16 #K\n", "epsilon=0.622\n", "sigma=5.67e-8 #W*m^-2*K^-4\n", "Lv = 2.5e6 # Latent heat of vaporization in J/kg\n", "kappa=0.4\n", "Rd=287.04\n", "Rv=461.5\n", "\n", "rho_atm=1.225 #kg/m^3\n", "m_co2=0.044 #kg/mole molecular mass CO2\n", "m_atm=0.028 #molecular mass atmosphere" ] }, { "cell_type": "code", "execution_count": 18, "id": "4d38a591", "metadata": {}, "outputs": [], "source": [ "def psi_m(zeta):\n", " if zeta < -3/500: # Unstable\n", " x = (1 - 16 * zeta) ** 0.25\n", " return 2 * np.log((1 + x) / 2) + np.log((1 + x**2) / 2) - 2 * np.arctan(x) + np.pi / 2\n", " elif zeta > 3/500: # Stable\n", " return -5 * zeta\n", " else:\n", " return 0 # Neutral" ] }, { "cell_type": "code", "execution_count": 19, "id": "b48febf7", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "\"\\n# Define the path to the directory containing the data files\\ndata_dir = 'C:\\\\Users\\\\magda\\\\Master_Thesis\\\\Sonic\\\\2024-05\\\\2024-05-02'\\ninput_file = os.path.join(data_dir, 'merged_data_10min.csv')\\n\\n# Step 3: Load the data\\nmerged_data_10min = pd.read_csv(input_file)\\n\\n# Display the first few rows of the DataFrame to verify the data is loaded correctly\\nprint(merged_data_10min.columns)\\n\"" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''\n", "# Define the path to the directory containing the data files\n", "data_dir = 'C:\\\\Users\\\\magda\\\\Master_Thesis\\\\Sonic\\\\2024-05\\\\2024-05-02'\n", "input_file = os.path.join(data_dir, 'merged_data_10min.csv')\n", "\n", "# Step 3: Load the data\n", "merged_data_10min = pd.read_csv(input_file)\n", "\n", "# Display the first few rows of the DataFrame to verify the data is loaded correctly\n", "print(merged_data_10min.columns)\n", "'''" ] }, { "cell_type": "code", "execution_count": 20, "id": "f9d80435", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-13\\merged_data_10min.csv\n", "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-14\\merged_data_10min.csv\n", "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-15\\merged_data_10min.csv\n", "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-16\\merged_data_10min.csv\n", "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-17\\merged_data_10min.csv\n", "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-18\\merged_data_10min.csv\n", "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-19\\merged_data_10min.csv\n", "Loaded data from: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-03\\2024-03-20\\merged_data_10min.csv\n", "Loaded data from: 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C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-06\\2024-06-23\\merged_data_10min.csv\n", "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-06\\2024-06-24\\merged_data_10min.csv\n", "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-06\\2024-06-25\\merged_data_10min.csv\n", "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-06\\2024-06-26\\merged_data_10min.csv\n", "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-06\\2024-06-27\\merged_data_10min.csv\n", "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-06\\2024-06-28\\merged_data_10min.csv\n", "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-06\\2024-06-29\\merged_data_10min.csv\n", "File does not exist: C:\\Users\\magda\\Master_Thesis\\Sonic\\2024-06\\2024-06-30\\merged_data_10min.csv\n", "Successfully combined all data.\n", " TIMESTAMP wT_Flux wrhoqv_Flux Average_Temperature \\\n", "0 2024-03-14 00:00:00 -0.026757 0.001768 284.502020 \n", "1 2024-03-14 00:20:00 -0.032390 0.001202 284.407633 \n", "2 2024-03-14 00:40:00 -0.031528 0.002094 284.490481 \n", "3 2024-03-14 01:00:00 -0.046116 0.003590 284.785550 \n", "4 2024-03-14 01:20:00 -0.042328 0.002073 284.893248 \n", "\n", " Average_Temperature_Corr Average_H2O_Density Average_CO2_Density \\\n", "0 283.876358 5.361980 751.861163 \n", "1 283.782420 5.361250 752.242698 \n", "2 283.862779 5.378899 752.604308 \n", "3 284.149518 5.437873 753.209506 \n", "4 284.248828 5.505255 759.177285 \n", "\n", " wrhoCO2_Flux Average_Wind_Ux Average_Wind_Uy ... G Wind_Speed \\\n", "0 0.137666 2.709073 -3.298530 ... -27.610618 4.281254 \n", "1 0.180427 2.987826 -2.558634 ... -16.215020 3.947460 \n", "2 0.164280 3.023096 -2.697374 ... -14.216496 4.066281 \n", "3 0.233568 3.678773 -3.087888 ... 0.109142 4.819289 \n", "4 0.201129 3.436217 -2.476249 ... 0.112669 4.249195 \n", "\n", " PPM_CO2 F_CO2 uw_flux_corr vw_flux_corr uv_flux_corr \\\n", "0 385.570578 0.070598 0.086863 0.084371 -0.078325 \n", "1 385.396855 0.092438 0.099332 0.090026 0.060704 \n", "2 385.760797 0.084205 0.088235 0.120804 0.132254 \n", "3 386.301168 0.119791 0.163283 0.174793 0.183512 \n", "4 390.134196 0.103358 0.117949 0.145237 0.135843 \n", "\n", " tau_xz_corr tau_yz_corr tau_xy_corr \n", "0 -0.107789 -0.104697 0.097194 \n", "1 -0.123380 -0.111821 -0.075400 \n", "2 -0.109546 -0.149980 -0.164197 \n", "3 -0.202599 -0.216879 -0.227698 \n", "4 -0.146059 -0.179851 -0.168217 \n", "\n", "[5 rows x 87 columns]\n" ] } ], "source": [ "# Define the base directory containing the monthly Sonic folders\n", "base_dir = 'C:\\\\Users\\\\magda\\\\Master_Thesis\\\\Sonic'\n", "\n", "# List of months to process\n", "months = ['2024-03', '2024-04', '2024-05', '2024-06']\n", "\n", "# Initialize an empty list to store data\n", "all_data = []\n", "\n", "# Loop through each month's folder\n", "for month in months:\n", " month_dir = os.path.join(base_dir, month)\n", " \n", " # Check if the monthly directory exists\n", " if not os.path.exists(month_dir):\n", " print(f\"Directory does not exist: {month_dir}\")\n", " continue\n", " \n", " # Loop through each day's folder in the month\n", " for day in os.listdir(month_dir):\n", " day_dir = os.path.join(month_dir, day)\n", " \n", " # Check if it's a directory\n", " if not os.path.isdir(day_dir):\n", " continue\n", " \n", " # Define the path to the 'merged_data_10min.csv' file\n", " file_path = os.path.join(day_dir, 'merged_data_10min.csv')\n", " \n", " # Check if the file exists\n", " if os.path.exists(file_path):\n", " # Load the data and append it to the list\n", " try:\n", " data = pd.read_csv(file_path)\n", " all_data.append(data)\n", " print(f\"Loaded data from: {file_path}\")\n", " except Exception as e:\n", " print(f\"Error loading file {file_path}: {e}\")\n", " else:\n", " print(f\"File does not exist: {file_path}\")\n", "\n", "# Combine all the data into one DataFrame\n", "if all_data:\n", " combined_data = pd.concat(all_data, ignore_index=True)\n", " print(\"Successfully combined all data.\")\n", "else:\n", " combined_data = pd.DataFrame() # Empty DataFrame if no data found\n", " print(\"No data files found.\")\n", "\n", "# Output the first few rows of the combined DataFrame\n", "print(combined_data.head())\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "30bd9ecb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['TIMESTAMP', 'wT_Flux', 'wrhoqv_Flux', 'Average_Temperature',\n", " 'Average_Temperature_Corr', 'Average_H2O_Density',\n", " 'Average_CO2_Density', 'wrhoCO2_Flux', 'Average_Wind_Ux',\n", " 'Average_Wind_Uy', 'Average_Wind_Uz', 'uw_flux', 'vw_flux', 'uv_flux',\n", " 'IR20Up', 'IR20Dn', 'NetRl', 'SR15D1Up_Irr', 'SR15D1Dn_Irr', 'NetRs',\n", " 'Albedo', 'CSI', 'Net_Radiation_10min', 'AirTC_E5567_Avg',\n", " 'RH_E5567_Avg', 'AirTC_E5568_Avg', 'RH_E5568_Avg', 'AirTC_E5569_Avg',\n", " 'RH_E5569_Avg', 'AirTC_E5570_Avg', 'RH_E5570_Avg', 'AirTC_E5571_Avg',\n", " 'RH_E5571_Avg', 'WS_ms_D15008_Avg', 'WindDir_D15008_Avg',\n", " 'WindDir_D15008_StDev', 'WS_ms_D15014_Avg', 'WindDir_D15014_Avg',\n", " 'WindDir_D15014_StDev', 'WS_ms_D15463_Avg', 'WindDir_D15463_Avg',\n", " 'WindDir_D15463_StDev', 'BP_mbar_Avg', 'Temperature_K_2',\n", " 'Dry_Static_Energy_2', 'Temperature_K_2.99', 'Dry_Static_Energy_2.99',\n", " 'Temperature_K_4.47', 'Dry_Static_Energy_4.47', 'Temperature_K_6.69',\n", " 'Dry_Static_Energy_6.69', 'Temperature_K_10', 'Dry_Static_Energy_10',\n", " 'qv_2m', 'qv_2.99m', 'qv_4.47m', 'qv_6.69m', 'qv_10m', 'qs_2m',\n", " 'Virtual_Dry_Static_Energy_2', 'qs_2.99m',\n", " 'Virtual_Dry_Static_Energy_2.99', 'qs_4.47m',\n", " 'Virtual_Dry_Static_Energy_4.47', 'qs_6.69m',\n", " 'Virtual_Dry_Static_Energy_6.69', 'qs_10m',\n", " 'Virtual_Dry_Static_Energy_10', 'rho_air', 'rho_air_Tv', 'tau_xz',\n", " 'tau_yz', 'tau_xy', 'SHF', 'qv_sonic', 'wqv_Flux', 'LHF', 'G',\n", " 'Wind_Speed', 'PPM_CO2', 'F_CO2', 'uw_flux_corr', 'vw_flux_corr',\n", " 'uv_flux_corr', 'tau_xz_corr', 'tau_yz_corr', 'tau_xy_corr'],\n", " dtype='object')\n" ] } ], "source": [ "print(combined_data.columns)" ] }, { "cell_type": "code", "execution_count": 22, "id": "b6380db8", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "\"\\nheights = np.array([2, 4.47, 10]) # in meters\\n\\n# Prepare a new column for roughness length (z0)\\nmerged_data_10min['z0'] = np.nan\\n\\n\\n# Exponential model to fit: wind_speed = a * exp(b * log(height))\\ndef exponential_model(log_height, a, b):\\n return a * np.exp(b * log_height)\\n\\n# Loop through each timestamp to calculate z0\\nfor index, row in merged_data_10min.iterrows():\\n # Wind speeds at the corresponding heights\\n wind_speeds = np.array([\\n row['WS_ms_D15008_Avg'], # 2m\\n row['WS_ms_D15014_Avg'], # 4.47m\\n row['WS_ms_D15463_Avg'] # 10m\\n ])\\n\\n # Ensure all wind speeds are valid\\n if np.all(np.isfinite(wind_speeds)):\\n # Log-transform the heights\\n log_heights = np.log(heights)\\n\\n # Fit the exponential model to log_heights and wind_speeds\\n popt, _ = curve_fit(exponential_model, log_heights, wind_speeds, maxfev=10000)\\n\\n # Extract parameters a and b\\n a, b = popt\\n\\n # Calculate roughness length z0 by solving for height where wind speed approaches zero\\n # Rearranged: 0 = a * exp(b * log(z0)) -> log(z0) = -a / b\\n log_z0 = -np.log(a) / b\\n z0 = np.exp(log_z0) # Convert from log scale to linear\\n\\n # Save z0 in the DataFrame\\n merged_data_10min.at[index, 'z0'] = z0\\nmerged_data_10min['TIMESTAMP'] = pd.to_datetime(merged_data_10min['TIMESTAMP'], errors='coerce')\\n\\n# Plot z0 vs. time\\nplt.figure(figsize=(12, 6))\\nplt.scatter(merged_data_10min['TIMESTAMP'], merged_data_10min['z0'], marker='o', linestyle='-', color='blue')\\nplt.xlabel('Time', fontsize=14)\\nplt.ylabel('Roughness Length (z0) [m]', fontsize=14)\\nplt.title('Roughness Length (z0) vs. Time', fontsize=16)\\nplt.xticks(rotation=45)\\n#plt.grid(True)\\nplt.tight_layout()\\n#plt.ylim(0,2)\\n\\n# Save the plot\\n#plt.savefig('roughness_length_vs_time.png', dpi=300, bbox_inches='tight')\\nplt.show()\\n\\n# Display the roughness lengths in the DataFrame\\nprint(merged_data_10min[['TIMESTAMP', 'z0']])\\n\"" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''\n", "heights = np.array([2, 4.47, 10]) # in meters\n", "\n", "# Prepare a new column for roughness length (z0)\n", "merged_data_10min['z0'] = np.nan\n", "\n", "\n", "# Exponential model to fit: wind_speed = a * exp(b * log(height))\n", "def exponential_model(log_height, a, b):\n", " return a * np.exp(b * log_height)\n", "\n", "# Loop through each timestamp to calculate z0\n", "for index, row in merged_data_10min.iterrows():\n", " # Wind speeds at the corresponding heights\n", " wind_speeds = np.array([\n", " row['WS_ms_D15008_Avg'], # 2m\n", " row['WS_ms_D15014_Avg'], # 4.47m\n", " row['WS_ms_D15463_Avg'] # 10m\n", " ])\n", "\n", " # Ensure all wind speeds are valid\n", " if np.all(np.isfinite(wind_speeds)):\n", " # Log-transform the heights\n", " log_heights = np.log(heights)\n", "\n", " # Fit the exponential model to log_heights and wind_speeds\n", " popt, _ = curve_fit(exponential_model, log_heights, wind_speeds, maxfev=10000)\n", "\n", " # Extract parameters a and b\n", " a, b = popt\n", "\n", " # Calculate roughness length z0 by solving for height where wind speed approaches zero\n", " # Rearranged: 0 = a * exp(b * log(z0)) -> log(z0) = -a / b\n", " log_z0 = -np.log(a) / b\n", " z0 = np.exp(log_z0) # Convert from log scale to linear\n", "\n", " # Save z0 in the DataFrame\n", " merged_data_10min.at[index, 'z0'] = z0\n", "merged_data_10min['TIMESTAMP'] = pd.to_datetime(merged_data_10min['TIMESTAMP'], errors='coerce')\n", "\n", "# Plot z0 vs. time\n", "plt.figure(figsize=(12, 6))\n", "plt.scatter(merged_data_10min['TIMESTAMP'], merged_data_10min['z0'], marker='o', linestyle='-', color='blue')\n", "plt.xlabel('Time', fontsize=14)\n", "plt.ylabel('Roughness Length (z0) [m]', fontsize=14)\n", "plt.title('Roughness Length (z0) vs. Time', fontsize=16)\n", "plt.xticks(rotation=45)\n", "#plt.grid(True)\n", "plt.tight_layout()\n", "#plt.ylim(0,2)\n", "\n", "# Save the plot\n", "#plt.savefig('roughness_length_vs_time.png', dpi=300, bbox_inches='tight')\n", "plt.show()\n", "\n", "# Display the roughness lengths in the DataFrame\n", "print(merged_data_10min[['TIMESTAMP', 'z0']])\n", "'''" ] }, { "cell_type": "code", "execution_count": 23, "id": "75b0fa7a", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " TIMESTAMP z0 u_star WindDir_D15463_Avg\n", "0 2024-03-14 00:00:00 NaN 0.347985 209.655556\n", "1 2024-03-14 00:20:00 NaN 0.366139 196.530000\n", "2 2024-03-14 00:40:00 NaN 0.386777 195.430000\n", "3 2024-03-14 01:00:00 NaN 0.489075 194.810000\n", "4 2024-03-14 01:20:00 NaN 0.432549 191.050000\n", "... ... .. ... ...\n", "10303 2024-06-12 22:20:00 NaN NaN 259.170000\n", "10304 2024-06-12 22:30:00 NaN NaN 246.580000\n", "10305 2024-06-12 22:40:00 NaN NaN 245.710000\n", "10306 2024-06-12 22:50:00 NaN NaN 248.130000\n", "10307 2024-06-13 00:00:00 NaN NaN 252.600000\n", "\n", "[10308 rows x 4 columns]\n", "Curve fitting failed at index 5581, skipping row.\n", "Curve fitting failed at index 5583, skipping row.\n", "Curve fitting failed at index 5598, skipping row.\n", "Curve fitting failed at index 5599, skipping row.\n", "Curve fitting failed at index 5700, skipping row.\n", "Curve fitting failed at index 5729, skipping row.\n", "Curve fitting failed at index 5730, skipping row.\n", "Curve fitting failed at index 5731, skipping row.\n", "Curve fitting failed at index 9593, skipping row.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Heights of measurement points in meters\n", "heights = np.array([2, 4.47, 10])\n", "# Log-transform the heights\n", "log_heights = np.log(heights)\n", "# Prepare a new column for roughness length (z0) in the combined DataFrame\n", "combined_data['z0'] = np.nan\n", "combined_data['z0_corrected'] = np.nan\n", " \n", "# Compute u_star and L before looping\n", "combined_data['u_star'] = ((combined_data['uw_flux_corr']**2 + combined_data['vw_flux_corr']**2)**0.5)**0.5\n", "combined_data['L'] = - (combined_data['u_star']**3) / (\n", " (kappa * g / combined_data['Average_Temperature_Corr']) * combined_data['wT_Flux']\n", ")\n", "# Display the roughness lengths in the DataFrame\n", "print(combined_data[['TIMESTAMP', 'z0','u_star' ,'WindDir_D15463_Avg']])\n", "# Exponential model to fit: wind_speed = a * exp(b * log(height))\n", "def exponential_model(log_height, a, b):\n", " return a * np.exp(b * log_height)\n", "\n", "# Loop through each timestamp to calculate z0\n", "for index, row in combined_data.iterrows():\n", " # Wind speeds at the corresponding heights\n", " wind_speeds = np.array([\n", " row['WS_ms_D15008_Avg'], # 2m\n", " row['WS_ms_D15014_Avg'], # 4.47m\n", " row['WS_ms_D15463_Avg'] # 10m\n", " ])\n", "\n", " # Check for NaN values in wind speeds\n", " if not np.all(np.isfinite(wind_speeds)):\n", " continue\n", " \n", " \n", "\n", " # Fit the exponential model to log_heights and wind_speeds\n", " try:\n", " popt, _ = curve_fit(exponential_model, log_heights, wind_speeds, maxfev=10000)\n", "\n", " # Extract parameters a and b\n", " a, b = popt\n", "\n", " # Calculate roughness length z0 by solving for height where wind speed approaches zero\n", " log_z0 = -np.log(a) / b\n", " z0 = np.exp(log_z0) # Convert from log scale to linear\n", "\n", " # Save z0 in the DataFrame\n", " combined_data.at[index, 'z0'] = z0\n", " except RuntimeError:\n", " # If the curve fit fails, skip this row\n", " print(f\"Curve fitting failed at index {index}, skipping row.\")\n", " continue\n", "\n", "\n", "# Iterate over each row\n", "for index, row in combined_data.iterrows():\n", " wind_speeds = np.array([\n", " row['WS_ms_D15008_Avg'], # 2m\n", " row['WS_ms_D15014_Avg'], # 4.47m\n", " row['WS_ms_D15463_Avg'] # 10m\n", " ])\n", "\n", " if not np.all(np.isfinite(wind_speeds)):\n", " continue\n", "\n", " u_star = row['u_star']\n", " L = row['L']\n", " if u_star <= 0 or not np.isfinite(L):\n", " continue\n", "\n", " try:\n", " def wind_profile(z, z0):\n", " zeta = 3 / L\n", " return (u_star / kappa) * (np.log(z / z0) - psi_m(zeta))\n", "\n", " popt, _ = curve_fit(wind_profile, heights, wind_speeds, bounds=(1e-4, 10))\n", " #combined_data.at[index, 'z0_corrected'] = popt[0]\n", " z0_corr = popt[0]\n", " combined_data.at[index, 'z0_corrected'] = z0_corr\n", "\n", " # Predict wind speeds and calculate R²\n", " predicted_speeds = wind_profile(heights, z0_corr)\n", " r2_corr = r2_score(wind_speeds, predicted_speeds)\n", " combined_data.at[index, 'z0_corr_r2'] = r2_corr\n", "\n", " except:\n", " continue\n", "# Ensure the TIMESTAMP column is in datetime format\n", "combined_data['TIMESTAMP'] = pd.to_datetime(combined_data['TIMESTAMP'], errors='coerce')\n", "\n", "# Drop rows with NaN in z0 or WindDir_D15463_Avg\n", "combined_data.dropna(subset=['z0','z0_corrected','WindDir_D15463_Avg'], inplace=True)\n", "\n", "# Plot z0 vs. time\n", "plt.figure(figsize=(12, 6))\n", "plt.scatter(combined_data['TIMESTAMP'], combined_data['z0'], marker='o', color='blue')\n", "plt.plot(combined_data['TIMESTAMP'], combined_data['z0_corrected'], label='Stability-corrected z0', alpha=0.8)\n", "plt.xlabel('Time', fontsize=14)\n", "plt.ylabel('Roughness Length (z0) [m]', fontsize=14)\n", "plt.title('Roughness Length (z0) vs. Time', fontsize=16)\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.legend()\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 41, "id": "828c3b59", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total z0_corrected fits evaluated: 8521\n", "Fits with R² > 0.9: 4052 (47.6%)\n" ] } ], "source": [ "# Drop NaNs from the R² column\n", "valid_r2 = combined_data['z0_corr_r2'].dropna()\n", "\n", "# Calculate metrics\n", "total = len(valid_r2)\n", "high_quality = (valid_r2 > 0.9).sum()\n", "pct_high_quality = 100 * high_quality / total if total > 0 else 0\n", "\n", "# Print results\n", "print(f\"Total z0_corrected fits evaluated: {total}\")\n", "print(f\"Fits with R² > 0.9: {high_quality} ({pct_high_quality:.1f}%)\")" ] }, { "cell_type": "code", "execution_count": 42, "id": "5e3c511c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Roughness Length Metrics:\n", " count mean median std iqr \\\n", "0 4050 0.078681 0.047964 0.094015 0.078812 \n", "\n", " percentiles mad skewness \\\n", "0 {0.1: 0.004738782700888158, 0.25: 0.0173783360... 0.035077 2.265691 \n", "\n", " kurtosis outliers_above_0.5 outliers_above_1.0 below_zero mean_r2 \\\n", "0 6.137713 15 0 0 0.843413 \n", "\n", " std_r2 frac_r2_above_95 \n", "0 0.170349 29.755061 \n" ] } ], "source": [ "\n", "# Filter the data\n", "filtered_z0 = combined_data[(combined_data['z0_corr_r2'] > 0.9) & (combined_data['z0_corrected'] < 1)]['z0_corrected']\n", "\n", "# Compute metrics\n", "mean_z0 = filtered_z0.mean()\n", "median_z0 = filtered_z0.median()\n", "std_z0 = filtered_z0.std()\n", "iqr_z0 = filtered_z0.quantile(0.75) - filtered_z0.quantile(0.25)\n", "percentiles = filtered_z0.quantile([0.10, 0.25, 0.75, 0.90]).to_dict()\n", "mad_z0 = np.median(np.abs(filtered_z0 - np.median(filtered_z0)))\n", "\n", "skew_z0 = filtered_z0.skew()\n", "kurt_z0 = filtered_z0.kurt()\n", "\n", "# Additional metrics\n", "outliers_above_05 = (filtered_z0 > 0.5).sum()\n", "outliers_above_1 = (filtered_z0 > 1.0).sum()\n", "below_zero = (filtered_z0 < 0).sum()\n", "\n", "# R² stats\n", "\n", "# Clean the R² values\n", "valid_r2 = pd.to_numeric(combined_data['z0_corr_r2'], errors='coerce')\n", "valid_r2 = valid_r2[valid_r2.notna() & (valid_r2 >= 0) & (valid_r2 <= 1)]\n", "\n", "mean_r2 = valid_r2.mean()\n", "std_r2 = valid_r2.std()\n", "frac_above_95 = (valid_r2 > 0.95).mean() * 100\n", "\n", "# Prepare results\n", "z0_stats = {\n", " 'count': len(filtered_z0),\n", " 'mean': mean_z0,\n", " 'median': median_z0,\n", " 'std': std_z0,\n", " 'iqr': iqr_z0,\n", " 'percentiles': percentiles,\n", " 'mad': mad_z0,\n", " 'skewness': skew_z0,\n", " 'kurtosis': kurt_z0,\n", " 'outliers_above_0.5': outliers_above_05,\n", " 'outliers_above_1.0': outliers_above_1,\n", " 'below_zero': below_zero,\n", " 'mean_r2': mean_r2,\n", " 'std_r2': std_r2,\n", " 'frac_r2_above_95': frac_above_95\n", "}\n", "\n", "print(\"Roughness Length Metrics:\")\n", "print(pd.DataFrame([z0_stats]))\n" ] }, { "cell_type": "code", "execution_count": 57, "id": "ea0c7c64", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\magda\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n" ] }, { "data": { "image/png": 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xHzXQqVOnIsv7+PiIAMTmzZvb3FZ6erro6elp1XtGgwYNpLjeeOMNi+UmT54slbPns5OtmFg8gQr7IJGZmSkeOHBA7NKli1TG399fvHfvnlXnF+bEiRPSef/5z38Kjauom60fgLKzs8VSpUqJAMS6deta7IJNSUkRg4KCpHIFKY7EIiEhQdy3b58YGRkplWnRokWeDwuOvjZHJBZZWVnSGt+NGzcWjUZjgXXEx8eLarXa6sTigw8+sBjP+PHjpXIPHjxweB2iKIpNmjSx+Lo1d/78eameP/74Q3r8xx9/lB635UOBvefZQk5iIfd5EUXH/I4c9bqzN7GQ89qyhj37WJjHL/d15IzE4sMPP7RYR2hoqFRu4cKFBZbJzMyUfpejRo2y9ZJEUTQNnctt5+jRozZdy6Nc9R5hiy+//FJq49H9qR51584dqWyXLl3yHMvOzhZPnz4tjho1SlQqlSJgGmZb2D5Ouf+/FHZzxN5U2dnZ4tq1a8UuXbpIH9Bzb+XKlRM/+OAD8dSpUzbVee/ePamOnj17Flm+bNmyIgCxfv36dl1Dhw4dpPZ++umnAsv89NNPea6tc+fOFutbsGCBVO748eN2xWQLDoV6wj06Adnb2xstW7aUumn9/f2xfv16q/aeKIr5ms5paWmy67PFsWPHpAlR/fr1s9gF6+/vL63rff78edy5c6dY4nv091CmTBlERERg27Zt8PDwwFtvvYXt27cXuBKVO13bsWPHpO7Zvn375pnsbq5cuXJo37691fXmrmxRkCZNmkj3r1+/7vA6bt++jWPHjgFAkWu+16lTR9o/4J9//pEeL1++vHT/0WEXhbH3vOLgiOflUfb+jpz1urOWI16fzuSOr6NevXpZPJa7ApEgCBZfWxqNBjVr1gRgGhJTFK1Wi9jYWJw/fx5nz57F2bNnIYqidPzUqVO2hJ+HK98jbJE7TBAAAgMDCy1rPjF+8+bNef5/UqvVeOqpp/DVV1/h6aefxrfffotdu3YVusfSsmXLIJq+zLZ4c8QCKCqVCq+99ho2bdqEuLg4fP3119Lf4N27dzFnzhw0bNgQjRs3xtdff43k5OQi68zOzpbue3l5WRUDAGRlZdl1DZMnT5aGW0VFReGLL75AbGwsdDodYmNj8cUXXyAqKipPLIW1Vbp0aem++WvAWZhYUIEqV66MESNG4MyZM3nmRshhnkz4+/sXWvbTTz8t9A3IfAlWa5w9e1a6/+yzzxZa1vy4+XmuEh4ejnHjxll8ztzp2szrNP9AVZBnnnnG6nrNx60+yvxNs7CE1d46jh49Kt1/44038q0M8+gtISEBABAfHy+d16pVK1SrVg0AMHLkSDRr1gzTpk3DgQMHChwfLve84uCI5+VR9v6OnPW6s5YjXp/WKuq9MfdmPh/LHV9H4eHhFo+VKlUKgGmTv8I+AOeWs/S8ZmRkYNq0aWjYsCF8fHwQGhqKevXqoUGDBmjQoIG0DDoA6fVpD1e+R9jCfL5BUYmF+fyKwqSnpyMyMrLQeQeuUqZMGbz33ns4evQozp8/jw8//FDaWPfEiRMYOXKkVSslqdVq6b41vwutVgsABW4qbI1mzZphyZIl8PLygk6nw8SJExEaGgovLy9pCVqj0Ygvv/xSOqewpM78d52YmGhXTLZwv1cCFatHd3FVq9UICgoq8k3HHuZv3Ob/2RYH8zfUcuXKFVo2JCSkwPOcyfz3oNfrERcXh02bNuH777/H+fPn8cILL+DAgQOoVatWvnPd6drMv/0pW7ZsoWVt6QXz9va2eMx8qcLCJqXbW8e9e/esCTGf3PXfAdOeJ5s3b8Zrr72GCxcu4MiRIzhy5AgA038+rVu3Rp8+fdCzZ888PU72nlccHPG8PMre35GzXnfWcsTr05nc8XVkzXNWWBnzcgU9rzExMXjxxRet7iWy99tlwLXvEbYw/4CclZVV6IdR88Ri9+7dCAoKkmK+dOkS5syZgxMnTuDixYuIiorC3r177YqpuISEhCAsLAyVKlXCrVu3bDrX/HlKT08vsnxGRgYA2L3zNmDqeW3YsCGmTJmC7du3S8mzQqFAmzZtMGXKlDwTvQv7zGb+2rY32bEFE4snXNmyZQtd7cGRzLtWC/qAXFwsDZPIZd49Xlwe/T08/fTT6NixI7p06YJXXnkFSUlJePPNN3H48OFC/1Nxx2sr6cw/tPz4448WN4p61KNv9HXr1sWZM2ewefNmbN68GXv27MHVq1eRlZWF7du3Y/v27ZgzZw62bt2a58Oxvec5m6OeFyoe7vo6cpY+ffrg+vXr0n4UvXr1Qp06dRAcHCwNVTEajdL7qZz3Rle/R1jLPKlOSkqyKrEoU6aMtKpgrmbNmuG1117DM888g3PnzmHfvn04duxYkb2FxU2n02Hr1q1YsWIFtmzZkqe3oWLFinjrrbfQrl27IutRq9UoU6YMEhISikxKkpOTpcRC7mp9DRs2xJo1a2AwGHDnzh1kZ2ejQoUKUsL9008/SWXr1q1rsR7zLxGd8cXKo5hYULEx3zW6VatWxdq2eQ9JfHx8od3wd+/eLfA8V+jUqRPefvttzJ8/H8ePH8eyZcswcODAPGUcdW253/4Vtoke8P/fxhTE/D/Ke/fuFRpLcYz1dITcb+oAU+ImJxFXKpXo2rUrunbtCsC0POK2bdswf/58HDt2DMeOHcPQoUOlzdzknudMjnxe5HocX3fO4I6vI2f4999/sX//fgDAhAkTLC4Fbs34emu4w3uENcw/VCYnJ+fZ2M5cZmYmrly5AgB5houZU6vV+OSTT/DGG28AAFauXOk2icWhQ4fwww8/YNWqVXmG/mg0GnTt2hVRUVF4+eWXbdqYr06dOti3bx+uXLkCvV5vcejXv//+m+ccR1AqldIQLnO5r3Gg8GHQ5q/z4kgsOMeCisXZs2exc+dOAKYs3hnjnAtj/kZ/6NChQssePny4wPNc5dNPP5W6PCdPnpxvjKejri3326vcieCWXLx40eKxevXqSffNxx0XpKjj7sL8P9YdO3Y4tO7y5ctjwIAB+Oeff6Qd1rds2VLksAx7z3MkZz4vtnLU666oHr/HjbWvo5L2vJw7d066X9gk8aJeK9Zetzu+RxTEfPfsS5cuWSx36tQp6Qump59+2mK5V199VRru88svv9gcjyPFxMTgiy++QK1atdC8eXN8++23UlLRsmVL/O9//8OdO3fw008/oX379jbv9p37ZWhGRoY0Ub8ge/bske4/99xzdlyJdXJycrBu3ToApt6Xli1bWiyb+7v28fGR5vE4ExMLcrqsrCz07dtX6moeM2ZMsU/0atKkiTTRb/ny5RbHOqelpWHNmjUATF2L5it1uErZsmUxdOhQAMDNmzexfPnyPMcddW1hYWFSOUvJQ05ODtavX28x1meeeQYBAQEAgB9++MHi8IK7d+/i999/t1iPO6lRo4bUzbxq1SrExsY6vA1PT09puIFery8yuZN7niMUx/NiLUe97szHoOdOwHwSFPU6KmnPi16vl+4XNqenqE06rb1ud36PMPfMM89IY+xz528UxHx+haUeC8DUA5C7uEtsbGyeTXWLQ0pKCpYsWYLWrVujWrVqmDhxovQhukqVKvj4449x6dIl/P333xgyZIj0HmGP3B4kwPKqXUajEStWrABgWligTZs2drdXlK+//lrqfX377bcLHSKd+7tu3rx5sXz2YmJBTnX+/Hm0atVKml/RunVrDBs2rNjjUKlUGDRoEADTt1mTJ0/OV0YURbz77rvSJPN33323WGMszNixY6X/5KZPn54neXDUtZmPozVfbcK8jvfffx9xcXEW41Sr1ejbty8A4Pjx45gzZ06+MkajEUOHDs2zhJ+7++STTwCYlh3s1q1bocNptFot5s+fn+f6crvQLcnJyZG+6fL19ZW6q+09r7jIfV4cxVGvO/Nk++rVqw6P01Xkvo5K2vOSuwwtgHxfxORasGBBnh2jC2LLdbvqPcIWXl5eaNasGYC8vdePMk8sCuuxAEzDdXM9upu4s4WEhGDQoEHYu3cvRFGEt7c33nrrLfz5559SD4b5a0GOZs2aISIiAgCwZMmSApfN/vLLL6Xdtt9///0Cl4cHIK0OZr5y26MKS043b96Mjz/+GIDptT5mzBiLZbVarZTw5cbvbJxjQbLcu3cvz1KPGRkZSE5OxunTp7Fz50788ccf0reHzZs3x7p16yz+sTnbpEmT8Msvv+DatWv4/PPPcfbsWQwYMAAVKlTA9evXMW/ePOzevRsA0KJFCwwZMsQlcRYkJCQEAwcOxLfffotr167hp59+Qp8+faTjjri2Ro0aoXnz5jh48CC+++475OTkICoqCgEBAbh8+TIWLlyI3bt3o0WLFoXuRRAdHY21a9ciPj4eY8aMwYkTJ9CnTx8EBwfjypUr+Prrr3HgwAE0a9ZM+s/N3YdavPHGG/j999+xfPlyHDt2DHXr1sXQoUPRunVrBAcHIyMjA1evXsW+ffvwyy+/ICkpSfqgCwA7d+7E559/joiICHTq1AlPPfUUgoODkZWVhUuXLmHhwoU4fvw4AGDQoEHSt0r2nmevkydPYtmyZUWWa9WqFWrUqCH7eXEkR7zuGjVqBLVajezsbEycOBEeHh6oWrWqNGyiYsWKxbKqSmEefc+1RKPRoHr16gDkv45KwvNirlGjRqhfvz7Onj2LBQsW4MGDB+jduzfKly+PmzdvYuXKlVi3bh2ee+45/P3334XWY+11u+o9wladOnXCnj17cPjwYaSlpRU4gTs3sfD29i50vhIAdOzYEYIgQBRFbNmyRfrAWxyys7MhCAIiIiIQFRWF119/XdZKTEX5+uuv8dxzzyErKwvt2rXDRx99hDZt2iArKwurVq3CokWLAJiWUh49erSsturXr48WLVqgR48eqFevHry8vBATE4O1a9di9erVAExzy1avXp2nZ+1Re/fuhU6nA5A3CXQqp26/R25Jzk67j55vzS04OFicMmWKqNPpnBqXNa5fvy7Wrl270Hife+45MTEx0WIdjorR1uuNjY0Vvby8RABi7dq1RYPB4PBru3DhgrRraEG3Dz74wKrdaE+ePCkGBwdbrKdfv37ikiVLpJ/j4+Pz1WG+S6+1z+OuXbscXkcuvV4vjhs3TtpptrCbj4+PmJmZWWAchd26desmZmVlyT7PFvbs6my+Q66c5+XRa7Q2Tku/I0e87saNG2fxfPN2HRl3Uez5HTVs2LDAWO19HVn7vFi783ZhcndpDg0NLbRc69atRQBi69at8x07ceKEGBgYaDHmBg0aiHFxcdLPlt6Drb1uUXTNe4Stbt26JcW3fPnyfMcNBoPo7e0tAhCfffZZq+ps3LixCEBUKBTi3bt37Y7NVp9++ql49erVYmtPFEVx06ZNor+/v8XfT3h4uHj58uVC68gtW9jr28fHp9DXQd26da3aRbtfv34iALFWrVq2XqrdOBSKHEahUCAgIABVqlRBREQERo4cifXr1+PWrVv46KOP3GIDnapVq+LUqVOYN28eWrdujaCgIHh6eqJcuXLo0KEDfvjhB+zdu9flq0EVpHLlyoiKigJgWnni0bkOjri22rVr4/jx4xg2bJi0IU9wcDA6dOiA3377rcAhUgVp2LAhzp8/j9GjR6NmzZpQqVQoU6YM2rRpg59++glLly5FamqqVF7O2NfiolQqMWPGDOm6GjVqhMDAQCiVSvj5+aFevXro3bs3li9fjjt37uT5BnfcuHHYunUrRo0ahebNm6NKlSpQq9VQq9WoWrUqevbsid9++w3r16/P8+2TvecVJznPi6M54nU3ffp0fPfdd4iIiEDp0qWLfX8QZ3DE66ikPS9PP/00Tp48ibfffhuhoaHw9PRE6dKl0axZM8yePRuHDx+2ag6dLdftivcIW1WsWBGvvvoqANPSuI+6dOmSNC+lqGFQuXK/CTcajfjtt9/sjs1W0dHRxTIZ2VyXLl1w+vRpjBo1CuHh4fD29kapUqXwzDPPYMaMGThx4gRq1Kghu53Fixejf//+qFevHkqXLg0vLy9UrFgRkZGRWLJkCU6ePFno/BfA1KOTu3qY+X5lziaIIhe2J6LiN2jQICxZsgSVKlXCzZs3XR0OPSH4uqMn3cGDB9GiRQsolUpcuXKl0LH+VHKtXLkSffr0QenSpRETE1PoviWOxB4LIip2WVlZ+PXXXwGY5t4QFQe+7ohMr/3IyEgYDAZMmzbN1eGQExiNRkydOhWAaSXO4koqACYWROQEV69etbjkp8FgwLBhw6QVqnKHdxHJxdcdkXVmzJgBpVKJpUuXunSpaHKOtWvX4sKFC6hcuTJGjhxZrG27ftA7ET12Pv/8cxw+fBi9evXCs88+i7JlyyIrKwunT5/Gd999J61u0rZt2+JbqYIee3zdEVmnQYMGWLZsGa5cuYLY2FhUqVLF1SGRAxkMBnz66ad48cUXi33FNs6xICKH69evn8X143M999xz+PXXXxEUFFRMUdHjjq87IiLXYmJBRA538eJFrF+/Hn/88Qdu3LiB+/fvQ6fTISgoCM888wx69uyJXr16SevBEzkCX3dERK7FxIKIiIiIiGTj1zZERERERCQbJ2+XMEajEXFxcfDz84MgCK4Oh4iIiIgeY6IoIi0tDRUqVChyKCkTixImLi4OlStXdnUYRERERPQEuXnzJipVqlRoGSYWJUzuJic3b96Ev7+/i6MhIiIiosdZamoqKleubNVGeyU2sUhMTMSmTZuwc+dOHD9+HDdu3IBer0dwcDCeeeYZREVF4T//+U+hddy9exczZ87Eli1bEBsbC41Gg3r16iEqKgoDBw6UPdTo6tWrmDlzJnbs2IE7d+7A398fjRo1wpAhQ9C9e3e76syNyd/fn4kFERERERULaz4Xl9hVoTw9PaHX66Wf1Wo1lEolMjIypMciIyOxbt06eHt75zv/2LFjaN++PRITEwEAvr6+yM7Olups164dNm3aBJVKZVd8W7duRY8ePZCZmQnAlAikp6fDaDQCAPr3748lS5bYnLykpqYiICAAKSkpTCyIiIiIyKls+exZYleF0uv1aNasGebPn4+rV68iKysL6enpuH79OgYOHAgA2LZtG4YOHZrv3JSUFHTu3BmJiYmoXbs2jhw5grS0NGRkZGDevHnw9PTEjh07MGrUKLtiu379Ol5//XVkZmbiueeew8WLF5GSkoKUlBRMmjQJALB06VLMmjXL/ieAiIiIiMiNlNgei127dqFNmzYWj7/99tv43//+BwCIjY3NM+F54sSJ+OKLL6DRaHDu3DmEhYXlOXfatGn46KOPoFQqcf78eYSHh9sUW58+fbBy5UqEhITgwoULKFWqVJ7jQ4cOxaJFi+Dv74+YmBgEBgZaXTd7LIiIiIiouDwRPRaFJRUApF4LADh69GieYytWrAAA9OrVK19SAQAjRoyAr68vDAYDfvzxR5viysjIwPr16wEAw4YNy5dUAMCECRMAmH5RGzdutKl+IiIiIiJ3VGITi6Ko1WrpvsFgkO5fvHgRsbGxAExzMAri6+uLiIgIAMCOHTtsanf//v3IysoqtP6qVauiTp06dtVPREREROSOHtvEYvfu3dL9Bg0aSPfPnj0r3a9fv77F83OPnT9/3qZ2zeuvV69ekfWfO3fOpvqJiIiIiNzRY5lYPHjwANOmTQMAREREoFatWtKxuLg46X7FihUt1pF7LDU1Fenp6Va3nVt/YGBggatRPVq/eTxERERERCVVid3HwhKj0Yg+ffrgzp07UKlU+Oabb/IcT0tLk+4X9sHf/FhaWhp8fX2taj+3/sLqNj9uHk9BtFottFqt9HNqaqpVcRARERERFafHrsfi/fffx5YtWwAA8+fPR8OGDV0ckTzTpk1DQECAdDNf3YqIiIiIyF08VonFmDFjMG/ePADAV199hQEDBuQrY74dee7mdQUxP2bNFuaPli2sbvPjRdU9YcIEaQ+MlJQU3Lx50+pYiIiIiIiKy2MzFGrcuHH48ssvAQCzZs3CyJEjCyxXoUIF6f7t27ctrsd7+/ZtAKYds60dBmVef3JyMjIzMy0Oicqt3zyegqhUKrt3/yYiIiIiKi6PRY/F2LFjpV2sZ86ciTFjxlgsa74SlPkKTo/KPVa3bl2bYjGvv7AVn3LrL2zlKCIiIiKikqLEJxZjxozB7NmzAZiSirFjxxZavlatWqhSpQoAYPv27QWWycjIwL59+wAA7dq1symeVq1aQaPRFFr/jRs3cOHCBbvqJyIiIiJyRyU6sRgzZow0/Gn27NlFJhW5+vbtCwBYtWoVYmJi8h3/9ttvkZ6eDqVSid69e9sUk4+PD7p37w4AWLBgAVJSUvKVmTFjBgDT/IquXbvaVD8RERERkTsqsYnFhx9+KCUVc+bMwejRo60+d8yYMQgJCUFmZiY6deqEY8eOAQBycnKwYMECTJw4EQAwZMgQhIeH5zu/X79+EAQBgiAUWP9nn30GHx8f3LlzB126dMHly5cBmHpCPvvsMyxcuBAA8MknnyAwMND6iyYiIiIiclOCKIqiq4OwVWxsLEJDQwEACoUCwcHBhZYfM2ZMvnkXx44dQ/v27ZGYmAjA1HuQnZ0NnU4HwDREadOmTQVOnO7Xrx+WL18OALD09G3duhU9evSQVn8KCAhAeno6DAaDVMf3339vMTmxJDU1FQEBAUhJSbE48ZyIiIiIyBFs+exZIleFMhqNee7fvXu30PIF7ZzdpEkTnDt3DjNmzMCWLVtw8+ZN+Pj4oH79+oiKisKAAQOgUNjfodOxY0ecPn0aM2bMwB9//IG4uDiUKlUKjRs3xtChQ6XhUkREREREj4MS2WPxJGOPBREREREVF1s+e5bYORZEREREROQ+SuRQKHKND8aNx4P0jAKPlfL1wZyZ04s5IiIiIiJyF0wsyGoP0jPQf2LBycPSz8cXczRERERE5E44FIqIiIiIiGRjYkFERERERLIxsSAiIiIiItmYWBARERERkWxMLIiIiIiISDYmFkREREREJBsTCyIiIiIiko2JBRERERERycbEgoiIiIiIZGNiQUREREREsjGxICIiIiIi2ZhYEBERERGRbEwsiIiIiIhINiYWREREREQkGxMLIiIiIiKSjYkFERERERHJxsSCiIiIiIhkY2JBRERERESyMbEgIiIiIiLZmFgQEREREZFsTCyIiIiIiEg2JhZERERERCQbEwsiIiIiIpKNiQUREREREcnGxIKIiIiIiGRjYkFERERERLIxsSAiIiIiItmYWBARERERkWxMLIiIiIiISDYmFkREREREJBsTCyIiIiIiko2JBRERERERycbEgoiIiIiIZGNiQUREREREsjGxICIiIiIi2UpsYpGZmYlt27bhiy++QLdu3RAaGgpBECAIAqKjoy2eFxMTI5Wz5ta/f3+bY+vXr59Vdev1ehnPABERERGR+/BwdQD2Onz4MDp27GjzeUqlEuXKlSu0THZ2NlJSUgAATZs2tSs+AFCr1QgICLB4XBAEu+smIiIiInInJTaxAIDAwEA0btxYuo0aNQrx8fGFnlO5cuUiy4wYMQLz5s2DRqPBm2++aXd8PXv2xLJly+w+n4iIiIiopCixiUVERASSkpLyPDZ+/HjZ9WZnZ+PHH38EAHTv3h2lSpWSXScRERER0eOuxM6xUCqVTqn3l19+QXJyMgBg0KBBTmmDiIiIiOhxU2ITC2dZsmQJAKBmzZpo3bq1i6MhIiIiIioZmFiYuXbtGnbt2gUAGDhwoOz6du7cifDwcKjVavj7+6NBgwYYOXIkLl++LLtuIiIiIiJ3wsTCzPfffw9RFOHh4YGoqCjZ9d26dQvXrl2Dt7c3MjMzcfbsWXz99deoX78+FixYYFUdWq0WqampeW5ERERERO6GicVDBoNBWsGpU6dOCAkJsbuuxo0bY968eYiJiYFWq0VSUhJSU1Oxfv16VK9eHTk5ORg+fDjWrVtXZF3Tpk1DQECAdKtcubLdcREREREROQsTi4e2b9+O27dvA5A/afu9997DO++8g9DQUGmSube3N7p164ZDhw6hatWqAIAxY8ZAFMVC65owYQJSUlKk282bN2XFRkRERETkDEwsHlq8eDEAoGLFioiMjHRaO0FBQfj4448BADdu3MCJEycKLa9SqeDv75/nRkRERETkbphYALh37x5+++03AEC/fv2ctpRtrhYtWkj3r1275tS2iIiIiIiKAxMLAMuXL4dOp4MgCBgwYICrwyEiIiIiKnGYWOD/965o06YNqlWr5vT2Dh48KN0PCwtzentERERERM72xCcW+/fvx8WLFwE4ZqftoiZjJyUlYerUqQCASpUqoVGjRrLbJCIiIiJytRKdWCQnJyMhIUG6GY1GAEBmZmaex9PT0y3WkTtpu3Tp0ujWrZtV7fbr1w+CIEAQhHzHVq5ciW7dumH9+vW4d++e9HhWVhY2btyI5s2bS/MqZs+eDYWiRP8KiIiIiIgAAB6uDkCORo0a4caNG/kenzVrFmbNmiX9HBUVJe1RYS4tLQ1r164FALz11ltQqVSyYzIYDNiwYQM2bNgAAPDx8YFarcaDBw9gMBgAmFZ6mjNnDnr27Cm7PSIiIiIid1CiEwu5fv75Z2RmZgJwzDAowDRPY8qUKfjnn39w4cIFJCYmIiUlBf7+/qhRowZefPFFDB06lHMriIiIiOixIohFTQogt5KamoqAgAApWSlOA4aPQP+J0ws8tvTz8fh+/jfFGg8REREROZctnz05wJ+IiIiIiGRjYkFERERERLIxsSAiIiIiItmYWBARERERkWxMLIiIiIiISDYmFkREREREJBsTCyIiIiIiko2JBRERERERycbEgoiIiIiIZGNiQUREREREsjGxICIiIiIi2ZhYEBERERGRbEwsiIiIiIhINiYWREREREQkGxMLIiIiIiKSjYkFERERERHJxsSCiIiIiIhkY2JBRERERESyMbEgIiIiIiLZmFgQEREREZFsTCyIiIiIiEg2JhZERERERCQbEwsiIiIiIpKNiQUREREREckmK7F4++23ceTIEUfFQkREREREJZSsxGLRokVo3rw56tevj7lz5yIhIcFRcRERERERUQkiK7Hw9PSEKIo4f/48Ro8ejUqVKuG1117Db7/9BqPR6KgYiYiIiIjIzclKLO7cuYO5c+fi6aefhiiKyMnJwYYNG/DKK6+gSpUq+Pjjj3HlyhVHxUpERERERG5KVmJRunRpvPfeezh+/DhOnDiBd999F6VLl4YoioiLi8P06dNRq1YtPP/881ixYgUyMzMdFTcREREREbkRh60K1bBhQ/z3v/9FXFwc1q5di8jISCgUCoiiiL///hv9+/dH+fLlMWTIEBw8eNBRzRIRERERkRtw+HKznp6e6N69O3777TfExsZi6tSpCA8PhyiKSEtLw5IlS/Dcc8+hbt26+PLLL3Hv3j1Hh0BERERERMXMqftYlC9fHuPHj8eFCxewdetWhISEAABEUcTFixcxbtw4VK5cGb169cLx48edGQoRERERETmR0zfI27t3L/r3748ePXrg7t27EEURAODv7w9RFKHT6bB27Vo0a9YM7733HleTIiIiIiIqgZySWNy8eRNffPEFatSogTZt2mDFihXIyMiAIAjo0KED1q1bh/v37+Py5cuYMGECgoKCYDQa8e2332LevHnOCImIiIiIiJzIYYmFVqvFzz//jHbt2iEsLAyffvoprl27BlEUUblyZURHRyMmJgZbt25Ft27d4OHhgerVq2PKlCm4evUqXnzxRYiiiEWLFjkqJCIiIiIiKiYecis4fPgwli5dilWrViE1NRWAaQ6Fp6cnXnnlFQwaNAjt2rWDIAgW6/Dz80N0dDT++usvXL16VW5IRERERERUzGQlFvXq1cO///4LANLciVq1amHgwIGIiopCcHCw1XWVL18eAJCTkyMnJCIiIiIicgFZQ6EuXLgAURShVqvRt29f7N27FxcuXMCYMWNsSioA02Tuvn37om/fvlaVz8zMxLZt2/DFF1+gW7duCA0NhSAIEAQB0dHRhZ4bHR0tlS3sJnfX8KtXr2Lo0KEICwuDWq1G2bJl0b59e6xfv15WvURERERE7kZWj0WjRo0waNAg9O7dG/7+/rICCQ4OxrJly6wuf/jwYXTs2FFWm56enihdurTF4x4e9j89W7duRY8ePaTdxv39/ZGYmIgdO3Zgx44d6N+/P5YsWVLoEDEiIiIiopJCVmJx7NgxR8Vhl8DAQDRu3Fi6jRo1CvHx8Vaf37JlS+zevdvhcV2/fh2vv/46MjMz8dxzz+H7779HeHg40tPTMWvWLHz22WdYunQpateujXHjxjm8fSIiIiKi4iYrsfjss88AAMOHD0eZMmWsOic5ORnffPMNAGDSpEl2tx0REYGkpKQ8j40fP97u+hxp0qRJyMjIQEhICLZs2YJSpUoBAHx9fTF58mTEx8dj0aJFmDJlCgYPHozAwEDXBkxEREREJJOsORbR0dGYPHky7t27Z/U5SUlJ0nlyKJVKWec7S0ZGhjSHYtiwYVJSYW7ChAkAgNTUVGzcuLEYoyMiIiIicg6n77z9pNm/fz+ysrIAAJGRkQWWqVq1KurUqQMA2LFjR7HFRkRERETkLMWeWOh0OgCmidOudu7cOdSvXx8ajQa+vr6oVasWBg8ejBMnTthd59mzZ6X79erVs1iufv36UgxERERERCVdsScWJ0+eBACbl6N1hoSEBFy4cAHe3t7QarW4dOkSFi9ejCZNmuCTTz6xq864uDgAponl3t7eFstVrFgxT3kiIiIiopLMpsnbK1asKPDxX3/9FUePHi30XK1Wi6tXr+L777+HIAho2rSpLU07VM2aNTFz5ky8+uqrCAsLg6enJ3JycrB792589NFHOHbsGKZMmYLAwECMHj3aprrT0tIAoNCkwvx4bnlLtFottFqt9HPu7uZERERERO7EpsSiX79++fZdEEXRpm/3RVGEQqHA+++/b0vTDtW7d+98j3l5eaFdu3Z4/vnn8fzzz+PIkSOIjo7GoEGDEBAQ4IIoTaZNmyZ7ojsRERERkbPZPBRKFEXpVtBjhd08PT3x3HPPYdOmTWjdurVDL8RR1Go1pk6dCgBIT0/Hzp07bTrfz88PAKSN8SzJPZ5b3pIJEyYgJSVFut28edOmeIiIiIiIioNNPRbXr1+X7ouiiGrVqkEQBPz++++oWbOmxfMEQYBarUZQUJDbLhNrrkWLFtL9a9eu2XRuhQoVAJj268jMzLQ4JOr27dt5yluiUqmgUqlsioGIiIiIqLjZlFiEhoYW+HiFChUsHnvS5K72BJhWfLI0lyR39ajCVo4iIiIiIiopZK0KZTQaYTAYULduXUfF4xYOHjwo3Q8LC7Pp3FatWkGj0QAAtm/fXmCZGzdu4MKFCwCAdu3a2RklEREREZH7eOI2yDOfG1IQrVaLjz/+GADg4+ODtm3b2lS/j48PunfvDgBYsGABUlJS8pWZMWMGANP8iq5du9pUPxERERGROyrRiUVycjISEhKkm9FoBGCaGG3+eHp6unTO3r178dJLL2HlypW4deuW9LhOp8POnTsRERGBQ4cOAQAmTZqEUqVK5Ws3d3WsR1fIyvXZZ5/Bx8cHd+7cQZcuXXD58mUAQEZGBj777DMsXLgQAPDJJ58gMDDQIc8FEREREZErWTXHYsCAAQBMk7CXLFmS73F7PFqXPRo1aoQbN27ke3zWrFmYNWuW9HNUVBSWLVsGwNRjsXPnTmm1J41GAx8fH6SkpEi7gisUCowfPx7jxo2zK66wsDCsWbMGPXr0wL59+xAeHo6AgACkp6fDYDAAMCUnY8eOtat+IiIiIiJ3Y1VisWzZMunbefNkwPxxW4ii6JDEwh4NGjTA7Nmz8c8//+DMmTNISEjAgwcP4O3tjbp16yIiIgJDhgxBgwYNZLXTsWNHnD59GjNmzMAff/yBuLg4lCpVCo0bN8bQoUOl4VJERERERI8DqxKLKlWqFJhAWHq8uMTExNh8TlBQkM27aT9q2bJlUg9IYapXr45FixbJaouIiIiIqCSwKrGw9AHeng/2RERERET0+CnRk7eJiIiIiMg9MLEgIiIiIiLZiiWx0Gq1uHv3rrQcLBERERERPV5kJRbp6enYunUrtm7dmmeviFwJCQno3r07/P39UaFCBQQGBmLMmDHIycmR0ywREREREbkZqyZvW7J+/Xr0798fVapUwbVr1/IcMxqNiIyMxPHjx6XdrtPS0vDVV18hNjYWa9askdM0ERERERG5EVk9Fr///jsAoHv37lAo8la1evVqHDt2DADQuHFjjBo1Co0bN4Yoili/fj22b98up2kiIiIiInIjsnoszp49C0EQ0KJFi3zHfvjhBwBAkyZNcODAAXh4eECn0yEiIgJHjhzBihUr0KFDBznNExERERGRm5DVY3H//n0AQGhoaJ7HdTod9uzZA0EQMHz4cHh4mPIXT09PvP322xBFEYcOHZLTNBERERERuRFZiUVSUhIAU8Jg7ujRo8jKygIAREZG5jkWHh4OAIiPj5fTNBERERERuRFZiYVGowEA3Lt3L8/je/bsAQBUr14d5cqVK/AcIiIiIiJ6fMhKLKpXrw4A2L17d57HN2zYAEEQ0Lp163zn5A6fKlu2rJymiYiIiIjIjchKLF5++WWIooj58+dj27ZtSE9PxzfffIMjR44AALp06ZLvnNOnTwMAKlSoIKdpIiIiIiJyI7JWhXr//fexcOFCpKWloXPnznmO1alTp8DE4rfffrO4khQREREREZVMsnosypcvj82bNyMkJASiKEq3atWqYd26dRAEIU/5q1evYt++fQBMvR1ERERERPR4kNVjAQARERG4fv06/v77b8THx6N8+fJo1aqVtMSsuTt37mDixIkAUOD8CyIiIiIiKplkJxYA4OXlhTZt2hRZrlWrVmjVqpUjmiQiIiIiIjciaygUERERERERwMSCiIiIiIgcwCFDoQDg1KlT2LdvH65du4a0tDQYDIZCywuCgCVLljiqeSIiIiIiciHZicXFixcxYMAAHDx40OpzRFFkYkFERERE9BiRlVjcvn0bzz//PBISEiCKIgDA19cXgYGBUCg4yoqIiIiI6EkhK7GYMmUK7t+/D0EQMGjQIIwZMwbh4eGOio2IiIiIiEoIWYnF9u3bIQgC+vbti0WLFjkqJiIiIiIiKmFkjVeKi4sDAPTt29chwRARERERUckkK7EIDAwEAJQqVcoRsRARERERUQklK7F45plnAACXLl1ySDBERERERFQyyUos3nvvPYiiyPkVRERERERPOFmJxcsvv4xx48Zh165dGDZsGHQ6naPiIiIiIiKiEkTWqlArVqxA3bp10bJlSyxatAibN2/Ga6+9htq1a8Pb27vI8znpm4iIiIjo8SArsejXrx8EQZB+vnPnDr755hurzs1dppaIiIiIiEo+WYkFAGnHbSIiIiIienLJSiyuX7/uqDiIiIiIiKgEk5VYhIaGOioOIiIiIiIqwWStCkVERERERAQwsSAiIiIiIgeQPXk715UrV7BixQr8888/iI+PR1ZWFrZv344aNWpIZc6ePYvY2Fj4+PigdevWjmqaiIiIiIhcTHZiYTQa8eGHH2Lu3LkwGo3SKlGCICAnJydP2Zs3b6Jz587w8PDA9evXUbFiRbnNExERERGRG5A9FGro0KGYM2cODAYDKlSogNdee81i2cjISFSrVg0GgwHr1q2T1W5mZia2bduGL774At26dUNoaCgEQYAgCIiOji703Nu3b2P+/Pno0aMHatSoAY1GA41Gg7CwMLzxxhv466+/ZMWWu79HUTe9Xi+rHSIiIiIidyGrx2L37t1YsmQJBEHARx99hMmTJ0OpVEKhsJyv9OjRAzNmzMCuXbvw/vvv29324cOH0bFjR5vPu3nzJkJDQ/Psv+Ht7Q1RFBETE4OYmBisWrUKAwYMwKJFi6BUKu2OUa1WIyAgwOJx880FiYiIiIhKMlk9FgsXLgQAdOzYEV988YVVH8KbNWsGADh37pycpgEAgYGBaNu2LcaOHYuff/4ZISEhRZ5jMBggiiLatm2L5cuX4/bt28jIyEB6ejrOnTuHV199FQDw/fffF9nzUZSePXsiPj7e4k1O0kJERERE5E5k9Vj8888/EAQBAwcOtPqcSpUqAQDi4+PlNI2IiAgkJSXleWz8+PFFnhcYGIhjx46hcePGeR5XKBSoW7cuNmzYgI4dO2L79u2YO3cuPv74Y6jValmxEhERERE97mT1WNy7dw8AEBYWZvU5Hh6mXEan08lp2u5v+wMCAvIlFeYEQcCAAQMAAOnp6bhw4YJd7RARERERPUlkJRYajQaAaSK1tWJjYwGYeg7clXkPhcFgcGEkREREREQlg6zEIren4sSJE1afs2XLFgBA3bp15TTtVLt37wYAeHl5ITw83O56du7cifDwcKjVavj7+6NBgwYYOXIkLl++7KBIiYiIiIjcg6zEol27dhBFEYsWLYLRaCyy/LFjx/DDDz9AEAR06NBBTtNOc/36dWlSes+ePeHv7293Xbdu3cK1a9fg7e2NzMxMnD17Fl9//TXq16+PBQsWWFWHVqtFampqnhsRERERkbuRlVi8++670Gg0OHPmDAYPHlzovIn169ejQ4cOyMnJgb+/P4YMGSKnaafIyspCjx49kJmZiaCgIEybNs2ueho3box58+YhJiYGWq0WSUlJSE1Nxfr161G9enXk5ORg+PDhVu3lMW3aNAQEBEi3ypUr2xUTEREREZEzyUosKlasiP/+978QRRHLli1DtWrVMHz4cOn4kiVLMGzYMNSsWROvv/46EhMTIQgCFi1aVOj+Dq6g1+vx5ptv4tixY/D09MRPP/1k987g7733Ht555x2EhoZKk8y9vb3RrVs3HDp0CFWrVgUAjBkzJs9+GgWZMGECUlJSpNvNmzftiomIiIiIyJlkLTcLAAMHDoQgCHjvvfdw+/Zt/O9//5M2fps7dy4ASB+eVSoVFi5ciB49esht1qEMBgPeeustbNy4ER4eHvjpp5/Qrl07p7QVFBSEjz/+GIMHD8aNGzdw4sSJQlepUqlUUKlUTomFiIiIiMhRZPVY5BowYAD+/fdffPDBB6hevTpEUcxzq1ixIoYNG4YLFy4gKirKEU06TG5SsXr1aiiVSqxcuRKvvfaaU9ts0aKFdP/atWtObYuIiIiIqDjI7rHIValSJcyePRuzZ89Gamoq7t27B4PBgKCgIJQpU8ZRzTiUwWBA79698yQVPXv2dHVYREREREQljsMSC3P+/v6yVlMqDgUlFb169SqWtg8ePCjdt2VzQSIiIiIid+WQoVAljcFgwJtvvonVq1fDw8MDP/74o8OSiqImYyclJWHq1KkATL08jRo1cki7RERERESuJLvHIj4+Hvv27cOlS5eQnJyMtLQ0+Pv7o3Tp0qhVqxZatWqFsmXLOiLWfJKTk/PsjJ27l0ZmZiYSEhKkx9VqNXx9fQGYkoo+ffpgzZo10kRtWyeT9+vXD8uXLweQP5FYuXIlNmzYgN69eyMiIkK69qysLPz+++8YN26cNK9i9uzZUCieyNyOiIiIiB4zdicWmzZtwrRp03D48OEiy7Zo0QITJkxAp06d7G2uQI0aNcKNGzfyPT5r1izMmjVL+jkqKgrLli0DAPz999/4+eefAQCCIGDEiBEYMWKExTa+/vprm+ZdGAwGbNiwARs2bAAA+Pj4QK1W48GDB1ISpFKpMGfOHM7nICIiIqLHhs2JhVarRb9+/bBmzRoARQ/9AYB//vkHr7zyCt58800sWbIEXl5etkfqIOY7hOt0Oty9e7fQ8llZWTbV36ZNG0yZMgX//PMPLly4gMTERKSkpMDf3x81atTAiy++iKFDh3JuBRERERE9VmxOLLp3745t27ZJCUWtWrXQtm1bNG7cGEFBQfD19UVaWhoSEhJw4sQJ/Pnnn7h8+TIA4KeffkJaWho2btzokOBjYmJsPueFF16wKhkqzLJly6QekEeFhobio48+klU/EREREVFJY1NisXDhQmzduhWCIKBy5cpYuHAhIiMjizzvt99+w7Bhw3Dr1i1s3rwZixcvxqBBg+wOmoiIiIiI3IvVM4dFUcT06dMBmJZIPX78uFVJBQB06tQJx48fR1hYGERRlFZFIiIiIiKix4PVicXvv/+O2NhYCIKAlStXIigoyKaGypQpgx9++AEAcOPGDezYscO2SImIiIiIyG1ZnVjs2bMHANCyZUs0b97crsZatmyJli1bAgB2795tVx1EREREROR+rE4sjh49CkEQ0L59e1kNdujQAaIo4siRI7LqISIiIiIi92F1YnH9+nUAkL1TdO75uZvEERERERFRyWd1YpGSkgIANs+teFTu+bn1ERERERFRyWdzYuHv7y+rQT8/PwBAWlqarHqIiIiIiMh9WJ1Y6PV6hzbs6PqIiIiIiMh1rE4siIiIiIiILLFp520A+PXXX3H06FG7G7x9+7bd5xIRERERkXuyObH45JNPnBEHERERERGVYDYlFqIoOisOIiIiIiIqwaxOLJYuXerMOIiIiIiIqASzOrGIiopyZhxERERERFSCcVUoIiIiIiKSjYkFERERERHJxsSCiIiIiIhkY2JBRERERESyMbEgIiIiIiLZmFgQEREREZFsTCyIiIiIiEg2JhZERERERCQbEwsiIiIiIpKNiQUREREREckmK7HQarWOioOIiIiIiEowWYlF+fLl8c477+Do0aOOioeIiIiIiEogWYnFgwcPsHDhQjz77LNo2LAh/vvf/yIxMdFRsRERERERUQkhK7H4z3/+A09PT4iiiDNnzmDUqFGoWLEiXn/9dWzfvh2iKDoqTiIiIiIicmOyEov169fj9u3b+Oqrr9CwYUOIooicnBysX78enTp1QpUqVTBx4kRcvXrVUfESEREREZEbkr0qVFBQEN5//32cOHECx44dwzvvvIPAwECIoojbt29j6tSpCA8PR5s2bbBy5UpkZ2c7Im4iIiIiInIjDl1utlGjRvjmm28QFxeH1atXo0OHDlAoFBBFEXv27EFUVBRCQkIwbNgwHD582JFNExERERGRCzllHwsvLy/06NEDW7duxY0bN/DFF1+gZs2aEEURqampWLRoEVq0aIH69etj7ty5SEpKckYYRERERERUTJy+QV6FChUwcuRIfPjhhwgJCYEgCAAAURRx/vx5jB49GpUrV8bIkSPx4MEDZ4dDRERERERO4NTEYt++fRgwYABCQkIwePBg3L17F6IoIigoCMOGDUOrVq0giiKysrLwzTff4Omnn8atW7ecGRIRERERETmBwxOLW7duYcqUKahZsyZeeOEFLF++HOnp6QCAtm3bYtWqVbh9+za+/fZb7N27FxcvXsSgQYMgCAJu3ryJTz75xNEhERERERGRk3k4ohKtVosNGzZg6dKl2LlzJ0RRlPawqFixIvr164eBAweiatWq+c6tWbMmFi1ahNDQUEycOBE7d+50REhERERERFSMZPVYHDlyBMOHD0f58uXRu3dv/PnnnzAajVAqlXj11VexefNm3LhxA59//nmBSYW5V155BQBw584dq9rOzMzEtm3b8MUXX6Bbt24IDQ2FIAgQBAHR0dFW1XH37l2MHj0atWrVgkajQenSpREREYHFixc7ZHO/q1evYujQoQgLC4NarUbZsmXRvn17rF+/XnbdRERERETuRFaPxbPPPgtBEKQP4TVq1MCAAQPQv39/lCtXzqa6vL29AcDqD/SHDx9Gx44dbQvYzLFjx9C+fXskJiYCAHx9fZGWlob9+/dj//79WLt2LTZt2gSVSmVX/Vu3bkWPHj2QmZkJAPD390diYiJ27NiBHTt2oH///liyZIk0mZ2IiIiIqCSTPcdCpVLhjTfewF9//YVLly5h/PjxNicVgGnI1K5du/DXX39ZfU5gYCDatm2LsWPH4ueff0ZISIhV56WkpKBz585ITExE7dq1ceTIEaSlpSEjIwPz5s2Dp6cnduzYgVGjRtl8HQBw/fp1vP7668jMzMRzzz2HixcvIiUlBSkpKZg0aRIAYOnSpZg1a5Zd9RMRERERuRtZPRZff/01+vTpg1KlSskORK1Wo3Xr1laXj4iIyLf/xfjx4606d/bs2YiPj4dGo8HWrVsRFhYGwLT/xjvvvIPU1FR89NFHWLRoEUaOHInw8HDrLwTApEmTkJGRgZCQEGzZskV6fnx9fTF58mTEx8dj0aJFmDJlCgYPHozAwECb6iciIiIicjeyeixGjBjhkKTCHkql0u5zV6xYAQDo1auXlFSYGzFiBHx9fWEwGPDjjz/aVHdGRoY0h2LYsGEFPj8TJkwAAKSmpmLjxo22BU9ERERE5IZkJRbVqlVD9erVceXKFavPiY2Nlc5zhYsXLyI2NhYAEBkZWWAZX19fREREAAB27NhhU/379+9HVlZWofVXrVoVderUsat+IiIiIiJ3JCuxiImJQUxMDHJycqw+R6fTSee5wtmzZ6X79evXt1gu99j58+ftrr9evXpF1n/u3Dmb6iciIiIickdO3XnbHcXFxUn3K1asaLFc7rHU1FRpgz9b6g8MDJRWuiqsfvN4iIiIiIhKKodskGeLlJQUACj0Q7czpaWlSfcLi8H8WFpaGnx9fW2qv6jryz1uHk9BtFottFqt9HNqaqpVcRARERERFadi77FYuXIlACA0NLS4my6Rpk2bhoCAAOlWuXJlV4dERERERJSPTT0WL774YoGP9+/fHz4+PoWeq9Vqce3aNdy7dw+CIKBdu3a2NO0wfn5+0v3MzEz4+/sXWC53Y7tHz7G2fvPzC6u/qLonTJiADz74QPo5NTXVLZOLE8ePY8DwEfkeL+Xrgzkzp7sgIiIiIiIqTjYlFrt3786z0zZg2in7yJEjNjVarVo1acnV4lahQgXp/u3bty0mFrdv3wZg2jHb2mFQ5vUnJycjMzPT4pCo3PrN4ymISqWye/fv4mQUFOg/MX8CsfRz6/YWISIiIqKSzabE4vnnn4cgCNLPe/bsgSAIaNKkSaE9FoIgQK1Wo3z58mjZsiV69epVZA+Hs5ivBHX27Flp2ddH5a7uVLduXbvrP3fuHJo2bVpo/YWtHEVEREREVFLY3GNhTqEwTdFYtmyZzR/AXaVWrVqoUqUKYmNjsX37dvTo0SNfmYyMDOzbtw8AbB6y1apVK2g0GmRlZWH79u0FJhY3btzAhQsX7KqfiIiIiMgdyZq83bdvX/Tt2xeBgYGOiqdY9O3bFwCwatWqAvfT+Pbbb5Geng6lUonevXvbVLePjw+6d+8OAFiwYIG0Cpa5GTNmADDNr+jatattwRMRERERuSFZicWyZcuwdOlSlC9f3lHx2CQ5ORkJCQnSzWg0AjBNjDZ//NF9KMaMGYOQkBBkZmaiU6dOOHbsGAAgJycHCxYswMSJEwEAQ4YMQXh4eL52+/XrB0EQ8gwLM/fZZ5/Bx8cHd+7cQZcuXXD58mUApp6Qzz77DAsXLgQAfPLJJyUuKSMiIiIiKkix72PhSI0aNcKNGzfyPT5r1izMmjVL+jkqKgrLli2Tfg4ICMCWLVvQvn17nD9/Hs888wz8/PyQnZ0NnU4HwDRE6auvvrIrrrCwMKxZswY9evTAvn37EB4ejoCAAKSnp8NgMAAwJSdjx461q34iIiIiIndTohMLOZo0aYJz585hxowZ2LJlC27evAkfHx/Ur18fUVFRGDBggDSHxB4dO3bE6dOnMWPGDPzxxx+Ii4tDqVKl0LhxYwwdOlQaLvW44zK0RERERE8GqxILpVIJwLS6k16vz/e4PR6tyx4FzY+wRbly5TBnzhzMmTPHpvOWLVuWpwfEkurVq2PRokV2Rvd44DK0RERERE8GqxIL830rrHmciIiIiIieLFYlFp9++qlNjxMRERER0ZOFiQUREREREckma7lZIiIiIiIigIkFERERERE5ABMLIiIiIiKSzao5Fnv37nVK488//7xT6iUiIiIiouJlVWLxwgsvQBAEhzbsiH0siIiIiIjIPVi98zb3rCAiIiIiIkusSix27drl7DiIiIiIiKgEsyqxaN26tbPjICIiIiKiEoyrQhERERERkWxMLIiIiIiISDYmFkREREREJJtVcyw+++wz6f6kSZMKfNwe5nXR480oihAAhy9bTERERETuwarEIjo6WvpAaJ4MmD9uDyYWT4Y7mXrEpOmgUggI8fZAsEbp6pCIiIiIyMFk72PB/S3IEr1RRKvB43AtVQcAyDKIuJ6mw400HUo/3crF0RERERGRI1mVWBiNRpseJ9IajDiTmIPKjVpAABDq5wGFIOBuph4ZehFlmrbFuaRs1CutdnWoREREROQAnLxNThGbrofWKCI9IR4NglSo6OOJ8t4eaBikQiUfUz67LTYddzP1Lo6UiIiIiByBiQU5nNZgxP0sAwDgwNK58PP8/5eZIAio4uuBjJuXoReBX66nIkvPni8iIiKiko6JBTnc7Qw9RAD+XgokXr+Y77ggCLiz6xeU8lIgJceI326kF3+QRERERORQVk/eLoper8evv/6KP//8E2fPnkVSUhIAoHTp0qhfvz5eeuklvPrqq/DwcFiT5IZ0RhF3M029FZV9LP+ujdps/CfMHysuPcCV1BxcT81BmL9XcYVJRERERA7mkE/5GzduxIgRIxAXFyc9lrtalCAIOHDgABYtWoTy5ctj3rx56Nq1qyOaJTcUl6GHEYCvh4AAr8I7xMp5e6BxGTWO3M/GrrgMVPXz5D4XRERERCWU7KFQX331Fbp37464uDgpmahatSqaN2+OZ599FlWrVgVgSjTi4uLQvXt3zJ07V26z5Ib0RhF3Hk7GruRrXZLQMsQbKoWAe1kGnEvWOjtEIiIiInISWYnFwYMHMXbsWIiiCD8/P8yYMQN3797F1atXceDAAfzzzz+4evUq7t69ixkzZiAgIACiKGLs2LE4dOiQo66B3MT9LAMMIqBRCiitsu6lpfFQoHk5DQBg751M6I3cF4WIiIioJJKVWMyZMwdGoxEBAQE4cOAAxo4dizJlyuQrV6ZMGYwdOxYHDhxAQEAAjEYj5syZI6dpckPJWtPcirLeyiJ7K04cP44Bw0dgwPARWDzlY+jSU5GaY8Sny9YXR6hERERE5GCy5ljs378fgiDgww8/RN26dYssX6dOHXz44Yf46KOPsHfvXjlNk5tReHgiJce0bGygl7LI8kZBgf4Tp0s/383U40qqDt51miHHIMJLybkWRERERCWJrB6L5ORkAECbNm2sPie37IMHD+Q0TW6mbI26MALwUgDeHrYnBWU1SqiVApRqb5xOzHZ8gERERETkVLISi/Lly7vkXHI/5es2AgCUUhU9DKoggiCgwsPlaQ/fy4JB5FwLIiIiopJEVmLx0ksvAQD27Nlj9Tm7d+8GALz44otymiY3E/IwsQhUFT0MypKyGiX0WRlI1RnxL1eIIiIiIipRZCUWo0ePhkajwfTp03Hp0qUiy1+6dAkzZsyAj48Pxo4dK6dpciNagxGlKlQBAJQqYu+KwigFAQ/OHQYAHLqXJS1fTERERETuT1ZiUatWLaxbtw4A0Lx5c8ydO1facdtccnIyvv76a7Rs2RIAsGbNGtSqVUtO0+RGkrWmSdt+ngp4KORNun5w/gg8FcC9LANi0nSOCI+IiIiIioFVq0IVNWwpODgYly9fxujRozFmzBiEhYWhbNmyEAQBd+/exfXr16Vvn2vWrIlZs2Zh9uzZ2Llzp/wrIJd78HCZ2VJW7l1RGKM2C08FqXHsfjYO3ctCmL+X7DqJiIiIyPmsSix2794NQRAKHJpiPlFXFEWIooirV6/i6tWrBdZ1+fJlXLp0ya4JvuR+RFHEAxuWmbVG02ANjt/PRkyaDvez9AjWyFoVmYiIiIiKgVWf2J5//nkmAlSgNJ0RBhHQpqfBt5zaIXWWUikRXsoLFx/k4HhCNtpX9nVIvURERETkPFb3WBAVJLe3Iv7fkxBqtHNYvY3LqHHxQQ7OJmWjdXlvqD3kD7MiIiIiIufhpzWSJV1nSizuX73g0Hqr+HoiWK2EzgicSeLSs0RERETujokF2U0URSmxSIq95tC6BUFA42DT0KrjCVx6loiIiMjdPZGJhSAIVt/atGljc/3R0dFW1X3lyhUnXF3xyTECD/MKPLh13eH11wtUQ6UUkKw14loql54lIiIicmcOX24nJiYGCQkJyMoq+lvm559/3tHNW6VcuXKFHtfpdNJ+HE2bNrW7HU9PT5QuXdricQ+Pkr3aUW5vhbeHAIMux+H1eykFPFVahSP3s3E8IQvVA7j0LBEREZG7csgn24sXL2Lq1KnYtGkTUlNTrTpHEATo9XpHNG+z+Pj4Qo9/+eWXGDNmDABg4MCBdrfTsmXLx3rie25i4evpvI6vxsEaHLmfjaupOiRrDQhUOWZJWyIiIiJyLNmJxcaNG9G7d29kZ2c/NuPglyxZAgBo1aoVdwgvRIb+YWLhxBWbAlVKVPf3xNVUHY7fz0LbSlx6loiIiMgdyUosbt68ibfeegtZWVmoWLEixo4dC29vbwwZMgSCIODPP/9EcnIyjh49ihUrViAuLg6tWrVCdHQ0lEr3/Ob5wIEDuHDBtMLRoEGDXByN+zKfuO3IHosTx49jwPAReR7zrlQDlSJ743SSFhHlfeCl5J4qRERERO5GVmLx3//+F5mZmfDz88OhQ4dQoUIFnDt3TjqeO/G5W7dumDhxIgYOHIjVq1djyZIl+PHHH+VF7iS5vRX+/v7o0aOHi6NxX+YTt709HfdB3ygo0H/i9DyPiaKI3ZduAwFBOJecjUZlNA5rj4iIiIgcQ9ZXzX/++ScEQcDw4cNRoUKFQstqNBqsXLkSjRo1wqpVq7B+/Xo5TTtFeno61qxZAwB488034e3tLau+c+fOoX79+tBoNPD19UWtWrUwePBgnDhxwhHhupT5xG2lk3dlFwQBD84fAQAcv//4DLkjIiIiepzISixiYmIAmCYp5xLMPmQ+OjlboVDgvffegyiK+P777+U07RSrVq1Ceno6AMcMg0pISMCFCxfg7e0NrVaLS5cuYfHixWjSpAk++eQTq+rQarVITU3Nc3MHxTFx21zqpZPwVAD3sw24me6aSf9EREREZJmsT4UZGRkAgMqVK0uPmX/Ln5KSku+cevXqAQBOnTolp2mnWLx4MQCgYcOGaNKkid311KxZEzNnzsTFixeRnZ2NxMREZGRk4Pfff0eTJk0giiKmTJmCL7/8ssi6pk2bhoCAAOlm/ly7UkYxJxbGHC3qlzZtmHcsIatY2iQiIiIi68n6VBgQEAAAyM7Olh4LCgqS7l+9ejXfObnfuCckJMhp2uHOnTuHQ4cOAZDfW9G7d2+MHTsW4eHh8PT0BAB4eXmhXbt22L9/v7Q3RnR0dIHJl7kJEyYgJSVFut28eVNWbI4giiLSi2FFqEc1LmNKLC49yEFqjqHY2iUiIiKiosn6VJi7FOu1a9ekx/z8/BAaGgoA2LFjR75z/vzzTwBAqVKl5DTtcLm9FWq1Gr1793ZaO2q1GlOnTgVgmtOxc+fOQsurVCr4+/vnublajlGEzggIcOzE7aIEazxQxdcTIoCTCdlFliciIiKi4iMrsWjRogUA4ODBg3ke79y5M0RRxKxZs/DXX39Jj69btw5z586FIAh47rnn5DTtUDk5OVi5ciUAoHv37ggMDHRqe7nPG5A3KSsp0nWmydPFMXH7Ubm9FqcSs2EwchI3ERERkbuQlVh07NgRoijil19+gcHw/0NTcvezSE9Px8svv4zg4GD4+/ujZ8+eyMrKgkKhwNixY2UH7yi//vqrNDSLe1cULXfitk8xza8A/n9/i5mfjIM+IxUZehEffLUIH4wbX2wxEBEREZFlsvaxeOGFF/Dpp59Cr9fj9u3bqFKlCgCgSpUqWLt2LXr37o0HDx4gMTFROkelUmHBggVo3ry5vMgdKHcYVI0aNdC6dWunt2fewxMWFub09hwt8+H8Cp9inF9hvr9FbLoON9P1qNW+B47O/7TYYiAiIiIiy2QlFoIg4NNPC/5gFxkZiStXrmDt2rU4d+4c9Ho9atasiddffx0VK1aU06xDxcbGSvM+BgwYkGe5XHuIolhoHVqtFh9//DEAwMfHB23btpXVnitk6v9/KJQrhGg8cCtdj1SdEV6ly7okBiIiIiLKS1ZiUZTSpUtj6NChzmxCtu+//x5GoxEeHh7o16+fVedER0dj8uTJAIDr16+jatWq0rG9e/fi888/R79+/fDCCy+gUqVKAACdToe9e/diwoQJOHLEtNnbpEmT3G4Se1GMoohsgymx0BRjj4U5L6WA0molErMNKFW3mUtiICIiIqK8nJpYuDuj0Yhly5YBMM0XKV++vOw6RVHEzp07pdWeNBoNfHx8kJKSAp1OB8C0UeD48eMxbtw42e0Vt6yHvRVKAfByTV4BACjvbUos/Gs0QLbeCLWLkhwiIiIiMnF4YiGKIq5du4akpCQApl6LatWqyR5i5Ax//vknbty4AcBxk7YbNGiA2bNn459//sGZM2eQkJCABw8ewNvbG3Xr1kVERASGDBmCBg0aOKS94pb1cH6Ft4fg0t+pv6cC3h4CMuGFs0laPFNW47JYiIiIiMiBicW2bdswf/587N69G5mZmXmOeXt744UXXsDw4cMRGRnpqCZla9euHUTR9iVLo6OjER0dXeCxoKAgjB49WmZk7ivTxcOgcgmCgBBvD1xL1WHruRuYH/1tnuOlfH0wZ+Z0F0VHRERE9OSRnVhkZGSgd+/e2Lx5MwAU+EE9IyMDW7duxdatW/HKK69g5cqV8PHxkds0uYCrJ26bC1YrcfFuCrxKlcF/xk1BKZVSOrb0cy5DS0RERFScZCUWRqMRkZGR+PvvvyGKIjw9PdGuXTs0a9YM5cqVgyiKuHfvHo4cOYIdO3YgJycHmzZtQseOHbF79263HB5FhcsdCuXqHgsA8FAIuH5oF8Jf6IQ7mfo8iQURERERFS9ZicXChQuxf/9+CIKA9u3bY/HixRaXkr19+zYGDx6M7du3Y//+/Vi4cCGGDRsmp3kqboIgTd72VrpHUnh573aEv9AJSVojtAYjVErXJzxERERETyJZn8JWrFgBAGjatCl+++23QvenqFixIjZv3oxmzZpBFEUsX75cTtPkAp7+gRABKARA5SaJRWr8LQQ8XJ4qPtNQRGkiIiIichZZicWFCxcgCAJGjRoFhaLoqpRKJT744APpXCpZvEoFAwA0SteuCPWoEG9Tx9vdLD2MdkzGJyIiIiL5ZCUWuR8uw8PDrT6nZs2aec6lkiM3sfB2g/kV5oJUCngpAJ0RSMxmrwURERGRK8j6hFi9enUAwL1796w+J7ds7rlUcqgCywAANG6wIpQ5QRBQ7mGvxR0OhyIiIiJyCVmJxRtvvAFRFKW5FtZYsWIFBEFAz5495TRNLuCuPRYAEKLxgAAgTWdEus7o6nCIiIiInjiyPiG+9957aNy4MVatWoWZM2cWWX7WrFn4+eef0ahRI4wcOVJO01TMRFGEVylTj4U77GHxKC+lgCC1abnZ+Ey9i6MhIiIievJYtdxsbGysxWOLFy/G0KFDMWHCBPz888+IiopC06ZNUbZsWQiCgLt37+LIkSP44YcfcPLkSTRt2hSLFi1CfHw8qlSp4rALIedKyTFC4ekFAYDaTVaEelSItxIJ2QbczzZA4aVydThERERETxSrEouwsDCrKjt9+jRGjx5daJmjR4+icePGEAQBej2/WS4pcidFazzca0Uoc/6eCnh7CMjUi/APf9rV4RARERE9UaxKLEQu4fnES8g2JYHusOO2JYIgIMTbA9dSdShVtylEUXTbJIiIiIjocWNVYrF06VJnx0FuLrfHwl123LakrFqJG2k6eAUEISZNhzB/L1eHRERERPREsCqxiIqKcnYc5Ob8vZTIvh8Hn1JVXR1KoZQKAWU1StzJNOB4QjYTCyIiIqJiYlViQdSqvDe+//w7tJ043dWhFCnE2wN3Mg24lJyNIWNnQJ+RKh0r5euDOTPd/xqIiIiIShomFvTY8fZQIP7f0wip/RSeHzwWoX6e0rGln493YWREREREjy+HJhZ3797F7t27cfbsWSQlJQEASpcujfr16+OFF15AuXLlHNkckUWX925DSO2ncDdLj8q+HlBwEjcRERGRUzkksbhz5w4++OAD/PLLLxaXkFUqlXjttdfw5Zdfonz58o5olsii26cPw0sB5BiBhGwDymrYOUdERETkTLLXDj116hSeeuoprFmzBjqdDqIoFnjT6/VYvXo1GjZsiDNnzjgidiKLRKMRId6mZCI+0+DiaIiIiIgef7ISi4yMDHTq1AmJiYkQRREvvfQSVq9ejZiYGGRnZyM7OxsxMTFYs2YN2rVrB1EUkZCQgE6dOiEzM9NR10BUoHIaDwgA0nRGpOuMrg6HiIiI6LEmK7GYN28e4uLioFAo8N1332HHjh3o0aMHqlSpAi8vL3h5eaFKlSp47bXXsH37dixevBiCIOD27dv49ttvHXUNRAXyUgoIUisBAPGZ3OWdiIiIyJlkJRa//vorBEFAv379MHDgwCLLDxgwAP3794coitiwYYOcpomsEqIxJRb3sw3QG7mDPBEREZGzyEosLl26BADo1auX1ee88cYbec4lciZ/LwU0SgFG0TSJm4iIiIicQ1ZikZ6eDsC0pKy1AgMDAZjmZxA5myAIKOfN4VBEREREziYrsQgODgYAXLhwwepzcsuWKVNGTtNEViv7cBJ3hl6EqkwFV4dDRERE9FiSlVg0b94coihizpw5FvevMKfT6fDll19CEAQ0b95cTtNEVvNUCCjzcBJ3qTpNXBwNERER0eNJVmLRt29fAMDJkyfRqVMnxMXFWSx7+/ZtdO7cGSdPngQA9OvXT07TRDbJHQ7lV70+tAYuPUtERETkaLK2I+7SpQu6du2KjRs34s8//0S1atXw8ssv49lnn0W5cuUgCALi4+Nx6NAh/PHHH9DpdACA//znP+jUqZNDLoDIGv6epkncWfDCuSQtGgdrXB0SERER0WNFVmIBAD///DP69u2LtWvXIicnB1u3bsXWrVvzlRNF01KfPXr0wIoVK+Q2S2QTQRAQ4u2B62k6nEzMRqMyagiC4OqwiIiIiB4bsoZCAYBKpcLq1auxefNmREZGQqPRQBTFPDeNRoPIyEhs2bIFq1evhkqlckTsRDYJ1ihh1OtxL8uAO1whioiIiMihZPdY5OrUqRM6deoEg8GAa9euISkpCYBpKdpq1apBqVQ6qikiu3gqBKRfPwf/mg1xIiEbFXw8XR0SERER0WNDVmLx4osvAgD69OmD/v37AwCUSiVq1qwpPzIiJ3hw4Rj8azbEhWQt2lb0gdpDdqcdEREREUHmUKh9+/Zhz549qFq1qoPCIXKu7Ls3UUathF4EziVrXR0OERER0WNDVo9F2bJlER8fj1KlSjkoHCLnOnH8OEr9tQVlW0Ziy6lr+PaXhQCAUr4+mDNzuoujIyIiIiq5ZPVYNGzYEABw6dIlhwRD5GxGQYEuXf8DBQBVUDl0/3AK+k+cjgfpGa4OjYiIiKhEk5VYDBo0CKIoYuHChY6Kh8jpPBQCymhMiwnczTS4OBoiIiKix4OsxKJbt2546623sGfPHgwYMAAZGfzWl0qGcg8Ti4RsA/RG0cXREBEREZV8suZYrFixAm3btsXp06exfPly/Prrr+jSpQueeuopBAYGFrnEbN++feU0L8uyZcuklawK88cff+Cll16yq427d+9i5syZ2LJlC2JjY6HRaFCvXj1ERUVh4MCB3KDNhfw8FdB4CMjSi7ifzV4LIiIiIrlkJRb9+vXL8+E4OTkZP/zwg1XnCoLg0sQil0KhQHBwsMXj9m7md+zYMbRv3x6JiYkAAF9fX6SlpWH//v3Yv38/1q5di02bNnGzQBcRBAEhGtNO3He5WR4RERGRbLIX8TffYfvRn4u6uYPKlSsjPj7e4i0iIsLmOlNSUtC5c2ckJiaidu3aOHLkCNLS0pCRkYF58+bB09MTO3bswKhRo5xwRWStYI0SAoAMvQhVmfKuDoeIiIioRJPVY3H9+nVHxfFYmT17NuLj46HRaLB161aEhYUBALy8vPDOO+8gNTUVH330ERYtWoSRI0ciPDzcxRE/mTwVAoLUSiRkGxBQu7GrwyEiIiIq0WQlFqGhoY6K47GyYsUKAECvXr2kpMLciBEjMHXqVKSnp+PHH3/E5MmTiztEeqicxpRY+FVvgByDCC8l570QERER2UP2UCjK6+LFi4iNjQUAREZGFljG19dXGmK1Y8eOYouN8gvwUkCtFKD0UuHCA+7ETURERGQvmxMLrVaL+fPnS6s/1atXDy+//DKmTp0qTVQuSe7fv48mTZrA19cXGo0G1apVw1tvvYXdu3fbVd/Zs2el+/Xr17dYLvfY+fPn7WqHHEMQBGnp2VMJ2S6OhoiIiKjksimxuHz5MurVq4cRI0Zg69atOHfuHP7991/89ddfmDhxImrUqIFdu3Y5K1anyMzMxPHjx+Hl5QWj0Yjr16/jxx9/RJs2bTBgwADo9batGBQXFyfdr1ixosVyucdSU1ORnp5uX/DkEGU1HhCNBsRl6nE/iytEEREREdnD6sRCq9XilVdewbVr1yyu8pSSkoJu3brh1q1bzozZISpUqIBPP/0Up06dQnZ2NpKSkpCZmYm///5b2rdi6dKlNq/clJaWJt339va2WM78mPk5j9JqtUhNTc1zI8fyUgpIv3EJAHAqkb0WRERERPawOrFYuXIlLl68CEEQ0KxZM/zxxx9IS0tDVlYWDh06hFdeeQWA6Rv4L7/80mkBO0q7du0QHR2Np556StpLQqlUomXLlvj999/x6quvAgDmz5+Py5cvuyzOadOmISAgQLpVrlzZZbE8zlL+PQ4AOJuk5U7cRERERHawOrHYuHEjAKBOnTrYs2cP2rZtCx8fH6hUKjRt2hQbN25E586dIYoiNmzY4Kx4i4VCocDs2bMBAEajEZs3b7b6XD8/P+l+ZmamxXLmx8zPedSECROQkpIi3W7evGl1LGS9zNtX4e+pQLZBxEVO4iYiIiKymdWJxalTpyAIAkaOHGlxt+iPPvoIAHDz5k2kpKQ4JkIXqVGjBsqUKQMAuHbtmtXnVahQQbp/+/Zti+Vyj/n7+8PX19diOZVKBX9//zw3cgJRxFNBagDAqUQmFkRERES2sjqxSEhIAAA8/fTTFsuYHyuJK0Q5gvlKUOYrRD0q91jdunWdHhNZ56kgFQQAsek6JGUbXB0OERERUYlidWKRnW2a1FrYhGS1Wp2vfEl19epVKZkqaJM7S2rVqoUqVaoAALZv315gmYyMDOzbtw+Aaa4Hud6J48cxcuRIpMWaJnFPX7UFA4aPwAfjxrs4MiIiIqKS4YncIE8UC5+cK4oixo4dC8A036Jz58421d+3b18AwKpVqxATE5Pv+Lfffov09HQolUr07t3bprrJOYyCAv0nTsczT5l6nMo1eg5Rn0zDg/QMF0dGREREVDI8kYnFjRs30KxZM/zvf/+Tls8FTBO1Dx48iMjISGkC+tChQ1GrVq0850dHR0MQBAiCUGDiMGbMGISEhCAzMxOdOnXCsWPHAAA5OTlYsGABJk6cCAAYMmQIwsPDnXilZKtAlQKeCkBnBJK0RleHQ0RERFRieNh6wvz581G2bFmHlJs0aZKtzTvMkSNHcOTIEQCmCdJ+fn5IS0uDVvv/E3f79++P//73vzbXHRAQgC1btqB9+/Y4f/48nnnmGfj5+SE7Oxs6nQ6AaQjUV1995ZiLIYdRCALKaTxwK0OPu5ncLI+IiIjIWjYnFgsWLCj0uCAIVpUDXJdYlCtXDt988w3++ecfnDx5Evfv30dycjLUajXCwsLQsmVLDBgwAM8995zdbTRp0gTnzp3DjBkzsGXLFty8eRM+Pj6oX78+oqKiMGDAACgUT2SHkdsrq1HiVoYeD3KM8PANcHU4RERERCWCTYlFUXMTbJGbgLiCRqPBu+++i3fffdeu86OjoxEdHV1kuXLlymHOnDmYM2eOXe2Qa2g8FAjwUiAlx4iA8EauDoeIiIioRLA6sdi1a5cz4yByK+U0SqTkGOFf62kYRREKFybCRERERCWB1YlF69atnRkHkVsJUivhkaoDfANwLVWHGgFerg6JiIiIyK1xkD9RARSCgLIaJQDgVGLJ3pOFiIiIqDgwsSCyoJy3qUPvSkoO0nVcepaIiIioMEwsiCzw9lAgKz4WIoDT7LUgIiIiKhQTC6JCpPx7HIBpOJQjV0UjIiIietwwsSAqRNq1c1ApBaTkGHEjXefqcIiIiIjcFhMLokKIBj3qBaoAAKcSOByKiIiIyBImFkRFaBikBgBcSslBpp6TuImIiIgKwsSCqAjlvD0QovGAQQTOJmldHQ4RERGRW2JiQWSFhmVMw6FOJnASNxEREVFBmFgQWaFuoApeCgFJWgMncRMREREVgIkFkRVUSgXqlzb1WpzgJG4iIiKifJhYEFmpUZmHk7gf5CAtx+DiaIiIiIjcCxMLIisFazxQyccDIoBTiZzETURERGSOiQWRDRoHawAAJxOzYeAkbiIiIiIJEwsiG9QK8IK3h4B0nRGXU3JcHQ4RERGR22BiQWQDpULA0w83zDt+n5O4iYiIiHJ5uDoAInd24vhxDBg+Is9jHj7+COv1PmLTdbiXpUdZDf+MiIiIiPiJiKgQRkGB/hOn53v832QtErVGHLufhcgqfi6IjIiIiMi9cCgUkR0q+Jhy8nNJWmTqjS6OhoiIiMj1mFgQ2cHPU4Hs+3HQi8ApbphHRERExMSCyB6CICD53CEAwPEELj1LRERExMSCyE7pV8/Bx0NAms6ISw+49CwRERE92ZhYENlJNBrwdBnT0rNH7mW5OBoiIiIi12JiQSRDozIaKAUgLlOPW+k6V4dDRERE5DJMLIhk8PVUoH5pFQDgEHstiIiI6AnGxIJIpmZlNQCAyyk5SMzWuzgaIiIiItdgYkEkU5DaAzUDvACw14KIiIieXNx5m8hOJ44fx4DhIwAA6rKVUOXVgTh5LwN/LZmL2ZMnujg6IiIiouLFxILITkZBgf4Tp0s/n0nUIhUeUFRt4MKoiIiIiFyDQ6GIHKSijylPD6j7DLL1RhdHQ0RERFS8mFgQOUigSgFvDwFKLzWO3s92dThERERExYpDoYgcRBAEVPbxwMUUHfbcSMSy6ZNg1Gml46V8fTBn5vRCaiAiIiIquZhYEDlQkFqJlH+vIaB8Zbz47ieo7OspHVv6+XgXRkZERETkXBwKReRAgiDg3LY1AIC4DD30RtHFEREREREVDyYWRA4We+wANEoBehG4k8kN84iIiOjJwMSCyMFE0YhKvqZRhuy1ICIioifFE5tYJCYmYunSpXjrrbdQt25d+Pj4QKVSoVKlSujatSs2bNhgd93R0dEQBKHI25UrVxx4ReROgtVKqdfidgZ7LYiIiOjx98RO3g4JCYFe//8f+NRqNTw9PXH79m3cvn0bv/76KyIjI7Fu3Tp4e3vb1YanpydKly5t8biHxxP79D/2BEFAqJ8n/n2Qg7hMPcp783dNREREj7cntsdCr9ejWbNmmD9/Pq5evYqsrCykp6fj+vXrGDhwIABg27ZtGDp0qN1ttGzZEvHx8RZvVatWddDVkDsqrVLAz1OAUQRi03WuDoeIiIjIqZ7YxOKvv/7CoUOHMGzYMFSrVk16vGrVqli8eLGUUKxcuRI3b950VZhUguX2WgDA3SwDPAOCXBwRERERkfM8sYlFmzZtCj2e22sBAEePHnV2OPSYCvBSIlBl+jMr0/RFF0dDRERE5DxPbGJRFLVaLd03GAwujIRKutCHm+T5hdXFTQ6JIiIioscUEwsLdu/eLd1v0KCBXXWcO3cO9evXh0ajga+vL2rVqoXBgwfjxIkTDoqSSgIfTwXKaZQAgB0302EUufwsERERPX6YWBTgwYMHmDZtGgAgIiICtWrVsquehIQEXLhwAd7e3tBqtbh06RIWL16MJk2a4JNPPrGqDq1Wi9TU1Dw3KnlC/TxhyM7E/WwDjidkuzocIiIiIodjYvEIo9GIPn364M6dO1CpVPjmm29srqNmzZqYOXMmLl68iOzsbCQmJiIjIwO///47mjRpAlEUMWXKFHz55ZdF1jVt2jQEBARIt8qVK9tzWeRingoBCUf/AgDsu5OJDJ3RxRERERERORYTi0e8//772LJlCwBg/vz5aNiwoc119O7dG2PHjkV4eDg8PU3j6728vNCuXTvs378fTZs2BWDaSC8lJaXQuiZMmICUlBTpxhWqSq6Uf4+jnEYJrUHE7rgMV4dDRERE5FBMLMyMGTMG8+bNAwB89dVXGDBggMPbUKvVmDp1KgAgPT0dO3fuLLS8SqWCv79/nhuVUKKIdpV9AQBnkrTc24KIiIgeK0wsHho3bpw0NGnWrFkYOXKk09pq0aKFdP/atWtOa4fcT0UfTzQMUgEAtt5IQ46BE7mJiIjo8cDEAsDYsWMxa9YsAMDMmTMxZswYF0dEj7MXK/rA31OBBzlG7LnDIVFERET0eHjiE4sxY8Zg9uzZAExJxdixY53e5sGDB6X7YWFhTm+P3ItKqUBkFdOQqGP3s3EjLcfFERERERHJ90QnFmPGjJGGP82ePdshSYVYxB4FWq0WH3/8MQDAx8cHbdu2ld0mlTxh/l7/PyQqNp1DooiIiKjEe2ITiw8//FBKKubMmYPRo0dbfW50dDQEQYAgCIiJiclzbO/evXjppZewcuVK3Lp1S3pcp9Nh586diIiIwKFDhwAAkyZNQqlSpWRfC5VMuUOiUnKM2H4zvciklIiIiMidebg6AFeIjY3FzJkzAQAKhQIzZszAjBkzLJYfM2aM1fMuRFHEzp07pdWeNBoNfHx8kJKSAp1OJ7U5fvx4jBs3TuaVUEmmUirQpaoffrqcgvPJWlTx9cTTZdSuDouIiIjILk9kYmE0GvPcv3v3bqHl09PTra67QYMGmD17Nv755x+cOXMGCQkJePDgAby9vVG3bl1ERERgyJAhaNCggd3x0+Ojsq8nWlfwxu64TPxxKx3lvT1QzvuJ/LMkIiKiEu6J/ARTtWpVWcNOoqOjER0dXeCxoKAgm4ZVET1bVoOb6TpcTdVhw/VU9KtdCmrlEztKkYiIiEoofnohcjFBENA51E9agnbj9TQYON+CiIiIShgmFkRuQOOhQLdq/vBUADFpOmyP5WRuIiIiKlmYWBC5iRBvD3St6g8BwJkkLQ7czXJ1SERERERWY2JB5EaqB3ihXWUfAMC+O5k4kcDkgoiIiEqGJ3LyNpE7a1RGg5QcIw7ezcLvNzOw4uc1SLlwVDpeytcHc2ZOd2GERERERPkxsSByQ63Le2Prjp0o3bAlyrXqhOaRXVHBx/TnuvTz8S6OjoiIiCg/JhZELvbBuPF4kJ6R7/HTZ87i/SXP43aGHtfTdNCLIir78E+WiIiI3BM/pRAVkxPHj2PA8BH5Hj995iy+WrMl3+PvduuAUF8PCABuZehxM12PLL0IQck/WyIiInI//IRCVEyMggL9J+afG/Futw4WzxEEAaF+nlApBVxL1SEh24DKnfshNccAfy+lM8MlIiIisglXhSIqAUK8PVAv0AseAqAuWxHf//sAF5K1rg6LiIiISMLEgqiECFAp8VSQCtn3byPbIOLXmDRsiklDlt7o6tCIiIiImFgQlSQaDwVif/0ez4VoIAA4n6zF/84n48i9LBiM3KmbiIiIXIeJBVFJIxoRUd4HfcIDEKxWItsgYuftDCz+NxnnkrJhEJlgEBERUfFjYkFUQlXw8UT/2qUQWdkXPh4CkrVGbL6Rjv+dS8ahu5nI5hApIiIiKkZcFYqoBFMIAhqWUaN2oBeO3s/G8ftZSNUZsSsuE3vvZKK6vxfqllahur8XPBWCq8MlIiKixxgTC6LHgEqpwHMh3ni2rAbnkrU4ei8L97MNuJSSg0spOfAQgFA/T1Tz90JVP0+UVikhCEw0iIiIyHGYWBA9RjwUAhoGqdEwSI17WXqcT9Li7+t3AR9/XE3V4WqqDgBgyM6EPiEO7Zs9hYo+nijv7QGPhz0alnYCB4BSvj6YMzP/XhxERERETCyIHlNlNR4oW9EDK6Z8hdfHT0Wy1oDkHCPSc4yA2hvKSjWwOy4TAKAQgBCNByr5ekIXVAlvvd+vwKFT7/2nXYG7hzPhICIiIiYWRI8JSz0Np8+cRX9PBXw8FagEwCiKyNCJ+HPrJkR06IJb6Tpk6EXEZeoRl6lHxXa9cPheNtRKAf5eCvh7KlBKpYRKKVjcPXzp5+OL4QqJiIjInTGxIHpMPEjPKPBD/7vdOuT5WSEI8PMSsGv5fDw4cxAA4OlXCupyVaAJqQwhoCwCKlRBtkFEdpYB97IMAHTw9hDQsGsfpGgN8PNSQME5GkRERGSGiQVRCXPi+PEChyOdPnPWpnos9T68260D5q7bhlSdEWk5RjzIMSBdJyJTL6Juu244m5wDhQCU8lIgSK1EaZXS7mshIiKixwcTC6ISprCEwFE8FAJKq0xJQyg8oTOKeKA14PcdOxDeog10RiBJa0SS1ggBOlR4uSfOJmWjZoAXVEpuj0NERPQkYmJBREXyVAgI1njg4PL/ovcrkcjQi0jMNiAx24AsgwjfqrWx5UY6lAIQ5u+F2qW8mGQQERE9YZhYEJFNBEGAr6cAX08Fqvh6IFMvYucfOxDe4kUkag24kpKDKyk5piTDzwu1HiYZag8mGURERI8zJhZEZDdBEODjKSDx2G4MGtANCdkGXHigxcXkHFOSkZqDK6k5UACo4uf5MMlQwdeTSQYREdHjhokFETmEIJiGSwVrPBAR4o2EbAP+u3YrPCpUhyqoHGLSdIhJ02F7bDp092/jpYbhCPPzRDlvD64wRURE9BhgYkFEDpebZNw++Af6T2yLLL3RNCdDa0C6DvAqWwl772Ri7x1ArRQQ6ueJMD8vVPXzRCmuMkVERFQiMbEgIqfTeChQyVeBSr6e0BqM+N83/0Wt5q2hqVAV2V5qXHyQg4sPcgAAPh4CQrw98tz8PJlsEBERuTsmFkQkmy17a6iUClzaux3vjRwJURSRpjPiQY4RKVojUrQ6ZOiVuJqqw9VUnXSOj4eAMmoPBKqUCFSZdgIv5aVEoEoJL2X+YVSWdiEv5euDOTPzL9VLRERE8jGxICLZ7N1bQxAE+Hsp4e+lBHyBZVM/x2fTZ+JOph7xmXrczdQjIduADL2IjHQdbqTr8tWhUZpWqPLxVMDXUwFfDwUQWh9dIrvAUynAS2G6KRUCln4+3mHXTERERHkxsSAit3H8yGFMHPtBnscEpQduP0hH7cbPwtM/EJ7+peHpHwgv/9JQqr2RZRCRZTDgfrZBOqdsyw64mJI3CVEKQMgrgzDptyPQZ6RCn5EGXUYq9Bmp0Ig6TBr9Pnw8BAiPTCRn7wcREZF1mFgQkdsorOfj45lz8z2+fEY0pk6bhgydEem5N70Ruw8dQ8VaDZBjFJFjFGEUAYMI+JeraLHteWeToADg66mAv5cCAV5KlFIpYCxfA926vQ61UgEvBaTEg70fREREeTGxIKISy5iTjbIaD0CT9/Gfp65Dh5bPAABEUYRBBHKMImZ/Mg5vfzodOQZTwpFjEKE1injwIAWePv4wAkjVGZGqM+JWhh4AEPJCV5xNMk0sF2BaxUrtIQA1muCDb39ATkoidClJ0KU/AESRPRlERPTEYmJBRCWWNZPGBUGAhwB4KATcu3TWlIg8Yun8aCz+9r9I1xmRpjMiNceIlBwDHmiN+PvUOQSF1kC2QYQIPBx6JSK8Tec8deQmHfev/Yu/bmeg9MOJ5qVVSvh6KvINsSIiInrcMLEgohLL3knjBVGYTSSv6PP/j6+ZvhLtJk6HKIrQGkRkP7xtXrsaEa+8Zko09P+fdPiG1sLhe1l56vZUAIEqJUo/vAWqlCitNt3/+KOPOIeDiIgeC0wsiIisIAimIVDqh++ap379AYOjegMwDbfKMZoSjL82b0Cn/3RHstaAJK2p10NnBO5lGXAvy5Cv3qD/vIMwX2+olIJ081II+HPFQqTkGODjoYCHwvG9HZYmpQNMaoiIyD5MLIiIZBKE3KQASLlwFC+NiJKOGUQRKVojkh4mGslaA5KyTf+m6oxQqjWm5XT1Yp46q7w6EAvOJQMAVAoB3p4CfDwU8H54M09EpJtCAQ8FoBQEs39NQ8GUD//NHZL1ID2jwN4egBPTiYjIPk98YpGWloYvv/wS69evx/Xr16FUKhEeHo5evXphxIgR8PLysrvuu3fvYubMmdiyZQtiY2Oh0WhQr149REVFYeDAgRxzTeQmLM3VAAre5M+eus6dOYN6DRrkeUxQeiDmXhJGTP9GmkiuNZgmlScmJUHlXwpGEabHtSKStUabYimIQgA8BAHV+4zF4XtZUAgChIePK2BKPCp16ou1V1OgUiqkHhQvpYCtWzYjIy0NBm0WDNosGLVZMGiz4eepwJzpU2THRkREJdsTnVjcuHEDL7zwAmJiYgAA3t7e0Gq1OHr0KI4ePYoff/wRO3fuRGBgoM11Hzt2DO3bt0diYiIAwNfXF2lpadi/fz/279+PtWvXYtOmTVCpVI68JCKyg6W5GoDt8zUKm/dh6fEgtTLf40vnf40l3/4XWoOIDL0RmXoRGToj/rdyFZ7p8CoMRhF6EdK/d2/dRIXKVWAQRegfOZYnPhHIEUUo1d7QGQHgkQIQ4V0hLM/O57n8mrSFn4Xrnn0yARoPhbRqllr58L5SMHtcAc3Dx9QPH1MpBSj4JQsR0WPhiU0sDAYDunTpgpiYGJQvXx4rVqzASy+9BKPRiLVr12Lw4ME4ceIEevfuja1bt9pUd0pKCjp37ozExETUrl0bP/zwA5555hnk5OTgu+++w6hRo7Bjxw6MGjUK8+fPd9IVElFJduL4cQx85718j58+cxbdXnst3+OLBg5Ho8aN8z1eytcHs2ZMg94owmAE9A+X350w+Qu8+vYHEEXACNH0r2hKM5Z+ORVhNcOh8FRB4aUy/evphbTMbDRoEQG9KEJvhJTAAIBeBNJ0RqTlz0cKJYoijDlaiPocwKBHhXLB8FII8DS7HT1yGNlZmTDqdDDqcyDqdTDqcqDxUGBAnzfh+XB3dc98N+TpGea8EiIi53piE4tly5bhzJkzAID169ejRYsWAACFQoGePXvCaDTizTffxLZt27Bz5060bdvW6rpnz56N+Ph4aDQabN26FWFhYQAALy8vvPPOO0hNTcVHH32ERYsWYeTIkQgPD3f8BRJRiWbrileWyi/9fDyUggClUgDMOkZyHiTA11NRYF0xx/7GmI8nFth2r04v5XlMFEV88FZ3TFu+DnrxYbLxMOE4+Od2dOrcGdkGI7L1ptW0svRGxCUkQeUXAKNo+uCvVKkBlRoACpzgrqnR8NGtSiTrr6VZOGLiIQCeSlOiEdChL6qVLQcFBCgVppXAlIJpGNj5f/biQHwmNB4CNEqF6d+HPSwaJ02gdyTuEE9E7uCJTSyWL18OAGjTpo2UVJjr1asXPv74Y1y/fh0rVqywKbFYsWKFVEduUmFuxIgRmDp1KtLT0/Hjjz9i8uTJdl4FEZFrCYIAXVYm1B75k5TkU/vx4tCe+R4fMHwS+k+cDmNuz4do2h19y7KFGD3yfeQYRegMInRG023tpt/QsPXLMIj/v4u6URTx75lTqF7vKdPPRtNEeSNMPS+59CKg14vIgghVYFmk60TkH/4FlG74HPbeybR4nZ4K5Ek4vB8O5dJ4CPD2UORNRh4mJ4/2mDiTpcn4nIhPRMXpiUwsMjMz8ffffwMAIiMjCywjCAI6dOiABQsWYMeOHVbXffHiRcTGxhZat6+vLyIiIrBt2zbs2LGDiQUROY01mwi6qm2FIMBLCXjB9OH7wNaNyIqPLbD8q5075nt8/txJ6PbL9nyPv9etPRo3bQaFhycETy8oPDyh8PDE9Zu38fbEqVKCYkpSTEPDdv66DiGVqkCp1kCh8oZS7Q2lSgOFSgOFUgmdEdAZjTBNPcnfq1IQpYA8vR4aDwEegqm3RPmwt0QpCFAIpg0Wc1MeUcz915QAmT+OPGVE6X651q/i0oOch88rIDyss0yzl7A3LgMeiv+fhJ87IV+lNP0s3VcIXFSEiGR5IhOLCxcuwGg0ra5Sv359i+Vyj8XHxyMpKQmlS5cusu6zZ///P+ui6t62bRvOnz9vbdhERDZz5CaCzm7bUbEaIaDfhM8LrKd0ARPlAeD4L8sxr4Ak5d1uHTB33TbojKbeFd3DyfFrFi9ElRo1pQTE9K83/q+9Ow9r6kr/AP4NJEBYi6yu4AIibkVcH7VInVFxmVqnVixW3FqH6jhaW3+4VHBca619xlFqRYvYShGrrbVutRYs1FoV3KoMbqFaERUV2QIkcH5/0NwmJIEs9yYg7+d5bhtyz3lzzpuTeE/uJpY6ws7JBTV/7FkpU9SizIjJiKncAp/Hw0rt12jVezBO3ZfrqKGb6nwXb/fndE5C7G1E3KWLVYeS2drU/V81OQL+nBxB7TmoJkxqe4xEqLsqGUTAnrS9qKisqptQsT9Kslo4SsSYPT267tLJNnVXNVNdRrnuOc1LKRNCrKdFTiwKCgq4x23bttVbTn1dQUGBQRMLY2OXlJSgrKwMzs7OjcYmhBBieaqNV3X/S/8Wc/+pY2/JyyMQ0qcPRGJJ3WTjj4nHvYeP4NclECJbMUS2thDZ2AI2tnj8+Ak8fXzqKqv2UDCGRw8fwMPTE2Dsjz0XdRvbD+7fh5e39x9b7qqNb4Z79+5h3JTpf268M6AWwA8HvoR36zawsRXDRmKndkK+HZSwgZunN2rUJgE2dvaAnT0eVQk7EdLFdWAEXPWs23OzpNH6tqqJBvf/ur1BqomPjUh7T5Etd57NH+fdoG6CIkLdREm156fu/6I//9ZYJ9L8W0d5jYPvmObfqokWYxpFNP4PXRM1/LlXy1B8T76MjSbi/qNZV+OxSP15kWYZjXWG1K8Xq5HXrv9m6X4fmOZz0NybWL8u3+93aycJOjhL0FS1yIlFaemfJ/s5OjrqLae+Tr2OELH1TSyqqqpQVVXF/f306VMAdRMSS6uurkZ5qe7XrVEqda57Vp9vim2iPvP/fFNsE/WZ/+f5jKWoqcWr85doPf9O1AS88dYcnc9v2L2fl+envhap9fzZtB06y6vHYqxuU0f5x3kqHy5ZiHmrNmhcRayGMVw8lYnw8HDUqp6r/XNdjdrWj2pD7dqNG1AqlXV/cFteDCWlpQju05crr6r6vws56Nq7j8ZzjAEPC35Hu/bt69pSiz8upQxUKZV1EzRCWpC+Xg54ro2TRV9Ttc1p0ESWtUC7d+/mDlm9fv263nLfffcdV+7UqVMGxV69ejVXR6FQ6C23bds2rlxBQYHecnFxcVw5WmihhRZaaKGFFlposcZy586dRreDW+QeCxeXP2/xVFGh/yog6uvU6xgT29VV945dQ2MvXrwYb7/9Nvd3bW0tHj9+DA8PD4seT1pSUoL27dvjzp07evtE/kT5Mg7lyziUL8NRroxD+TIO5ctwlCvjNKV8McZQWlqKNm3aNFq2RU4s1BNz9+5d9OrVS2e5u3fv6qxjTGx9g0EV29XVtcHzK+zt7bXuzv3cc88Z1BYhuLq6Wn2ANyeUL+NQvoxD+TIc5co4lC/jUL4MR7kyTlPJl5ubm0HldN8d6RnXrVs32NjUdV39Kk71qdb5+voadOI2oHklKENiBwcHGxSXEEIIIYSQpqxFTiwcHR0xePBgAMDRo9pX9QDqdvscO3YMADBixAiDY3ft2hUdOnRoMHZ5eTkyMzONjk0IIYQQQkhT1SInFgAQHR0NAEhPT8cvv/yitX7v3r24desWAGDq1KlGxVaVT01NRX5+vtb6LVu2oKysDLa2toiKijKy5dZhb2+PuLg4rcOyiG6UL+NQvoxD+TIc5co4lC/jUL4MR7kyTnPNl4gxIy+C/IxQKpXo06cPLl++jLZt2yI5ORnDhw9HbW0t9u3bh1mzZqGkpAQRERE4fPiwRt34+HjubtkymQz+/v4a658+fYqgoCAUFhYiODgYu3btQmhoKKqrq7Fjxw7Mnz8f1dXViImJQUJCgqW6TAghhBBCiGBa5MnbACAWi/HNN98gPDwc+fn5+Mtf/gJHR0fU1taisrISABASEoLdu3cbHdvNzQ3ffvstRo4ciatXr6Jv375wcXFBZWUlFAoFgLpDoD766CNe+0QIIYQQQoi1tNhDoQDA398fly5dwvLly9GjRw+IRCJIJBKEhoZiw4YNOH36NNzd3U2KHRoaiitXrmDBggUICAiAQqGAk5MThgwZgsTERBw5cqTZ7d4ihBBCCCFEnxZ7KBQhhBBCCCGEPy16j0VLVFpaivj4ePTs2RPOzs5wc3NDv3798OGHH6K6utqs2Pfv38fChQvRtWtXSKVStGrVCkOHDsX27dsNuw18EyREvoqLi3HgwAEsX74cY8eORevWrSESiSASibBz505+O2BhQuTr7t27SEhIwMSJE9GlSxdIpVJIpVJ07NgRkydPxg8//MBzLyxDiFydPHkSS5cuxciRIxEQEAB3d3dIJBJ4e3sjPDwcmzZtglwu57knliHkd1d9//jHP7jPZP1z6JoLIfIVHx/P5aWh5caNGzz3RlhCj63CwkK89957CA0NRatWrSCVSuHn54dRo0Zh3bp13CHSzQXf+crPzzdoXKmW6dOnC9Ar4Qg5vr788kuMGzcObdq0gZ2dHZycnNC1a1e88cYbuHDhAj8dMFaj9+Ymz4z8/Hzm7+/P3Zrd0dGR2dvbc3+HhISwx48fmxT73LlzzMPDg4vl7OzMxGIx9/eIESNYZWUlzz0SllD5SkpK4mLUX5KSkvjviIUIka/bt28zkUikkSNHR0cmlUo1npsxYwZTKpUC9Yx/Qo2tMWPGaOTFycmJOTk5aTzXsWNHlpeXJ0CvhCPkd1d96enpGmPOz8+Pl7iWJFS+4uLiGAAmkUiYj4+P3kUmk/HfKYEIPbZSU1OZq6srF8/Ozo65ublpfCafPHnCX4cEJtT3fEPjycfHRyNnW7ZsEah3/BNqfFVWVrJx48ZpjCNnZ2dmZ2fH/W1jY8M2btwoQK8aRhOLFkKpVLKePXsyAKx169bs+PHjjDHGampqWGpqKnNxcWEAWEREhNGxi4uLma+vLwPAgoKC2NmzZxljjFVVVbHNmzcziUTCALCYmBhe+yQkIfOVlJTEfH19WUREBFu6dCnbt29fs59YCJUvmUzGALDhw4ez5ORkdvfuXS7ulStX2EsvvcTlbtmyZbz3SwhCjq2PPvqIbdq0ieXk5LCSkhLu+aKiIrZp0yZuQhYcHMxqamp465OQhMxXfeXl5axz585MIpGwvn37NsuJhZD5Uk0swsLCeG61dQg9ttLS0piNjQ0DwCZNmsTOnz/PrSstLWWZmZlswYIFrKysjI/uCM6Sn8X65s6dywAwqVTabCZiQuZr+fLl3L99b731Fvv999+52OfOnWNDhgxhAJhIJOK2ySyFJhYtxPbt27lBeOrUKa31KSkp3Prvv//eqNjLli3jPvC3bt3SWr9mzRoGgNna2jabX0qFzJdCodB6rrlPLITKV3FxMcvOzta7vra2lo0aNYr7tUYul5vUfksScmw15pNPPuFiZ2Vl8RpbKJbM1/z58xkAtnTpUhYdHd0sJxZC5utZm1gImauCggLm7u7OALAFCxbw1WSrstZ3l1wu53I5ZcoU3uIKTch8qfaC6PssFhcXM2dnZwaAxcbGmtJ8k9HEooUYOnQoA8DCw8N1rq+trWUdO3ZkANjUqVONit2hQwcGgE2fPl3n+tLSUm6AL1++3Oi2W4OQ+dKluU8sLJ0vdWlpaVz+cnJyeI0tBGvm6uLFi1yuUlNTeY0tFEvl6+eff2Y2NjYsMDCQyeXyZjuxEDJfz9rEQshcxcbGMgCsXbt2rKqqio/mWp21vrt2797NfW9lZGTwFldoQuZLdTjVwoUL9Zbp06cPA8Dmzp1rVGxz0cnbLUBFRQV++uknAEBERITOMiKRCKNGjQIAfPfddwbHzsvLw+3btxuM7ezsjKFDhxod21qEzNezyNr5cnBw4B7X1NTwGptv1s5VZmYm97hz5868xhaCpfJVVVWFGTNmgDGGTz75RGNMNSfWHl/NidC52rVrFwBgypQpsLOzM6OlTYM1x9aOHTsAAAEBAQgLC+MtrpCEzlenTp0AANnZ2TrXP336FNeuXQMA9O3b16jY5qKJRQuQm5uL2tpaAECPHj30llOtKywsxOPHjw2K/euvv2rVbyj21atXDYprTULm61lk7XxlZGQAAOzs7BAYGMhbXCFYI1dyuRzXr1/HmjVrsHDhQgDACy+8YPF/bExhqXz9+9//Rm5uLmbOnIlhw4aZ1NamwFL5unLlCnr06AGpVApnZ2fuKjTnz583reFWIGSuZDIZCgoKAABhYWE4f/48Jk2aBF9fX9jb26N9+/aIjIzEzz//bGYvLMda3/O3bt1Ceno6AGDmzJlmx7MUofMVExMDoO7fvzlz5uDu3bsAAMYYcnJyMHbsWJSVlWHgwIGIiooytRsmoYlFC6D6ggOAtm3b6i2nvk69Dp+xS0pKUFZWZlBsaxEyX88ia+ZLJpNh69atAIBJkybB1dWVl7hCsVSuCgsLuUszOjo6IjAwEEuXLkVVVRXGjRuHr776yuiY1mCJfJ0/fx7r16+Hj48P1q9fb3wjmxBLja+ioiLk5ubC0dERVVVVuHbtGrZv347Q0FAsW7bM6HjWIGSuVL8UA8CZM2cwYMAApKWl4enTp5BKpfj999+xZ88eDB48GGvXrjWh9ZZnre/5Tz/9FIwxiMViREdHmx3PUoTO15w5c7Bo0SLY2NggISEB7dq1g4uLCxwcHBAaGoobN24gNjYWP/zwA8RisWmdMBFNLFqA0tJS7rGjo6Pecurr1OtYK7a1PIt9EpK18iWXyzFx4kRUVFTAw8OjWfwDbalc2drawsfHBz4+PhqH9UycOBHr169Hq1atjI5pDULnS6lUYsaMGVAqldi0aRPc3d1Na2gTIXS+AgICsH79euTl5aGyshKPHj1CeXk5jh07htDQUDDGsHr1anz44YemdcCChMzVkydPuMcrVqyAj48Pjh49ivLychQXFyM3NxfDhw8HYwxLlizB119/bXwHLMwa3/M1NTXcvZ3GjBkDX19fs+JZktD5srGxwdq1a/Hpp5/C2dkZAFBWVsbdF6OyshJPnz5FeXm5sU03G00sCCHNjlKpxGuvvYbs7GxIJBKkpKQ0+KtQS+Pl5YXCwkIUFhaioqICd+7cwdKlS3Hw4EH06tUL27Zts3YTm4R169bhwoULGDt2LF599VVrN6fJi4qKwrvvvovAwEBIJBIAdYcgjhgxAllZWejXrx+AuhvpPX361JpNtSrVITCqx3v37sXIkSNhY1O3yRUUFIQDBw6gTZs2AOryRbQdPXqUO8Rn1qxZVm5N01JUVIThw4dj2rRpGDRoELKyslBcXIx79+5h//798PLywscff4wBAwZwObQUmli0AC4uLtzjiooKveXU16nXsVZsa3kW+yQkS+erpqYGU6ZMwddffw2xWIyUlBSMGDHC5HiWZI2xJRKJ0K5dO6xatQq7d++GQqFATEwMLl68aFZcSxAyX1evXsXKlSvh7OyMhIQE0xvZhFjzu8vBwQFr1qwBUPfL6YkTJ3iJKxRL/bs4ZMgQDBw4UKuMk5MT3nrrLQDAxYsXcf/+fYNiW4s1xtb27dsB1B0upO8E6KZK6HxFR0cjIyMDYWFhOHbsGAYPHgw3Nzf4+vri5ZdfRlZWFjw9PXHr1i3Exsaa1gkT0cSiBVD9KgKgwZmr+jr1OnzGdnV15XbbNVVC5utZZMl8qSYVe/bsga2tLT7//HO88sorJsWyBmuPrQkTJsDPzw+1tbXclVaaMiHzNWfOHFRXV2Pp0qVwd3dHWVmZxqJUKgHUnQypek6hUJjYE8uw9vgaNGgQ9/jWrVu8xRWCkLlS33varVs3veXU1/32228GxbYWS4+tBw8e4NChQwCAadOmwdbW1uRY1iBkvnJzc3H48GEAwMKFCyESibTKeHt7Y+rUqQCA/fv3gzFmUGw+0MSiBejWrRu3C1b9Kk71qdb5+voafAy2+tUODIkdHBxsUFxrEjJfzyJL5aumpgZRUVFITU3lJhWTJk0yrdFW0hTGluofrxs3bvAaVwhC5ksmkwEAFi9eDBcXF61l9+7dAIDbt29zz23ZssWc7giuKYyv5kLIXAUHB3Mbwro2+lTUN/YaKtcUWHpsJScnQ6FQQCQSYcaMGSbHsRYh86V+dc2GLhseEBAAoG6vyIMHDwyKzQeaWLQAjo6OGDx4MIC6YxZ1YYzh2LFjAGDUYSVdu3ZFhw4dGoxdXl7OXT+/ORyyImS+nkWWyJdqUqG+pyIyMtL0RluJtccWY4zboG4Oh+9ZO1/NjbXzdfr0ae5xx44deY3NNyFz5eDggBdeeAFAw5dYz83NBVA3qfD39zc4vjVYemyp9qiGh4dz92xoToTMl2rCAjS8p0v98DqLHili0dvxEatR3VpeJBKx06dPa63fs2ePybeWX7ZsGQPAHB0dmUwm01r//vvvMwDM1taW5eXlmdoFixIyX7qoYjXXO28LmS+lUsleffVVBoCJxeJmc8dofYTKlUKhaLTMjh07uNgJCQlGtdtaLP1ZVGmud94WKl+1tbUNrq+srGQDBgxgAJiTkxN78uSJsU23OCHH1q5du7i6p06d0lpfXl7O2rRpwwCwgQMHmtwHS7LUZzEzM5OLk5KSYk6TrUqofOXn53P1xo0bp7NMWVkZ69SpEwPAevXqZXIfTEETixZCoVCwnj17MgCsbdu23CCuqalhaWlpzNXVlQFgERERWnXj4uK4Qaxr4lBcXMx8fX0ZABYcHMzOnTvHGGOsqqqKJSQkMDs7OwaAxcTECNpHPgmZL8YYe/jwocaiKv/f//5X4/ny8nIhu8kbofKlVCrZ5MmTuUlFWlqaJbojKKFylZ6ezoYOHcp27drF7ty5o7Hu2rVr7P/+7/+YWCxmAFjnzp1ZRUWFYH3kk9CfRX2a68RCqHxlZGSw4cOHs88++0xjfFVXV7Pvv/+e9evXj6v7/vvvC9pHvgg5tmpqalj//v0ZANa+fXt29OhRVlNTwxhjLDc3lw0fPpwBYDY2NuzEiROC9pMvlvosqj57rVq1YpWVlUJ0xSKEzNe4ceO49VOmTGE3btxgtbW1rLq6mv3000+sb9++3Prk5GShu6qBJhYtiEwmY/7+/txgc3R0ZA4ODtzfISEh7PHjx1r1DPlCOHfuHPPw8ODKubi4MIlEwv09YsSIZvcFIWS+VOsbW+Li4oTtJI+EyNfJkye5dRKJhPn4+DS4NJe9GULkKj09XWPsODg4ME9PTyaVSjWe7927t9Eb2dYm5GdRn+Y6sWDMMuNLKpUyT09Pje95GxsbtmTJEgv1kh9Cjq179+6x4OBgjZy5ublpfKdt27ZN4B7yS+jPYklJCXN0dGQA2Lx58wTsiWUIla+HDx+y0NBQjc+ko6Mj9+ORannnnXcs0EtNdI5FC+Lv749Lly5h+fLl6NGjB0QiESQSCUJDQ7FhwwacPn3a5BtEhYaG4sqVK1iwYAECAgKgUCjg5OSEIUOGIDExEUeOHIG9vT3PPRKWkPl6FgmRL/XrwSsUCty/f7/BRS6X890tQQiRq9DQUOzatQszZsxA79694ebmhuLiYtjY2KBz586YOHEiUlNTkZ2d3eSP566PPovGESJfPXv2xIYNG/D3v/8dgYGBkEqlKC4uhlQqRe/evTF37lxcuHABq1evFqhXwhBybPn6+iInJwcbNmxAv379YGdnB7lcDn9/f8yYMQM5OTl44403eO6RsIT+LH7xxRfcJVifhXtXCJUvT09PnD59Gtu3b8fIkSPh4+MDhUIBsViMTp06YcqUKcjMzMQHH3wgQK8aJmLMgtegIoQQQgghhDyTaI8FIYQQQgghxGw0sSCEEEIIIYSYjSYWhBBCCCGEELPRxIIQQgghhBBiNppYEEIIIYQQQsxGEwtCCCGEEEKI2WhiQQghhBBCCDEbTSwIIYQQQgghZqOJBSGEEEIIIcRsNLEghBBCCCGEmI0mFoQQQgghhBCz0cSCEEIIIYQQYjaaWBBCiADi4+MhEokgEoms3RRCdGrJY3TatGlc39WX/Px8q7YrIyNDZ7vi4+Ot2i5CDEUTC0KIyfT9IygSiSCVStGuXTtEREQgISEBZWVl1m4ueQapj0Ha+CKEEOuiiQUhRBCVlZW4e/cujh49ijlz5qBHjx64ePGitZtFyDNt586dTebX9+agTZs2uHz5Mre0bdvWqu3p16+fRnsIaW7E1m4AIeTZEBMTg7feeov7u6ioCHl5edi4cSOuXbuG3377DREREcjLy4OLi4sVW0oIIXUkEgl69Ohh7WZwnJycmlR7CDEW7bEghPDC29sbPXr04JZhw4Zh9uzZuHz5Ml588UUAwL1797Bt2zYrt5QQQgghQqCJBSFEUHZ2dhrHvh8/ftx6jSGEEEKIYGhiQQgRXJ8+fbjHd+7cabBsdXU1EhISEB4eDi8vL9jZ2cHX1xejR4/G559/jtraWr11VVd68ff3b/A1DDkOvaioCO+++y4CAwMhlUrh4+ODv/71r/jqq68MjqGusrISH3zwAfr06QMXFxe4uLigf//+2Lx5M5RKpd569a/cY2oclTNnzuCNN95AYGAgnJ2d4eTkhKCgIMyZMwfXr19vsG5BQQFiY2PRp08fuLm5ce9Nz549MXnyZOzcuRMlJSW817UUU3PD53tk6rhTncQ+ffp07rmOHTtqXVQhIyND72ubO7Ya0qVLF70Xeqi/ODg4mP16fKr//paUlCA+Ph49e/aEs7MzfHx8MHr0aJw6dUqj3oMHD7Bs2TJ0794dTk5O8PDwwEsvvYTz589boxuEWAYjhBATpaenMwAMAIuLi9NbTi6Xc+V69eqlt1x+fj7r1q0bV1bXMmTIEPbo0SOd9aOjoxkA5ufn12C7k5KSuHgymUxr/YULF5iXl5feNrz55puNxoiLi+PWFxYWst69e+uNN27cOFZTU6OzrXzFUSgULCYmpsHcSiQStm3bNp31f/zxR+bq6tpgfQDs4MGDvNZtjKFjsCHm5oav98iccaeeh4aW9PR03tvdmJKSEiYSiQxqHwDWp08fk17HGIZ+VzCmmafbt2+zwMBAne22tbVlaWlpjDHGLl68yNq2bauznL29PTtx4oRB7TR3bBNiabTHghAiuKtXr3KP9e1NKCsrw4svvojc3FwAwPjx4/HNN9/g3Llz2Lt3L8LCwgAAWVlZGDt2LGpqagRp65MnTzBq1Cg8fPgQABAVFYUjR47g3LlzSE1NxaBBg7Bt2zZs3brV4JgTJkxAbm4u5s2bh+PHjyM7OxspKSno1q0bAODgwYNITEwUNM7MmTPx8ccfAwAiIiLw+eef48yZMzh79iwSExPRvXt3KBQKvPnmmzh48KBG3aqqKkRGRqKkpAQuLi5YtGgRjhw5guzsbJw+fRp79uzB/Pnz0b59e63XNaeupZiTm/pMfY/MHXeqqwmtWrWKe+7YsWMaVxi6fPky+vXrx2u7DWFvb49Lly5ptUV9efnll7nyr776qkmvYwkTJ07E77//jsWLF+PkyZM4e/YsPvroI7i6uqKmpgYzZ86ETCbD2LFjIZfLsXr1amRlZeGXX37BihUrYGdnh6qqKkyfPh3V1dXW7g4h/LP2zIYQ0nwZ+mvx5MmTuXK7du3SWeadd97hyixbtkxrfW1tLYuKiuLKJCQkaJXhY4/FvHnzuHUbNmzQqqtUKtlLL72k8QtkY3ssJBKJxi/FKo8ePWI+Pj4M0L8nh484X375JRcjMTFR5+vI5XL24osvMgDM39+fKRQKbt2JEycM2qugUCjY06dPNZ4zp64hzN1jYW5uGOPnPeJr3DW2J43vdvMhNjaWa0dsbKwgr1GfqXss7O3t2enTp7XKHDp0iCvj5eXFPD092Y0bN7TKbdmyhSu3f//+Rl/bnLFNiDXQHgtCiCAePXqErKwsjB49Gl988QUAYNCgQYiMjNQqW1VVhe3btwMAgoODdd7oTCQSISEhAR4eHgCAzZs3897myspKJCcnA6g7L+Ttt9/WKmNra4tPPvkEDg4OBsf95z//iWHDhmk936pVK+6Y+EuXLuHp06eCxFm7di0A4OWXX8asWbN0xnZwcOBymp+fr3EsfmFhIff4hRde0Ns+sVgMV1dXjefMqWsJ5uamPlPeI6HGnTH4GqPGWrx4MdatWwcAiI2N5d6Ppmr+/PkYMGCA1vOjR4+Gn58fAODhw4dYtWoVOnfurFVu+vTp3HuYmZkpbGMJsQKaWBBCeLFixQqNEzA9PT0xdOhQHDlyBGKxGFOmTMHRo0chkUi06mZnZ6O4uBhA3QnYtra2Ol/D1dWVO0zi6tWruHfvHq99yM7O5jacpk6dyp2sWZ+Pjw9GjhxpcNyoqCi960JDQ7nHMpmM9zh3795FdnY2gMYPMenWrRs8PT0BAD///DP3fOvWrbnHSUlJDcaoz5y6QuMjN/WZ8h4JNe6MwdcYNUZzm1QA0PnDiEqvXr0A1P0Iom88SaVSBAQEAABu3brFfwMJsTKaWBBCBBcYGIhFixbp/UX6119/5R7r+jVQnfp69Xp8UI+nvjGlS9++fQ2OGxQUpHddq1atuMelpaW8xzl37hz3ePLkyY1ekaeoqAiA5p6GIUOGoFOnTgDqfrHt378/1q5di1OnTjV6nLg5dYXGR27qM+U9EmrcGYOvMWooYyYVZ8+exejRo+Hu7g4nJyf0798fKSkpvLTDWIGBgXrXPffccwAAT09PuLu7N1qOr1wS0pTQxIIQwouYmBjuRMzz58/j0KFDmD17NiQSCa5evYphw4YhLy9PZ93Hjx9zj318fBp8HV9fX531+PDkyRPusbe3d4Nlvby8DI7r6Oiod52NzZ9fw42dkG5KnAcPHhjSRC0VFRXcY4lEgoMHD3In8p49exZLlizB4MGD8dxzzyEiIgIpKSk6229OXaHxkZv6THmPhBp3xuBrjBrCmElFRkYGhgwZgszMTLzyyiuIiYlBUVERoqKisGbNGrPbYixD8tRQGfVy1hjzhAhNbO0GEEKeDao7b6s8//zzGD16NMaNG4e//e1vePz4MV577TWcOXNG76FOAPQeBqLCGOOtzS2B+sbL7t27ucM1GlP/F9fg4GBcvnwZBw8exMGDB3Hy5EncvHkTcrkcR48exdGjR7Fx40YcPnxYa+PYnLpC4is3xHDGTCqUSiVmzZoFkUiEH3/8ESEhIQCAuLg4DBo0CHFxcZg4cSJ3aBEhxPpoYkEIEdSYMWPwj3/8AwkJCcjJycHOnTsxc+ZMjTLqh1oUFhY2eLjB/fv3ddYD/vwlsKGb6AFAeXm5zufVNxgfPHjQYDtUlwVt6lQnuwN1kzb1yZ+xbG1tMX78eIwfPx4AcO/ePRw5cgQJCQnIzs5GdnY2Zs+ezd3Mja+6QuEzN+Z4FsedLsaeU/HDDz/g5s2bmD59OjepAAAXFxe89957iIyMRFJSklX2XBBCdKNDoQghgouLi4OTkxOAupO86x9br75B98svvzQY68yZMzrrAXUbHAC4E8H10XdIVvfu3bnH6sff69LY+qZCfYPsu+++4zV269atMWPGDPz888/c3dW//fZbyOVyQevyRcjcGIPPcdfYHj9rMeVEbdXVt0aMGKG1TvXcyZMn+WskIcRsNLEghAjO29sbs2fPBgDcuXOHu7SmSmhoKHdCY3Jyst5jj0tLS5GWlgag7vAa9SsOAUDHjh25cvomD9XV1di3b5/OdX379oWbmxsA4LPPPtN72NX9+/dx7Ngxneuami5duiA4OBgAkJqaitu3b/P+GhKJhLuBoVKpbHRix1ddc1kiN4bgc9ypX462qqqKv0aawdSrP12/fh0AdB7q5O7uDk9PT64MIaRpoIkFIcQi3n33XW6jZ926dRqTB3t7e+4eAleuXMGKFSu06jPGMHfuXO7KPHPnztUqo9pABYAPP/xQZ4x//etfKCgo0NlGBwcHTJ06FQCQk5ODjRs3apWpra3F7NmzUVlZqbevTc2yZcsA1N0vYcKECQ0eTlNVVYWEhASN/mVmZuLGjRt661RXV3O/HDs7O2ucYGxOXUswNzd84HPcqU+2b968yWs7TWHOJWVVl+BVTbrqc3V15f2+GoQQ89A5FoQQi/D19cXMmTOxZcsW3Lp1CykpKXj99de59cuXL8f+/ftx69YtrFy5Er/++itmzJiBNm3aQCaTYfPmzdyhEYMGDcKbb76p9RohISEYOHAgTp8+jcTERFRXVyM6Ohpubm64fv06tm7dioyMDAwaNEjvvQji4+Oxd+9eFBYW4p133sH58+fx+uuvw8vLCzdu3MB//vMfnDp1Cv379+cOy2qqh5+oTJ48GceOHUNycjKys7MRHByM2bNnIywsDF5eXigvL8fNmzeRmZmJ/fv34/Hjx9yGLgCcOHECK1euxNChQzFmzBj06tULXl5ekMvluHbtGrZu3YqcnBwAwKxZsyAWi3mpa6wLFy5g586djZYbMmQIunTpwktu+MLXuAsJCYGDgwMqKyvx3nvvQSwWw9/fnzv/qG3btpBKpby3X5d169Zxk4rx48cjKiqqwUtEu7u7o23bthZpGyFEIFa97zchpFlLT09nABgAFhcX12j527dvMzs7OwaABQUFsZqaGo31MpmMBQUFcTF1LYMHD2aPHj3S+xq5ubnM29tbb/23336bJSUlcX/LZDKtGBcuXGBeXl56Y0ybNo3t2LGD+7uwsFArRlxcHLfe0Bymp6cLFkepVLJFixYxW1vbBvMLgDk5ObGKigqdbWhomTBhApPL5Xrbb2xdQ6j329AlKSmJt9zU76OhbdX1HvEx7hhjbNGiRXpjqL8uX+3WJyQkxKj3ZcmSJRr1X3nlFQaAnTt3Tmd8T09P5uXlZXB71EVHRzMAzM/Pr9GyhubJ0JhhYWEMAAsLC2v0tY35fiWkKaBDoQghFtO+fXtER0cDAP73v/9pnevg7++PixcvYvPmzQgLC4OHhwckEgl8fHwwatQofPbZZ/jxxx+1rgalLigoCDk5OYiJiYGfnx/s7Ozg5eWFUaNG4dChQzoPkaqvd+/euHr1KhYuXIiAgADY29vD09MT4eHhSElJQVJSEkpKSrjy+g7VaEpsbW3x/vvvc/0KCQmBu7s7bG1t4eLigu7duyMqKgrJycm4d++exq/aixYtwuHDh7FgwQIMHDgQHTp0gIODAxwcHODv749Jkybh0KFD2Ldvn8Yx/ubWtRRzcsMnvsbdunXrkJiYiKFDh6JVq1YNXt5ZKEqlElevXjWqTv3L/arOrdB1HsWTJ09QVFREl5olpIkRMUYXhSeEEGPNmjULO3bsQLt27XDnzh1rN4e0EC1p3B07dgyjRo3C9OnT8emnn2qs27NnDyIjI7F48WKTLjc7bdo0JCcnw8/PD/n5+Ty1mH+qw93i4uIQHx9v3cYQYgA6x4IQQowkl8tx4MABAMDAgQOt3BrSUrS0cTd8+HB06tQJKSkpmDdvHp5//nkAdVd9W7lyJcRiMaZNm2bWaygUCo3zPrp27QqJRGJWTHOUl5dDJpNZ7fUJMRdNLAghpJ6bN2+iU6dOOk+OrampQUxMDHd1KtWhXYSYi8adJrFYjO3bt2PkyJEYOnQoJk+eDFdXV+zfvx8ymQyrVq1q8GaChigoKEDPnj25v2UyGfz9/c1suenOnj2L8PBwq70+IeaiiQUhhNSzcuVKnDlzBpGRkRgwYAC8vb0hl8tx6dIlJCYmclcxGj58OMaMGWPl1pJnBY07beHh4cjKykJcXBzS0tJQXV2N7t27Y+XKlYiKirJ28wgh9dA5FoQQUo/q+OuGDB48GAcOHICHh4eFWkWedTTuCCHNHU0sCCGknry8POzbtw/Hjx/Hb7/9hocPH0KhUMDDwwN9+/bFpEmTEBkZyd0bgBA+0LgjhDR3NLEghBBCCCGEmI1+9iCEEEIIIYSYjSYWhBBCCCGEELPRxIIQQgghhBBiNppYEEIIIYQQQsxGEwtCCCGEEEKI2WhiQQghhBBCCDEbTSwIIYQQQgghZqOJBSGEEEIIIcRsNLEghBBCCCGEmI0mFoQQQgghhBCz0cSCEEIIIYQQYrb/B17YZJ4RFgm/AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Redefine filtered_z0 from the cleaned combined_data\n", "filtered_z0 = combined_data[\n", " (combined_data['z0_corrected'] > 0) &\n", " (combined_data['z0_corrected'] < 1.0) &\n", " (combined_data['z0_corr_r2'] > 0.9)\n", "]['z0_corrected']\n", "\n", "# Plot the PDF\n", "plt.figure(figsize=(8, 6))\n", "sns.histplot(filtered_z0, bins=100, kde=True, stat='density', color='skyblue', edgecolor='black')\n", "plt.xlabel('Roughness Length $z_0$ [m]', fontsize=20)\n", "plt.ylabel('Probability Density', fontsize=20)\n", "plt.title('PDF of Roughness Length Estimates ($R^2>0.9$)', fontsize=20)\n", "plt.xticks(fontsize=18)\n", "plt.yticks(fontsize=18)\n", "\n", "#plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "id": "72227a53", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " TIMESTAMP z0 WindDir_D15463_Avg\n", "0 2024-03-14 00:00:00 0.000142 209.655556\n", "1 2024-03-14 00:20:00 0.194004 196.530000\n", "2 2024-03-14 00:40:00 0.091521 195.430000\n", "3 2024-03-14 01:00:00 0.093922 194.810000\n", "4 2024-03-14 01:20:00 0.224868 191.050000\n", "... ... ... ...\n", "8532 2024-05-31 22:10:00 0.000395 0.000000\n", "8533 2024-05-31 22:20:00 0.000283 0.000000\n", "8534 2024-05-31 22:30:00 0.001108 0.000000\n", "8535 2024-05-31 22:40:00 0.001944 0.000000\n", "8536 2024-05-31 22:50:00 0.000933 0.000000\n", "\n", "[8537 rows x 3 columns]\n" ] } ], "source": [ "# Drop rows with z0 > 1\n", "combined_data = combined_data[combined_data['z0'] <= 10]\n", "\n", "# Reset the index\n", "combined_data.reset_index(drop=True, inplace=True)\n", "\n", "# Plot z0 vs. time\n", "plt.figure(figsize=(12, 6))\n", "plt.scatter(combined_data['TIMESTAMP'], combined_data['z0'], marker='o', color='blue')\n", "plt.xlabel('Time', fontsize=14)\n", "plt.ylabel('Roughness Length (z0) [m]', fontsize=14)\n", "plt.title('Roughness Length (z0) vs. Time (Filtered)', fontsize=16)\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Display the roughness lengths in the DataFrame\n", "print(combined_data[['TIMESTAMP', 'z0', 'WindDir_D15463_Avg']])" ] }, { "cell_type": "code", "execution_count": 26, "id": "8ced6f7b", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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wVuvlz76xsdHqY8gFzNveVyYvtxa0siQyMhITJ07E+vXrsW7dOtx3333mdWvWrAHQfnbBefPm4csvv8SsWbPw3HPPYfz48Rg9ejQyMjIs/q58jaXvQefOnc23UVFRVte3/I6cPXvWPCnEXXfdZfM56+vrUVFRgfj4eLXdJiIijWJQioiIAs5DDz3Uahazb775Btdffz3uv/9+xMfH45ZbbjGvk0/C5BN3S+QTrZqaGqf7VltbCwAWs49sLW/JUjYMAOh0UoK0KIpO30+eievgwYM4ePCgzf60DBLk5OQgMTERr776KgoLC81ZVFFRUbj77rvx+OOPmwMdHTp0QGFhIR599FFs2LAB69atw7p16wAAAwYMwFNPPWVz5jRnyK9v3759dttaCoI48l7a+8ztrVNK7ffCEjkr6cyZM3bbFhYW4t5770VwcDA2btxozjRqSQ4Gnz592urjyOvaBo5llZWVAIC4uDi7fWpp2rRpWL9+PdasWWMOSh06dAg7d+5Ex44dcfXVV7dqf+211+Lf//43lixZgv/+97/4+eef8eKLLyIoKAg33HADXnjhBSQmJjrUB08KDw9vt0wOuFta13K9pW0AIG1D7XEkWEhERIGDw/eIiCjgXX755XjrrbcAAPfeey+qq6vN6+RhOydPnrR6/xMnTgBoHTiwdBLXkhyIaEsOHFjLWnFF4MsV5PflrbfegijVqLT69/jjj5vvp9PpcO+99+KXX35BSUkJ3n33XUyZMgX19fXIycnBX/7yl1bPk5SUhH/+85+orKzEf//7X+Tk5GD48OH46aefcP3115uHvbnr9X3xxRd2X1/LAKca9j5zwHc+d5kcpJUDQdb8/vvvuPHGG9HU1IRXXnkFo0ePttiuT58+AGwPIZTXyW3bkvsiZ/UodfXVV6Njx47YuXOnOcAqZ0ndeOONFocUXnPNNfjmm29w6tQpfPjhh/jzn/+Mjh07Yv369bjuuuvQ1NTkUB/8UcshjY2NjXZ/JykpKd7rLBER+SwGpYiIiCANFbv00ktRWVmJ559/3rz8wgsvBADs37/faoDpxx9/bNUWOB9osFbfxlp2kfwYe/bssbheHlbmbQMGDACgLJPImpSUFNx2221Ys2YNPvroIwDAP//5T5hMpnZtg4KCMHLkSCxYsAA7d+7ElClTYDQa29UmchVXvD6lLrjgAuh0OpSXl6OsrMxiG2ufu7Uhpe4m1yDav3+/1Tbnzp3D9ddfj1OnTuHuu++2OcRr5MiRAKTfhRzkben48eM4dOhQq7Zt/fTTTwCAoUOHKnoNspCQEGRnZwM4H4ySb6dNm2bzvjExMcjKysJLL72Effv2ITo6GkVFRfjuu+8c6oM/io6ONg83lbeBREREjmJQioiI6H8WLlwIAHjppZfMWSujR49GeHg4jhw5gk2bNrW7z3fffYft27dDEARceeWV5uW9evUCIGV3WCos/o9//MNiH+THWLVqFYxGY7v1K1ascOxFuckNN9wAQOqntcLpjrj00ksBSIEMW0O42rZvW5zaVeQgxfLly831k9wlMjLSHGix9PlWVVXhww8/tHhfNXWUXGHkyJEIDg7G3r17zbWe2po5cyaKioowduxYvPjiizYfr1+/fujfvz8AWAw0yssuuuiiVsHflnbu3AkASEtLU/w6ZHLwac2aNfjhhx/w008/ISEhAenp6YofIz4+Hj179gTgvu+lr5F/J8uWLfNuR4iIyG8xKEVERPQ/f/jDH9C/f3+cPn0ar7/+OgCp1tEf//hHAMA999yDoqIic/tDhw7h9ttvByDNQteygHBMTAwuueQSNDQ0YP78+ebhPEajETk5Ofjss88s9mHq1Kno2rUrfvrpJ8yZM8ccEBFF0WbRbU8bPnw4Jk+ejIqKClx55ZWt3hdAep0FBQWYPn26OWjx008/Yfbs2di5c2errLOGhgYsWbIEANCjRw9zsegXXngBy5Yta5c58/vvv5uDeo5mxSh1ww034NJLL8XPP/+M6667rl1mW0NDA/79739bnKlMjfnz5wMA/v73v7eaAfL06dOYMmWK1aF9chDkp59+cmjWOWeFh4fj8ssvR2NjozkY1FJOTg7Wrl2LHj16YMOGDRZnMGzrb3/7GwBgyZIlyMvLMy/Py8vDk08+2apNW3KGVb9+/SzWrLInIyMDCQkJ2L9/vzk4ffPNN5vrbbU0ZcoU/Pvf/25XlH3Dhg3Yu3cvBEEwz1YHAEePHkVKSgpSUlJw9OhRh/vmyxYsWICYmBi8++67mD9/frsaY5WVlfjnP/+JxYsXe6eDRETk+0QiIqIA0aNHDxGA+M4771ht8/bbb4sAxK5du4rnzp0TRVEU6+rqxIyMDBGACEAcMGCAOGTIEFGv14sAxCFDhojl5eXtHis/P18MCgoSAYgdO3YUhw8fLsbGxopBQUHiyy+/LAIQe/To0e5+X3zxhWgwGEQAYnR0tDhixAixW7duIgDxueeeEwGIOp2u3f3k/tl7/SUlJS65X01NjXjllVea79+9e3dx5MiR4kUXXSSGhYWZl8vvY1FRkXlZx44dxaFDh4qpqalidHS0CEA0GAzif/7zH/Pj33vvveb2KSkp4iWXXCL269fP/L4PGjRIPHPmjNV+W3sdERERYmxsrNW/vXv3iqIoiseOHRNTU1PNfbjgggvEkSNHigMGDDB/PvHx8a2e47HHHhMBiI899pjFPrzzzjsiAPH2229vt27mzJnm5+rVq5c4fPhwMSwsTOzUqZP48MMPiwDEmTNntrtfZmamCECMjIwUR44cKY4dO1a8+eabzetvv/12m997e3225l//+pcIQLznnnvarZPf65SUFPHyyy+3+Ddp0qR295s1a5b5Pejfv7/Yv39/8//nzJljtS+LFy8WAYhPP/20Q6+hpXnz5pmfC4D47bffWmwnf19DQkLEQYMGiSNGjBATEhLM93vkkUdatS8pKTGva/sbcoT8OVr67rR9LkvbFVu/c1v3E0VpWwZAHDt2bLt1W7duFePi4kQAYnBwsHjRRReJI0eOFHv16iUKgiACaPV9JCIiaomZUkRERC3ccsst6NatG44fP24eMhQWFobPPvsML774IoYPH47ffvsNv/zyCwYMGIDFixdj27ZtFqeCT09Px2effYbRo0ejsbERv/zyC4YOHYqCggKbs8ZdccUV2L59O6699loAUhZMYmIi1qxZg9mzZwNwzWxszoqIiMCnn36K9957D+PHj0ddXR2+//57lJeXY/DgwViwYAF27NiB0NBQAFKB6rfeegs33XQTOnfujF9++QUHDhxAYmIi5syZg59++qnVTGdz5szB448/jjFjxqCpqQm7d+/G6dOnMWLECLz88svYsWMHoqOjHe732bNnUVFRYfWvubkZAJCQkIDt27fjtddew5gxY1BRUYGioiLU1NTgkksuwaJFi5Cfn++aNxNS0fjXXnsNF110EUpLS/Hbb7/huuuuw44dO5CQkADA8ue+evVqzJgxA1FRUdi1axe2bNmC//73vy7rlzWTJk1Cp06d8P7775vfs7YOHz6Mb775xuKfpQyrN998E++++y4uvfRSHDlyBEeOHMGll16KlStXmrMXLVmzZg2Cg4PNmYtqtKwf1bt3b1xyySUW27377ru466670KdPHxw7dgx79uxBeHg4brjhBmzZsgVPPPGE6j74o8svvxw//fQTHn74YQwYMAAlJSXYs2cPdDodJkyYgNdee83u8E0iIgpcgig6MP8vERERedWuXbswfPhwDBkyBLt37/Z2d8hD/vznP+OVV17BCy+8gHnz5nm7O2ZPPvkkHn74YfzrX//CLbfc4pU+5OfnIzMzE3fffTdeffVVr/SBiIiI1GGmFBERkR955513AEjZCRQYzp49iw0bNgDwvc993rx56NatG5YsWWJx1kRPeOKJJxAREYFHH33UK89PRERE6jEoRURE5GPy8/Oxdu3aVrOaNTU14fnnn8frr78OnU6HWbNmebGH5A7Lli1rl/1WWlqKG2+8EcePH8fQoUMxYsQI73TOivDwcKxcuRI333yzV2acq66uRnp6OlauXIn4+HiPPz8RERE5h8P3iIiIfMyKFStwxx13IDg4GD179kRUVBR++eUXVFdXAwCWLl1qniGMtCM9PR1btmxBdHQ0evXqhYaGBvz8888wmUyIi4tDfn4+Bg0a5O1uEhEREbkMg1JEREQ+5tChQ1i2bBny8/Nx7Ngx1NTUICYmBiNHjsQ999yDq666yttdJDf44IMPsHLlSnz//fc4deoURFFEcnIyrr76ajzwwANITEz0dheJiIiIXIpBKSIiIiIiIiIi8jjWlCIiIiIiIiIiIo8L8nYHvMFkMuHYsWOIjIyEIAje7g4RERERERERkWaIooiamhp069YNOp31fKiADEodO3YMycnJ3u4GEREREREREZFmHTlyBElJSVbXB2RQKjIyEoD05kRFRXm5N0RERERERERE2lFdXY3k5GRz/MWagAxKyUP2oqKiGJQiIiIiIiIiInIDeyWTWOiciIiIiIiIiIg8jkEpIiIiIiIiIiLyOAaliIiIiIiIiIjI4wKyppRSRqMRTU1N3u4GuVhwcDD0er23u0FEREREREQU0BiUskAURRw/fhxnzpzxdlfITTp27IiuXbvaLbpGRERERERERO7BoJQFckCqS5cuCA8PZ+BCQ0RRRF1dHU6ePAkASEhI8HKPiIiIiIiIiAITg1JtGI1Gc0AqNjbW290hNwgLCwMAnDx5El26dOFQPiIiIiIiIiIvYKHzNuQaUuHh4V7uCbmT/PmyZhgRERERERGRdzAoZQWH7GkbP18iIiIiIiIi72JQioiIiIiIiIiIPI5BKSIiIiIiIiIi8jgGpQLE3r17MXbsWISFhSExMRFPPPEERFH0dreIiIiIiIiIKEBx9j03MRqBwkKgrAxISADS0gBvTfJWXV2NK6+8EhkZGdi5cyd++eUXzJgxAx06dMBf/vIX73SKiMiFTKIJRWVFKK8rR1x4HFITUqETeN0lEJhEE3Yd24Vvj34LABiZNBLDug3j50/kRY3GRjy19SkcKD+A2qZadI7ojChDFG4ceCNGdBvhtd9no7ERS75egrxf8xCkC0LH8I6INESiT0wfLBi9AAa9wep9m03NWL1nNbYd2YYj1UeQHJ2MUcmjMO2iaQjSBc4pVX1zPe779D4crDyIC2IuwAsTXkBoUKi3u+UQ+ZjhZO1JVNRVIDY8Fl06dHHLsUOjsRFLC5fiu9Lv0Cm8E+4ecTcuSbyk1fN46xjG3ftPeTtwqPIQesf0tvsbo8AliD6WLvP111/jmWeewa5du1BWVoYPPvgA119/vXm9KIpYtGgR3nzzTZw+fRojR47Eq6++ioEDByp+jurqakRHR6OqqgpRUVGt1tXX16OkpAQ9e/ZEaKi6DWxuLnDvvcDRo+eXJSUBL74IZGereki7Dh8+jJ49e7ZbPnbsWNx888148MEHceLECYSEhAAAcnJy8PLLL+Po0aMBWfTbFZ8zEfmGvJI85GzNQXF5MRpNjTDoDOgb1xcLRy9EZs9Mb3eP3CivJA8PfPEA9p3chyaTNJuqQWfAwC4D8fSVT/PzJ/KCOZvn4O2it9Fsam63Tifo0LtTb7wx8Q2P/z7nbJ6DN3e9CRGWT32CdEG4M/VOvDHxjXbrntv2HBZtWYSaxpp26yINkXhs7GP4yyjtX+i9bvV12Hxgc7vlE/tMxMfTPvZCjxwnHzP8cPwHnGk4A6PJCL1Oj44hHTGk6xCXHjvM2TwHb33/FkyiqdXyxMhErLxhJTJ7ZnrtGMbd+09L2wFbvzHSJltxl5Z87jJibW0thgwZgldeecXi+qeffhrPP/88XnnlFezcuRNdu3bFlVdeiZqa9jsJb8jNBSZNah2QAoDSUml5bq57njc5ORllZWXmv6KiIsTGxmLMmDHYvn07xo4daw5IAcD48eNx7NgxHD582D0dIiLygLySPMzePBt7TuxBhCECCREJiDBEYM+JPZi9eTbySvK83UVyk7ySPNz6wa3YfXw3mk3NCNYFI1gXjCZTE3Yf343bPriNnz+RCxiNQEEBsGaNdGs0Wm87Z/McLN+13GJACpAyMw5UHsDN62/26O9T7pe1gBQgZUIt37UcczbPabX8uW3PYcGXCywGpACgprEGC75cgOe2PefSPvsaawEpANh8YDOuW32dh3vkOPmY4btj3+F0/WmYRBP0Oj2MJiNO15/Gd8e+c9mxg/ydaxuQAoDSmlLcsO4GPLftOa8cw7h7/2ltO2DtN0bkc5lSLQmC0CpTShRFdOvWDfPmzcOCBQsAAA0NDYiPj8dTTz2F2bNnK3pcd2VKGY1ASkr7gNT51yNlTJWUuHcoX319PdLT09G5c2ds2rQJEyZMQEpKCt58801zm2PHjiExMRHbtm3DZZdd5r7O+ChmShH5P5NowoRVE7DnxB4kRia2yvoURRGlNaUYHD8Yn97yKYdyaYxJNGH8v8bj69++hgkmBOuCz3/+ItBgbIBep8eYHmPw2S2f8fMnUsmR7P9GYyM6PNnBakCqJQECxvUa55HfZ6OxEWGLw2BC++CAJUG6INQ+VAuD3oBmUzO6PNMFp+tP271fTFgMTtx/QpND+eqb6xG2JMxuu3MPn/PZoXzyMcMPx3/AueZzONd87vy+QwQaTY0I1Yeig6GD08cOjcZGhC8Jh1G0EcEFEBMag2B9sEePYdy9/2y7HWg7TBFo/RsjbfPbTClbSkpKcPz4cVx11VXmZSEhIRg7diy2bdtm9X4NDQ2orq5u9ecOhYXWA1IAIIrAkSNSO3e68847UVNTg9WrV0Onkz7itkP05FhkIA7dIyJtKCorQnF5MWLDYtttywRBQExYDIrLi1FUVuSlHpK7FJUVYd/JfTDBhCBdUOvPXwCC9cEwmUzYd2IfP38ilRzN/n9q61OKAlIAIEJEUVmRR36fT219SnFACpCyOZ7a+hQAYO3etaiqr1J0vzP1Z7B271pVffR19316n0vbeYN8zNDB0AH1zfWt9x2CFChpNDYiPDjc6WOHp7Y+ZTcgBQCn608jPDjco8cw7t5/ttwOtA1oyf9v+RsjAvwsKHX8+HEAQHx8fKvl8fHx5nWWLF26FNHR0ea/5ORkt/SvrMy17dRYvHgxPv30U3z00UeIjIwEAHTt2rXd+3Py5EkA7d9LIiJ/UV5XjkZTI0KCQiyuDw0KRaOpEeV15R7uGblbeV05GowNAKSMi7YECBAhosHYwM+fSAWjUcqQsjSeQl42b17roXyHKg859Bye+n062q+W9/mt6jebQ/5aEkURv1X95vBz+YODlQdd2s4b5GMGnaCDCLHdvkOAABNM0Ak6p48dlH7nRIhWM5HcdQzj7v2n0teu5ndJ2uVXQSmZpawfWxk/Dz74IKqqqsx/R44ccUu/EhJc285RGzduxBNPPIH3338fvXv3Ni+/7LLL8PXXX6OxsdG87PPPP0e3bt2QkpLins4QEblZXHgcDDoDGpobLK6vb66HQWdAXHich3tG7hYXHocQvRSMtHTCKJ9whOhD+PkTqaAm+793TG/rd7DAU79PR/vV8j49ontYPHG3RBAE9Iju4fBz+YMLYi5waTtvkI8ZTKLJHHhpSYQIHXQwiSanjx2UfucECBZrTgHuO4Zx9/5T6WtX87sk7fKroFTXrl0BwGLWj62Mn5CQEERFRbX6c4e0NGmcvbX4mCAAyclSO1fbt28fbrvtNixYsAADBw7E8ePHcfz4cVRWVmLatGkICQnBjBkzsG/fPnzwwQd48sknMX/+fA7fIyK/lZqQir5xfVFxrgJtyyOKoojKc5XoG9cXqQmpXuohuUtqQioGdRkEHXRoNjW3/vxFoMnYBJ1Oh0Hxg/j5E6mgJvt/wegFiuspCRCQmpDqkd/ngtELoHPglCdIF4QFo6XatVMumoLo0GhF9+sY2hFTLpqiqo++7oUJL7i0nTfIxwy1jbUIDQptve8QpSFlBr0BdU11Th87LBi9AHrBfgHhTqGdUNdU59FjGHfvP1tuB9oG3FrWlJJ/Y0SAnwWlevbsia5du+KLL74wL2tsbMSWLVswatQoL/ZMotdLhR+B9oEp+f/LlrmnyPl3332Huro6LF68GAkJCea/7OxsREdH44svvsDRo0cxfPhw3H333Zg/fz7mz5/v+o4QEXmITtBh4eiFiAyJRGlNKeqa6mASTahrqkNpTSmiQqKwcPRCFrnWIJ2gw4NpDyKuQxxEUUSjsRFGkxFGk9E8LKFzeGc8OPpBfv5EKqjJ/jfoDbgz9U5F94sNi/XY79OgN2DWsFmK29+Zeqe5AHOQLggPpz1sN8CgF/R4aPRDmixyDkhDySb2mWizzcQ+E322yDlw/pghKjRKqqUEAU2mJjSbmtFgbIAAAcH6YJccOxj0Bvzf0P+z2SYqJAoPpT3k8WMYd+8/224HTKLJ/Cdr+RsjAnxw9r2zZ8/i4EFpPHJqaiqef/55ZGRkICYmBt27d8dTTz2FpUuX4p133kGfPn3w5JNPoqCgAMXFxeYaSva4a/Y9maWZSpKTpYBU25lKyDs4+x6RduSV5CFnaw6Ky4vRaGqEQWdA37i+WDh6ITJ7Znq7e+RGeSV5eOCLB7Dv5D40mZoAAAadAQO7DMTTVz7Nz59IJXlG6dJSy3WlbM0oPWfzHLxd9LbFouc6QYfenXrjjYlvePz3OWfzHLy5602rNaKCdEG4M/VOvDHxjXbrntv2HBZtWYSaxpp26yINkXhs7GP4y6i/uLzPvua61ddh84HN7ZZP7DMRH0/72As9cpx8zPDD8R9wpuEMjCYj9Do9OoZ0xJCuQ1x67DBn8xy89f1b7TKGEiMTsfKGlcjsmem1Yxh37z8tbQds/cZIm5TOvudzQamCggJkZGS0W3777bdjxYoVEEURixYtwvLly3H69GmMHDkSr776KgYNGqT4OdwdlAKknXlhoZTWnJAgDdlzR4YUqcOgFJG2mEQTisqKUF5XjrjwOKQmpDJDJkCYRBN2HduFb49+CwAYmTQSw7oN4+dP5CR59j2gdWBKzv7fsMH6xdZGYyOe2voUDpQfQG1TLTpHdEaUIQo3DrwRI7qN8Nrvs9HYiCVfL0Her3kI0gWhY3hHRBoi0SemDxaMXmAze6PZ1IzVe1Zj25FtOFJ9BMnRyRiVPArTLpqm2QwpS+qb63Hfp/fhYOVBXBBzAV6Y8IJPZ0hZIh8znKw9iYq6CsSGx6JLhy5uOXZoNDZiaeFSfFf6HTqFd8LdI+7GJYmXtHoebx3DuHv/KW8HDlUeQu+Y3nZ/Y6Q9fhuU8gRPBKXIt/FzJiIiIrKN2f9ERKSW0qBU4IT1iYiIiIhIsexsICuL2f9EROQ+DEoREREREZFFej2Qnu7tXhARkVYxKEVEREREREQUQFgDmXwFg1JEREREREREAcJSvbikJODFF1kvjjyPU9NQQBJFoL4e2LwZKCiQrhS0ZDRKy9essbyeiIiIiIjI38gza7YMSAFAaam0PDfXO/2iwMWgFAWc06eBX34BTpwA7r8fyMgAUlLOb4Bzc6X/Z2QA06a1X09EREQUKHihjkg7jEYpQ0oU26+Tl82bx985eRaDUhRQTp8GDh0CmppaLz96FLjxRuCBB3jlgIiIiAjghToirSksbH+e05IoAkeOSO3IdRjct41BKQoYogj89pvtNs89xysHRERERBziQ6Q9ZWWubUf2MbhvH4NSAWLv3r0YO3YswsLCkJiYiCeeeAKipeiLnysoKIAgCDhz5ky7dTU1QHOz7fubTNbX8coBERERBQIO8SHSpoQE17Yj2xjcV4ZBKTcxiSbsOrYLnx38DLuO7YJJtBHtcLPq6mpceeWV6NatG3bu3ImXX34Zzz77LJ5//nmv9MdoNMJkIfrT2Njo1uetqXHN4/DKAREREWkZh/i0x+E3pAVpadIse4Jgeb0gAMnJUjtyDoP7yjEo5QZ5JXmYsGoCstdlY8amGchel40JqyYgryTPbc95+PBhCILQ7i89PR3vvfce6uvrsWLFCgwaNAjZ2dl46KGH8PzzzyvOlvroo48wfPhwhIaGIi4uDtkt5go9ffo0brvtNnTq1Anh4eG4+uqrceDAAfP6FStWoGPHjti8eTMGDBiAkJAQ/Pbbb0hJScHixYsxY8YMREdHY9asWQCAbdu2YcyYMQgLC0NycjLmzp2L2tpa8+M1NDTggQceQHJyMkJCQtCnTx+8/fbbOHz4MDIyMgAAnTp1giAImDFjhgve3dZ45YCIiIi0jEN8WuPwG9IKvR548UXp320DU/L/ly2T2pFzGNxXjkEpF8srycPszbOx58QeRBgikBCRgAhDBPac2IPZm2e7LTCVnJyMsrIy819RURFiY2MxZswYbN++HWPHjkVISIi5/fjx43Hs2DEcPnzY7mP/+9//RnZ2Nq699loUFRXhq6++wvDhw83rZ8yYge+++w4fffQRtm/fDlEUcc0116CpRTXxuro6LF26FP/4xz/w448/okuXLgCAZ555BoMGDcKuXbvwyCOPYO/evRg/fjyys7OxZ88erFu3Dlu3bsU999xjfqzbbrsNa9euxUsvvYT9+/fjjTfeQEREBJKTk7Fx40YAQHFxMcrKyvCivNUFEBmp+u0FwCsHREREFBg4xOc8Dr8hrcnOBjZsABITWy9PSpKWt8g9ICcwuK+cIGqxsJAd1dXViI6ORlVVFaKiolqtq6+vR0lJCXr27InQ0FCHHtckmjBh1QTsObEHiZGJEFqEn0VRRGlNKQbHD8ant3wKneC+eGB9fT3S09PRuXNnbNq0CRMmTEBKSgrefPNNc5tjx44hMTER27Ztw2WXXWbz8UaNGoVevXph1apV7dYdOHAAF154Ib755huMGjUKAFBRUYHk5GS8++67uOmmm7BixQrccccd2L17N4YMGWK+b0pKClJTU/HBBx+Yl912220ICwvD8uXLzcu2bt2KsWPHora2Fr///jv69u2LL774AldccUW7/hQUFCAjIwOnT59Gx44dW60TReCHH+S6UvUoLy/BnDk98dtv5z/niAhATspq+cuQP0puqIkokBiN0hW8sjLp5DMtjVdPiQKB0ShlApWWWh56IgjSCWxJif9tExzZrsnvg7VsB39+H4i4j3evJ54AHnvMfrv8fCA93e3d8QpbcZeWmCnlQkVlRSguL0ZsWGyrgBQACIKAmLAYFJcXo6isyK39uPPOO1FTU4PVq1dDp9OZn78lORbZdrklu3fvxrhx4yyu279/P4KCgjBy5EjzstjYWPTt2xf79+83LzMYDBg8eHC7+7fMuAKAXbt2YcWKFYiIiDD/jR8/HiaTCSUlJdi9ezf0ej3Gjh1rt99tCQLQo4ftNu++yysHREQAh6sQBTKtDvFxdLvG4TekZXq9FAyZOlW69bffsy8zGoEW+SBWJSVxFA4ABHm7A1pSXleORlMjQoJCLK4PDQrF6frTKK8rd1sfFi9ejE8//RQ7duxA5P/Gq3Xt2hXHjx9v1e7kyZMAgPj4eLuPGRYWZnWdtUQ7URRbBbzCwsIsBsA6dOjQ6v8mkwmzZ8/G3Llz27Xt3r07Dh48aLe/tnTqBPTuDfz2W+vlSUnSwZccdMrK4pUDIgpc8nCVtpt4ebgKg/RE2icP8bn33taBmaQkKSDlb9sANds1Dr8hIjUKC6Vtiz2zZvEcE2BQyqXiwuNg0BnQ0NyAsOD2gZz65noYdAbEhce55fk3btyIJ554Ap988gl69+5tXn7ZZZfhoYceQmNjIwwGAwDg888/R7du3ZCSkmL3cQcPHoyvvvoKd9xxR7t1AwYMQHNzM7799ttWw/d++eUX9O/f3+HXMHToUPz444+44IILLK6/6KKLYDKZsGXLFovD9+TXZ7QxjUGnTkBoqHRQ8uyzQFxc+6CTfOWAiCjQ2JstRhCk2WKysnggRaR12dnauFCndrvG2lpEpIbSQHWfPu7th7/g8D0XSk1IRd+4vqg4V9Eug0gURVSeq0TfuL5ITUh1+XPv27cPt912GxYsWICBAwfi+PHjOH78OCorKzFt2jSEhIRgxowZ2LdvHz744AM8+eSTmD9/vqLhe4899hjWrFmDxx57DPv378fevXvx9NNPAwD69OmDrKwszJo1C1u3bsUPP/yAW265BYmJicjKynL4dSxYsADbt2/Hn/70J+zevRsHDhzARx99hD//+c8ApDpUt99+O2bOnIkPP/wQJSUlKCgowPvvvw8A6NGjBwRBwObNm3Hq1CmcPXvW4vMIghSYmjiR6apERC1xuAoRtaSFIT5qt2tpaVJmmC2cBIeI2mJA2zEMSrmQTtBh4eiFiAyJRGlNKeqa6mASTahrqkNpTSmiQqKwcPRCtxQ5/+6771BXV4fFixcjISHB/JednY3o6Gh88cUXOHr0KIYPH467774b8+fPx/z58xU9dnp6OtavX4+PPvoIF198MTIzM/Htt9+a17/zzjsYNmwYJk6ciMsuuwyiKOI///kPgoODHX4dgwcPxpYtW3DgwAGkpaUhNTUVjzzyCBJa/GJff/11TJo0CXfffTf69euHWbNmofZ/1ckTExOxaNEiLFy4EPHx8a1m7SMiIvs4XIWItEbtdk2vl4JxtkyZ4p+BOiJyHzmgbS3/g7O6t8bZ91w4+54sryQPOVtzUFxejEZTIww6A/rG9cXC0QuR2TPTFS+BnOSKz5mIfAdnkHGdggKp+K89Wp4thoi0Re12zd7se4B0YsnZ94ioLbmOHRC4s7ornX2PNaXcILNnJtJT0lFUVoTyunLEhcchNSHVLRlSRESBLjfXciHelpMXkHJpaUBsLFBRYb1NbCyv7hGR/5CzFkpLLdeVEgTLs2DZG/YHnB/2xyA9EbWktcki3IlBKTfRCToM6zbM291QZODAgfit7XR0/7N8+XJMnz7dwz0iIlKGs8QREZE9er10oWLSJCkAZSlrYdmy9tlOHM5MRM7QymQR7sagFOE///kPmpqaLK6Lj4/3cG+IiJThLHHuUVhoO0sKkNYzM4CI/ImarAUWKyYiZ3FWd/sYlCL06NHD210gInKYI7Mp8WBAOWYGEJFWOZq1oHbYHxERKcegFBER+SUGT9yDmQFEpGWOZC2oHfZHRETKsfK2FSaTydtdIDfi50vk/xg8cQ9OY0xEdJ487C8xsfXypCTWLSQicgVmSrVhMBig0+lw7NgxdO7cGQaDAYK1I3PyO6IoorGxEadOnYJOp4PBYPB2l4hIJQ6rcA9mBhARtcZixURE7sOgVBs6nQ49e/ZEWVkZjh075u3ukJuEh4eje/fu0OmYLEjkrxg8cR9OY0xEREREniCIoqXry9pWXV2N6OhoVFVVISoqymIbURTR3NwMo9Ho4d6Ru+n1egQFBTEDjkgjcnPbB0+Skxk8cQWjkZkBRKRtSrZzlvYzSUnShRHuZ4iILFMSdwEYlLL55hARkX9g8ISIiBylJNiUmytl5LY9Y5KvbbKuFBGRZQxK2cCgFBERERFR4FISbMrKAlJSWget2rZNSgJKSnghhIioLaVxFxbUISIiIiKigGE0ShlSli7Ny8vmzQMKCqwHpOS2R45ImbpERKQOg1JERERERBQwCguVBZsKCpQ9XlmZS7pFRBSQGJQiIiIiIqKA4eogUkKCax+PiCiQMChFREREREQBQ2kQKT1dqhllbcJmQZBme01Lc1nXiIgCDoNSREREREQUMNLSlAWb0tOlmfjkZW3bAMCyZSxyTkTkDAaliIiIiIgoYOj1yoNN2dnSTHyJia3bJSVJy7Oz3d5dIiJNE0TR0rwT2qZ0akIiIiIiItKm3FxpFr6WRc+Tk6WAVNtgk9EoFUgvK5OG/6WlMUOKiMgWpXEXBqUYlCIiIiIiCkgMNhERuYfSuEuQB/tERERERETkM/R6qXYUERF5B2tKERERERERERGRxzEoRUREREREREREHsegFBEREREREREReRyDUkRERERERERE5HEsdE5ERERERGQDZ+kjInIPBqWIiIiIiIisyM0F7r0XOHr0/LKkJODFF4HsbO/1i4hICzh8j4iIiIiIyILcXGDSpNYBKUD6/403AuvXe6dfRERawaAUERERERFRG0ajlCElitbbTJ0KbNjguT4REWkNg1JERERERERtFBa2z5Bqy2gEbrpJyqgi8jdGI1BQAKxZI90ajd7uEQUiBqWIiIiIiIjaKCtT3nbePJ7Qk3/JzQVSUoCMDGDaNOk2JYUBVvI8BqWIiIiIiIjaSEhQ3vbIESmzisgfWKuVVloqLWdgijyJQSkiIiIiImon0If2pKVJs+wp5UhmFZG32KqVJi9j5h95EoNSRBYE+kEYERERBTYO7QH0euDFF5W3dySzishb7NVKE0Vm/pFnMShFActa4IkHYURERBTIOLTnvOxsYO1a++30emDUKPf3x5t40VYblGb0MfOPPIVBKQpI1gJPDzzAgzAiIiIKXBzac54chNm3T1nbbdvc3iWv4UVb7VCa0cfMP/IUQRQt7XK0rbq6GtHR0aiqqkJUVJS3u0MeJl/9c/SbLwhSXYGSEulqGBEREZHWFBRIAQd78vOB9HR398Z7cnOl4JytYU5trV4NTJ3qvj55i7VjZ0GQbjdskDLKyD8YjVJAsbTU8vkQz3nIVZTGXZgpRQHF1tU/ezi+moiIiLSOQ3usD1+0R4uZJcyc056WtdLkwKJM/v+yZQxIkecwKEUBxV5hPyW0fBBGREREgS3Qh/aovYCZnCzN1qc1LIqtTdnZUoZbYmLr5UlJzHwjzwvydgeIPMkVASWtHoQRERERpaVJJ6b2hvZoMQADqL+AOWWKNjNLmDmnXdnZQFaW9J0vK5POcdLStPk9Jt/GTCkKKM4GlLR6FYyIiIgI4NAetcGVtWu1OYQt0DPntE6vl2rDTZ0q3Wr1d02+jUEpCijy1b+2B1lKafUqGBEREZEskIf2qA2uaHUIm71jZ0HgRVsicg6DUhRQbF39U0KrV8GIiIiIWsrOBg4flmbZW71aui0p0XZACnDuAqYWh7DJx87WamyJorYz54jI/RiUooBj7epf587276vVq2BEREREbQXi0B5nLmB26eL6/hARaR2DUhSQLF39e+EFZffV4lUwIiIiIpJYu4AZiOTZCK0RBGDePI4kICL1GJSigNX26p/SAw8WciQiIqJAYTQCBQXAmjXSbaAEH1pewJwwQdl9Tp50a5e8wt5shKLIkQRE5BwGpYj+h4UciYiIiM7LzQVSUoCMDGDaNOk2JUVaHgj0eqCyEvj0U2XttXjhUukIAY4kICK1gpQ0+vrrr51+opSUFHTv3t3pxyFyF7mGwKRJUgCqZUHHQJgCmYiIiEiWmysdE7UtcF1aKi3X+ix8gP2hazJBkC5savHCpdJAmxYDckTkGYIoWptL4TydTgdBzRQULTz22GN49NFHnXoMV6murkZ0dDSqqqoQFRXl7e6Qj8nNlQ5AWqYqJydLASmtH3wRERERGY1SRpS1YVtyEKakRNsX6woKpOwwJTZu1OZxovxdKC21PANfoHwXiMhxSuMuijKlAGDs2LEYO3aswx0RRRFPPPGEw/cj8pbsbCArSxobX1YmXflJS+OOloiIiAKDI3WE0tM91i2PUzokbd48bQakAI4kICL3UxyUSk9PV53pxKAU+Ru5CDoRERFRoGEdIYnSIWlZWe7th7fJsxG2HUmQlMSRBETkPEWFzi+//HKn6kE5e/+Wmpub8be//Q09e/ZEWFgYevXqhSeeeAImk8klj09EREREFMhYR0jCSXDOazkb4erV0m1JCQNSROQ8RZlShU7O8ens/Vt66qmn8MYbb+Ddd9/FwIED8d133+GOO+5AdHQ07lVSiZCIiIiIiKwaNUrKGjcarbfR66V2Wsaha61xJAERuYOiTClfsn37dmRlZeHaa69FSkoKJk2ahKuuugrfffedt7tGREREROT3tm2zHZACpPXbtnmmP+5kNEoFzdeskW7bvm556FpiYuvlSUmBMQMhEZG7+V1QavTo0fjqq6/wyy+/AAB++OEHbN26Fddcc42Xe0ZERERE5P8CpaZUbq40s1xGBjBtmnSbkiItb4lD14iI3EdxofO2zp49i7fffhs//PADSktL0dTU1K6NIAj46quvnOpgWwsWLEBVVRX69esHvV4Po9GIJUuWYOrUqVbv09DQgIaGBvP/q6urXdonIiIiIiKtCISaUrm50rC8lkPyAKC0VFreNguKQ9eIiNxDVVBq165dmDBhAiorKyG23ZK3IFirCuiEdevWYdWqVVi9ejUGDhyI3bt3Y968eejWrRtuv/12i/dZunQpFi1a5PK+EBERERFpjVzgu7S0fdAGkOopJSX5b4Fvo1GaSc7SaxNF6fXNmyfNqhco9aKIiLxFEG1FlawYNWoUduzYgaVLl2Lq1KlISEiA3kNb7OTkZCxcuBB/+tOfzMsWL16MVatW4eeff7Z4H0uZUsnJyaiqqkJUVJTb+0xERERE5E/kTCLAcoFvf66nVFAgDdWzJz+f2VFtGY1AYaE0dDMhQQpMMnBHRJZUV1cjOjrabtxFVaZUUVERpkyZgr/+9a+qO6hWXV0ddLrWpbD0ej1MJpPV+4SEhCAkJMTdXSMiIiIi0gS5wPe99wJHj55fnpQkzTjnrwEpQF3NLAZjpEClpe/Diy/69/eBiLxLVVAqNjYWnTt3dnVfFLnuuuuwZMkSdO/eHQMHDkRRURGef/55zJw50yv9ISIiIiLSouxsaQib1oIxjtbMYjBGeg9uvLH98qNHpeUbNwbOe6EVDLSSr1A1fG/u3LnYsmULioqK2mUtuVtNTQ0eeeQRfPDBBzh58iS6deuGqVOn4tFHH4XBYFD0GErTyIiIiIiISFuMRmmWPXs1s0pKgE2bLBdE18IwRqWMRiA+HqiosN4mNhY4cYJBDX/BQCt5gtK4i6qg1NmzZ5GZmYnevXvj2WefRWJiolOd9TQGpYiIiIiIApeSmllZWVLwquWJe0stg1daDsZ89RVwxRX22335JTBunPv7Q86xNvNkIAVayTOUxl1UpTlFRERg+fLl+Oyzz9C9e3fExsaiV69e7f569+6t+gUQERERERG5g1wzq+219aSk8yflhYXWA1KAdFJ/5IjUTssKClzbjrzH3syTgDTzpNHo0W5RgFNVU+qrr77Cddddh/r6egQHByM8PByWEq5UJGERERERERG5nb2aWWoKohP5MkcCrZx5kjxFVVBqwYIFEEURa9euxaRJkzxeV4qIiIiIiMhZer31k29HC6JrVXo6sHixsnbk2xhoJV+kKij1008/4ZZbbsHkyZNd3R8ij+BsE0RERERky6lT0vGhtaFMck2ptDTP9svT0tIAnQ4wmay30em0/z5oAQOt5ItUpTh17twZYWFhru4LkUfk5kpFKzMygGnTpNuUFGk5EREREVFuLnDzzfZr6yxbpv0Lm9u22Q5IAdL6bds80x9SLy1NCqTKRc3bEgQgOZkBRvIsVUGp6dOn45NPPsG5c+dc3R8it5Jnm2g7lrq0VFrOwBQRERFRYLNVDFqm1wPvvx8Ys5RxyJd26PXAiy9K/24bmJL/HwiBVvItqoJSjz/+OAYNGoTx48dj69atOHv2rKv7ReRynG2CiIiIiOyxVwwakI4X4+I80x9v45AvbVEy8yS5ntEozVC5Zo10y3PO81TVlJKH7omiiLFjx1ptJwgCmpub1fWMyMU42wQRERER2cPMoNbkIV+lpZYv7gZKbS0tsTfzJLlWbq6UHNHyXDQpScpaYxBQZVAqLS0NgrWBqEQ+igcYRNplEk0oKitCeV054sLjkJqQCp3AmWGJiMhxzAxqTR7yNWmSFIBqGZjikC//ZWvmSXIduXxM24CuXD6G2WmAIIq2RktrU3V1NaKjo1FVVYWoqChvd4c8pKBAKmpuT34+N9BE/iSvJA85W3NQXF6MRlMjDDoD+sb1xcLRC5HZM9Pb3SMiIj9jNEqT4NjLDCopCaxAjKVsj+RkKSDV9qSaM10Tnd+WWButo/VtidK4C4NSDEoFDB5gEGlPXkkeZm+ejZqGGsSGxSIkKAQNzQ2oOFeByJBILJ+4nIEpIiJymJzdAFjODArU7AYlwSYOVSKSBHpShNK4C8c2UMDgbBNE2mISTcjZmoOahhokRiYiLDgMOkGHsOAwJEYmoqahBjlbc2AS7cxjTURE1AaLQVsmD/maOlW6tRSQ4kzXRBKWj1FGUVBq2rRpyHViC+Ls/YlchQcYRNpRVFaE4vJixIbFtqtzKAgCYsJiUFxejKKyIi/1kIiI/Fl2NnD4sJTFsHq1dFtSwuNFazjTNVFrrE+njKKg1Nq1a7Fv3z7VT+Ls/YlciQcYRNpQXleORlMjQoJCLK4PDQpFo6kR5XXlHu4ZERFphb3MIDrPkZmuyTcYjdIQszVrpFsGDF1LnrnS2hxxgiDVZQv0mSsVz763e/durFy50p19IfIYzjZB5P/iwuNg0BnQ0NyAsOCwduvrm+th0BkQFx7nhd4REREFFg5V8i+s/eV+nLlSGcVBqQ8//BCbNm1y+AkCsI46ERF5QGpCKvrG9cWeE3uQGJTYagifKIqoPFeJwfGDkZqQ6sVeEhERBQYOVfIfcu2vtqfqcu0vljVxHbl8jKUAoKWZKwORotn33n33Xaef6OKLL8aQIUOcfhxX4Ox7RETa0HL2vZiwGIQGhaK+uR6V5yoRFRKFNya+wdn3iIiIPIAzXfsH+XOyNtSSn5N7KJm5UmuUxl0UBaW0hkEpIiLtyCvJQ87WHBSXF6PR1AiDzoC+cX2xcPRCBqSIiJwUiCdSpJ6cgQNYHqrEDBzvKygAMjLst8vPZ7kTco7SuIvi4XtERES+KLNnJtJT0lFUVoTyunLEhcchNSEVOkHRXB5ERGQFa86Qo7w5VIkBVGVY+4t8DYNSRETk93SCDsO6DfN2N8gLeBJC5B6sOUNqZWcDWVme3TYzgKoca3+Rr+HwPQ7fIyIi8ks8CSFyD9acIX9iLYDKIYOWsfYXeYrSuAvHNlBAMhql8dRr1ki3RqO3e0RERI6QT0LanjTLWRy5ud7pF5EWFBZaD0gB0onskSNSOyJvMhqlixOWgivysnnzeKzfkl4vXbwBzgfuZPL/ly1jQIo8h0EpCji5udLVgYwMYNo06TYlhScwRET+gichRO7FmjPkLxhAVUeu/ZWY2Hp5UhIzy8jzGJSigMIr60RE/o8nIUTuxZoz5C8YQFUvOxs4fFiaZW/1aum2pIQBKfI8FjqngGHvyrogSFfWs7KYrkpE5Mt4EkLkXmlpUsaEvZozaWme7xtRSwygOkevB9LTvd0LCnROZUo1NTWhtLQUP/zwAw4cOIAzZ864qFtErscr60RE2sCTECL3Ys0ZssQXa7LKAdS231OZIADJyQygEvkyh4NShw4dwiOPPILLL78ckZGR6N69O4YOHYp+/fohNjYWycnJuPXWW7Fx40Y0Nze7o89EqvDKOhGRNvAkhMj9WHOGWvLVmqwMoBL5P0EULSXltvff//4Xjz76KPLy8mAymWAwGDBw4EDEx8cjJiYG586dQ2VlJYqLi3H8+HEIgoAuXbrgnnvuwfz58xEWFubu16KY0qkJSVsKCqQdqD35+UxjJSLydXKNQKD18CJOAU7kWkajlEVeViZlH6al8QQ/0MjbW2tnjRs3en97m5srleloOSoiOVkKSHm7b0SBSmncRVFQasqUKVi/fj26dOmCKVOmYPLkyRg2bBgMBoPF9keOHMHnn3+OVatWobCwEF27dsW//vUvZCiJCHgAg1KByWiUrujYq49QUsKDLSIif8CTECIi95KPn22VwIiNBU6c8P7xMwOoRL7FpUGpPn364OGHH8att94KvYO/7IMHD2Lx4sW48MIL8dBDDzl0X3dhUCpwKb2yzp0aEZF/4PaaiMh9lI40WLQIePRRt3eHiPyIS4NSRqPR4WCUOx7DVRiUCmz2rqxbWp+UJI1X55V3IiIiIgoUa9ZINaTs8ZVsKSLyHS4NSmkNg1Jk7cq6tTHzrFFCRERERIFGaaYUwLqsRNSa0rhLkAf7ROQz9Pr2O02jUcqQshSmFUUpMDVvHpCVxatARERERKR9aWlATAxQWWm/LWewJiI1HA5KVVVVYf369diyZQsOHDiAqqoqAEB0dDT69OmD9PR0TJo0CdHR0S7vLJE7FRbaLuIoisCRI1I7XgUiIiIiIq3T64ErrwTWrbPfNiHB/f0hIu1xKCi1Zs0a3HPPPThz5gzkUX9ynSij0YgdO3Zg9erVeOCBB/DKK69g6tSpru8xkZsovbrDq0BEREREFAhyc+0HpOQZrNPSPNMnItIWndKGn3/+OaZPn46QkBAsXboURUVFOHv2LJqamtDU1ISzZ8+iqKgITz75JAwGA2655RZ8+eWX7uw7kUspvbrDq0BEREREpHVyaQslli1jeQvSPqNRqrO2Zo10azR6u0faoLjQeUZGBoqLi1FUVIT4+HibbcvKyjB06FD0798feXl5LumoK7HQOVliNAIpKUBpqeW6UvJVoJIS7nSJKDBYmxSCiIi0T2mR80WLgEcfdXt3iLyKM7Q7TmncRXGm1K5duzB58mS7ASkASEhIwM0334xdu3YpfXgir9PrpY0KcH62PZn8f14FIqJAkZsrBeozMqTpwDMypP/n5nq7Z0RE6jDLwTFKS1b06ePefhB5mzxDe9v6w6Wl0nIeGzlHcVBKEAQoTKoCAJhMJlUdIvKm7GxgwwYgMbH18qQkaTmj4EQUCHjwRURaw0C741jagsj+DO2ANEM7g9zqKR6+l56ejv3796OoqAjdunWz2fbo0aMYOnQoBg4ciPz8fJd01JU4fI/s4ZAVIgpU8lBma7ORcigzEfkbOdDe9qxHzoS3deExkI8JWdqCSPkw1vx8ztDelsuH7z344IM4deoUUlNTsWTJEuzYsQOnT5+GyWSCyWTC6dOnsWPHDixevBjDhg1DRUUFHnzwQZe8GCJP0+uljcrUqdItd7REFCgKC60HpADpxOTIEakdEZGvcybLIdCzq1jagogztHuC4qDU+PHj8a9//QtNTU145JFHcNlllyEuLg7BwcEIDg5GXFwcLrvsMjz66KNobGzEypUrcdVVV7mz70RERORiPPgiIi1RG2jnMGYJS1tQoOMwVvcLcqTx9OnTce211+L999/Hli1bcODAAVRVVQEAoqOj0adPH4wdOxaTJ09Gx44d3dFfIiIiciMefBGRM3xtuJuaQLu97CpBkLKrsrICI0soO1t6rb70uRJ5SlqaFIS1N4w1Lc3zfdMKxTWltIQ1pYiIiCxjDREiUssXp0xXUw+GNWSIqCU5cxJofWykpC5dIHN5TSkiIiLSPtYQISI1fHW4m5zl0HZ7JhMEIDm5dZYDhzETUUscxupeqoJSOp0OkZGR2Lhxo9U2ixYtQlCQQ6MDiYiIyAfw4IuIHOHLU6arCbRzGDMRtZWdDRw+LGVIrl4t3ZaU8JjIFVRnStXW1uLmm2/GkiVLrLYJwJGBREREmsCDLyJSytdn7XQ00K4mu4qItI8ztLuH6lSmP/3pTygqKsKjjz6K/fv345///CcMBoMr+0ZEREReJB98ERHZ4g/D3Rwp1i1nV02aJAWgLNWQ4TBmIiLXUJ0p1blzZ+Tn5+OWW27B6tWrkZGRgZMnT7qyb0RERERE5OP8ZbibI1kOHMZMROQZThU6Dw4OxrvvvoslS5bgv//9L0aOHIm9e/e6qm9EREREROTjtDrcjcOYiYjczyWVyB988EH069cPt956K0aPHo1Vq1a54mGJiIiIiMjHaXm4W9thzEYjUFBgfwggEREp41SmVEs33HADCgsLERkZiRtuuAHr16931UMTEREREZEPC4Thbrm5QEoKkJEBTJsm3aakSMuJiEgdlwWlACA1NRU7d+5EamoqfvrpJ1c+NBERERER+TAtD3fLzZUywdrOMlhaKi1nYIqISB1Vw/fy8/ORkpJicV1CQgIKCwvx0ksv4dy5c870jYiIiIiI/IgWZ+00GoF77209LFEmitIQxXnzpNn9OJSPiMgxgiha2rxqW3V1NaKjo1FVVYWoqChvd4eIiIiIiHxUQYE0VM+e/HztBeSIiNRSGndx6fA9IiIiIiIiLSkrc207IiI6T1FQavDgwchVOVD62LFjuOeee/DUU0+puj8REREREZG3JCS4th0REZ2nKCjVvXt3TJo0Cb1798bjjz+Offv22Wx/5swZbNiwAddffz169eqF9evXY+jQoS7pMBERERERkaekpUmzCAqC5fWCACQnS+2IiMgximtK5eXl4ZFHHsH27dshCAIiIiIwZMgQxMfHo1OnTjh37hwqKytx4MABHDp0CAAQHR2NP/7xj1i4cCEiIyPd+kIcwZpSRERERESklDz7HtC64LkcqNqwQRuzDBIRuYrSuIvDhc737t2LFStWIC8vD3v37oXJZGq1PjY2Fmlpabj++usxefJkhIaGqnsFbsSgFBmNQGGhNPY/IUG6ssXZUoiIiIjImtxcaRa+o0fPL0tOBpYtY0CKiKgttwWlWqqtrcWxY8dQUVGBsLAwdO7cGd26dVP7cB7DoFRgs3RAkZQEvPgiDyiIiIiIyDpe2CQiUsYjQSl/xaBU4JJTr9t+65l6TUREREREROQaSuMuigqdE2mB0ShlSFkKw8rL5s2T2hERERERERGRezEoRQGjsLD1kL22RBE4ckRqR0RERERE5xmNQEEBsGaNdMsLuUTkCkHe7gCRp5SVubYdEREREVEgYE1WInIXZkpRwEhIcG07IiIiIiKtk2uyth1xUFoqLc/N9U6/iPwFswxtY1CKAkZamnRFRy5q3pYgSNP6pqV5tl9ERERERL6INVmJnJObC6SkABkZwLRp0m1KCoO5LTEoRQFDr5dSjIH2gSn5/8uWcVpfIiIiIiKANVmJnMEsQ2UYlKKAkp0NbNgAJCa2Xp6UJC3nmHgiIiIiIglrshKpYy/LUBSZZShzqtD58ePHsWvXLpw5cwZGK+/mbbfd5sxTELlcdjaQlSVd0Skrk2pIpaUxQ4qIiIhIy4xG9cd/ztzXnymttXrggHv7QeRv7GUZAuezDNPTPdIln6UqKFVfX49Zs2ZhzZo1EC2F/gCIoghBENwSlCotLcWCBQvwySef4Ny5c7jwwgvx9ttvY9iwYS5/LtImvZ4/fiIiewL1JIyItMeZ2eMCeea5tDRphEFpqe12b70FPPww9xH+gPt2z7D3m3G0nZapCkotWLAA7733Hi688EJMnToVSUlJCApyKulKsdOnT+Pyyy9HRkYGPvnkE3Tp0gWHDh1Cx44dPfL8REREgSCQT8KISFvkui5tr6UfPQrceCOwcaP17Zq1+8o1YbRe/kGvB+66C3jsMdvtjh5lxoc/4L7dc06dcm07LVMVSVq/fj0GDBiAXbt2ISQkxNV9sumpp55CcnIy3nnnHfOylJQUj/aBiIhIywL9JIyItMNWXRfZXXdJpR3aZovYqwkjCFJNGEv31ZI+fZS1Y10p38Z9u2d17uzadlqmqtD5mTNnMGHCBI8HpADgo48+wvDhw3HTTTehS5cuSE1NxVtvvWXzPg0NDaiurm71R0RERO1x+m8i0hIldV0qKoAlSxy/b6DMPKe0rpTSduR53Ld7XtuJtZxtp2WqglL9+/fHiRMnXN0XRX799Ve8/vrr6NOnDz777DPMmTMHc+fOxcqVK63eZ+nSpYiOjjb/JScne7DHRERE/oMnYUSkJUqzd156qf0JOWeek6SlSUO8BMHyekEAkpOldt5iEk3YdWwXPjv4GXYd2wWTaPJeZ3wQ9+2eJ/9ubPH278ZXqApKLViwAJs2bcLBgwdd3R+7TCYThg4diieffBKpqamYPXs2Zs2ahddff93qfR588EFUVVWZ/44cOeLBHhMREfkPnoQRkZYozd6pqGh/Qs4MIYleL9UcAtoHpuT/L1vmvSGMeSV5mLBqArLXZWPGphnIXpeNCasmIK8kzzsd8kHct3ue/LuxFcz15u/GlyiqKfX111+3+n/Xrl0xYcIEXHLJJZg3bx5SU1MRHR1t8b5jxoxxvpctJCQkYMCAAa2W9e/fHxs3brR6n5CQEK8MNSQiIvI3PAkjImf42sxeaWlATAxQWWm/bdsTcjnTobTU8rAnQZDWB0KmQ3a2VHPIUpHsZcu8V4soryQPszfPRk1DDWLDYhESFIKG5gbsObEHszfPxvKJy5HZM9M7nfMh3Ld7h7XfTXKyd383vkYQRVtl/yQ6nQ6ChRCffFdL62RGFw9MnTZtGo4cOYLCFpcy7rvvPnz77bfYtm2boseorq5GdHQ0qqqqEBUV5dL+ERER+TOjEUhJsX8SVlLCq3tE1Jqvzuz1xBP2Z48DgPz89rPHycWhgdbbRPn0J9CKQ/tS0NEkmjBh1QTsObEHiZGJrc5JRVFEaU0pBscPxqe3fAqdoGqAkGZw3+5dvvS78SSlcRdFQanHH3/cZuDJlseU7AEcsHPnTowaNQqLFi3C5MmTsWPHDsyaNQtvvvkmpk+frugxGJQiIiKyjidhROQoazN7+cJ2w2gE4uOlIXqW2DshtxRsY6aD9+06tgvZ67IRYYhAWHBYu/V1TXWobaxF7s25GNZtmBd66Fu4bydPc2lQytds3rwZDz74IA4cOICePXti/vz5mDVrluL7MyhFRERkG0/CiEgpOQvDWiFlX8jCcDZoFqiZDjKTaEJRWRHK68oRFx6H1IRUr2cffXbwM8zYNAMJEQkW+2ISTSg7W4YVWSsw/oLxXuih7+G+nTzJrUGpr7/+GikpKejevbvVNkePHsWvv/7q8ppSrsCgFBERkX2BfhJGRMoUFAAZGfbbWRoe50k8IVcnryQPOVtzUFxejEZTIww6A/rG9cXC0Qu9Wq+JmVLqcN/uHYH4viuNu6gKb2dkZGDFihU227z33nvIULJ3IiIiIp+k10snkFOnSrdaP3giInX8ZWav7Gzg8GEpOLZ6tXRbUsKAlC1yIfE9J/YgwhCBhIgECE0R2PHbHty2fja+OOi9Ge5SE1LRN64vKs5VoG2ehSiKqDxXib5xfZGakOqlHvom7ts9LzdXyibNyACmTZNuU1Kk5aQyKKUkucpkMqmuQ0VERERERP7Bn2b24gm5cibRhJytOahpqEFiZCIaasOwb68Ovx0KQ9WRRJSerMF1T+Vgw0aTV/qnE3RYOHohIkMiUVpTirqmOphEE+qa6lBaU4qokCgsHL3Q68MMKbDJQ4fbDm8uLZWWMzClMiilxIEDBxAdHe2uhyciIiI3MxqlYTlr1ki3Lp5Ql4g0Ii1Nqhll7Xq0IEjD5NLSPNsvck5RWRGKy4sRGxaLqioBhw4BTU3yWgE4F4OGiGLcNLfIayfWmT0zsXzicgyOH4zaxlqUnS1DbWMtBscPxhsT3/Dq8EIio1EaMmwpp0deNm8ej6+ClDacOXNmq/9/+OGHOHz4cLt2RqMRR48exddff40JEyY43UEiIiLyPF+d2p2IfI9eL20bJk2SAlCWZvZatoxZSf6mvK4cjaZGhASF4MDvFhoYQwH9aSC8HPPmAVlZ3vmMM3tmIj0l3ecKsRMVFlqfAAKQtpVHjkjtvFlvz9sUB6Va1pASBAG7d+/G7t27LbYVBAEjRozACy+84Gz/iIiIyMOszVIlp5pz2mgiais7W9o2WApms5C496kpshwXHgeDzoDKqgY0NbUvJA59PWA0ALVxOFLm3RNrnaBjMXPyOf5Sb8/bFAelSkpKAEj1pHr16oV58+bh3nvvbddOr9ejU6dO6NChg+t6SURERB5hL9VcEODVK+ItBeJMNkS+LDtb2jbwd+lb1Ga+yoXEd/y2B0AigJbjM0UgrBI4ORg4LhUSD/QTa6K2/KnenjcpDkr16NHD/O933nkHF198catlRERE5P/8JdWcwwuJfJNcSJx8gzOZr3Ih8dvKZqMqshQ4F/O/IXv1UkCqMQrYuhAQpWFygX5irVW8AKSeXG+vtNTyxT5BkNYHer09VQNtb7/9dgwZMsTVfSEiIiIv84dUc85kQ0RknyuKLGf2zMQ72csRUjUYMNQCEWXS7cnBwOY3gJJMFrLXsNxcICUFyMgApk2TblNSuJ9VSq63B7SfCIL19s4TRNHSZsq2lStX2m2j0+kQFRWFvn37om/fvqo65y7V1dWIjo5GVVUVoqKivN0dIiIin1FQIB102pOf751sCKNROiC2ls0lX3UsKeFBHhEFNlduzzdsNOGmuUVAeDlQGycN2RN15hNr1hrUHmtZdvzMHWcpuzs5Wfv19pTGXVQFpXQ6HQRrc75a0K9fP7z88svIzPSNKTkZlCIiIrJMDvrYSzX3VtDH14NmRES+Ys0aKbvFntWrgalT7bcL1BPrQMQLQK4XiMMglcZdFNeUaumdd95Bbm4uPv74Y4wfPx6jRo1CfHw8Tpw4gW+++Qaff/45/vCHP2DMmDH4/vvvsW7dOlxzzTUoLCzEiBEjVL8oIiIici851fzGGy2vF0Xvppr7w/BCIiJf4OoiyyxkHzj8pb6kP2G9PetUBaWio6PxxRdfoKCgAGPGjGm3vqCgANdccw1mzpyJ+fPnY9asWRg3bhxycnKwceNGpztNREREgYkz2RARKeOOIss8sQ4MvABEnqSq0PmTTz6JyZMnWwxIAUB6ejpuuukmLF68GAAwduxYTJgwAVu3blXfUyIiInI7uTCuLfYK47qTfJJlrYoAC+4SEUlYZJnU4gUg8iRVQakff/wRiYmJNtskJSXhxx9/NP9/wIABOHPmjJqnIyIiIg+xl7IPnE/Z9waeZBERKZedLRWkbnvqlpTEQtVkHS8AkSepCkpFRETgm2++sdlm69atiIiIMP+/trYWkZGRap6OyOOMRqmY7po10q23MgKIiDyttNS17dyBJ1lERMplZwOHD0sTQKxeLd2WlHBbSdbxAhB5kqqgVFZWFgoLC3HvvfeioqKi1bqKigrMnTsXW7duRVZWlnn57t270bt3b+d6S+QBubnSbBMZGdKMJRkZ0v9zc73dMyIi9zt1yrXt3IUnWUREysm1oKZOlW4ZTCB7eAGIPEUQRUtl72yrqKjAmDFjsH//foSGhuKCCy5A586dcerUKRw8eBD19fXo168fCgsLERsbi+PHj+Oaa67BjBkzMHfuXHe8DoconZqQAk9uLjBpUvtikPIVAW6AiUjr3nsPuOUW++1WrQKmT3d/f4iIiMh7jEbOuEjqKI27qApKAdJwvJycHLz33ns4fPiweXlKSgqmT5+OBQsWtBq+50sYlCJLjEYpI8paLRV5hpKSEm6IiUi7vvoKuOIK++2+/BIYN879/SEiIiIi/6M07hKk9gk6dOiAv//97/j73/+OmpoaVFdXIyoqinWjyG/ZK+4riueL+3IqXCIiIiL/w6wP9fjeaQM/R/I1qoNSLUVGRjIYRX6vrMy17YiI/NHJk65tR0TkK3JzgXvvbX0RMilJKujM8gy28b3TBn6O3sFAoG1OB6Vqa2tx5swZGK1MT9a9e3dnn4LIIxISXNuOiMgfcVtIRFpkrW5oaam0nHVDreN7pw38HL2DgUD7VNeUevvtt/Hcc8+huLjY+oMLApqbm1V3zl1YU4oskWtKlZa231gDrClFRIGhsREID5e2idbo9UBdHWAweK5fRERqsW6oenzvtIGfo3cE+iRabq0p9frrr+NPf/oTgoKCMGbMGCQlJSEoyCUjAYm8Rq+XItaTJkkbipYbD3nDsWwZN9REpG3bttkOSAHS+m3bWF+PiPwD64aqx/dOG/g5ep7RKGVIWUp2EEXp/HLePCAri+eXqiJJy5YtQ1xcHLZu3YoLL7zQ1X0i8prsbClibSnFctkybUeyiYgA1tcjIu3hdk29TZuUteN759v4G/A8BgKVUxWU+u233/B///d/DEiRJmVnSxFrFqMjokDEmlJEpDXcrqljNAKrVilry/fOt/E34HkMBCqnKijVrVs3q4XNibRAr2fEmogCU1qalB1qr75eWprn+0ZEpIa8XbOVtZCczO1aW4WFQHm5/XadO/O983Xct3seA4HK6dTc6Y477sAnn3yC2tpaV/eHiIiIvEiurwecr6cnY309IvJHej0wdartNlOmcLvWltIMjunT+d75Ou7bPU8OBLZ9v2WCwGC4TFVQ6qGHHsIll1yCK6+8El9//TVqampc3S8iIiLyErm+XmJi6+VJSdqfKYaItMdoBNassd1m7Vr7kzwEGqUZHFlZ7u0HuYa1fXtiIvft7sBAoHKqhu8Z/jcHtCiKyMjIsNpOEAQ0Nzer6xkRERF5DevrEZFW2Cs4DLDgsCX2hnwBzPTwR20/S2ufLTmPk2gpoyoolZaWBsFaHhoRERFpAuvrEZEWsOCwOnKmx6RJUmZHy+AFMz38T26u9Fm2DUIdOyYtZ7aUe/Ain32CKAZebLS6uhrR0dGoqqpCVFSUt7tDRERERERuUlAA2BjcYZafz0C8Jbm57TM9kpOZ6eFPjEYgJcV6xqBc6LykhMESch2lcRcGpRiUIiIiIiLSLPmE3N7MYzwht85oZKaHP2NglrxBadxF1fA9WWNjI7788kv8/PPPqK2txSOPPAIAqK+vR3V1NeLi4qDTqaqlTkRERERE5DQOQ3Meh3P7Nw5hJV+mOmL00UcfoXv37rjuuutw//334/HHHzev27NnDxISErB27VpX9JGIiIiIiEg1zipKgUzpTIpK2xG5kqrhe9988w0yMjKQkJCAv/71r/jvf/+LNWvWwNhiHtW+ffti0KBB2Lhxo0s77AocvkdEREREFHg4DI0CEYewkje4dfje4sWL0bFjR3z33Xfo3LkzKioq2rUZNmwYduzYoebhiYiIiIiIXI7D0CgQcQgr+TJVw/f++9//IisrC507d7baJjk5GcePH1fdMSIiIiIiIiJyHoewkq9SlSnV0NCA6Ohom22qqqpY5JyIiIiIiIjIB2RnA1lZHMJKvkVVUKpXr1747rvvbLbZvn07+vXrp6pTRERERERErmQSTSgqK0J5XTniwuOQmpAKnWD7IjprUJHWcAgr+RpVqUw33ngjCgsLsXLlSovrn332Wezbtw8333yzU50jIiIiIiJyVl5JHiasmoDsddmYsWkGstdlY8KqCcgrybN6n9xcqTh0RgYwbZp0m5IiLSci32A0AgUFwJo10m2LudfIT6iafe/s2bO49NJLsX//fowbNw719fX45ptv8Je//AXbt2/Htm3bcPHFF2Pbtm0ICQlxR7+dwtn3iIiIiIgCQ15JHmZvno2ahhrEhsUiJCgEDc0NqDhXgciQSCyfuByZPTNb3Sc3VyoK3fZMSS4KzRo8RN6Xmwvcey9w9Oj5ZUlJUlF3/j69T2ncRVVQCgBOnz6Ne+65B++//z6MLcKRgiBg8uTJeO2119CpUyc1D+12DEoREREREWmfSTRhwqoJ2HNiDxIjEyHIUSUAoiiitKYUg+MH49NbPjUP5TMapYyolie6LQmCdOJbUsKhfETewsCx73N7UEpWUVGBnTt3orKyElFRURgxYgTi4+OdeUi3Y1CKiIiIiEj7dh3bhex12YgwRCAsOKzd+rqmOtQ21iL35lwM6zYMgDQEKCPD/mPn57M2D5E3MHDsH5TGXVQVOm8pNjYWEyZMaLf8sccew+bNm7Fr1y5nn4KIiIiIiMhh5XXlaDQ1IiTIckmR0KBQnK4/jfK6cvOysjJlj620nSewIDsFksJC6wEpQMqeOnJEasfAse9TVehcid9//x27d+9218MTERERERHZFBceB4POgIbmBovr65vrYdAZEBceZ16WkKDssZW2czcWZKdA44+BY7LObUEpIiIiIiIib0pNSEXfuL6oOFeBtlVLRFFE5blK9I3ri9SEVPPytDRp6E+L8lOtCAKQnCy18za5rk7brJHSUmk5A1OkRf4WOCbbGJSigMSpQ4mItIXbdSKyRCfosHD0QkSGRKK0phR1TXUwiSbUNdWhtKYUUSFRWDh6obnIOSANe3vxRenfbQNT8v+XLfP+8DijUZp5zFKFYHnZvHncHpL2+FPgmOxjUIoCDlOciYi0hdt1IrIls2cmlk9cjsHxg1HbWIuys2WobazF4PjBeGPiG8jsmdnuPtnZ0uxdiYmtlycl+c6sXo7U1SHSEn8JHJMyThc6J/In1qYOlVOcfeUgg4iIlOF2nYiUyOyZifSUdBSVFaG8rhxx4XFITUhtlSHVVnY2kJXluwXEWVeHApkcOL733tbB2aQkKSDFfb//YFCKAoa9FGdBkFKcs7J852CDiIis43adyDO0MrObTtBhWLdhDt1Hr/fd2btYV4cCna8HjkkZxUGpAQMGOPTAZQzJk4/h1KFERNrC7TqR++XmWs5EePFFZiJ4m1xXp7TUcnBeEKT1rKtDWubLgWNSRnFQ6ueff3b4wQVrlceIvIApzkRE2sLtOpF7cXisb5Pr6kyaJAWgWn5OrKtDRP5CcaFzk8nk8J+RUz2QD2GKM5F2cea1wHTggLJ23K4TOY4zu/kHXyzIzn2y7+JnQ75IEEVLuxptq66uRnR0NKqqqhAVFeXt7pCHGI3SbEz2UpxLSnhFicifcGhJYDIagR49pG26LUlJwOHD3K4TOaqgQJrJ0p78fA6d8QW+UveL+2Tfxc+GPE1p3EVxphSRv+PUoUTaIw8taVtXSB5akpvrnX6R+xUW2g9IAcCsWdyuE6nB4bH+Ra6rM3WqdOutgBT3yb6Jnw35MgalKKD4YoozEanDoSWBTemJcJ8+7u0HkVZxeCyHOjmC+2TfZe+zEUV+NuRdDEpRwMnOloZy5OcDq1dLtyUlDEgR+RtHZl4j7WGdQCL3yc0FHnvMdhtBAJKTtTuzW26uVPYhIwOYNk26TUlhRok13Cf7LnufDcDPxhMY5LZO8ex7RFrCqUOJ3M/d9S04tCSwcSp0IveQsyqU0GrZA8466Djuk32X0vd80yaeH7kL63nZxkwpIiJyOU9cYWamTGBjnUAi91CSVQEAjz+uzZMpDkNTh/tk36X0PX/vPX6v3YH1vOxjUIqIiFzKUztfOVOmbUBCpvWhJcQ6gUTuEOj12jgMTR3uk31XWhoQF2e/3alT/F67GoPcyrg8KNXQ0IDm5mZXPywREfkBT+58mSlDAOsEErlaoGe8cBiaOtwn+y69HrjlFmVt+b12LQa5lVEVlNq6dSueeOIJnDlzxrysoqICV199NSIiIhAVFYWHH37YVX0kIiI/4emdLzNlCPCNqdCJtELLGS9KCg0HelDOGdwn+66sLGXt+L12LQa5lRFE0dL1bNtuuOEG7NmzB4cOHTIvmzFjBlauXIk+ffqgpqYGJ06cwLp16zBp0iSXdtgVqqurER0djaqqKkRFRXm7O0REmrFmjVRDyp7Vq6UAgqu4u6g6EVEgkYdhA60zX+VAlT8GGJQWGjYapRqI9iZRKCnhfsYab+2TeSxgHb/X3lFQINVVtSc/X5tF5pXGXVRlSu3evRtpLS6P1NXV4f3338dVV12F4uJiFBcXo3v37njttdfUPDwREfkpb11hZqaMd5hEE3Yd24XPDn6GXcd2wSSavN0lInIBrWW8OFLrkMPQnOeNfbInJljxZ/xee4eWM09dSVVQ6uTJk0hssZfavn076uvrcccddwAAIiMjMXHiRPz888+u6SUREfkF7nwDR15JHiasmoDsddmYsWkGstdlY8KqCcgryfN214h8gpKhYr5MK/Xa1NQ6tBaUS0z0z6Cc1nF2M2W0Fmz2By2DgW0xGHieqqBUaGgoampqzP/fsmULBEHA2LFjzcsiIiJw+vRp53tIRER+g1fiAkNeSR5mb56NPSf2IMIQgYSIBEQYIrDnxB7M3jybgSkKeFrJ2tBCFqoztQ7bBrLq6/0vuKh1nN3MMVoJNvubmBjLyxgMlKgKSl1wwQX49NNP0dDQgKamJqxbtw4DBgxA165dzW1+//13dOnSxWUdJSIi/8ArcdpmEk3I2ZqDmoYaJEYmIiw4DDpBh7DgMCRGJqKmoQY5W3M4lI8CFrM2fIuaQsPyZ1ha2rpNeTkweTLwwAOu6x85h7ObOU4LwWZ/IW9LKirar7O0LFCpCkrNmjULBw8eRJ8+fdC/f38cPHgQM2bMaNXm22+/xYABA1zRRyIi8jO8EqddRWVFKC4vRmxYLIQ26XCCICAmLAbF5cUoKivyUg+JvIdZG77H0VqHtj5D2TPPSBdZyPs4uxn5KnvbEkHg/kCmKih155134q9//Svq6upw5swZzJ49G/PmzTOvz8/Px6+//opx48a5qp9ERORneCVOm8rrytFoakRIUIjF9aFBoWg0NaK8rtzDPSPyPmZt+B5Hax3a+wxld98dWCeTvlojzVsTrBDZw/2BcqqCUoIg4KmnnkJ5eTnKy8vx2muvQd/ibOPyyy/H6dOnWwWq3GXp0qUQBMEjz0VERBTo4sLjYNAZ0NDcYHF9fXM9DDoD4sLjPNwzIu9j1obvcbTWodLP5tSpwDmZtFQjrWtXYP16b/eME6yQ7+L+QDlVQSl7DAYDoqOjERQU5I6HN9u5cyfefPNNDB482K3PQ0RERJLUhFT0jeuLinMVENvkpIuiiMpzlegb1xepCale6iGR9zBrwzc5UuvQkc8mEE4mrdVIs1dfy1OZVXLQ0doQKVHkBCvkHdwfKKcqKPXjjz9i5cqVqK6uNi87d+4c/vjHPyIxMRF9+vTBW2+95bJOWnL27FlMnz4db731Fjp16uTW5yIiIiKJTtBh4eiFiAyJRGlNKeqa6mASTahrqkNpTSmiQqKwcPRC6ATnr3v56nARImuYteG7lNY6TEsD4hQmemr9ZFJtfS2tzD5J5AzuD5QTxLaXORWYNm0aCgoKUFpaai5yet999+HFF19EREQEGhoa0NzcjM8//9xtdaVuv/12xMTE4IUXXkB6ejouvvhiLFu2TNF9q6urER0djaqqKkRFRbmlf0RERFqWV5KHnK05KC4vRqOpEQadAX3j+mLh6IXI7Jnp9OPn5konQy2vziclSVfEs7Olk6XCQilTISFBOqjjlXDyBXJmCdD6ZF4+MeEspL5v/XopC8iW5GQpqKXl7U5BgRRQsicqCqislN4L+fvf9gzTXd9/o1EKeFmr3SMI0r5D658VeYajxx6Bvj9QGndRdRlzx44dyMjIMAekmpqa8M9//hOXXHIJTp48iZKSEnTu3BkvvPCCut7bsXbtWnz//fdYunSpovYNDQ2orq5u9UdERETqZfbMxKe3fIrcm3OxImsFcm/Oxae3fOqygJSl4SKlpdLyBx7gVXjyXY4MFfMHgZixeNNNwF//artNIAwJUzo8sboaWLLEO7NPspg0AZ7ZTqnJANTa/sBdVBV9OnHiBLp3727+/7fffouamhrMmTMHoaGh6NatG7KysvCf//zHZR2VHTlyBPfeey8+//xzhIaGKrrP0qVLsWjRIpf3hYiIKJDpBB2GdRvm0sdUclLzzDPt18kBKx7kkS/Izgaysvw/m89exqKWXXqpt3vgfY4MT3zpJeDyy5UHiNLTne4eABaTJs9sp6xlACo59tDK/sCdVGVK6fV6NDScn3WnsLAQgiAgo0V+Z2xsLMrLXT8d9K5du3Dy5EkMGzYMQUFBCAoKwpYtW/DSSy8hKCgIRgth0QcffBBVVVXmvyNHjri8X0REROQ8pdOxt+Wuq/BEaun10on31KnSrb+dgNjLWNRyZqIcHLdGEAJjW+NIfa2KCilDRQlXBohYTDqweWI75YoMQH/fH7ibqqBUSkoK8vPzzf/fsGEDevbsiR49epiXlZaWIjY21vketjFu3Djs3bsXu3fvNv8NHz4c06dPx+7du6G38AmHhIQgKiqq1R8RERH5HmdOVjhMg8g1vDEMy5dwSJhErwdee831j+vKABGLSQcuT22nuD1wP1VBqVtvvRU//PADLr30UowZMwa7d+/G1KlTW7X5/vvv0adPH5d0sqXIyEgMGjSo1V+HDh0QGxuLQYMGufz5iIiIyHNccbLCYRpEzgn0kzB/HBLmrpo6N90E3Hyzsrbp6Z4PEOn10jAt+fHbPh8QGPW/ApGntlP+uD3wN6qCUvfccw9uuukm7Ny5E1u3bsX48ePx0EMPmdfv3LkTP/74IzIznS92SkRERIHD3lVvJbp0cV1/iAJRoJ+E+duQMDUFmB3x3ntARITtNrGxUlDKGwEiFpMOTJ7aTvnb9sAfCaJoKeFNmerqagiCgMjIyFbLy8vLUVpaipSUFERHRzvdSVdTOjUhEREReZ61KZSVCpRCzETuUlAgBTbsyc93XcFqX2I0SkGd0lJAhAnoWgSElwN1ccDxVAjQISkJKCnxfgaOtQLMrpxy3mgE4uOlulHWxMYCJ05I74elwtPJyVJAyp3bZaORxaR9lTs+G09tpxz9/tN5SuMuTgWl/BWDUkRERL7N2knNlCnAs89K/7d2BOPKkzGiQNQqKGPhdyYI8JmgjLvk5gI33p8HjM4BYosBfSNgNAAVfYGtC7Hx2Uyvb1/kz8naECZXfU5qTv69FSBiYMpx7n7P3DU7nqe2UwxKqac07qJq+J6sqKgIDzzwAP7whz/giiuuMC//7bff8P7776OystKZhyciIqIAlZ0NHD4sneSsXi3dlpQATz8tBZu6dbN+30AoxEzkTqzTA3RMzUPXWbOhS9gDNEYAZxOAxgjoEvag66zZ6Jia5+0u+nRNHW/MNubuYYxa5O73zJ2z43lqO1VYaDsgBUjrtVpjzxNUB6UeeOABDB8+HM8++yw2b97cajY+URQxbdo0/Otf/3JJJ4mIiGxxV4FX8i5rJzXZ2cC779q+r9YLMZPv8/ftUiDX6TGJJuRszYEYXIOLeyXiwl5h6Jmiw4W9wnBxr0SIwTXI2ZoDk2jyaj9ZU+c8dwY/tMrd75knZsfzxHZq0yZl7bRaY88TVAWl3nnnHTz77LOYOHEi9uzZgwcffLDV+pSUFFxyySX46KOPXNJJIiIiayxd5YuJAdat83bPyJ1OnlTWjgeJ5A1aydiwlrFo70TP3wNyRWVFKC4vRmxY7P/q50r7lchIQBAExITFoLi8GEVlRV7tp6eCRfYmoHDHrHqO8ETwQ2s88Z55KpNP7XZKCaMRWLVKWVsWOlcvSM2dXnvtNfTv3x8bN25EUFAQDAZDuzb9+vXDl19+6XQHiYiIrLFW4LW6Wqo9tGYN8OGHXukauZnSGfY4Ex95mrXtkpx94EtZRkpqycgZi0q5q36MJ5XXlaPR1IiQoBCL60ODQnG6/jTK68o93LPW5GCRvZo6zgaL5GFSkyZJj9nyuVw1TMqZukaOBD+0WJhfDU+8Z56cxdPR7ZRShYVAuYKfeefO3gvKaoGqTKmffvoJV155JYKCrMe04uPjcVLpZUwiIiIH2brKJ9u0CfjrXz3XJyIKbP6UseGObC6tDKGKC4+DQWdAQ3ODxfX1zfUw6AyIC4/zcM9ak4NF1vaDoui62l/uHCbl7HfRk8EPrfDEe+YPwz7tUfr6p0/Xdo09d1MVlAoKCkJjY6PNNseOHUNERISqThEREdlj7yqf7PnnATu7LPJDSq978foYeZKnhqs4yx3BI38KyNmTmpCKvnF9UXGuAm0nKhdFEZXnKtE3ri9SE1K91EPvcMcwKVd8F7UQ/PA0T7xnvj7sUwmlrz8ry7390DpVQamLLroI+fn5MJksF/erq6vDl19+iWHDhjnVOSIiImuUXr0ymYDXXnNvX8jzeBJCvsgfMjbcFTzyl4CcEjpBh4WjFyIyJBKlNaWoa6qDSTShrqkOpTWliAqJwsLRC6ETnJrI3GnyZ2mNILg+EOjKWfVc9V3UQvDD0zzxnmlhFk977xPA75YrqNqSzpw5E8XFxfjjH//YLmOquroaM2bMwPHjxzFr1iyXdJKI3MPfC5FSYHMk2HDokPv6Qd7BkxDyRf4QLHVX8MgfAnKOyOyZieUTl2Nw/GDUNtai7GwZahtrMTh+MN6Y+AYye2Z6u4t+Hwh0Vf+1EPzwNE+9Z9aGfSYm+lZ9PWvsvU+CwO+WK6gqdD5z5kx89dVXeOutt7BmzRp07NgRAHDJJZdg//79qK2txYwZMzBp0iRX9pWIXEgLhUgpsKWlAVFRUlFze3r3dn9/yLM8UXiXyFGeKjztDHcFj7Q4+UBmz0ykp6SjqKwI5XXliAuPQ2pCqtczpGT+Hgh0Zf/l4IelY9tly3hsa4kn37O220Nb9UB9Db9b7ieIbQdKO+Ctt97CK6+8gn379pnHW/fv3x9z587F7NmzXdZJV6uurkZ0dDSqqqoQFRXl7e4QWWUSTW45ELI2M5B8IucPVy6IAGDdOmmWPVv0eqCuDrAwUSxpgKUAe3IyDxTJe+R9LGA5WOrtfWxBgVRI2p78fMdms/rqK+CKK+y3+/JLYNw45Y9L1jn7WToz450ruOO76O3X5I/c+Z5p6ZyD3y3HKY27OBWUkp07dw6nT59GVFSUXxQ3Z1CK/EFeSR5ytuaguLwYjaZGGHQG9I3ri4WjFzqVMm40SjOaWEuXlq/ilpRwQ0v+4ZJLgJ07ra/PygI+/NBj3SEPaBuwH9wlFd9s1fFAkXyGLwdL5eMAe9lcjh4HrFkjzZxmz+rVUj0icp4zn6UvZMy767tIyrjr4reM5xykNO6iavheW2FhYQgLC3PFQxERpIDU7M2zUdNQg9iwWIQEhaChuQF7TuzB7M2zsXzictWBKUfG7ztyhZTIG4xG+2n9338vteMBjzbYCthPTfd+jRciQDqpz8ryzavq7hr66g/1tLRG7WdpLXtFnvHOU9krHIbtPe66+N0SzzlIKadDobW1tSgtLcXvv/9u8Y+IHGMSTcjZmoOahhokRiYiLDgMOkGHsOAwJEYmoqahBjlbc2ASLc9+aY+/1x8gasneAQ/g20VeyTFywH7PiT2IMEQgISIBEYYIc8A+ryTP210kMnPlLGWuZq34cFKS+oAEJx/wDkc/S3fNvqiWO76LZJun9qU85yClVGdKvf3223juuedQXFxstY0gCGhublb7FEQBqaisCMXlxYgNi4XQ5shOEATEhMWguLwYRWVFGNZtmMOPzyuZpCU84AkcbQP28vYxLDgMiUGJKK0pRc7WHKSnpPtMEWIiX+bqbC5mvXhPdjYwcSLw2mvSbLO9ewN33225lqIvZq/4cmah1nhyX8pzDlJKVVDq9ddfx5/+9CcEBQVhzJgxSEpKQlCQS0YCEgW88rpyNJoaERIUYnF9aFAoTtefRnlduarH94eZgYiU4gFP4HB3wJ4oEMnZXK7CWaq8w1J9qOees1wfylcv5rj6u0iWeXJfqvScY9Qoqei9PwQkWezcPVRFkpYtW4a4uDhs3boVF154oav7RBTQ4sLjYNAZ0NDcgLDg9rXa6pvrYdAZEBcep+rxeSWTtIRB1sDh7oA9EbkGs148y9H6ULyYE9jU7EvVFkRXcs4xZYqU2efNgvtK+cLkAFqlKifvt99+w+TJkxmQInKD1IRU9I3ri4pzFWg7OaYoiqg8V4m+cX2RmpCq+jk4fp+0Qj7gAdrXMWGQVVtaBuwtcTZgT0Su48v1tLRETX0o1v4KbI7uS/NK8jBh1QRkr8vGjE0zkL0uGxNWTVBcd8rWOcf99wPPPtt+OKkcUM3NdfjluY0c/PWHvvojVUGpbt26weip6ndEAUYn6LBw9EJEhkSitKYUdU11MIkm1DXVobSmFFEhUVg4eqHT47yzs4HDh4H8fGl65vx8aUpWBqTI3zDIGhg8EbAnItcyGqVhOWvWSLc8fXAtR+pDyXgx57xA/H46si91VUF0S+ccBw9K77uvFNy3xdcmB9AiVWe1d9xxBz755BPU1ta6uj9EBCCzZyaWT1yOwfGDUdtYi7KzZahtrMXg+MF4Y+IbLpuqlVcySSsYZNU+TwXsicg1cnOBlBQgIwOYNk26TUlhRoErqa0PxYs5gfv9VLovBeDS2cDbnnNs2+Z4QNVb1AR/yTGC2DZEqoDRaMTUqVNx9OhR5OTkIDU1FZGRke7on1tUV1cjOjoaVVVViIqK8nZ3iKxSO4abiEir8krykLM1B8XlxWg0NcKgM6BvXF8sHL3QZQF7InKOtTpHciaOtwIfWitSXFAgBVPsyc+3XERca++HUr76/fQke/vSXcd2IXtdNiIMERZr3NY11aG2sRa5N+eqKoi+Zo0UDLRn9WopkOVN/tRXX6M07qKq0Lnhf/OLiqKIDBtbQkEQ0NzcrOYpiAjS1QzOIkVEdF5mz0ykp6QzYE/ko+wNdREEaahLVpZnAyBaLFKclgbExgIVFZbX25vsIxBnvPPV76en2duXuntyEX8quN+li2vbUXuqglJpaWntppAkIiIi8gRLAftAveJP5GuWLFE+1MVTARFHZ6jzF5s2WQ9IAdLrDZT6UEo5MhRL6wE7Wxe/3T0bOGdPppZUBaUKCgpc3A0iIiIidbSYAUHkj3JzgcceU9ZWaT0kZ2k1M8ZoBO66y3abiAjpddl6jEAL5qutwxVo5ILoe07sQWJQYquEFLkg+uD4waonF5EL7k+aJP0GW/4+fa3g/smTrm1H7THXnQJWIM64QUSkNZymmcg3yMEfpYqL3deXlrRapLigwHaWFACcPSu1syRQC33707Axb/LE5CL+UnCf3xn3Y1CKAlKg7oiJtIpB5sDEaZqJfIe94E9br73mmd+mVjNj8vLUt9uwAbjxxvaf19Gj0nItHw/Lw8asVaIRBCA5mcPGAM/MBu6K2ZPdfQw4ahTQubP19fzOOE/V8D0A+Omnn/DKK69g586dOHPmDIwWPn1BEHDo0CGnOkjkalqtK0AUqDh0K3CxNgiR7ygtdaz9qVOe+W1qNcvhyBF17davB6ZMsX2fu+7yv+GMSvnTsDFf4KrJRWwNFXWm4L67jwHlxz91ynY7fmecoyootWXLFkyYMAENDQ0ICgpCfHw8goLaP5Ro6dIlkRdpta4AUaBikDmwaTUDgsgf2Ttps8QTv017M9QB0npHshx8oRZTt26Ot8vNBSZPtn+figop42TcOFVd83nysDFLwYxly1x73OAL3xVnOTsb+IYNwN13t95GuCJw5O5jQGuP39b99/NY01mqhu8tXLgQzc3N+Mc//oFz587hyJEjKCkpsfhH5Eu0WleAKBDZCzKLIoduad2BA8ra+VsGBJE/sjW8xRp//G36SgmI6mrH2jla80vr81q5YtiYPb7yXfGmBx4AbrqpfdD66FHn6j7Khf7dNXzf1jFmW2vX8ljTWaqCUj/88AOmTJmCmTNnQu9voV4KaLyqTqQdSuqXMMisXUpm+WKdByLPaVus2J7OnT3z2ywstF8QvKJC2b7ClyZWsFYTyVo7R2t+kXN86bviLevXA888Y329MxcPlyyx/bt2NtHAkd8LjzWdpyooFRkZiS5duri6L0Rup9W6AkSBSGn9EkfrnJDvc+SKP+s8EHnGqFGAzoEzi+nTPfPbdNUFSV+bWKFPH8faOXrBtW2NH61NKOLOLCZf+654g9EoDdmzR01Ax2iUhv4poTbRwNH7MaHBOaqCUtdeey0KGQ4kP8QZN4i0Q2n9EjV1Tsi3Kb2C+fjjrPNA5CmFhYDJpLx9Vpb7+tKSqy5I+loJiLvvth/U0+vPBwYcueCq07U+FtbaMDRrWUzODimT+dp3xRsKC4HycmVtHQ3oFBYClZXK2qpNNHD0fkxocI6qoNTTTz+NqqoqzJ07F3V1da7uE5HbyDNuAO0DU5xxg8i/KK1foqbOCfk2pQewSjMJiMgyR7JjHKlBpNdLmVWeIF+QtEXJBUlfKwFhMADz59tuM3++1A5Q9j7ITCZg2zbp31obhmavVpAr6lH62nfFGxx5bY4OwFL62Dqd+u2M0t8LExpcQ9Hse5mZme2WdejQAa+++ipWrFiBPn36IDo6ul0bQRDw1VdfOd9LIhfy5IwbROQ+SuuXOFrnhHwfh2ITuZ+jU607kiVlNEpBD7XTwDtCrweGDbOduTJ0qP0Lkr643Xn6aen2+edbB1H0eikgJa+Xl734InDjjcoeu7RUm7NWO1KPUu33U2mQRcvVcNz5O1D62HJwVc3nKP9elMy+x4QG5ykKShXYuPRx9uxZFBUVWVwnKK3AR+Rh2dnSDtTfp2glCmTyVSxbB5e8eqVN8mdfWmr5YFEQpPX87InUUTPVemysY8/hqXp/jY3A5s2222zeLLWTs4os8dXtztNPA4sXA6+8Ih3XRkYCt94KWMgpAACEhwNKBrqcOuXYMDRPBBhd4cgR17Yjy9LSgE6dgNOn7bc9ftzxx46JUTaEz5lsNGuJDLLkZCY0uIqi4Xsmk0nVn1HL1dvI7+n10g506lTplgEpIv8iX8WyVSOOV6+0Sa+Xtt22rl7ysyeyzdrQPLVFmh0dKu2pen+vvWZ/KJbRKLWzxZdLQGzeDLzwAvDhh8C//gVcdVX7mk9yoFFp5ZXOnbU5DO3bb13bzpKTJ13bzh/p9crrxjm6LdDrlU924mzGVnY2cPgw8OWXwEMPAbfcIt1++SVQUsKAlKuoqilFRETkC+SrWG3H/ScnW76ST9qQmws8+6z19fffz8+eyBZbhavVFmm2NT27JZ6q93fokOvayfuctsPCk5K8t89RUvPJXh0lSxITfXPIorOUvgeOvFdtafF9U+OKK5S1U7MtePhh29mZrqz1tGkTMGMG8OSTwKpV0u2MGdJycg1Fw/eIiIh8FYfjBhYlJ1dr1wJLl/I7QGSJvaF5SjMQ2mbHOHpi6al6f717u7adL+1zlNZ8io5WNmOprOXJvC8OWXRGr16ubWeJrw719LSuXV3briW9HnjzTcvbMldmLqoZykyOUxWUeuKJJ+y20el0iIqKQt++fTF27FiEhoaqeSoiIiK75OG4pH2eKFJLpFVKghjvvafssdpmeTgSZPLkCfndd0vZk7aG8On1UjulfGWfozSrzZGZEYHWJ/NysWdBaP298faQRbUuusi17SxpWSS7LX9939RQWslHbcUfd09epcVC/75KVVDq8ccfb1XEXGzxSbVdLggCOnbsiBdeeAG33XabE10lci2j0fpVLlvriIjIe7RY44TIU5QEMU6dkrKeyssdy/JIS5OG0ygZxvfii547rjIYpJnonnnGepv5820XOfdVntjOaW3WaqXDTB0djmpJTEz7x4mJkTJ8/O19U6PtEF9b7a66St1zuDNzUYuF/n2VqqBUfn4+nn/+eXzxxRe4/fbbMWrUKMTHx+PEiRP45ptvsHLlSlx11VW47bbb8P333+Pll1/GzJkz0a1bN1yhdHApkRvZmuYYcGwKZCIi8hzW6iBST2kQY/r08xNJOJId09Bg/7HXr/f88dTTT0u3zz/fOitDr5cCUvJ6f6N0O5eeDrz0ElBdraz9XXe1zv7wpSGLzvLEPsTakC/ANcEuf/Hzz555HndlLvIimOcIouh4Gbd//OMfuP/++7Fjxw5ceOGF7db//PPPGDlyJF544QXMnDkTP/30E4YOHYqMjAx88sknLum4M6qrqxEdHY2qqipERUV5uzvkYdZ2FG0PvNquAzhumIjI24xGoEeKCaWmIiCsHKiLA46nAqI0d4ucxVFS4p8nTETuVFAgFTW3Jz9fmm697UU6W1Ogf/WVssLGX34JjBuntMeu1dgozbJ36JBUQ+ruux3PkPKlbHqjUSpQb692UUmJdAw7ZYryx/bm5+ROjrxnaj5X+fHNvxvBBHQtAsLP76+Sk3Sa30fl5gI33qis7Wefqc+Uciel28tFi4BHH3V7d/yS0riLqqDURRddhFGjRmH58uVW29x1113Yvn079u7dCwC46aabkJeXhwofCA8zKBW42u0oHMATHffxpQM8IvJteSV5uG9jDvaUFgP6RsBoACr6AlsXQjicCYAXEIiscfSE3JH98yOPAIsX2+/DpElStpQ/spVp761tjq2sHEFovT285BJg505lj/u3vwF///v5/2vpWE1+zwDLmYDO7ENaBTJ65gGjc4DY9vur/H9manbIl6PnW74aALW3vZS1/Z3ReUrjLjo1D37w4EHExMTYbBMbG4tDLeZW7d27N86ePavm6YhcRkmBXGusTYHsz4xGaee5Zo10q7bQoDNsTUtNRNRSXkkepq+djX2n9gCNEcDZBOm2yx5g4mzEjcjjgSGRDXIBZuD8CbjMUwWYP//cO8cbzpIDGW2PI+VZuLx13JKdLRVyb/uZ6fXScnl7aDSqH2bkiWM1Tx6TynWy2hbnT0pyPrhgfo975gETZwPxlvdXXx7KU/8kPs7R863jx93XF2fI20t7KTyiKBU898ftmq9QFZTq3LkzPvvsM6vrRVHEZ599htjYWPOy06dPIzo6Ws3TEbmMK8b8amXcsC8Eg3z1AI+IfI9JNGF+bg6OV9bAdCYRaA6Thuw1hwE1iYChBgk35eD6G0ze7iqRT1N6Qu7ocYLSrI/qav+7wGdvFi7AeyelubnAs8+2f26TSVouf16OBgrkQvZqjtVMogm7ju3CZwc/w65ju2ASbW+XvXFMmp0NHD4sDVVdvVq6LSlx/qJGQgKkIXujc4CQGqDa8v7q09ocu++Lp9gLCDoaMHT0XOnUKcfae5LR2D6Ab4nWEhc8TVVQasqUKdi9ezeys7Px448/tlq3b98+ZGdn44cffsDUqVPNy3fs2IH+/fs711siJ7mi8K0Wiuf6QjDIlw/wiMj3fFdahH3Hi4G6WABtjxAF4FwM9pUVY/lHRdxuENlh74RczXFCejoQEaHs+f3tAp8js3B5kiPHUqWl7n18WV5JHiasmoAb1mVj2vszMP6dbFzy8gR8cdByZpA3j0nlAtlTp0q3rsgQTEsDugwukobsWdlfBTXF4KSxGEVlRc4/oZM2bJDObawFBNUEDB09V+rcWWXn3Sw3F5g82X6mlMzftmu+RFVQatGiRUhPT8eHH36IwYMHIyoqCr1790ZUVBSGDBmCTZs2IS0tDYsWLQIAHD9+HCkpKZgzZ45LO0/kKHm6YjUEQSrw2XYKZH/jK8EgXz3AIyLfVLCjHEaxETCGWG5gDIVJaMTdfynnEGAiBaydkNs7ThBFYM4cqWh428f761+VPbe/XeBTOwuXu4ekOXIs5Wg2SmGh48dqeSV5mL15Nnb8tgdlhyNQ+XsCKo5FYNfve3D1a7OxaGXrwJSvHJO6kl4P3HVf+f9qSFneXyV3C0WTqRHldeUe7l1rDzwA3HRT++/G0aNSQPCBB9QFDNPSpMxLpdpmbfoC+bvpCH/brvkSVUGpsLAwfPnll3jrrbcwZswYBAcH4/fff0dwcDDGjh2Lt956C3l5eQgLCwMAdO3aFR988EGrzCkib9i0SdlUrN6qs+AJvhIM4jSr5Gq+UCON3KepKk4qEqu3Mue8vl5aXxfHIcBETlAyzOvUKemks+1v7OGH7V/888cLfEpPNlu288SQNEeOpdRkozjy+CbRhJytOThVVYOq453QLDYBQfXmIWtGXQ0e/zIHGzaeH7LmK8ekrhYVZHt/1STWw6AzIC48zsM9O2/9euCZZ6yvF0Xg+efVBQz1eum+SiQlSdsDXzuGc3S4q04HlHs3xujXVAWlAECn0+HOO+9Efn4+Kioq0NTUhIqKCuTl5eHOO++ETqf6oYncQknEOzZW2ki7o/Chr/CVYJCaAzwia3yhRhq512UpqdKsRWEVANoeJYtAWKW0/niq315hJ/IFSvf/p061D/7q9cCbb9quwTJqlLLH96WTVDnzw9rraptN76khaY4cSzmajZKe7tjjF5UVYffxH1BVXwN0+hXoWAJ0OgTE/AIYzgLnYoDYYtyz+PwQa185JnUloxF4caHt/dWx05W4MLYvUhNSvdFFGI3A3Xcra2eNvYCh0iDorFlS0oArjuFcuc1w9DtnMklD/XjcqQ4jRxQwlES8KyqAuDj3FD70Fb4SDHL0AI/IGl+okUbuN3aMDnE/LwQaI4HIUiCoTiomG1Qn/b8xCti6UComC/+9wk7kbY7u/9sGf+XZ4KxZtw6Ij7e9bfbFCw2zZlnOGmmbTe/JIWlKylLIx1JpadIxrhJRUVJQypFjtS9//RIVdRWArkHaDhuDpdvgc0DH3wBdE6BvxImacvN22VvHpO4MeBYWAqVHddL+yMr+ynQuCldHLoRO8M6peGGh67J6rAVvlAZ1Tp92zTGcq7cZar9zvBimjqpfwu+//674j8hXOHI1xh2FD32Fp4JB9nb4vjAtNfk/LdajIMv0emD5wkxg83Lg5GDAUAtElEm3JwcDm98ASjLb3c+frrAT+QJ7xwktWQr+Go3Svt+WigrrJ5y5ucCNN7Y/ST16VFru6cCUfLL72GOW17fNpvfkkDQlZSmmTJG2n3o98Npryh737bfP30fJsZqgM+GDnz+ACBEw/S8YBeF/wSkDIBiByGNSoKouzrxd9sYFSncHPM37nBLb+6uE+vb7K09x5X7RWvBGaVDnvfecP4Zzx8VJR7aDMl4MU09VUColJQU9e/a0+9erVy9X95dINV/JEPI2TwSDlO7wlU5LTWSNVutRkGXZ2cDGZzORmP8psC4X+PCfwFdLgO33AfXR0pXoNrS+TSdytZbHCUq1PMlVWotFFNufcBqNwF132b7fXXd57kKDtZNd2aJF7bPpPTUkzWgE5s61327NmvPv1003AVlZ9u/TsgqLkmO1orIiHKs+hhBdGKBrRrshayY9EFwP1HQDjqeat8uevkDpiczqVvuckkxglby/WiHdrvoUKMn06r5J6XPrdOoDhqNGtf4eWXsMWwX4lRzDuevipK3vpj28GOY4VUGp2267zeJfVlYWUlJSIIoixowZg1tvvdXV/SVSjcPFznNnMMjRHb69aanJf3miHsimTcra8QBBO7Kzgd8O6/DMy1UIGvMCMO5hIGsmcHM2cMsEoKc0u1MgbdOJXE0+TlA63KvlSa4j29u2J5wFBfYzfyoqpHbuZutkF5C2Mf/4R/vlnroIWlgoHVvZc/To+ffYaAS++87+fdoG/uwdq5XXlaNJbEJSdAIg6gF90/8uEojSrc4IiALw8w1ITtK12i576gKlpzKr251viDqgbBhwaDxQNgwCdF7fNymdHW/+fOlWTcCwsFCqs2SLtd9WW7a2Ke68OGntu2kPL4Y5LkjNnVasWGF1nSiKeO655/D000/j7bffVtsvIpeTI96TJkkb05YbwkAcLpadLV0tKyyUNvYJCdJOypnXb2+HLwjSDj8rq/XzyMMlSTtyc6XvQssDhaQk6TfoygPMVauUteUBgrZs+T0Py4/NRodeNagqi5Wm3dY3AF32ABNnS0MmDmcG1DadyNWys4GJE6Vtt7VsBkE4P3uWzNHtbcvASl6esvvk5QHjxjn2PI5y5GS35TGMfMJfWmq9BlXb90wNR4J/clulgSw58NfyPbZ1rBYXHgeDzgCD3oCE8O4oqz4uzbynE6VgVLMBaIoASq7Aspfbb5fdcUzaltrP01H+cL6xaRNw7pztNn/9K/D008Bll1k+nlu2zPbxnCsDx7a2KUq+z4D6i5Mtv5ulpcB990n1uNz52w5ELq+uJggC7r//fgwcOBB//etfXf3wRE7hcLHWXF07i0OpCPBc4XGlhTo7d+YBglq+NPuVTJ52vKahBr07J6J3jzAEB+nM047DUIOQcTl4f70p4LbpRK5mMABvvCGdbCnNllCahSFrGfBSWo7WE2Vr1Q7D89SQNEeCf3JbR07MHQkqpCakom9cX1Scq0BCTCR6deyDoJrewJkU4HRvoDECIWeGYP1LqVa3y+6u56r0tSvNwLbFl8835GM0axmJUVHA++9LASnA/SMawsLUj2LJzZUudivhzMVJ+bs5fbq0PZT71pKvBBz9ldtK/g8fPhx5Si93EHkQh4u5jxan9iXHeLLwuNLv0fTpPEBQwxdnvwKk2iXF5cWIDYuFIAjo2BEYPBi48EKgZ08BPbrEoMuAYvS8rMi7HSXSCEdPsB2tSdVy6vju3ZXdR2k7ZzgzDE9+z7p1a708MdF1QYm0NGXDimJjz5/UuytrWCfosHD0QkSGRKK0phQhEedwUf8w9EgKRnTX00jsEo2PFyzEpBu9N/G70te+bJlr9nO+eL5hb0gqIAWlLP2mHQ0YKs02O3dO2ayWbcnBNSUXJ105XNKXA47+zG1bhkOHDqG5udldD0/kFC3PrudNLCZPnsyWU/o9UlLUlVrzVLabGuV15Wg0NSIkKKTV8shIICYGiIkORZOpEeV1LprvmogcPsHOzgYuv1zZY7c8uctUOCGZ0nbOcEUtUkcLJDtCrwdeeMGx+6SlSUEqJRwdwpbZMxPLJy7H4PjBqG2sRdnZMojBtbikx2CsvOkNXHmB92abA5Rn8MmlJlxx8czXzjeUTELQsgaZM9LTlX/XLLEV5FESXGtJnoHSVXwx4OjvXBqUMplMOHLkCP7+979j06ZNuOyyy1z58ETk41hMnjyZLadkul5+3xznyWw3NeTaJQ3NDRbX1zfXw6AzIC5cYYVmIlLEkRPs9euBb76x/5g6nTRLl6yy0v59YmM9U4fSmWF4ngrst8wys6ai4nyQQa8HZsywfx+173Fmz0x8esunyL05FyuyViD35lx8esunyOzp3YAUoDyDT8ulJjx5jKb0u2aJpVktW1I6w6ds7VrXH7P4WsDR36kKSul0Ouj1+nZ/wcHBSElJwWOPPYbo6Gg888wzru4vEfkwT0/tS77Hk9ly9r5vgsDvmxq+XhuuZe0SsU3kTBRFVJ6rRN+4vkhNSPVOB4kCnNEI3H23srYmU+uZ4eTZvmx54w3PbdfVDNXxxWHscjujEbAxX5WZM++xTtBhWLdhGH/BeAzrNgw6wXtD9trKzlZeg0iLpSY8eYxmNAJvveX4/azNatmSo5+NVoOMWqJq9r0xY8ZAsHBpWqfToVOnThg+fDjuuOMOxMfHO91B0iaTaEJRWRHK68oRFx6H1IRUr+y0jEb3zvQRiOQDODUzdZD/k7OXbAU13DG2n9831/H12nBy7ZLZm2ejtKYUMWExCA0KRX1zPSrPVSIqJAoLRy/0qRMhokCidBIKmTzLm9LshzgPJ0E6OjOcp2Z5A4ADB5S1k4MMBQXWC1y31KmT6i75vKws6fjAHi2WmvDUzJCA9F2rrnb8fkp+H2o+m7Iy584/GxuB114DDh0CeveWAu8Gg+P9IMtUBaUKXDnHIwWcvJI8LC1cin0n96HB2IAQfQgGdRmEB9Me9Gh6ryemrA9Unpjal3yTXi+lMttKlHXH2H5+31zHH2rDybVLcrbmoLi8GKfrT/8/e2ceH0dd///nzB650zZJjzStbVqgqFC+pSJQqYYAFhAtBJBbKwr1h9xHLV9AQEEq9yUCfjnEgnJFCogFSqikVhBqbEWklJKWJs19NOdmd2fm98dnZ+9jZo+c8+QR0uzOzs7Oznw+78/7eL1xyk4WTl/I6qNWj4pSEQuLiYrRFu3hjGaHuF6qY4Th+hyKAo8+amxb3Um4YYOx7TdsEI7C8YiuqxXPORcsDp8qoykArmeYn3aacEAFO6biVTQk48xJ1V0Q7/4wEgCN2F92DcevFTaDW3XjlJ0sKFlgyGZYtQruvjs0u/GKK+CII+CWW6zyvXSQlFPKwiJZauprOO9P59He346KCkAvvbyz+x0+av+I35/y+2FZTOi1/uFRAr3W3+qekDpmDDiL8YOiwB/+EH+bP/4RbrstvRO4db2lj+GMpAZj1nCvLK+kYm7FqMi6tbCIxWhakA4XbW3mtjfbGW60Z7AM1+eorTXuALziCjjlFPjgA2PbG91urDIUXZIw7YzGALjZDPOa+hp/AMiMM0dVUzvOePeH7lw79VRj+8r9cg2/2bOSXncvxTnFZNmzGPIOsa1lGytfXckjJz0S87OsWhU70Pruu3DsscKJ+eij1toxFVK23DZv3sxDDz3Ebbfdxq9//Wv+ZkTV0GJComoqq95cRUtfCyoqdtmOQ3Zgl+2oqLT0tbDqzVWoWoqjWAJGu4ivhcVYxkj5hVXbP7oZCW246mqYOxeOPhrOPlv8njs3sRjwaNYusbBI9roe6xgR3w5GH0vGS7OU4focZjKt9I5q+/YZ2z4vL7ljGgvceiv09cXfJlgcPllGcxdbo93jauprWPnqSra1bCPfmU9pfin5zny/M6emvibme0yenNyxGb0/qqrgxhuN7FBlxmlr6HX3UlZQRo4jB1mSyXHkUFZQRu9QL2s2rYm6/nS7RYZUIjo6hINsvI/tmSRp6+29997jwAMPZOnSpVxyySVcd911XHrppXz961/nwAMP5O9//3s6j9NiHLBl7xY+bP0QAIfsQJZkJElClmQcsgOAD1s/ZMveLRk9jltvHd0ivhMJRRHpvX/4g/htOQLHPiNVfmFdS+klGXHfZBnNhruFRbJM5Os6fNxIRGur+D1emqUM1+cwm2m1bh28/76xbeM5BMbyfKsoxjrwQWp2ylgIgCfqHqdqKms2raF3yLwzB6C72/wxmb0/brhBZCnFI2deHZ5J2ynOKY7QxJYkiaKcIra3b6euqS7itQ89ZO47uuyysXU/jCaSckr997//5dhjj+WTTz7hm9/8Jr/85S954oknuO2221i2bBmffPIJy5Yt46OPPkr38VqMYd5reA+P6sEu26MOCnbZjkf18F7Dexk7hupqg151xmfXjdHERI0gj3dGovzCupYyw/LlokvT9deLnw0b4rdoToaxYLhbWJhlol/XeqaQUYLng6oquPpqkMNWKLIsHh8r5THD4dhfuhQKCoxv//TTxre95JLoj1dXw5w5ofPtnDljZ76trYXOTmPbTpuW2vuM9QB4XVMd29uTc+ZA5D1sBLP3h82WWFftqhva8ahusuxZUZ/PtmfjVt20D0R2Z9i509hx6OgZiRbmScopdfPNN+N2u3n99df5y1/+wk9/+lO+//3vs2rVKl577TXeeOMNhoaG+PnPf57u47WwSBrdSDTKaNcsSAcjFe2ayBHk8U6isgVIr4CodS1lBt3Rd+yxQsTzlltgxQoRaU8n48Fwt7AIZ7xe16qmsmXvFl7/9HW27N0SM0NCb3hhhPAynepquPPOSHtEUYSuy1ga042WSCWLzQZXXmls20mTzGl9vfxy5GPV1aJEKVzHqrFx7JQumQk4p6KJNJpF+43SPtCOO0lnDhjX+fz+91O7P6qq4MUXIx3hs2aJx08+rgSn7GTIG11IzOV14ZSdlORGtvVMVOYZjdH8nY5mknJKvf3225x22mkcd9xxUZ8/9thjOfXUU3n77bdTOjiL8cXhsw7HKTvxql4Ijx5q4FW9OGUnh886PCPvb7TVMIwNzYJUGanskokeQR7v6GUL0b5fnY6O9Dg3rGspMwyno288GO4WFuGMx+u6pr6G49ceT9WzVaxYt4KqZ6s4fu3xUTVljDS80AnuxhpvTNe58MKRG9ONOuWCSVQilSo33AD5+Ym3+973zO339NNDx3pFEec+HiP53RjFTMD5nXcy/z4jEQA3GpAuyU3szHHITnb9tyTqvioqEpfW5efDY4+lfn9EcwDv2iUeX1S6iAUlC+gY7EALG1w0TaNzsJMFJQtYVLoo5DlFgTfeMH8sEyGpIRMk5ZTat28fc+fOjbtNeXk5+4yq6VlMCBbPXMyXp30ZgCFlCFVT0TQNVVMZUsSA9+VpX2bxzMUZeX8zxt9Y0CxIhZHMLhmvEWSLAMuXxzdEJCk9ziLrWko/w+3oG82Gu4VFsoy369qs2LGZIOAf/hAYT4y8rqNDaIMON2accsOJzQa/+138ba65BubNM7/vYCfTxo3i3Mejo0NsN5IkcriYLXlMltEq2m8mIJ3ImdPU1UnrRwv48fJFUfdlpLTud78T26WjciOWA1iWZFYftZqCrAIaexsZ8AygaioDngEaexspzCpk9VGrIxql1NbC3r3mjiETnYknCkk5pWbOnMm7774bd5v33nuPmTNnJnVQFuMTWZK5/bjbmZE/A5tsw6t4cStuvIoXm2xjRv4Mbj/u9ox1TzJq/OXkiEX1eGW4Fp2xJpjxGEG2CKW2Nr7xmi5nkXUtpZ/hdvSlYriPZbFdi/FNS0vibWw2WLIk88eSKsmIHSfTFc7M6+6/P/n7PZlxo6a+hpWvrOSDPdtQBvPJ14x3IBsO9PKlcP2qkhJ47jm4/XbzHREh1Mlk1Nk0kk4pIw4Xmw2OP97Y/oyWn0XDZoN77olua4+UaL/ZgHS4M6ff3U+fu4/W/lY+ad1Fd2sBQ2+tBk2Oua9Y16ZeWrd8Ofz850K/K5OVG5XllTxy0iMsnL6Qfnc/TX1N9Lv7WTh9IQ+f9DCV5ZURr0nGdrzvvvGd1JBJklr9L1++nI0bN3LDDTfgcrlCnnO5XNx44428/fbbLB/PK3uLpKgsr+SpU57i63O+TkluCYVZhZTklvD1OV/nqVOeijoopIulSxOnkQIMDo58pCeTDMeiM55hMN4iyBaRDJezyOg1smNH6N8er8ojr2xh9f+9ziOvbMHjTUE4Ypwx3I6+ZLtUvfCiyszFWzj6R69z9lVbOLpStcTtLUYFigIXX2xsu82bM388qZKM2LHZ+VvXKDL6uo6O5GyUZGQLVE3lyuo1fNbYS9fuMhp35/DpDpkd/80hT0ncgWy4qKqC3btDy5eam0UZHpgXbNZJtz2cqWCCUYeL0fuuuDg1p1R1NVxxRfTnMtHFNhHJBqR1Z86swlnUd9ezo3MHjb2N9LkHwDXJ0L6WLxcZUcFNU3btEs9Nny4aUIWLzydbuRHv+qosr2T9ueupPqOaJ5c/SfUZ1aw/d33MtafZcSw/f3wnNWQaezIvuuGGG3j11Vf55S9/ySOPPMJXv/pVpk+fTktLC++//z5tbW3MmzePG264Id3Hy2233UZ1dTUff/wxOTk5LFmyhF/96lcsWLAg7e9lkRkqyyupmFtBXVMd7QPtlOSWsKh0UcYypHT0tM4XX0y87caNcMwxGT2cESPTi07dMAif+PQJ5tlnxYTc2BhbN8Jmg/bouokWY4DhcjwuXSqib+Giq+H89rdw3XXiurr5qRpuq13DUP52sLnhP04ue3kB1y5dzY3fy5xTfKwwEk5jvUvVZZeFLihmzYK77oKiImFglpaK7/yWp2u4acMaONr3HSpO6FhAw6bVnHZa5bAb+xYWwdTWGp+/RkMWp6KIY25qCtxjwU7g9oF23IobRVPoGerBLtvJdeT6n8+2Z9Pl6goRO166VGTpGD0PembZ0qXifjfSHc3suUtkm8QaN+56po6tDdvBXQwEnHIeD3z2mcSs8oBTLlPyE0bR7dxwzHSejkVFhWh4YWS7WFRXRx/n77svtTE7kcNFlwxYvlxc64lsBoBLL00+4yXWtaZz113DP0cZDUjfdJNY/4SPA/uG9pHnzCPfkY/qyaGhxQaFDXDSSnj1EaivjNiX3ukw/Dt/8klRYnfHHfGPJ/h7M/JdGLm+ZEk2fJ+aGY9AiKLX1qbmzJzIJOUFKCoq4r333mPFihX09/fz2muv8cQTT/Daa6/R29vLD37wA959912KiorSfbz89a9/5Sc/+Qnvvvsub775Jl6vl29+85v09/en/b0sMoc+KCzbbxmLZy7OuENK54tfHJa3GdVkctFpJBJz1VUipTnRfr77XSvrYawyXFoKNlti4VUIlIfc/FQNN32wkqHJ28CdD32l4M5naNI2bvpgJTc/NbIlGKOBkdLBiCZSevfdorNUcFbDjCNr+HndSpge+h0ybRuctBJtbo0lbm8xophxlox0RrCRzKH67nq6Xd3s7NxJfXc9Ozt38knHJ/S6e4HYnat+8hPjx6GXe9tsxrskmzl3yWaJKArc/kC7z/kdvQNZc0M2biV2B7LhIlaGiNnO0+HoC2wjotXxsosyqWVqpgLA6P25//7JHUsisX5JEnbwcM9RRj/3LbeEjgPB5btzJ81lat5UHGo+eHOgtwycvXDUGpAiMwXXrRNdGcO/m4aG+A4pHTOVG5m4vsyMRzqjIdAwVknaE1BUVMRjjz1Gd3c3W7dupba2lq1bt7Jv3z4ee+wxSkoi2yqmg/Xr17NixQq+/OUvc8ghh/DEE0/w+eefs2XLloy8n8X4wqj3ejx7uTO56DRqGJSUiIypRJEPa3E5NtHbgcfroJQuLQWjhuOeBpXbatdAVi/0lAmDSpNDDKvbatdM+FK+ZMvp0vXeukhpZ6dwTIeMJ5JK+4FrUO2xv0OOWsOeBtUSt7cYMYw6SwoLR1YQ18girqa+hjs33yka06Bhl+wgwYBngPqueva59kV0rtIdXTffbPxY5KDVyHXXJW6UYdZGSVa2oLYW2j8vEdmYtugdyLyaC9UbvZ38cBHPuWhGdD6cYCeTEdHqRx+NPjdkWsvUTAVAprOBR2sDlmRKak87TWQKhpfvOhz6VhIMFkHxdphRF7GPxx9P7Zh1En2/mby+Eo1H4Wzfbv49LAQpp6c4HA4OPvhgvva1r3HwwQfj8F2p9fX1rFixItXdJ0Tv8BcvK2toaIienp6QH4uJSaqRnvFAJhedZgyDqVPjTxBW57SxS3V1/CjY1VenJ3VdUYwJCgP8q6VOlOwNhJZgCIRhNZS/ncf/EmlYTTT0crpowqTBJS7JtEc3QkwDc0adMH7jfIe6cWxFKy1GCr2sOBGBhd3wY2QRd9nlwpHf5+5jzqQ5yJKMS3H5S/k8qoedXTuxy3Z/56pYjq5EBNtcuvMjWuAsWRslWdmCpiageRF0LICcDiD8hGmQ08l0W2Q7+eEikXNx3brk9x3uZNJFq2fNCt1OF62ONa9n2lFjxtHU1pZ4u1SygUdrAxajuro6+jhw+4OifDfLHsgULCgIui6UbJFJmBuaKVhQAOlabif6fjN5fRlxxgbz0ENWMD1Z0l4z9fnnn3PBBRdw4IEH8vvf/z7duw9B0zSuvPJKjjrqKA466KCY2912221MmjTJ/zN79uyMHpfF6MXI4PKb34iBazx3dDK66DSLGcNgtE7cFqmhKIlL6n7zm9TvKz0yHEtIVEePqtsL4pdg6IZVfYslZgbRy+nq6wNjQybbo8c0MHONfYfkto94WZTFxMVoWXGyYt3pwMgirsFbx7a9IkNicBCUKD5nDQ234gYSly3FIlogULdRojk/krFRjI4HH30UaveVliKyMTetBncBFDSCfUCUKtkHxN/uQr43L7Kd/HBgxLn49NPJ7fvGG6Of52hzw65d8b+TTNt7RisAliwRJeGJuPvu5LOBjWbKTJuW3P6HE02D9t0lqF4nQ97omYLYXCKTcCA0U9DjSc8xGHEQZvr6qqoSmVZGaGuzgunJYmoE3bRpE0cffTSFhYUUFRWxfPlytvvuvoGBAa688koOOOAAHnvsMaZOncr999+fkYPWufjii9m2bRt/+MMf4m537bXXsm/fPv/Pnj17MnpcFsbIVJQ9EfEiPddcE6lhMl47OiVadCaDmdJAqwvf+GTjxoA+SCz6+uAXv0j+PYxG44Oj6vNK45dg6IZV+fSRK8EYbQSX01VUBIz0mvoaVr66km0t28h35lOan9726DENxwFj3+H0gpIRLYuysDBaVjxSQRdD2TO57fQNutn+XycN3c2oigbuLPA4seHAITuQkPCqXtZsWsNf31GTKhOLVfKVThslkW2iE66n43/drkoh5ty6EJz9kN8kfrcuhFcf5r7LK0fETjTiXGxrE5npZonXPyrW3BANVVPpyd8C81+H0i1RtYd0krX3jFYAbN5sLIvvo4+SOw5FgV//OrnXZpra2sS2WVSaFzHdtoCOwQ40n6ezt1d33IpMQToWiIzCIFyulA8ZSUqcFWkmYz6V9cSUKca3tYLpyWG4+96WLVs49thjcbvd/sdeeeUV3n//fd555x1OPvlkPvroI2bOnMlPf/pTLrzwQrKyYkQz08All1zCyy+/zDvvvMOscO9CGFlZWRk9Fgvz1NTXsGbTGra3b8etunHKThaULGD1UatjtuZMJ1VVgS4ceo15e7vQMDHbmWUsE6tTSzLoHXxOO01MIpIUei7D0+51Yy9WFz5JEs9bi8uxhdH20ffcAzfcYD4aaSYaP2uWuN6qqsDjXcRlLy9gaNI2oT8UUv4lDKusfQs5/4SRKcEYzQR355o+Q+W2PUL0tKygzK8xkePIocxeRmNvI2s2raFibkXSmQMxDUe9jGZa7O+Q1oU8eP2ijGhejTYSdU2zGDlGc9BFUWDtWgMbDpQw0OME2z6wu0CTwO4BSUPRNBQVJCSybFlsb9/O3711gPHuc2VlcP/98e2qdNkoutPitNMibZNoBHcLvuACX+e6+krYVSHKiHPbhZO8eRFoMo3SyNiJRhe/55wj5kIzpOPa1G39j9u3I5/qRnWLTqlsWh3SrS0d9l68Lq66HZAgh8HPjTfCQQeZ/y7NdN5sbTW371RJ2lGiyazYbzW/aVhJY28jRTlFDLmzxZiQ0wnuQvF9aunNFCwuFg7reN9BtG570Uj1+jLbvdIKpieH4Svo9ttvx+12c9ttt9Ha2kprays///nPaW5uZunSpXz88cdcf/31fPrpp1xyySUZcwJpmsbFF19MdXU1NTU1lJeXZ+R9LDJHpqPsRgg35pcsEWVAmRJhHO8Ei2zqho8cNrqEp93rRmIs41DTMieobDHy9PQkl+JsVLT1nntCo+oOu8y1S+OXYFy7dDUO+/CXYIxmwgV0jzmnjrf/vR2HNyB6qiNJEkU5gfboyRIzq8FAGU3httWccvL4/w6NdE2zGDkS6bdkqoulEQwvnHUncHYXSArIXnG/aQgHlSbK97pcXfS6e3FMMlf67JOEHTZiyRZEQ9PEz1lnhS1GNRmaFsPOZeK3byE+Unai0cXv8uXmhOfTcW0G2/oFznzmFIV2SqVc2PrpbKCRKLvOjLMgme9yNHfeTPb9Zs+Gy75TySMnPcLC6Qvpd/fTS2imYLCDMVWKisS12tKS2CEVrbNfOKleX2a7V47UuD4eMGy5/e1vf6OyspKf/vSnlJSUUFJSwvXXX883vvENWltbuf322/n5z39OdnZ2Jo+Xn/zkJ6xdu5ZnnnmGgoICmpubaW5uZnBwMKPva5EegluLlhWUkePIQZZkEWUvKKN3qJc1m9ZktJQvmjFfVjY6u2WMBWKVUumT+eWXp6c00GL0EK/01kxUO5nIndHXTJ8eaYDc+L1KbvrKI2TtCy3ByNq3kJu+8jA3fi/zWZpjiRdeiGL05bajaG4admXR3R35mmx7Nm41tfbo8UoxqI9fRtOztXLcj9OZbK1ukR7WrYtfKjOSQRfD467fCZwHsgqSFtD5ljRAwo4Tr+plwDPA1w8rIk7PoQj6+sT4MpzX6/Ll8OSTcP31cO65ibc345RIt52oKCLzOJ6+qe7AT0R7O8yfb/y9U702o9n6RVNk5s/Jwe4KdEpFUlPWMg0nXmmh0fMFyX2XRh0/siyC4cOJmc8ezJlninNYWV7J+nPXU31GNb8/9UmmvV0Na9dHdUhJEuTlJXecOTkiSy1RyZ4R3T5IXSvXbPfKVPTIJjqGnVKtra0sXhyZlnvYYYcB8P3vfz99RxWH3/zmN+zbt4+KigpKS0v9P88+++ywvL9FatQ1RbYW1UlXlD0esYx5o+m2Vp1wKIlKqSRJ6HdFKytJFH2QJCs7bTSSSOC6okK0OjdCMpG7VMtibvxeJb2/Wc/DldX89MAnebiymt7frLccUmE8/7wwRiMI0nX6/PPIp11eF0459fbocbMa6iuFMfxsNbz0pPgdZByP1XHayCI0063VLVLHSGS9uFg4SEYCU+NufSXU/m+gNEfy/WgyeJ3Ikt33sIRNNpdRoHPZZcNzveoByWOPFdpRhkoYkyAd44/RTEibTSyCE3HlldDcbOy9f/CD1B1EsWz9yZPhkIUSc6YVUbxgOw+vqxvWgGVwwMMIZr/LpUuhxMDUp6pC32o4MfvZdf74x8D9KUsyi2cu5sQDlvGbny1GQo6p4fW1ryV3nHv3Jg6uGNEuBbjzztQD4mavASPfv0V0DDulvF4veVHcnvpjxWb6TKaApmlRf1asWDEs72+RGu0D7bjV0NaiwaQjyh6LZDvDBGPVCYditA3rAw9EGp2ZbhFskX6MlN7abPB//5d4X8mmOJsR04+Fwy6z8tuLWfOjZaz89mKrZC+M6mqhrxd1oRjUHt3j0ejtDTylaRqdg50sKElPe/TwUox77jH2urE4ThtdhFrj5ujHSGR9JDvvGV04++meD65JoNhBs4HiAG8WIKHgxibZyHXm0jnYyRe/mFhMPJyGhsyfC6PNMdJBquOP2UxIIyLme/bA3/9u7P2POcbYdvEIt/UHPAP0DPUw4BkAoGhSNo5sN3O/2D7sWSVVVcZLGc1+lzabsQw8GJngiZkucjr6fBIeNFm+PH4X7/32S+4YjQRXjGqXvvtu6llLZq+BsRoUGw1YlrjFsFKSW4JTjt1aNF1R9miYTcEMZiT1H0YzRgffK66IXGBluoWrRXoxU3p7+umik2UsjHRUiYXRLjtW+nRyJMzyCNN16h8aQNVUBjwDNPY2UphVyOqj0tcePbgU45JLfOUH5TVw7vFwRhWcvEL8Pvd4KK8Zk+O0mUWoNW6Ofhob07tdurHZwEhxg83mG1MHSsT93lsG7lzfkx6QVXIdOZQWlJLvyGfbeyWccUZygb9MXq/pCEgaIR12YjKZkEbP3Z//bGw7I5pbidBt/c7BTj7p+ISdnTup765nZ+dOPun4hM7BzozZ+ka47rr4pWypfJdGMyBHKniSTIbmunUwZ67K0Wdv4ewbXufos7cwZ66QbYil4WW0A2k00hVceeON1LMwzZY9jsWg2GjBlNW4du1aTjzxxJCfp59+GiDi8RNPPJFvfetbGTloi7HLotJFLCgJbS2qk+4oezjJGj3WQjc2Zgbf8AXWaO5OZBGJ2dLb228XJWDhUdzZs1PXj4hV2pVubYqJiCHnfZCuk0fup6mviX53PwunL+Thkx7OWAdVmw1+dGuNEMmdvk2I5vaFiuceeXbNmBqnzS5CrXFz9NPWlt7t0o2iiK5yiVikm2F6dqTdBZ37Q9d86C6nLHc++xftj8vr4oDiBdy3elHSjp9MXq+pBCTNkqqdmEwmpNFz53Il3mbq1PQ49ReVLmJq3lQaehoY8AwgyzIO2YEsywx4BmjoaWBq3tSM2PpG0INbkpT+4JYRJ8ZIBk8SZZtH4951NTQefTyccQpUnQPnnEDjsiWcevWGmGV2F11kPmsynFiOe6Papck21AnGTNmjzTb8WmHjCbuZjT/99FM+/fTTqM+tX78+4rHwhYuFhSzJrD5qNStfDbQWzbZn4/K66BzsTHuUPRijE/fUqaHGYnA7WYtQ9MmtsTFxFFLTAjpRy5cnfm06WgRbpA8jpbddrq6Q0tvTToNTTslM2/qqKnEdZWLfExnDzvv6SmZ5K3jxl3V0udopyS1hUemijIzdOqqm8jdpDblTehloLkOI2wDeHJHFUdDIc3vXcPqLFZx26thIBDezCK2osMbNsYCRcioz26Ubo06af/5T6MlcdZVMw6bVwhlc0IjdU8Tsmflk57v82ZEnFKxmQ0Ny91ymr9fhyhq8+urodmJ4t+d481QymZBGxoT8fEJKrWPxjW+kfw6NFsQKD0qPBHpw67LLQu+HVG1+mw0WL45/jx166MjZKrqT5bTTjG0vzatB+9ZKyO0A2Q02t+jCmdsBZ32H7977C9h8lX/7WbPE/quqhAxAKpLPV1whhM/Dv4uKCnFN9/Ul3se6deYa8ERDL/kM6cQZBUURWmGpvt9ExfAMUl9fb/rns88+y+SxW4xRKstDW4sOV5TdqBZNQ0PsdrIWocTtkhWF4AWW/tpYtslIdieyiCTZ0tt4nXBSJZP7nqiYyVi4716Zr85azLL9lrF45uKMOqRAZOt93L4dd3cxfoeUHwkGi6B4OxffUjdmhL7NLkITjbnWuDnyGC1/SkeZVDIYveZUVYgO79oFbz9eyXWHPMLiLyykdG4/g/ZQu63Ulbzddt99mb1ehytr8PHHI0uFjGrF6SSTCWmkpH3ZMmP79XpjN1kwQ11THW39bcwqmEWOPQdFVfCoHhRVIccuSv7b+tsy1tTIKOG6hemw+d1ueOWV+Nu8/DK8+ebINaTQHXLx5KAlCZBUtK+tEQ4oxwDYh3y6ck7xY3dBxQ1QvsH/uuCqiFNPTe0429uj66jZbPElIoK59970dPg0Wo5olc4nj+FMqTlz5mTyOCwmGJXllVTMraCuqY72geGJsgdHByQp1BkSnK7rdFpebjPEijbFQx+03303/nbvvms5BEcLeunttpZtlNnLQqKfeuntwukLQ9Lx3W546CHYuVO0o77oInF/WYxejGQ/2mwig2K47832gXb6B914h6Jn66Fkg62Llt52f2bRaCeZRag+5l54YWQHomHqOWMRB/0eijcfjmT5jhknzc6dAed/RUUlP9ei220bd5s/jvx8+N3vMj+OGPk+0kFHB9x6K/zsZ+JvXSsufBzVF+3RSs2TzYRMlPUzaZJ4PhEvvSR+grNdkkHPrC7NL6U4t5gB7wBe1YtdtpNrz0VDo6mvKSNNjYyiC3frotl6JmqqDtKVK4VDNx6aBt/8ZurnOVU6O2M/V1QE/3NCHW8VfywypCRFNDnQA0Ka5HNMDUHl9fB4JWiyvyoimU6c4YRXWAR/N9ddB/ffb6wLX7TXm2XHDmPbWaXzyTM28tstxiV6a9HhirKDpUWTKfRo0513Gtu+tFQ4LO66K/52d90ltrMYefTS24KsAhp7GxnwxBe4XrVKpF1fcQU8+GAgDXvVqsweZ3iHmLGSMTNaMJL9+Ic/GE/9TycluSVImhNs0bP1sLmEkTxQMmailYcfnvx20RYUnZ2J22lbZJZEejWpNHpIB0uXQmGhsW3nzw/9O5bdZlYMGGBgIHFgKh3YbCKb1iySJGxFM50K779fzDnJCJbrx5psIw/dDtuwAa6/Xvw88YRYjOvlTkZpaEhtHAnOrJYkiTxHHpOyJpHnyEOSpIw2NTJCdTVMnw7HHgu33CJ+jj1WPJbK2KkoYn40SqyOipnGiPh/Tg5MndMuMqRsblDtIGkgK6J8D0TjE02CKZ/BjEDWm6aJaygdjuBYouc2Gzz6qLF9pCqarijG3ssqnU8NyyllMWHQF6tDQ/Dkk2Litkr00se6dYlbtgd3NLnwwsTRJFWFBx5I3zFapIbR0ttVq+COOyK/X1UVj2fKMWW2VMIiOrGc90VFQldhpMbKRaWLmFuwAHI6ABUc/ZC1T/xGhZxOIcjcvGjMRCsfecT8dskueC2Gj1j3UEmJ0FgZSXvD6GLOZhPZrUb3aVQMWCfT84GOWUcBBBxA999v/B4FkbVRW5ucYLlOKsHTdetgxYpQR4s+B2bFSDCNd4zRxhFVU9mydwuvf/o6W/ZuQdUiDbmRbGoUTnig6oUXRFlZtAybjg7xXLI2g77GMMpIjdcbNyZ2GDU0wIxJJcLxJCsiGGQfCvy2u8TjmuzTmMps1lu0QFNVlTh3Rli3Tvw2cv2GU1trrFvqBRckDjZYgdM4aBOQffv2aYC2b9++kT4Ui2HixRc1raxM08QUIH7KysTjFqnz4ouaJkmh5zf8R5LEz4svip942wb/nHzySH86i3AUVdE+aPxAW79jvfZB4weaoir+54aGNE2WE3+vQ0PJv7/Xq2lvv61pzzwjfnu9sa/B4OvOwhxer6bdfLOmFRWFntNZs0bufL6x4y1NvnqmxvVOjRvsgZ/rnRpXlGmUv6XNni2OfSxw8cXGxsGLLw685u23jb3m7bdH6lNZ6Dz/vKZNnTp67p9gli+Pf/1cc435fT73XGJbIPzHZkttPkiE0fsl+Gf27NDvyMzneuYZ8WN021hEm+fibXf55bFtL7OfP9Y48tZnb2nHPXWc9oW7v6DNuHOG9oW7v6Ad99Rx2lufvRVxXG999pa23/37adPvmK598cEvaoseXqR98cEvatPvmK7tf//+UV+Tbl58UdxvwZ/HiH0ya1Zyc8j116fnPGeSF1+MnNNj/Tz1e0WTLzlQ40bEz8+kwI/+2HXZGpfP1ij9IKXrLNnzc/PNxl5fWCjsB6PXbzBG7+fLL0987sOvx9EyH2QSo34XK1PKYtyji+2Fe7kbG+NHRCxvtjEURWQ9aVr87crKRIRq+XJzteZmUs4thod4pbcPPJA4Aw5E95lkiJYNNXUq/OAH0a9B/TErc8Q869bBTTdFlomNVMkBiM42ml/Twvc//XtPsZX3SDB3rvntkunQZTH8VFeL7lPB3Xwh9dKodPHSS6JjnBy2EtBFhG+/3fw+bbbEtkA4iiK0BzOF0fvg+utjZ8+ffnrizls6paXJacWFY6SRR/B8eO+90fdj9vsIR7eda+prWPnqSra1bCPfmU9pfin5zny2tWxj5asrqamvCXldZXklD53wCLOcC2nt7md3ZxN9w9DUCITsw/nnCxs/PCPIiH3S0JBauVcyDMd4reucxdOSCqasDObMzA08IGmBHx3Z689QDn+t2ZLeWMQqi1MU4xmaPcU1/ODFlWxt3opNtpHnyMMm29javDXq9RuMnmWViHii6vq5D78eR9KeGm1YTimLcY2iwPe/H3+bCy9MvWPKRObWW40JDT72mDDyjLaj1jnvvOSPzWL42bTJ2Hb/+Q8MDprbd6xJvasLenpiv07TUtcUmGiMRIlYokDACy+q3LRhDRpeaD0IuvaH7nnid+tBSDYv876/hkGXOmYCCQcfbH67adOMvcbodhbpJ5Fmi6aNDkf5HXeIcfiee+Dii8XvgYHkHFJ6gCoZdu5M7nVGMOogOuaY+A6ga6+Nr8UVLE9gtNtzKvozsebDdNPWJkqe1mxaQ+9QL2UFZeQ4cpAlmRyH6KTXO9TLmk1rQkqhqqvh/KMr2XL5a3Q8eyudr11M37pb+VHOaxl1SOl6lk88kdp+jGqkBpNKc41Ml5wb0ZHS0a/P/P3r6Lc1IMXT/JU0+OhUCMtzufDC5LTcojE4GN0xdOutBh1skgpHraFjsINB7yANPQ3s3rebhp4GBr2DdAx0RFy/Os8/L0qujRJtXLdK7o1hOaUmABM54+cXv4C+vvjbdHQI77Z+XixvtnEUJXZ0LpwzzxTnzkw0KD9fGIoWYwczmW1GW/qCOYMqFlbmiHFS0URJhkSBAEWBn/yiDoq3w0AxIIEnF4YKxW8ktP4iPuvezrlX142ZQEJ4Fk2q21mMDowEX0aLo9zpFAuiBx4Qv5PtkLpxo7EAVTTCBdXTiRER9kQOoupqcYyxgh/hIuS6xlY8p2QqGZ3pmA+NUlwMdU11bG/fTnFOcUjnXQBJkijKKWJ7+3bqmuqAIDvaUQPnngjHXAeHP0jXous44+UTufmp2FkpqRBLzzIZ/vxn83pnFRXGmwjopMNBaQSzAeF774WOwVa6h7qxyTJOmzO6l1WToHtOxMPz55vXcos19nR0RK6/zGRJMaMOpm/FTR+D3kFssg2H7MAm2xj0DtLn7mNr81b/9Rv8HkZ19XSijevDbU+NVSyn1DhnImf8KArcfbexba++WpyX55+3vNlmqK0VWSpG6OoSqdRG26qCaBc9VspwLARmMtvMXAtmDapojBXx69HAcJaIGQkE1NZCa1+76AKkxFDsVbLF8z7B1bEQSEjGKbV3r7HXGN3OIv0YEcU1s91YYOPG5F4ny+YXfmYw0n3vzDNj2xpGMpKGu4NzOuZDo3R0QPtAO27VTZY9dOzt7RWZKp7BbNyKm/aB9oDDbG4NnLQSpm8Ddz70lYrf07Zxy79W8uan6XVMud3GbX6j3H23uQ7QNpsoGzRKtI6KyQhxG8HoXJ2fL8r2ly+HjoEOFFVBlmQkSUJG8pfJA8IhhQq5kd7otjbz12i8cx2eXVpba7wMkdxWyO5GkjTskh3Af17tkh0Nje6hblr7W0NeVlsL7Unot4eP61bJvTEsp9Q4ZqJn/NTWigkzKpIKpVtg/uvit6TS2Cj0HyxvtnEiBtAo5zWc++6Ln9YeTqYmaIvMcMwxkRolsdh/f+P7TWWyHq5I5HgiHZooRkiU1q4boo2NwEAJKE7R/ScaNpd4fqDE/3oY3YGEqVPNb/fee8ZeY3Q7i/RjZcAZJ5XsLCMY6b73xz9GHyOMZCRNnQqffhrqkNJfFwtJSm1cGs7F65QpUJJbglN2MuQVY293N2zbBp98IvS3Pq130dbiZNt7JcJh1ijKpcjqhZ4y8OaI8i5vDvSW4ZV7ufa16OVSyfLQQ+kf55PRO1u+3Pi2RUWhzsya+hqOX3s8Vc9WsWLdCqqereL4tcfH1TsyitG5uq9P6KfNnQsf1xVjk214FS9uxY2KioQknFGaJEr3ZBUK9/hfr9tbRuc2MwSvv0zdA7kdICtIMrhVN0PeIYaUIYa8Q7hV4QlTVIWOgVDnWrL3Wfi4Plz21FjHckqNU6z61TiDSXkNnHs8nFEFJ68Qv889XkR1Ut33BCNkAI1xXikPPa+dnfDDHyZOO5ck+PGvalj2+8xM0BaZw2j6+h13GN9nqpP1WBK/Hg0sWZL4fMmy2C4VjJY5tbUhhFQ7FkBOBwF1cx0NcjojBFdHeyAhvO27ke2MluwMR2mPRXSScTaONqJJP8QLEn3968m9z4knpuVwY5JKKaWR17a1iQYMZl6X6rhkZj40GgCMxfvvw6LSRSwoWUDHYAddXRo7d4LHo28hxl6lZQGrzlsktH9mhJVahx4RDBaxq3d7RLlUKpjJvDaDWb2zJUuMn/PgclezQvJmMTKnB9PYCLdeN40sbRKa7z8dSSYgdq5JcOA6kNSQzC+jc5tZ9PWXKZtwsBg0Ca/q9Y9Zku+6VDUVr+pFkiSKc4tDXpasLmNx6G6GRWNuPGA5pcYpVv1qjAGrPHY6MSetjHCgmNr3OMOIFtnSpUJQ0ux5VRS4+eb476/NraHt8JVsacjMBG2RGWprRRQ1EQce6Lt2DGLWoArmyitFRHIi6uoly+bNvvMUJ/tRVWHNmtTex2j5UnExFE2RYdNqcBdAQSPYB8Tx2AfE3+5C8XyUxsKjNZBgJFMm3FidN8/Yvo1uZ5F+knE2jiaiST/MOLKGQ++OHSQymiEbTrJlf0ZJpXQm2ddmulzHiE6WTlFRYnsrHqoqOu6uPmo1Bc4CdnXGHnslZJ5+GlFCnaDUWpNFuV+6yJRYvlm9s9pacwGBCy8Ej9e8kLxZ/HO6QTQNaFqEq0lMJJLvP905JUkyaDbw5EDBXphRF1LGunRppHMmHejrr6VLoaTE4Iv6S3ylhrGRkCjJNbrD+IRr6+kacxDpmIpWwjlRsZxS4xSrfjXKpC3FTyfG2Suej1JyFkys1qTjCTNaZFnZyZ3XuKVbQd/VJCkzE7RFZjA6pnz8sbkSYrMGVTD33jsxdfVSobERQ9mPN96Y2rk0Wr7U0eErh6mvhFcfgdaF4OyH/Cbxu3UhvPqweD4KozGQoCjCYZqIu+8ONVaT6dhnMbykQ1x7OIgWfKquFvqPIYHN8hraj1jJ1uZtqEPRg0StrTHeJI3HlgxG7/2Wlsj3SrbsJtPlOkZ0snQ0DVavNi/ADYCk0u4UmXGTsibx41m/QW2KPfZqmhjTJ2fFL7W2Z7nIy3amzQmgKJkpV7bZzOudmXWydnTAJbeaE5JPhqTWe5qMZ9spSMjIkozD5iDLloXD5sAmy2Q57MycNJNJxR5+9WA79fWZ1VWbOjUwZtpscO65Bl8oIRxomvgcgN+5JksyMjI2KdIjlOyYFi0DtqpKOOzCAxHDrUc3mrGP9AFYZAarfjXgmT7tNJ/H30A6McXbxXZNi2Pu94ILxrc3W9ciC4/06FpkwYNnbS10Z5s/r7FaLvsJ+q6cM+JP0Itnxv6uLIYfM2PKhRcK/QUj91MqDvTwxUy0a9kilM1NvuzHrF5xbytZYoGhZz+++ojfAXT55ca/x3DMlDldcokY0zvrK2FXhRgnctuFhlTzoqgZUvprR3rxHw2jYsXh0WCjHc6S7YRmkTrB9geEzqejJTJeXS0cvcHXYFkZ7NsXtmFYQK+pX2J6ESJIZC+jsbeRNZvWsHpWBcnEuisqjB3brFninJods3UHYWNj7AwWmw2uuCLyvZYvj/9aSYoeqNSzROLdg8XF8cclRRFjRFOTmFeXLg1cL4oCzzwT+7XBdHaK/axYAfffb+w1gAg+HLWGmpLt1K5z45SdTPIugE1XQ34rTNoN++bAh2eCFrqc/Nq8Rfy5Y4GYL3rLCFPHJn9qJweWLGRR6SLSgdEMbbNceWVm9c50nlnXTt7ZkULyOtn2bLpcXSllliW93vvsWPJtd+OV+vCqXhQUZGRy7DmUFpRik2zY3U6OOaIkZDyrrU3/HPTQQ6Fj5vLlBjuA53SCJxfZriJLKrIs+7O+VE1FlmRynbl0DoYqpyd7zmJlwFZViWOOdV9PdKxMqXGKVb8qqKqCZ5/13fAG0omDOzfFwow481jDrBZZUxOmz6ssi058cTMkfPu0S1kUFEQ+nW3Pxq2mN/XbIj2YKbPr6DAeVUynA32i6Ooli6qpvKMaz35MpRTcTJmTzQbHHed7QJOFk3vnMvE7hkMK4JxzRqfRl2xGsxV0GhtUVcFzz0U6FUdDZDxeI5y+vrCNwwJ6ihJoIhMcJHp/j/ksjuLiSKdUupv0BJfOxCJW4GLdupEpu0mUrV5ba65z48aNcMopJg4gSJIhWD6hfugDOOtkWHYVHP4gHHMdnHtihETDn1+NXWqdN6ORqZMKWX3Uan/WSqpkourjpJPg9tvNvy6akzURvc0lqN6AkHw4Lq8Lp5xaZlmidWFMmhexf+EhFGQVMG/KPMonlzO/aD4HFB9AviOfzsFOFpQsiHAwpvs7ueaagJNfZ+lSUZ6akIEScOczNauUHHsOaKBoipBD8znX8h35Eec3mXOWSGvTZhPXyFlnGQjQTzAsp9Q4xapfDTB1qs/gMNm5KRbj2dA3q0VWUoLp86qqcPrp8P/+X5wD8e2zsChzE7RFZjBbZmfUKbV0aXr1VyaCrl6y1DXV0aoazH70kUltFD2Aoijw5pvm38NMN6ThJFnnkhV0GhtUV4vsm+AATEkJ3HXXyDqkjHSUCyFK4Cm4s3G2PRu34ubOh8wHiR59NNQOzVSTnqoquPpq49sHv9fy5ebLboxkiXR0RJ9/jDjlzI63H39sotNjWGZc8SQhn+BRPQypA2B3gaMvpnao//uMUWrt3buQC2c+TMu7lWnTeMyEXX7VVcm9rqIC8vNNvqh5EdNtQkheC7v4NU2L6fgxg74uNKN3JUkwe5bMbSeupiCrgLaBNoa8Q6iayoBngMbeRgqzojsY0/WdTJoknPvRHIQ2G1RGr9gPpXkRtu4F4HCxf9H+zC+a73eu7V+0Py6vK+r5NeLQDkdVLbsyWSyn1DjGql8V+KNJSXRuCkY39JcsSY/OwWjEbOT+3/8m6fMa12Dz7bPLlbkJ2iIzZEqnzmYT5X4xiSPIHY/xrKuXLO0D7ch2kakYlShZpaloo9x3X3wHix5Aqa0VpShmGM3OmWSdS1bQafQTy7HQ0QFnnDGymnZGy0b9JAg8ubwuVK+T9s9TDxJlqkmPogibzQz6e23cKLIx1qyBe+6BtWvh7beJq59jdF5Zty7yOI045cx2BXvhBfje9wxuHJYZ19cHXV0anzY34/EqvmvBK5xTUbJnQ2zi+kpYux6erYaXnoRnqxl6bD3XnFaZVo1HM8LvRhj2km9NZsV+wvGze99u2vrb6HP3JXT8ZPywtMBcMilrEn3uPhp6G9jRuYP6rnpmFc7i1yc8jLy7MmJNlHRmVhCFhULX6fTToz+vKPDnPxv5IDJf08T5bewVi8J8p/AcJjq/Zh3akPnmDeMVyyk1zqmqgl27xAT6zDOJJ9LxiD86pCXfuUkfVM88U3TiGK+iyWYj9/X1pHReY+Lbp+YqoL6jkQHPgKHIjMXIY9ZYNpPqHrN01oAgdyzGc+ZjspTkluC0OZkxK3H2YzqycvwBlFmhjsVZs1WefTbQOfGtt4zvU5JCHVrRiNfefjhIxbkUK+hUVjaxgk6jkUxl+6QL0474KIEnPRNEDxJNt8UO6MXjsstCz0OmmvSYdsQF8d3vClvv3HNF5tvq1cI5Hs/pa3Reefrp0M9v1CkHBsuWgnC5DG4YlhnX3Q2f7RlAk12g2oV9Jqkge30vENmztunbOfPyKCWcCUqtky3LDMZmEw0hElFUZKwjXLh2kRluvTVKCWwCZs8WjSliOX4ePulhKsuNpATFRh+XzHD55TB5UQ0rX11JQ08D5ZPKmV04m+KcYpw2J3vauvxrIf33nDniu4w3vxnlqqvia3rdeisMDhrb17T+Sh456REWTl9Iv7ufpr4m+t39LJy+MO75TcahbZEc1opuAjDR61dDhHQNdm4KT72dNUt4yu+8M306B6MRs5H7uXN9TyTZESsuvn3OcpibQCzGDjk55pxSO3ZEeTBI+wJ3fsySgnCsEqfYLCpdxIKSBXjsHcybp4XNGZHZj+nIypm8qIYv3no80y6tYtKKFUy7tIqiS4/nojtq/AbvLbcEvSBBZlxJSXznTE19Dcevjd3efrhINaM53PFhpjTDIjNkKtsnXZh2xEcJPGmEBolW7Gcy8OSjoUEsLHWijvFRMPsZUsmIDc/ONGLzGW1X39YWeh0YPc7m5tQyUOISlhnX2YlwQEkaaJLvtywcVIixf7/ybKZOdzOp1HwJZ7octUaaZnR2wqWXxj93y5dHahcZRVEMCm+H8cNbarjoL8LxM2/yPPYv2p9ZBbPIdeTS7epO7mDCSMYx++3vqKzZtIbeoV4KnYU09jWyt3cvXa4u+t2DtLoaaF+0KmT+bWwU3Turq2PPbyUliUscJQm+9KXYzyuKudK6N96Ab3yhktfOeY1bK2/l4sMu5tbKW3ntnNfirieSOW/J6IpZWN33LCYAETo0cTo32Wyi28Ztt4V2R1iyRGRIxYp8SlJqHahGC8EdgyQpccegkAnDZEcsQ9RXcteiCoq+VEf7QDsluSUsKl1kZUiNYsy00F21yvj9oihCfySEMO0Lv/6RXlJQ0Cie31URch1aJU7xkSWZ1UetZuWrK+kdamT/LxXRujebrl4XWlanP/tx9iyZe+9NPSunpr7G9169lBQUk2XPoq1riG3N2+CIldD+SKhj29cViuLtvoi+UzjJNq32b3fPPfEdUvr7FeeI9xvyDvnb2z9y0iPD6vROpiOPmS6pFsNLprJ9dOJ1ZTPC0qViQWgqm0MPPPnuuzZXF5NsThZOX8jqo1bzjS9UcnMh9PSY/jjceCMcdFDg30ZoN+n7SHejjEQ2n96u3oiDIvg6MJpp3Nycwe6aembctG3YBsvweiWQ7AGHlOwFTw54cgFxPXpUF06Hk1mFyZVwBjtqk13QGxV+nz9fBJnvuCP68+vWBRwqZqmtFY18zHDjTSp/k4Tjp6ygDMlnoOQ7hfC23t2yYm5FSravGWF8vatk/v51bP/XdrJt2Xze8zkexYuEDQkJxYO4FqZvhUMfhS0/DtmH3l05eH5bt05kBxrRN9M0Ubb34ouxddvMlPP39MA9L9XwxsAatrdvx62KjpJPbXuK1Uetjjnnmx2n8/Mtp1SyWCs7i3FP1IhVjHTiV14RYnrh2WWbN4/uyGc60SMbM2eGPh6tLGTTprAXm+iIFa2rnsXYx6jxn5MDN9xgfL9Ruw2FaV+EEhDkzpsfWlIw2nT1FGX06dRVlotU9xnSQnbs7qfT3YRmF9mPBX99mJtXVKalFFzVApHYsoIychxCVLelIXqnv5DMONUG7jzxOywzrq0t+nmM9X45jhzKCsroHeplzaY1I1LKZzSjOZFQtaZZnSVHkkx2R0zUlc0ocjLWf30lrH0N3rqVr9kv5udHB7IMbDZYsSKJffq47DJzpUVXXGHu+k6Hvk0wRmw+ow0WkrkOzGrrmSIoMy6rxCfJ4M0GxSGypzRZZCQHXkC3W+h8LpmXms5nKhltRoXcW1oSl2NdeGFy42cyx58zr47t7dspzin2O6R0grtb1jWZ724ZjGGhex/33gtdrnaGlCFa+joZcntQVQ1F8+DV3GD3CLNLUmDxbyOylYO7K9ts4pq97z7zxxFe4qtj+lyX1/DLf69kW0toR0k9GBUrS9rs/ZkVQ4rTIjGWU8pi3KNHrIzw3e9GN+4yHfkcjRgx3j7/PPn9L1tmYKPyGq6qG/kSGwvjGBUcfeopc9H9qPdWlK5QIfgEuaX8djZsEAK199wjMiGLikbHoj1di8xM0F1XydZr1qM8HRCpZe16erdVctNNkSK9yVDXFGmQ9/aCxwMRnf70zLjcDrD3Q2EjTN4tfjv6heaNz4F1xRXRz2O099NJ5wIgkxgpJxgvQZKxSKa6IxrpymaE2trkMpqEdt+JcMx1vNb+ID98+jq+cs+J/vn4lFOS2KePhgZzJTINDeaub7P6Nkb1muLZfEYW3+HXgZlM40xi+7yS7+Y+wheLdUmGZvDkC+eUHggI0g7Ndwqdz298XU6pS24qGW1GyvdAOEsSXWsdHaFlpUZJ5vhvur0dt+Imyx7djsm2Z+NW3bQPmC+NDMbo+SkqCgTtSnJLGBqScHn6QdbEd64hsuY0xN+SBpPrA3N06ftw2INw2IM8s/F9VE013/EziFj3uqlz7bMd3JgPRpkV0Y/VVdMiMZZTymJCMGWKse36+gK10MFkMvI52jBj+M6enfz7HHBAgg18GRENHnNRDYuRJVE3NUhOsyHqvZWgK5QuyN3XUsKdd8KPfywi7OeeOzqcP+laZGYCvyhqjOzHdGXjtA+041ZDDXLhkNIPJKjT34w6USrg6AOHSxyL4hC/HS5w9onnZwiHUkND5HmM9n7BpGsBkEmMlmGYKdewSB+Z6I6YTvH0pIJnUbT7lIF8tjZt45w/ivk4ZPGWZDdUM5j9HLH0bWbPFi3ngxsCPfecsX3GsvkURUhBJOLuu0OvA6M2pFmRc7OoKjx/eyXXzFjPtLerYd2T8PRr8IeXoekrIdqhWfsW8kTVw/6MubhdcmOQDo1Ho86wTz4xtt3995uf35YsMbc9gKujhIE+J0Pe2N0tnbKTktzUulsaPT/PPRfIgF44bRF9TTNAVgGfphjBPz6c/TDvDbjgq3D+1+CES+CES3jCtoSvPPIV7nu5JulGAxD9Xl+yxMQY6suqL8k1H4wKHs9TOV6LxFhOKYtxzwsvGNcp0AlPF81U5HO0YdbwNdLFJBZxs6yCtIKKHaOnxMbCGFVVomtKLF5+2bzDJWoZbpSuUAFCBbnXr4/UUBlJ589o79A1XNk4JbklOOVQg9zhCNogqNMfea2Q3S3GB8Xpc5BJPueUUzye3S22CyL4PEZ7v2DStQDIJBs2GNvObJmERfpIVcA+nHSKp5vtkBqh3efNEfecT7uvtbuX22rXIMkqZ51FSt1QzZBMEDBWR+rTTw8tn62oSM3mMyqOHD6nGSkzLC5O4js0iT4HXXO1zK+vX4y0cxlS82KoPxbWrhdZs+uehOeqWXv8eo7bL6DHE7NLbgzSpfFoJKOluFjcf0ZIJuNl82Zz2wPQvIj+3QvoGOxACzMI9O6WC0oWsKg0tdJII+dn9uxQPaS/bZLx/vf4sK008SOpgASKHSQvfO0OmPHPoLI+0PBS11LHdf8+JaX7P9q9vnmzCfsotx3J4aZoUnLBqKoqYUcYZTwkKIwEllNqAjAa9UqGi+efhzPPNP+68HTRTEQ+RyNmDd9kyvd0AcW4pT9BWkH9/WOzxGYi8/zzokwuFslk2dhs8OCD4TuK7AoVXFKgC3LH0jYbSefPaO/QNVzZOHqnv2CDvKBAH0vDOv3ldAj9CjXGQKvaxPM5AQXg8PMY7f0C26ZvAZApFMV42aTRcg2LzBDLAZKMDttISQhMmkRC7T61r4hte7fzQWMdT2w03w1VtwnMlMjMmpV8ENCIfluqNp/R7yH8XtbfN16ZU0cH1AxDorg+duqdTP0OVl/27OyhZbz4wGJOOzV0fjW7IE+XxqORLG2zmL2fkrr/NBnlr6uxqwU09jYy4BlA1UK7W64+anXKDX7iZvz4Mhu//4vX+VfLFn/At6kJ+Pzr/k6LSFrgR5PB6wsGSSpkd4nHo+DSeuBbP04qYzLWvW7qXA+UUDw5tWCUUY24qVPHfoLCSGE5pcY5o1mvJNNUVwuNqGQXm+EDXrojn6MRM4avooguGmbRNLjgAqEbE5MEWkFjocRmomL0vkvG4TJ9epQH9a5QrQtDSgpoXQivPhzatS0KI+X8Ge06dUazbN56K7X30Tv9FWSFGuRaNMfiQDFotkApQQiaeFyz+RbPoejnMdb7pXsBkCnMdHdKRdvFIj2YEbCPRzolBMzoFv3gBxjS7hvyuql5r5X2A2NnVEU0LQjivvvMORTuuy/zQcBUbD6jmUxPPx05Vy5fDtnZsV8jSfCnPxnbfzpoajLnYDWS7TV1qtB4TMVRGw39Owt3cM6eDTffbL5joVkHW9IZMvWVfG/KIyycvpB+dz9NfU30u/tZOH0hD5/0cGa7wQZlNj7YsIJTnq3iqw8cz/WP1dDSAvRPE47laP4m2RsI+iW6d4t3CL0pk8S6102d6+ZFzHSmFowyqi310ENjP0FhpLCP9AFYZI6J3DLar4eSAtEGvGRad48lzBi+tbXJtSQuLjawqArSCiooyIl4eiyU2ExEFMWcnsS6deZa58bMEKmvhF0VIqKf2y6un+ZFcbs/hjPczp/RrlNnNMtm3TrxvacyBuqd/tZsEq2aW3q6UG1O4VjctDrgWByYBq7JIiJr84jobXCbck0Szw9ErgiDz2P4+3W5unDKgfb2GV0ApIjR67S42IrWjif0BVFjY/QsGj3byMh3btRhctppMGcOodp93sj5GJuLLLuT3a0dUTKqNHAMiPvTkwPFH4txummxeKlNaC/ptugLLwjbLVYWaXExPPro8Nmuus23cWOgk5he3pcO2tqELRW8v3POAZcr9ms0DfbtS8/7G0EfO3UHayIkWeXiX9ax+ubIuViSxPFffHGSHSANEMtON6oTppNMxot+nyajnzStv5L1P6qgrqmO9oF2SnJLWFS6KG0BkqjrIl0rLqsXBorpacyizzHEHsc2trhXwquPIOWqaLYh35eH79bWAs5lxQlG5n8J+NILSE2HGxY8lyR4993Yzs/iYoPrEE1m99OrmfqDlTT2NlKUU0S2PRuX10XnYKehYJTNJioATj899tsko5dqEcBySo1TEumVSJIoWVm+fPw4VIIxWs8fi3jGndGJeSxiZJCfOlUYxh99lNx7dHSItPe46FpB07eRn19GcAhGj2osnL5w1JbYTFRuvdWco/Lpp+HOO42NQYoiIquZYridP8l0ZhpOZswwtl1nZ+SiKhkqyytZOruCx/9Sx5/fbueVZ6M4FpsXQcshUPqBWOTaXaIjkCaJBa9qF883B8aFWIv1yvJKKuZmbgGQKYxep5deOj7n9omKXnpz6qnRn9e09EsIVFf79Hck33w8bZvIeApJidCQ8ztZOHMhSktxaEaVs0d0bbO7fOU+PqGZeRv8TilFEXPAEUeIhWewQ6GxEVpaxJwiywFn0HBf1+vWhTrKbrlFjCn33RfbOWYmGy3Y0ex2m3eeZAozjk6dmvoarqxew4fN2+Fkt3BYdCzwBxd0gfZgnddE5zIZbDZx3LpjqrbWvA5XMhkvie7TeEydKjJ5F89cbP7FBohYF4VrxSGhAqqSA64ykal81G0iQUrJFpnIkgKKLIYADREcMlGS96Vv/oOej42vzzQN7rhD/Pv220OfW7fOnL2571+V/Gz2I6zvSy4YVV0tGuXEQ9dLHa8JH5nGckqNU8zolYxHB0uqWQ/DkRo+GjEyyLe1ie5lqWKzxSnx8mkFTT4v+aiGxfCiKOY7lESLEseithbaY1VrltcI46p4u29RFGoIGyGZrjnJkmxnptFKOrLMqqvhsstkGhriGOS6hthJK8WCVy/nkxSRjeGeFKEhFm+xnskFQKYwEokvLobrrhu+Y7IYWxh1mKgqYsE5ow4+O0ZkORU0wmCRryumC3I6mT65kGuXrmZzzSTY68uokj0w+XOfBpwdVEn82+aFw34New8LGZuDg6QjEfhTlOgZ8MlWHJgJcgRv+9BD8fWkUiEvD/r7jW1rRDcr/Jx5ZtXwvedX0twpsm5QssS1oOuJvfoIHVHmY71LajqrN8R8EjpOzpwpnJuqAR/KNdckn/FSVSUci9/9rrnXGQ0EJUvEPJ1AK47BIpj2ofizt1Tc08FOZnzBIDTAa+gY2qWPaahX+fnNMrfcYvzY775bOIOdTvF3stUwpa5K1p9rPhgVaxyIhpGEj1jjzUTHWtGNU0a7XkmmSTbrobgYXnxxYnq501HyaPb94lJfSffvH2GGNAI19hamqa0VWTNmMToGxRTUjtKqPJGwbjTWrDF2HOkg2c5Mw8mrrxrfNtUsM93gMxQ99WuIHSIit85+8bv1kKgaYosXj6/x3GYT+kTxOP98y8AdbySan/XsdyMamobv1+AuekfcC/YhkRmR2wH5Tdhy+zmkdCFrzxTz8ZJ5ejfUdrF4lRRQHIEumbIK7lwROAjSlgrX9ct0c57w/b/wQnTt1eefF+XoyXRIXbrUmKZbeCbSzp2mP05CbDbxWVatMv6asrL4TqIIvdpKlW//ag0tXb0wOEVcJ3YXeLPBNUVcE5X/K7q0RSGZ5iexqK4WmUrh88nevXEcUj6hb+a/zrHnbWHNr1Lr7FxVJRp2jCYi7nsDWnHYhsSPkgXuQspy92dmznzK8uZi750PnQfEl0kI83W19bfxWN2jHHOMuWNXFOGw1Um2GmbHjkAwatl+y1g8c3FCh1S8yqNwjGiUTmSt50RYmVLjlNGuV5JpkqnrvvFGuOGGiWPMh3vqFSW1ksdkuPRS+PWvYxsi0q5KOu6r4MXNdXS5xk6JzUQkqnNJj7LH0XkyOgZFLXeLkn4OBIR1CxrF87sqEupL3XgjHHTQ8DgwRnvQoLraQImtj1Q7zZgx+PyY0BDbskUsrsaCzoOqqQkjuIoiFtPx+OMf4bbbJs5cNhFIZ/a7oazQMK0Zf9ZLTivIHg4oPIyzlx7FtUt/itMm0he+8XWZwitW03P09yGvXbSKBzFOy16R1dg3U3TJLN4eoi0FYryrrhZ2QXAQoqwM7r8/PWNztAyaaDQ2Js50iXfObTZxzInKuMKz8ufPj799Mlx/vRj/Eo0bwcQbj6NmjcyoY2jyVrD3wZSuoJIuXYRIg5kfwPlHQc0vo2Ywp6N6w6yuJRCRab1BcXLo3Qu4uyp5fcHa2gTNfKJgpuQzGSJ06SK04oL031S7+Op0h5VvG80+SF6+gl12kFWay2efDwQ68xlAQ+PRfz7Kez+8kFmz5JgaedH4y1+E4xKSt41++1uRRWxmbkzGARbr+Cay1rMRrJXdOGXJksQ3nc02vCUrw0nc1qcxePzxzBzLaCSapz6eeF+mKC+PHxnTNGjYIzPwqfGohsXIEOFcCo6yn7xC/D73+JDMJTMOjajC20bSz/XFjwEuuyz9UflojOaggdmMyVQ7zSSt/+drS87OZcIhNaMO5r8uot1hGhcXXTQ832sqvPlpDV994HiWPVHF2c+JDkjHrz2emvrQTD8j52skuklaRCddWT/pdGRv3pxgg3Bnv95FL2sf5HZBbhefKG/wi3dupvSuUu7afJf/pY6GSnj/YrFQlbSA5ownB7rngLvAl4HhFg7lILZvF06c8KzYxkbxeKqZBGYyMs04yWOd86oqkXlfXBz5XGGhKPEKX4CuXGn8fY2yYIH4bWY+2btXnKvwcx4ziDBvA+R0iGw6TQZVBlnx/XiFIxKg5JO4GcwxM6INsnGjyQY8MTKt/926jZWvrIwYf42SjNPErOaVWSLWRbp2a06HKIcv2gFTdsLkXeJ30WfQOxNaDxJdjYu20+rZSX13PTs7d9KqbCdvRjOSK0pbZJ98XDQ+3/c521rrTK/R3nzTp3FH8rZRQ4P5uTGZ7zLa8SXSeob0ZQuOVazV3Thl8+bEF7aiGDBOJhDhhnymU8hHiliGmdE24+li9mzjHb7Ga5npWEPVVLbs3cLrn77Olr1bULXA4n/p0qByM4MldRddZNyhEbUUwlD6eeTiJxbJGCzJkKhltiSNnMi5GSdRKrobOinf2wacn7p22Wjl5qdqOOGhlWzZs42Ovfl0fl5K06583t+9jZWvhi6MRnuWnUWAdJZppNORHbOLqU40Z39eMxQ2CieDvqjSJLoGu7j2rWu5a/NdgY68nx0LfdOhZxZ0l0OXr8zH7atnsrlEhsZAaH3y3XfHP6zvfz95O0zPoElar8lf3vUXOHgt7PcXvwM83jmvqhJi7TfeGFrO1dMjdAXDr4X33kvy+OKgO8USzTvBxFokR50fJBUO/JNwQqoOIWhv8wK6uD3COQngmiQcIEHlm8G8+aaZTxbJxo0mNo7lfPXmoHaX0dHXy5pNa0LsHKOM1iqUqiq4+mqf3aVrNKo2mPKZyJLSZPG35BM1z2+BzvmQ1QfOfmQZ7JIdJOj39NPv6UNrODTyjeLcZ6qm0j7Q7j8Wo2iaCJ5XV5u7lsMxOzea+S7j2W5msl0nKpZTapwyFgzXTDp9ktVH0qM047XmN6lSmQxx773GNBdg9E7wE4ma+hqOX3s8Vc9WsWLdCqrCMjlsNp8AfhxDj94ycPb6DVI9gmuEpUthypSwB4PTz6MRY/ETj+EYE4MjluFGlRGB2UwS8fmDtDaCs5AuvTSyG04ypHRvm9ATG61OmhdeVLlpwxoUW+j94nXl0L2njPZ9oQuj0ZxlZxEgVvBHL9Mwa0vonXHjUVyc2JFtqItphLNfFRpRELLYVLwSmicLr+rll5t+yZ5Gn15Q8yLoOFAscocKwJMbtHMNcjpFhkZQl0xIXO7U1we/+EWCY4+B2c6wIeiO73NOhLNOFs7vM0+Gc07E8YPj8cyKnk2j27hXXw033xz5+aJdCwkdhklwwglCTyokUybGuB5MtEVy1HF0Rh0U7BXZcLLX59AIckiB+FtWRUm9sw+mb42awfynPw1jADhBpnUuRWxv305dk7FM62CM3K/hNDebfhvTVFeLbpeKgvieXAXgzRPflSYJp7OkiXu2ax5IHvjy8+DOx0E+mqbh1byoqobmyoehfPhCDC9KjHWGLMmU5JYYKkWPhl7CZzbTSsfs3GjUAZbIdhsL6/KRxnJKjVNGu+GaaadPsiUhl18uJu90GpOjiaRLZdJMcbHoTjGaM0YsAkb19Y+JrjrbWraR78ynNL+UfGc+21pCMzmWL8dUSZ2Z8cdmg+98J+zB4PTzCAso9uInHsM1JlZViVT0cMfsrFnJ6wqkw9Ef8vnjZCGZNbhjkXTE04TzM+JzjRIUBX50ffz7pae1iI+DFkb6+UpEzE6VFhlnNJdpxO1iqhPu7M/pCmRIBZfl2DxgG0LzynQP7uO/9j+Kx/UMDHeBcELYB8R9aB8Qf7sLI7pkGuWee8yft2Q6w/rRHd8zP4Bsn1aSahNZJNldSGUfcN5zK7n7TzUhxxVs48bS5wu/Fsxo+ZlBVeGOO4RtW1UFNz5ZQ9YP42eXBhO8SC4tJdKhldcqroW+UqEbJnsQF4vm69KmH4hNPG93izl73oaI9+rpgQceSH4OM6VHlSDTOseZjVt10z5gfjC12eDii8295q23TL+NKULGJX1uP/s7olQPQM2C/ulBmY2FwjmVtQ8GJzO3YH/mF81n7uS5Inuqc3+REZm/N/abRhkDdb3EkPWIASepju4oDcn6Mkgy6wm9uUiiYH4i2220r8tHA5ZTapwymhf76Y4gRiNZT3N7u5i8R6MxmQ5Giwe+oyMQfbvggujne6QzRiY6fqO6UuXWv66hsa2Xjl1lDPXnIEsy2fZspmRPob2/nf9963/xql6hUZdnrKROzm83rWkXMVmnefGTqmi3WaqqYNcuePtteOYZ8bu+PjmHVLoc/X6nR4IspBufrEnLWB0vaywuJpyfo9WxvXEj7PPEv19Udzb9g4GFkc2WuMwJRGnQWJ2nxjoRwZ+wBZeGarpMw18aF4fgeTUWe/YYeLNwZ7/unIp2f0oa2BRUVSF72u6As9rfJXOh6JCZ3yR+ty6M2iXTKD095stbku0MG3B894iucZLm6yZoF/erpOH2eGjp7OWqP61hzlyV6mrz2lV79oix4JJLkjhGE9x9N7z+SQ1r961k8oJtTC8y1q02eN71zIri0PrGzeJcKU7o/oLouAeR14tqDyoP03wlf5HOhyuuSH4Oq6hInKHkL6NMkGntUV04ZSclucm1wd1/f3Pbr1uX2THbPy4Fz+2KU3wnmk2ch9x24XDV0XzflSYjSRJ5jjxk9yS8g3mA5MuAM1d6cdy845AlObAeMVCCH47eFMGf9WWQu+82v56orhbrwnjcfHNi2200r8tHC5ZTapwyWstDhiuCmClP81iv+R1NHvi77hIGx403Rn8+lYwRi9QIMaqDFv9ej8TOnbC3o4cdnTvY2bWTXncvH+z9gKMeP4pvrqyBfmMldWpfiV/Tzu0W49Ell4jfbnf0l0Y18tO4+Dn66LHpAE2no99mg3vuNZaFdNnlalqM6FhZY8XFcRYYepRbUsSi0TEQ+ryuJ5bXPmod2xs3YqgE1esOXRgZ0eIby/PUWCck+BNnwWUmSJSu0g9DmkXhzn4j9f4SvPlOb6jjrL4S1q6HZ6vhpSfF77Xrk3ZI6ZjRoYEUgnH63OfOA7vL12UsyKBW7SLrx5MLxdtpVOs49dTktKs2bhTi4plEUVUufW4NHb290FuGZyAHidjZpQD5+YFFck19DRf9ZSW2mWGBisn14rX5TeKa6VgQcEz59cfkQHBIVsCTLUr+EjQhMTuHrVsHQzGGUp0f/tD3jwSZ1t3uThaULGBRqfFM62DdzQ8a42f8hNPZmdkxu6mJyAxjT66vzFISDlfJC4V7wNGPyHRTxPOSiscnC6b/BsR2JoJJMjLfO+R7qJpKT/4W+NqvYPkKQyX4wUyblpwUSUlJfG3UcBRFSBUk4re/TbzNaF2XjyYsp9Q4JhPlIakyXEJvRksckmW0ZByZJRVxwHTz6quxr4XTToMnnvCVg1kMKxGO4/AUd2cPTQOfM+ARTgCbJGbQD5s+4a8FK0WJg8GSuqYmUVKQmyuiow8+KH7n5orHw/nCF2IcdJoWP2+9NbzZJenIbkrk6Nc0847+8iPrmDQ/KAvJMRDk+AlkITV469JmREfLGmtpET/6Y9dfH/SCyfWQ3e3rFlTv6xb0iVgcAdhc2CQnt99UMrod2wZKUIu10IWRpU0xuvEHfxJkGzZlG+/sla7SD8OLuGBnv2xsYf33prcjF+HBXTKbFsfNWjVql2zZAoODxraFFIJxvrlPkuRIjSTwL9bRZDFH5ohsxqS1qzLNjDo+6dxOV2MxLc0SnZ3B10P0brV9fULnSdVU1mxaQ+9QL+6O8EDFLOGEsrt8GcsuGJzi323A4aGK86TZRFc3mydhExIzwerqatGlsa8v9jbXXBNkVybItM53FrL6qNWGOz6H624+PpA44yecTI7ZO3YQmWHsyRXfnewWnRNlBRyDUPSp6MaX3Q1Dk8AxQFe3+DI8Puk4nD3CEWmCSdmT2De0j+PXHs8tO06Byp+JBgr2fqFHFqcEXycnR/xORopkw8742qjh1NYa6wgZq0lOuAPs5FPUUbcuH01YTqlxTjrLQ9LBcBnTeg1wphhNGUdmSLpUZph54QU49tjxIS4/1ohwHIdkcmjCgLANoWgKHtWDW3WjaioD3fk+I+J22LTKUEndunUiLTrc2FSUgAZGMHH1IkwsfmJhpPwlXcTKbmpoMBcZNqITZ9bR3z7gc0TKbuHoCXf8yB5/V8N0CvPabOI7Puss8dtmC33smGN8G5bXwJI7A4K6iq8sxDEIk3czZUYPU8o6OfrgBVx1tvEo93BTUYGhEtSLFoYujCxtitHN0qVQNit+tqGc08tfeo139ooIKEXRYDFS+jEwEP/5EHRn/zs3gDdGObaOJqEU1CfMfImHGZvkyiuNb7t0KRQVmT8efe6TZRW7XcLu1HA4g573lTX5S9dMNNTw78JXsmNKCynmzhLo8uS2izHdZLfaiy6CDxrr2N6+nWxVZEyHvTH0zRBjWPdckalsc/tK9XzlerIijseTA91zRJc+g+fMSLBaUYQURCIef1wEOvzZKDEyrbP2LeSJqoepLDcW2Kqpr2Hlq6G6m04SZ/yEk6kxW1Hg0UeJoqMlwVChcDxLalBmG0KQPqsf/nM6uAvoVhrZ+p8BGhpUyGkTHftkc1G8LlcXZ71wFttatuGw2bHZfPO3wwWTdweCSjGcpDpJicKX1/BkR2Jt1GBSyWaN1Rxo8qIadu4U+ngXXyx+f/qp5ZACyyk17lEUMZA3NYnBbunSkU0NHC5jOtmuDkaw2TCthROPTHYhjEasDLrRiNkFukXqRESFgjM5ctqCyqQkJF/etgZoua0i4la8HVxTEpbUlZWJ6zAed98dWso3HF0jhyO7JFEXTDPZTUaieGa2AyFEKsmqMBIdg2JxoThCHD9IKgyUcO+96bk/jYyDoYv9PrG40ey+9uP4yw+6tN1kSQVcu9R4lHsk8OufxClBLXznYa44OXRhlKizk6VNMbLYbHDZmviaZzOnFPFJh/HOXiGd02KUBP7g5zXU1sa+h6qr4cknTX4YTYaGI8XCNZajX7WL+1BSE2a+xEM1XunEBx8Y39ZmS64bsz73KXI/TilbZHIEZzPKXvA6xZxosqFGMPfeK8aC3NwYG4Q4m96Hme9HOp6M6PIk2a22rQ02/qMdt5rAoaXJsPFGkalc/XtoPAwGpkLnftBdHiSgnS/sid5SIZKeQNhaJ97cfOutxnTDOjrgzDPD7o3wTOvnqll7/HqO28+YQyo4i6ysoAwNjT53H7m5WtyMn3CMdM9MFn/GT8Q1oIksaNXmy/zzPSwhylaH8qHoM3j1N9CyEK/cD/mNUODzCql208fSPthOATMZ6Bd6VQ6HDVSnKBUMzryK4SQdHBTXpCkklaxj1uCVxXeU4xDaqDmOHMoKyugdCu1yq2NmLRq8bTQnpe4AO+ePKyk7qiakOmD+fGudA5ZTalxTXQ1z5oSWhsyZM7IX/nAJvWWyy5yi4NfCSZVMdyGMRXgG3U9+ktn3S4Vkyo8skidisvdncuRDoc9g0PRfGhISdnwGRU5HwIhIUFJ33HGJv1NFgYceCvw9HFlMw5Fdks7sJqPGmRkj7pAZhyDbvGLRpTujkALOKdn3XPMhSFLq92e0cXDGDHj++dDtIhb77kIhrOvJEdefzSOOU5Vorr6K7rrUtGsyjc3mi15DzPvliZ9VRgSS1q2LXyKkaZY2xUiz8PB2Jpe4sUuhi3iHQyxApk4x39lL75xmOzm0JNCu5pNXvo1bt63k6PNrotoSuiM8KZoXifbwIDKmFGcg08UjamnskkOUAgU7NEx01DLL5Mnmtr/uusQC2BH4575CJOxISKh4hO6ObUgs4lVHSt0Eb7pJfK82m7B9Iwh2Np16Fpy/FH7wdTj17IDj6ci7fGWiW4VzwZ0nfk/bGpqlY7ZbbdD3t6utDYfsMODQmubLWD4Ban4psqeyu0Q2jDdbZIBOrhdBhSmfwSnnwTknwPlLoDyyG18wsebmlLor6vgyrW27lvH8fYs57VTj32Vdky+LzJ4ttDY7d1LfXU/T0E4o3hEI1iXIIrz00syN2X6HXvg14Bjw6aU5xHGqNnFPd+4HnQtEBpweaFy7HmqvBVdRwEGrB4TMoMGnDV207LWjeMHj9SLLKhJ2UUKoBz5jOElB6CoalSKRJKC0joLy7RTnFCOFvUiSJIpyitjeHhkkWLrUWAB/1qzAujXcSRnsAMtTymju6KX9wFAn5Xjo7p4OLKfUOEWvrQ6Pjjc2isdH6sLXo33xMgTSYUxnOtshHfsfji6E8QguixnNpXxgifYOJ1FFlOsrYfPVIhUf/NE0CQm7bBfXjyqD3Sf0oRsRMUrqCguNp1/v3Bn4t5lIejIMV3ZJOrObjIhem9kOYGvzVuyyHZtsF44eSUWInqrib9UufmZsTVkHMNY42N4O3/1uZAlnxGLfXShaU3fNF6UjnfPBNRm6yrnsstHvzK6qEjonskzI/SK3LOaaq+WIlH4jzoXiYkuPb6QpyS2hMNfJAV8c4oADoLwcDjgAFi4UDhWX13xnL1VT+Zu0hpKZvew/vYzy2TkcsL/MF2bm0N9chiKHZmQE2xIpBeo0GWpuEQ4pm1s4Y/SSWZsHu00my54FHQcGHBpJdNQygxHx4WB0B7BpW8eXxXjgpK8wOXuK0JeyKUIXyTUFmr6SUjfBrq7Av0vCL4VgTTJN8pXFeUQJnrNH+JWmbYWjb4D8ZjH/FjaITNbCBpHVmtMRuCbMdKsN+/5e6Pxf+j399GhNSFn9Yc0lwhxaujNL9sDmq6D14EAGaG6HcIJockCrMKcTyt6Hs74jHGxhJApWJ91dMQqKEuV7SED7QDt97j6aepsY9A4iyzIO2YFNlpGdg1DQJErh4mQRFhYKx2kqxx0v09jv0Au5BhqEw1BSA0EdzQ49s8GT59txULbS3I2w5C5xrWmScGCZRV/7ZXdBwR6fg9eDKrvQJF/jEt3hFe4kDaKsLP5aMphZs+D6X7Zjz3KLcSoK2fboQQKbDe6/P/F73HdfYN2qOymjOcD27IleljgeurunA8spNQ5RFNH9Ix4XXji+L/xMZzuko7xwOLoQGmX+/OF5n1T41a+Gp7xxohMzKtRdLoxwTy6oNmzYkSQJr+rFow2JLkQ2BYYKEpYx9PTA+vXGjif42pwyxdhrEhIjgn/mmcOTXdLSkr7tjJbhminXbR9oR5ZlyqfMwSEFZSFJioii7psjjNsgIzsZR32iMkYQ2mLBZZ4luSXYJSeaHByxl4QRPTTJl82VBQMlNDSIso7RjN7WOtzhqqri8fDghBHnwnBqo1lEZ1HpIhaULKBjsIP8fI2iokArek3T6Bw039kreLFTWCj597lnD0RosEgq2owtaPNf56JfbGFPQ4oe/fpj4e1fgDcbyeFBdrqxORRys5wUZOcxOask1KERR+A9mmPKrCNgxw7zH0GXLjDbBGe2t5JVpeuRnn4N71MvwZ+ehD++BE+/lnI3wccfD9g0X/pS0BPBXdIGJwtHgM0tHpdVkaFS2CjKB+0u0QXNMSicZYpD/HYMCmfI9K2BBbCRbrVRvr9suQC3102XqxutaDtM/gymfArF/xWZT7pDa+7GUGfk0tvE+9ZeCy89Dl3lPkeHR2TFaDaRDaP4PsfRN4RkTBnpSpbuILTZ/RXlFDHgGUDRFJyyE1mSkSQJWZJx2HxZ5I4BcX/GYNnxKv9qMdYRLhwjFRchVSr1lfDBj8U1lNcqdKFsHkCD/qnCYaXjz1YqClyPfTMC2dNmCJ7nnb1Cryp4F5LqE1rvjXSSBlFYKD7P8uWiO2Q8CguFXtPJx5XglJ0MeaNn+sULElRVwYsvRn8vWRZBpeDgUfuAKHUNd4D19vo6F8YoSxzr3d3TgeWUGods3Ji4+0dHh68d9TBjJMqbDmfM0qXmjRyjDEd54XAPThddNDzvkwrr1w9feeNEZsmSGMbfQIlY7PdPBWQUPKiaihZeBpDdLQzTNCBJoddmcFQ5aeJE8P/wh+FxehrtzmRkuyVLfFk2cTCrg1eSKww4p81JiRyUhdQ1X2QlKZEitck46o1mb1x0UeB7qf/7Ito/XoDiNFaCcuONo3e8SEZbzOq8NzaQJZnVR62mIKuAxt5GBjwDoiGEZ4DG3kYKs8x19oLoix3/QgcCi515GwJj3PIVtFRUccuu1LOUZu6+ip8d8DJfLTuM4twiJucUUpxbzFdmfoXHTn4Y2+eVkS3nwwTece6DZZfB0lvg4LUgeZEkUaadl2f8WOrrk/sMwdIFa9cayyA94ww48wyZ1q2+srR/nwufnpB0Q41genoCtnhI17gZdcKZ5OgVndDsYU54TRIL+MK9QnBd0ny6QGGl1pIG2d04i1oDL49XWi95ofJayGsBr8OfYdXW4aFv0AOqBqpv/5ImBKrtLvhgpdh3VGfkv0WGzeTdULBXZHpJSpTScKf4nJXX+wNFRrqSpTsIncz+dDso3B5S1SDl8GjjvKTC4oepLjmMbz1zEiteStwRLhijFRcRmnRH3iMclsEdJWUF8luCxMaD5lOJQNm8v2OfEv0zGSFeR8+8dpFdFyMDsadHlLBv3Bi/06K+bW1taJBAC5twjQYJ+vsjH4sWPNLtp3AHmH+cjlOWCBN77racUuMQo86mhx/O6GFEJROdoqJhswkBuUxw6KHDV16YycEpON23tnZsZEuBVXudaTZvjuGY0bUI7IPCmAxBEj8e3wLEgKinEcIX64mcLwlJEMFvcNQMiyPY6Ocwst2aNYnLGs3q4AUbcC0tBLKQ9JT+H2olFAAAbnZJREFUMMdPsJ6CGYyOb21tYoxSFLjichMlKD5Ga0p8MvOh1Xlv7FBZXskjJz3CwukL6Xf309TXRL+7n4XTF/LwScY7e+lEW+z4FzogFjuSCof9OmKMa/CY6wIWjeZmGPzPsWz+4Wb+cs5feLrqaf50xp9Yf+56svZWinssvOV8MHktkNcB0z+Eo38GJ69AWjWdc399F1VV5krrUrFXdOmCsjJjWnu/+11mm2zoNvvgYNCD8zaI0ju7K0qHM58TCkLnWYlAtomkigdUGdmucNLpYRGO8NJ6gMUPw6XzYNY/hFNxUgOUfAzTtuJyfu5zJGWJ7KbeMhGo6DhAZEfvtx6Oui2OM7IXFj8qMoZsblH+LamixE/2BMoLNQmmfMZZV9YZ7haeMOBiQtssmaBz52AnuY5c7LIdj+oL1mkaqqYKDTLNLhw5uWE1huUb4P99Gb71E5SSOtr7RRmgJElxO8LpmK24qKqC555XcZy4SmTeSYoQGPc68d+rsgcK90TOpzmdQV37fN0WkU0nSxlC9sJHy+NmIF5+OdQYHMo2bkwtSGA2eBTuABvwDNAz1INiGyBRWSJM7LnbckpNYF54YfgX9n/6k7HtzHSKisX06anvIxqvvhraESwZRnphEZ7ue+yxodo9oxmr9jqzxHQU6FoEvjR7O06ybFlCO0HyRTl7Zsdt45sMwc5lU22zIwxRb4IIvtBjadybYeEqjH+OWNvpDuWnnxZROiOYcXDrBpxdKUDNTez4iZldlwAz41tTU5ATx0gJShCjNSU+GW2xpUshOzv+9jk5Vue90UJleSXrz11P9RnVPLn8SarPqGb9uetjOqTiacMsKl3EAcULaNrXQUeHRm+vEE4XaMKJIXtFKXXYGDfUbrwLGBB1Ia+qopx29U9lFs9czLL9lrF45mJkSQ6MLxEt533kNYtyM/29fd2+tKxOft+0mhNvuSth1oP/0KT0ZHebcYpnDEmlURNlW184wucwkVQ48E+Bf8d9fdC/bW6RaWQbEr/tLrB5sdtsnH9mcexSp/IauOCrcOJPYPKeyOdtXrE/yetzfGlCGFsPVAwWw7QPxU+MbpMMFgltJd1pZnP5jtXjK+XzZVz5zsmbf2s33C087theXgPnLoOzTxJC8WefJP4Ods4GXesVZ28RnWdNUJJbQoGzgBl5M8ix56CoCh7Vg6IqZNlyoH+6CKIEZ8YceRec9W2Y+rHve9ZQNJV+zwB7e/dik2x0DnRyW+1tMUv5kqm42Dm4Bc+U/4gMJyXL5wi0i6w4PZDjGBSOk+D5NFrnxkx2Qz7iwbjX/p498Pnn5naZbJDAbPDIbz/Jdj5s+5AdHTv4rOsz9g7uEA551R61LNHqmgvmezlajHoiogaSKhaIue1iYGle5L8ZLr9c1OUOh46KohhvR5wOI2DdutT3EQ29I9jllye/D72+u7ExuvddkpLPPkiEnu6bychfpgmebE05KiwSEtdRUF8J718MR/8MTRZGlIxMriMXaaiUHneBTwy7K6XW4MHU1sKVV4p/V1RAUVGYqGm08W3uRrH4Kv5YRGY1GfqmQ36rzzCMYTQXb6evoA5YnJZjj0VFhRCjjleeV1wc/dqurhYiv2Yd92Yd3JXllXyj9xGeaV0jnIy2LmGUti4UBlWQ4+eVV8S4aHYe0cus2w1cKqWlYYvI+krYVQEztsCs9wAVhiYLo7l0S8g8B6MzJT6ZzoluN7hc8bcfHBTb5eQkf2wW6UOWhBMnEdXVIiIfvACaNUuU3VRVwUt/kvnXg6vpOmIlXc5GGCzCLmUjZ7lQnZ1ikSkR4Riw28HrDdOcaopxPJIKhz4Ki38rSq3QxL56S2HLhfDPC7nzTplbbgGnM/Ay//gSvHj16hegKjIzCOwu0LVLAsnLG66bQbpMLJATMG9e6Hsny4hmJPjP86M86/icl15Uxfd37kHw0amiMx2ayUwULfTfvmwqz0Auzz4xLbrTr7wGTroQJn0ev6QKfN/bUKDRhY6SHXBW6M5Ix4BwkKq+LCElWxzTUD7kxKjDlzSRvaPZaN9dwgMPwCWXJJ5XYlaHlNfAyeeJkjQ9s0yTYc47UPIRvPR78dhR+hzn5hnFSdPvF3Dt0tWGMxn1zJhtLdvYb8p+DCqD7Ovx0tZiZ2AwR9xHrQuDmgBsENpZuhNOw5cmqKJp4FFU9vY1YZdt1H5ey6MfPMqPD/txxPuarbiorobVD7wHx7tDs90lRdyPwU4gbw5sWhWY5/VM+WnboHemL9MqOE0zzRTtgKOvg90VEetWnS98Iew1Mda6wXZUZXklFXMrqGuqo32gnZLcEhaVLopbRp1sYxpNL9mURFMgALsNvDG8eVbXXMspNS756KOgP8prQgZcFKcYWHyLiuFc2N96q6jvNYKROn9FEcfe1CSMi+CoiqIIvYBMkWpWkV7ffdppYi4KdxBlanCKmYYax3E5mhmNC82xztKlCRwmnx2LfMSvmT3bjkO2Y5ft5DpyaXRBDySslzeLLg4M4n747W9FB1Eg+vg2UCLSzx0Dvk4uvlKG3HZhmCr2oMVSEEo2kr2L2QvS40yLh94Jyv85onD++ZH3v95V1SzFxck5uKVdlfDM1+GgP8Kk3ULg/MMzIxaOg4NiYXDMMYHHVE1NaPjZbMLB/93vxj8OPXoYERHXnY/TtwotM9krxq2hArHo3nSt36hORhg5HcQ7D0Y7Iu7aFfj3NdcYe80112SuhN3CHEbuhVjBooYG8fjVV4usSI0KUK/yO428EHAWf3YMHHFvRJZSURG0tuJzHsQJGJTXwHGrxP0kqQEfh4QovTvxEjj0/9A23M6FF1aGBBn1QFtDY/DitUy8OKcroD+jO1mCtWwkRAbr0TdAzW0Jz2fwOJMKiYKDIEqo0971VT/PM/4FksKABgMuRFncnHdgxj8huyf0fKWApin8/vZDIp/Q9b9yunwdzwwiqaJUX8fmClxz2Z0iy8Y+FCjJ82YJh6jixFB6jbMXmg/hiivgrrsCTtlYRP1+JBVO/p7Q3Ap/XJOFo+pbPxY2QVavcOQqWSi2ITbt2MbK7pU88u1HDDmm9MyYla+uZG/fXhzeIpp2F4jzUrA3NLNYUoVmli7yLim+7zhyEaCqGgpufv7Ozzmg5ICIYzFTceHX8w1/jaT4BPQ13z3pc4TmtsIp34O//gz+eSFoMkUfraZz8kphCzj6MltrJatw1B3wlUdFGXLQulWnslJ0xuvrI+ZaN/uD1VRUBF4j1o0yTU2LKS2F/1kKcoJ7zGzwSNVU1mxag6IqfHnqlxlUBvGqXuyynaHeHOrlveJYd1WMiXXWcGKdjXGI34A12AFlOBb21dVCcNYoiTpFJeo2UVtrLPqeLOnQX6qqEoZmNB2FRB0lkiVqGmqGWzdnkolcez1iNB+C1DeTblc3NslGriMX0K/jxPXyZjnvvNC/q6pgxQqij28awrma1ybKuRwuX7TWFogMFuwV7bTDsblANdeiPRWqquCww2I/Hy6eaaSraiwuvti8g7u6Gl78Zw2ceyIccx0c/qD4fe6JUceG4Gh1TX0Ny36/jJOeOYmzXjyLk545iWW/XxZVH+P00+M7WiQp4KAP6SCkf/8zPwjoXUiq+L5zuoTD6pTv+Y/1t78d/nLfmvoajl97PFXPVrFiXaSArdGOiM88Ezj2Tz4x9hqj21lkljc/reGrDxzPsieqOPu5FZwSRcTYiGbJ3XeDNncDnL9E6DFN3gVoIoOp9lqKXlvP1L5jQ0psHA5hq0ye7NtRvICBnjEz7d9iv6okFoay6i8vQvYKR8ry7/P0rl/xj4ZAlzA90CYRRfNNz6LxO6TCP6Dv95efN1RamIptF66lec89vkMLs8P0v/0ODxO6RFHRX/+1X8Hy78P0fwmHQOjRiRK5bJ+TKF16Pc4+OPT/Ih/X9b9QAplERpBUEfQB/HN+60HQMxMKGwLZybqQuaNfBIo0NdJJFA3HoMgiw5iGaFFRlAdPO02Ui8Y6fkkRAvI5nRGlrq7WMnY29HJl9RrDXfD00rCDpy2kqSNOSfmMOpEFpxHl+w9F1RQ0NNoH2ln15qqIYzHiLAkO6DQ0AA2Hi+9F9gKqr6uuFnAS69ecwwUFzXDCZf5yR2mXr2x+3xxz10vSaEIUP8q6VQ+0ZWURd63rXhbQ5TLSpTAaRoNHbW1ifAnukirLMnmOPCZlTSLPkUdDgxxT4kKSLFkSyyk1Dpk/n0AEJIF+CpKa8YW9kY57wUydGj+qb6TbREJHm+SFg5+CEy6CY1fBzPcMGxk2W3r0DKqrhT5DtChPX5/IiEi35ldEGqp/MN8qFu7uPPF72taURVEzTabKGyc6tbVxsqTKhZNCKainx9XDJx2f8GHrh7T0t+AhttB0QuIY/Pv2RW5ecXTY+CZpIrJXsDfUWNIQf9t9aeaaJIyuCGNVGNZa2wL6dqTHmZaIq6+G99/3/RHl84eLZ27caLxrXzhm75Pqajj16hpcx5pr6w7CEXPen87jnd3v0D7YTq+7l/bBdt7Z/Q7n/em8qI6p22+H55+PNP5mzw7tvGSzwVlngYb+/feIBa8e5dekgHEte4WOzbGrQFJpaBheXama+hpWvrqSbS3byHfmU5pfSr4zP0TA1miXWF3oHYx3KDPTycwiM9z8VA0nPLSSLXu20bE3n87PS2nalc/7u0NFjI1olihfvQvO+g6UvS8W0s5e8TN5Fyy5i87Cjah6llJOB6ChacKhVVAAdkecgEFwxgy+BaotxspIVqCwEe/Sn/HttaeEONiqqsT9OssTpvnmd2Do7wf+jnFSUIlaTpchLcING5JbuEVblF5xhRiLwx3EZWVBEg2pBu78rz9FZMlMaggVLw92Pskqfi9dupxSkia634XbuLntwlGZHWWSTYSjN0xj8KdiVS1ByIFLSsC5Wbg3cYmgztI1/nkQ4i/WI7SFyt+ALyYQsNWvQa+DyBMtofUXsbVhO3c9Y1wbs7K8kp/Oeg3l9VvhvYvhrVth7avgmhSY2/NaA+fEwPcrIaFqKlubt/LoB4/6H1eUgKxBPO6+W8yb/jVR82JoO0j826YLzOtvFmQ7Sb7r0OaGuW/DKd+jo7AmoOcY0ewmA6g2oY8naRHrVo/HZ6t2xl/rqrZern1tDS+8qBrqUhgNo8GjX/5SjC8vvRnZJRX0TqmaOLfOXpj195B7cri7ro9GLKfUOOSii4DSutgdUIL0UyZ/sS7jC3ujbb91LroodlQ/UbcJTYOVKxPUAB95F/y0CKq+D1/9DXztDvjREvjJgYaMjJNOSl3PQFGELkwiLrssvV7zkMiKbojmdoiOaoUNomVvYYNP6LAjbV3UMsEFF0zs2utMEdOhGxyN8uRgw4GKypAyRENPA+3qDmEUhAtNJ4owJzD4r7gi8h7Y1uYb3zzZQntgyqfC0eTXKdHf29cVEE08pxtS9gEo2A35eyFvLxTs8TvTWpozPy263YEIfbzPH2ygxNTNMMCrrxrfVlHg0suMBzV0li4Vaeur3lxFS18LKip22Y5DdmCX7aiotPS1RI34gjAMm5pEq/ZnniFq56Xqap+w+4w6oRem2MRYBT5nlO9HC/rep/1HXHcMX7mvnr7fO9RLWUEZOY4cZEkmx5FDWUEZvUO9rNm0BklWOfdcY/vUj/3kk41tb3Q7i8zwwosqN21Yg2ILvYe8rhy695TRvk9cA6qmJtYsKX8djvlfca2rvqYSmm/B5uz3z9UdHYRkKXkZ4LN6lfqGAfJmxAkY6Bkz7vxAtmE8JA1Q0RR7RJewqiqRrf/245WsPX49D1dWc+LQ0+DOTXzSsvaJrnMJ0Nu8myEkmBk0JzWoW7jjTpWBML+ZpsGUKRiuOIhJ8Otlj7EyuUxMQZN3+cdBPwMlviYWSewvuzc0E8g1BXLbYN8sUdonKSJgYPMFhBQ7ppSxCxrgoLV+x1SsxbqiiPnCj6TCt1ca/0zB2lghO84Gm5vbH2w3bIPX1Ndw5ZagzOJlV8E1pXDOiXDy94XI+rcuFM5hg8iIOVTVVH77z9/6506j6yo96OFPPtBkePN2obGpnyTdQRfzIBSR+XXsKhHQN5g9lhb841GoJl5Pj88mCu/26RgQwSrHgP81u3q385Nf1BnuUhiOnqFthMZGuOV/S/AOBbqk6t33Olxtwl4t2ikcwV+/RWS+fu1XIbbxRJYlsZxS4xCbDWwFMTqg6PgG3IoT2zO+sI97g0VZsHZ3x97cyEDc3h6nHOTIu+C4a8RiK/w4infAaWckNDK2bIG33oreHccotbXGxPPSHd0vLg76Y0adyJBy9AljV/OVOGm+hZ6zTzyfpi5q6aatLfnzbxGbqJmTwZmXrkIo3IuHMLVl2Su67wRfL4kizAYM/mj3gJzfLq7Pgibftas7I8IPXCMQdfZFa1VfNDe/Xby+sAlyu+CzSqivHJaS0Ice8mVIGvj86TBQnn7a+H1SWwuNirGgBjPq/GP4P3teZ+3WtXzY+iGA35D2ql5UTcUhC4fgh60fsmVv2OLIh96q/ayzxO/gucnthh//2GdEztsgNEHyWwh8v0HfNYh/azYxD5a9BwxfuW9w+r4UVhckSRJFOUVsb99OXVMdJ51kbJ/Tponfc+YY297odhbpR1HgJ7+Ifw/1tRXxse8aaG6Os7Mj74BzvyWuYxDOdccgyEO+TFCPyHYp/ljcj/7OlAeLzKNJu+gc6KLIe3DUzpSAyN5w9gO+7AgjC3pJw+mwhzhZg0v5KirgnLNlVn57McfM/hb880eJ9ykrwkYzEBw0My6GBDPDu7GdJbqxdU4Kfc+9e+HGm8w750MInjcHJ4uy8mgMRyWU5PWPg36aDwmIbZvlv9+B7SfB1nNh19cDXRddRdC5P3TNE+sP1SacVKrJzBpZgxMvC7EXon3nEVIdhz4Kk3YZf59Yx+UrdW3fXWLIBtczYxs8vrncnS/KMLO7hNM4q0dkc09uMOUEVPDg1bzIksze3r3UNQn7yqz4tq4VCogx4KXfw95DxfWsGknZUoWd8sOvwdknB5yNmUT2CttOdxz61q26Jp6qErjuZDcUfQJTdsLkevG76BOQPQwMuWnti13zmyhDyV+aLEWXWwnfF02L6K1fQFNfE9vbt7Ozcyc7u3bS4f3ct/ZUwesUNmzZ+1B5nXBc+q71iSxLYjmlxiEbN4LSE6V9ZzC+Aff4r2dePyXmDRac0lx1DpxzApy/hN++tSHmAiqlBZrkFUKa8SICue1w1G1xs4MaGuDYY83VJIdj5nOk02sekimV2yrEgSUtkEGip1YrDvF4drfYLhmMaDDE28b/3J9h6S9g6S1w8FrxPSJEfJM9/xaxCdHt0fFHo4pEJp0cwyCxu0WUsHxDmMMlT6Swg+iWdtKFYhuDBn/4PeDqKgoImSvOgEMikW0le4WxCyJyqzjFb0mBQx+n8IQ7yN1PtOfesneLYT0Js+zcieES65Kp4hhSaUYRXP6ViKYmYrd119GNw3kb/E7HNR+v4LLXL2NIGULTNAa9g7gVNx7Vg1txM+gdRELCo3p4r+G96PuNQXW1SKFva0NcV4c9GDBYgwlxTIU6KaO1WlY1lS170/99tw9ET9/XybZn41bdtA8Yj8Lr2xmJ2k70ttIjTW0tYhEU5x7yDmXT7xLXQEg30WCOvAuO/d/QUi8d2Zf9KWvgHBRZRiEC5povM0f81H8Ww+4p3yAyILK7fGO7wXtAgoJce4STNRoHH+x7gRGyuxLaYGDMwazf33ete50GZYv4rKd8T4iJ57QLR0FOu/g7SH8OfIvL8CyMEKSY2jB+/IG/XijaHv179L9h4s+TEhLwhXd8eko+22rZFZHZxUb5n2fgsIdh+flwzXTYbz02yUnJjCH8Gauy1+f0kZLUIFJDAjTRvvMQ20BSYfGjxp0+muTLtNXCMmxCS10T2eDBmbElzjLwZovGALptLSvifZKsOvCqXhw2B0hibgHj4ttr1wY6437rW0FP1FfC43+DxsNiz/Ph2DxQ8l9fpqbBg0+lBFXSxPXj8WVZhmniFRcj/i2pospDD1CqNvzf6eRdDA6qhhrvxPue9dJkQ6V8mszQf5bRM9RHv6c/0IVPR1bFubQP+cT/EckB07ZhP3klnlmjVzYl01jd98YhGzcS2r7TNUUMinprVt+Aa+tYyPknZF4/ZelSIdwd0o5WX7DmdoiIn96pI7edgeUncdHvf8EjKyLTnVLyIB/8dKDUIx6l/4zfMjkMvSY5WPsk4VuY+Bzp9JqHaNLkdojFuCYFzr+OJosyAUkR20UjXse+BF0fE24D4rmZ7wtjO7id7wmXQe1q2FUJue00DJZw6mmLePEF2fD5twglvDvUPfcu4runB8UsdCeFlC1KPeMZGrYhqPxfcE8KyqxqCBh7qJDVLaLUsgZ903yR/6D20WEGf2lp4F6srob/+z/gTJ8eSTLlB5oEalANrqqBfZD+w/+X054vxaN6cMpOFpQsYPVRxltDG2XuXAwveD7tr+M4FlNRIXSC+vuTe0+jkdXSUsLaumcLoVqH7409+b4MDRUO+7VwRLpzyXXkMYTI5lCJbnx7Na+/NbJRQrqS6Y48u1s4Oh1RToZ/rPAJNSsOaDicex8Mzbyqqa9hzaY1bG/fjlt1p/X7LsktwSmL9P0cR2SnR5fXhVMWovq3PRplB1GorYVvfjMQtY3XhXGit5UeaZqaCLuHonT7tLmQYjVWkFSY8b4IohntipbVKzIEymvg5PMgrz0wpztcMKcWSs4TGRL6HHzkHVB5g5j/zaLaUIdywSmcrF2uLv+C2b+Jb155bPsb8FWDrSAlLZBxG8MGk2VYsiT+boLv7339bjjDIYJszn7f+O/wZc36nHe6/tz//SNgx8R1zuvaMD3wpWdFtln/tFA7aN4GUdI2LKLQBvjyizDjQFHGmdcqSuSSdRqoEtlOB15FRcntQjryQeYVldPe2wHMFItsvdMdmm9+lwJBISPoWkIFjWQds4avHVVBeC5FiH08o87cZ1Ic4hinfQioBAS/Zeif6i911bNUYxGcGTvYK4l5ye4SzpHgjCKz5zpoe0VTcMgO/3hhVHx7/Xphb9x3HxQWhj2p2eGj04WdbZShSb7yTAPbpkMTza9d5XMUti6E5kUUFsL06YhsP9krfhRHQLjd37pS2HY0H5LwrRKttaqqYPlyuOkmuOXWOOsfSYX9Xidbykd2eBn0DAZsIr3duqz4Olj6xiKbF1xTyJ/RxR1/X8Mx8ysiOrROBCyn1DhEVRE3x6fLYPYmkTKsC8CqMiCBksVUz6FIskqmE+YUJWwhJakiEpbXIhaq4dEj+xCP1v+UwYfhqR+HOqaWLBHGtqIQ3ykSjf0NCqs4BmK3TI6CpuHvmrB8ubHFwNKlomNIzAipDyOt3I20m9aRgx8e9C2Go0XKJBVsqnASDBZHPh/VoXQAfHSqqJX2L1ZzAJswUMr+LrrOrHsCkIVTMqgVL7Yh4UQ9+TxxQrP2ifRWCMwvkipaDn9zlViUKtlCq6LjQH78q9UsX15pLcZMEmtxfvqq1bx4Z6W41/QFVnZPfEND8xn5Uz8GT57QfJq8K0qqtyoWTSBS2zXZF0mShE6Qa4p4vaOf3Gmt/nvA76CY1ymOJ5nFlO9thEPWd7HIKsig4GXf0D4KnYXYZBtbm7ey8tWVPHKSsdbQemcnXf+poiKyDA3gS1/CYDZSF7taAmOR223uYwZjNLK6dCmU2RbR2LEASj8QxrXdFers0WThPLR5RPlQThdtbhXVQO90DY2vlH3F0LH4y25QhU7irL+L7mADJWIhOXk3EOOk6HNB20GcvnRxiMNaL7XocfWQ58wjz5bnF5M1833HYlHpIhaULGBbyzbK7GUhJXyaptE52MnC6QtZOG0Rb7yR9NtYjFKmTSMsMDg5IPbtyRP3Tk4nc/MXsqh0ETWTg16sz62zNhkLoulIGnzpecjphoKWQNmLPibLXlHuetwq+O27cNyVcOQDyX9ITxb7hvYhZ9tBw+9k1dHnlY/bPqaxd2/8LKEQfFpEcWwwVYU1a+BnP4v+vH5/9w71UpxTjFPJYp/aFZBtUJwIp5Ii5gLVLsYTXX9ur68tarhj0TEgzqNtSGR0OfrF3PG1u+DI+8T33HKIcGbsqoCv/Hr0OKQAUKFkhxgbByaneGwSLpeMwyFjx4YXF829zWhDBeI8Sor4zmUF/7yuOwlMvg+DRRSUb2dbax2LZ4Y6KpcuhZwcGBxEXDPhovqJ9q07biX9b/0QjR9ncGas14Gvc6IGmpJ0dlQ4HsXDzIKZLCoViQSJHGXBNDQIuyki29rnPEFxgmywjFO1kx5vk0GyekTgMaczRBPv+ONhxgxgxlbfOCeLNQdECrc7B0T3yS0/9j0euXacNQty96vj9U/jr6NsNphyaA2cGyfo7gs4lmSVUjwpm9aBVpp6m7DLdhQFvPjsVpsnMEbLKqVlCpMLA1mn4df6RMBySo1x9PRkvRzi8FmHM6VoMZRvhK88LBY2muRry4v4AXAM0bzfryi45SFuOfZGrlpyVcaO8YEHwoTJD30Y5vw1fk2ypPH7xuso/90ibv7+sf6HN2/2OaRCnCK+G9xVIBwogyUiJbX2WtCSUCTXJEOpniEvCapJNlpmM5TkejoYs9H+igq45RbfH0Y/Y/h2epab36HkhLwmmFsj0uPxRcY0IC9sYs/qgzNOhp7ZYkLom+HLxPAZe67Jol0uWtAiGLFPPVNCnw+d/aC4wN4HWd20Tb6Q+15+lCtPSW9Wy3gm3HjPsmcx5B3i/d3b6B5YCV94REyy+gKr7O/ihbqTMJhge1NWfF19Oo1pDwR/r7ICjhbf+8g4jr2Zv36exTe+UBnQBRksEtGvpNGEQ0u1IdtkNLz+Q+8Z6qFnqAcJiRx7Dh7Vw5pNa6iYGz9yVV0NF14Ymo14yy0iOvnEE6FZlJs3YyiTAsWJt1fcf2+9BZ4UZByMRlZtNrj/PplT71wm7unwxaTkW8w5+3xOPQ1JkkxlQH3S/glHzDoi6nOKIsbRpiZoaYEGR5AB6OwVTm9HH/TNhO45gcYMwWiyOLb+qfDm7TxfL1N9hvgO9FKLjoEOvKqXTlcnmiY+Q449B8+Ase87HrIks/qo1ax8dSWNvY0U5RSRbc/G5XXROdhJYVYhq49azd82yfT2Jt4fBOaVRN1szQZILDKEHhic845P+0x/HJGh0DedM2etRpZk3n3X95w/g7xdlOSZZeYHIitKw1eWjG9RLIm/bR7hJLt0Lkw2mDoZi6x+2jy76OwU9/7B0w/2L5iD55VcRy4qJoQfZYSDKIF9cv/9cN11kdd4eJMBSZLIcYDs8AbyN+1RHNmaJMbisvcCTil93iv9QByT3S3kA8JLHBW7GCezu8S2J62EzZeJLnujCX2IllTI7UyxtEoFDTxu344lB71qPzb9ugvX95MwXhqqozpwOGDW7GwG7ZGZeDpePa46UGI8sxDf8UgatH45LFs7R3TyPWoN7KqgtTX+PBCcGVtQkIOMXVxr9iRLI6MgIXHKgaf456R//St8g/hBek0La5YieUVywMx/iOChw6BTSvIaP8fR7ESzSEEZUkGVFps3ww9/iPi8socQB6v+nho+h7MKi38L/7xQ2DSV10HxJ75spVzoLcM5T+L059virqMUBe57uYbb/7sSaUYvWn9YQP2klULPz+ZBdropmpSFJEnInnw0VWbIo/qO1bdDPcNLkwAbsmSPmXU6UZh4uWHjiJr6GhY/vJgjHzuSS9ZfwiXrL2HJY0v4Zf8X4ISfCKdBf4mIcsf4pl1qL6s2rOKuzXdl7DhDtEyOvAtOvNzYQtXm4bZ/XIfHG5jImpoI1arRJOFJz2+Bkk9h9ntwwJ/h6Jvg+hw4/dRApOKTb0V9mwi65kW2TDbIhrdUbn1iC7dXv84/GmJrlNx6q7EynI6O2FowwS3HbbKNPEceNtkW0Q0nmNCsK1UsLuMhKWI7/99hOjiyB6b+R0Rm9Ra3km+ij5WmndUvMmmy9olOFNPrhCDh5J0wZYdv0PZF2IIzpKJFnGwKOIZEJ5jJu3hwe/TOXhaRBBvvDmUyLd29NHS1o2oqvc0zQ0Vc9QWWLUGqjv6de7KF8RLN+DeDpDJUsJ2Vr67kvpdrAk0ONNWc8RkLWUHFI2r+w9DQGPAO0OvuZWvz1ph6KSAcUqee6nNIhemk9fSqnHpqFN0zfcHja98e/u66psXCqWIseuqplD6piCoa5ORTVBZWrY9tUGoEsi9kBU3y4lE9Mcv2gpGQ2NOzJ+pz4S3br7i/JlQIvn+auBYdg74sKQnavwj7ZotrTpXFnDA4BXZ/HV56ym/E6p1M65rq2Nq8ld6hXnrdvXhVL4qm4FW99Lp76R1K/H0bobK8kkdOeoSDpx9M12AXu7p30TXYxUHTDuLKI6/Eo3j4W30Mrb0obNoUcNjFa/ZhtZUeeVpbEXbK126L1PWUEPeNfYgXXxTXfHU1QXNrjwi0JIPdJeZPPWvAPhT0owule1J3SAFoEqrXhqqpKJpCc18zG3dtjHAK2eQkPKNZfTDvjdhalMS2jWI1GSiakuA9JV8grHh70Gf0zXtZfb6yPy1yTFTswsmoZAVKAZ29cNSdoyxLKoyUnQX69+IrY0TYaAqDQsQZnwSEH6/p93Q6bCxcCNn5rohMPJ3a2qBgTfMhkTqD8dAQgVFkkcE4NEn8Rg6TD4i/Gz0ztmOwA03T0Lw5pEUkLGgXBVkFHDsvNEDvp3yD6OJ2zglw6jlCpze4oYy+O31/R94ldMCOvlEEeXK7jR+TzSMkV4ye5nTcAv/6HqxdH9Kkwd8AZ3K9GDOjatYiKkE0TTgZj7sczj0BZv1DZJRm9Yq148x/sstVhyRJlOaXku/Mj1hHVVfDnLkqV/1pDS1dvWj74uigDhRRNMlJW9cQ27bB55+D6pV9meVRPp8v0NfY6KWtK/a1PhGwMqXGKDX1NXz7mW8z4A1NVfVqXrpohKmICSG3JeHgoWoqN//1Zi474jLscvovCb/zpXwDHPtTE2nc4CnYweN/qWPlt0UaY8lUNbQL2JTPYu9PVuFL1XD5bKGj8OHZcPIPE0dr1t8VvwwwFuUbuLXpOnALD7z0bi4HTT2Ye0+7NsLbfu+9xncbTXwvONrvUTz+yVCSJLJt2bgVd9Rof4gRN+u9xEaTpInt9h4u/g7WwSlsECLoyRo3esYFEJi5tMBzYG7fskL90BYefv9hLvrqRUke1MShrqmO93ZvpWdoH9h8kXwPtA1KMClHOLR1EdfsfSLzUnXgL5fyp0iH7tcm2yjP/x8+9WxKy3G66KatT+PJT9eAVCHuzVnvpSeD3MA+vKqX7qFuWvujC/4rClx6qe+P8hoRfZy2DRw9wkk3NAnqVnDad2/FM2T3d6a65RZZRP5OWilaBHudImrnyRFds3yp6l2Hivt3167UPqqZLpV1TXXsUbYEHMPhJHHuZWRkWUbTNOZMmhPx/HPPwRlnBL9HmANcT8Xz5PhEY72iTXXnATAwTUSHJ+2GfXNEtLJpccg4rhuxg2WtdLo68Wpe30eRQpySXs1Lx2BHzO/bNEHnb8g7xPuN7/PB3g+wy3ZkJRfOPTBUay8GN90kso7PO8/Y207kttIjzfQZqujymxdDjxEgu5N37bfxve9XAHJgbnXnQF6yDnffxaYH/fyyKj6HSzqrbiQVNI0sOZeySTPoGephzaY1FDgLQpxCSduUlTfCYb+Bjtj3RzSdvPAmAwOeAbyql9xcGXpIvEgu+0cgEKOXN7nzfUGWKGLVshqI26l24fwbmJp8g5ixhM0dCELqJ9bu8mlsOHyl3l6fI8P87qXs3pByZz0TL5g77wz6Y8ZWn41iMOtHVhKWz5fMaWfp0tAM3tJSEeDVs/SCM2PrOxrRsm1gIEBjCN9pdXgLafvoy5xe/Qt67DtpKpsP0k/hiAeE9pyeOa5JYO8XDhI9cyf43jnyLlHCm3RZoSr0yIaV6MFNDRUO/W3iNaWsQU5r3HJlFZW2gTZKckvIceRQZi+jsbeRNZvW0PnPCr57uoxmQAfUNn07t/4K/tCygK2tH0CBT9A8YSKGBvlN7O3Ko/LL0a/1iYCVKTUGUTWV86rPEw4pfS4I/tHRM1cM0Ovu5cl/PZnuQwXA5UIMgFVnmXJIAWAbpD5IU+XT/rpAF7DJ9cb2V7gXTj4XvhkpnB6BBpS/LQyQRJ3jgjnyLjj7WyEeeC2nlX/3buQ7T54XkrVUWwtdXYkPRSdalCY42t/v6Q+J9vd7+mNG+0PSdwuiZytEELxdbruY7KZ8KiamYSwtN8rFf7mYDZ9tGOnDGPXc+/IGejxtUSL5miinLGgS33VusxAuz22L3nUvbNxRvDKffjgpcVaVCfa597HDtTnQ5ShdZREGo3gexUPHQPQFZm2tb3FUXiM6OM19C/JbIcslsvjyW2Hp7WjX5nLyw1egamogY3FGndDWy9ontP8m74aS7TBU4G/frrdxnhPsxzHS2TLKcRqltb+VXrfBurI4OGQHWbYssu3ZOGUniqowKXsSZx58Zsh2V18d5pCCUAe4Y0As8nLbRImvrgVmHxSlfPYBIXCr2kXW1Jeeh9L3I85LYyO0DbThVQOL/mhZcoqm8Nfdf03ps+uZrP9u/TdFOUXk2HPoHuqmx93DvqF9dAx20OVuhpnv+rpRRma2htPRYTygMZHbSo80ufttEdpn8ZDFPdxf4BvTdI05MzpS4YSPA1LY73TiyYWu+eQPHUBhVqG/A997De/hVty4B7Po7ATvQJTSZCNIHiEUPW2r0KL82q8ixrpoOnl6KVXnYCefdHzCzs6d1HfXs7dnr7H3nbw7MM/oY1BvKXTuL7JqVFtAfDksY9SfNaTJyQU2xxqy1++cDEFSgkqTbCKQkIQPZEhxsXvfbn+5c3g59apV8Oc/Bz2Q22qu7FVSReDe33UvCF/5/AnfKGHdutAMXr3r8/PPC5v6D38AeXclFyz6MR7FA/l7zQm6G6DdvYcTNuXwQvvPeKP5d/y75GdwfZZwfjt8zWckxPs6XD5tuQZhu/k6VosO5D9LwSGFKNt3pEF7xAxH3QfX5sHxFwtRdt/xd+/3KJRuNbYPW5zP7LNhBz2D9HtEFoXeVfTj9u385Bd14hIP0QHVhKZc1j4kZz/TZ2jsV57N1OluDv5qJ/UbwjIsjZDVh6qqnFAQea1PFKxMqTHIew3vsbc3zgSb5Fh4wSsX8My/n+GN896IiG6ZEdMORlF8tc+nnQr5SdTI2rzMmVbk/3N3m29QyBkw18q2sAkOvz+xcSYBR/0KvvpQIDUzWue4YGJlgEkaSF76tWYueG4VO1b9A1mS2WPEFxRUH55dXoKqifOtfw9/2fEXOgY7UDTFd9hBQrpoeDWhlRIe7f/44+C/jE5MQdvtt15kcYxiNDS+/cy3+fM5f05717Txgser8vRHT0BRnMHC5hGdhb69Ujh2dV2IWPh35YED/5S+g/XhUvvhK7+BV/4Piv6bvh3HyPgK3USLWXLW1IS4X7/1YyiIUxZj8/Bq273MvOsPXFn+FBz5bzj2WrH4CtZekDQo/hS+9BzUV/o1qv7nf+CZZzDW2TIKXhPDZcdAB4pqMoAQBT17U9VU3Kobu2Tn1ANPZWvzVv8csmoV3BWtejy3XRjAua2hehca4jOrPqH7vFZxzpw9YqF/4MtiuyV3Qed8+PPD/vPS1gayq9vQsT9W9xjfnP/NpMaQ8BKmnqEemvqaIhxgXjyQ7RFCrMetgt/+I/piVlJhxhaRIQjQeHhEJlgws2cnbpBhkTk+2PueMYmCrH0w62+ilNffTCJOdlUiVHtkkCFTuPPBk0trKxQUQOEkoYXyr63Q1uKkecCnlZfTDpOT2L8ETNklnECSBpXXwxH3QOvBsOlaqK+MqpO3qHQRU/Om8q/mf6FpGnabHVmTUYMzmmKhIc7frL/BrL8jTf8vmrM/0OxF84k8a/4UNPETHIDRJLFY9WYDqTv2Rz2xdIP85fW+clI1GZFz4WR86FsPRYzDbndYlhT4AmcmswwLm3xl3zbwZkFfqbi2fTpG1X9axNrbI/0KDQ3w3e8GPVBeg+3kh5EnmShtM0O0oV6GuOfU4RIaaSsXwuv3C/vElBB8FMyUR6YThwsO/7XInuybDlvP49ldL8XO5k4CTdNo39dPXkkeILqKtvR00dnnW7sO+taiBQ2ig7TsBTQ0TabFnU1bUwlFxU52f1xEz9SgDEsz51xS2bwZrjwlPZ9prGE5pcYgFz5zQ8b2/faut8m+JZsfH/pjetw9dA12UZRXRGNPIzs6dphunV1bC30H3wFfeinJI5I5NCiLsXx6CfzHDgXN5ndldCyVECUjjgGhYaLaQkXsghd+kgrf+UH8jC1J5bPeD/lHwxaOmH0Y772X4P3DFp3L/+DkkLIFLJu/jNd3vs729u10u7pDHFLB2gmSJqGi4lW9tA0EQol6Z7DAhgY98fq+yzfA4oeNvWaEcSkufvzqj/n44o8nbMQhHo++ugWt8LPEG9oUmGRSfySTp3vhU2LR9kWDnTTNEMu49vGbD37DT4/6acT1NG0aonlD8Q5Db9PS38JPP1wGlVnCIRXrPb/yCNgGqVYkev86n6bPfwrlmwJNBvCKUgmnBjO74aQLxPjkmhIqdgowo45/D7azZa+xgMKUnClRM4jMomiK6MingV22k2PP4YX/vsArn7zCQdMP4urDr+Xuu2PMIZPrRQv3aNkfdrdYYA7lQ9NCKH8nshRZUsV3ctoZ8MKz/qwzoy71fnc///vW/7Lp/E3IkmwqKBOsawOwp2dP/PMpKzDjX3Doo4EOQTrlNcJhNfXDgKNDcQpx3g1rIr9vTeaMMyyR85FERQ34LOIhq3D0z+HAV2HTKrEozjIgNhmLZLuRJoM32//PXbvggC+78A45eezuw+EYX9fB3pkiAzQVdNtKUsV1PucdmPpf+NNTlJXFtj81TUNFxa0EO4wSvJeEcBQefyVImrhndYe3JgcyouSg7SGwUNd1qfLaYCgviQ87BpEQ52YoT2h7Rt1GDTRZMoMG8zwnIe+uRPlC6Jj24INRElCSCZj6da9U4UycXC+cCYMlsGk1/X0GDBpfqbnibEfR+kdXBYEETP8vnHccdO6Xhh2OsE6arApH4tLbaddttuT8nVFp7+8iOwfynXm+xEenmFvLa+CoX4ogWYQEjAq2AVTH57TvPpR3OglkWHqzhYOzcE/iyh7fZ3i5cw0ebwUO+8Rbu1hOqTGGx6vyYfd7EKMMOinCFmOKpvDrLb+O2CzHlkOeMw+3180Hez/gwlcu5NFvPxrXMbV7jxcqbkr+2FQ73UOd/j/PP2ER/+/1wuHJjJYVUcKk2oWIrs3t68bxdVG7ntsuSpuMlBLZhvh9zXsc8f3D4mdyRnS2y0LNH+KDvR+wcddG8p35lOaXoqgKPe4ewFd+EmOf3YPd/n/X1kJ7cLKa0e5lC16BnceLSKXdYK3+KGBH5w7eb3yfw2cdPtKHMup45Z8GI/mjgeBMJrsnBQe3yfcKY0/PnqjX05DHK0pLzGJkAbnoKWr7oHYjMOUmOLlUGDjRSnyye+Cs78BQoYj2a5LQ15BUsHl43S6z5ZksDpp2ENcuvTbuuN012BWhtZSQKE69JbOWcEDJAbz08Uv0unvpc/ehoSEh0Vbfxnuf/QflC2sjM7wkFRY/Gr/MQAay+2BegjK73Hah87Wrgo4OmaKsyYY+zqB3kPca36PkVyXYZBseVdwvuY5cDp5+MNcedS0Vcyuoa6qjtb+VjoEOinOLmZY3jdb+Vr+uTb+nnyHFwHctKSITxOYWi7zGw8UC+eTvi0YSaCJAAqKMdsY/4ZwTRRmVZgd3rl9/53e/q2TNGssxNVJMzp5sfGN3rnDgnPw9oZGWCsO5GJ78uRiHemajKBqft3XibVwoMvh0rbwpO9NsM/ias+Q1Ih1/NUcc+QEbN8p+nZ8lS+CJ1+v4qGEPKrL5bm/gK7vyLR714S/RXBnsEFcRr8/pMf/eYxWN1JuaxOAvr2n85UooKxMdF/UutlHL0eNlKsdCk8V46l9T+JqovPpQQp0/PzPqoPhjUUY+WpEQGdipYra8eLjGpHhNWczg6KOhRzSasGFjXv7/0JHdBaesgLzm+GOKDMyoo3rTBljkK/NzDIo1pCondkpJgOLAU1THhU/fyneXfIVpedMMVyaNByyn1Bjj8b/UiVrnEWBQGWRwMDAgdbm6OPuFs3nprJf4atlXo940f/78GVGakCyym0lZgfI9h12mYPIgwzrdy14RvVSB2X+Fa0pETbXiEKmZRgZdCV7atoHz9x6J5wvtUBrZsjW6sC/YtGyGVC9e1YtH8ZDjyPE7pHSiLR4lpJDvJET4VlJhvkHdpSmfwqlniSjSaIoAGeD5D5+3nFJRUJPohDPiDGeALoZz6u6/382zpz/r/3vDZxv47uZzYUoLhkmQkRXzWGQVChMY3Y7BmEajF2juh9b6Vj5s/ZCnT306pmOqOLcYGRnFTCv3KLi9bv6y4y90uUIj2BoaiqbQqzXB8nPguZeFs21gMkzdDmV/Fx330kXZezCjjqlTF1OUN9VfCm2Efe59IX/3untp+ayFms9qyHPk0e/tR9VUfwm1Q3LgsDlwKS66B7tDMzUSUfIJnHCZ+LfXLsR2HQMB55yui+G/hjxg2ycMXkefX9y27dVHqK2tpKLC+FtbpI+puVMRKxQj15gmdNKmfDLGVF41UTqb1QWefAa6S9DeWh2waTR8XbHS+JZBOj3atDpybioE1yRoORj+c5qQdSj6CL7SkZpujk4yxz6mvsM0IauiI1smyGuCw+6nsfBzTn2qhS+/n0v5XPisbAac2AKoogO0JMGkXeb3H83h6OiFok+h/tjI58BXTv0+fOkFmLxLOCWz9qVVR3PUksr9nMaMpuF4TwWFBtdH2JZfhJK/NzIbO+r7abiPvBG0LHBu93XcU4w7yH1VQL/bdRPP7LEzOWsyh8w4xFBl0njAckqNMT5rbk1PK/RwzC6UfLQMtHDkY0cyq2AWT5z8REjLUoBNu/8OM1M7tH/VwRGzxb+9qpd+R8MIZJBqwtiQ3eDwTTwmI4B7C9ax9Ik3kDQ7nJ0boo0AhAr7BmtE2QZweV04bA7cipsBzwB5jsSp4XbZ7nfIuBU3v/3kV/CdndA1H3YeI9KUjWBTIS8JPbCRIOw6fqv+rRE7lNHM9C/sgzRphY9rwpxT6z5eR019DZXlldy1+S5Wb1iNNxPjcabQQJVUmvubOeu5s2ha1RTiuNY163Z27kx6/4D/fL3f/H7i10xqhh991RexTlPHonCyemHeesrKFpOdMyUt84eKSq8nUK6iBwbcmhu3V8wRSnDLw2jvGW/OtXvB3hf9ufDX6YtC+5DIgD1qDXsaKpiYK+SRZ1reNGw4UYx0AZvUIDLg0iyMPGzYPaC50GpXClumvAa+e4rI3Mw0Wf3iZ9JeOOD1zL+fxfDzP38QPz7+A/ynCSjx/WQCGVh2qaiQaF8gghozP4CCvaJEcEo95OxLuJtxidl14kgPa8m8f9A6YtA7CJN3mNuP3QOEdUA1fQii9Lh1oJX3G99n5asreeSkR8a9Y8pySo0x5IK24bMzg2/CBDdVQ28Dx/3+OH7ylZ9w/4n3+xc6Pa4YRrXhY5DY1Roo3/vjv/+IwhgpO4rCoNeXxZDfC7kdfm0E6ivDOjsEkOxeNEXDhg2v5qWlvwWvx9hCeEgZ4jvPfIdXdrwivk9dn6viZxNivfLf9v+iauqESX01Src3CU22iYzPsBhSh7hq/TXM/uQ2Xpl0dWr7G2FaXa3k3ZLH6V8+nTxnHpOyJ/HB3g/4T+t/6HH1pJYlZdYQk0hPZkM8jrmeW3Zt5K2/jkBnzljfdyauA8cQzNrMv1rqOI/FGXgDi0QcPP1gFM1E5ojZrsSjDdsQHPwHePcyOPm84XFIWVhkEocHTvnBSB+FRSKGy5ZKNuMqDZmi3UPddA91s2bTGirmVozr9YzllBpjFM/qho8TbpYc8W44Ax2qAH79wa/543/+yHOnP0dleSU5yjRSkO0EJCFu7mP3vt2jYkGXFmSvqIE/95hAlr8NUbcM4lyr0OLzwXkRjqjOwc7wPUXFo3pY+kSMFkzjd0wLYUgdsnSloqAM5Y/0IYxNNPhX0z/516RlI30kacGluvj9tt+HPhg8xqcy1iYZIcwYEry1O40OqXhBm+D5ciTmK2c/exyvg+WUGhH++OEfGT+GigFkFaZvgesdE8a2sLCwmGAM53wexX5687M3qWuqY/HM8Tuvj9np46GHHqK8vJzs7GwWL15MbVTVu/HH3/8mj1xLTvB3wI330zHQwTFPHIN0g432vI2pvd9QAeefEGi/N7Ngdmr7G2n08xSMjHAP+7oN+3/05wycc0M/E4Wwz/r8R8+PzHGMYiYPfnmkD2Hs4dd2GtGjSJ1E40I6x4zRNialaywNP/ZYz43guFvT96Bh3SyL9LJ5z+aRPoThR2bsj40WFhYWMDpslijve+1b1w7zQQwvY3IKefbZZ7n88su57rrrqKurY+nSpZxwwgl8/vnnI31oGcfWdLhQ8h/tyAgtopn/TG0//1wRkqo4+PmCieVgsUiOoIG8rqluRA9lNDJz8nRjGrwWFhZjkg5PE1v2bhnpw5iQ7Nm3Z3RlCVpYJMK6Xi0sRi++Nc2bn71prnnKGGNMOqXuvvtufvjDH/KjH/2IL37xi9x7773Mnj2b3/zmNyN9aBnnq19YBN7skT6M4UEDdh0T0vr187ZuUMbkZTu2Cc7eGktYDsyoKL3TGJtfqIWFhVE27to40ocwIZlVMGukD8FiopGO6dwyCSwsRjca3Lzx5pE+iowx5lb3brebLVu28M1vfjPk8W9+85ts3jz+U6aPPGUreHPGRrZUqrimwMA0mpoCD5VPLwFX0cgd00RkjBsqX5y0KPFGE4yc7kXQM2OkD8PCwiKDPL3t6ZE+hAnJzMIUWw5bWCTC6wBPjujcmA4bzQrgWViMCX5Xt3akDyFjjDmnVHt7O4qiMH369JDHp0+fTnNz9I5SQ0ND9PT0hPyMVf5W1y5aZ3fPhaEC4ZxSx7jXIBZNi6F5EaWlgYfOP2ER9I1xXamxzFi71DR47a7TR/ooRh02WYaX/2+kD8PCwiKDdLu6R/oQJiRfmfmVkT4Ei/GIL2PdJtmZnjuHOxa/zN8v+Dv3LbuPcw86Nz0l+WPNxrOwmGDsbbbK90YdkhQ6cmqaFvGYzm233cakSZP8P7Nnj12nhmdfCShO8dO5P3TuB93zYV/Z+Ip0DE6GTdcytURmaVADOYdd5vhpFwpn3Hj6vBaZoXN/uj86bKSPYtRRUQHUnwh7rMWThcV4paywbKQPYUIyI38GefY8a4FvkZiBybDlh9BwGAwUwVA+uArAmyUyodx6ZYSMhIRdsvM/pYfwzFmPcHXVsRwx+zAuPeJSflf1O7L2HTrSn8bCwiLDaA1HjPQhZIwx55QqKSnBZrNFZEW1trZGZE/pXHvttezbt8//s2fPnuE41Ixw5NxF0LEAcjrEA548GJoEAzOg16ABqgHubKHNNBo7s2kSPP8c1Ffy0ENgs4U+/fLPLoSWQ0B1gjrmLuGxz2gytBVb7G6UAyXw54cpm2ldI+FUVPj+8fj70DtlZA5CH3tUxrfo+mgbXy3GP74h8VfH/Wpkj2OCsqh0EUfOPjK9Ox3IT+/+LEaevYfCCy/Cq/8Hj78La9+A51+Ap96GZ16FPUfB4FQYKGZ6/jT+Z8b/8MCJD/CPC/5BZXllyK5kSeaP598h7J5kCDajrDlrbBC8fhur39lYPe4RpGjj+C3LH3PCRE6nk8WLF/Pmm29yyimn+B9/8803Wb58edTXZGVlkZWVNVyHmFG+8XWZkp+upn3ySihohMEiULLB5gLZCz0zwdEPOfui76BnBty7B2Zshdx2EZmRgJx2yG2ChU9B+V+FuzIDzgeHzYlH9aUexmpH/uavoP44rrkGTjstyj7sMjd97XZu+mAlZHeBJ1eUNEoqZHWBs28MultHKbGuAYnYk4n+mkxPNm0L4E9PQ3YnVF4PU/8LsiI015oWwaZrob6S/9/enYdHVZ59HP+emeyQkEBYQohh3wpiZBNZREQFcWtdAEEqouIrFutbN96KqAUFhLZaRRALUYGCFZQKqJhSKIsgkQgBNCphXwKBQEJClpk57x+HDAQIZFhmMpPf57q81Fkyz8zc97mfc5/nnFlx+AqPww/Z7TBjBjz8MPDnI/C/dSDy0MX/QQee/SS4KwhOxEBOY/jx15DZG254CVosOcdjPfi7l4PTAMO89NfMqwufJkNhLbjvPojZeTlGJ1IhUSFRXJ9wva+HUSXZDBujuo9i04FNHDxx8NJrYem87Q9xUC37sowRsLatZrD176CS02q3Ac4g6za5Mrb+Gj75xJq7gvXv/e3LPmZHL6iXxj1Dshn1QCxJcUllfo36THe360XUb+eR2/lZqLvhompYiD2EGhHRHDpYBNXK2Y8Q38tJgH9+ChEHIeIwnKgF+TWteXD796xfPrcX+eYg8u72kHCeX34t3X8wDSiMgtA8sHn5yGRhFHw8H2pmQN+nwO707utfrN3XseX7CF+P4ooxTNP0uz7lvHnzePDBB5k6dSpdunThvffeY/r06WzZsoXExMQLPj83N5caNWpw7NgxoqKivDDiy2vBArjnmWXQbTzUygB7sXU63+EWsOoF2NET6q2DTn+F5l+B3QGHWsKMZWBW4P0aLqiXBr8eCLV/vmzjjsq6ncPvfMqcTXOY+t1UNuzfQJGzGEzz5MYpGlb+kdif/8CUKdZ+3Pm88uEyXl85nqLqZ34Gz0HNzXDb075rThWGQ8gJ/2+OVbCgBRNGCYVlbyyv6VgYDSv/F5p/DXEbIOiEFXOlhcplw0YoroJoKKwBsb9YDddSLhtsGAaL3zttnCdjNiLbOlJ4IAlMG3XrQjmXmhOgWjUoKDj5PwP6nbspVB4TayJdUAsWzIHtvaHL63DTS9Y2p1RhNeu+w80hr771QwUFtSG/jvt7cjMKoe/TEPML5DSB74dAeB5Eb4cub0CtzLPH4TBg+02E5HQg/oalbM9LB/vJnSmXYcVDtUPl56LTsGLPGQy7r4dVo63b77kPqh2p+OdRan8b68j3/o5nvLcCeLI11LzI5tS5mnMurBvPN6EzgRNREJbr/9sjb3MBP/WB7bda32VUJnSeAsGVeGfdgFB7KEsGLTlrNYV417Lty/j13F+TW3QJ1zHN6AtzT26XGy2DgXdAcMH5n3Mupg2+ewQ2PAIN1lm37e1sHcCpt/Hkzu0hCD9qPXZvZ0hcDje/YNXXy8FbB6wqNQNSH4PFUyv06Lvugs8+8+wVQkJdlNT6DobcCGH5F3y83QhmTM/RNIpuRK2IWtSpVodXn0jiX81rQcRRz15czu/MA7qmzVrxX9EGsIuT898LXBPUcECbuVBjG8SnQsP/WnOAK6yRox+ZYxfR5f0urN27ttzH2bBhpD2KMyoT6p7c/lxof8MESsJgT2eosfvc88ELKQmBrybCht+dmp8ZLniyCdTc4fnf86bd1xEx9xvyL5zSlU5F+y5+2ZQCmDJlChMnTmT//v20adOGv/zlL/To0aNCz/X3phRYjamRT7nY6zy1Ix5vT+Kh39r48EMo7wzFevXg8cdh4sTTdkbPp8sEuHEUBJnWBqP0VJsTtSCoCMKOV6hxEZV1O8fe/bzMbQ6Xg7npc9l+dCcnDiTSyjGAhPggunc/+5S98pQ4XMz4Io3tWdk0qhvL1n8n8dabp21o6q2E25+A2K3WDpkZClmt6ZT7F14eV8De3L2M+3QBO45vhqjdl7bT5gJ2doWUydYOKUC91XDLU5CQBhV8Txd8DU/GeK655IWev7sjwUHVKKm//LwPaxzdmBl3z6D7Vd2xGTaW/LyEB+c/yJEia0c+1B5KyLG25H1z98mdZsO6QP/mAWCeXKTpbiZZR3vq1ajFonl1SIpL4vnnbEyaBBjF0G0CxGyzGhWrngcz5IJvXQ2piomOhmOlB0SNQug7Atp+AKHOUxMoRzBkt7QmTpFZYDit610cbOtekebmngzthGOJsHkANaKCOHrU2v5kZV3kQA0X1FsPrf8J9b6Homj46Q5IH0SjhkFkZoLLdPHG7O94LXkdubmc3Omyjj7/qt9/yOnxWw4WHMaRVx2+HgvpQ6Fe+lnNzFOv983JVU77yxvVKQURMCnnwrFpFEO3sdByAcRstxp4zjDYfqO1s3LzaKizyWrEGlhN2ANXW9uVHd3OzgWCTm7n/sc6iGCYcLwe7O0IR5vC1ntPbY+GdIWG5U8Uz6vEDl+NtyZ1vV+F0HzIj4U1I6HHRIis4AqOkmBYO9Ja0dhioRVPThtQBBF51mrH4nDrlPTgE9brBBUCJYDdutZKUSRUP3Tq6KYLMAxCbdUoKi62PgPzZLEKPmOKU3rKgxNwhYKtGOynrYxzYR1FXfYKbBhZtrEIp8XhJxC9w7qeY9xGCM+Bghg40BauWgXR+6xVvJm9YPc10OUdqJ518j2d0cAv3U6X5tvF1CETwkLC6BLfhRdveFENqUrCZbq4YeYNrNq1qpwHUPb7PtnsvyqoA98/vYIN34axfLk1X/vySzhYbRnZrcdB/MpTq5tMzp6HuYCSUDhwLWTeCitHlbtt+vhjcDjggQfOcWeXydD9NWtF8qWsujjjuVHBNaj78//xs3Mp1FsLIfnW5+AIodbWV5k9/nomr/0T3+z5huOFx8tfieuwW6e55ceCIwzy61ovVmMHNF4OoYdPvb6JdfCypDo4w60/GFQEOK0DYAVRUP/7y9+8d9iwU51B7e9m+p3TwRnCX/8KM2dac3XDgOJi6x/35xMF770H/ftf3Evedht88QXQ7xFo//dzf3dOGw/H/5npw393zhVYd98NC2t1hoRvL24QZyrdFJeOxWVYB8y/+qvVGO01CoLKWbGSnQiZfa042Z9krUAuqG1974bLyofr3oJaZ+z8mOX8t3u1Dqfm5uUdSDWx6p8r1KotYMULphU/4UfLvi/3cw3ryzVc54gpgw4RdzOgyRPM/HkiW7LTrMuy2M4YhMOwrh98tJlV08+Tx3Y79OgBmzbBkSPW8f5TL3d63dpu1d+wXGi0HEJyT30eRVHWHL3mT5Cw6tQBRidYJ1fZ4FgDrqt9L3uMpRws3kGQEUGb0Nv4+n//RlREmPsly2tMVQ+uzqcDPqV3497s2++ixQ1pHK+TAi0/gdifrDN/TDscrws7e8LWe6zP+EStsgczjULo+ztoNd9qnhpYzyuKsmJk653QYP3JOt0Qvh0B+zudXdPdn9FxGHQzJK4t+32d62BgQQzsuNFq9lW/xNWrp5+G6bJZB+73toPY7da+0/728MksIsIj/LIhBVWgKXUpAqEpBeB0wsqVsH8/xMVRpplTXAyTJsFbb0FREbRqZRWoGjXO/jsnTsCIETBnjvXYUuHhJ+8vPHsn81RTwQFtpsLNz0H4GSuDXHbqHBzElonTiI0Ow1uKi2HsWPjTn8rebhgwaJBV6Evf2+nPGfe6g1fnvw89/gTRBwATXKGEhJkUFzutFSHzZgE1IHKfteMem2FNcNYPh/QhYAaRkADffAPTpp0xBneT7HGo87P1909EWcvkq2VDCNZ+VymXHbBDcSTs6gZpwyC/Phxod9rpl1HQbAm0WGR9F85gCC46a0xlPwgHtHkPbn0RqudYt5WEEvTjQJL2vcvXX4QRGeUibX8au47t4u1v3+bIiSM0iWnCh7/5kIjg8peOukzredkF2cRGWMvNiwpt/OEPsH49xMTAI4/AhAmwYYP1HJsNOnSApUvPjs/iYquBOnbsqdgMCYFhw6zv0XmO+UuzZrB2LdSsWe4w5QyHDkHbtmc0jE5bfRYbEcuIe5JIS4MsI42GrbNp2zSWiU8nkXus/Bl8fDykpUHt2qduO3IEunWDX36xtledO8OoUXDjjfDpp/DYY5CfD0FBEBEBOTnlj7t9e/j3v8+Om/NtG0vvX7QIRo6EXbus22rWhKefhoQEWLwY/vnP0z+L0kbSvyDkKIQfgtCTAXmgLcxY4V6FWq0aPPMMVK8O27dbE8OQEEhOPq35dw5BQdC4MRzIclEY8x2OeutwOTnVWDtjIlW6PRs/3pqIZlb0oGGZ1WiNYU8ruPF1qHbYmtDlNISjidYqMbsDDrbFnjaCjGWdaJhoY+FCGD4csk/Ow6KjrSPzB23rofV8a6dhb0fIbgHx30CTFAjLsxrSF5gU1q4Na9bAs89CRgYcPgxh4S5CrkrjQG42xw+e1jg0HAQlzeWGO3cy+PZEBicNwGbYSN2bxvwl2Ux8+eRjcUGbOdBgrbVd3HrPOVaxnXul5ZVgt4PTVU6j3XDR+a40/vflffx75yK2HtpKSFAo1wYN4NAhO/PXfsvxwrI7ZVfFxjJjBjiCj7i3uec7xUd8o9BRyOOf/Z5//CeN4pzasOIFIBTCj0BBNPa4DNr12M0TgxL57bUDCLKVf3UNl+lidWYav/+/g2z44fRTdzKsg2tnzNNCQ6FrV6suFhRYNTcmBt5/H+6449S2sXS7+Ic/WAd0IiPhySfh2g4OPt8xl8LQ7dSs5WLyxBBo9YH1eqU74sXhVqPHVmztqBsGlIRROzYCm2FiGiZNajahSc0mjOg4gk7xnbAZtrMOLD7cN4ngoLPj99gx6NvPwZagWRQ2WExxEfDT7ZA+iKjIILZuteoNWPOGKVPgl20uQhum0alnNmP/L5Ztq6zc6NQJnn3ORa021lxld0Ys1fOSCLLbePgRBwWNZkHzRRCeBbU3Q8Rxa0OefxVNG4VS7DpBQlASPYJHst41gzz7L+zOyaakIBKXeYL6NepTktWM6tuGEJeYx/MjY+nS8Px5eaGadTFOnIBHH4XZc4qh26uQ9CGEFMDh5rzU9Q1e/G2Xc37WZ/6NJ54qYFbBYByx34Fpp8aBu/jg/+7k/U1/ZmnmcoqLT1gHVgpi4ehV1rYz4jAEnyC2ZigdmiUyuueLXNfgOoqL4Y9vp/Hz3myaxccy7klrjnjjjZD2vQPafAhXfwD1t1C7VhBdG3Zh9m9mE2qL4IsvrNrw449lxxgVhfv7d7gczNk0h2/2fEN+cT5Jce1h93X8fQZsObLeesLejtSsaeN3zx/htp6xXBPXlo83f8y2nG3sOrKfr/8N+w8VYOxvT33n9bSp1Z6rEmw0bw5PPGHV89OdPu+NCYvl+M9J7N8PxyPTSGiRTe1qNSl2FjMtdRo5J3Lo0KADo7qNIsQe4n5+6t40Pv3yIBPfzcJVc4u1GnJvZ0h/oMwcvnROVbMmLF9u/QPWdUJ79iyby8uXw5IlMGsWHDx49nfbuzfM/djB5KVz+eXgToIKEknMtbY9LVu5eOylNAo4VRPr1bUxbRr061fx2CwoKeDB+Q+y5dAWYiNimXDzBLokdDkrF5xOWLzExfN/SSOnOJvmDWJZ8E4Ssz6y8fPPVvpVrw7r1lnbsdMbuIBVw+PSuOn2bF55IZam1ZK4pp3trAPThmHNKyMjoWNH+OgjSE2FlBTr81p7rmN2ZxxoDcoYwKwPg7j3XmthxBN/+o6ZS7+BqD2QVxNafGGtuiqKsFbfm0EQtROqHYTq2dhKatKSuxjc5VYWrN1Aaiqw+9zzPIDYWEhPtw7q+is1pc4jUJpSIiIiIiIiIiKVTUX7LjqcJiIiIiIiIiIiXqemlIiIiIiIiIiIeJ2aUiIiIiIiIiIi4nVqSomIiIiIiIiIiNepKSUiIiIiIiIiIl6nppSIiIiIiIiIiHidmlIiIiIiIiIiIuJ1akqJiIiIiIiIiIjXqSklIiIiIiIiIiJep6aUiIiIiIiIiIh4nZpSIiIiIiIiIiLidWpKiYiIiIiIiIiI1wX5egC+YJomALm5uT4eiYiIiIiIiIhIYCntt5T2X8pTJZtSeXl5ACQkJPh4JCIiIiIiIiIigSkvL48aNWqUe79hXqhtFYBcLhf79u0jMjISwzB8PRyvy83NJSEhgd27dxMVFeXr4YgELOWaBBLFs4jnlDcSSBTPIt4RKLlmmiZ5eXnUr18fm638K0dVyZVSNpuNBg0a+HoYPhcVFeXXQS7iL5RrEkgUzyKeU95IIFE8i3hHIOTa+VZIldKFzkVERERERERExOvUlBIREREREREREa9TU6oKCg0NZcyYMYSGhvp6KCIBTbkmgUTxLOI55Y0EEsWziHdUtVyrkhc6FxERERERERER39JKKRERERERERER8To1pURERERERERExOvUlBIREREREREREa9TU0pERERERERERLxOTSm5InT9fBER8ZRqh4hI1aY6IFL1qCkll016ejrPPfccAIZh+Hg0IiLiD1Q7RESqNtUBkapNTSm5LDZu3EinTp2IiIgoc7uOdohcXpmZmfznP//x9TBELgvVDhHPqQ5IIFEdEPGOylw71JSSS7Zx40a6du3Kk08+ycsvv1zmPh3tELl8fvrpJ1q1asVNN93EF1984evhiFwS1Q4Rz6kOSCBRHRDxjspeOwxTbWi5BDt37qRdu3bcfffdJCcn43A4mDhxItu2bePw4cM88cQTdOjQgZo1a/p6qCJ+7ejRowwdOpSIiAiCgoKYP38+8+bNo1+/fr4emojHVDtEPKc6IIFEdUDEO/yhdmillFySb7/9lri4OEJCQsjIyOC2227jq6++Ijc3l2PHjvHwww/z3nvvcfz4cV8PVcSvHTx4kGbNmjFgwAA++OADBg8eTP/+/Vm8eLGvhybiMdUOEc+pDkggUR0Q8Q5/qB1aKSWX7IMPPmDGjBmkp6dz3XXXkZycTO3atTEMg1GjRjF9+nTWrl1L06ZNfT1UEb/2ww8/0KpVK/f/P/7448yaNYu5c+dy++23A+ByuTh+/DhRUVG+GqZIhah2iHhOdUACieqAiHdU9tqhppRcNIfDQVBQEAAzZ84kJSWFp59+mg4dOuByubDZrIV4kZGRjB8/nhEjRvhyuCIB4/T8Gj58OLNnz2bevHn06dOHl156ifDwcF544QV3fopUJqodIpdOdUD8meqAiG9U1tqhSiUeyc7OprCwkAYNGhAUFITT6cRutzN06FCuvfZaWrZsCYDNZsM0TbZt20ajRo1o3bq1j0cu4l8yMjJITk5mx44d9OrVi3bt2tGpUyeg7C/STJs2DcMwGDx4MJ06deLrr79m48aN2hGRSkW1Q8RzqgMSSFQHRLzDH2uHriklFbZ161ZatGjBmDFj2L9/PwB2ux2n0wlAu3btCA0NdT/eMAw++OADbDYbLVq08MmYRfzR1q1bue6669iyZQv5+flMmDCBkSNH8u677wJl8w7grbfeIiYmhu+++460tDTatm3rq6GLnEW1Q8RzqgMSSFQHRLzDX2uHDqFIhRw4cIBhw4bRqlUr5syZg81m49VXXyUuLg673X7W4xctWsSyZcv4+9//zooVK6hfv74PRi3if0pKShg/fjz33HMP77//PmD9ZHJycjITJkygqKiI3//+99jtdkzTxOl08vTTT7Nz5042btxImzZtfPwORE5R7RDxnOqABBLVARHv8OfaoaaUXJBpmqSnp9OgQQMmTJjAjh07uPXWWwHcReV0LpeLdevW8d///pdVq1bpaJ2IB+x2O5mZmVxzzTXu29q1a8dTTz1FSEgI06ZNIy4ujv79+2MYBgcPHgRg/fr12hGRSkW1Q+TiqA5IoFAdEPEef64dutC5VMiBAwf4+eef6datG4ZhkJKSQt++fXnooYd45ZVX3EcxSs8PBzh8+DC1atXy5bBF/Erp5njEiBFkZ2czbdo0YmJi3PdnZGTw4osvYrPZ+OijjwgJCQGgsLCQsLAwn4xZ5HxUO0Q8ozoggUZ1QOTK8/faoWtKSYXUq1eP7t27YxgGJSUl9O7dmy+//JLk5GT3+eFOp5N3332XlJQUABUTEQ8ZhoFhGNxwww0sWrSIBQsWlLkgYYsWLXjwwQdZsGABO3fudN9eGYqJyLmodoh4RnVAAo3qgMiV5++1Q6fviceCg4NxOp3cdNNNfPXVV+5luCdOnGDhwoVs2LDBxyMU8W/9+/dn48aNjBgxgoiICH7zm9+4LwDarFkzXfRT/JJqh0jFqQ5IIFIdELmy/LV2qCklFXL6klqwfq7V5XLRq1cvFi9eTJ8+fahRowYrVqygWbNmPhypiH8rLi4mJCSE1157DafTyYMPPsj27du55ZZbaNasGTNmzKCwsJDo6GhfD1XkglQ7RDynOiCBRHVAxDv8uXaoKSXlMk0TwzDcxWTfvn2sW7eOfv36ERISgmEYFBYW8uWXXxIVFcWaNWto1aqVr4ct4ldK8wysiVtISAh79+5l/fr1TJgwgdjYWGbOnMkbb7xBYmIiWVlZLFmyhNq1a/t45CJnOzOeVTtEPKM6IIFEdUDk8isqKnKvfirl77VD15QSt+PHj3PkyBFycnIA69xUh8OB3W5n586dtGnThk2bNrkvjAawefNmPvnkE5YuXapiIlJB27dvZ/369QDuHXiXy1Um10qXsD/77LN8+umnzJ8/nwkTJpCamkpSUpLPxi5yporEs2qHSFlpaWm88847ZW5THRB/VZF4Vh0QuXQ//vgjY8aMKXOqq2mafl879Ot7AsCWLVt45pln2LFjB/Xr12fAgAE8+uijgPULGE2aNGHAgAG8++677p0OsK7YX1mXAYpURgcPHqR+/frUrl2bjz76iN69e7vvOz3XpkyZ4r5ooUhlVdF4Vu0QOWXTpk1cc801PPPMM0ycOLHMfYcOHaJZs2aqA+I3KhrPqgMilyY9PZ3u3bszdOhQRo4cSaNGjdz3ZWVl0aJFC7+tHWpKCZs3b6ZHjx4MGTKE9u3b88UXX3Do0CEWLFhAZGQke/bs4auvvuLhhx/2q+AWqYwOHjxI165d6dixI5s3b2by5MncfPPNAOzcuZMVK1YwePBgbDYtZJXKT/Es4pmNGzdy/fXX8+STTzJhwoSz7j948CD/+te/GDZsmOZcUukpnkW84/Dhw/Tt25cePXowadIkAI4dO8bx48eJj4/nyJEjLFy4kN/+9rd+OedSU6qK27dvHzfffDN33HEH48ePB2DlypWMGzeOqVOnEhERQZ06dYCzL1QoIp4rKiqiW7duDB06lDVr1vD9998zZcoUevTowbZt22jUqJFfFhOpmhTPIhW3a9cuGjZsyPPPP8/rr79OSUkJf/nLX9i8eTPVqlWjU6dODB06FLBOfVLuSGWmeBbxnl9++YX77ruPRYsWUadOHYYNG8aWLVvIy8vjV7/6FcnJydSoUcNvc00XOq/i9uzZw5133uk+VQ9g6dKlpKWl0a1bN+Li4mjZsiUfffSRGlIil8jhcBAcHEx8fDydOnWiZ8+evP766zz11FOEhYURFxfHrFmziIiI8PVQRS5I8SzimT179hAdHc3evXsB6NOnD/n5+SQkJLBnzx6WLVvGd999x9tvv+2XOxVStSieRbxn79697lVRAwYMIC8vj2eeeYaSkhLGjRvHTTfdRGpqKjabrcyPzvgLbSGquDZt2vD444/TuHFjACZMmMDkyZN54403mDNnDk899RQrV65k2rRpPh6piP8qXZAaFBSEzWYjMTGRlJQUWrduzahRo8jNzWXDhg3ceOON2oGXSk/xLHJxOnfuzMKFC/n666+x2WzExMSwYMEC/vnPf/L5558zfPhwUlJSWLVqla+HKnJBimeRK690zpWUlITL5eJ3v/sdubm5vPbaawwcOJAhQ4aQkpJCVlYWL7/8MoDfNaRATakqyeVyAVaQR0RE0KBBA/d9jRo1YuHChQwZMoQePXpwxx13EBERwf79+301XBG/VZprpUpKSgCIjIzkp59+AmDSpEnk5ubSq1cvZs6cyZIlS7w+TpGKUDyLeO70OZfdbue6667jH//4B/379+fJJ5+kfv36mKZJtWrVuP/++9mxYwe//PKLj0ctcm6KZxHvOHPOFRwczAMPPMB///tf0tLSSEhIAKxV6/Hx8Vx77bXk5OT4YqiXhU7fq2IyMjJ4//33ycnJ4aqrrmL48OHUrVvXff/999/v/m/TNAkKCqJRo0buq/v743JAEV84X67dddddzJgxg4EDB7J8+XJWrFhBYWEhY8aMYdy4cdxwww1EREQo16TSUDyLeO7MvHnssceoV68e3bp1o2HDhsTFxbkfW3o0vF27djRs2NBHIxYpn+JZxDvKy7VBgwaxfv160tPTmTx5MuPGjSMoyGrnREREEBkZCfjn/roudF6FbN26leuvv54+ffqQnZ1NXl4emZmZfPTRR9x6660YhnFWEI8ePZo5c+awbNkyEhMTfTh6Ef9xvlzr06cPGzduJCkpibp167J48WKuvfZaAFJTU4mLiyM+Pt7H70DkFMWziOfOlTfbtm1j1qxZ9OnT55zPGT16NPPnzyclJYX69et7ecQi5VM8i3hHebn24Ycfctttt5GRkcGoUaNYuXIlffr0oVevXqSmpjJ37ly++eYbmjdv7uu3cHFMqRIcDoc5YMAAc+DAgaZpmqbL5TIPHDhgPvzww2ZERIT5ySeflHn8+vXrzaeeesqMiYkx09LSfDBiEf90vlwLDw83P/74Y9M0TTMlJcWdWy6Xy1fDFTkvxbOI5y6UN2fOudatW2eOGDHCjI6ONr///ntfDFmkXIpnEe84X66FhYW551yZmZnm1KlTzauvvtrs1KmT2bt3b7/PNZ2+V0UYhsGhQ4fo1q2b+7a6devy97//nbCwMB566CEaN25MUlISWVlZLFmyhMzMTFasWEHbtm19OHIR/3KhXBs6dChNmjThpptuci9v97cltlJ1KJ5FPOfJnOvAgQN89tlnZGRksGLFCq6++mofjlzkbIpnEe+oyJyrcePGtG/fnuHDhzN8+HCKi4txuVyEhYX5cOSXTqfvVSGDBg0iIyOD9evXYxgGTqcTu92Oy+XinnvuYdeuXaxcuZKIiAgOHz6M3W4nOjra18MW8TsXyrWdO3eyevVqwsPDfT1UkQtSPIt4zpM516FDh7Db7dSsWdPXwxY5J8WziHdUZM61atWqgPt1Y/36XhVQ2nccNGgQLpeLsWPHUlJSgt1ux+FwYLPZePTRRzly5Ai7du0CoFatWmpIiXioormWk5PjzjWRykrxLOK5i5lz1a5dWzvwUikpnkW8w5M51+7du3082stPTakqoPRUil69etGtWzc+//xz3nrrLQoLC91X7C+9iHlxcbHPxini7zzJtaKiIp+NU6QiFM8intOcSwKJ4lnEO6r6nEtNqSqiuLiYsLAwXn/9ddq3b8/HH3/MyJEjOXbsGPv27WPOnDmEhISU+TlXEfGcck0CieJZxHPKGwkkimcR76jKuaYLnVcBTqeTkJAQdu7cyfr163nzzTf585//zLx586hVqxatW7cmOzubRYsWUbt2bV8PV8RvKdckkCieRTynvJFAongW8Y6qnmu60HkA2b17NydOnKB58+bu21wuFzabjZ07d9K1a1cGDhzIG2+8gdPp5MSJE6SkpBAbG0tiYiIJCQk+HL2I/1CuSSBRPIt4TnkjgUTxLOIdyrVzU1MqQOzZs4fExERatGjBggULaNmypfu+AwcOcM011/DrX/+aKVOm6Oe6RS6Bck0CieJZxHPKGwkkimcR71CulU/XlAoQhmHwq1/9iuLiYvr168cPP/xQ5r7nn3+ev/3tb1UuwEUuN+WaBBLFs4jnlDcSSBTPIt6hXCufmlIBwOl0YrfbqVu3LosWLaJx48bceeedZGZmAnD06FGefvpp95X7ReTiKNckkCieRTynvJFAongW8Q7l2vlVzXcdYOx2O/Xq1aNGjRocOnSIuXPnctddd9GvXz9atGiB0+lk9uzZREVF+XqoIn5NuSaBRPEs4jnljQQSxbOIdyjXzk8rpQJA6WXBXC4Xy5Yto1atWqxatYqjR4/yr3/9i6FDh1bZABe5nJRrEkgUzyKeU95IIFE8i3iHcu381JQKAC6XC4DevXu7bxsyZAgA7dq1Y/To0WzevNknYxMJJMo1CSSKZxHPKW8kkCieRbxDuXZ++vU9P7Njxw4WLlxITk4OTZs2ZfDgwe77PvvsM6ZOnUpkZCQrV64kJSWFRo0a0blzZ8LCwlizZg0hISE+HL2I/1CuSSBRPIt4TnkjgUTxLOIdyjXP6ZpSfiQ9PZ2+ffvSqlUrjh07xqZNm9i+fTujR48GoHHjxmRkZBAeHs6SJUto06YNAKtXryYnJ6dKBrjIxVCuSSBRPIt4TnkjgUTxLOIdyrWLZIpf2LFjh9mkSRPzueeeM10ul5mbm2tOmzbNbN26tZmZmel+3MyZM82tW7f6cKQi/k25JoFE8SziOeWNBBLFs4h3KNcunlZK+QGXy8W8efNo1qwZf/zjHzEMg8jISNq3b8+hQ4coLCx0P/ahhx7y3UBF/JxyTQKJ4lnEc8obCSSKZxHvUK5dGjWl/IDNZqNDhw64XC73VflN0+Tqq68mMjKSnJwcH49QJDAo1ySQKJ5FPKe8kUCieBbxDuXapdGv7/mJ7t2788ILLwBWgBuGQXBwMIZhcOLECffjUlJS3Ff3FxHPKdckkCieRTynvJFAongW8Q7l2sVTU6qS2rVrF4sXL2b69Ons37+f4uJiAJxOJ4Zh4HA4yM/Px+FwEB4eDsCLL77ILbfcwoEDB3w5dBG/olyTQKJ4FvGc8kYCieJZxDuUa5eRby5lJeezceNGs27dumZSUpIZHR1tJiQkmM8884z7Amkul8ssKSkx8/PzzcTERDMtLc187bXXzOrVq5vr16/38ehF/IdyTQKJ4lnEc8obCSSKZxHvUK5dXoZpmqavG2NyytGjR+nduze9evVi1KhRxMTE8Oqrr5KSkkJMTAyTJ0+madOm7se3b98eu93Oxo0bWb16NR06dPDh6EX8h3JNAoniWcRzyhsJJIpnEe9Qrl1+On2vksnNzSU7O5vevXsTExMDwEsvvcQjjzzC0aNHGTNmjHu5X05ODtu2bSMtLY3U1FQFuIgHlGsSSBTPIp5T3kggUTyLeIdy7fJTU6qSsdvthIeHs2/fPgAcDgcAQ4YMYdCgQWzevJmlS5cCEBMTwzvvvEN6ejpt27b12ZhF/JFyTQKJ4lnEc8obCSSKZxHvUK5dfjp9rxK688472b17N//5z3+Ijo7G4XAQFBQEwH333cfevXtZs2YNAC6XC5tNvUWRi6Fck0CieBbxnPJGAoniWcQ7lGuXlz4dH8vPzycvL4/c3Fz3bTNmzODYsWPcf//9FBcXuwMc4NZbb8U0TYqKigAU4CIVpFyTQKJ4FvGc8kYCieJZxDuUa1eePiEf2rp1K7/5zW+44YYbaNWqFbNnz8blchEbG8ucOXP48ccfueWWW8jIyKCwsBCAb7/9lsjISB+PXMS/KNckkCieRTynvJFAongW8Q7lmnfo9D0f2bp1Kz169GDIkCF07NiR1NRU/va3v7Fu3TqSkpIA2Lx5Mw888AAFBQXExMQQFxfH8uXLWblyJe3atfPxOxDxD8o1CSSKZxHPKW8kkCieRbxDueY9akr5wJEjRxg4cCAtW7bkzTffdN/eq1cv2rZty5tvvolpmhiGAcA777zDnj17CA8Pp3///rRo0cJXQxfxK8o1CSSKZxHPKW8kkCieRbxDueZdQRd+iFxuJSUlHD16lHvvvRc4dfGzxo0bc/jwYQAMw8DpdGK32xkxYoQvhyvit5RrEkgUzyKeU95IIFE8i3iHcs27dE0pH6hbty6zZs2ie/fuADidTgDi4+PLXAjNbreTl5fn/n8tahPxjHJNAoniWcRzyhsJJIpnEe9QrnmXmlI+0qxZM8DqugYHBwNWsGdlZbkf8/rrrzN9+nQcDgeAe3mgiFScck0CieJZxHPKGwkkimcR71CueY9O3/Mxm83mPh/VMAzsdjsAL730EmPHjiUtLa3MT0yKyMVRrkkgUTyLeE55I4FE8SziHcq1K08rpSqB0mV+drudhIQEJk2axMSJE0lNTdVV+0UuI+WaBBLFs4jnlDcSSBTPIt6hXLuy1NKrBErPSw0ODmb69OlERUWxatUqrr32Wh+PTCSwKNckkCieRTynvJFAongW8Q7l2pWllVKVyK233grAmjVr6NChg49HIxK4lGsSSBTPIp5T3kggUTyLeIdy7cowTF0ivlLJz8+nWrVqvh6GSMBTrkkgUTyLeE55I4FE8SziHcq1y09NKRERERERERER8TqdviciIiIiIiIiIl6nppSIiIiIiIiIiHidmlIiIiIiIiIiIuJ1akqJiIiIiIiIiIjXqSklIiIiIiIiIiJep6aUiIiIiIiIiIh4nZpSIiIiIj7Ss2dPDMPw9TBEREREfCLI1wMQERERCQSeNpdM07xCIxERERHxD2pKiYiIiFwGY8aMOeu2V155hRo1avD73//+nM/58MMPKSgouMIjExEREamcDFOH6URERESuCMMwSExMZMeOHb4eioiIiEilo2tKiYiIiPjIua4plZycjGEYJCcn8/nnn9O5c2ciIiKIj49n9OjRuFwuAGbPnk1SUhLh4eFcddVVTJo06ZyvYZomM2bMoGvXrkRFRREREUGHDh2YMWPGFX9/IiIiIuej0/dEREREKqFPP/2UpUuXcvfdd9O1a1cWL17M2LFjMU2TmJgYXn31Ve666y569OjB/PnzefbZZ4mLi2PQoEHuv2GaJoMHD2bOnDk0b96cBx54gJCQEL7++muGDRvG1q1by21miYiIiFxpOn1PRERE5Aq50Ol7PXv2ZMWKFWUuep6cnMzQoUMJDg5m9erVdOzYEYC8vDyaNm3K8ePHiYqKYvXq1TRu3BiA3bt307RpU1q2bMnGjRvdf2v69Ok89thjDBs2jKlTpxIUZB2PLC4u5t577+Xzzz8nNTWV9u3bX6FPQERERKR8On1PREREpBIaNGiQuyEFEBkZye23305BQQH/8z//425IASQkJNCtWze2bNmCw+Fw3/72229TrVo13n77bXdDCiAkJIRx48YB8I9//MML70ZERETkbDp9T0RERKQSSkpKOuu2uLg4AK655ppz3ud0OsnKyiI+Pp6CggLS09OpX78+48ePP+vxJSUlAPz444+Xd+AiIiIiFaSmlIiIiEglFBUVddZtpaudzndfabMpJycH0zTZu3cvr7zySrmvk5+ffzmGKyIiIuIxNaVEREREAlBp46p9+/akpqb6eDQiIiIiZ9M1pUREREQCUGRkJK1ateKHH37g6NGjvh6OiIiIyFnUlBIREREJUCNHjqSgoIBHH330nKfpbd++vdxfBhQRERG50nT6noiIiEiAGj58OGvXruWDDz5g9erV9O7dm/r165OVlcWPP/7IunXrmDNnDg0bNvT1UEVERKQKUlNKREREJEAZhkFycjK33XYb06dPZ9GiRRw/fpw6derQrFkzJk2aRO/evX09TBEREamiDNM0TV8PQkREREREREREqhZdU0pERERERERERLxOTSkREREREREREfE6NaVERERERERERMTr1JQSERERERERERGvU1NKRERERERERES8Tk0pERERERERERHxOjWlRERERERERETE69SUEhERERERERERr1NTSkREREREREREvE5NKRERERERERER8To1pURERERERERExOvUlBIREREREREREa9TU0pERERERERERLzu/wF7+f51vNanKgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot z0 vs. time\n", "plt.figure(figsize=(12, 6))\n", "plt.scatter(combined_data['TIMESTAMP'], combined_data['z0'], marker='o', color='blue',label='z0')\n", "plt.scatter(combined_data['TIMESTAMP'], combined_data['z0_corrected'], color='green', alpha=0.8, label='z0_correct')\n", "plt.xlabel('Time', fontsize=14)\n", "plt.ylabel('Roughness Length (z0) [m]', fontsize=14)\n", "plt.title('Roughness Length (z0) vs. Time', fontsize=16)\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "id": "b2552774", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "High-quality z0_corrected values: 4053\n", "Outliers with z0_corrected > 1 m: 2 (0.0%)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter for high-quality fits\n", "high_quality = combined_data[combined_data['z0_corr_r2'] > 0.9]\n", "\n", "# --- 1) Time Series Plot ---\n", "plt.figure(figsize=(12, 5))\n", "plt.plot(high_quality['TIMESTAMP'], high_quality['z0_corrected'], 'o', markersize=2)\n", "plt.xlabel('Time')\n", "plt.ylabel('Corrected Roughness Length z₀ [m]')\n", "plt.title('Time Series of Corrected Roughness Length (z₀), R² > 0.9')\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# --- 1. Filter for high-quality fits ---\n", "high_quality = combined_data[combined_data['z0_corr_r2'] > 0.9].copy()\n", "\n", "# --- 2. Identify outliers (z0 > 1 m) ---\n", "outliers = high_quality[high_quality['z0_corrected'] > 1]\n", "n_outliers = len(outliers)\n", "n_total = len(high_quality)\n", "pct_outliers = 100 * n_outliers / n_total\n", "\n", "print(f\"High-quality z0_corrected values: {n_total}\")\n", "print(f\"Outliers with z0_corrected > 1 m: {n_outliers} ({pct_outliers:.1f}%)\")\n", "\n", "# --- 3. Filter out outliers for KDE ---\n", "filtered = high_quality[high_quality['z0_corrected'] <= 1]\n", "\n", "# --- 4. KDE estimation ---\n", "z0_vals = filtered['z0_corrected'].dropna().values\n", "kde = gaussian_kde(z0_vals, bw_method='scott') # You can tweak bw_method if needed\n", "\n", "x_grid = np.linspace(0, 1, 500)\n", "pdf = kde(x_grid)\n", "\n", "# --- 5. Plot the PDF ---\n", "plt.figure(figsize=(8, 5))\n", "plt.plot(x_grid, pdf, lw=2)\n", "plt.xlabel('Roughness Length $z_0$ [m]', fontsize=13)\n", "plt.ylabel('Probability Density', fontsize=13)\n", "plt.title('PDF of $z_0$ (Corrected, $R^2 > 0.9$, $z_0 \\\\leq 1$)', fontsize=14)\n", "plt.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "e403da5f", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Define bin edges and labels\n", "# Define wind direction bins and labels\n", "bin_edges = [0, 22.5, 67.5, 112.5, 157.5, 202.5, 247.5, 292.5, 337.5]\n", "bin_labels = ['N', 'NE', 'E', 'SE', 'S', 'SW', 'W', 'NW'] # Remove the duplicate 'N'\n", "# Assign wind directions to bins\n", "combined_data['WindDir_Category'] = pd.cut(\n", " combined_data['WindDir_D15463_Avg'], \n", " bins=bin_edges, \n", " labels=bin_labels, \n", " include_lowest=True, # Include the lowest value in the first bin\n", " right=False # Use left-inclusive intervals\n", ")\n", "\n", "# Filter valid z0 values (non-NaN and <= 1)\n", "valid_data = combined_data[combined_data['z0'] <= 10].dropna(subset=['z0', 'WindDir_Category'])\n", "\n", "# Extract z0 values for plotting\n", "z0_values = valid_data['z0']\n", "\n", "# Initialize the plot\n", "plt.figure(figsize=(12, 8))\n", "\n", "# Loop through each wind direction category and plot the KDE (PDF) for z0\n", "for category in bin_labels:\n", " # Extract z0 values for the current wind direction category\n", " z0_category_values = valid_data[valid_data['WindDir_Category'] == category]['z0']\n", " \n", " if len(z0_category_values) > 0:\n", " # Calculate the PDF using Gaussian Kernel Density Estimation (KDE)\n", " kde = gaussian_kde(z0_category_values)\n", " x_vals = np.linspace(z0_category_values.min(), z0_category_values.max(), 500)\n", " y_vals = kde(x_vals)\n", "\n", " # Plot the PDF for this wind direction category\n", " plt.plot(x_vals, y_vals, label=f'{category} (n={len(z0_category_values)})')\n", "\n", "# Customize the plot\n", "plt.xlabel('Roughness Length (z0)', fontsize=14)\n", "plt.ylabel('Probability Density', fontsize=14)\n", "plt.title('PDF of Roughness Length (z0) by Wind Direction', fontsize=16)\n", "plt.legend(title=\"Wind Direction\", fontsize=10)\n", "plt.grid(True, linestyle='--', alpha=0.7)\n", "plt.tight_layout()\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "id": "2883f99e", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Define wind direction bins and labels\n", "bin_edges = [0, 22.5, 67.5, 112.5, 157.5, 202.5, 247.5, 292.5, 337.5]\n", "bin_labels = ['N', 'NE', 'E', 'SE', 'S', 'SW', 'W', 'NW'] # Remove the duplicate 'N'\n", "\n", "# Example: Assuming 'combined_data' is the DataFrame with 'WindDir_D15463_Avg' and 'z0' columns\n", "# Assign wind directions to bins\n", "combined_data['WindDir_Category'] = pd.cut(\n", " combined_data['WindDir_D15463_Avg'], \n", " bins=bin_edges, \n", " labels=bin_labels, \n", " include_lowest=True, # Include the lowest value in the first bin\n", " right=False # Use left-inclusive intervals\n", ")\n", "\n", "# Filter valid z0 values (non-NaN and <= 1)\n", "valid_data = combined_data[combined_data['z0_corrected'] <= 1].dropna(subset=['z0_corrected', 'WindDir_Category'])\n", "\n", "# Extract z0 values for plotting\n", "z0_values = valid_data['z0_corrected']\n", "\n", "# Initialize the plot\n", "plt.figure(figsize=(12, 8))\n", "\n", "# Loop through each wind direction category and plot the KDE (PDF) for z0\n", "for category in bin_labels:\n", " # Extract z0 values for the current wind direction category\n", " z0_category_values = valid_data[valid_data['WindDir_Category'] == category]['z0_corrected']\n", " \n", " if len(z0_category_values) > 0:\n", " # Calculate the PDF using Gaussian Kernel Density Estimation (KDE)\n", " kde = gaussian_kde(z0_category_values)\n", "\n", " # The KDE automatically smooths the data\n", " kde_values = kde(z0_category_values) # Evaluate the KDE at the data points\n", "\n", " # Sort the z0 values for plotting the KDE\n", " sorted_z0 = np.sort(z0_category_values)\n", "\n", " # Plot the KDE using the actual data points\n", " plt.plot(sorted_z0, kde(sorted_z0), label=f'{category} (n={len(z0_category_values)})')\n", "\n", "# Customize the plot\n", "plt.xlabel('Roughness Length (z0)', fontsize=14)\n", "plt.ylabel('Probability Density', fontsize=14)\n", "plt.title('PDF of Roughness Length (z0) by Wind Direction', fontsize=16)\n", "plt.legend(title=\"Wind Direction\", fontsize=10)\n", "plt.grid(True, linestyle='--', alpha=0.7)\n", "plt.tight_layout()\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "id": "fc1d5cbf", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of log‐law z0 > 10 m: 5\n", "Number of power‐law z0 > 10 m: 3\n" ] } ], "source": [ "\n", "\n", "# --- 1) Define the two roughness‐estimation routines ----\n", "\n", "def estimate_z0_loglaw(heights, speeds, kappa=0.4):\n", " \"\"\"Monin–Obukhov log‐law fit: returns (u_star, z0).\"\"\"\n", " x = np.log(heights)\n", " y = speeds\n", " A, B = np.polyfit(x, y, 1)\n", " u_star = A * kappa\n", " z0 = np.exp(-B / A)\n", " return u_star, z0\n", "\n", "def estimate_z0_powerlaw(heights, speeds, ref_height=10.0):\n", " \"\"\"Empirical power‐law fit: returns (b, u_ref, z0).\"\"\"\n", " x = np.log(heights / ref_height)\n", " y = np.log(speeds)\n", " b, ln_u_ref = np.polyfit(x, y, 1)\n", " u_ref = np.exp(ln_u_ref)\n", " z0 = np.exp(-(ln_u_ref - b * np.log(ref_height)) / b)\n", " return b, u_ref, z0\n", "\n", "# --- 2) Vector of your measurement heights (m) ---\n", "heights = np.array([2.0, 4.47, 10.0])\n", "\n", "# --- 3) Apply to each row of combined_data ----\n", "\n", "def compute_roughness(row):\n", " # pull the three heights' wind speeds\n", " speeds = np.array([\n", " row['WS_ms_D15008_Avg'], # 2 m\n", " row['WS_ms_D15014_Avg'], # 4.47 m\n", " row['WS_ms_D15463_Avg'] # 10 m\n", " ], dtype=float)\n", " \n", " # if any are NaN or nonpositive, skip\n", " if not np.all(np.isfinite(speeds)) or np.any(speeds <= 0):\n", " return pd.Series({\n", " 'u_star_2': np.nan,\n", " 'z0_log': np.nan,\n", " 'b': np.nan,\n", " 'u_ref': np.nan,\n", " 'z0_power':np.nan\n", " })\n", " \n", " # do the fits\n", " u_star, z0_log = estimate_z0_loglaw(heights, speeds)\n", " b, u_ref, z0_power = estimate_z0_powerlaw(heights, speeds)\n", " \n", " return pd.Series({\n", " 'u_star_2': u_star,\n", " 'z0_log': z0_log,\n", " 'b': b,\n", " 'u_ref': u_ref,\n", " 'z0_power': z0_power\n", " })\n", "\n", "# run the vectorized apply\n", "rough = combined_data.apply(compute_roughness, axis=1)\n", "\n", "# merge the new columns back in\n", "combined_data = pd.concat([combined_data, rough], axis=1)\n", "\n", "# --- 4) Inspect the new columns ----\n", "#print(combined_data[['TIMESTAMP','u_star','z0_log','b','u_ref','z0_power']].head())\n", "# --- 1) Count how many z0 > 10 for each method ---\n", "n_log_exceed = (combined_data['z0_log'] > 10).sum()\n", "n_power_exceed = (combined_data['z0_power'] > 10).sum()\n", "\n", "print(f\"Number of log‐law z0 > 10 m: {n_log_exceed}\")\n", "print(f\"Number of power‐law z0 > 10 m: {n_power_exceed}\")\n", "\n", "# --- 2) Exclude those outliers before plotting ---\n", "combined_data = combined_data[\n", " (combined_data['z0_log'] <= 10) &\n", " (combined_data['z0_power'] <= 10)\n", "].copy()\n", "\n", "# (Optional) reset index on the filtered set\n", "combined_data.reset_index(drop=True, inplace=True)\n", "\n" ] }, { "cell_type": "code", "execution_count": 54, "id": "6b4a3e53", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\magda\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "C:\\Users\\magda\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Filter both datasets for valid values and high fit quality\n", "filtered_corr = combined_data[\n", " (combined_data['z0_corrected'] > 0) &\n", " (combined_data['z0_corrected'] < 1.0) &\n", " (combined_data['z0_corr_r2'] > 0.9)\n", "]['z0_corrected']\n", "\n", "filtered_log = combined_data[\n", " (combined_data['z0_log'] > 0) &\n", " (combined_data['z0_log'] < 1.0)\n", "]['z0_log']\n", "\n", "# Plot the PDFs\n", "plt.figure(figsize=(8, 6))\n", "sns.histplot(filtered_corr, bins=100, kde=True, stat='density', color='skyblue', edgecolor='black', label='Stability-corrected $z_0$', alpha=0.6)\n", "sns.histplot(filtered_log, bins=100, kde=True, stat='density', color='orange', edgecolor='black', label='Neutral log-law $z_0$', alpha=0.3)\n", "\n", "plt.xlabel('Roughness Length $z_0$ [m]', fontsize=20)\n", "plt.ylabel('Probability Density', fontsize=20)\n", "plt.title('PDF of Roughness Length Estimates ($R^2>0.9$)', fontsize=20)\n", "plt.legend(fontsize=14)\n", "plt.xticks(fontsize=18)\n", "plt.yticks(fontsize=18)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 31, "id": "1d89578a", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\magda\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "C:\\Users\\magda\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter data: keep only z0 < 1 m\n", "filtered_data = combined_data[(combined_data['z0_log'] < 1) & (combined_data['z0_corrected'] < 1)]\n", "\n", "# Set plot style\n", "plt.figure(figsize=(8, 5))\n", "\n", "# Plot KDE for uncorrected z0\n", "sns.kdeplot(\n", " data=filtered_data,\n", " x='z0_log',\n", " bw_method='scott', # can adjust to 'silverman' or float for sensitivity\n", " label='Uncorrected (log-law)',\n", " linestyle='--'\n", ")\n", "\n", "# Plot KDE for corrected z0\n", "sns.kdeplot(\n", " data=filtered_data,\n", " x='z0_corrected',\n", " bw_method='scott',\n", " label='Corrected (stability-adjusted)',\n", " linestyle='-'\n", ")\n", "\n", "# Labels and legend\n", "plt.xlabel('Roughness Length $z_0$ [m]', fontsize=18)\n", "plt.ylabel('Probability Density', fontsize=18)\n", "plt.title('PDF of Roughness Length Estimates ($R^2>0.9$, $z_0 < 1$ m)', fontsize=20)\n", "plt.legend()\n", "plt.tick_params(labelsize=18)\n", "#plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "id": "312345f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 5))\n", "plt.hist(filtered_data['z0_log'], bins=70, density=True, alpha=0.6, label='Uncorrected (log-law)', histtype='step')\n", "plt.hist(filtered_data['z0_corrected'], bins=70, density=True, alpha=0.6, label='Corrected (stability-adjusted)', histtype='stepfilled')\n", "plt.xlabel('Roughness Length $z_0$ [m]', fontsize=12)\n", "plt.ylabel('Probability Density', fontsize=12)\n", "plt.title('Histogram-Based PDF of Roughness Length (z0 < 1 m)', fontsize=14)\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 35, "id": "58ab7359", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import lognorm\n", "\n", "# Fit log-normal to corrected z0\n", "shape, loc, scale = lognorm.fit(filtered_data['z0_corrected'], floc=0)\n", "x_vals = np.linspace(0.001, 1, 200)\n", "pdf_vals = lognorm.pdf(x_vals, shape, loc=loc, scale=scale)\n", "\n", "plt.figure(figsize=(8, 5))\n", "plt.plot(x_vals, pdf_vals, label='Log-Normal Fit (Corrected)', color='orange')\n", "plt.xlabel('Roughness Length $z_0$ [m]', fontsize=12)\n", "plt.ylabel('Probability Density', fontsize=12)\n", "plt.title('Parametric PDF Fit to $z_0$ (Corrected)', fontsize=14)\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 58, "id": "22e45874", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of successful fits: 8521\n", "Mean per‐timestamp R²: 0.966\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Prepare heights and design matrix\n", "heights = np.array([2.0, 4.47, 10.0])\n", "ln_h = np.log(heights).reshape(-1, 1)\n", "\n", "r2_list = []\n", "\n", "for _, row in combined_data.iterrows():\n", " # Extract and coerce to float\n", " speeds = np.array([\n", " row['WS_ms_D15008_Avg'],\n", " row['WS_ms_D15014_Avg'],\n", " row['WS_ms_D15463_Avg']\n", " ], dtype=float)\n", " \n", " # Skip invalid or nonpositive\n", " if np.any(~np.isfinite(speeds)) or np.any(speeds <= 0):\n", " continue\n", " \n", " # Fit the 3‐point log‐law\n", " model = LinearRegression().fit(ln_h, speeds)\n", " r2 = model.score(ln_h, speeds)\n", " r2_list.append(r2)\n", "\n", "# Summary\n", "print(f\"Number of successful fits: {len(r2_list)}\")\n", "print(f\"Mean per‐timestamp R²: {np.mean(r2_list):.3f}\")\n", "\n", "# Plot histogram of R² values\n", "plt.figure(figsize=(6,4))\n", "plt.hist(r2_list, bins=20, edgecolor='k', alpha=0.7)\n", "plt.xlabel('$R^2$ per timestamp', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "plt.title('Distribution of Log‐Law Fit Quality', fontsize=14)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 59, "id": "40b021a5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fits with R² > 0.9: 8037 out of 8521 (94.3%)\n" ] } ], "source": [ "\n", "r2_arr = np.array(r2_list)\n", "n_high_quality = np.sum(r2_arr > 0.9)\n", "pct_high_quality = 100 * n_high_quality / len(r2_arr)\n", "\n", "print(f\"Fits with R² > 0.9: {n_high_quality} out of {len(r2_arr)} \"\n", " f\"({pct_high_quality:.1f}%)\")" ] }, { "cell_type": "code", "execution_count": 145, "id": "db8f09bb", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# --- 1) Compute and store r2 per row ---\n", "heights = np.array([2.0, 4.47, 10.0])\n", "ln_h = np.log(heights).reshape(-1,1)\n", "\n", "r2_vals = []\n", "for _, row in combined_data.iterrows():\n", " speeds = np.array([\n", " row['WS_ms_D15008_Avg'],\n", " row['WS_ms_D15014_Avg'],\n", " row['WS_ms_D15463_Avg']\n", " ], dtype=float)\n", " if np.any(~np.isfinite(speeds)) or np.any(speeds <= 0):\n", " r2_vals.append(np.nan)\n", " else:\n", " r2 = LinearRegression().fit(ln_h, speeds).score(ln_h, speeds)\n", " r2_vals.append(r2)\n", "\n", "combined_data['r2_loglaw'] = r2_vals\n", "\n", "# --- 2) Filter for high‐quality fits ---\n", "hq = combined_data[combined_data['r2_loglaw'] > 0.9].copy()\n", "\n", "# --- 3) Styled plot of z0_log for R² > 0.9 ---\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "ax.scatter(\n", " hq['TIMESTAMP'], hq['z0_log'],\n", " s=40, alpha=0.8, marker='o',\n", " edgecolor='k', linewidth=0.6,\n", " label='Log‐law $z_0$ (R² > 0.9)'\n", ")\n", "\n", "ax.xaxis.set_major_locator(mdates.MonthLocator())\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n", "ax.xaxis.set_minor_locator(mdates.WeekdayLocator(byweekday=mdates.MO))\n", "plt.setp(ax.get_xticklabels(), rotation=45, ha='right', fontsize=12)\n", "\n", "ax.set_xlabel('Date', fontsize=14)\n", "ax.set_ylabel('Roughness Length $z_0$ (m)', fontsize=14)\n", "ax.set_title('High‐Quality Log‐Law Roughness Estimates', fontsize=16, weight='bold')\n", "\n", "leg = ax.legend(frameon=True, fontsize=12)\n", "leg.get_frame().set_alpha(0.9)\n", "\n", "ax.grid(which='major', linestyle='--', linewidth=0.6, alpha=0.7)\n", "for spine in ['top','right']:\n", " ax.spines[spine].set_visible(False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 146, "id": "7c2baa7a", "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "'WindDir_Category'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3791\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3790\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3791\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m 3792\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", "File \u001b[1;32mindex.pyx:152\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", "File \u001b[1;32mindex.pyx:176\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", "File \u001b[1;32mindex.pyx:219\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine._get_loc_duplicates\u001b[1;34m()\u001b[0m\n", "File \u001b[1;32mindex.pyx:227\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine._maybe_get_bool_indexer\u001b[1;34m()\u001b[0m\n", "File \u001b[1;32mindex.pyx:119\u001b[0m, in \u001b[0;36mpandas._libs.index._unpack_bool_indexer\u001b[1;34m()\u001b[0m\n", "\u001b[1;31mKeyError\u001b[0m: 'WindDir_Category'", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[146], line 24\u001b[0m\n\u001b[0;32m 22\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m8\u001b[39m))\n\u001b[0;32m 23\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m sector \u001b[38;5;129;01min\u001b[39;00m bin_labels:\n\u001b[1;32m---> 24\u001b[0m vals \u001b[38;5;241m=\u001b[39m hq\u001b[38;5;241m.\u001b[39mloc[hq[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mWindDir_Category\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m sector, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mz0_log\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m 25\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(vals) \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m5\u001b[39m:\n\u001b[0;32m 26\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n", "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\frame.py:3893\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3891\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 3892\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 3893\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mget_loc(key)\n\u001b[0;32m 3894\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m 3895\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3798\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3793\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[0;32m 3794\u001b[0m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[0;32m 3795\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[0;32m 3796\u001b[0m ):\n\u001b[0;32m 3797\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[1;32m-> 3798\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m 3799\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m 3800\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m 3801\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m 3802\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[0;32m 3803\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", "\u001b[1;31mKeyError\u001b[0m: 'WindDir_Category'" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# 1) Define eight 45° sectors\n", "bin_edges = np.arange(0, 361, 45) # [0,45,90,...,360]\n", "bin_labels = ['N', 'NE', 'E', 'SE', 'S', 'SW', 'W', 'NW']\n", "\n", "# 2) Assign each timestamp to a sector\n", "combined_data['WindDir_Category'] = pd.cut(\n", " combined_data['WindDir_D15463_Avg'] % 360,\n", " bins=bin_edges,\n", " labels=bin_labels,\n", " include_lowest=True,\n", " right=False\n", ")\n", "\n", "# 3) Filter for high-quality log-law z0\n", "#hq = combined_data[\n", " # (combined_data['r2_loglaw'] > 0.9) &\n", " # (combined_data['z0_log'] > 0) &\n", " # (combined_data['z0_log'] <= 1)\n", "#].dropna(subset=['WindDir_Category'])\n", "\n", "# 4) Plot KDEs by sector\n", "plt.figure(figsize=(12, 8))\n", "for sector in bin_labels:\n", " vals = hq.loc[hq['WindDir_Category'] == sector, 'z0_log']\n", " if len(vals) < 5:\n", " continue\n", " kde = gaussian_kde(vals)\n", " xs = np.linspace(vals.min(), vals.max(), 200)\n", " plt.plot(xs, kde(xs), label=f\"{sector} (n={len(vals)})\")\n", "\n", "plt.xlabel('Roughness Length $z_0$ (m)', fontsize=14)\n", "plt.ylabel('Probability Density', fontsize=14)\n", "plt.title('PDF of High-Quality $z_0$ by Wind Direction', fontsize=16, weight='bold')\n", "plt.legend(title='Wind Direction', fontsize=10)\n", "plt.grid(which='both', linestyle='--', alpha=0.5)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 147, "id": "4b6c8da8", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract the z0 values\n", "z0_vals = hq['z0_log'].values\n", "\n", "# 1) Compute KDE over a fine grid\n", "kde = gaussian_kde(z0_vals)\n", "x_grid = np.linspace(z0_vals.min(), z0_vals.max(), 200)\n", "kde_vals = kde(x_grid)\n", "\n", "# 2) Plot histogram + KDE\n", "plt.figure(figsize=(10, 6))\n", "\n", "# Histogram (normalized to form a density)\n", "plt.hist(\n", " z0_vals,\n", " bins=30,\n", " density=True,\n", " edgecolor='k',\n", " alpha=0.4,\n", " label=f'Histogram (n={len(z0_vals)})'\n", ")\n", "\n", "# KDE curve\n", "plt.plot(\n", " x_grid,\n", " kde_vals,\n", " color='darkorange',\n", " linewidth=2,\n", " label='Gaussian KDE'\n", ")\n", "\n", "plt.xlabel('Roughness Length $z_0$ (m)', fontsize=14)\n", "plt.ylabel('Probability Density', fontsize=14)\n", "plt.title('Distribution of High-Quality Roughness Lengths $(R^2 > 0.9)$', fontsize=16, weight='bold')\n", "plt.legend(fontsize=12)\n", "plt.grid(linestyle='--', alpha=0.6)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 148, "id": "7c4f6000", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "High‐Quality z0 (n = 9116):\n", " Mean = 0.104 m, Median = 0.030 m\n", " Std = 0.168 m, IQR = 0.117 m\n", " 10/25/75/90 percentiles = 0.002/0.008/0.125/0.338 m\n", " MAD = 0.027 m, Skewness = 2.96, Kurtosis = 14.22\n", "\n", "Fit‐Quality (R²):\n", " Mean R² = 0.974, Std R² = 0.026\n", " Fraction R² > 0.95 = 78.9%\n", "\n", "Outliers:\n", " z0 < 0.0 m: 0 (0.0%)\n", " z0 > 0.5 m: 348 (3.8%)\n", " z0 > 1.0 m: 22 (0.2%)\n" ] } ], "source": [ "# 1) Basic Statistics\n", "count = len(z0_vals)\n", "mean_z0 = np.mean(z0_vals)\n", "median_z0 = np.median(z0_vals)\n", "std_z0 = np.std(z0_vals, ddof=0) # population std\n", "iqr_z0 = np.percentile(z0_vals, 75) - np.percentile(z0_vals, 25)\n", "\n", "p10, p25, p75, p90 = np.percentile(z0_vals, [10, 25, 75, 90])\n", "\n", "# 2) Robust Statistics\n", "mad_z0 = np.median(np.abs(z0_vals - median_z0))\n", "skew_z0 = skew(z0_vals)\n", "kurt_z0 = kurtosis(z0_vals) # excess kurtosis\n", "\n", "# 3) Fit-Quality Stats\n", "r2_vals = hq['r2_loglaw'].values\n", "mean_r2 = np.mean(r2_vals)\n", "std_r2 = np.std(r2_vals, ddof=0)\n", "fract_r2_gt_95 = np.mean(r2_vals > 0.95)\n", "\n", "# 4) Outlier Counts\n", "n_gt_0p0 = np.sum(z0_vals < 0.0)\n", "n_gt_0p5 = np.sum(z0_vals > 0.5)\n", "n_gt_1p0 = np.sum(z0_vals > 1.0)\n", "pct_gt_0p0 = 100 * n_gt_0p0 / count\n", "\n", "pct_gt_0p5 = 100 * n_gt_0p5 / count\n", "pct_gt_1p0 = 100 * n_gt_1p0 / count\n", "\n", "# 5) Print results\n", "print(f\"High‐Quality z0 (n = {count}):\")\n", "print(f\" Mean = {mean_z0:.3f} m, Median = {median_z0:.3f} m\")\n", "print(f\" Std = {std_z0:.3f} m, IQR = {iqr_z0:.3f} m\")\n", "print(f\" 10/25/75/90 percentiles = {p10:.3f}/{p25:.3f}/{p75:.3f}/{p90:.3f} m\")\n", "print(f\" MAD = {mad_z0:.3f} m, Skewness = {skew_z0:.2f}, Kurtosis = {kurt_z0:.2f}\")\n", "print()\n", "print(\"Fit‐Quality (R²):\")\n", "print(f\" Mean R² = {mean_r2:.3f}, Std R² = {std_r2:.3f}\")\n", "print(f\" Fraction R² > 0.95 = {fract_r2_gt_95*100:.1f}%\")\n", "print()\n", "print(\"Outliers:\")\n", "print(f\" z0 < 0.0 m: {n_gt_0p0} ({pct_gt_0p0:.1f}%)\")\n", "\n", "print(f\" z0 > 0.5 m: {n_gt_0p5} ({pct_gt_0p5:.1f}%)\")\n", "print(f\" z0 > 1.0 m: {n_gt_1p0} ({pct_gt_1p0:.1f}%)\")" ] }, { "cell_type": "code", "execution_count": 149, "id": "4d1a901d", "metadata": {}, "outputs": [ { "data": { "image/png": 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kICLm5FOXbbSuX84Ny1y4cEHo9XqxdetWERISUu1zbm3Hw1aDwixdutRofsOGDcWOHTuEXq8XGRkZVTpPPXr0qPE5qOvrqibW1CZE1T0cdTmE0qBy+8z9V5dOtzWve1PrtnUOQlz7Vd/w77nnnqtx+WeffdZo+bvuukudZ4tOt6XvsZZ2us2ty+Cbb74xWm7u3LlG82NiYtR58fHx1a7HlOreiy9fviyWLFliNK9NmzZVRvW19nVlTX6O3tatvb81n7OWfL5Z85lYk+q2oZo48juYtduNEJZ/Zta1Vntkptfr1dN7zp8/b3KZ+++/XwAQTzzxhDqtoKBAHDhwQN1THxcXV23WlZ+fiv9Wrlxpdq0G586dEwsWLBBt2rRR1+Pt7S1GjRolvvvuO7MH2DT8mNCzZ89ql5k2bZoAyq+cY47169cLoHzvuanTaCoe2fXKK6+YXIfhNKrKP+zKgJ3uelT5xVKX0cv79+9vNK/yYTMXLlwwml/xsDlTb1TffvutyRorH9I7ZcqUWttl69p+++03o/vHxsYazc/IyDCaX5dOt06nE5999pkYM2aM6Ny5s2jWrJmIiooSkZGRVQ6PqtiO3r17G82rfFhg5UMSK9ZhzfNjDnM/pEtLS6ssW/H0hZq+1Fb8FX3gwIHqjzDmsLTTXd02asme7tOnTxstM2fOHKNlRowYoc6TpdNduWP63nvvGc3PyMio8ut+ampqtc9nXV9XNbGmNlP3l7XTbc3r3tS6bZ2DEMLoUipA9V9EDF555RWj5W+55RZ1ni063Za+x9ZXp1un0xkt27JlS3XegQMHjNYxf/78Gp/LyszdBps3b25yPAlrX1fW5Ofobd3a+1vzOWvJ55s1n4k1qfwcmPPe6MjvYNZuN0JY1+muS632yKzizozCwkKTy1T8sbHyv+DgYPHKK6/U+X3fVvbu3Ssef/xxo35IkyZNxEsvvWTynOmKDN+jqtuDL4QQM2bMEADMvhRoYWGhaNy4sQDK93ZfuHBBnffNN98YHSb//PPPm1zH22+/LQDjH5RlwdHLHejy5cu4ePEisrKyqsx7+OGH8cILL6i3Dx8+bDT/uuuug6Io6r/GjRsbza9pBMSIiAjceuutJucdOnTI6Pa4ceNqbYcta4uJiUGnTp2MpjVs2NDodn5+fq01mZKbm4sbb7wRo0ePxieffILffvsNqampSE9PV0f7rujKlSvq38eOHTOaN3DgQKPbffv2NRohvCJbPj/WyMnJqTItODjYrPvefvvt6t9btmxBeHg4YmJiMHjwYDz//PP4+uuvzR6d0hw1baN1FRsbixYtWhhNGzBggNHtyvnK4I8//jC6fcsttxjdjoiIQIcOHYymHTlyxOS6bP26smVtthIREYHIyMgq/3x8fCxepzWve1PqmsOdd96JqKgok//Onj0LoHz024oqjwxfWeWc/fz8zK6/Nta8x9YXjUaDRx55RL39559/Yvfu3QCAjRs3qtMVRcGYMWNs/vitW7fGjh070KpVqyrzHPm6cvS2bu39rfmcteTzrb4/E2viyO9gtt5u6qKutdojs4rvaV5eXibnJycnAwC6deuGPn364Prrr0ejRo0AlH8vy8nJQURERJ0e11Z69uyJZcuW4e+//8Znn32GZs2a4fz581i4cCGSkpJqvK/hs7WmK+EUFxcDAHx9fc2qx8fHB5999hkCAwOxa9cuxMTEoH379mjSpAmGDRuGkJAQdYT4gIAAk+swPFZhYaFZj1mf2OmWhI+PD1q0aIH77rsPW7duxfLly6tcXqQu8vLyqn0hNGvWrNr7VX6c6OjoWh/LlrU1bdq0yrTKb2RCiDo9nsHs2bNrfROpqOKbb15entG8ym/sGo0G4eHhJtdjy+fHGpU/mDUajcnn25SXX34Z48ePh0Zz7S3j7Nmz2Lx5M5YsWYLhw4ejZcuWOHjwoE1qrWkbrauKl5wwqPwBVznfikxtb/XxZarydmOqHZWnVbet2fp1ZcvabMVweabK/0aPHm3xOq153ZtS1xwyMzNx8eJFk/90Op3JdZ4+fbrGGk6dOmV0u3nz5tUuW9dt35r32Pr08MMPw8PDQ729evVqAMCXX36pTrvxxhutfh+KiIhASEiI0bSTJ0+iZ8+e+Ouvv6osb+vXVV3yc/S2bu39rfmcteTzrb4/E2viyO9gtt5u6qKutdojs7CwMPVvUzkcPXoUZWVl8PT0xO7du7Fr1y7s2bMH58+fx3vvvQcAePfdd+tlO6lOSkoKXn31Vbz88stITU0FAISGhiIyMrLG+4WGhgKAyR2HBoZ5hmXNccMNN+DgwYN46KGHEBUVhZMnTwIAHn/8cRw4cED97IuKijJ5/8zMTABVv+fJgJ1uB0pJSYEoP8QfhYWFOH36NNatW4ebb765yrIV90gqimJyj07lf2VlZSYft7pfhwBU+YJg2JtSE1vWZuoX0Yo/Plhjw4YNRrfnzZuH9PR06PV6CCHU6/uZEhQUZHS78h4aIUS1e21s+fxY4+OPPza63aVLF7P3dHt5eWHlypVITU3F8uXLMWXKFNx2221GH7BpaWl46KGHbFJrTdtoXV2+fLnWaRXzrby9Vf5yUlZWZrdrXlZUOZuMjIwqy1SeVl2etn5d2bI2mVnzujfFHu9vN9xwg9HtnTt3VtuxKiwsxM6dO42m9enTp9pa6rrtW/MeW58aNWqE4cOHq7c///xzHD58GEePHlWnPfDAA1Y/zv79+5GVlYUTJ06gXbt26vSLFy9izJgxVTqd1r6urMlPtm29rve35nPWks+3+v5MrIkjv4PZerupi7rWao/MvL291efA0NmryHB97uuuu87oBwFFUfDkk0/ixhtvBHDth7/6kpubixUrVqBv376Ii4tDYmIiUlJSMGjQIHz66ae4cOECevXqVeM6DEfrpKWlVbs9GX4ENnVkT01atmyJFStW4OzZsygpKcH58+exbNkyhIaGqkfkdu3a1eR9DTmY+tHS0djpdhIVDykTQmDXrl0m9+oY/l24cMGiwwY7duxodLtyR82RtVWn4q+WANRfwSq7cOGC+ndYWBimT5+OyMhIKIqC0tJS/PLLL9U+Rtu2bY1uV/7iumPHjmq/6Dr6+QGATZs2VXlTf/TRR+u8nqZNm+Lhhx/G22+/jU2bNuHChQtGX/oPHTpU5VdPc/Oxl9OnT6u/3hr8+OOPRrevu+469e/Kz/3ff/9tdPvbb7+tsQ22am/79u2Nbm/dutXo9uXLl6scvZCQkGDRY9WVzLXZkjWve1vYsWOH+sNs5X+GPdSjRo0y2mublZWFd9991+T6Fi1aZLRnKjQ0FEOHDlVvW7vtW/Mea626vu4mTpyo/p2Tk2N0yLm3tzfuuecem9XWpk0bfPHFF0adhH379uHzzz83Ws7a15U1+Tl6W7eWLT5nLfl8s+Q+tubI7xi22G7q+zuCrTMzHOJ+/PjxKvMMHcTKh8EbGH7cq3iUjb3odDr88MMPGDNmDKKiovDII4/gp59+QlxcHObNm4fU1FT88MMPuPfee806Latz587w9PREUVGRyT31paWl2L9/P4Dyw9ht4YcffsDVq1fRuHFjdOnSxeQyhlMeqpvvSOx0O4lRo0YZ3b7nnnuwd+9e9ZdyIQRSUlKwevVqjBgxAgsXLrToce677z6j2++++y7mzp2rvgEVFxfj22+/xfPPP1/vtVWn8t6Bym/6ppbLysrC119/DaD8C9ejjz5a42GZFc8FAoDExET1vKhTp05h8uTJ1d7Xkc9PcnIypk2bhjvuuAN6vV6d3rFjR4wfP97s9UyZMgWzZs3C3r17jc4ZTU1NNfqiDVQ9fNHcfOxFp9PhoYceQnp6OoQQ2LZtG5YsWWK0zLBhw9S/Y2NjjeYlJSVhy5YtAMp/tX766adrfDxbtbfyl/45c+bgp59+ghACly9fxoQJE4zOWerevTtiYmIseixXqs2WrHnd15fmzZsbdRgB4MUXX8Trr7+udrBzcnIwd+5czJkzx2i5l19+Gf7+/uptW277dX2PtVZdX3cDBw40aq/hyyFQnnvlo76sFR8fjwkTJhhNmzNnjtHebmtfV9bk5wzbek2s+Zy15PPNms9EW3PkdwxbbDf19R3BXpkZOuymzpU37OmuvEPLwPDdIy0trcqYSrZy8uRJTJs2DTExMRgyZAjWrVsHrVaLCRMm4KeffsKpU6cwffp0s083NAgKClLHnVixYkWV+f/5z3+Qm5uL8PBw9OvXz+p2lJSUYObMmQCAJ554Alqt1uRyhvdyw1EEUrHL8GxkEiwYldKguLi4yqVhgPJrdYaHhwsvLy+j6RVH6K1t1NeKarpOd0hIiHpphMrX6bZnbbWNdPzggw9WeezQ0FARGRkpbrvtNnW5MWPGVFmu4nUsK48KW/GyEZmZmbVei7Ly9TBt8fyYo/J6IyIiRMOGDauMFGz4FxMTY3LbqymLESNGGLUzODhYBAcHV1l3ixYtqqzXnHzqso1acskwU3lVrLnidbqFECZfA6auA1o5a3Pba047CgsLbXadbkteVzWxpjZrH9ug8uNUtw5rrtNtzeu+tnXb8rkoKCgQ3bt3r1Kn4Tq0la+DC0AMHTrU5KVhrNn2rXmPtXb0cnNfdxUtXLjQZJu+/PLLOmcgRO3b5JkzZ6pco/7zzz9X51v7uhLC8vwcva1be39rPmct+Xyz5jOxJpXvb7jKjal/r732mtVtt/Z5t3a7EcJ2n5m11WqvzHbs2CEA0yN0G9a/bdu2au/fqVMnAUDMmzevTo9rLsNnoKIo4qabbhIrV64UV69etcm6d+3aJRRFERqNRqxbt06d/vvvv4vIyEgBGF+JyeD5558XzZo1MzkC+aZNm9RLxBqkpaWJW2+9VQAQbdu2FUVFRSbrMVzHu66Xe6wv3NPtJLy8vLBp06Yq51iUlZXhypUrVc7dsvScWA8PD3zzzTfo379/lXnZ2dkmz9uor9qq8/jjj1c5PCkrKwsXL140Opdo7ty5VQb0yMvLgxACQ4cOxd13313tY4SGhuLTTz+tcsiN4dfSp59+2mjQuYrnFdX383P58mVcunSpykjBADB06FAcOHCgxsGTaiOEUEfcrMjHxwfLli2rsry5+dhLr169MGjQIABVR3YODAzE+vXrq4ys+dprr1U5X8ywh2nMmDE1/iJsq/b6+Phg06ZNVX4hr9wGX19frFmzRh3Rsz7IXJstWfO6r0++vr7Yvn07HnjgAaMa9Ho9srKyjI5yURQFEydOxIYNG0zuKbBm27fmPdZalrzuHnrooSoDL4WHh+O2226zS43NmjWrckWQefPmqXskbfG6sjQ/Z9nWq2Orz9m6fr5Zeh9zGa5yY+rf1atXATj2O5gtthtHfEewZWY33XQTWrZsiR07dhiNmZCSkqKuv7o93QDUU3wMRwbZWnR0NF555RWcOnUKO3fuxPjx442OcLJGnz59MHfuXOj1etx///2Ii4tDx44d0aVLF1y8eBFDhw41OjLW4PLly0hNTTU55s7mzZtx/fXXIywsDF26dEHbtm3RrFkzfPfdd2jbti02b94Mb29vk/V89tlnAFAvYylYxIEdfreDWn4FN0dZWZlYv369GDlypGjatKnw9vYWXl5eonHjxuLmm28WiYmJ4tChQ0b3qcteRAOdTic2btwo7r77bhETEyN8fHyEv7+/iIuLE6NHjxZfffVVvdVmzp6gH374QfTv318EBwcb/aras2dPo+X++usvMXr0aBEWFiZ8fHzEddddJ1599VVRVlZWZY9Yxb0wBocPHxZ33HGHCAkJEX5+fqJ79+5izZo1QqfTCW9vb/W+YWFhNnl+zFF5u8I/v3AHBweL2NhY0b9/f/HCCy/Uuu6asjh+/LhYsmSJGDFihGjTpo0ICwsTWq1WBAQEiPbt24vJkyebvO6sQW352HNPd9++fUVpaalYvHixaNeunfDx8RHh4eFi9OjRNdb8888/iwEDBoiAgADh7+8vrr/+erF69WohRO3XFTVnezS3zcXFxWL58uVi8ODBomHDhsLDw0MEBgaKjh07iqlTpxpdp7cu67bFHlZLarPVY5v7fmrNnm4DS1/39ZVDRYcOHRLPPvus6Nq1q4iIiBBardZo/ZMnT651HdZs+5a+x1q7p1sI8z8HKho1apTRep944olan5/qmLNNnj59usre7v/+979Gy1j6ujKwJj9Hbeu2eq1Y8jlryeebtZ+J1TH1eV7dv8rvZY78DmbNdyMhbPeZWVOt9spMCCEWLVokAIi3335bnbZx40YBQDRt2rTG+yYlJQmgfE90enq6RY/vaF9//bUYMGCACA4OFn5+fqJjx47irbfeMnk0lRDXPpfHjRtXZd727dvFqFGjRPPmzYWPj48IDg4WPXr0EG+88Ua1e7gN2rVrJzw9PWu9xrijKELU4ToxRGTSnj170Lt3b/V2nz59sGvXLgdWRET25iyv+wkTJmDVqlUAygct+s9//oM777zTsUVJYvXq1UbjWyQlJdU6aq87cpZtneTiLttNbm4u4uLiEBYWhuPHj1fZc0/2t337dgwYMACTJk3C0qVLHV2OSdwqiMy0cuVKfPTRR0YD2QDlg1Q8/vjjRtPuuuuu+iyNiOzEFV73//d//6eeYqHX6zFmzJg6XU/bVQkhsG7dOvV2mzZt3LrD7QrbOtU/bjflg4q98sorOHnyJNavX+/octzSnDlzEBAQoA62JiPu6SYyU2JiImbPng0/Pz907NgRISEhOHfuHI4fP250rnt8fDwOHjxY5TxhInI+rvK6z8vLw0033aSOphseHo6kpCS0bt3asYU5wKxZs3D48GEcP34cycnJ6vT333/f6FJi7sZVtnWqX9xuypWUlGDRokVo0aKFeikwqh+5ubl488030aFDB4wcOdLR5VTLo/ZFiKiigoIC7Nmzx+S8rl27YsOGDS77oULkrpz9dR8YGIjffvvN0WVIYefOnVUuS3TjjTdWufSau3L2bZ0cw923Gy8vL8yYMcPRZbiloKAgzJo1y9Fl1IqdbiIzjRo1CkVFRdixYwfS0tJw5coVaLVaREZGomvXrrjnnntw1113wcODLysiV8HXvevy8PBAs2bNMHr0aLz00kvVXvfVXXBbJ0twuyEyDw8vJyIiIiIiIrITDqRGREREREREZCfsdBMRERERERHZiVueYKHX63HhwgUEBgZCURRHl0NERERERERORgiBvLw8NG7cuMZrtLtlp/vChQuIjo52dBlERERERETk5M6ePYumTZtWO98tO92BgYEAyp+coKAgB1dTPZ1Oh6NHj6Jdu3ZuP6qqbJiN3JiP3JiPvJiN3JiPvJiN3JiP3Jw5n9zcXERHR6v9y+q4ZafbcEh5UFCQ9J3ugIAABAUFOd0G6OqYjdyYj9yYj7yYjdyYj7yYjdyYj9xcIZ/aTlnmQGpEREREREREdsJOt8QURUFYWBgHe5MQs5Eb85Eb85EXs5Eb85EXs5Eb85GbO+SjCCGEo4uob7m5uQgODkZOTo7Uh5cTERERERGRnMztV3JPt8T0ej3S0tKg1+sdXQpVwmzkxnzkxnzkxWzkxnzkxWzkxnzk5g75sNMtMSEEMjMz4YYHI0iP2ciN+ciN+ciL2ciN+ciL2ciN+cjNHfJxy9HLiYiIiIjMIYSATqdDWVlZtcvodDoIIVBUVOS0oy+7MuYjNxnz8fDwgFartdl55ux0ExERERFVIoRAdnY2MjIyoNPpal1Wo9EgNTXVpQeDclbMR26y5qPVatGwYUMEBwdbXRc73RJTFAVRUVFSbXxUjtnIjfnIjfnIi9nIjfnUr/T0dGRnZyMoKAhBQUHw8PCo9rkXQqCsrKzGZchxmI/cZMvHUE9ubi7+/vtvFBYWolGjRlatk6OXc/RyIiIiIqpAp9Ph1KlTiIiIQEREhKPLISIHuXz5Mi5fvoxWrVqZPPSdo5e7AJ1Oh7/++qvWQ5qo/jEbuTEfuTEfeTEbuTGf+lNaWgohBPz9/c1a3nA+qhvuy3IKzEduMufj7+8PIQRKS0utWg873ZLLy8tzdAlUDWYjN+YjN+YjL2YjN+ZTv+pyqKsrX+7IFTAfucmaj60Od2enm4iIiIiIiMhO2OkmIiIiIqqDzMxMpKWlGf07e/ZslWn2/JeZmWlx/atWrYKiKDhw4IDJ+cOGDUPz5s2NpjVv3hzjx4+v0+MkJSUhMTER2dnZlhXqYh566CEMGTJEvV1UVIQnn3wSDRo0QNOmTTFnzpwqh1inpqYiICAA27Ztq+9y6ywvLw9TpkxBkyZN4O3tjdatW2Px4sVVTonJy8vDtGnTMGjQIDRo0AAajQbz5883uc5du3bhkUceQdeuXeHt7Q1FUXDmzJlqa0hNTcVDDz2Exo0bw9vbG02aNMHIkSONlpkxYwa6dOlSr3vXOXq5xBRFQXR0tBSj+JExZiM35iM35iMvZiM35iOHzMxMPDPtZWTmFqjTBASEEFAUBQrqJ5+wID+8tXgBwsLC6uXxNm7cWOcBiJOSkjB79myMHz8eISEh9inMTF5eXg59/N9++w2rV6/Gvn371GmLFy/Gf//7Xyxbtgy5ubl46qmnEBsbiwceeEBd5oknnsBdd92Fm2++2RFlm62srAwDBw7EyZMnMXfuXLRu3Rrff/89/vWvf+HcuXN455131GWvXLmCDz/8EB07dsQdd9yB5cuXV3t97m3btmHr1q3o3LkzgoKCsGPHjmpr+OOPP9CvXz/Exsbi9ddfR9OmTfH333/jhx9+MFpu6tSpeO+997B69WpMmDDBJu2vDTvdEtNoNAgPD3d0GWQCs5Eb85Eb85EXs5Eb85HD1atXkZlbgPAug+Ef2sAhNeRnZeDKwR9w9erVeut0d+7cuV4ex5ZKS0uhKAo8PDzg4eHYbs+rr76KHj16oFu3buq0TZs2YcqUKbj77rsBAHv37sU333yjdrrXr1+PX375BSdOnHBIzXXxxRdfYN++fdiwYQPuvPNOAMDAgQNx9epVLF26FE8++STatGkDAGjWrBmysrKgKAouX76M5cuXQ6PRmPxBccaMGZg1axYA4PXXX6+20y2EwNixYxEdHY2ff/4Z3t7e6rzRo0cbLRscHIwHHngAr776KsaPH18vP2Ty8HKJ6XQ6nDhxgqOUSojZyI35yI35yIvZyI35yMU/tAGCGzT6518UAkIbILhBVIVp9vvniM5+5cPL9Xo95s2bhzZt2sDX1xchISHo0KED3n77bQBAYmIiXnjhBQBAixYtyo8CUBS106TX67F48WLEx8fD29sbDRs2xIMPPohz584ZPa4QAgsWLECzZs3g4+ODbt26YcuWLejXrx/69eunLrdjxw4oioKPP/4Yzz//vHqI859//olLly7hscceQ9u2bREQEICGDRtiwIAB+Pnnn40e68yZM1AUBa+99hoWLVqE5s2bw9fXF/369cPJkydRWlqKf/3rX2jcuDGCg4MxcuRIXLp0qdbn7uLFi9i4cSPGjh1rNL2oqMhohPyAgAAUFRUBALKzs/HMM89gyZIlNrlsXWJiIhRFwdGjR3HfffchODgYkZGReOihh5CTk2P1+nfv3g1FUXDrrbcaTR82bBj0ej02btyoTjNsCxUZrhhQmUZjXnf1p59+wu+//45nnnnGqMNdnbFjx+LkyZPYvn27Weu3FjvdkjO88Eg+zEZuzEduzEdezEZuzEde8l3sqHY6nQ5lZWVV/plz6abFixcjMTER9913HzZt2oTPPvsMDz/8sHr+9iOPPIKnnnoKAPDf//4Xe/bswZ49e9ClSxcA5YdNv/jiixg4cCC++uorzJ07F99//z169+6Ny5cvq48zffp0TJ8+HUOGDMH//vc/PP7443jkkUdw8uRJk3W99NJLSEtLw/vvv4+vv/4aDRs2VM9/nzlzJjZt2oSVK1ciNjYW/fr1M7nndOnSpdi9ezeWLl2K5cuX48SJE7j99tvx8MMPIyMjAx999BEWL16MrVu34pFHHqn1udq8eTNKS0vRv39/o+m9e/fGRx99hNTUVBw9ehSfffYZevfuDQCYNm0a2rVrhwcffLDGdSuKYvTjQ23uuusutG7dGhs2bMC//vUvrFu3Ds8++6zRMtVtF5X/VTwnuqSkBBqNBp6enkbrMnSADx8+bHaNlvjpp58AAIGBgbjtttvg4+ODgIAADBs2zOSRAl27dkVAQAA2bdpk17oMeHg5EREREZEbuv7666ud16xZsxrvu3v3biQkJCAxMVGdNnjwYPXvpk2bIiYmBkD5oekVB2Y7ceIEPvzwQ0yaNAnvvvuuOr1z587o2bMn3nzzTcyfPx9ZWVlYsmQJRo8ejQ8++EBdrn379ujVqxdat25dpa64uDj85z//MZoWGhqKt956C76+vlAUBTqdDoMHD8aZM2fwzjvvVOm0hoSE4Msvv1T3sl6+fBnPPPMM4uPj8b///c+oHW+99RZyc3NrPN99z5498PX1RXx8vNH0xMRE3H777epzc9ttt+Gpp57Czz//jLVr1+LQoUPVrtNAq9VWez60KQ8//LB6BMItt9yCP//8Ex999BFWrFih7n2++eabsXPnzlrXNW7cOKxatQoA0LZtW+h0Ouzduxc33HCDusyuXbsAlJ/HbU/nz58HAEyYMAH33HMPNm3ahL///huvvPIKbrzxRhw+fBiNGjVSl9dqtejYsSN2795t17oM2OkmIiIiInJDa9aswXXXXVdl+rPPPouzZ8/WeN8ePXpg06ZNmDRpEkaMGIFevXqZPdCa4ZDeyqOh9+jRA9dddx22bduG+fPnY+/evSguLsaoUaOMlrv++uurjK5ucNddd5mcvnz5cqxatQrHjh1DcXGxOr1yRxgo7/xWPKzZ8BwNHTrUaDnD9LS0NLRv397k4wLAhQsX0KBBgyqHVEdGRmLfvn1ITU2Fl5cXGjdujJKSEkycOBGvvPIKWrVqhQ0bNmDmzJn4+++/0bt3byxbtgzR0dHqOsrKyqp9XFOGDx9udLtDhw4oKirCpUuXEBkZCQD44IMPkJeXV+u6Kh72PmbMGMyZMwePPfYYVq5ciTZt2uC7775TB1Az9zBxSxn2uvfq1QvLly9Xp7dv3x6dO3fG0qVLMW/ePKP7NGzYEPv377drXQbsdEtMo9EgNjbW7hsp1R2zkRvzkRvzkRezkRvzkZtW63y5XHfddUYDexkEBwfX2ul+6aWX4O/vj7Vr1+L999+HVqvFTTfdhEWLFplcZ0WGvZ4V9zwaNG7cGKmpqUbLGTqDFZmaVt06lyxZgqlTp2LixImYO3cuIiIioNVqMWPGDBw/frzK8pUHpzOMfF7d9NpO+ygsLISPj4/JeYqiGP2A8Oqrr0Kj0eCFF17AiRMnMGbMGHz55Ze46aabMGnSJDzwwANm7YWuTuXBGA2HfxcWFqrTWrZsadYpBhXfiyIiIvD9999j3Lhx6hEU4eHhWLJkCR5++GE0adKkxnXVZW+9KYZ2VTzaAgA6deqERo0a4eDBg1Xu4+PjY9Rue2KnW2KKoqCsrKzWNz1bCggIqLdRMJ2Zoih1vmwG1R/mIzfmIy9mIzfmI7OqA0O5Og8PDzz33HN47rnnkJ2dja1bt+Lll1/G4MGDcfbsWfj5+VV7X0MH6e+//0bTpk2N5l24cEHdg2pY7uLFi1XWkZ6ebnJvt6kcPvnkE/Tr1w/vv/++0XRz9ubaQkREhMlOX2XJycl49dVXsXXrVnh6emLr1q1o166dem3v5557Dh07dsTVq1cREBBgt3otObwcALp3745jx47hzJkzyM/PR6tWrfDrr78CAG666aYa11Xd6OXm6tChQ7XzhBAmf6zMzMy0ySB15mCnW2KXL1/G6o8/wU/7foOuni7eXt/XfHRWOp0Ox44dQ9u2ba3+ZY5sj/nIjfnIi9nIjfnITKCsTAcPDy1QT9fplklISAjuvvtunD9/Hs888wzOnDmDtm3bmtyLCgADBgwAAKxduxbdu3dXp+/fvx/Hjx/H9OnTAQA9e/aEt7c3PvvsM/UyVED5pbVSU1OrPcS8MsNlwwzXUgfKB/bas2eP0aHa9hIfH49PP/0UOTk5CA4Orna5iRMnYvz48epgakII5Ofnq/OvXr2qTrcnSw4vr8iQixACb7zxBho3box77rmnxnUZRi+3tON96623ws/PD999953RwHAHDx5Eenq6yfELTp8+XeNpAbbETrfErl69ilKdHmGdB8I3xP6XhnDENR+dGS/ZIjfmIzfmIy9mIzfmQ7K4/fbb0b59e3Tr1g0NGjRAamoq3nrrLTRr1gytWrUCACQkJAAA3n77bYwbNw6enp5o06YN2rRpg8ceewzvvvsuNBoNbr31Vpw5cwYzZsxAdHS02mkKCwvDc889h4ULFyI0NBQjR47EuXPnMHv2bDRq1MjsUy2GDh2KefPmYdasWejXrx+Sk5MxZ84ctGjRos7nRFuiX79+EEJg3759GDRokMllPvroI5w8edJooLabb74Zzz77LGbOnIkbb7wRs2bNQp8+fRAYGKguoygK+vbtW+31qy1huJ52XU2fPh0JCQlo1KgR0tLS8NFHH2Hfvn3YtGkTfH19jZb97rvvkJ+fr3buT5w4gS+++AKKouC2225Tj5TIyMhQ97ofOXJEvW+DBg3QoEED9O3bF0D5Dz9z5szB1KlTMX78eNx3331IT0/HjBkzEBMTg0mTJhk9/pUrV3Dq1Cl1hH17Y6fbCfiHRCCwQdXzU+zBvuMKEhEREbmG/KyMCrcEdDrdP0cg2H9Pt/FjO0b//v2xYcMGLF++HLm5uYiKisLAgQMxY8YM9bJR/fr1w0svvYTVq1fj//7v/6DX67F9+3b069cPy5YtQ1xcHFasWIGlS5ciODgYQ4YMwcKFC43OO54/fz78/f3x/vvvY+XKlYiPj8eyZcswffp0hISEmFXr9OnTkZubi48++givvfYa2rZti/fffx8bN260aWe1On369EHz5s3xv//9z2SnOyMjAy+88AI++OADoz3hbdu2xZo1a5CYmIg333wTvXr1MhrF3bDn29R57I6QlZWFF198Eenp6QgKCkLfvn2xb98+9ceXip544gn13H2g/LJy//3vfwEAKSkp6t7yo0ePVtlLbuhAV/6x4fnnn0dwcDDefvttfPrppwgMDMSQIUPw6quvVtmh+L///Q+enp5VBumzF0XY+/gECeXm5iI4OBg5OTlSnxt15swZrP9iI84FtkVgg8Z2f7ycjL+Rtm0t/v36PPUSD2SaTqfDkSNHkJCQwEP8JMR85MZ85MVs5MZ86k9RURFSUlLQokWLKgNgZWZm4plpLyMzt0CdJiCg1+mh0Wqg1NPh5e58SmBKSgri4+Mxa9YsvPzyy7UuL4RAYWGheskwR3jjjTcwf/58nD9/vspeX0t9++23GDZsGA4dOmSyY+ssHJHPjTfeiJiYGHzyySc1LlfTewFgfr+Se7olpigKDh45jojebR1dClWi0WjQpk0bjiArKeYjN+YjL2YjN+Yjh7CwMLy1eIG6lxEo7zQYzketr06Duwx+e+jQIXz66afo3bs3goKCkJycjMWLFyMoKAgPP/yw2eupbvTw+vLkk0/ivffew9KlSzF16lSbrHP79u249957nbrDbVCf+fz000/Yv38/Vq9eXW+PyU635IqLSxxdAlXDcJkIkhPzkRvzkRezkRvzkUNYWJhRh7figaPuNoq5vfn7++PAgQNYsWIFsrOzERwcjH79+mH+/PnVXjbMFEfn4uPjg48//hi//fabzdb52muv2Wxdjlaf+Vy5cgVr1qxBbGxsvT0mO90SE0KgV7eOOOfoQqgKvV7PQ/wkxnzkxnzkxWzkxnzkZjg8lmyrZcuW2Lp1q9XrkSGfG264ATfccINDa5BVfeYzcuTIenmcinh8EhEREREREZGdsNNNREREREREZCfsdBMRERERERHZCTvdElMUBXsOHILe0YVQFRqNBgkJCRxBVlLMR27MR17MRm7MR26OPl+YasZ85Obq+fBdW3Le3hylVFYlJRxZXmbMR27MR17MRm7MR14VRzAn+TAfubl6Pux0S0wIgS4J1zEkCen1eiQnJ0Ov53EIMmI+cmM+8mI2cmM+cisqKnJ0CVQD5iM3V8+H/TkiIiIiIiIiO2Gnm4iIiIiIiMhO2OmWnE7HQ8hkpdVqHV0C1YD5yI35yIvZyI35kC2sWrUKiqLgwIEDRtMvX76Mbt26ISAgAFu2bAEAJCYmQlEU9Z+fnx+aNm2KwYMH491330VeXl6V9Y8fP97oPpX/mSM7OxsRERFYv369Ou2PP/7ADTfcgMDAQHTt2hW7d++ucr/XXnsNrVu3lvZwZcNzf+bMmTrfd8WKFWjSpAny8/NtXxjZFTvdEtNoNNjz6yHoYd6bE9UfrVaLhIQEfvmRFPORG/ORF7ORG/ORl6Ezam6HUkbnzp3DjTfeiNOnT2Pr1q0YOHCg0fzvv/8ee/bswffff4/XX38dMTExmDZtGtq1a4dDhw5VWZ+vry/27Nlj8p85Zs+ejcaNG2P06NEAgLKyMtx5552IiIjAf//7X3Tq1AkjRoxAdna2ep8zZ85g9uzZeP/99+Hj46NOd4V8AGDcuHHw9/fH4sWLHV2KTblKPjXxcHQBVD0hBEKDAwG49mh+zkgIgby8PAQGBrr0G4SzYj5yYz7yYjZyYz7yEkJAr9dDo9E4ZTanTp3CLbfcgtLSUuzcuRMJCQlVlunatSsiIiLU2/feey8mT56Mvn37Yvjw4Th58iS8vb3V+RqNBtdff71F9WRmZuKDDz7Am2++qT6fp06dwqlTp7Bz5040atQI/fr1w2effYa9e/diyJAhAIAnnngCd999NwYMGGC0PmfPx8DDwwMTJ07E3Llz8eKLL8LPz8/RJdmEq+RTE+7plpgQAu3atGRIEtLr9Th9+jRHkJUU85Eb85EXs5Eb85FbcXGxo0uwyO+//44bbrgBHh4e2LVrl8kOd3U6duyI6dOnIy0tDZ999pnNalq1ahXKysrUvdzAtdGt/f39AQCenp7w8vJSp3/66ac4cOAA3njjDZPrrC6f06dP495770Xjxo3h7e2NyMhI3Hzzzfj999+Nllu3bh169eqFgIAABAQEoFOnTlixYoU6f8uWLRgxYgSaNm0KHx8ftGzZEhMnTsTly5fNavPWrVtx8803IygoCH5+fujTpw+2bdtWZbkxY8YgNzfX6LB7V+Csrx9zsT9HREREROSGdu3ahX79+qFhw4bYtWsXYmNj67yO4cOHAwB++umnKvPKysqq/DPnR6NNmzahc+fOCAkJUafFx8cjLCwMixYtQnZ2NpYuXYr8/Hx069YNWVlZePbZZ7FkyRKEh4fXqf7bbrsNv/76KxYvXowtW7Zg2bJl6Ny5s9Fh6zNnzsSYMWPQuHFjrFq1Chs3bsS4ceOQmpqqLvPXX3+hV69eWLZsGTZv3oyZM2di3759uOGGG1BaWlpjDWvXrsWgQYMQFBSE1atX4/PPP0dYWBgGDx5cpeMdFRWF+Ph4bNq0qU7tJMfi4eVEREREROZa2w3IT68y2UcIoL4PjfWPAh44UPty1Xj22WcRHByMH3/8EQ0aNLBoHc2aNQMAXLhwwWh6fn4+PD09qyx/8803Y+vWrTWuc+/evXjwwQeNpvn6+mLFihUYN24cFixYAG9vb7z77rto2rQpHnnkESQkJGDs2LF1qv3KlStITk7GW2+9hQceeECdfuedd6p/p6SkYMGCBRgzZgzWrl2rTq98zvvjjz+u/i2EQO/evdGvXz80a9YM3333nfrjRGUFBQV4+umnMWzYMGzcuFGdftttt6FLly54+eWXsW/fPqP7dOnSpdbnkOTCTrfkCgqLIAIdXQWZUnGADpIP85Eb85EXs5Eb85FAfjpw9bzRJOWff85m+PDh+Oqrr/DMM89gzZo1Fg3SJ4TpsYd8fX1N7v0OCgqqcX3Z2dkoKChAw4YNq8y74447cOnSJaSkpCA6Ohr+/v746aef8Omnn+Lw4cMoLCzECy+8gA0bNsDT0xMPPfQQZs2aBQAmzxUOCwtDXFwcXnvtNeh0OvTv3x8dO3aERnPtYOAtW7ZAp9PhySefrLHuS5cuYebMmdi0aRMuXLhgtEf/+PHj1Xa6k5KSkJmZiXHjxqGsrMxo3pAhQ7B48WLk5+erh9UDQMOGDXHp0iWUlZXBw8M1unOuei63gWuk5KI0Gg0OHjmOmJu7OroUqkSr1SI+Pt7RZVA1mI/cmI+8mI3cmI8k/KMcXcE1VtYyY8YMdOrUCXPmzIFer8fatWvr3PE2HGLduHFjo+kajQbdunWrc02FhYUAqv+BydvbW30dlJSUYOLEiXjllVcQFxeHGTNmICkpCb/99hvy8vLQv39/NGvWDBMmTICvr2+VdSmKgm3btmHOnDlYvHgxnn/+eYSFhWHMmDGYP38+AgMDkZGRAQBo2rRptTXr9XoMGjQIFy5cwIwZM5CQkAB/f3/o9Xpcf/31aptMuXjxIgDg7rvvrnaZzMxMo063j48PhBAoKipCQEBAtfdzFoqimMzHlbDTLTEhBCIbhEPh6OXS0ev1yMrKQmhoqNGvoSQH5iM35iMvZiM35iMJE4dzCyGg0+mg1Wqdbo/d7NmzoSgKZs+eDb1ej08++aROe0+/+uorAEC/fv1sUo/hnOzMzMxal12wYAE8PDwwdepUAMB3332HCRMmICoqClFRURg1ahS+/fZbjB8/vtp8mjVrpg6IdvLkSXz++edITExESUkJ3n//ffWw+3PnziE6OtpkHX/88QcOHTqEVatWYdy4cer0P//8s9Y2GEaEf/fdd6sd7T0yMtLodmZmJry9vV2iww049+vHXOx0S0wIgVYtYnDO0YVQFUIInD171miAD5IH85Eb85EXs5Eb85FbSUmJ0+6tS0xMhEajwaxZsyCEwLp168zqeB86dAgLFixA8+bNMWrUKJvU4uXlhdjYWPz11181LpecnIzFixfjxx9/VM8dF0IgPz9fXebq1avq4e/m5NO6dWu88sor2LBhAw4ePAgAGDRoELRaLZYtW4ZevXqZvJ+ho1jxkmkA8MEHH9T4eADQp08fhISE4NixY5g8eXKtywPlI663bdvWrGWdhTO/fszBTjcRERERkZubOXMmNBoNZsyYASEEPv30U6OO96+//org4GCUlpbiwoUL2LZtGz7++GM0bNgQX3/9Nby8vIzWp9frsXfvXpOP1blz5yod1Ir69euH7777rtr5Qgg89thjmDBhgtHe4cGDB+Odd95Bq1atcPXqVaxbtw5vvfVWtes5fPgwJk+ejHvuuQetWrWCl5cXfvzxRxw+fBj/+te/AADNmzfHyy+/jLlz56KwsBD33XcfgoODcezYMVy+fBmzZ89GfHw84uLi8K9//QtCCISFheHrr7/Gli1bqn1sg4CAALz77rsYN24cMjMzcffdd6Nhw4bIyMjAoUOHkJGRgWXLlqnL6/V6/PLLL3j44YdrXTfJg51uIiIiIiLCK6+8Ao1Gg+nTp0Ov1xtdC3rIkCEAyvfmhoWFISEhAYsWLcKECRMQGFh11N/CwsJq9wyfOnUKLVu2rLaOMWPG4KOPPsL+/fvRvXv3KvM/+ugj/Pnnn/j666+Npk+fPh0ZGRmYOHEiPDw88NRTT+Ghhx6q9nGioqIQFxeHf//73zh79iwURUFsbCzeeOMNPPXUU+pyc+bMQatWrfDuu+9izJgx8PDwQKtWrTBlyhQA5dcM//rrr/H000+rj33LLbdg69atiImJqfbxDR544AHExMRg8eLFmDhxIvLy8tCwYUN06tQJ48ePN1p2x44dyMnJwZgxY2pdL8lDEdUNOejCcnNzERwcjJycnFpHUHSkM2fOYNmKNbjatCeCGjSu/Q5Wysn4G2nb1uLfr88z6w3Cnel0Opw5cwbNmze3aKRPsi/mIzfmIy9mIzfmU3+KioqQkpKCFi1amDVivBACxcXF8Pb2dtlzUutbhw4d0KdPH6O9vJZypXzGjh2L06dPY/fu3Y4uxWZkzqe29wJz+5UchUNiGo0GR5P/hHDKi1C4Nq1Wi7i4OH7pkRTzkRvzkRezkRvzkZeiKPDx8ZGuw+DMFi9ejFWrVuHcOetHN3KVfP766y989tlnWLRokaNLsSlXyacm7HRLTAiBmCaNOHq5hPR6PdLT042uwUjyYD5yYz7yYjZyYz7yEkKgtLS02mtWU90NGTIEr732GlJSUqxel6vkk5aWhvfeew833HCDo0uxKVfJpybsdEusvNMdxf3cEhJCID093aXfHJwZ85Eb85EXs5Eb85FbaWmpo0twOZMnT8aNN95ok3W5Qj79+/fHY4895ugy7MIV8qkJO91EREREREREdsJONxEREREREZGdsNMtMUVRcDHjCs/olpCiKAgLC3PpAR+cGfORG/ORF7ORG/Opf3U5lJ8D3MmN+chN1nxsdToPO90SUxQFp1LSOHq5hDQaDWJiYqDR8CUkI+YjN+YjL2YjN+ZTfzw9PaEoCvLz881aXlEUKS93ROWYj9xkzic/Px+KosDT09Oq9XjYqB6bOn/+PF588UV89913KCwsROvWrbFixQp07doVQPkvDrNnz8aHH36IrKws9OzZE0uXLkW7du0cXLltCSHQqkUMSrivWzp6vR7nzp1D06ZN+eVHQsxHbsxHXsxGbsyn/mi1WgQHByMjIwPFxcUICgqCh4dHtZ0Cw+jLhs46yYX5yE22fIQQKCsrQ25uLnJzcxESEmL1nnjpOt1ZWVno06cP+vfvj++++w4NGzbEX3/9hZCQEHWZxYsXY8mSJVi1ahVat26NefPmYeDAgUhOTkZgYKDjircxIQQiG4TD+qsTkq0JIZCZmYkmTZo4uhQygfnIjfnIi9nIjfnUr6ioKPj6+uLSpUvIzc2tcVnZOg1kjPnITdZ8tFotGjVqhODgYKvXJV2ne9GiRYiOjsbKlSvVac2bN1f/FkLgrbfewvTp03HnnXcCAFavXo3IyEisW7cOEydOrO+SiYiIiMjFKIqCkJAQBAcHQ6fToaysrNpldTodTp48iWbNmkl7bqo7Yz5ykzEfDw8PaLVam/0IIF2n+6uvvsLgwYNxzz33YOfOnWjSpAkmTZqERx99FACQkpKC9PR0DBo0SL2Pt7c3+vbti6SkJHa6iYiIiMhmFEWBh4cHPDyq/9qs0+mgKAp8fHyk6TTQNcxHbu6Qj3Sd7tOnT2PZsmV47rnn8PLLL+OXX37BlClT4O3tjQcffBDp6ekAgMjISKP7RUZGIjU11eQ6i4uLUVxcrN42HCKk0+mg0+kAlL+hajQa6PV6o1HqDNMNy9U2XaPRQFEUk9OB8vOxzJlu2ODO/X0RSuB1UKAHoPwzqJqAYnSed83Ty6ddm16+bNXphvvq9Xqj+m3ZJiGEyemVn/fqpsuSk16vR8OGDaEoisu0qWKNrtCmhg0bqvNdpU2Va3TWNgHl79mu1CZXyania8dV2mTOdGdqU8X3NldpkyvkZHjtADBZozO2qbbanalNlb8XuEKbXCknoPx0DnNrl6lNpr7jmCJdp1uv16Nbt25YsGABAKBz5844evQoli1bhgcffFBdrvKufiFEtbv/Fy5ciNmzZ1eZfvToUQQEBAAAwsLCEBMTg3PnziEzM1NdJioqClFRUThz5gzy8vLU6dHR0QgPD8epU6dQVFSkTo+NjUVQUBCOHTtmFEqbNm3g5eWFI0eOGNWQkJCAkpISJCcnq9O0Wi0SEhJQXFyMpo0iERBUBi/lCkqhxTkRhkAUI0K5VkshvJAughGCAoQqBer0PPjgsghEuHIVgbhWY5bwQzb8Eankwhcl6vQznuUbzcWLF5GdnW2XNuXl5eH06dPqdB8fH8THxyMrKwtnz55VpwcGBiIuLg6XLl1Sf2gB5MupcePGyM3Ndak2uVJOly5dcrk2Aa6RU0hICI4ePepSbXKlnC5duuRybQJcI6dLly7h0qVLLtUmV8opNDTU5drkCjmdOHECOp1Ofe24QptcLaeoqCgcOXLE6dpUcdyxmijCVhcfs5FmzZph4MCBWL58uTpt2bJlmDdvHs6fP4/Tp08jLi4OBw8eROfOndVlRowYgZCQEKxevbrKOk3t6Y6OjkZmZiaCgoIAyPnrU0pKCj5YuRb5TbojsEEj2HtPd05GOlK3fYL3Fs9BdHS0Xdokyy9q1rZJp9MhNTUVsbGxaj3O3qaKNTp7TqWlpUhNTVXPDXKFNrlSTkIInDlzBjExMUaHkTlzm1wlJ8N7W7NmzdTLozh7m8yZ7ixt0ul0SElJMTrv0dnbZKp2Z2yT4bXTokUL9XGdvU211e5MbSopKTH6XuAKbXKlnIQQSE1NRXR0tNH3AmdoU15eHkJDQ5GTk6P2K02Rbk93nz59jH61AKCeWA8ALVq0QFRUFLZs2aJ2uktKSrBz504sWrTI5Dq9vb3h7e1dZbrhy3hFhhBNLVvf0xVFQUhQAK5CgTC6pLpSzbW7TU83dLJrm264r0ajMVmPrdpkanp1z3tdp9dnToZrd7pSmwxcoU35+flGr3FXaFNlztomnU6Hq1evmnwPdtY21TTd2dpkeO0Yjh5zhTaZM90Z2qQoSpX3ttqWl71NdZ0uc5sM1/Otrsbq1iNzmyydLmObTL12nL1N1k6XpU06nQ55eXkm39vqsh6g/ttU3XKVSdfpfvbZZ9G7d28sWLAAo0aNwi+//IIPP/wQH374IYDyJ/KZZ57BggUL0KpVK7Rq1QoLFiyAn58f7r//fgdXT0RERERERHSNdJ3u7t27Y+PGjXjppZcwZ84ctGjRAm+99RbGjBmjLjNt2jQUFhZi0qRJyMrKQs+ePbF582aXukY3EREREREROT/pOt0AMGzYMAwbNqza+YqiIDExEYmJifVXlAMoioJTKWnw6dDW0aVQJYqiIDo6utrB+8ixmI/cmI+8mI3cmI+8mI3cmI/c3CEfKTvdVE5RFFzMuIIYk+dvkyNpNBqEh4c7ugyqBvORG/ORF7ORG/ORF7ORG/ORmzvkY96Z3+QQer0eXRKuqzQiOclAp9Opl58g+TAfuTEfeTEbuTEfeTEbuTEfublDPux0S87P14f7uSVV8fqCJB/mIzfmIy9mIzfmIy9mIzfmIzdXz4edbiIiIiIiIiI7YaebiIiIiIiIyE7Y6ZaYoig4mvwn9I4uhKrQaDSIjY2FRsOXkIyYj9yYj7yYjdyYj7yYjdyYj9zcIR+OXi4xRVGQlZOHQJ7VLR1FURAUFOToMqgazEduzEdezEZuzEdezEZuzEdu7pCP6/6c4AL0ej16de0IDUcvl45Op8ORI0dcepRFZ8Z85MZ85MVs5MZ85MVs5MZ85OYO+bDTLTmtlhHJypXfGFwB85Eb85EXs5Eb85EXs5Eb85Gbq+fDHh0RERERERGRnbDTTURERERERGQn7HRLTFEUHDxynKOXS0ij0aBNmzYuPcqiM2M+cmM+8mI2cmM+8mI2cmM+cnOHfFy3ZS6iuLjE0SVQNby8vBxdAtWA+ciN+ciL2ciN+ciL2ciN+cjN1fNhp1tiQgj06taRIUlIr9fjyJEj0Ot5HIKMmI/cmI+8mI3cmI+8mI3cmI/c3CEf9ueIiIiIiIiI7ISdbiIiIiIiIiI7YaebiIiIiIiIyE7Y6ZaYoijYc+AQRy+XkEajQUJCgkuPsujMmI/cmI+8mI3cmI+8mI3cmI/c3CEf122Zi/D2du2R/JxZSQlHlpcZ85Eb85EXs5Eb85EXs5Eb85Gbq+fDTrfEhBDoknAdQ5KQXq9HcnKyS4+y6MyYj9yYj7yYjdyYj7yYjdyYj9zcIR/254iIiIiIiIjsxMOSOxUUFGD37t1ISkrCuXPncPnyZfj5+aFBgwZISEhA37590bJlS1vXSkRERERERORU6tTpTkpKwvvvv48vvvgCxcXFEEKYXE5RFFx33XV4/PHH8eCDDyIoKMgmxbojnc51D7Nwdlqt1tElUA2Yj9yYj7yYjdyYj7yYjdyYj9xcPR9FVNdzruDo0aOYOnUqNm/eDK1Wi/79+6NXr17o2rUrIiMjERYWhsLCQmRmZiI5ORl79+7Fjz/+iLS0NISFhWHmzJmYNGkSPDws2rFuc7m5uQgODkZOTo7UPwikpaVh0tRXEHPzAwhu0Mjuj5eT8TfStq3Fv1+fh5iYGLs/HhERERERkbMyt19pVi+4Y8eOaNGiBd555x3ce++9CA8Pr3bZvn374rHHHgMA7Ny5EytWrMDzzz+PvLw8TJ8+vY7NcG9CCIQGBwKo9XcRqmdCCOTl5SEwMBCKoji6HKqE+ciN+ciL2ciN+ciL2ciN+cjNHfIxayC15cuX48SJE3jyySdr7HBX1rdvX6xZswYnTpzADTfcYHGR7koIgXZtWlYbkr/uCsJKz9ZrTVROr9fj9OnTLj3KojNjPnJjPvJiNnJjPvJiNnJjPnJzh3zM2tM9fvx4qx4kLi4OcXFxVq2DrgkuS0f/7A/RLe9LKNBhTeS7SPa7ydFlERERERERUSVynGRNZgksu4T+2cvRPW8DPFCqTo8v2MlONxERERERkYRs0ukuLCzEJ598ghMnTkBRFLRt2xb33XcffHx8bLF6t1ZQWAQRCESWnMITF8bCWxRUWSas7LwDKiNu33JjPnJjPvJiNnJjPvJiNnJjPnJz9Xys7nT/9ttvGDp0KC5evIiIiAgUFRUhLy8PM2fOxKZNm9ChQwdb1OmWNBoNDh45jpibuyK+YKfa4S5WfJEUdD/65H4CL1GEkLILDq7U/Wi1WsTHxzu6DKoG85Eb85EXs5Eb85EXs5Eb85GbO+Rj1kBqNXniiSfQpk0bnDlzBhcvXkROTg62b9+O4uJiTJ482RY1ui0hBCIbhEOBQHDZRXX6qqh/Y3PY08j0aAIACC27AEW47sADMtLr9bhy5YpLD/jgzJiP3JiPvJiN3JiPvJiN3JiP3NwhH7M73d98843J6b/++iteeeUVREdHq9P69u2LMWPGYP/+/dZX6MaEEGjVIgYKgCBdhjrd0NnO+ud/T1GCAN1lR5TotoQQOHv2LMy4zD05APORG/ORF7ORG/ORF7ORG/ORmzvkY3ane/jw4bj33ntx6dIlo+mRkZFISkoymqbX67Fv3z40bNjQNlUSgsrKn3c9FFzVRgAAsjybqPN5XjcREREREZF8zO50b926Fb/99huuu+46fPTRR+r05557DrNmzcKgQYPwr3/9C88++yzatWuHvXv34vnnn7dL0e4oSFfe6b6qDYdeKT8V37CnGwBC2ekmIiIiIiKSjtmd7gEDBuDw4cOYOHEinnjiCQwYMAB//vknnnvuOaxfvx5Xr17Fhx9+iNWrVyMsLAz/+c9/MGXKFHvW7haycvKgCB0C/zl8PFd77eiBzAqd7rBSdrrrW2BgoKNLoBowH7kxH3kxG7kxH3kxG7kxH7m5ej51GkjN29sbCxYswK+//orCwkJ06NABCxcuxF133YWkpCRkZmYiMzMTu3fvxl133WWvmt2GRqPB0eQ/ESByoEH5wAK5Htc63RX3dHME8/ql1WoRFxcHrVbr6FLIBOYjN+YjL2YjN+YjL2YjN+YjN3fIx6LRy9u3b4+kpCQsXrwYixYtQpcuXfDLL7/Yuja3J4RATJNGCBHXBlEz2tNtdE73uXqtzd3p9Xqkp6e79CiLzoz5yI35yIvZyI35yIvZyI35yM0d8rH4kmGKomDy5Mk4evQoYmNj0adPHzz99NPIz8+3ZX1urbzTHYVQcUWdVrHTXawJRIEmCADP6a5vQgikp6e79CiLzoz5yI35yIvZyI35yIvZyI35yM0d8qlTp/v333/HpEmTMGzYMEyaNAm//fYbmjRpgo0bN+Lzzz/Hf//7X7Rt27bay4uRZUL01y4HVvHwcgDI8mgMAAguuwiNKKvXuoiIiIiIiKhmZne6N23ahO7du2P9+vW4fPkyPv/8c/To0QObNm0CAIwcORLHjh3D0KFDcccdd5i8vBhZJlhkqn9X3NMNXDuvWwsdgsvS67UuIiIiIiIiqpnZne5XXnkFbdu2RWpqKvbu3YvU1FS0b98er7zyirpMYGAg/v3vf+Pnn3/G0aNHER8fb5ei3YWiKLiYcQXBouKe7gZGy2QaXTaMg6nVF0VREBYWBkVRHF0KmcB85MZ85MVs5MZ85MVs5MZ85OYO+Zjd6f7zzz8xePBgdTh3f39/DBw4EH/++WeVZXv16oXffvsNU6dOtV2lbkhRFJxKSUNwhXO6c7SRRstkeTZV/+Z53fVHo9EgJiYGGo3FwyKQHTEfuTEfeTEbuTEfeTEbuTEfublDPma3rGXLlti8ebM6UFpRURG2bduGli1bmlzew8MDL7/8sm2qdFNCCLRqEYMQfXmnu0TxQZHG+Bp2FS8bFsZOd73R6/VIS0tz6VEWnRnzkRvzkRezkRvzkRezkRvzkZs75GN2p3v27Nk4cuQIYmJi0Lt3b0RHR+P3339HYmKiHctzb0IIRDYIV/d052obApUOuzAMpAYAoaXsdNcXIQQyMzNdepRFZ8Z85MZ85MVs5MZ85MVs5MZ85OYO+Zjd6R4+fDj27t2Lu+++G6Ghobjrrruwd+9ejBgxwp71uT1PFMMP5UcXVD6fG6jU6eaebiIiIiIiIql41GXh7t27o3v37vaqhUwIQI76d+WRywGgVOOLPG04AnVXOJAaERERERGRZFz3bHUXoCgKCi+nqLcrX6PbwHBed7DuEjz0xfVSm7tTFAVRUVEuPcqiM2M+cmM+8mI2cmM+8mI2cmM+cnOHfMzqdH/xxRdWPcj58+exZ88eq9bhjhRFQVnOOfW2qT3dgPFlw0K4t7teaDQaREVFufQoi86M+ciN+ciL2ciN+ciL2ciN+cjNHfIxq2WjR49Gx44d8fHHH6ujl5vj999/x5NPPomWLVti27ZtFhfprvR6Pdo28VNvV9fp5gjm9U+n0+Gvv/6CTqdzdClkAvORG/ORF7ORG/ORF7ORG/ORmzvkY9Y53fv27cPzzz+PcePG4YknnsCtt96Knj17okuXLoiMjERoaCgKCwuRmZmJU6dO4ZdffsHWrVtx/PhxBAYGYubMmXj22Wft3RaX1NCnSP27+sPLOZiaI+Tl5Tm6BKoB85Eb85EXs5Eb85EXs5Eb85Gbq+djVqe7W7du2LlzJ7Zs2YL3338f//vf/7Bhw4Zqj7sXQiA2NhYLFizAI488gvDwcJsW7U4qDqSWU93h5Z5N1b85mBoREREREZE86jR6+cCBAzFw4EBkZWXhp59+QlJSEs6dO4crV67A19cXDRo0QEJCAvr27YsOHTrYq2a3EoBc9e88E5cMA4wPL+eebiIiIiIiInnUqdNtEBoaihEjRvAa3XamKAp8y64AnsBVTSh0ipfJ5bI9oqCHBhroEVbKTnd9UBQF0dHRLj3KojNjPnJjPvJiNnJjPvJiNnJjPnJzh3ws6nRT/VAgEKy9CqD687kBQK94IkcbiVDd39zTXU80Gg1Pm5AY85Eb85EXs5Eb85EXs5Eb85GbO+TjuuOyu4LCDHhoBIDqRy43yPIsP8TcX58NL735I8yTZXQ6HU6cOOHSoyw6M+YjN+YjL2YjN+YjL2YjN+YjN3fIh51uiXkUXVL/ztWaPp/boOII5rxsWP0oKiqqfSFyGOYjN+YjL2YjN+YjL2YjN+YjN1fPh51uiWkL09W/azq8HKg0mBrP6yYiIiIiIpICO90S0xZeVP+u7fDyTI5gTkREREREJB12uiXmUVSh013bnm7Pa51uHl5ufxqNBrGxsdBo+BKSEfORG/ORF7ORG/ORF7ORG/ORmzvkw9HLJWbU6eaebqkoioKgoCBHl0HVYD5yYz7yYjZyYz7yYjZyYz5yc4d8bPpzwp49ezB9+nTMmzcPFy5csGgdiYmJUBTF6F9UVJQ6XwiBxMRENG7cGL6+vujXrx+OHj1qqyZIRVNg/jndV7UR6t8Buky71UTldDodjhw54tKjLDoz5iM35iMvZiM35iMvZiM35iM3d8jHok731KlT4ePjg8zMa527L774AjfeeCMWLlyImTNnokuXLjh/3rI9ru3atcPff/+t/jty5Ig6b/HixViyZAnee+897N+/H1FRURg4cCDy8vIseiyZefwzkFoZPJCvCa1xWb3igUJNIADAT5dj99oILv3G4AqYj9yYj7yYjdyYj7yYjdyYj9xcPR+LOt3bt29H//79ERYWpk6bMWMGgoODsWbNGixevBhXrlzBG2+8YVFRHh4eiIqKUv81aFB+uSwhBN566y1Mnz4dd955J9q3b4/Vq1ejoKAA69ats+ixZKb95/DyHCUMUJRalzd0zP30WXati4iIiIiIiMxj0TndaWlp6NOnj3r71KlTSE5OxqxZs/DAAw8AAH7++Wd8++23WLJkSZ3Xf+rUKTRu3Bje3t7o2bMnFixYgNjYWKSkpCA9PR2DBg1Sl/X29kbfvn2RlJSEiRMnmlxfcXExiouL1du5ubkAyn9RMfyqoigKNBoN9Ho9hBDqsobplX99qW66RqOBoigmpwOAXq83a7pWlEJbkg0AyFEioEAPQIGAAkBAgaiwdPn0Am0IUJYGP30utKIEesUTAso/y15bvnwdVacb1qnX643qt1mbtFoIIUxOr/y8Vzddlpx0Op36+K7Spoo1OnubDPkY7ucKbXKlnIQQRvm4QptcJaeKrx1XaZM5052lTaZeO87eJlO1O2ObDK8dwz9XaFNttTtbmyq+dlylTebU7gxtMtzXGdtU+bGqY1Gn++rVqwgICFBv79q1C4qi4NZbb1WntW3bFtu2bavzunv27Ik1a9agdevWuHjxIubNm4fevXvj6NGjSE8vP9w6MjLS6D6RkZFITU2tdp0LFy7E7Nmzq0w/evSo2o6wsDDExMTg3LlzRofNG/a2nzlzxugQ9ujoaISHh+PUqVNGF3OPjY1FUFAQjh07ZhRKmzZt4OXlZXSoPAAkJCSgpKQEycnJ6jStVouEaH/1ts4rFM2VKyiFFudEGAJRjAjlWi2F8EK6CEaJ5lomrUUqMjRRuCwCEa5cRSCu1Zgl/JANf0QqufBFiTr9jGf5RnPx4kVkZ2fbvk0JCcjLy8Pp06fV6T4+PoiPj0dWVhbOnj2rTg8MDERcXBwuXbqk5g7IlRNQ/qJ3pTa5Uk56vR7Hjh1zqTa5Sk7t27dH8+bNcezYMZdpkyvlZHjtuFKbXCUnT09PNR9XaZMr5aTX61FaWgpFUVymTYBr5HTixAmj144rtMmVcmrRogXatGmj5uRMbQoJCYE5FFG5y2+G2NhYdO7cGRs2bAAAjB49Gt9//z0yMzOh1WoBAE8++STWr1+PK1eu1HX1RvLz8xEXF4dp06bh+uuvR58+fXDhwgU0atRIXebRRx/F2bNn8f3335tch6k93dHR0cjMzFRHypPu16e/k4DPbgIA/Oh5B7Y2TURte7rvzngFXa9+BQB4s8l/keEVV6c93TkZ6Ujd9gneWzwH0dHRtm+TRL+oWdsmQzs8PT2rbauztalijc6ek06ng16vV+/vCm1ypZwURVGnKRVOnXHmNrlKToZaNRqN+nnu7G0yZ7qztEkIgbKyMnUZV2iTqdqdsU2Gujw8PIze45y5TbXV7kxtKisrM/pe4AptcqWcFEVRjxKp+L3AGdqUl5eH0NBQ5OTk1DgCu0V7uvv27YtPP/0US5cuhY+PD7788ksMHz5c/YAGgD///BNNmza1ZPVG/P39kZCQgFOnTuGOO+4AAKSnpxt1ui9dulRl73dF3t7e8Pb2rjJdq9Ua1QxcC9HUsvU6/eq1QehylHAIo9PvDZ1vY/maEPVvP32Ouoyhk11Z5emG5St+2bKo9hqmGzpAlVX3vNd1en3lpNPp1D1BprajmmqUtU0VOXtOiqIY5WOY5sxtcqWcdDod/vjjD6N8DJy1TTVNd6Y2VXxvM3zxcfY2mTvdGdpU8SiEyvOdtU11nS5rmyq+dqr7HlXdemRtkzXTZWuTqe8FdV2PbG1ypZx0uvLRy029t9VlPUD9t6m65aqsz6ylKpk+fTp8fX0xZcoUPProo/D09MSsWbPU+RkZGdixY4fRed+WKi4uxvHjx9GoUSO0aNECUVFR2LJlizq/pKQEO3fuRO/eva1+LKlcvXbJtRwlooYFrynQhqh/cwRzIiIiIiIix7NoT3fLli1x7Ngx9fDyYcOGoXnz5ur81NRUTJo0Cffff3+d1z116lTcfvvtiImJwaVLlzBv3jzk5uZi3LhxUBQFzzzzDBYsWIBWrVqhVatWWLBgAfz8/Cx6LKlV2NOdrQk36y4FRnu6OYI5ERERERGRo1nU6QaARo0aYfLkySbndevWDd26dbNovefOncN9992Hy5cvo0GDBrj++uuxd+9eNGvWDAAwbdo0FBYWYtKkScjKykLPnj2xefNmBAYGWtoUOVU6vNwc+dpr1/L212XbuiIiIiIiIiKqI4s73fayfv36GucrioLExEQkJibWT0GOEhyL4tAOyL94Cln+4fA14y4FmmD1bz99tt1Ko/LzNwznbZF8mI/cmI+8mI3cmI+8mI3cmI/c3CEfizvdGRkZWLlyJfbv34/s7OwqI7kB5R1kSy4bRgBuXID0mIl4YeZ8RPT2Ma/TXWFPtx/3dNtdSUkJfHx8HF0GVYP5yI35yIvZyI35yIvZyI35yM3V87Go03348GEMGDAAWVlZVYZer6jikO9Ud0IIdEm4DufMXD6/wkBq/jqe021Per0eycnJ1Y6ySI7FfOTGfOTFbOTGfOTFbOTGfOTmDvlYtA//+eefR2ZmJqZPn46UlBSUlpZCr9dX+Wdq7zfZT6HR4eUcvZyIiIiIiMjRLNrTvWfPHtxxxx2YM2eOreshK+gVDxRqAuGrz+NAakRERERERBKwaE+3l5cX4uLibF0LmaDT6eu0fL6m/LxuXjLM/lz18BdXwXzkxnzkxWzkxnzkxWzkxnzk5ur5WNTpHjBgAA4cOGDrWqgSjUaDPb8egh7mnxtfoC0/xNxHnweNKLNXaW5Pq9W69Hknzo75yI35yIvZyI35yIvZyI35yM0d8rGo0/3aa6/h6NGjeP31121dD1UghEBocCCA6gerq6zgnz3dGgj46nPtVBkJIZCbm1vjQILkOMxHbsxHXsxGbsxHXsxGbsxHbu6Qj0XndM+dOxft2rXDiy++iPfffx8dO3ZEcHBwleUURcGKFSusLtJdCSHQrk1Ls0cvB4xHMPfTZSNfG2bzuqh8lMXTp0+7/K9yzor5yI35yIvZyI35yIvZyI35yM0d8rGo071q1Sr179OnT+P06dMml2Onu/4VaELUv/302Q6rg4iIiIiIiCzsdKekpNi6DrIR42t1ZzusDiIiIiIiIrKw092sWTNb10HVKCgsggisw/JGe7o5grk9+fj4OLoEqgHzkRvzkRezkRvzkRezkRvzkZur52PRQGpUPzQaDQ4eOQ5Rp9HLQ9S//XQ5dqiKgPJRFuPj4132vBNnx3zkxnzkxWzkxnzkxWzkxnzk5g75WNXpXrduHQYNGoSGDRvC29sbDRo0wKBBg7Bu3Tpb1efWhBCIbBAOpQ6jl+dX2NPtzz3ddqPX63HlyhXo9XW7jjrVD+YjN+YjL2YjN+YjL2YjN+YjN3fIx6JOt16vxz333IOxY8di69atyM/PR+PGjVFQUICtW7di7NixuOuuu1z6iasPQgi0ahFTh/3clfd0Z9u6JPqHEAJnz5516UsbODPmIzfmIy9mIzfmIy9mIzfmIzd3yMeiTve7776LDRs24KabbsKePXuQn5+PlJQU5OfnY+/evejbty++/PJLvPvuu7aul2pRoA1V/+bo5URERERERI5lUad71apVaNOmDbZs2YKePXsazevRowc2b96MNm3aYOXKlTYpksxXoAlS/+bo5URERERERI5lUac7OTkZt99+Ozw8TA9+7uHhgWHDhuHkyZNWFUdAVk5eHc7oBvSKJwo15cOds9NtX4GBdRhWnuod85Eb85EXs5Eb85EXs5Eb85Gbq+djUafby8sL+fn5NS6Tn58PLy8vi4qichqNBkeT/6zT6OXAtcuG8fBy+9FqtYiLi3PpURadGfORG/ORF7ORG/ORF7ORG/ORmzvkY1Gnu3Pnzvj8889x4cIFk/P//vtvfP755+jSpYtVxbk7IQRimjSq0+jlAJD/z2BqPvpcKEJnh8pIr9cjPT2dgwVKivnIjfnIi9nIjfnIi9nIjfnIzR3ysajT/fzzz+PKlSvo1q0b3njjDRw4cABnz57FgQMH8Prrr6Nr167IzMzEc889Z+t63Up5pzuqjvu5r+3p1kDAV59r87qoPJv09HSXHmXRmTEfuTEfeTEbuTEfeTEbuTEfublDPqZPyq7FsGHD8Oabb+KFF17AtGnTjOYJIeDh4YHXX38dw4YNs0mRVDcVLxvmr8s2GtGciIiIiIiI6o9FnW4AePrppzF8+HCsXbsWv//+O3JzcxEUFITOnTvj/vvvR2xsrC3rpDrI11S8bFgWgBaOK4aIiIiIiMiNWdzpBoAWLVpgxowZtqqFKlEUBRczrkDUcTC/Am2w+refLsfGVRFQnk1YWBgUpa4H/1N9YD5yYz7yYjZyYz7yYjZyYz5yc4d8LDqnm+qHoig4lZJW59HLK+7p9tdn2bosQvnI8jExMdBo+BKSEfORG/ORF7ORG/ORF7ORG/ORmzvkY9ae7p9++gkA0KNHD/j4+Ki3zXHTTTdZVhlBCIFWLWJQUsfRyyue0+3Ha3XbhV6vx7lz59C0aVOXfoNwVsxHbsxHXsxGbsxHXsxGbsxHbu6Qj1md7n79+kFRFBw/fhytW7dWb5tDp+MlqywlhEBkg3Ccq+P9DKOXA7xWt70IIZCZmYkmTZo4uhQygfnIjfnIi9nIjfnIi9nIjfnIzR3yMavTPXPmTCiKgoiICKPbJKf8SqOXExERERERkWOY1elOTEys8TbJpeIlwvx4TjcREREREZHDWHTQfFpaGnJzc2tcJi8vD2lpaRYVReUURUHa+fQ6ntENFGiC1L85erl9KIqCqKgoHvEhKeYjN+YjL2YjN+YjL2YjN+YjN3fIx6JOd4sWLfD222/XuMy///1vtGjB60Nbo7zT/XedRy/XK54o1JRfZ4yjl9uHRqNBVFSUyw724OyYj9yYj7yYjdyYj7yYjdyYj9zcIR+LWiaEgBA173+tbT7VTq/Xo12bllDqvK/72mBqPKfbPnQ6Hf766y8OFCgp5iM35iMvZiM35iMvZiM35iM3d8jHbj8nnDt3DoGBgfZavdsIDQ6s437ucgXaYACAjz4XinDdDdiR8vLyHF0C1YD5yI35yIvZyI35yIvZyI35yM3V8zFrIDUAmDNnjtHtHTt2mFxOp9Ph3LlzWL9+PXr27GlVcWS5fE35YGoaCPjqc40GVyMiIiIiIqL6YXanu+KI5YqiYMeOHdV2vAGgcePGWLRokTW1kRUMe7qB8kPM2ekmIiIiIiKqf2Z3urdv3w6g/FztAQMGYPz48Rg3blyV5bRaLcLCwhAfH+/SJ8PXB0VRcColDT4d2tb5vgWaipcNy7ZhVQSUZxMdHe3Soyw6M+YjN+YjL2YjN+YjL2YjN+YjN3fIx+xOd9++fdW/Z82ahf79++Omm26yS1FUTlEUXMy4ghgLzurO14aof/txMDWb02g0CA8Pd3QZVA3mIzfmIy9mIzfmIy9mIzfmIzd3yMeiXdGzZs1ih7se6PV6dEm4zqrRywFeNswedDodTpw44dKjLDoz5iM35iMvZiM35iMvZiM35iM3d8jH7D3d1Tl79iwuXLiA4uJik/PZObeOn68PMi24H/d0219RUZGjS6AaMB+5MR95MRu5MR95MRu5MR+5uXo+Fne6v/76a7zwwgs4depUjcu58i8WMuM53URERERERI5n0eHlO3bswMiRI3H16lVMnjwZQgjcdNNNeOyxx9C2bVsIITB06FDMnDnT1vWSmSqPXk5ERERERET1z6JO96uvvoqAgAD8+uuvePvttwEA/fv3x7Jly3D48GHMnz8f27Ztw4gRI2xarLtRFAVHk/+E3oL75nNPt11pNBrExsZyhH5JMR+5MR95MRu5MR95MRu5MR+5uUM+FrVs//79uOOOOxAZGalO0+vLu4aKouCll15C586duafbSoqiICsnD7Bg9PKKe7p5TrftKYqCoKAgl760gTNjPnJjPvJiNnJjPvJiNnJjPnJzh3ws6nQXFBSgSZMm6m1vb2/k5uYaLXP99ddj9+7d1lXn5vR6PXp17QiNBaOX6xVPFCkBADh6uT3odDocOXKEYxZIivnIjfnIi9nIjfnIi9nIjfnIzR3ysajTHRUVhYyMDPV2kyZNcPToUaNlrly54tJPXH3Rai0/zMIwgjnP6bYPbt9yYz5yYz7yYjZyYz7yYjZyYz5yc/V8LOrRdezYEX/88Yd6u3///ti+fTvWr1+P/Px8/PDDD/jss8/QoUMHmxVKdVeoKT/E3EefB0VYcmY4ERERERERWcOiTvfw4cPx+++/IzU1FQDw8ssvIyAgAGPGjEFQUBBuu+026HQ6zJs3z6bFUt0UaoIAABro4SXyHVwNERERERGR+7Go0/3QQw+hoKAAzZo1AwC0aNEC+/fvx+OPP45Bgwbh0Ucfxb59+3DTTTfZtFh3oygKDh45btHo5UDlwdRybFMUASgfZbFNmzYuPcqiM2M+cmM+8mI2cmM+8mI2cmM+cnOHfDxstaK4uDgsXbrUVqujfxQXl1h8X8OebgDw1eeCw6nZlpeXl6NLoBowH7kxH3kxG7kxH3kxG7kxH7m5ej4W/ZzwySefoKCgwNa1UCVCCPTq1tGykFC10022o9frceTIEfVSeSQX5iM35iMvZiM35iMvZiM35iM3d8jHov7c2LFjERUVhfHjx2Pr1q0Qou6XtCL74+HlREREREREjmVRp3vu3LmIjo7GmjVrMHjwYDRt2hTTpk3D4cOHbV0fWcEwejkA+OrZ6SYiIiIiIqpvFnW6p0+fjqNHj+LAgQOYMmUK9Ho9Xn/9dXTu3BkdOnTA66+/jgsXLti6VqojHl5ORERERETkWFYNEdelSxe8+eabOH/+PL799lvcd999SElJwbRp09CsWTMMHDjQVnW6JUVRsOfAIctHL6/Q6fbjnm6b0mg0SEhIcOlRFp0Z85Eb85EXs5Eb85EXs5Eb85GbO+Rjk5ZpNBoMGTIEa9euxcWLFzF//nxoNBr8+OOPtli9W/P2tnwkv8IK53T76rin29ZKSiwfWZ7sj/nIjfnIi9nIjfnIi9nIjfnIzdXzsdnPCbm5ufjoo48wbNgwzJgxA6WlpQgICLDV6t2SEAJdEq7j6OUS0uv1SE5OdulRFp0Z85Eb85EXs5Eb85EXs5Eb85GbO+Rj1XW6y8rKsGnTJqxduxabNm1CcXExNBoNBg4ciLFjx2LkyJG2qpMsUFBhIDUeXk5ERERERFT/LOp07969G2vXrsV//vMfZGVlQQiBzp07Y+zYsbjvvvsQGRlp6zrJAmUaH5QqXvAUJdzTTURERERE5AAWdbpvvPFGAEB0dDQeffRRjB07Fm3btrVpYVROp7PuMItCTTA8dRnw5XW6bU6r1Tq6BKoB85Eb85EXs5Eb85EXs5Eb85Gbq+djUad7woQJGDt2LPr162fjcqgijUaDPb8eQszNCRavo0AThCBdBg8vtzGtVouEBMtzIftiPnJjPvJiNnJjPvJiNnJjPnJzh3wsGqOrWbNmOHfunK1rqWLhwoVQFAXPPPOMOk0IgcTERDRu3Bi+vr7o168fjh49avdaHEEIgdDgQADC4nUYBlPzEkXQCtceFbA+CSGQm5sLISzPhuyH+ciN+ciL2ciN+ciL2ciN+cjNHfKxqNM9b948HDlyxNa1GNm/fz8+/PBDdOjQwWj64sWLsWTJErz33nvYv38/oqKiMHDgQOTl5dm1HkcQQqBdm5ZWDTHPy4bZh16vx+nTp116lEVnxnzkxnzkxWzkxnzkxWzkxnzk5g75WLynOzMz09a1qK5evYoxY8bg//7v/xAaGqpOF0LgrbfewvTp03HnnXeiffv2WL16NQoKCrBu3Tq71ePMOII5ERERERGR41jU6b7vvvvwww8/ICfHPp24J598EkOHDsUtt9xiND0lJQXp6ekYNGiQOs3b2xt9+/ZFUlKSXWpxdkW8VjcREREREZHDWDSQ2iuvvIKDBw9iwIABmDNnDrp3746GDRvapKD169fj4MGD2L9/f5V56enpAFDlkmSRkZFITU2tdp3FxcUoLi5Wb+fmlnc+dToddDodAEBRFGg0Guj1eqPzCQzTDcvVNl2j0UBRFJPTAVQ5bKK66VqtFkIIFBYVQwkUUKAHoEBAASCgGJ3nXf104z3d2VCg/2dZ5Z9lhdFaDLVUrN/WbTI1vfLzXt10WXLS6XTw8vICAJdpU8Uanb1NhnwM93OFNrlSTkIIeHt7V1nemdvkKjlVfO24SpvMme4sbRJCGL23uUKbTNXujG0yvHaEECZrdMY21Va7s7Wp4mvHVdpkTu3O0CYhBHx8fJyyTeYeEm9Rp9vX1xdA+RM0fPjwapdTFAVlZWVmr/fs2bN4+umnsXnzZvj4+NS43oqEEFWmVbRw4ULMnj27yvSjR48iICAAABAWFoaYmBicO3fO6ND5qKgoREVF4cyZM0bnjUdHRyM8PBynTp1CUVGROj02NhZBQUE4duyYUSht2rSBl5dXlXPhExISUFJSguTkZHWaYQS/kpIS+Pp4o01QGbyUKyiFFudEGAJRjAjlWi2F8EK6CEYIChCqFKjT8+CDQu21Pd3R+gsoUq4gS/ghG/6IVHLhi2uDq53xLN9oLl68iOzsbLu0KS8vD6dPn1an+/j4ID4+HllZWTh79qw6PTAwEHFxcbh06ZL6YwsgX05arRa5ubku1SZXyunYsWMu1ybANXJq3rw5jh075lJtcqWcjh075nJtAlwjp5KSEqPXjiu0yZVyKi0thaIoLtUmV8gpOTkZOp1Ofe24QptcLaf4+HgcOXLE6doUEhICcyjCgmHi+vXrV2Mnt6Lt27ebvd4vv/wSI0eONLpOm06nU39ZSE5ORsuWLXHw4EF07txZXWbEiBEICQnB6tWrTa7X1J7u6OhoZGZmIiiovFMq469PZ86cwfw33oVP+4EIbNAIluzp7nD1O9yb8S8AwDdhU5EU/EC1e7pzMtKRuu0TvLd4DqKjo+3SJll+UbO2TXq9HtnZ2QgPD4eiKC7Rpoo1OntOZWVlyM7ORkhICDQajUu0yZVyAoCsrCwEBweryzh7m1wlJ8N7W0hICDw8PFyiTeZMd5Y26fV6ZGZmqu9trtAmU7U7Y5sMr52wsDB1/c7eptpqd6Y2lZaWGn0vcIU2uVJOAJCdnY2goCCj7wXO0Ka8vDyEhoYiJydH7VeaYtGe7h07dlhyt1rdfPPNVX7JmDBhAuLj4/Hiiy8iNjYWUVFR2LJli9rpLikpwc6dO7Fo0aJq1+vt7Q1vb+8q0w17KiuqGHTlZR0xPa5ZU5yDAmF0+r2hk11Z1ekVDy/31ecZrcfQ+Ta+DbWTYm3tpqYrimJyenXPe12n12dO58+fVz9cXaVNBs6ek0ajUfMxLOPsbXKlnHQ6Hc6dO4fQ0NAq85y1TTVNd7Y2GV47hh/XXaFN5kx3ljZVfm+raXlnaZOr5FTxteMqbbJ0umxtMvW9oK7rka1NrpSTTqfD2bNnkZCQYHUfpL7bVN1ylVnU6baXwMBAtG/f3miav78/wsPD1enPPPMMFixYgFatWqFVq1ZYsGAB/Pz8cP/99zuiZOlVPLycA6kRERERERHVL6s63SUlJdi6dStOnDiB/Px8zJgxAwBQVFSE3NxcREREmN37N9e0adNQWFiISZMmISsrCz179sTmzZsRGBho08dxFYUVB1LT8ZJhRERERERE9cniTvdXX32Fxx57DBkZGepAZoZO9+HDh9GrVy98/PHHVu+Brnwou6IoSExMRGJiolXrdRZZOXkQVvyeYHx4OTvdtsQfeuTGfOTGfOTFbOTGfOTFbOTGfOTm6vlYtBt69+7duPvuu+Ht7Y233367Sse6R48eaNmyJTZs2GCTIt2VRqPB0eQ/qzl/2zxFmgD1bx5ebjtarRZxcXHVnmNCjsV85MZ85MVs5MZ85MVs5MZ85OYO+VjU6Z43bx5CQkJw4MABTJ48Ga1ataqyTNeuXXHo0CGrC3RnQgjENGlUaUTyOq5D0aJQU/7LkZ+OnW5b0ev1SE9PN/vafFS/mI/cmI+8mI3cmI+8mI3cmI/c3CEfizrde/fuxYgRI9CgQYNql4mOjja65hnVXXmnO8qK/dzlDIeY8/By2xFCID09vcqlB0gOzEduzEdezEZuzEdezEZuzEdu7pCPRZ3u4uJiBAcH17hMTk6OzQdRI8sUaspHMPfV50IRrvsLEhERERERkWws6hXHxsbiwIEDNS6zZ88exMfHW1QU2ZZhBHMN9PAS+Q6uhoiIiIiIyH1Y1Om+66678PPPP2PNmjUm57/++uv4448/MHr0aKuKc3eKouBixhUrzuguV6CtMII5z+u2CUVREBYWBkWx9uB/sgfmIzfmIy9mIzfmIy9mIzfmIzd3yMeiS4a98MIL2LBhAyZMmIC1a9eiqKgIQPk1tPfs2YOkpCR06tQJkydPtmmx7kZRFJxKSUNMrHUboGEgNQDw0+cgG02sLc3taTQaxMTEOLoMqgbzkRvzkRezkRvzkRezkRvzkZs75GPRnu6AgAD8/PPPuPfee7F9+3bs2rULQgi8/vrrSEpKwqhRo7B161Z4e3vbul63IoRAqxYxVo1eDlw7vBzgZcNsRa/XIy0tzaVHWXRmzEduzEdezEZuzEdezEZuzEdu7pCPxSOdhYaG4pNPPkF6ejq+/fZbrF27Fl999RUuXLiATz/9FKGhobas0y0JIRDZINzq0csLtUHq3+x024YQApmZmS49yqIzYz5yYz7yYjZyYz7yYjZyYz5yc4d8LDq8vKLw8HAMGTLEFrWQnRRU2NPtp+Nlw4iIiIiIiOqL1Z3uivbs2YNvvvkGvr6+eOihh9C4cWNbrp4sZHx4OTvdRERERERE9cWiw8unTp0KHx8fZGZmqtO++OIL3HjjjVi4cCFmzpyJLl264Pz58zYr1B0pioK08+lWj15uuE43wMPLbUVRFERFRbn0KIvOjPnIjfnIi9nIjfnIi9nIjfnIzR3ysajTvX37dvTv3x9hYWHqtBkzZiA4OBhr1qzB4sWLceXKFbzxxhs2K9QdlXe6/4aw8qzuggrndPPwctvQaDSIioqCRmPxsAhkR8xHbsxHXsxGbsxHXsxGbsxHbu6Qj0UtS0tLQ6tWrdTbp06dQnJyMqZMmYIHHngAU6dOxW233YZvv/3WZoW6I71ej3ZtWnL0cgnpdDr89ddf0Ol0ji6FTGA+cmM+8mI2cmM+8mI2cmM+cnOHfCzqdF+9ehUBAQHq7V27dkFRFNx6663qtLZt2+LcuXPWV+jmQoMDrR+9nIeX20VeXp6jS6AaMB+5MR95MRu5MR95MRu5MR+5uXo+FnW6GzVqhOTkZPX2999/j4CAAHTt2lWdlpuby+t0S6JU8UGp4gUA8ONAakRERERERPXGotHL+/bti08//RRLly6Fj48PvvzySwwfPhxarVZd5s8//0TTpk1tVihZQVFQqAmGpy4Dvjru6SYiIiIiIqovFu3pnj59Onx9fTFlyhQ8+uij8PT0xKxZs9T5GRkZ2LFjB/r06WOzQt2Roig4lZJm9ejlwLVDzHnJMNtQFAXR0dEuPcqiM2M+cmM+8mI2cmM+8mI2cmM+cnOHfCza092yZUscO3YMGzZsAAAMGzYMzZs3V+enpqZi0qRJuP/++21SpLtSFAUXM64gxuqzuoGCfzrd3qIQWlEKneJp9TrdmUajQXh4uKPLoGowH7kxH3kxG7kxH3kxG7kxH7m5Qz4Wj8veqFEjTJ48GZMnTzbqcANAt27d8Oabb6J79+7W1ufW9Ho9uiRcZ/Xo5QBQqOVgarak0+lw4sQJlx5l0ZkxH7kxH3kxG7kxH3kxG7kxH7m5Qz4W7emuqKysDCdPnkROTg6Cg4PRunVreHhYvVr6h5+vDzJtsB6jy4bpcnBV69q/JtWHoqIiR5dANWA+cmM+8mI2cmM+8mI2cmM+cnP1fCze052RkYFHH30UISEhSEhIwA033ICEhASEhITgscceQ0ZGhi3rJCtV7HRzBHMiIiIiIqL6YdEu6fPnz6NPnz5IS0tDgwYNcNNNNyEyMhIXL17Er7/+iuXLl2PLli3YtWsXmjRpYuuayQK8VjcREREREVH9s2hP97Rp05CWlobZs2cjNTUV3377LVauXIlvv/0WqampSExMRGpqKl588UVb1+tWFEXB0eQ/obfBugq0xoeXk3U0Gg1iY2Oh0Vh8sAjZEfORG/ORF7ORG/ORF7ORG/ORmzvkY9Ge7u+//x5DhgzBjBkzqszz8fHBzJkzkZSUhO+++87qAt2ZoijIyslDoA1GL6+4p5uHl1tPURQEBQXVviA5BPORG/ORF7ORG/ORF7ORG/ORmzvkY9HPCSUlJejSpUuNy3Tt2hUlJSUWFUXl9Ho9enXtCI0tRi/n4eU2pdPpcOTIEZceZdGZMR+5MR95MRu5MR95MRu5MR+5uUM+FnW6u3btihMnTtS4zIkTJ9C1a1eLiqJrtFrbHGZhdHg5O9024cpvDK6A+ciN+ciL2ciN+ciL2ciN+cjN1fOxqEc3d+5cfPPNN1i1apXJ+R999BG+/fZbzJs3z5rayIaMLxnGTjcREREREVF9MOuc7jlz5lSZ1r9/fzz88MNYvHgx+vTpg4YNG+LSpUvYvXs3kpOTMWjQIGzfvh033HCDzYumuuM53URERERERPVPEULUesKwpSPJKYoi5aECubm5CA4ORk5OjtQn7aempuKFmfMR0fsuBDdobNW6FKHDgjOdAQBp3glY1viTKsvkZPyNtG1r8e/X5yEmJsaqx3N1QggUFRXBx8cHimL9QHdkW8xHbsxHXsxGbsxHXsxGbsxHbs6cj7n9SrP2dG/fvt1mhVHdFBfbZjA6oWhRqAmErz6P53TbiJeXl6NLoBowH7kxH3kxG7kxH3kxG7kxH7m5ej5mdbr79u1r7zrIBCEEenXriHM2Wl+hJqi8081zuq2m1+tx5MgRJCQkQKvVOrocqoT5yI35yIvZyI35yIvZyI35yM0d8nHdK5BTFQX/DKbmq88Faj+rgIiIiIiIiKxk1p7uyk6fPo1Vq1Zhz549+Pvvv6EoCqKiotC7d288+OCDiIuLs3WdZAOGwdS00MFb5KNYCXBwRURERERERK6tTp1uvV6Pl19+GW+88Qb0ej0qjsF29OhRbNu2DQsWLMDUqVMxf/58iwdgI/sorHCtbj9dNoo17HQTERERERHZU5063ZMmTcKHH36IsLAwPProo7j55psRHR0NIQTOnTuHrVu3YsWKFVi8eDGys7OxbNkye9XtFhRFwZ4Dh9Ckf1ubrC9fE6L+7afPQRaa2mS97kij0SAhIYE/LEmK+ciN+ciL2ciN+ciL2ciN+cjNHfIxu9O9fft2fPjhh+jRowe++uorNGzY0Gh+fHw8brnlFkydOhW33347PvzwQ4wePRr9+vWzdc1uxdvbdiP5FWhD1L/9dVk2W6+7KikpgY+Pj6PLoGowH7kxH3kxG7kxH3kxG7kxH7m5ej5m/5zw/vvvIyAgAF9++WWVDndFERER2LhxI/z9/fH+++/bpEh3JYRAl4TrbDbaXUGlPd1kOb1ej+TkZOj1ekeXQiYwH7kxH3kxG7kxH3kxG7kxH7m5Qz5m9+eSkpIwdOhQREVF1bpsVFQUhg4dit27d1tVHNlWxT3dftzTTUREREREZHdmd7ozMjIQGxtr9opjY2ORkZFhUVFkH5XP6SYiIiIiIiL7MrvTHRAQgOzsbLNXnJOTA39/f0tqogp0OtsdZpGvDVX/5jnd1tNqtY4ugWrAfOTGfOTFbOTGfOTFbOTGfOTm6vmY3elu27YtNm/ebHSZsOro9Xr88MMPaNvWNqNuuyuNRoM9vx6CHopN1legqXDJMH22TdbprrRaLRISElz+DcJZMR+5MR95MRu5MR95MRu5MR+5uUM+Zne677rrLvz111+YM2dOrcvOnz8fp0+fxt13321Vce5OCIHQ4EAAtf/QYY6CCnu6/XTZNlmnuxJCIDc316wfoaj+MR+5MR95MRu5MR95MRu5MR+5uUM+Zne6H3/8cbRq1Qpz5szBuHHjcOrUqSrLnDp1CuPHj0diYiJatmyJxx9/3KbFuhshBNq1aWmz0ctLFF+UwRMA4M893VbR6/U4ffq0S4+y6MyYj9yYj7yYjdyYj7yYjdyYj9zcIR+zr9Pt7e2NTZs2YciQIfj444+xdu1aNGnSBNHR0QCAs2fP4vz58xBCoEWLFti0aRO8vb3tVjhZQFGQrw1FsO4S93QTERERERHVA7M73QDQsmVL/Pbbb1i8eDFWrVqFc+fO4dy5c+r8xo0bY/z48XjhhRcQHBxcw5rIUQq0IeWdbn02IASg2OZ8cSIiIiIiIqqqTp1uAAgMDMTcuXMxd+5cpKWlIT09HUD5tbljYmJsXqC7Kygsggi04fr+GUzNU5TASxSiRPGz3crdjI+Pj6NLoBowH7kxH3kxG7kxH3kxG7kxH7m5ej517nRXFBMTw462HWk0Ghw8chwxN3e12TrzKw2mVqJhp9sSWq0W8fHxji6DqsF85MZ85MVs5MZ85MVs5MZ85OYO+dhqjC6yAyEEIhuEQ7HR6OUALxtmK3q9HleuXHHpAR+cGfORG/ORF7ORG/ORF7ORG/ORmzvkw063xIQQaNUixkZX6S5X8bJh/hxMzWJCCJw9e9alL23gzJiP3JiPvJiN3JiPvJiN3JiP3NwhH3a63Yzxnu4sB1ZCRERERETk+tjpdjP53NNNRERERERUb9jpllxWTp4Nz+gGCjQh6t88p9s6gYE2HFaebI75yI35yIvZyI35yIvZyI35yM3V8zGr0x0bG4t33nlHvb1mzRocPnzYbkVROY1Gg6PJf0LY8KzuAm2I+rcf93RbTKvVIi4uDlqt1tGlkAnMR27MR17MRm7MR17MRm7MR27ukI9Zne4zZ84gOztbvT1+/Hh8+eWXdiqJDIQQiGnSyKajl+cb7enOsdl63Y1er0d6erpLj7LozJiP3JiPvJiN3JiPvJiN3JiP3NwhH7M63Q0bNsT58+ftXQtVUt7pjrLx6OUh6t/+Og6kZikhBNLT0116lEVnxnzkxnzkxWzkxnzkxWzkxnzk5g75eJizUM+ePfHxxx/Dw8MDkZGRAIAdO3bUej9FUTBjxgyrCiTbKlb8UQYPeKCM53QTERERERHZmVmd7tdeew133HEHli1bBqC8M71jx45aO97sdEtIUVCgDUWQLoPndBMREREREdmZWZ3u1q1b448//kBKSgrOnz+Pfv36Yfz48Rg3bpy963NriqLgYsYVCBsP5legCUaQLgP+3NNtMUVREBYWBkWx5cH/ZCvMR27MR17MRm7MR17MRm7MR27ukI9ZnW6gfCTtuLg4xMXFoVmzZujUqRP69u1rz9rcnqIoOJWShphY226A+dpQoBTwFMXw1BeiVONr0/W7A41Gg5iYGEeXQdVgPnJjPvJiNnJjPvJiNnJjPnJzh3wsuk53SkoKpkyZYutaAADLli1Dhw4dEBQUhKCgIPTq1QvfffedOl8IgcTERDRu3Bi+vr7o168fjh49apdaHE0IgVYtYmw6ejlQvqfbgOd1W0av1yMtLc2lR1l0ZsxHbsxHXsxGbsxHXsxGbsxHbu6Qj0Wd7oqSkpLw73//GwsXLsTSpUuxe/duq9bXtGlTvPrqqzhw4AAOHDiAAQMGYMSIEWrHevHixViyZAnee+897N+/H1FRURg4cCDy8vKsbYp0hBCIbBBu09HLAaBAG6r+zRHMLSOEQGZmpkuPsujMmI/cmI+8mI3cmI+8mI3cmI/c3CEfsw8vr2zfvn0YN24cTp06BaD8yTIch9+qVSusXLkSvXr1qvN6b7/9dqPb8+fPx7Jly7B37160bdsWb731FqZPn44777wTALB69WpERkZi3bp1mDhxoqXNcSvGe7p5rW4iIiIiIiJ7sajTffz4cdxyyy3Iz8/H4MGD0a9fP0RFReHixYvYsWMHvv/+ewwePFjtKFtKp9PhP//5D/Lz89GrVy+kpKQgPT0dgwYNUpfx9vZG3759kZSUVG2nu7i4GMXFxert3Nxcdf06nQ5A+fnTGo0Ger3e6FcWw3TDcrVN12g0UBTF5HQAVQ6bqG66VqtVf8jQQECBHoACAQWAqHTIec3Ty6ddm55vdK3uzH/WDfW+er3eqH5bt8nU9MrPe3XTZclJp9Opj+8qbapYo7O3yZCP4X6u0CZXykkIYZSPK7TJVXKq+NpxlTaZM91Z2mTqtePsbTJVuzO2yfDaMfxzhTbVVruztania8dV2mRO7c7QJsN9nbFN5h4Sb1Gne/bs2SgpKcEPP/yAgQMHGs2bNm0atm7diqFDh2LOnDlYv359ndd/5MgR9OrVC0VFRQgICMDGjRvRtm1bJCUlAYB6rXCDyMhIpKamVru+hQsXYvbs2VWmHz16FAEBAQCAsLAwxMTE4Ny5c8jMzFSXiYqKQlRUFM6cOWN0CHt0dDTCw8Nx6tQpFBUVqdNjY2MRFBSEY8eOGYXSpk0beHl54ciRI0Y1JCQkoKSkBMnJyeo0rVaLhIQEFBcXw9/PF62DyuClXEEptDgnwhCIYkQo12ophBfSRTBCUIBQpUCdngcfXBaBCFeuIhDXaoTG71o79BeQq1wBAJzxLN9oLl68iOzsbLu0KS8vD6dPn1an+/j4ID4+HllZWTh79qw6PTAwEHFxcbh06RLS09PV6bLkJIRAcXExFEVxmTYBrpPTiRMnUFRUhKNHj8LDw8Ml2uRKObVr1w7h4eE4evSoeoSUs7fJVXISQqivnQ4dOrhEm1wpJw8PDzUfw2vH2dvkKjkZXjslJSXw9vZ2iTa5Uk4VvxcoiuISbXKlnFq0aIGoqCicOHHCqBPrDG0KCQmBORRhwcHzkZGRuOWWW/DJJ59Uu8z999+Pbdu24eLFi3VdPUpKSpCWlobs7Gxs2LABy5cvx86dO5GdnY0+ffrgwoULaNSokbr8o48+irNnz+L77783uT5Te7qjo6ORmZmJoKAgAHL++pSamoopL85CdP/7ENQgCrba0926YBfGX5wMANgWMhHbQp8AAORkpCN12yd4b/EcREdH26VNsvyixjaxTWwT28Q2sU1sE9vENrFNbBPbZE2b8vLyEBoaipycHLVfaYpFe7pzcnLQvHnzGpdp0aIFcnIsO1/Yy8sLLVu2BAB069YN+/fvx9tvv40XX3wRAJCenm7U6b506VKVvd8VeXt7w9vbu8p0rVYLrVZrNM0Qoqll63u6EALxrWJxFYAwGvPO0MmuzPT08mnXpudXGEjNT5ejrttwX41GY7IeW7RJURST06t73us6vb5y0ul0OHPmDJo3b25yO6qpRlnbVJGz5wTAKB/A+dvkSjlVfv1U5Kxtqmm6M7WpYjYVj0KozJnaZO50Z2hTTa8dZ21TXafL2iZzvhdUtx5Z22TNdNnaBFT9XlDX9cjWJlfKqab3trqsB6j/NlW3XJX1mbVUJY0bN8bevXtrXGbfvn1o3LixJauvwnAor+HQgy1btqjzSkpKsHPnTvTu3dsmjyWb0OBA249erglR/+YlwyzniiPmuxLmIzfmIy9mIzfmIy9mIzfmIzdXz8eiTveIESOwY8cOzJgxw+h4fAAoKirCrFmzsH37dowYMaLO63755Zfx888/48yZMzhy5AimT5+OHTt2YMyYMVAUBc888wwWLFiAjRs34o8//sD48ePh5+eH+++/35KmuKWKA6n56bIdVgcREREREZGrs+jw8hkzZuCbb77BggUL8MEHH6BHjx6IjIzExYsXsX//fmRkZCA2NhYzZsyo87ovXryIsWPH4u+//0ZwcDA6dOiA77//Xh2wbdq0aSgsLMSkSZOQlZWFnj17YvPmzQgMDLSkKW6pWAmADh7Qoox7uomIiIiIiOzIok53WFgY9u3bhxdeeAHr16/Ht99+q87z8fHBhAkTsGjRIoSFhdV53StWrKhxvqIoSExMRGJiYp3X7WwURcGplDT4dLD8smvVrBgF2mAE6q7An3u6LaIoCqKjo9VzHkkuzEduzEdezEZuzEdezEZuzEdu7pCPRZ1uoLzjvWLFCrz//vs4ceIEcnNzERQUhPj4eHh6etqyRrelKAouZlxBjM3P6gbyNSEI1F3hnm4LaTQahIeHO7oMqgbzkRvzkRezkRvzkRezkRvzkZs75GPROd0VeXp6IiEhAX369EFCQgI73Dak1+vRJeG6SpcBs42Cf87r9hJF8NQX2nz9rk6n0+HEiRNVLhtAcmA+cmM+8mI2cmM+8mI2cmM+cnOHfKzudJN9+fn62GE/d+URzC27tJu7qzyIIMmF+ciN+ciL2ciN+ciL2ciN+cjN1fNhp9tNFXAEcyIiIiIiIrtjp9tN5fNa3URERERERHbHTrfEFEXB0eQ/obfDugu0oerf/rosOzyCa9NoNIiNjYVGw5eQjJiP3JiPvJiN3JiPvJiN3JiP3NwhH4tHLyf7UxQFWTl5CLTDWd0FmmD1b57TXXeKoiAoKMjRZVA1mI/cmI+8mI3cmI+8mI3cmI/c3CEf1/05wQXo9Xr06toRGjuMXp7PPd1W0el0OHLkiEuPsujMmI/cmI+8mI3cmI+8mI3cmI/c3CEfq/Z0l5SUYOvWrThx4gTy8/MxY8YMAOWjz+Xm5iIiIsKlDxOoD1qtfZ4/7um2niu/MbgC5iM35iMvZiM35iMvZiM35iM3V8/H4h7dV199hZiYGNx+++2YOnUqEhMT1XmHDx9Go0aNsH79elvUSHZQ8ZxuP+7pJiIiIiIisguLOt27d+/G3XffDW9vb7z99tu4//77jeb36NEDLVu2xIYNG2xSJNlexdHL/XnJMCIiIiIiIruw6PDyefPmISQkBAcOHECDBg1w5cqVKst07doVv/zyi9UFujNFUXDwyHFE9G5r83UXawKggxZa6HjJMAtoNBq0adOGp09IivnIjfnIi9nIjfnIi9nIjfnIzR3ysahle/fuxYgRI9CgQYNql4mOjkZ6errFhVG54uISu6xXKBr1vG4/7um2iJeXl6NLoBowH7kxH3kxG7kxH3kxG7kxH7m5ej4WdbqLi4sRHBxc4zI5OTku/WtFfRBCoFe3jnYbYr5AGwIA3NNtAb1ejyNHjkCvt8dV1MlazEduzEdezEZuzEdezEZuzEdu7pCPRf252NhYHDhwoMZl9uzZg/j4eIuKovpR8M953d6iEB76YscWQ0RERERE5IIs6nTfdddd+Pnnn7FmzRqT819//XX88ccfGD16tFXFkX0Z9nQD3NtNRERERERkDxYNpPbCCy9gw4YNmDBhAtauXYuioiIAwLRp07Bnzx4kJSWhU6dOmDx5sk2LJduqOIJ5+XndQY4qhYiIiIiIyCVZtKc7ICAAP//8M+69915s374du3btghACr7/+OpKSkjBq1Chs3boV3t7etq7XrSiKgj0HDsFeZzdUvFa3v57X6q4LjUaDhIQEjlsgKeYjN+YjL2YjN+YjL2YjN+YjN3fIx6I93QAQGhqKTz75BO+88w7279+PzMxMBAUFoXv37oiMjLRljW7N29t+I/nlV+h0B+gyATSz22O5opKSEvj4+Di6DKoG85Eb85EXs5Eb85EXs5Eb85Gbq+dj9c8J4eHhGDJkCO6//34MGzaMHW4bEkKgS8J1dhu9PE8brv4dqLtsp0dxTXq9HsnJyS49yqIzYz5yYz7yYjZyYz7yYjZyYz5yc4d8XHcfPtUqT3vtOuuBugwHVkJEREREROSaLDq8fMCAAbUuo9FoEBQUhDZt2uCOO+5Az549LXkosiOjTnfZZUBxYDFEREREREQuyKJO944dOwCUD/QlhKgyv/L0xYsXY8KECVi+fLllVboxnc5+h1nkekSofwfqMqw4w989abVaR5dANWA+cmM+8mI2cmM+8mI2cmM+cnP1fCw6vLywsBC333472rZti08//RSpqakoKipCamoq1q1bh3bt2mH48OE4e/YsNm/ejC5dumDlypVYtmyZret3aRqNBnt+PQS9nXZBFysBKFHKByzgOd11o9VqkZCQ4PJvEM6K+ciN+ciL2ciN+ciL2ciN+cjNHfKxqNM9a9Ys/PHHH9i3bx9Gjx6N6OhoeHl5ITo6Gvfeey/27NmDw4cP491338Utt9yCLVu2oEGDBli5cqWt63dpQgiEBgcCqHo0gU0oinqIeRDP6a4TIQRyc3NNHulBjsd85MZ85MVs5MZ85MVs5MZ85OYO+VjU6V63bh1GjhwJPz8/k/P9/f1x55134tNPPwUAhISEYMiQITh+/LjllbohIQTatWlp19HucrXlh5j76vPgKYrt+EiuRa/X4/Tp0y49yqIzYz5yYz7yYjZyYz7yYjZyYz5yc4d8LOrPZWRkoKysrMZlysrKcOnSJfV2o0aNoNPpLHk4sqM8j2uDqQWJLAdWQkRERERE5Hos6nTHxcXhiy++QHZ2tsn5mZmZ+M9//oO4uDh12oULFxAWFmZRkWQ/edprg6kFiysOrISIiIiIiMj1WNTpfuqpp3DhwgV06dIFS5cuxcGDB3H27FkcPHgQ7733Hrp164b09HQ89dRTAMoPGfjxxx/RvXt3mxbvDgoKi+x1RjcA48uGBYtMOz6S6/Hx8XF0CVQD5iM35iMvZiM35iMvZiM35iM3V8/HootETZw4EefPn8fChQsxZcoUo3lCCGg0Grz00kuYOHEigPI931OnTkXv3r2tr9iNaDQaHDxyHDE3d7XbYxjt6daz020urVaL+Ph4R5dB1WA+cmM+8mI2cmM+8mI2cmM+cnOHfCy+MvOcOXMwduxYrFu3DocPH0Zubi6CgoLQsWNH3HvvvWjdurW6bEREBJ5++mmbFOxOhBCIbBAOxY77uivu6Q4SVwB42e2xXIler0dWVhZCQ0Oh0dhzqDuyBPORG/ORF7ORG/ORF7ORG/ORmzvkY3GnGwBatWqFWbNm2aoWqkQIgVYtYnDOjo/x/+3deXhTVf4/8Pe9SdN03xcKLUvBVqCsIiCyCLLIiOLogOIw4riNuPzQx210fASdEVyGwX35jgrquH5Z1K+K4ghFRZR9KyB7y1JK9z1pc8/vjzRp06alTZPmJHm/nidPk5Obe8/Ju2n6yb33pFzf9JzuYgDJHtya/xBCIC8vD9HR0d7uCjnBfOTGfOTFbOTGfOTFbOTGfOQWCPn450cJ1G6Oe7p5eDkREREREZE7dWpPd21tLbZs2YLTp0/DZHL+Hc9/+tOfOrMJ8rBqNRr10EOPek6kRkRERERE5GYuF92vvPIKHn/8cZSVlTm9XwgBRVFYdHdSSVkFRIQHN6AoqNTFI9qSz6K7gyIiPBkMdRbzkRvzkRezkRvzkRezkRvzkZu/5+PS4eWrVq3CPffcg9TUVDz//PMQQuDqq6/G008/jWnTpkEIgWuvvRZvv/22u/sbUFRVxb6DhyGgeHQ7FQ3ndUeIMugUzaPb8hc6nQ7p6enQ6XTe7go5wXzkxnzkxWzkxnzkxWzkxnzkFgj5uFR0L1u2DImJifj5559x3333AQCGDBmChx9+GF9++SXef/99rFmzBj179nRrZwONEAJp3bt5dPZyAChvcl53dFCNR7flLzRNQ35+PjSNH1LIiPnIjfnIi9nIjfnIi9nIjfnILRDycano3r17N6666iqEhoba2ywWi/36nDlzMGnSJDz55JOd72EAsxbdyR7ez+34Xd2xLLrbRQiB/Px8COHZD0TINcxHbsxHXsxGbsxHXsxGbsxHboGQj0tFd11dHRISGveOhoSEoLS01GGZQYMGYfv27Z3qHHWNpjOYx7DoJiIiIiIichuXiu6UlBScOXPGfrtnz57YsWOHwzInTpyAXt+pydGpizjs6Taw6CYiIiIiInIXl4ruESNGOOzFnjZtGn766ScsWbIE+/btwxtvvIFVq1ZhxIgRbutoIFIUBWfPFXn4jG6gQt+4p5uHl7ePoiiIjY2Fonj64H9yBfORG/ORF7ORG/ORF7ORG/ORWyDk41LR/Yc//AEmkwnHjx8HAPz1r39Fjx498Nhjj2HQoEG48847ER4ejmeffdadfQ04iqLg0LFcj89eXs7DyztMVVWkpaVBVV16CZGHMR+5MR95MRu5MR95MRu5MR+5BUI+Lo3smmuuwf79+9GrVy8AQEJCAnbu3IklS5bg9ttvx9NPP429e/ciKyvLnX0NOEII9Oud5vHZy5ue083Dy9tH0zTk5ub69SyLvoz5yI35yIvZyI35yIvZyI35yC0Q8nHbSdcxMTF48MEH3bU6grXoTkqIw0kPb6dSFwsNKlRo3NPdTkIIFBcXo3v37t7uCjnBfOTGfOTFbOTGfOTFbOTGfOQWCPm4tKd74sSJePfdd9tc5sMPP8TEiRNd6hR1LaHoUKmLBcA93URERERERO7kUtG9YcMG+/ncrcnNzUV2drYrqycvsM1gHq2vAYT/HtpBRERERETUlTx2tnpVVRWCgoI8tfqAoCgKck/le3z2cqDxvG69KqCairtgi75NURQkJyf79SyLvoz5yI35yIvZyI35yIvZyI35yC0Q8mn3Od25ubkOt0tLS1u0AYDFYsHJkyfx6aef2idaI9dYi+4zSMv0/C9g0+/q1tUWeHx7vk5VVSQnJ3u7G9QK5iM35iMvZiM35iMvZiM35iO3QMin3UV3r1697J8+KIqCF154AS+88EKrywsh8Nxzz3W+hwFM0zQMyOiLyi7Y1930u7pZdJ+fxWLB8ePH0atXL+h0Om93h5phPnJjPvJiNnJjPvJiNnJjPnILhHzaXXT/6U9/gqIoEELg3XffxeDBgzFkyJAWy+l0OsTGxmLixImYNm2aO/sakGKiIlDVBdtx2NNdw6K7PSoqKrzdBWoD85Eb85EXs5Eb85EXs5Eb85Gbv+fT7qJ7+fLl9uvZ2dm4+eabce+993qiT+QF5Tru6SYiIiIiInI3l76n+9ixY+7uB3kZz+kmIiIiIiJyP4/NXk6dpygKDh3L7dLZywEeXt4eiqIgNTXVr2dZ9GXMR27MR17MRm7MR17MRm7MR26BkI/LRfd3332H6dOnIyEhAUFBQdDpdC0uer1LO9KpgaIoOHuuCAJdMHu5nnu6O0JVVcTFxUFV+bmVjJiP3JiPvJiN3JiPvJiN3JiP3AIhH5eq4pUrV2L27NnQNA09e/ZEZmYmC2wP0DQNw7IuRFEX7Ou2KAZUIgLhqGDR3Q4WiwWHDh1Cv379/HaWRV/GfOTGfOTFbOTGfOTFbOTGfOQWCPm4VCk/+eSTCAkJwWeffYaJEye6u0/URGiIEcVdtK1yNRbhWgXUmgJACMCPD/Fwh9raWm93gdrAfOTGfOTFbOTGfOTFbOTGfOTm7/m4tA//4MGDuP7661lw+5kyJRYAoGomwFTm5d4QERERERH5PpeK7vj4eISGhrq7L+Rl5Q1FNwCg6oz3OkJEREREROQnXCq6Z82ahe+++w719fXu7g81oSgK9h08DK2LtlfWtOiuPN1FW/VNqqqiT58+fj3hgy9jPnJjPvJiNnJjPvJiNnJjPnILhHxcGtnf//53xMTEYPbs2cjNzXVrhxYvXowRI0YgIiICiYmJmDlzJg4ePOiwjBACCxcuREpKCkJCQjBhwgTs27fPrf2QgaIoKCmrALpg9nKgWdHNPd1tUhQFkZGRfv3VBr6M+ciN+ciL2ciN+ciL2ciN+cgtEPJxqegeOHAgTpw4gTVr1qB3796Ii4tDnz59WlzS09M7vO7s7Gzcdddd2Lx5M9atW4f6+npMmTIFVVVV9mWeffZZLF26FC+//DK2bNmC5ORkTJ48GRUVFa4MR1qapmH08MFQu+Sbunl4eUdYLBbs2bMHFovF210hJ5iP3JiPvJiN3JiPvJiN3JiP3AIhH5dmL9c0DXq9HmlpafY2IVoWhs7azmft2rUOt9955x0kJiZi27ZtGDduHIQQWLZsGR577DH8/ve/BwCsWLECSUlJ+OCDD3DHHXd0eJsy0+m67jCLEjWh8Ub5iS7brq/y5z8M/oD5yI35yIvZyI35yIvZyI35yM3f83Gp6D5+/Libu9G6sjLrLNqxsda9sMeOHUN+fj6mTJliXyY4OBjjx4/Hpk2b/K7o7krnlJTGG6WHvdcRIiIiIiIiP+FS0d1VhBC4//77cemll2LgwIEAgPz8fABAUlKSw7JJSUk4ccL53lmTyQSTyWS/XV5eDsD6iYrtUxVFUaCqKjRNc9hDb2tv/ulLa+2qqkJRFKftgPUogfa063Q6CCGs24GAAg2AAgEFgIDicMh52+3WtsZ267It2yuVKFRb9AjV1UOUHoHWMAZ3j8lZe/PnvbV2WXKyWCz27fvLmJr20dfHZMvH9jh/GJM/5SSEcMjHH8bkLzk1fe34y5ja0+4rY3L22vH1MTnruy+OyfbasV38YUzn67uvjanpa8dfxtSevvvCmGyP9cUxNd9WazpddOfk5ODAgQOoqqrC3LlzO7s6B3fffTd2796NH3/8scV9zU+0txWozixevBiLFi1q0b5v3z6Eh4cDsO5JT0tLw8mTJ1FcXGxfJjk5GcnJyTh+/LjDOeOpqamIi4vDoUOHHL7MvU+fPoiMjEROTo5DKBkZGTAYDNizZ49DH7KysmA2mx0mi9PpdMjKyoLJZIJOp+KCyHoYlCLUQYeTIhYRMCFeaexLDQzIF1GIRjVilGp7ewWMKBQRiFMqEYHGPpaIUJQiDElKOUJgtrcfNwjk10agT1gJUHYce3btAFS9W8dUUVGBo0eP2tuNRiMyMzNRUlKCvLw8e3tERATS09NRUFBg/6BFtpwA64ven8bkTzlpmoacnBy/GpO/5DRw4ED06tULOTk5fjMmf8rJ9trxpzH5S05BQUH2fPxlTP6Uk6ZpqKurg6IofjMmwD9yOnDggMNrxx/G5E859e7dGxkZGfacfGlM0dHRaA9FuHLiNYAtW7bgtttuc3gSbMFv3LgR06ZNw0cffYSrrrrKldXjnnvuwZo1a7Bx40b07t3b3n706FGkp6dj+/btGDp0qL396quvRnR0NFasWNFiXc72dKempqK4uBiRkZEA5Pz06fjx47j/0SeRMn4WIhO6wdN7usvO5WNO7u0YE2udkd5y8yEgqrdffqLW2THZxhEUFNTqWH1tTE376Os5WSwWaJpmf7w/jMmfclIUxd7W9MNSXx6Tv+Rk66uqqtDpdH4xpva0+8qYhBCor6+3L+MPY3LWd18ck61fer3e4W+cL4/pfH33pTHV19c7/F/gD2Pyp5wURbEfJdL0/wJfGFNFRQViYmJQVlZmryudcWlP9759+zBx4kSoqor77rsPBw4cwNdff22/f+zYsYiPj8enn37a4aJbCIF77rkHq1evxoYNGxwKbsD6SUhycjLWrVtnL7rNZjOys7PxzDPPOF1ncHAwgoODW7TrdDr7PxU2thCdLeuN9ouHZeEkFAiHieZtRXZzztttRfb52gUUnKmNaOxT+TEgtq/LfXfWbiuAmmvtee9oe1flZLFY7HuCnP0etdVHWcfUlK/npCiKQz62Nl8ekz/lZLFYsHfvXod8bHx1TG21+9KYmv5ts/3j4+tjam+7L4yp6VEIze/31TF1tF3WMTV97TT90Ko965F1TJ1pl21Mzv4v6Oh6ZBuTP+VksVhnL3f2t60j6wG6fkytLddife1aqpknnngCALBt2zY8//zzGDFihMP9iqJg9OjR2LJlS4fXfdddd+H999/HBx98gIiICOTn5yM/Px81NTX2dS9YsABPP/00Vq9ejb1792LevHkIDQ3FnDlzXBkONXGmNrzxRtkR73WEiIiIiIjID7i0pzs7OxvXXnst+vbt2+oyaWlpLb7+qz1ee+01AMCECRMc2t955x3MmzcPAPDQQw+hpqYG8+fPR0lJCUaOHIlvv/0WERERoM7JNzV5DktZdBMREREREXWGS0V3RUUFEhMT21ymtra2xTHv7dGeU8wVRcHChQuxcOHCDq+f2na6tmnRza8NIyIiIiIi6gyXDi9PTU3F3r1721xm27ZtSE9Pd6lTZKUoCn7eugvtm4jePYrMoRCKdXIw7ulunaqq9vO2SD7MR27MR17MRm7MR17MRm7MR26BkI9LI7vyyivx7bff4vvvv3d6/yeffILNmzdj5syZnekbAQgONnTp9jSoqA9Ltd4oPQK4Nrl9QDCbzedfiLyG+ciN+ciL2ciN+ciL2ciN+cjN3/Nxqeh+9NFH0a1bN1xxxRW4/fbbsXXrVgDAq6++irlz52LOnDno1asX7r//frd2NtAIITAs60LXQuqE+vC0hivVQFV+2wsHKE3T7N8FTfJhPnJjPvJiNnJjPvJiNnJjPnILhHxcOqc7ISEB2dnZmDt3Lv7973/b2++++24AwMiRI/Hhhx8iKirKPb2kLlUf3qvxRukRILyb1/pCRERERETky1wqugGgT58++Omnn7Bz505s3rwZxcXFiIyMxMiRI1t8hRj5lvrwno03yo4APS71XmeIiIiIiIh8mMtFt82QIUMwZMgQN3SFnLFYuv4wi7qwJkU3J1NrlU6n83YXqA3MR27MR17MRm7MR17MRm7MR27+no9LpwuXlZVh9+7dqK6udnp/VVUVdu/ejfLy8k51LtCpqoqft+2CBqVLt+uwp5tfG+aUTqdDVlaW3/+B8FXMR27MR17MRm7MR17MRm7MR26BkI9LRfeTTz6JSy65pNXv4bZYLBgzZgz+8Y9/dKpzgU4IgZioCABdO4O4dfbyhkKfe7qdEkKgvLy8Xd8rT12P+ciN+ciL2ciN+ciL2ciN+cgtEPJxqeheu3YtpkyZgoiICKf3R0ZGYurUqfjqq6861blAJ4TAgIy+XT57OXTBQEQP63UW3U5pmoajR4/69SyLvoz5yI35yIvZyI35yIvZyI35yC0Q8nGpnsvNzUW/fv3aXCY9PR25ubkudYokEJ1u/VlbBNSWerUrREREREREvsqloltRFJhMpjaXMZlMrR5+Tj4gum/j9TLu7SYiIiIiInKFS0X3hRdeiLVr17Z63L2mafj666+RkZHRqc4RUF1T28VndDeISm+8zkPMnTIajd7uArWB+ciN+ciL2ciN+ciL2ciN+cjN3/NxqeieM2cOfvvtN/z5z39GWVmZw31lZWX485//jMOHD+OPf/yjWzoZqFRVxfY9+yG6ePZyAI2HlwOcwdwJnU6HzMxMv55l0ZcxH7kxH3kxG7kxH3kxG7kxH7kFQj4ufU/3/PnzsWrVKqxYsQKfffYZRowYge7du+PUqVPYsmULSktLMW7cONx9993u7m9AEUIgKSEOijf2dTc9vJx7ulvQNA0lJSWIiYmBqnb5VHd0HsxHbsxHXsxGbsxHXsxGbsxHboGQj0ujCgoKwrfffosHHngAmqZh3bp1WL58OdatWwdN0/Dggw/im2++QVBQkLv7G1CEEOjXO80b+7mb7elm0d2cEAJ5eXl+/dUGvoz5yI35yIvZyI35yIvZyI35yC0Q8nFpTzcABAcH49lnn8WSJUtw4MABlJaWIjo6GhkZGX59aEDACI4EQuKBmkIW3URERERERC5yqeju06cPpk+fjpdffhmqqqJ///7u7hfJILqvteiuPAnU1QBBId7uERERERERkU9x6fDywsJCREREuLsv5ERJWYV3Zi8HHA8xLz/mrV5Ii68BuTEfuTEfeTEbuTEfeTEbuTEfufl7Pi4V3UOGDMFvv/3m7r5QM6qqYt/Bw96ZvRzg14a1QafTIT09nadSSIr5yI35yIvZyI35yIvZyI35yC0Q8nGp6H744YfxxRdfYP369e7uDzUhhEBa927emb0c4NeGtUHTNOTn50PTNG93hZxgPnJjPvJiNnJjPvJiNnJjPnILhHxcOqe7qKgIU6ZMweTJk3HNNddgxIgRSEpKgqK03CP7pz/9qdOdDFTWojsZJ73VAX5tWKuEEMjPz0dCQoK3u0JOMB+5MR95MRu5MR95MRu5MR+5BUI+LhXd8+bNg6IoEEJg5cqVWLlyJQA4FN1CCCiKwqLbl8U0KbqLcrzXDyIiIiIiIh/lUtH9zjvvuLsfJKPQRCA8Bag8DRRsB4QGKP75hfVERERERESe4FLRfdNNN7m7H+SEoig4e64IwpuT+SWNACo/A0xlQMlhIPYCL3ZGHoqiIDY21ukpFeR9zEduzEdezEZuzEdezEZuzEdugZAPd1tKTFEUHDqW673ZywEg+aLG62e3eq8fklFVFWlpaVBVvoRkxHzkxnzkxWzkxnzkxWzkxnzkFgj5dGpkq1evxqxZszBo0CD07dt4/u+BAwfw7LPP4tSpU53uYCATQqBf7zTvzV4OAElNiu78Ld7rh2Q0TUNubq5fz7Loy5iP3JiPvJiN3JiPvJiN3JiP3AIhH5eKbk3TMHv2bFx33XVYuXIljh49imPHjtnvj4mJwWOPPYZ3333XbR0NREIIJCXEeXM/t2PRzT3ddkIIFBcXQwgvfiBCrWI+cmM+8mI2cmM+8mI2cmM+cguEfFwquv/1r3/h008/xR133IGSkhI88MADDvcnJSVh7Nix+PLLL93SSfKi0Hggspf1+tntgGbxaneIiIiIiIh8iUtF9/Lly3HRRRfh1VdfRWRkpNOT3vv27euw95t8WPII68/6aqB4v3f7QkRERERE5ENcKroPHz6McePGtblMXFwcioqKXOoUWSmKgtxT+d48o9vK4bxuHmIOWLNJTk7261kWfRnzkRvzkRezkRvzkRezkRvzkVsg5ONS0R0SEoLy8vI2lzlx4gSio6NdWT01sBbdZ7w7eznQuKcb4GRqDVRVRXJysl/PsujLmI/cmI+8mI3cmI+8mI3cmI/cAiEfl0Y2dOhQfPPNNzCZTE7vLy4uxtq1azFq1KhOdS7QaZqGARl9vTt7OQAkDWu8zsnUAAAWiwVHjhyBxcJz3GXEfOTGfOTFbOTGfOTFbOTGfOQWCPm4VHTfe++9yMvLw3XXXdfia8GOHDmCa665BmVlZbj33nvd0slAFhMV4e393EBwFBCTYb1+bidgMXu1O7KoqKjwdheoDcxHbsxHXsxGbsxHXsxGbsxHbv6ej96VB1199dV45JFHsGTJEqSlpSEsLAwAkJiYiKKiIggh8Pjjj2PixIlu7Sx5UfJFQMlBa8FduNdx7zcRERERERE55fKB808//TS++eYbXHnllQgNDYVOp4OmaZg2bRq+/vprLFq0yJ39JG/jed1EREREREQd5tKebpvJkydj8uTJ7uoLNaMoCg4dy4VxUH9vd8VxBvOzWwHc4bWuyEBRFKSmpvr1LIu+jPnIjfnIi9nIjfnIi9nIjfnILRDy6dCe7s2bN2PSpEmIjIxEZGQkLr/8cvz666+e6lvAUxQFZ88VeX/2cgBIHAIoDb8u/NowqKqKuLg4v55l0ZcxH7kxH3kxG7kxH3kxG7kxH7kFQj7tHtmePXswceJErF+/HpWVlaisrMT333+Pyy67DPv27fNkHwOWpmkYlnWh92cvB4CgMCBugPV64R6grsa7/fEyi8WCAwcO+PUsi76M+ciN+ciL2ciN+ciL2ciN+cgtEPJpd9G9ZMkS1NbW4rHHHkN+fj7Onj2LRx99FDU1NXjmmWc82ceAFhpilGE/t5XtEHNhAc7t8m5fJFBbW+vtLlAbmI/cmI+8mI3cmI+8mI3cmI/c/D2fdhfdP/zwAy699FI89dRTSExMREJCAv7+979jzJgxyM7O9mQfSRacTI2IiIiIiKhD2l10nz17FqNGjWrRPmrUKJw9e9atnSJJJTefTI2IiIiIiIja0u6iu66uDuHh4S3aw8PDUVdX59ZOkZWiKNh38DA0b3fEJn4QoAZZr5/Z7N2+eJmqqujTp49fT/jgy5iP3JiPvJiN3JiPvJiN3JiP3AIhH/8dmR9QFAUlZRWALGd164OB5Iut10t+A0oOe7c/XqQoCiIjI/36qw18GfORG/ORF7ORG/ORF7ORG/ORWyDk06Hv6X7//fexebPjHs7Dh62F1/Tp01ssrygKvvzyy050L7BpmobRwwfjjAyzl9ukzwBO/2S9fvQLYPh93u2Pl1gsFuTk5KB///7Q6XTe7g41w3zkxnzkxWzkxnzkxWzkxnzkFgj5dKjoPnz4sL3Ibm7t2rUt2vz504quotNJdjBC+lXAD49Yrx/5PGCLbgB+/bUG/oD5yI35yIvZyI35yIvZyI35yM3f82l30X3s2DFP9oN8RWwmENMPKDkEnPwBqCkGQmK93SsiIiIiIiIptbvo7tmzpyf7Qb5CUYA+VwHb/mn9vu5jXwH9/+jtXhEREREREUlJsmOXqSlFUbB9z355Zi+36XtV4/Ujn3uvH16kqioyMjL8epZFX8Z85MZ85MVs5MZ85MVs5MZ85BYI+fjvyPyEyWT2dhdaSrkEMDYcUn58LVBv8m5/vMRgMHi7C9QG5iM35iMvZiM35iMvZiM35iM3f8+HRbfEhBAYfdFg+UJS9UCf31mvmyuAk9ne7Y8XaJqGPXv2QNOkOw6BwHxkx3zkxWzkxnzkxWzkxnzkFgj5SFfPkY9Iv7rxeoAeYk5ERERERHQ+LLrJNb2mALqGw0COfA4Iib5LnIiIiIiISBIsusk1hgggdaL1ekUeULDTq90hIiIiIiKSEYtuiSmKgp+37pJv9nKb9MCdxVxVVWRlZfn1LIu+jPnIjfnIi9nIjfnIi9nIjfnILRDy8d+R+YngYIln8kuf0Xg9wIpuADCbJZxZnuyYj9yYj7yYjdyYj7yYjdyYj9z8PR8W3RITQmBY1oXyhhTRA0gabr1esB0o3Ofd/nQhTdNw8OBBv55l0ZcxH7kxH3kxG7kxH3kxG7kxH7kFQj7S1nPkI/rPbby+40Xv9YOIiIiIiEhCLLqpcwbcbJ1UDQBy3gWqC73bHyIiIiIiIomw6JacxSL5YRbBkcDAW6zX62uB3W94tz9dSKfTebsL1AbmIzfmIy9mIzfmIy9mIzfmIzd/z4dFt8RUVcXP23ZBg+LtrrRt2L2A0vCrtPMVwOLfEyEA1j8MWVlZfv8HwlcxH7kxH3kxG7kxH3kxG7kxH7kFQj7SFd0bN27EjBkzkJKSAkVRsGbNGof7hRBYuHAhUlJSEBISggkTJmDfPv+cwEsIgZioCADC211pW1RvIP1q6/WqM8DBT7zbny4ghEB5eTmEkDybAMV85MZ85MVs5MZ85MVs5MZ85BYI+UhXdFdVVWHw4MF4+eWXnd7/7LPPYunSpXj55ZexZcsWJCcnY/LkyaioqOjinnqeEAIDMvp2aUhmswmnTp1Cbm5uhy5ne8xpXMfPzyD3xInzPqa4uLgLR+Zemqbh6NGjfj3Loi9jPnJjPvJiNnJjPvJiNnJjPnILhHz03u5Ac1dccQWuuOIKp/cJIbBs2TI89thj+P3vfw8AWLFiBZKSkvDBBx/gjjvu6Mqu+p3aqnLs35+Dvy1eihBjSAcfLbBsYCz6hhXDULoXrzx5O/ZVJLX5iNjIUCx79mnExsa63mkiIiIiIiKJSVd0t+XYsWPIz8/HlClT7G3BwcEYP348Nm3a1GrRbTKZYDKZ7LfLy8sBABaLBRaLBQCgKApUVYWmaQ6HNtjabcudr11VVSiK4rQdQItPcFpr1+l0EEJYtwMBBRoABQIKAAHF4ZDzttutbY3t1mVbttebalEPHeKHTUVCt1R7u9awLrXZYe62Htv2xP9U1w19Tc8BAK7PqsJbITc2W97aRxVAVWkhinesQ3l5OWJjY1s877bnoLU8vJ2TxWKxb18I4TQ/XxtT0z76+phs+dge5w9j8qechBAO+fjDmPwlp6avHX8ZU3vafWVMzl47vj4mZ333xTHZXju2iz+M6Xx997UxNX3t+MuY2tN3XxiT7bG+OKb27p33qaI7Pz8fAJCU5LgHNSkpCSdOnGj1cYsXL8aiRYtatO/btw/h4eEAgNjYWKSlpeHkyZMOhz0nJycjOTkZx48fdziEPTU1FXFxcTh06BBqa2vt7X369EFkZCRycnIcQsnIyIDBYMCePXsc+pCVlQWz2YyDBw/a22yTCZhMJsTFRCMspB4GpQh10OGkiEUETIhXGvtSAwPyRRSiUY0YpdreXgEjCkUE4pRKRKCxjyUiFKUIQ5JSjhA0TnpWHWKdvGBor3jERgXZ2/NFFGpgQE+l0KHwPiliUA8VvZQiAECdmISq3LcRZinCYMvPGBudjzKDtXjXoOCEiEcIzEhWymCOjEKlbjDOnj2LXr16oaSkBHl5efZ1R0REID09HQUFBfbcZcrJdu4JAFRUVODo0aP2ZY1GIzIzM31uTEDj756vj+nAgQMoKyvDvn37oNfr/WJM/pRT//79ERQUhH379kFRFL8Yk7/kJISwv3YGDRrkF2Pyp5x0Op09H9trx9fH5C852V47JpMJRqPRL8bkTznt37/f4bXjD2Pyp5x69eoFo9GI/fv3OxS6vjCm6OhotIciJD5jXVEUrF69GjNnzgQAbNq0CWPGjMHp06fRrVs3+3K33XYb8vLysHbtWqfrcbanOzU1FcXFxYiMjLRvS7ZPn06cOIF7H34CqZfdgMiEZHh6T/fJg3uwbvnzuOIvTyC5Zx8nyzfbW9Uwq3rTbY4v/TemlljPxz8YMgYrkl4GGv4xsO7jtvax/Fw+8tZ/iBeWLESvXr34KSHHxDFxTBwTx8QxcUwcE8fEMXFMPjWmiooKxMTEoKyszF5XOuNTe7qTk5MBWPd4Ny26CwoKWuz9bio4OBjBwcEt2nU6XYup6W0hOlvWG+3xcTENpXHTfin2gteR83Zb0Xy+dtuvldZie7b7nT83Tbf5U+QfMbL8U0RbziKj5idcWJ2NnLCJLfqoQYFF0+zPd2vPe0fbuyonTdNQUlKCmJgYqKrqdHlfG1NTiqL49JgURXHIx9bmy2Pyp5yav36a8tUxtdXuS2Nqmk3ToxCa86UxtbfdF8akaRpKS0udvnZ8dUwdbZd1TO35v6C19cg6ps60yzYmZ/8XdHQ9so3Jn3LSNA3FxcVO/7Z1ZD1A14+pteVarK9dS0mid+/eSE5Oxrp16+xtZrMZ2dnZuOSSS7zYM88QQqBf7zTZv6XbQZ0aii/jHrTfvrL4WQRpNV7skWcIIZCXl9fiEzOSA/ORG/ORF7ORG/ORF7ORG/ORWyDkI13RXVlZiZ07d2Lnzp0ArJOn7dy5E7m5uVAUBQsWLMDTTz+N1atXY+/evZg3bx5CQ0MxZ86ctldMXWZv6GQcMo4CAMTUn8b4sre93CMiIiIiIiLvkO7w8q1bt+Kyyy6z377//vsBADfddBOWL1+Ohx56CDU1NZg/fz5KSkowcuRIfPvtt4iIiPBWl6k5RcEXcX/FvaeuhR71GF/6NnaEz0BRUJq3e0ZERERERNSlpNvTPWHCBIevXLBdli9fDsB6nP7ChQtx5swZ1NbWIjs7GwMHDvRupz2opKwCvnigxTlDb/wY9ScAgB51uLLoGcDPDhnhBz1yYz5yYz7yYjZyYz7yYjZyYz5y8/d8pCu6qZGqqth38HArk6bJb3307SjVWSe4y6z5AYOqnM8u74t0Oh3S09NbndiBvIv5yI35yIvZyI35yIvZyI35yC0Q8mHRLTEhBNK6d2v2NWC+w9xsUrXfFy5EgvloG4/wHZqmIT8/v8VXEpAcmI/cmI+8mI3cmI+8mI3cmI/cAiEfFt0SsxbdyT66n9tqb+hk7Ai7EgAQLGrwx4L7YNCqvNyrzhNCID8/369nWfRlzEduzEdezEZuzEdezEZuzEdugZAPi27yLEXB6vjHccZwAQAgse4Yri18wu/O7yYiIiIiInKGRTd5XJ0agv8kLkWNap0gYVDVt5hYt8rLvSIiIiIiIvI8Ft0SUxQFZ88V+egZ3Y6KgtLwafzf7bevMf8bgyLPeLFHnaMoCmJjY6Eovnzwv/9iPnJjPvJiNnJjPvJiNnJjPnILhHxYdEtMURQcOpbrs7OXN7c/7DKsj7oVAKCDhscv2ABD4RYv98o1qqoiLS0NqsqXkIyYj9yYj7yYjdyYj7yYjdyYj9wCIR//HZkfEEKgX+80n5293Jl1MXdhf8g4AECIrh6JP8wDzvzi3U65QNM05Obm+vUsi76M+ciN+ciL2ciN+ciL2ciN+cgtEPJh0S0xIQSSEuL8ZD+3lVB0+CDxn8jRDQcAqPWVwMqpQP5WL/esY4QQKC4u9utZFn0Z85Eb85EXs5Eb85EXs5Eb85FbIOTDopu6XL0ajDeMT2BXWbK1wVQGrJwCnN3h3Y4RERERERG5GYtu8oo6JRhP/jYBtfEXWxtqS4CPxwFHv/Jux4iIiIiIiNyIRbfEFEVB7ql8Pzqj25FJC8K5S98BUi6xNtRVAmtmANtf8m7H2kFRFCQnJ/v1LIu+jPnIjfnIi9nIjfnIi9nIjfnILRDyYdEtMWvRfcZvZi93RgSFA9etA/pd29CgAevvBf57D6DVe7dzbVBVFcnJyX49y6IvYz5yYz7yYjZyYz7yYjZyYz5yC4R8/HdkfkDTNAzI6OtXs5c7FRQKzPgEuPiRxradLwOrfgdUF3ivX22wWCw4cuQILBaLt7tCTjAfuTEfeTEbuTEfeTEbuTEfuQVCPiy6JRcTFeHH+7mbUFRg7GJg6tuAqre2nfgWeHcIkLfBix1rXUVFhbe7QG1gPnJjPvJiNnJjPvJiNnJjPnLz93xYdJNcBt5sPdw8NNF6u+oM8OkkYNMiQPPfT7+IiIiIiMg/segm+aROAP60C0ibZL0tNODnhdbiu+y4FztGRERERETUMSy6JaYoCg4dy/X3M7qdC0sGrv0GGPN366HnAHAyG1iRBex+ExDefVYURUFqaqpfz7Loy5iP3JiPvJiN3JiPvJiN3JiP3AIhHxbdElMUBWfPFfn17OVtUnXAqMeAWeuBiFRrW10lsO4OYNUVQMVJ73VNVREXF+fXsyz6MuYjN+YjL2YjN+YjL2YjN+Yjt0DIR+/tDlDrNE3DsKwLUeSn+7rNZhNOnTrVjiV7QZn0FWJ2/R3hxz62Nh3/Btrb/VE66BFU9pnTuDe8DeHh4YiNje1cpxtYLBYcOnQI/fr1g06nc8s6yX2Yj9yYj7yYjdyYj7yYjdyYj9wCIR8W3ZILDTGi2Nud8IDaqnLs35+Dvy1eihBjSDsfZcBFURNxT5+fEWeogVpfgdjtjyE/exlePjYKuTXRbT46NjIUy5592m2Fd21trVvWQ57BfOTGfOTFbOTGfOTFbOTGfOTm7/mw6CavqDPVoh46xA6dioSUtHY/rgDA06IC15newOj6dQCA/hHn8OKgr7Eu6A9Ya7gBdUpwi8dVlZxD0fZvUFlZ6baim4iIiIiI6HxYdJNXhUXHISqhWwcf1Q2f45/YW/MLrin8O+LrT0CPelxR9yFGimx8GfsgckInAs0mYyhyX7eJiIiIiIjaxX/PVvcDiqJg38HD0LzdEUkdDRmJF7r/L76Pvh31DZ8fxdafxtyC+3Dz2TsRbz7msW2rqoo+ffr49YQPvoz5yI35yIvZyI35yIvZyI35yC0Q8vHfkfkBRVFQUlYBBOrs5e1QrwZjXczdeLH7/+KQcZS9/YKaTVhw6lr8rug5hFjK3L5dRVEQGRnp119t4MuYj9yYj7yYjdyYj7yYjdyYj9wCIR8W3RLTNA2jhw+G6qezl7vTOUMfvJ38Bt5P/CdKdNbD1XWox6Xl7+HBk9Mxyfy/0CsWt23PYrFgz549sFjct05yH+YjN+YjL2YjN+YjL2YjN+Yjt0DIh0W35HQ6RtRuioJ9YZPxrx5r8N/oO2BWjACAEK0C15r/B68P+gyhJ1YBmnte0P78h8EfMB+5MR95MRu5MR95MRu5MR+5+Xs+rOjI79SpIfgu5i78s8fn2Bp+NbSGw/OTjVWI//U+YMVAYP+Hbiu+iYiIiIiIWsOim/xWuT4ZKxOewkspn2C/bljjHcUHgK/mAO8OAg58BGj13uskERERERH5NRbdElMUBdv37Ofs5Z2UH5yBl0IW46/7J6M2/uLGO4pygC9vAN7qC2z7F2CuaPc6VVVFRkaGX8+y6MuYj9yYj7yYjdyYj7yYjdyYj9wCIR//HZmfMJnM3u6C39hTnoyCCZ8A160DUi5pvKP8BLDhfuCNHsCGB4Dig+1an8Fg8FBPyR2Yj9yYj7yYjdyYj7yYjdyYj9z8PR8W3RITQmD0RYMZkjspCtDzcuD6H4HrvgN6X9F4n7kc2PZP4J1M4KOxwL4VQF2V09VomoY9e/ZA03gcgoyYj9yYj7yYjdyYj7yYjdyYj9wCIR+9tztA1FXMZhNOnTrV2KD0Ay56HfoLfkPkb/9G2InVULSGIwtO/Qic+hHad3ehJuVyVPeYjtrkCRA664zomqahsrISeXl5rR4KEx4ejtjYWE8Pi4iIiIiIJMaimwJCbVU59u/Pwd8WL0WIMcTJEgZE6q/GxPijmJxwGD1DywAAan0VwnI/Q1juZ6ix6LGltDu2lnbH7oruyBw8Gj9v/TcsrXwqFxsZimXPPs3Cm4iIiIgogLHopoBQZ6pFPXSIHToVCSlprS63HcB2IdBb249L6r7B0PofEYpKAECIrh7j4k5gXNwJAEChfgsuumQ4DuqG4KiuP2qUcPt6qkrOoWj7N6isrGTRTUREREQUwFh0S0xRFPy8dRe6X9bf213xG2HRcYhK6Hbe5YqRgv/DJHwt6pBe8wsGVq3DgOrvEaqV2ZeJrz+Oy3Ecl9ethAYFZw39cDx4KPKCB+FAVAJKOO+816iqiqysLL+eBdOXMR95MRu5MR95MRu5MR+5BUI+LLolFxzs3zP5yc6iBOG30EvxW+ilWCP+hjTTbvSr3oQLajYhxZwDFQIAoEKgm/k3dDP/htEVHwMAai/SQfn+AJA6GkgaDiQNA+L6Aypfdl3BbDbDaDR6uxvUCuYjL2YjN+YjL2YjN+YjN3/Ph//9S0wIgWFZF+KktztCAABNCcJx43AcNw7Hd7gLGdpRBNUcRs/anehVuwPdzAehNtm7bdRZgKJt1ouN3gjEDwKSLgKSL7L+jLuQhbibaZqGgwcPIisrCzqdztvdoWaYj7yYjdyYj7yYjdyYj9wCIR/+p0/kIpMuCgfDpmBP2DQAQLBWiVTTHnQ37UNi+Q6kVO1AsrHS8UH1tUD+r9bLroY2fQiQONSxEI/NABT/PcSGiIiIiChQsOgmchOTGo7DIaNxOGQ0yurOIHfT+3jt6QeRGlQAFGwHzm6zXkoPOz6wvgY4vcl6sQmOArqNBlIusV66XQwYIrp2QERERERE1GksuiVnsXAyLllpUNq832w24eS5Soju/YCkfkDSbACAYi6DoXQvDMV7YCjZjeCS3dBX5Tk+2FQGHF9rvQAQUFEXnQlT3HCY4obDHDsE9eFpgNJ4CA6/F9yRvx6e5C+Yj7yYjdyYj7yYjdyYj9z8PR8W3RJTVRU/b9uFtElZ3u4KNSOg4oSIb/X+838vuE0sgAmI0JvQN6wIfcOKcEFYITIjChETVGtfSoEGQ2kODKU5iDjynnUbFh1ya6JxojoauTVRqNXHYO6t9yGye38gNNl6/rjS9gcD/kqn0yEri68bWTEfeTEbuTEfeTEbuTEfuQVCPiy6JSaEQExUBNAwQzbJRCAEdahBEOBkj3d7vxe8qaKGyy8AIATixRn0sexHH0sOems56K4dbzFR2wXhRbggvKhxJV//t/G6olrPF9eHWn8CgNAAaIAQ1utCA9DKdSEalm24rijW9QSFWdcZFAaEJAChiUBYEhCSCET1AmL6AdH9gODIDjyf7iWEQEVFBSIiIqAE6AcPMmM+8mI2cmM+8mI2cmM+cguEfFh0S0wIgQEZfTl7uYQUCCQrZTgu4iDaOMy8vd8L7kwdUnAQw3Gw4XawVokepr3oWbsL3cwHkGw+hNj6PPvXlrUgNKCuynpxF4vZeuh7e4QmAnEDHCeIi+rdJXvfNU3D0aNH/XoWTF/GfOTFbOTGfOTFbOTGfOQWCPmw6CbyESY1HEdCRuFIyCh7W5BWjaS6I9Cf/hXnNn+MzB7hSAqpQ3RQLYLV+oaLBQbVAgFAQLHu5IYCTQDWA9cb2wQATViLYmu7Yn+cAgGDaoGxYb2hunro1TbmHKgusF7y1tubLIZYmBJGojbxEtQmjkZ9RN92FeE8X52IiIiIfBWLbiIfVqeG4mRwFk6aNXy3ewMu7X93uw9n74ziU8fw08cvYWj/vkgOB6KDahFjqEFycAVSjBVIMZajh7EcMYZah8fpzMUIPfU1Qk99bV2POQS7y5OwuzwZu8uTkW8Kh7PD9WMjQ7Hs2adZeBMRERGRz2HRLbnqmloIflOUhBTUQQdnBaI3deZw9o6oKC5APfQIHnQl9ClpqARQCaDZHOyI1IqQph1CmnYYPS0HkW7JQSgav7s81lCDCfHHMSH+OACgSEnEYV0WDukG4ZAuC+eUFFSVFqJo+zeorKzsUNFtNBo7PU7yHOYjL2YjN+YjL2YjN+YjN3/Ph0W3xFRVxfY9+5E2abi3u0LNCCg4KbjX9fxFfjfkYSDyAPwEQBEWdDMfRHrtr+hTswW9a7chWFTbl44TBYir/y9G1lsnhCvXJeBgyAD8mlgNfflvgEht1+HoOp0OmZmZnRsceQzzkRezkRvzkRezkRvzkVsg5MOiW2JCCCQlxDWcaUtyEYiACRUIhmx7u2UmFB1OB/fH6eD++CFqHlRRh+6mHPSp3YL0ml/R07QTBtF4SHqk5RxGYANG9AbwzWRgYzyQcgmQOAxIGmb9GZ7SohDXNA0lJSWIiYmBqqpdPEo6H+YjL2YjN+YjL2YjN+Yjt0DIh0W3xIQQ6Nc7jbOXS0iBQLxSgUphaHP2cmqbpgQhzzgYecbByI6+FTpRh+6mfehduxV9areiZ+1Ohz3hqCkEjnxuvdiEJjoW4UnDIMJSkZeXh+jo6C4fE52fEIL5SIrZyI35yIvZyI35yC0Q8mHRTUTSsChByDUOQa5xCLJxK1RRj8izPyL+wHLMGRWDkOJtgKnU8UHVBcDxtdZLAzU4GukhfaEUjwGShwOJQ4HYTEDlnzwiIiIi6lr8D5SIpKUpepzQZeC/uX3R/4YF6D6mG/RVuTCU7EVQyV4YSvfCULIXOnOJw+MUUykiTFuBHVsb16UGoy76QpijB8AckwVzTBbqojIANajFdvkVZURERETkLiy6JVdSVsHZy6WkoAYG8Hxuz6utKsf+/Tn42+KlCDGGNLu3F4CeSDBUIz2sCH3DitEntBjpYcWIM9Q4LKlqJgQX70Rw8U57m1lTcaw6Boeq4nC4Mg6HquKQVxOF6MhwfkWZh0VE8A+brJiN3JiPvJiN3JiP3Pw9HxbdElNVFfsOHkZaj1He7go1I6AgX0R5uxsBoc5Ui3roEDt0apvfQX664bKx4Xa4VopU7TBStSNI1Q6jh+UIksQph8cYVA0Z4UXICC8CkqxtJmHAkcooBP1gBvpdBiRdBMRcAKg6j4wvEOl0OqSnp3u7G+QEs5Eb85EXs5Eb85FbIOTDoltiQgikde/G2culJBCNapQiFNzb3TU69h3kAtGIxGlk4jQU/NLQatCqkGI+gO6mHOvFvA+JdccdHhmsmNE/4hxw+B3rBQCCwq0TtSWNAJIvshbi0ent+voyaknTNBQUFCAxMdFvZyn1VcxGbsxHXsxGbsxHboGQD4tuiVmL7mTOXi4hBQIxSjXKRAhnL5dQa/mY1TAcNw7HceNwe1uwVoHupv3obtqHHuYcdKvejQRxxnGFdZXAyY3Wi/2BUdbiO+kiIGk4EJ9lLcR1Lc8RJ0dCCOTn5yMhIcHbXaFmmI3cmI+8mI3cmI/cAiEfFt1EFNBMagSOhlyMoyEXAwDKzp1B8Ya38OL9VyFRywXObgXytwIVuc0eWAbk/td6sVGDgJh+QOyFQHRfILInEJkGRKQB4d0BYzSg+OcnuERERETkHItuIqJmimuAI/V9UNt9LNDtRgCAWlsIQ8keGEp2W38W74K+tsDxgVodUJRjvTghoEIzREELjoUWFAmhC4bQGWFRDFCCQiBU623rJRhCNUCoBkBngFCDGi4GoKHd1gZdcMP1YGj6MAh9KIQ+DEJndHoIPGdnJyIiIuo6LLolpigKzp4r4uzlUlJQASN4PresXM+n7dnSbZIBJCM2qBp9G2ZNTw0pQ2pIGbobyxGkaq30SoPOXNLiK848RRNArRaEGosetRY9ahquFylGhA0egeDweMAQ0XCJbOVnk+tuOnReURTExsZC4Tnx0mE2cmM+8mI2cmM+cguEfHy26H711Vfx3HPP4cyZMxgwYACWLVuGsWPHertbbqUoCg4dy0VaH//9BfRVAgoK+WmItDqTT3tnS7fJb7jYqMKCOJGPWO0s4kQBYrWziBUFiBClCBflCGu4hKDapf51hKoAobo6hOrqWt55NLdl2/nojdZJ5YLCAH0oEBTa8DOsyfXmP1vep+qNSFP1QP5pQNU3XpSGn7qgxuvO7ldUTmLnIaqqIi3t/L/35B3MR17MRm7MR26BkI9PFt0ff/wxFixYgFdffRVjxozBG2+8gSuuuAI5OTl+FZgQAv16p8HM2culo0AgTqlEkQjnRGoSckc+HZst3ZEZPVoU4y36KDTohBnnDm3D5k9ewuS5d6N7ShL0wowgUYsgzQQd6qATddALM3Si4XpDm2O7GXrUQ6/VwiBqYBDVCNaqYdCaXG/4qUO9S2MCANTXWi81ha6vw02EoodQdIAa1PCz4baih6ILgi7I2FDwN7+EN15vuhc/OBIIavjpsHff4O2hdilN03Dy5En06NHDb2eQ9WXMR17MRm7MR26BkI9PFt1Lly7FLbfcgltvvRUAsGzZMnzzzTd47bXXsHjxYi/3zn2EEEhKiOPs5VISiEAtihAGHmIuI/nzEYqKesWIKoTjbHUQzinJ0Bv6enijAkXH9+KXd59CVkYvxITqEKqrQ4iuDqFqw09dfcNP6237dbXe3mZQLTDq6hGs1kOneOdDQUXUQxH1gGby6HZs58lrQeEN58kHN5x7bz3nXhcchuDQSEBnBHTBTfbK6xx/qrqGPfU65/c7/dnkuqI2tim6xramt1UdgCZtzW/bH686ua0CUCCEQHFxMbp37+7R55Vcw3zkxWzkxnzkFgj5+FzRbTabsW3bNjzyyCMO7VOmTMGmTZu81CsiIh+gKKgxayioDYbpwmthSUlDBYAKV9cnBHSohwEmGIQJBtTCIGqb3DahuuAITu74HgMvHovYqFAYhAlBMCPBYEapGVBggU5YoEKDCgt0sFh/ivqG2xp0qLeeDy+s9zVdzrqsdRkVFsBihmaqhDFIQYjO0ukPBRTNBJ3ZBJ25uFPr8RU6AEMAiP8q1qNEFAXWD64arwvAaXvjdbT6WOv1hvubLG/7cExRFOh0Ooc22LfnYltDj6w/hMN1i6ZBaJqTZZrcbtHedFvNx2dtbzzCpvE+VVWh0+kbl23+s7V1NvmpCqBfTS3UfaGtr6et9Z93OduQ2xq78+eprq4O9fX1DVtp/hw6e17Rxn0tH6c0e5yq0yFI3zDPRPPc27rd4nek+TJN72ve3vp9qgB6V1RAPRIBOOyp68wHvx38+9X8d9QT2+iQdo69s6cLnXfcAqoQ6GPLx+nvuvPHtb6d9t7njnW0cV+L/rfzPhe3XV9fB0vD30zFpd835wSAvmYz6rcZYGnSrup00PeZBoxb4rZteYvPFd2FhYWwWCxISkpyaE9KSkJ+vvODOU0mE0ymxr0hZWVlAICSkhJYLNZoFcX6hqhpGkSTXyJbu22587WrqgpFUZy2A9bDJ9rTrtPpUF5eDpPJhLLqXJhrqmD9V0FB07dzAG5rLy84Bc1iQXnBSRia/KPa8NKC2uxFaOtx84NAWm9XYJ2/Gag4dxqqoqC84CT0Cjw2Jlt7xblT9u0ZFNHpMakQiImoR2FFKbRmywsAZQWnACEcnktP5ldx7jSEpqH0rGN2HRlTY3tjTq1ts6vy02B9Lptm154x6RvyKa4ogQalXWOyqThnfR2UNXsu3Tmmpr97tuey9OxJ6BXh1pyctdu2ZzHXoK6mstNjqgdQAwAwQkUwgCiHvheUB2Pbb7txYsBoxId3t6+pX1A9jtTqG8bRzjEp528/e/IQNn/+PoZMuQ4x8YnQox7BMCFImGFQTAhRzDDAjGClFsEww4gaGGFCiGL9aVRqYESt9aI0/WmCEbUwKJ04PN+nNClOSTouf1DmZ2q83YFmFDAb2TEfuTk7ds2k6w59ieMEtG3VT0IIp+3Na7zW2jtaE1ZUWH+rmq+7OUWcbwnJnD59Gt27d8emTZswevRoe/s//vEPvPfeezhw4ECLxyxcuBCLFi3qym4SERERERFRAMjLy0OPHj1avd/n9nTHx8dDp9O12KtdUFDQYu+3zV//+lfcf//99tuapqG4uBhxcXFST01fXl6O1NRU5OXlITIy0tvdoSaYjdyYj9yYj7yYjdyYj7yYjdyYj9x8OR8hBCoqKpCSktLmcj5XdBsMBgwfPhzr1q3DNddcY29ft24drr76aqePCQ4ORnBwsENbdHS0J7vpVpGRkT73CxgomI3cmI/cmI+8mI3cmI+8mI3cmI/cfDWfqKio8y7jc0U3ANx///2YO3cuLrroIowePRpvvvkmcnNz8Ze//MXbXSMiIiIiIiKy88mie/bs2SgqKsKTTz6JM2fOYODAgfjqq6/Qs2dPb3eNiIiIiIiIyM4ni24AmD9/PubPn+/tbnhUcHAwnnjiiRaHxpP3MRu5MR+5MR95MRu5MR95MRu5MR+5BUI+Pjd7OREREREREZGvaP7Vr0RERERERETkJiy6iYiIiIiIiDyERTcRERERERGRh7Do7kKvvvoqevfuDaPRiOHDh+OHH35oc/ns7GwMHz4cRqMRffr0weuvv95imZUrV6J///4IDg5G//79sXr1ak913+91JJ9Vq1Zh8uTJSEhIQGRkJEaPHo1vvvnGYZnly5dDUZQWl9raWk8Pxe90JJsNGzY4fd4PHDjgsBxfO+7TkXzmzZvnNJ8BAwbYl+Frxz02btyIGTNmICUlBYqiYM2aNed9DN93uk5H8+H7TtfpaDZ83+laHc2H7ztdZ/HixRgxYgQiIiKQmJiImTNn4uDBg+d9XCC897Do7iIff/wxFixYgMceeww7duzA2LFjccUVVyA3N9fp8seOHcP06dMxduxY7NixA48++ijuvfderFy50r7Mzz//jNmzZ2Pu3LnYtWsX5s6di1mzZuGXX37pqmH5jY7ms3HjRkyePBlfffUVtm3bhssuuwwzZszAjh07HJaLjIzEmTNnHC5Go7ErhuQ3OpqNzcGDBx2e9379+tnv42vHfTqazwsvvOCQS15eHmJjY/GHP/zBYTm+djqvqqoKgwcPxssvv9yu5fm+07U6mg/fd7pOR7Ox4ftO1+hoPnzf6TrZ2dm46667sHnzZqxbtw719fWYMmUKqqqqWn1MwLz3COoSF198sfjLX/7i0JaZmSkeeeQRp8s/9NBDIjMz06HtjjvuEKNGjbLfnjVrlpg2bZrDMlOnThXXX3+9m3odODqajzP9+/cXixYtst9+5513RFRUlLu6GLA6ms369esFAFFSUtLqOvnacZ/OvnZWr14tFEURx48ft7fxteN+AMTq1avbXIbvO97Tnnyc4fuO57UnG77veI8rrx2+73SdgoICAUBkZ2e3ukygvPdwT3cXMJvN2LZtG6ZMmeLQPmXKFGzatMnpY37++ecWy0+dOhVbt25FXV1dm8u0tk5yzpV8mtM0DRUVFYiNjXVor6ysRM+ePdGjRw9ceeWVLfZIUNs6k83QoUPRrVs3TJo0CevXr3e4j68d93DHa+ett97C5Zdfjp49ezq087XT9fi+41v4viMfvu/4Br7vdJ2ysjIAaPF3qqlAee9h0d0FCgsLYbFYkJSU5NCelJSE/Px8p4/Jz893unx9fT0KCwvbXKa1dZJzruTT3D//+U9UVVVh1qxZ9rbMzEwsX74cn3/+OT788EMYjUaMGTMGhw4dcmv//Zkr2XTr1g1vvvkmVq5ciVWrViEjIwOTJk3Cxo0b7cvwteMenX3tnDlzBl9//TVuvfVWh3a+dryD7zu+he878uD7ju/g+07XEULg/vvvx6WXXoqBAwe2ulygvPfovd2BQKIoisNtIUSLtvMt37y9o+uk1rn6XH744YdYuHAhPvvsMyQmJtrbR40ahVGjRtlvjxkzBsOGDcNLL72EF1980X0dDwAdySYjIwMZGRn226NHj0ZeXh6ef/55jBs3zqV1UttcfS6XL1+O6OhozJw506Gdrx3v4fuOb+D7jlz4vuM7+L7Tde6++27s3r0bP/7443mXDYT3Hu7p7gLx8fHQ6XQtPo0pKCho8amNTXJystPl9Xo94uLi2lymtXWSc67kY/Pxxx/jlltuwSeffILLL7+8zWVVVcWIESP4qWkHdCabpkaNGuXwvPO14x6dyUcIgbfffhtz586FwWBoc1m+droG33d8A993fAPfd+TD952uc8899+Dzzz/H+vXr0aNHjzaXDZT3HhbdXcBgMGD48OFYt26dQ/u6detwySWXOH3M6NGjWyz/7bff4qKLLkJQUFCby7S2TnLOlXwA656GefPm4YMPPsDvfve7825HCIGdO3eiW7dune5zoHA1m+Z27Njh8LzzteMencknOzsbhw8fxi233HLe7fC10zX4viM/vu/4Dr7vyIfvO54nhMDdd9+NVatW4fvvv0fv3r3P+5iAee/p2nnbAtdHH30kgoKCxFtvvSVycnLEggULRFhYmH3mxEceeUTMnTvXvvzRo0dFaGiouO+++0ROTo546623RFBQkPjf//1f+zI//fST0Ol0YsmSJWL//v1iyZIlQq/Xi82bN3f5+HxdR/P54IMPhF6vF6+88oo4c+aM/VJaWmpfZuHChWLt2rXiyJEjYseOHeLmm28Wer1e/PLLL10+Pl/W0Wz+9a9/idWrV4vffvtN7N27VzzyyCMCgFi5cqV9Gb523Kej+dj88Y9/FCNHjnS6Tr523KOiokLs2LFD7NixQwAQS5cuFTt27BAnTpwQQvB9x9s6mg/fd7pOR7Ph+07X6mg+Nnzf8bw777xTREVFiQ0bNjj8naqurrYvE6jvPSy6u9Arr7wievbsKQwGgxg2bJjD9Pk33XSTGD9+vMPyGzZsEEOHDhUGg0H06tVLvPbaay3W+emnn4qMjAwRFBQkMjMzHf7AU8d0JJ/x48cLAC0uN910k32ZBQsWiLS0NGEwGERCQoKYMmWK2LRpUxeOyH90JJtnnnlGpKenC6PRKGJiYsSll14qvvzyyxbr5GvHfTr6t620tFSEhISIN9980+n6+NpxD9vXGLX2d4rvO97V0Xz4vtN1OpoN33e6lit/2/i+0zWc5QJAvPPOO/ZlAvW9RxGi4Ux1IiIiIiIiInIrntNNRERERERE5CEsuomIiIiIiIg8hEU3ERERERERkYew6CYiIiIiIiLyEBbdRERERERERB7CopuIiIiIiIjIQ1h0ExEREREREXkIi24iIiIiIiIiD2HRTUREREREROQhLLqJiIiIiIiIPIRFNxERBbQNGzZAURQsXLjQ210hN/LVXDVNw+DBgzF9+nSPrP/w4cPQ6/V49dVXPbJ+IiJqiUU3ERG55Pjx41AUxeESFBSE7t27Y9asWdi6dau3u0jnYctw2rRp3u5Kh/lqUX0+y5cvx+7duz02rr59++LGG2/EwoULUV5e7pFtEBGRIxbdRETUKenp6XjiiSfwxBNPYMGCBcjIyMCnn36KSy65BBs3bvR294h8hsViwaJFizB+/HhcfPHFHtvOgw8+iHPnzuHFF1/02DaIiKgRi24iIuqUvn37YuHChVi4cCGee+45fP/991i8eDHq6urw+OOPe7t7RD7jq6++Qm5uLubOnevR7QwcOBCDBw/G//zP/0DTNI9ui4iIWHQTEZEH3HLLLQCAbdu2Ob1/xYoVGDVqFMLDwxEeHo5Ro0ZhxYoVLZZbvnw5FEXB8uXLW9zX2uHF9fX1WLx4MdLT02E0GtG3b18sXrwYR48ehaIomDdvXqv93r59O6ZOnYqIiAhERUXhmmuuwfHjx1vdbnuWt9m4cSNmzJiB+Ph4BAcHo1+/fvjb3/6G6urqFsuuXLkS48ePR2JiIoxGI1JTUzFt2jSsWbPGpeXcpb1jcPU5am92CxcuxGWXXQYAWLRokcMpDs7W3ZE+ODNgwIAWp1I0vTzzzDPtXldbbL/v1157rUN70+dz06ZNuOyyyxAREYGEhATMnz8fNTU1AIC1a9dizJgxCAsLQ1JSEh5++GFYLBan25o1axZyc3Px3//+1y19JyKi1um93QEiIvJfen3Lt5n77rsPy5YtQ/fu3XHLLbdAURSsXLkS8+bNw65du7B06dJObfPPf/4z3nvvPaSnp+Ouu+6CyWTCsmXL8PPPP7f5uK1bt+K5557DhAkTcMcdd2DHjh1Ys2YN9uzZg71798JoNLq8/Ouvv4758+cjJiYGM2bMQEJCArZs2YJ//OMfWL9+PdavXw+DwQAAeO211zB//nx069YN11xzDeLi4nDmzBn8+uuvWLNmDWbOnNmh5dylI2Nw9Tltb3YTJkzA8ePHsWLFCowfPx4TJkyw3xcdHd2pPjhzww03oL6+3qHN1jeTyYSxY8e24xlsmxACGzZsQGZmZosx2Pzyyy945plnMHXqVNxxxx1Yv349XnvtNZSXl+Pqq6/GTTfdhKuuugojR47El19+iWeffRaRkZF47LHHWqxr9OjRAIDvv/8ekydP7nT/iYioDYKIiMgFx44dEwDE1KlTW9z31FNPCQDid7/7nUP7xo0bBQBx4YUXitLSUnt7aWmpyMzMFADEDz/8YG9/5513BADxzjvvtNjG+vXrBQDxxBNP2Nu+++47AUBcdNFForq62t5+5swZkZycLACIm266yel6AIiPPvrI4b65c+cKAOLDDz90efl9+/YJvV4vhg4dKoqKihyWX7x4sQAgnn/+eXvbsGHDhMFgEAUFBS3GXFhY2OHl2tJWhk11dAwdfY6E6Hh2zvJvypU+tFdNTY2YOnWqUFVVvP322y6to7l9+/YJAOLGG29scV/TsaxZs8bebjabxaBBg4SiKCI+Pl78+uuv9vvKy8tFYmKiiIuLE3V1dS3WWV5eLgCIcePGuaX/RETUOh5eTkREnXL48GH7Od0PPvggJkyYgMcffxyJiYl47rnnHJa1HSa+cOFCREVF2dujoqLwxBNPOCzjivfffx8A8PjjjyMkJMTenpycjP/3//5fm48dN24cZs+e7dD25z//GQCwZcsWl5d/4403UF9fjxdffBGxsbEOyz/00ENISEjAhx9+6NAeFBSEoKCgFtuMi4tzabnOcmUMQMee085k15aO5no+1dXVuPLKK/Hdd99h+fLluPnmm13uW1MnT54EACQlJbW6zIQJE3D11VfbbwcFBeG6666DEAIzZszAiBEj7PdFRETgyiuvRFFRkX3dTUVERMBoNDq9j4iI3IuHlxMRUaccOXIEixYtcmhLTEzEDz/8gAsuuMChfceOHQDgcDiwja1t586dLvdl165dAIBLLrmkxX3O2poaNmxYi7YePXoAAEpLS11efvPmzQCs59t+9913LR4TFBSEAwcO2G/PmjULjzzyCAYOHIjrr78eEyZMwKWXXtrikOP2LucOHR2DTUee085k15aO5tqWqqoqXHnllfjhhx/w3nvv4YYbbnC4/1//+heWLl2KwsJCjB49Gq+//nqL10BrioqKAAAxMTGtLjN06NAWbd26dQMADBkypNX7Tp06hV69erW4PzY2FoWFhe3qHxERuY5FNxERdcrUqVOxdu1aAMC5c+ewYsUKPPzww5g5cyZ+/fVXhIeH25ctLy+HqqpISEhosZ6kpCSoqoqysjKX+2Jbv7M9vW3tQQTgsOfdxnZOurPJqNq7fHFxMQDgH//4R5vbt3nooYcQFxeH119/HUuXLsU///lP6PV6TJ8+HcuWLUPv3r07tJw7dHQMNh15TjuTnbv60JaKigpMnz4dmzdvxkcffYTrrrvO4f4PPvgAjz76KN566y0MGjQITzzxBKZNm4b9+/cjODj4vOu37d23TYrmTGRkZKtjaeu+uro6p+urqalBaGjoeftGRESdw8PLiYjIbRISEvDAAw/g0Ucfxf79+/G3v/3N4f7IyEhomoZz5861eGxBQQE0TXMoHlTV+jbVfBIrAE6Lc9v6bXsNmzp79myHx+MOtvGUl5dDCNHqxUZRFNx6663YunUrzp07h9WrV+P3v/89Pv/8c/zud7+zF4rtXc4bY3B1G7JlZ1NeXo6pU6fil19+waefftqi4Aase7nnz5+POXPmYODAgVi+fDnOnDmDzz77rF3bsH0QZfuAw9M0TUNZWZnTD8CIiMi9WHQTEZHbPfroo0hJScGrr77q8NVMtsNjN2zY0OIx2dnZABwPk7Udanvq1KkWy9sOVW9q8ODBAIBNmza1uM9ZW1cYOXIkgMZDtDsiLi4OM2fOxMcff4yJEydi//79OHz4sMvLuaozY2ivjman0+kAdGxvtStKS0sxefJkbN++HatWrXI6K7zZbMaOHTswceJEe1tERARGjhzZ7udswIABUFUVhw4dclfX23To0CFomoasrKwu2R4RUSBj0U1ERG4XEhKChx9+GHV1dXjqqafs7TfddBMA63crl5eX29vLy8vt54XblgGs5+MqioKPPvoItbW19vZDhw7hhRdeaLHdG2+8EQDw1FNPOSyfn5/vdPmuMH/+fOj1etxzzz3Iy8trcX9paanDBwjffPNNiz37dXV19j2gtsOQ27ucN8bgio5mZ5vQzZMTgRUXF2PSpEnYvXs3Vq9ejSuvvNLpcoWFhbBYLEhMTHRoT0xMbPde+ujoaAwaNAhbt27t9FED7fHLL78AAMaPH+/xbRERBTqe001ERB5x++2345lnnsG7776LRx99FOnp6Rg3bhzuuecevPTSSxg4cCCuvfZaCCGwatUq5OXl4d5778W4cePs6+jevTtmz56Njz76CMOHD8e0adNQUFCA1atXY9q0aVi5cqXDNi+//HLceOON+M9//oOsrCxcffXVMJlM+OSTTzBy5Eh88cUX9kPWu8rAgQPx6quv4s4770RGRgamT5+O9PR0lJeX4+jRo8jOzsa8efPw+uuvAwBmz56N0NBQXHrppejZsyfq6uqwbt065OTkYPbs2UhLS+vQcu2xZ88ezJs3z+l9w4YNw7333tuhMbiio9llZmYiJSUFH330EUJDQ9GjRw8oioI777zT6Xncrrjhhhuwfft2XHbZZfjll1/shapNSkoKbr/9drdsCwBmzpyJhQsXYsuWLbj44ovdtl5n1q1bB51O1+oHCURE5D4suomIyCOMRiP++te/4p577sGiRYvw7rvvAgBefPFFDB06FK+99hrefPNNANZDaxctWuT065feeustJCQk4JNPPsErr7yCjIwMvPnmm0hJSWlRdAPWrxzLzMzE22+/jZdeegk9evTAggULMGnSJHzxxRdOJ5zytNtuuw1DhgzB0qVLsXHjRnz++eeIiopCWloa7rvvPoe9+4sXL8batWvx66+/4osvvkBYWBj69u2LN954w/5VVx1Zrj1Onz6NFStWOL2vtLQU9957b4fG4KqOZKfT6bBq1So8/PDDeO+991BRUQEAuP76691SdGuahh9//BEAsH79eqxfv77FMn/4wx9w++23Iz4+HjqdDgUFBQ73FxQUOJ09vTW33nornnrqKbz//vseLbqrq6uxZs0azJgxAykpKR7bDhERWSmiK45hIiIi8rJ///vfuO222+x7bMl3+EJ2I0aMwPjx4/H8888DACorK5GQkIAVK1Zg1qxZ7V7PnDlz8O233+LEiRMICwvzSF/ffvtt3HLLLcjOznY4soSIiDyDRTcREfmV/Px8JCUlQVEUe9upU6cwZswYnDx5EseOHUNqaqoXe0it8eXs/vOf/+C2227D22+/jYEDB2LRokXYtm0bcnJyYDQa272eY8eO4cILL8STTz6Jhx56yO39rK+vR2ZmJgYMGNDumdWJiKhzeHg5ERH5lSVLluDLL7/E2LFjkZiYiNzcXPzf//0fKioqsHDhQmmLNvLt7G688UYUFBTggQceQGFhIUaPHo2vv/66QwU3APTu3RsrVqxAYWGhR/p58uRJ/PGPf8TcuXM9sn4iImqJe7qJiMivrF27FkuXLsWuXbtQUlICo9GIQYMG2b9DmeTF7IiIyB+x6CYiIiIiIiLyEH5PNxEREREREZGHsOgmIiIiIiIi8hAW3UREREREREQewqKbiIiIiIiIyENYdBMRERERERF5CItuIiIiIiIiIg9h0U1ERERERETkISy6iYiIiIiIiDyERTcRERERERGRh7DoJiIiIiIiIvIQFt1EREREREREHvL/AQlzpV5hr88tAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = len(z0_vals)\n", "\n", "# 1) Define bins and compute bin width\n", "bin_edges = np.linspace(z0_vals.min(), z0_vals.max(), 31) # 30 bins\n", "bin_width = bin_edges[1] - bin_edges[0]\n", "\n", "# 2) Compute histogram as percentages\n", "# weights = 100 / n for each value, so sum of weights in a bin gives percent\n", "weights = np.ones_like(z0_vals) * (100.0 / n)\n", "\n", "# 3) Compute KDE and scale to percentage–per–bin\n", "kde = gaussian_kde(z0_vals)\n", "x_grid = np.linspace(z0_vals.min(), z0_vals.max(), 200)\n", "# KDE(x) is density; multiply by 100 (to convert to percent) and by bin_width\n", "kde_percent = kde(x_grid) * 100.0 * bin_width\n", "\n", "# 4) Plot\n", "plt.figure(figsize=(10, 6))\n", "\n", "# Histogram with percentages on y-axis\n", "plt.hist(\n", " z0_vals,\n", " bins=bin_edges,\n", " weights=weights,\n", " edgecolor='k',\n", " alpha=0.6,\n", " label=f'Histogram (%; n={n})'\n", ")\n", "\n", "# KDE curve (percentage scale)\n", "plt.plot(\n", " x_grid,\n", " kde_percent,\n", " color='darkorange',\n", " linewidth=2,\n", " label='KDE (% scale)'\n", ")\n", "\n", "plt.xlabel('Roughness Length $z_0$ (m)', fontsize=14)\n", "plt.ylabel('Percentage of Observations (%)', fontsize=14)\n", "plt.title('Percentage Distribution of High-Quality Roughness Lengths $(R^2 > 0.9)$', fontsize=16, weight='bold')\n", "plt.legend(fontsize=12)\n", "plt.grid(linestyle='--', alpha=0.6)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }