2093 рядки
3.9 MiB
2093 рядки
3.9 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"#https://umrs.org.ua/activities/conferences/hmt-2025/abstract-guidelines/\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import sklearn\n",
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"import numpy as np"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Material and mold constants\n",
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"MOLD_DIAMETER_MM = 20\n",
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"MAX_THEORETICAL_DENSITY = 5.43 # g/cm³ for TiN\n",
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"mold_area_mm2 = 3.14 * MOLD_DIAMETER_MM * MOLD_DIAMETER_MM / 4\n",
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"\n",
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"def calculate_relative_density(\n",
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" travel,\n",
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" weight, # in grams\n",
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" measuredDensity, # in g/cm^3\n",
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" totalTravel,\n",
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" maxTemperature):\n",
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" \n",
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" # Calculate final sample dimensions from measured density\n",
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" final_volume_cm3 = weight / measuredDensity\n",
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" final_volume_mm3 = final_volume_cm3 * 1000\n",
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" final_height_mm = final_volume_mm3 / mold_area_mm2\n",
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" \n",
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" # Calculate initial height (before sintering started)\n",
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" initial_height_mm = (totalTravel / 1000) + final_height_mm\n",
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" \n",
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" # Calculate current height based on piston travel\n",
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" current_height_mm = initial_height_mm - (travel / 1000)\n",
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" \n",
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" # Calculate current volume and density\n",
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" current_volume_mm3 = mold_area_mm2 * current_height_mm\n",
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" current_volume_cm3 = current_volume_mm3 / 1000\n",
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" current_density_g_cm3 = weight / current_volume_cm3\n",
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" \n",
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" # Convert to relative density (percentage of theoretical maximum)\n",
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" relative_density_percent = (current_density_g_cm3 / MAX_THEORETICAL_DENSITY) * 100\n",
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" \n",
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" return relative_density_percent\n",
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"\n",
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"\n",
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"def calculate_density_for_series(travel, series):\n",
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" total_travel = series['TravelRelativeTempCorrected'].max() - series['TravelRelativeTempCorrected'].min()\n",
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" max_temp = series['Pyrometer'].max()\n",
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" \n",
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" return calculate_relative_density(\n",
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" travel,\n",
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" series.attrs['weight'],\n",
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" series.attrs['measuredDensity'],\n",
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" total_travel,\n",
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" max_temp\n",
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" )\n",
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"\n",
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"\n",
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"def calculate_densityForVirtualExperiment(\n",
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" travel,\n",
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" weight, # in grams\n",
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" relative_start_density, # in %\n",
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" ):\n",
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" # Convert relative density to absolute density\n",
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" absolute_start_density_g_cm3 = (relative_start_density / 100) * MAX_THEORETICAL_DENSITY\n",
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" \n",
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" # Calculate initial sample dimensions from starting density\n",
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" initial_volume_cm3 = weight / absolute_start_density_g_cm3\n",
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" initial_volume_mm3 = initial_volume_cm3 * 1000\n",
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" initial_height_mm = initial_volume_mm3 / mold_area_mm2\n",
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" \n",
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" # Calculate current height after piston travel\n",
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" current_height_mm = initial_height_mm - (travel / 1000)\n",
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" \n",
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" # Calculate current volume and density\n",
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" current_volume_mm3 = mold_area_mm2 * current_height_mm\n",
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" current_volume_cm3 = current_volume_mm3 / 1000\n",
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" current_density_g_cm3 = weight / current_volume_cm3\n",
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" \n",
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" # Convert to relative density (percentage of theoretical maximum)\n",
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" relative_density_percent = (current_density_g_cm3 / MAX_THEORETICAL_DENSITY) * 100\n",
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" \n",
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" return relative_density_percent\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"def filter_data(df):\n",
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" # Convert time to timedelta format\n",
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" df['P.Zeit'] = pd.to_timedelta(df['P.Zeit'])\n",
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" \n",
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" # Filter out low temperature and low current readings\n",
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" df = df[df['Pyrometer'] > 500].copy()\n",
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" df = df[df['I RMS'] > 0.2].copy()\n",
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" \n",
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" # Calculate relative piston travel in micrometers\n",
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" min_piston_travel = df['Abs Piston Tra.'].min()\n",
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" df['TravelRelative'] = ((df['Abs Piston Tra.'] - min_piston_travel) * 1000).astype(int)\n",
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" \n",
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" # Smooth the travel data using cumulative maximum\n",
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" df['TravelRelativeCorrected'] = np.maximum.accumulate(df['TravelRelative'])\n",
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" df['TravelRelativeCorrected'] = df['TravelRelativeCorrected'].rolling(window=10).mean()\n",
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" df.loc[pd.isnull(df['TravelRelativeCorrected']), 'TravelRelativeCorrected'] = 0\n",
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" \n",
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" # Apply thermal expansion correction (1.241 μm/°C)\n",
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" min_temperature = df['Pyrometer'].min()\n",
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" thermal_expansion_coefficient = 1.241 # μm/°C\n",
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" temperature_delta = df['Pyrometer'] - min_temperature\n",
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" df['TravelRelativeTempCorrected'] = df['TravelRelativeCorrected'] + (temperature_delta * thermal_expansion_coefficient)\n",
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" \n",
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" # Convert time to seconds from start\n",
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" df['seconds'] = df['P.Zeit'].dt.total_seconds().astype(int)\n",
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" min_seconds = df['seconds'].min()\n",
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" df['seconds'] = df['seconds'] - min_seconds + 1\n",
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" df = df.drop(columns=['P.Zeit'])\n",
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" \n",
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" # Downsample: keep every 10th row to reduce data size\n",
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" df = df.iloc[::10]\n",
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" \n",
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" # Calculate original travel delta for comparison\n",
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" df['TravelDeltaOriginal'] = df['Abs Piston Tra.'] - df['Abs Piston Tra.'].shift(1)\n",
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" \n",
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" # Calculate shifted values for next time step prediction\n",
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" df['TravelRelativeCorrectedShifted'] = df['TravelRelativeCorrected'].shift(-1)\n",
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" df['TravelRelativeCorrectedShifted'] = df['TravelRelativeCorrectedShifted'].fillna(0)\n",
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" df['TravelRelativeTempCorrectedShifted'] = df['TravelRelativeTempCorrected'].shift(-1)\n",
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" df['PyrometerShifted'] = df['Pyrometer'].shift(-1)\n",
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" \n",
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" # Calculate travel deltas (densification rates)\n",
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" df['TravelDelta'] = df['TravelRelativeTempCorrectedShifted'] - df['TravelRelativeTempCorrected']\n",
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" df['TravelDelta2'] = df['TravelRelativeCorrectedShifted'] - df['TravelRelativeCorrected']\n",
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" df.loc[pd.isnull(df['TravelDelta']), 'TravelDelta'] = 0\n",
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" \n",
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" # Calculate relative density\n",
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" df['Density'] = calculate_density_for_series(df['TravelRelativeTempCorrected'], df)\n",
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" \n",
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" # Remove last row (has no valid shifted values)\n",
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" df = df.drop(df.index[-1])\n",
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" \n",
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" return df\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
|
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"# Load experimental data into a dictionary\n",
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"experiments = {\n",
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" '100_1500_32_ann': {\n",
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" 'file': 'TiN-Starck-0/1483.csv',\n",
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" 'measuredDensity': 4.92,\n",
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" 'weight': 6.5\n",
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" },\n",
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" '100_1500_32': {\n",
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" 'file': 'TiN-Starck-0/1500.csv',\n",
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" 'measuredDensity': 4.94,\n",
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" 'weight': 6.5\n",
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" },\n",
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" '100_1500_50': {\n",
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" 'file': 'TiN-Starck-0/1471.csv',\n",
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" 'measuredDensity': 5.12,\n",
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" 'weight': 6.47\n",
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" },\n",
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" '100_1500_70': {\n",
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" 'file': 'TiN-Starck-0/1499.csv',\n",
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" 'measuredDensity': 5.12,\n",
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" 'weight': 6.5\n",
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" },\n",
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" '200_1500_32': {\n",
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" 'file': 'TiN-Starck-0/1460.csv',\n",
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" 'measuredDensity': 4.94,\n",
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" 'weight': 6.5\n",
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" },\n",
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" '200_1600_50': {\n",
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" 'file': 'TiN-Starck-0/1459.csv',\n",
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" 'measuredDensity': 5.11,\n",
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" 'weight': 6.5\n",
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" },\n",
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" '200_1500_70': {\n",
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" 'file': 'TiN-Starck-0/1468.csv',\n",
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" 'measuredDensity': 5.12,\n",
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" 'weight': 6.2\n",
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" },\n",
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" '200_1500_70_noBn': {\n",
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" 'file': 'TiN-Starck-0/1469.csv',\n",
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" 'measuredDensity': 4.93,\n",
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" 'weight': 6.2\n",
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" }\n",
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"}\n",
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"\n",
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"# Load and process all data\n",
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"data = {}\n",
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"original_data = {}\n",
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"for key, exp in experiments.items():\n",
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" df = pd.read_csv(exp['file'], sep=';', decimal=',')\n",
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" df.attrs['measuredDensity'] = exp['measuredDensity']\n",
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" df.attrs['weight'] = exp['weight']\n",
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" data[key] = filter_data(df)\n",
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" original_data[key] = df.copy()\n",
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" #print(data[key]['TravelRelativeCorrected'].max()- data[key]['TravelRelativeCorrected'].min())\n",
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" #print(data[key]['TravelRelativeTempCorrected'].max()- data[key]['TravelRelativeTempCorrected'].min())\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# write a code to plot time vs piston travel for all experiments in original_data\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"for key, df in original_data.items():\n",
|
||
" plt.plot(df['P.Zeit'], df['Abs Piston Tra.'], label=key)\n",
|
||
"plt.xlabel('Time')\n",
|
||
"plt.ylabel('Piston Travel (mm)')\n",
|
||
"plt.title('Time vs Piston Travel for All Experiments')\n",
|
||
"plt.ylim(33, 44)\n",
|
||
"plt.grid(True)\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 47,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 2000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(40, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(20, 6))\n",
|
||
"for key in data.keys():\n",
|
||
" ax1.plot(data[key]['Density'], data[key]['TravelDelta'], label=key)\n",
|
||
"# Add color bar to show the color scale\n",
|
||
"ax1.set_ylabel('Швидкість ущільнення')\n",
|
||
"#ax1.set_ylim(400, 1000)\n",
|
||
"ax1.set_xlim(30, 100)\n",
|
||
"#ax1.set_title('title')\n",
|
||
"ax1.set_xlabel('Відносна щільність')\n",
|
||
"ax1.grid(True)\n",
|
||
"plt.legend()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_data_Seconds(data, title):\n",
|
||
" setToPlot = data.copy()\n",
|
||
" plt.figure(figsize=(40, 6))\n",
|
||
" fig, ax1 = plt.subplots( figsize=(40, 6))\n",
|
||
" fig, ax2 = plt.subplots( figsize=(40, 6))\n",
|
||
" fig, ax3 = plt.subplots( figsize=(40, 6))\n",
|
||
" fig, ax4 = plt.subplots( figsize=(40, 6))\n",
|
||
" fig, ax5 = plt.subplots( figsize=(40, 6))\n",
|
||
" fig, ax6 = plt.subplots( figsize=(40, 6))\n",
|
||
" sc2 = ax1.plot(setToPlot['seconds'], setToPlot['Force'], color='black')\n",
|
||
" sc2 = ax2.plot(setToPlot['seconds'], setToPlot['TravelRelativeTempCorrected'], color='green')\n",
|
||
" sc2 = ax2.plot(setToPlot['seconds'], setToPlot['TravelRelative'], color='blue')\n",
|
||
" sc2 = ax3.plot(setToPlot['seconds'], setToPlot['Pyrometer'], color='orange')\n",
|
||
" sc2 = ax4.plot(setToPlot['seconds'], setToPlot['Power'], color='red')\n",
|
||
" sc2 = ax4.plot(setToPlot['seconds'], setToPlot['U RMS'], color='orange')\n",
|
||
" sc2 = ax4.plot(setToPlot['seconds'], setToPlot['I RMS'], color='purple')\n",
|
||
" sc2 = ax4.plot(setToPlot['seconds'], setToPlot['U RMS']/setToPlot['I RMS'], color='black')\n",
|
||
" sc2 = ax5.plot(setToPlot['seconds'], setToPlot['Density'], color='black')\n",
|
||
" sc2 = ax6.plot(setToPlot['seconds'], setToPlot['TravelDelta'], color='black')\n",
|
||
"\n",
|
||
" ax4.set_ylim(0,10)\n",
|
||
" ax1.set_ylabel('Force')\n",
|
||
" ax2.set_ylabel('TravelRelativeTempCorrected')\n",
|
||
" ax3.set_ylabel('Pyrometer')\n",
|
||
" ax4.set_ylabel('Power')\n",
|
||
" ax5.set_ylabel('Density')\n",
|
||
" ax6.set_ylabel('TravelDelta')\n",
|
||
" ax1.grid(True)\n",
|
||
" ax2.grid(True)\n",
|
||
" ax3.grid(True)\n",
|
||
" ax4.grid(True)\n",
|
||
" ax5.grid(True)\n",
|
||
" ax6.grid(True)\n",
|
||
" ax1.set_title(title)\n",
|
||
" ax2.set_title(title)\n",
|
||
" ax3.set_title(title)\n",
|
||
" ax4.set_title(title)\n",
|
||
" ax5.set_title(title)\n",
|
||
" ax6.set_title(title)\n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
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||
{
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||
"data": {
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"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
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||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
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]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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||
"text/plain": [
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||
"<Figure size 4000x600 with 0 Axes>"
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]
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},
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"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
|
||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
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||
"data": {
|
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
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]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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||
"text/plain": [
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||
"<Figure size 4000x600 with 1 Axes>"
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]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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||
"text/plain": [
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||
"<Figure size 4000x600 with 0 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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||
},
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{
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"data": {
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|
||
"text/plain": [
|
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"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
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||
"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
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||
"data": {
|
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||
"text/plain": [
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||
"<Figure size 4000x600 with 1 Axes>"
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]
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},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
|
||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
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]
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||
},
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||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
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||
{
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||
"data": {
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||
"text/plain": [
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||
"<Figure size 4000x600 with 0 Axes>"
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]
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},
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"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
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||
"data": {
|
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
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||
"data": {
|
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8wws9NQAY1dTUlFtuuSW33HLLpH0nTpzIiRMnZh2IWIyVI3p6enLw4MEcPHhwNJAxsj6yPHr0aAYHB7Nv377s27dvynMVCoWsW7du2pBGa2vr5btAAAAAAIBLobNzcqhi7PLJJ5PBwZmdq6npQvWJ6drq1Ulj46W9NgAAAAC4hizq8EWSvOIVr8grXvGKhZ4GAMzJqlWrsmrVqoWexrxYsmRJtm/fnu3bt085ZnBwMIcPH54ynPHkk0/m0KFDo+MOHz6cBx98cMrzLV++vGY447rrrsuyZctS8DQ2AAAAAGAh9PdXwhMTAxVj17u7pz9PXV2yYUNy/fXJDTdcWF533fiwRVub6hQAAAAAsEAWffgCALhyNDQ05IYbbsgNN9ww5ZhSqZTjx49PGc4YWe/p6cnp06dz+vTpPPzww1Oer7W1dVwgY+PGjeno6EhbW1uWLl1ac9nU1CS4AQAAAABUVyolR4/Wrlpx9OjMzrVixfhQxcTl+vVJQ8OlvR4AAAAA4KIIXwAAl1VdXV3Wrl2btWvX5hnPeEbVMeVyOV1dXZMCGRMDGydPnkxvb292796d3bt3z3ou9fX1Wbp06bQhjZkulyxZkmKxeLFvEQAAAABwOXR2Tq5SMXb55JPJ4OD052lurh2suP76ZMmSS389AAAAAMAlJXwBACw6hUIhHR0d6ejoyK233jrluHPnzuXgwYPjAhmHDh1KV1dXzp49m+7u7qrL3t7eJMnQ0FDOnDmTM2fOzNvcW1tbpw1pTLWvvn5x/9FsaGgo3/jGN9LS0jI613K5PLqcuL7Y9y1dujTbt2/P9u3bs8R/fgMAAABcPXp6kmPHKu348cry0KHJAYvu7unPVVeXbNhQO1yxcmWiwi4AAAAAXPUW9x1+AAA1tLS0ZOvWrdm6deusjhseHk5PT8+U4Yy5LIeHh5Mkvb296e3tzbFjxy7FJXOJXH/99bn55ptz8803Z8eOHaPrGzZsSMF/nAMAAAAsrP7+CyGKkeXEcMXY7fMPX5mRFSuqBypG1jdsSBb5Q1MAAAAAgMvDvxQCANecYrGY9vb2tLe3z8v5yuVy+vv7LzrEMRLgWKzK5XK6u7vT1tY2LpAwsl4oFCatL+Z9p06dys6dO3PixIk88cQTeeKJJ/LpT3963DUvXbp0NIwxdrlt27a0tLTM23sLAAAAcE0ZHk5OnhwfmqgVrOjsnP1rNDcna9ZU2urVybp1k0MW11+fqIgKAAAAAMyQ8AUAwEUqFAppbm5Oc3NzVq9evdDTuWQGBwfzd3/3d3n5y1+ehoaGhZ7OvDl58mR27tyZRx99NI8++ujo+p49e3L27Nl89atfzVe/+tVxxxQKhWzevHlclYyR9bVr16qWAQAAAFxbyuXkzJmZBSmOHasEL8rl2b1GfX0lRDESphgJVky1vXRp4t9oAAAAAIB5JHwBAMA1beXKlbnrrrty1113jesfGBjI448/Pi6QMdLOnDmTvXv3Zu/evbnvvvvGHdfR0TGpWsbNN9+cm266KU1NTZfz0gAAAABqK5WSvr6kpyfp7a20kfWplqdOVQ9WDA3N7rULhWTlypmHKZYtS+rqLsnbAAAAAAAwE8IXAABQRWNj42hwYqxyuZzjx4+PC2WMLPfu3ZvOzs58+ctfzpe//OVxx9XV1WXLli2TQhk7duzIqlWrVMsAAAAAJhscnBx+qBWMmEl4YuL6fOromHmYYuXKSjULAAAAAIArhH/RBACAWSgUClmzZk3WrFmT5z//+eP29ff357HHHhutkDG2YkZ3d3cee+yxPPbYY/nbv/3bccetWLFiUiDj5ptvzpYtW9LQ0HA5Lw8AAAC4FPr7k8cfT3bvTnbtSvbsSc6cmT48MdtqEhejuTlZsiRpbb2wHLs+sly2rHqwYvXqRNVPAAAAAOAqJnwBAADzpKmpKbfeemtuvfXWcf3lcjlHjhyZFMjYuXNn9u/fn1OnTuWBBx7IAw88MO64+vr63HTTTeMCGTfddFOWL1+etra2tLe3p62tTUADAAAAFoPh4WT//kq4YiRkMbLcvz8pleZ+7mJxZsGImeyrNqa1Namrm7/3AgAAAADgKiR8AQAAl1ihUMj69euzfv36vOhFLxq3r7e3N7t3754Uynj00UfT29ubnTt3ZufOnTXP39zcPBrEqLaczb5isXgp3woAAAC4spVKyaFDkwMWu3dXqlkMDk59bFtbsm1bsn17snVrsmrVzMMTDQ1JoXD5rhMAAAAAgEmELwAAYAG1trbmqU99ap761KeO6y+Xyzl48OCkQMa+ffvS1dWVrq6u9PX1JUn6+vrS19eXY8eOzct85hLamNi3dOnS1HliJgAAAFeicjk5fnxy9YqRkMW5c1Mf29RUCViMhCzGLteuFaAAAAAAALiCCV8AAMAiVCgUct111+W6667LS17ykqpjBgcH093dna6urknLmfZ1d3ens7Mzg+efzNnb25ve3t4cPXr0oq9h6dKlo2GMjo6O3HDDDbnpppvGteuuu061DQAAABbGmTOTgxUj652dUx9XX5/ceOPkcMX27cl11yUeRgAAAABw5SqXktJAMtx3oZX6p18f7k9KU6wP9yUpL/SV1VQslfL0voMpfunPx//71pLNyfrvSlY9J6lz2zn4VQAAAFeohoaGrFixIitWrLjoc/X39884rDFduGNoaChJcvbs2Zw9ezaHDx9Oknz5y1+e9LqNjY3ZvHnzaBhjy5Yt49ZbWlou+tquJeVyOd3d3Tl06FAaGxtz3XXXpbGxcaGnBQAAsHB6epLHHqtexeL48amPKxSSG26oXsFi8+akoeGyXQIAAADANaM0XDvAUBqzPikIUWvfLNZLAwv9LiyIuiTXJ8mBKju/+c6koT1Z95Jk/d2VMMaSGy7vBGGREL4AAADS1NSUpqamrFq16qLOUy6X09fXNymYcerUqezbty979uwZbfv27cvAwEB27dqVXbt2VT3fhg0bJlXLGAlorFy5MoVC4aLmeyXp7e3N4cOHc+jQoRw6dCgHDx4cXR/benp6Ro8pFApZt25dbrjhhtxwww3ZtGnT6PpIW7FixTX1PgIAAFeh/v7k8cerV7E4eLD2sevWVa9gcdNNSXPz5Zk/AAAAsLiUhsfciD9NlYPSUFIoJoW6Ccsx65m4b4oxddXGVjlu0ph5+P/ecjkpDc4+sHDRVSEmjCsPX/y1zLdic1LXXFkWm8ZsT7NebE7qmi4sC4u7Wurw8HC+9ei38pSbn5JisVjpLJeS0w8lRz6V9J9MnvhopSVJ+1MqQYwNdyervyOp93BNrg3CFwAAwLwpFAppaWlJS0tL1qxZU3Ps8PBwnnjiiTz++OPjQhkjraurazRQ8M///M+Tjm9vb58UzBhp11133YV/DFjkBgYGxoUqpmpnzpyZ8Tnb2toyODiYvr6+HD58OIcPH86XvvSlqmNbW1vHhTEmBjRUzwAAABZUb29y6FClHTw4ef3JJ5P9+5NSaepzLF9eCVRMDFls25a0tV2+awEAAABqm2sAoOpN/jOplDDFenlood+JWSrMIKAxIcyRjHmPzi9TXsiLmKxQPznUUNeUFFumDztc7HqxqXLuuob5CbdcAUqDg9mz5++yY8fLU5xY9bU0nJz6anL4vuTwJ5OTX0y6vlVpO3+38p6teeGFqhjtO66Z941rj/AFAACwIIrFYjZv3pzNmzfnxS9+8bh95XI5J0+ezJ49e6qGMw4dOpSurq489NBDeeihhyadu6GhIZs3b64azNiyZUtaWi79ExeGhoZy7NixqkGKsVUrTpw4MeNztrS0ZOPGjdmwYcOUbf369Vm6dGnK5XJOnDiRAwcOjGv79+8fXT969Gh6e3vz6KOP5tFHH636mhOrZ1QLaKieAQAAzNrgYHLkyNShipE20yD6kiXVK1hs25asXHlJLwUAAOCSK5eTlBf9U9OvOOVyMtiVDJyqtP5TF9YHzmTR3Yg+E+Vy5Un1KVUqCJSHK9tVl8NjxlXZN7KeUuXG65rnnDB+qn2TxozpKw0u0gBA3ZiqBxNv0G+uhBlmcn1zHlPjgROjymN+pvOkrnGacMI8hRsmVZMYE7Koc4vzolFXTFbdWWm3/1oycDo58veVIMah+5JzB88HM+6rjF+y6XwQ4+5k3YuThvaFnT/MI78zAQAAi06hUMiqVauyatWqPPvZz560v7e3N3v37q0azti7d28GBweze/fu7N69u+r5169fP2XVjJUrV9YMEpRKpZw8eXJSiGJiO3r0aEq1nrw6RkNDw7gAxVQBi/b29hmHHAqFQlavXp3Vq1fnGc94RtUxfX19efLJJ6cMZxw4cGBO1TMmBjSu1uoZ5XI5g4OD6e/vT6lUSltbW+rq/KcHAADXuFIpOXGidrWKQ4eSY8fO3zw0Ay0tycaNlbZhQ6WNXd+6NVm3ztP0AACAxWt4IBk8kwx0JoOdY9bH9A2cOb9vzPrYvnIpaWhLGpYljR2VZUPHhfXGjvPb5/ur9RVbrs6/O5WGKjcCD5yqLMeGKKZaHwlYzOfN6sy/uobxlQ2q3qw/zfrFBggWOgAwKVAzlzDNhDGl85/7Kd+jRmEvamtcntzwA5VWLied36wEMQ7flxz7bNKzP3nsDyutUJ+svqtSEWP93cnyp/l8cUUTvgAAAK44ra2tufXWW3PrrbdO2jc8PJwnn3xyXCBjbECjs7NzNEzwuc99btLx7e3toxUytmzZknPnzo0LVRw+fDiDg4MzmmexWMy6detqVqrYsGHDtIGPS6W5uTlbt27N1q1bq+5fjNUzyuVyBgYG0t/fn/7+/vT19Y2uT9y+HPvKY24WKxQKWb58eVasWFG1TbVv+fLlaZhYthUAABabcjnp6po+VHH4cKWqxUzU1yfr108dqhhZb2+/Om8OAgAArgyl4WSoe/pwxGjf+VDF2L7hvvmZy2BXpfXO8fhC/ZhwxphQRtW+CQGOkfW6S/h/GsN9VcISp6cPUgx2XdzrFluTphVJ40hbXnkfCsV5uazLrlB3fu7nlyPb49bHjKmbxdj5GDNp7Pm+usbJ4Qk3aFf+TaRQTFJM4v8UWYQKhWTZbZX2lP+UDPUkR++/UAmje3clkHHss8nXfyVpXpOs+87zlTG+M2levdBXALMifAEAAFxVisViNm3alE2bNuXFL37xuH3lcjmnTp0aF8wYG844ePBgurq68tBDD+Whhx6q+Tpr1qypGajYuHFjVq9enWLxCv1H2SxM9YwVK1ZMG3hYrEY+X6dOnZr1sW1tbbMObaxYsSItLS2X4EoAALjm9PQkR49OH6zo6Zn5OdesmT5UsWpVonocAADXmnI5GT534ebxwa7zNx03VFrh/LKu8ULfuP4GNyOPVS4n5aGkNHihlc8vB3qztPREcuYblXuWR/YP9cw8SDHYefE39o9V31alQsVU4YcJfYVilXDHDKtnDHWdf/L9UNJ/otLmqtg6OZBRa951TZU5joYlTk8dpBg+dxFvbs6/5orxQYrR9eVT7FteudkfgPlRvyTZ+PJKS5Kzj1eqYhy6Lzn6maTvWLLvTyothWTFMy5UxVj1nIWvNgPTmPUntFwu58CBA1mzZo2bPAAAgCtKoVDIypUrs3Llytx5552T9p87dy579+4dDWXs27cvS5YsmRSsWLt2bRobGxfgChaf+a6eMVuNjY1pampKc3NzmpqaRtvY7Vr7ZjO21r5CoZAzZ86Mhi9G2unTpyf1jW1nzpxJknR3d6e7uzv79++f9fs/28DGihUr0tbWtiDVVgAAuAzK5aS7Ozl+fHI7dqx6/7lZ3NzS0TF9qGLdukR1NwAArnblcuWm/OluJq+2XrrIBw0V6s6HMWoENGYa5BjdnmbMyHnG9peHJwceSoNJaWCK/pHtgfF91caVBqY4duKYoSnfpoYk/yZJPn1xb/eouqbalSKmrBpxflnffr7CwEVoWTe348rlZOjs1AGTiVU7RsIcY9eHzlbONdybnOtNzh2+uGuZSqFuTAWKqYIU50MT47aXuWEXYDFauiXZ9lOVNjyQnPjC+aoYn0xOfy059WClffNdle/Qdf/mfFWM70qW3LDQs4dJ5hS+2LZtW775zW9m27Ztl2JOAAAAC6KlpSW33HJLbrnlloWeylVjttUzurq6Zhx+aGxsTN0iekruunXrsm7d7P7TY3h4eFJoY7rAxkgbHh5OX19fDh06lEOHDs3qdYvF4mhIo6OjY1Jrb2+vud3R0ZHm5mYBDgCAy6FcTjo7Zx6kOH48mUvFuObm6UMV69cnS5bM/zUCAFxJyuXKTd/DvZWn5w/1nl/vTYbPb4/0pVB58m99a+VJ8fWtle2R9eL5bTcLL6zSUOXG85EAxUxDFAOnK+GDuSrUV24cb+ioVCSYMqgwOPnYcikp9198iONqdT6cUq5ryOBQ0tDUmsLYEEp96/iKDRNDElMFKopNC3pZF6VQSBraKi3Xz+0cpaFK4Gi64MbEvuFzk4MStSpTNLSp7gJwtSo2JmtfWGlP+41KkO/wpypBjCOfSvpPJk98tNKSpP0plSDGhruTNc9XqYhFYdZ/e6urq8u2bdty8uRJ4QsAAAAu2nTVM65mxWJxtBrLbJTL5XR3d88qrDHS+vr6Mjw8nOPHj+f48eNznnt9ff2sAxsT+5YuXbqoAjQAAJdFqZScOTOzIMWxY8mJE8lglZutptPamqxefaGtWTN+e+K+JUsqN+MAAFzphgfGhCGqBCSGeibvn3L8FMdezA331dQ1jAlkzCCsMZf9V3vAo1yuVEGYbQWKgVOVG8QvRrFl+ifyV1uvXzqzP4OXy5XqDrOtEjFVNYqa1SSmq1gxYUyhOPsKGrOpxlFsrHF8jXHnb9wfGhzMJ/7u7/Lyl788DarzXby684GhphULPRMArhYt65Mtr6m00nBy6quVIMbh+5KTX0y6vlVpO3+38meuNS+4EMZo2+7fM1kQc/qb1W/+5m/m53/+5/P//r//b2677bb5nhMAAABQQ6FQSHt7e9rb27N58+ZZHXvu3LlxgY3Ozs5xraurq2ZfV1dXyuVyhoaGcvLkyZw8efKirqOtrW1WIY6R7YaGhtHKG4VCoWqrte9SHzs0NJT+/v709fWlVCqN7quvr1cxBACuNsPDyalTU1ehmBiwOHGicsxsLV06sxDFyHpr6/xfKwCweI0+jfzM+SePV3kq+VB35SbuK045Ge6rHZ4YG5AoD12+qRWKNcIPLZX3e6qgx1BP5dqS8zeyd158CKCWuoaZBzsKDUlKlZBJeeJyzPqkMVXGz+eY0tixE8ZkHj7bDe1TP4l/qiBF4/KkvuXiX7uWQuFCsAAA4GpVV0xW3Vlpt/9qJVR75B8qQYxD9yXnDlbWD9+X/EuSJZsqQYz1dyfrXlz5sxxcBnMKX/zIj/xIent789SnPjWNjY1paRn/l4hTp07Ny+QAAACA+dXS0pKWlpZs2LBhTseXSqWcPXt22pDGVH0j24ODgymXy+nq6kpXV1eeeOKJeb7Sxamuri5Lly5NW1vbuFatb6o2dmxzc7MwBwDMt8HBSkBiujDFSDt1qlLNYrY6OmYWohhpzc3zf60AwOJQLidDZyeHJSauD3SOD1eMXR86u6CXsCjVDEbU6ptFZYm6hrk/bbdcTkr944MjM63UMdNKHpMCHmcqn5urWaHuQmBiXFhiee0qFI3LhBsAABaTxuXJDf+20srlpPNfL4Qvjn026dmfPPaHlVaoT1bfdT6M8V3J8qeNVsKC+Tan8MV73/veeZ4GAAAAcCWoq6sbrbpx3XXXzekc5XI5fX19swptTOwbGhoaPVe1NtW+2fRfCqVSaTRwMh+KxeKMQhozDXM0NTXNy7wAYFHp65t5kOL48eTMmbm9zvLlMwtRrF6drFqV+N4F4EpQLp+/YbsvGe4/X32gr3LD+FzXx26Xh8/fvH7+ie51DUldY5W+hgl9jVX6aoyZalyx8UJ/oTj3m+iH+yYHJKqFJaoGKs4kQ13nn9w/D4qtSWNH0rAsaei4sN7YkdS3Va7zSlRsvrzBiMuhUKhcV7E5yYpL8xpzDXiUBs5/VurO/9oYWY5dr7swpm4WY+djzFRj6xoqTzx2ox0AwNWlUEiW3VppT/lPlT+/Hr3/fBjjk0n3rkog49hnk6//ctK8Jln3Xcmtv5x03LzQs+cqM6fwxWte85r5ngcAAABwjSgUCqMVONatW7fQ06lpLkGOcrmcwcHBfPKTn8xLX/rS1NfXj/b39fWlu7s73d3dOXv27Oj6TNrY8T09PUmS4eHhnDlzJmfmepPoBA0NDVUDGitWrMjmzZtH26ZNm7Jp06ZJ1VAB4JIrl5OentmFKc7O4SnQdXXJypVTV6aY2FauTBo8JReAi1AunQ85DFZuei4NJuXBMX2V7cLAuSwffjSFY0uSuvKYcQNjwg3958MSVdaH+8YHKSatV9mXS/OAgkWpauijcXJfkgx2XQhQlAbm5/UL9ZWn7zd0XFiOXa/aNyFo4cn9jHU5Ah4AAHC51S9JNr680pLk7OOVEMbhTyZH/iHpO5bs+3By268s7Dy5Ks0pfJEke/bsyQc+8IHs2bMnv/d7v5c1a9bkvvvuy/XXX59bb711PucIAAAAsCAK55+OWJjlUxIHBwfT0tKS9vb2NEy4EXP9+vUXPa/h4eH09PTMOKwxXevr6xud96lTp3Lq1KkZzWPt2rWjYYyx4YyRvtbW1ou+VgCuAeVy6nt6km99qxKWOHSo0o4erR6mOP+9NSv19TMPUqxeXaliUbxCnwoNUE1paEzlgbE348/y5vwZVzkYOP+0+bk84bzK2PkaM5OnqpeHxgcexoYbJvVN2B4eqN4/7nxTjJlh1YP6JM9Pkvsv0WdlOnWNF27krmtOik2114vNSd0U68XmJHVV3qMa71NpBj+LmseOOb5aqKQ0mGQwGZ7Lm1OoPHF/upBE4/n+0fUxfcWWxV2pAQAAYDFauiXZ9lOVNjyQnPhCcvzzSdv2hZ4ZV6E5hS/uv//+vOxlL8tzn/vcfPazn8273vWurFmzJt/4xjfyP//n/8xf/uVfzvc8AQAAADivWCymvb097e3t83K+oaGhmoGNY8eOZf/+/dm3b99oO3v2bI4ePZqjR4/mS1/6UtXzrl69elwYY2I4Y+nSpfMyfwAWsZ6eC2GKKVr9oUO5p7d3dudtbp5dmKKjw42McC0rl8/f2F5KysOV9fLwhPXzy5mOKY0dW2XMpPPNYEyp2usPjQlBzDYAMWa9PKc7yVlohfpK2GFMxYVyoSE95wayZGlHCsWmC5Uaik01Qg5N5wMRE9dr7asWqmishFSuFqXhKUIaE8Id1cIbKU8OVzS0XV3vDwAAwJWo2JisfWGlwSUwp/DFL/7iL+ad73xn3vKWt6StrW20/0UvelF+7/d+b94mBwAAAMClV19fn+XLl2f58uUzGl8ul3P69OnRIMbEYMa+ffvS1dWV48eP5/jx4/nKV75S9TwrV66cFMgYuz5f4RIALoG+vuTw4WmDFenqmvZUI5GI8rJlKWzYkIy0tWunDlMsWSJMwZWpXD5/M3xvZb1u7BP4Jz6d/yq5gbdcrtyoXCsYMNMAwcQKDbWqN0xcn2FVgWtCoX76m+6r3oA/k5vzR8Y0Vl5rqiDLbIIwVUMpcwy6VA3PTDiuUBwXdqgEDhrG9xUm7K/aP7LdOOF8Uxw/6dj6qt91Q4OD+Ye/+7u8/O6XT6q0yCzVFZMUz1fgAAAAAJjenMIXDz/8cP7sz/5sUv/q1atz8uTJi54UAAAAAItXoVDIihUrsmLFijz96U+vOubMmTNThjP279+f06dP5+TJkzl58mS++tWvVj3H8uXLpwxnbN68OR0dHZfyMoHZ6O9PzpxJOjsry7HrE5cDA5Wb6sfeZD/SVCdYeIODyZEj04cqTp2a+TmXLEk2bqz+M9+wIYOrV+eT3/hGvuv7vs9NpCysscGIod5kqOfC+vD57dH13mT4/PbY/bXGj+yfjcKYYEbqqgQ0JoQ2Jo2Zh/ETwyHl4dlXX7giFGpc+zTvT80QTY33cqZjRisUTKhmMJP1avvqigv6TgMAAADAlWpO4Ytly5bl8OHDufHGG8f1P/TQQ9m4ceO8TAwAAACAK9eyZcvytKc9LU972tOq7u/s7BwXypgY0Dh16lROnz6d06dP56GHHpryNSYGMsZuL1u2LAU3ccP0SqWku3vqsMRMAhX983RjbXPzlDfoj2tjKjIzQ8PDybFj04cqjh+v3IA+E01NNUMVM/55DQ5meOfOi79GahtbfaDazfGlgYWe4dyUS8nwuekDDzMNSGSGn//LpVw6X7FhcKFnMn/mEiCYTbBgdN/ESg6N0wQr/LkRAAAAAKhtTuGLV7/61XnrW9+av/iLv0ihUEipVMrnP//5/NzP/Vx+7Md+bL7nCAAAAMBVpqOjI3fccUfuuOOOqvu7u7trhjNOnDiRM2fO5MyZM/n6179e9RzNzc1paGhIsVhMXV1disXiuPVqfZd6/8Wec65jL+drsAAGBmYflhi77Oyc+c32tRQKSXt7smxZpYLF2OXY9YaG5OjR6pUU+vqSxx+vtFqWLKl9s//69ZXlkiUXf12LydBQ0tU185/tyOfgyJFKK5Vm9jr19TMLwSxb5mblmSoNXwg7TFUdYLg/KU2xPtx3frvKeq1949avlOoDi0RdY1JsTeqXJPWt59fPb4+sz2h/a1I8P2bsMcWWJIUkpUolifLE5Zj1mY4pVRtb5biLHVOor4QZis3nww2zCEnUNfp9AwAAAAC4Ys0pfPGud70rr33ta7Nx48aUy+XccsstGR4ezqtf/eq87W1vm+85AgAAAHCNaWtry2233Zbbbrut6v6enp6a4Yxjx46lr68vfX19l3nm17aGhoYsWbJkVq21tXVG45qbm6/NSiblciWo8NhjlbZ794X1Q4cqN9bP1+e8sXH64EStvra25GICOH19yeHD1asxjO3v7Ex6eirvxe7dtc/Z3j59QGP9+qSlZe7znqlyOentnXlootry7NmLm0NdXbJu3fShipUrL+5nuZiUy0l5aB7CDRe5XlqEVQsm3hxfaLhCb4ovVIIM8x2MqJvTf6HNQTFJw2V6LQAAAAAALsac/uW4oaEhf/qnf5p3vOMdeeihh1IqlfJt3/Zt2bZt23zPDwAAAAAmWbJkSW655ZbccsstVff39vbm6NGjGR4ezvDwcEql0rjlbNcvx3GLcf/EvvI01REGBwdHK5LMt7q6uppBjZmGOKZqC1q1o1SqhApGQhUTW0/PzM7T1lY7HDFdmKK5+ZJc3ow1Nyc33lhptfT0TB3SGAlqHDxYGdfVVWmPPlr7nMuX1w5obNiQrFmTnDs3t+oiI8uhoYt/n5KktXX8z3BFW7KqJVnRknQ0Jh31ydK6ZEkhaS4lS5dUgihLl04Rqjh5vj2cHE+lXUZ1w8PZOvBo6h7916RYPN9bTkpD8xN8KM+w4sflUqg7Xy1gukoBTWPGTVgfrThQa1+NygSqDwAAAAAAwKzNKXyxe/fubNu2LTfddFNuuumm+Z4TAAAAAFyU1tbW3DjdDdzMWrlcnjKcMTw8nHPnzqWnp2e09fb2jtuebevt7R2tXlIqlXL27Nmcvdgn/1dRKBTS3t6ejo6OLFu2LMuWLRtdn7ical9TU1PtFxkeTp54onq4Ys9jlSfsNyVpTGU5sr4lSXMh2bAy2bg6Wbc8Wd2RrFyatDUnTY1JY33SUJ8Uykl5uHKjeXk4SSkpDSflM0lOjd9XLiXnhpPe4eTQmPHjxkwYP3ZMqdr4KsdVO2cKSf3SpKFtzLJtwnKa/jVtycbtScMzKk+qr3YTeXf31AGNsa2vLzl9utK++c35+lhNra5uQvClLVm1NFnZnCxvStobkvZi0lpIWpM0DSeNQ0mxP6nrS3IuGepMBjuTwZPJwJ6kNDD16/Wdbycu/aXNVTHJrUny8GV4sbqG6YMJ04YiphvXdL5ywlRjLldFBQAAAAAAYD7N6V/4d+zYkfXr1+cFL3hBXvCCF+SFL3xhduzYMd9zAwAAAAAWkUKhkPr6y3vT8PDw8JxDHDM5rlwup1wup7OzM52dnTlw4MCc5tnc1JBlbc3paK3Psqa6dDSWsqyhlI76wSxrGKwslyTLliQdbcmy9qTjtmTZ8yr34LdNkR+oKKdy5/yYu+cHk5ya01QXgXIy1F1p82JMmGNiUKO+LVnSltzSltzRltRfnzTcMn5MXyE51ZMc606OdiaHTiSHqlTWGBysvNy4qhPtyaq2ZGVLsqI5WdaYtNUnbXWV4ERzqRKcaBisBCcKfUnpbDJ4JhnoTAZ3J0M1AkVD59sMi5+koT1pWJY0dmS4riNdg63pGmhJ29KWLG9rTGGRVjoolUp58uCTuW7jdeOr0NQ1zE9ViLEhi8ICVrkBAAAAAACuaHP6n9LDhw/nM5/5TO6///787u/+bn7qp34qa9euHQ1i/If/8B/me54AAAAAwDWoWCymra0tbW1tMz+oNJwMdSUDZyrVAUaXnWNueu9MeeB0+s6eTnfXmZzp6s6ZzrPp7OrJme5z6ezuy5mzA+k8O5AzvcmZnqTz3ORlZ2/lJfv6B3OkfzBH5niddYWko7XSli0ppmNJMcuWNqRjaWOWtTWlY2lLlrW3Zln7knS0L82yjva0ty9Ja0tTWpubKsuWprS2NKdYX58UiudbXWWZuvHbo8sJY+qqja1y3EzHjDvf+X0pJ4NnK+GLwfMhjEnb3ZVQwrjtMX0j+1POuDDHuTn+AEbUJ9lUl9x0PrjRsDSpX53Ub0nSmJTPjflsHUkGd1aqekxlpOrETBRbksZlSUNHSsX2dA8tTedASzr7W9LZ15DOvvqc6a1LZ2/S2VtKZ8/w+c9ofzq7+9LZ3ZPOzs6cOXMmnZ17J1WJaWpqyrp167J+/fqabfXq1SkWi3N6++ZqeHAwD/3d32X9nS9PXUPDZX1tAAAAAACAmZpT+GLt2rX5oR/6ofzQD/1QkuSxxx7LO9/5zvzpn/5p/uIv/kL4AgAAALh2lcvJ8Lk0ls8kZ/ck6b9w03CxOWnZkLSsr9zUu0ifQA4LqlxOhnrGhCTOjIYlxq2PBCqqrdeqJDBGIUnL+bamMcnq820qQ0n6x7SBpNSXdHclZ84mZ7qTznN1OVNuTWehNWcKS9JZaMmZNOVMqSGdg4WcOX+j/JmunnR29+RM59kMDAykVE5O91Rajg8nGa68wIxLHlzQ2NiY1tbWaduSJUtq7G+oeWxTU9PFVVFomfuho8qlZKi3ekjjYsIc5VIy2FVpMw1zFOpHgxPl+vb0lNrS2d+aM/1N6exrSmdffTrPFdN5rpAzPZXgRGfPUCU4cbYvZzp70tnVdb4Cy+F0de1MuVyehzepErro7+9Pf39/9u/fn/3799ccXywWs2bNmmlDGuvWrUtjY+O8zBEAAAAAAOBKMKfwxdmzZ/O5z30u//RP/5T7778/X/va1/KUpzwlP/3TP50XvOAF8z1HAAAAgEunXE6G+2rfnDvTm3jPj2soD+dlSfKJGq9bv+RCEKNlQ9K8PmndML5PSKO68vmn3J87mvTVaANnKu/dbJ7SvxCVAeZaPaDm+aYZU1ec5prHnGfcmBl8Fof7qwcjaoUlxlalGOxKysPz81kptiQNHUljR9KwbPx6sS3pHkpO9CRHu5PDJ5MnjyX7jyRPHh8XsBhdjhQ4WLIk2bo12bo1dVu3puPWrenYujWbtm5NNmxI6upmNc2+vr6cOXPmfMWCzprLsetdXV05d+5cent709vbO3qz/sDAQAYGBnLmzJn5eR+rKBQKswxzXGjNzc2zCm7MNuQxfvzS82399GPLpaQ0UPkMD/dVkjUj68N9KQ33p/tcKZ09pZw5O5jOswPpPNuXzu5z6ezqPv+zOZWurn0ZHp6fz3BjY2OWLVuWjo6OcW1i31Rj2tvb09jYmL6+vhw5ciSHDx+u2Y4dO5bh4eHR7emsXLly2pDG+vXrs2TJknl5PwAAAAAAABbSnMIXy5cvz4oVK/KjP/qjedvb3pbnPe956ejomO+5AQAAwOJSLlVuEu4/nvSfSPrOLwc7kxRmdtP2dDc5z/Ym8OnG1LzB+wq9of8ShCXm7UbviVMtLkmhYWklQNGwNBk+l/QeOv+09Z6ke3el1XKthDTK5cqvpbHhiXNHpg5WDPct9IyvUYUaAY26yue61D9PL1UcrSSQhmXnQxMdY/qmWB/bV2xMuruTRx+ttG996/zyn5PHHkuGhqZ+/fb2ZNu20ZDFuLZ27bz+emtubs66deuybt26OZ+jXC6nv79/NIgx0np6eib11WrTjR8cHBx9vZ6envT0zL4yx7Wivr5+ToGJsdvNzc3zMpfm5uZs3rw5mzdvrjluaGgox44dmzakceTIkQwODubkyZM5efJkHnnkkZrnbWtrqxnOWLVqVc6ePTtv1T4AAAAAAAAuhTmFL+6555587nOfy4c//OE88cQTOXDgQF74whfmKU95ynzPDwAAAC6d4b4LAYqJgYr+Kv0DJysBjKvKlXiz/iW8MbN+SSXEUL80aWirtPqR5dIL6yP9E8ed3x5Mc/7uU/fn5fd8dxoaGia/zuDZ5NzhpO9wJYzRdzg5d2j8+rnDlQoAV3JIo1xOBk6NCVNMU6miNDC789cvTZrXTm4t55eNK5KUK79uy8NjlmPWU0pK55cT9001fqp9E885m/FTvvaEMaVq55zJ61aZx8QxM/uhjjl+Gg3ttYMRVYMTY4IWxdaZf1bL5eTIkeQbjybf+vL4oMWTT0593NKlyc03J9u3Tw5arFx5RQWaCoVCmpub09zcnBUrVlyy1xkcHBxXbWMuAY9z587N+fUv9ub8iz2+ra1txiGKlpaWWVftWGj19fXZsGFDNmzYUHNcqVTKqVOnpg1pHD58OL29venu7k53d3d27dpV87w//uM/Pi6U0dHRkfr6+jQ0NIy26bZnMma257jSfo4AAAAAAMClMafwxV/91V8lSb7xjW/k/vvvzz/8wz/k3nvvTaFQyAtf+MJ85CMfmc85AgAAwPSmqkpRK1QxNMendTd0JE2rk6ZVlda4LFVv8L7YG6EvasxMQyJX+BOmR8ISoyGJpeO3pwpRjNs+f1xxSVJXnJ95DQ6erwYwhYalScO2pH3bNOeZIqRxbmS5ACGNcun8r6mZBCqOJeUalQWqvjft1QMV48IV65LmNZVrYf6Uy7P/PWfi73P1Syq/R9a3zd+vp7GGhpK9e8dUsBiz7Oyc+ri1a5OnPKXSbr75wvK6666ogMViMHIzent7+0JPhQVUV1eXVatWZdWqVbn99tunHFcul9Pd3T2jkMaZM2fS39+fffv2Zd++fZfvYmagWCxeVKBjpvsu93qxWBQsAQAAAACAWZhT+GLEHXfckeHh4QwODqa/vz/33XdfPvrRj87X3AAAALiWXa6qFHUN50MUq8cvm6fYblyZFBvn/3rnW7mcC0+or/UU/ytUfWvlJu9C3ULP5NKaaUhjqOdCIGM+QxojwYy65guBiv7js//sNCy7UI2ied3U1Sqa1iT1LbM7N/OnUEgKF/XPhfOnpyfZtasSqhgbsNi9OxmYokJKXV2yZcvkgMXNNyfLl1/e+QNJKhVZ2tvb097enh07dkw5bnBwMB/72MfytKc9LSdOnBgNZJw9ezaDg4MZGhrK4ODgaJvt9myOKZUm/3lyeHg4w8PD6e/vv5Rv14IYG8pobm7OmjVrsm7duqxdu3Z0OXZ93bp1WbVqVYrFSxCwAwAAAACARW5O/5v6u7/7u/mnf/qn/PM//3O6u7vztKc9LS94wQvyhje8Ic9//vPne44AAABciUrDyVBXMtCZDHZWqlIM1lgf6EwGTs1TVYoZhChGthvar86nnhcKSQpXfziBivolSdvWSqtlbEhjYjBj7HIkpHH2sUqrpmnl9BUqmtdWKlQUm+b/mrnylcvJiROTAxaPPprs3z/1cS0tyY4dkytZbN2aNDdfvvkD86qpqSk33nhjtm/fvqDzKJVK8xL4GLs9k/W5HDOb9aGh6pWoRsadO3cuXV1dOXbsWB555JGa71FdXV1Wr15dNZgxsW/VqlWpq/PnUQAAAAAArg5zCl/86Z/+aV74whfmJ37iJ/L85z9fiXkAAFhMyhOedJ8qT7qfuEypcqP8uPFTLWcwZtL5SudvAK9LCsXK+rhllb5JY+c4ZtLYsfuuwhvu50u5XLnxulpAYnDC+ki4YnT9/HKo++LnMVqVYoaVKa6UqhSwUOYa0hjuq4QoRqtWrK78+oSZGB6uhClGwhVjgxanTk193KpV48MVI+s33FCpcgFwCdTV1aWpqSlNTVdXcLBcLo9WMp8qpNHb25ujR4+OtiNHjoxbHj16NMePH0+pVBrdnk6xWBwNakxXUWPFihWCGgAAAAAALGpzCl88+OCD8z0PAAC4epRLlZtUh3qS4d5kqPf8smfMem+V/dX6JhwzfG76YAWzM12Yo64+KTRUbjIeaYWGpK6xSt/E1jjFsRPGVOsvTNg/1fFV51KflAZqV5ioGpqYMH6+Pk/F5ko1isZllWXN9eXjQxVXa1UKWOxmGtJYbMrl5OGHk098IrnvvuTrX6/0F4uVm/Vnu5zLMZd6uVjOUe1cSSVkMTZc8a1vJbt2JX191X9mhUKyefOFgMXY5apVl+VjA3AtKBQKqa+vT319fVpaWuZ8nqGhoZw4caJqMGNi34kTJzI8PJwjR47kyJEj+frI9/IU6uvrs2bNmhlV1FixYkUK/p4AAAAAAMBlNqfwRZKcOXMm73//+/Otb30rhUIhT3nKU/LjP/7j6ejomM/5AQDA/BvuSwa7ZxF4mElwomd8QGKxq1mFYkzwYN7GFJKUp66kMSlMMh9jSjN7L0areQxekrf6ilcoziw40diRNCw7v5ywXry6nhoMLDKnTyd///eVsMV99yWHDi30jKimqSnZvn1ywGL79qS1daFnB8AM1dfXZ926dVm3bt20YwcHB3P8+PFpQxpHjx7NyZMnMzQ0lEOHDuXQDL7LGxoaxgU1Ojo60tbWNtra29vHbVfrb25uFuAAAAAAAGBW5lz54ru+67vS0tKSO++8M+VyOb/7u7+bd7/73fnUpz6Vpz/96fM9TwCAycrlpDyUDPdXbqYv9SWlwaSuKalvrTyxua5hoWfJfCsNJYNdNZ7oX63v/JP9R/pKA5dvvsXmpNh64TM5sl6cYnt0farxzRcCDRNDDqmbet+4MXXXRiWBcjmTAx9VQhuTwhwT14cqv7eMtPJgMjxQWU7sH90emKJ/ZHugxrFj9k/5GhPOXytoUt82OSBRMywxpq9xWeWzdy18XoArR6mUPPTQheoWX/xiMjymUk9LS/LiFyd33508//lJY2Nlf6k08+Vsxi7kORf6tcvlyT+fZcsqwYqRNhK02Ly5UiEDgGtGQ0NDNmzYkA0bNkw7dmBgIMePH582pHHkyJGcPn06g4ODOXjwYA4ePDjn+RWLxVmFNWr1L126NEXfcwAAAAAAV705hS9+9md/Nt/zPd+TP/qjP0p9feUUQ0NDef3rX583v/nN+exnPzuvkwQAFqFyuXLz73Df+eBD/9zXh/srwYlJ67X2nV+f7sn2hfqpb2wvnt+e8kb4Gd4cL+Axc+VyMnR2fCBi4HxQYnR9TF+1IMXQ2fmbz7wGI6boK9TN33yZnUIhSeHa+BmUS5PDIcWmSvCizg1AwFXgxInkU5+qBC4++cnk+PHx+5/ylORlL6sELr7jO5Lm5oWZ57WmXJ4c7mhpEdoDYNYaGxuzcePGbNy4cdqx/f39OXbs2Ggg4+jRo+nq6kp3d/e4NlVfT09PkmR4eDhnzpzJmTNn5uUaWltb5xziGLu/vb09jY2N8zInAAAAAADm15wrX4wNXiSVUtO/8Au/kGc+85nzNjkArlHDA8lQ9/kbtLsrbehs5YbSK1Jp8lPWaz5xvcrYmYyZ9nyzHDNSUWJcYKJvTJWJ/oV9W6upa0jqGivzK59/+nF5pEpC16V73ZoBjxqhj3E37LdUzrOIFYaHsmbowRQOF5LiyFzLyfC5WVSe6Lrws7lYxZYLT/MfeUJ/rfWJT/6vX+qmdK4ehbpK2KLYtNAzAZgfw8PJV75yobrFV74yvsrC0qXJS15SCVvcfXeyadPCzfVaVihUqlkUi0mDQDIAl0dTU1Ouv/76XH/99XM6vlQq5ezZs9MGNWbaPzQ0lCTp7e1Nb29vjhw5ctHX2NjYOCmQUSusUauvqcnfEwEAAAAA5suc7vBrb2/PgQMHcvPNN4/rf+KJJ9LW1jYvEwPgCjISlhgcE5gY3e5OBs+O3x4Xqhhz3Mh6aWChr4i5KDYndU3nKwlMWK+172KPKTYldeeXI0+3L5crYZ3h3mSoNxnqubA+fH57dL03GZ64XWVMtXNczoDHIlCf5NuT5HPzcLJC/YUQRLVgxNj1xomBimVJQ3tS9BRIALiqHDlSqWrxiU9UqlycPj1+/x13XKhucdddiSdCAwBzUFdXl/b29rS3t1/0ucrlcvr7+y86wDGyfu7cuSTJwMBATpw4kRMnTlz0HBsaGuYc3JjY19zcnIIKVwAAAADANWxO4Yt/9+/+XX78x388v/3bv5277rorhUIhn/vc5/LzP//z+aEf+qH5niMA821cWKJKOKJqiKJKqGKk71KFJYrNSX1b5en0DW2VigZXpEJSKFaCAVWXxSR155/AX2PMyPp8jZnJ2NGww/lww8T1kSBEXWPlqbeLRaFQuTG/2Fi5Yf9SmPeAR0+l6sgiViqX09nZmY6OjtSN/XkXm6uHJGpVoii2LK7PDABcAvXnziW7diUnTyaHD1fCBc3NydatybZtyXXXJXV1Cz3NhTM4mHzxixeqWzz00Pj9y5YlL33pheoWGzYsyDQBAKZSKBTS3Nyc5ubmrF69+qLPNzQ0VDOcMZu+3t7eJMng4GBOnTqVU6dOXfT86uvr09bWlpaWlhSLxdTX18+4LYbxLS0tWbFiRVauXKkiCAAAAAAwJ3MKX/z2b/926urq8mM/9mOj5ZQbGhryUz/1U/mN3/iNeZ0gwFWnNJQM91Vaqb/6eq19s10f7s//3969B9l91vfh/5zbnr1od6XVXbYs5CtOZBuQgRgwNfWF2jStZzoNKQ4laTpTTw3FddPm9kcMQ3HTTqjbMnjGTAtNZvwz0ykmmYkgiAQbnNQBHHzBNrKJHcuWJa13Je19z57b74/jc7RnL2fP3nR2ta/XzDPf6/me53t0pEfSPu/vJ0oz1kv51bm3mWGJTHdlO/PWvup6df9851WXyczq9BNWwrkIeKwxxXw+vnfoUNx2022RzPj9CcAGVSpFDAycDVMcPz57/fjxSJ84ER8ZG2t8rWw24pJLKkGMaiCjun6+BjNef70StPjWtyIOH44YnlE57ODBs9Ut3vveiPSS/usKAGBdSqfTsWXLltiyZcuyr1UsFmN0dLRhSKPZYMfo6GhEVMIhp0+fjtMzK5StQ11dXbF169ZFtd7eXpU/AAAAAGCDW9RPsMfHx+Pf//t/H9/4xjcin8/H7bffHp/85Cejt7c3Lr300ujs7FytfgK0RmE8IjcQkXszYvKtZXU7dyqiOPFW2GFauKG2Pc/6WnqyfTUsURd6aDYcMX3/JmEJAADWt1xu/jDF9PWTJyOKxQUvV52SVd60KRK7d0fs2lVpY2MRP/tZxMsvV97z+ecrbabpwYzp4Yz1FszI5SL+8i/PVrf4yU/qj2/dGvHhD1cCF7fcErFjR2v6CQBwnkmlUtHb2xu9vb3LvlapVIrR0dFaICOXy0WhUJjVisXinPvna6t9/szXjI2NxalTp6JUKsXY2FiMjY3F0aNHF/WZVitnVNvM7bmaKhsAAAAAcP5YVPji937v9+KrX/1q3HHHHdHR0REPPfRQlEql+D//5/+sVv9gYyqXI4rjEfmRiMLoW8uRyrK6r7pdmLavXIzI9FaewJ7pnX+9bXNlovxGe0JTuVQJTORmhigGIibn2S6Or26fEulKACLVHpHMLrze8Fg2IjnPeqq9fjvdJSwBAMD5r1yOGBpqLlSx2Kf3bt8esXt3pe3aNWs9v21b/NnTT8eH/8k/icxcFaMKhYijRyNeeqnSfvazs8uFghnt7ZVgxvRARjWkccEFrQ9mvPJKJWjxzW9G/MVfVAInVclkxHvec7a6xcGDEalU6/oKAMCCkslk9PT0RE9PT1xwwQWt7s6ylEqlGBoaisHBwabaqVOnYnBwMMbGxqJYLMabb74Zb7755qLeU5UNAAAAADh/LCp88fWvfz3+5//8n/HLv/zLERFxxx13xPvf//4oFouR8oNyNrJaWGKeUETd9sg8503bXxhd/eoIiWREumdaIKM3IrN5RkjjrX1tb4U3pq+3ba5M5G+lwsT84Ym59k+dWtrnmsxEZLdHZLedXbZvj2jbGpHuXHp4IpmNSPqzEwAAFq1YjOjvnz9IMX17crL567a1zRmkmLW9Y0fEXIGK6fL5KL744vzH0+mIiy+utA9/uP5YoRDx6qv1gYzpwYzJyYjnnqu0mWYGM6aHM1YrmDExEfG9752tbnHkSP3xnTsrQYtbb4246aZKtQsAAGiBZDIZW7ZsiS1btsSll17a9OsmJydrQYzFBDdWosrG5s2bI51O11oqlapbzrfe7L7Vek0mk4murq7YtGlTZLNZYRIAAAAAzguLCl+89tprcf3119e23/Oe90Q6nY433ngj9u7du+Kdg3MuPxrxxp82GZaYFqpYtbBEolKdINNdaelNEenq+rR91e1EMiI/FDE1FJE/U78+NVTZzp+JKOUr/c2fqbSlSrY1V2Vj1r5q0KMnIvnWH0PlUsTU6blDFJPzhCqWWpUis/lsgGJmoCK7bfa+dPfGqxICAAArKZ+PGBmptNHR+uV8642Ojy/y3wK9vfNWqKhb37JlbfzdP52uBCguuaT5YMZLL1UqTjQTzJgeyFhKMKNcrrxvNWzx6KOVAEZVKhXx/vdXAhf/4B9EXHNN66txAADAMrS3t8eePXtiz549Tb+m2SobM0Mdy6mysVal0+nYtGlTdHd3L2o537Guri4PBgQAAACgJRYVvigWi9HW1lZ/gXQ6CoXCinYKWmZqMOIvf3kZF1hkWKK2nOe8dGclULGSyuWI4uRbwYwz9cv51mftG46IckRpKmKyv9KWKr0pIpWtBC9WsirFvNtbK68BAADmVi5XJvAvJxwxc9/U1Mr3M5msVKBYKFSxa1dEZ+fKv3+rLCaYMT2csZRgRnX9ggsq4Yrvfvds4OLll+tff+GFZ6tb3HhjJfACAAAb2EpV2RgaGopCoRCFQiGKxeKs9Wb3navXVJdTU1ORy+UiIqJQKMSZM2fizJkzK/b5dnZ2NhXUaDbc0d7erjoHAAAAAAtaVPiiXC7Hr/7qr0Y2m63tm5ycjDvvvDO6urpq+77+9a+vXA/hXMpsjthxw9oKS6y0RCIi3VFpHbuWdo1yqVLtY2Y4o1HFjVqA46191aoVhdFKq8r0NhmiUJUCAIANrFisVH8YG6ssl7M+V3iiWFydfmezEd3dEZs21S+bWZ+5r6+vUmGBs1YzmFEq1YdoMpmID37wbHWLn/95/zYDAIAVsJQqG2tVsViM0dHRGB0djZGRkbrlXPvmW1bXR0ZGovjWv1fHx8djfHw8+vuX8YCwaVKpVC2M0dPTE5s3b47e3t45l/Md6+zsFOAAAAAAOM8tKnzxiU98Yta+X/mVX1mxzkDLtfVG3PTdVvdi7UskIzI9lbZUpfzZYEZxMiLbVwlUqEoBAMB6VyqdDTjMDDysVGBiNSpJzKWzc+EQxGICExl/32+ZZoIZ0wMZM4MZERFve1ulssWtt0Z86EOVX1MAAIB5pFKp6O3tjd4VqoxXLpcjl8s1FdRo9pyxsbGIqARFhoaGYmhoaMn9S6fT8wY2mln29vZGOr2oH9+vadMroMy3zOVykUwmo6enp65l/P8BAAAAsEYt6n9vvvKVr6xWP4CNJpmJaN9WaQAAsB4MD1cmqFfb3/3d2fXjx88GI6oT1c+FRKISkKi2rq7FrVfDFXMFJ7q6VJbYKKYHM2YqFCrf9WQyYv9+1S0AAICWSSQS0d7eHu3t7bFt28r8fKlYLMb4+HhdQKMawjhz5syCy+p6sViMQqEQg4ODMTg4uOT+dHV1LRjS6O7ujpdffjmSyWRs3bq1tj+dTtcCDc2EHpZybDHnlEqlJX8O7e3t0dPTE729vbOCGdXWzLG2trYl9wEAAABgLufPozMAAABgqcrliIGB+cMVr74acebM4q/b3r74QMRi1tvbTYZndaXTEZde2upeAAAArIpUKhXd3d3R3d295GuUy+UYGxtrOrAx17JagWNsbCzGxsbi2LFjC77vF77whSX3uRXa2toim81GNputrbe1tUWpVIqRkZEYHh6O8fHxiIiYnJyMycnJ6O/vX9Z7ZrPZJYU2ZrZsNhsJ//8CAAAAhPAFAAAAG0GxWKlOMV+w4ujRStWKhWzZErFv39n2trdVlhdcUKkWMT0c0dFRqRYAAAAAnLcSiURs2rQpNm3aFBdccMGSrpHP55uuuHHq1Kl45ZVXIpVKxfDwcF31jZnBhunLRseaOWc5r89kMk2FFwqFQgwPDzdsQ0NDCx6rhllyuVy8+eab8eabby7p16Uqk8nMGcyYqzrJfPuy2eyy+gAAAACsDcIXAAAArH9TUxGvvTZ3sOLVVyvHCoWFr7Nr19lAxVxtGU/CBAAAAJhLJpOJbdu2xbZt2xY8N5/Px6FDh+K2226LTCYTEZXqGxGx7qszpNPp6Ovri76+vmVdp1gs1qppNBvcmOv4yMhIRFQ+84GBgRgYGFhyn7LZ7IIhjUbHNm3aFEkP+QAAAICWE74AAABg7Rsbmz9Y8eqrlaoWb000mFcqFbF37/zBir17I9rbz8ntAAAAAKyU9R66WGmpVKoWYliOUqkUo6Ojc4YzGlUqmb4+PDwc5XI5crlcnDx5Mk6ePLmkviSTyVnVNhYT4Ojt7Y22trZlfR4AAACA8AUAAABrQakU8eKLET/96dwBi8HBha/R3j5/sOJtb4vYs6cSwAAAAACABVQDDz09PUu+RqlUipGRkQVDGvPtO336dOTz+SiVSrXjS9XZ2Rm9vb3R2dkZHR0dtTZze659i3lNNpsVCAIAAOC8JXwBAADAuVUsRhw5EvHkk2fbU09FjI42fl1v79yhiur69u0RfrALAAAAwBqRTCZrlSeWolwux+Tk5KKDG9PXR9/6P7fx8fEYHx9fydubUyKRiPb29hUPdaTeeqhKIpGotZnbc+0719sz90VUfh2rbbW3V+qa7e3tsWvXrtixY0ek06YWAQAAVPkXEgAAAKunUIh44YWIv/mb+qDFXD/o7eiI+PmfrwQqpocqqm2JP6QGAAAAgPUokUjUQgi7du1a0jUKhUIMDw/XAhkTExMxPj4eExMTdW3mvmbOmb6vWCxGRGUSf/UY618ikYjt27fH7t27a23Xrl1zbnd2dra6uwAAAKtO+AIAAICVkc9HPP98fdDi6acj5vpBa1dXxDvfGXHwYMS73lVZvv3tEW89wQ4AAAAAWL50Oh19fX3R19e3qu+Tz+eXFNpo9pxSqbQqFR5Wu8pEK6ptrMT22NhY9Pf3R7FYjP7+/ujv74+nn3664Xegp6enYTij2rZs2VJ7TwAAWElnzpyJ7373u3H48OH4f//v/8Vf//VfR1tbW6u7xXlG+AIAAKCqWIwYHIw4eTKivz9iYCCipydi795KU3nhrKmpiOeeqwQsqmGLp5+OyOVmn9vdfTZoUQ1bXH65oAUAAAAAnCcymUxkMpno6elpdVdYIcViMQYGBuL48eNx4sSJOH78eK3N3J6YmIjh4eEYHh6OI0eONLxuW1tbXSBjvrDGzp07I502rWk+pVIpCoVC5PP5yOfzLVkvFArR3t4ePT090d3dHd3d3Q3Xu7q6IplMtvqjAwDOI/l8Pp544ok4fPhwHD58OH7wgx9EqVSqHX/iiSfigx/8YAt7yPnIv1IAAIDz2+Tk2TDFQsuBgYhp/xCfZXoQY3q76KLK8sILIzo6zt29nSu5XMRPfnK2msXf/E3EM89UAhgz9fScrWRRDVpcdlmEH6gAAAAAAKwbqVQqdu7cGTt37mx4XrlcjpGRkYbhjOr2qVOnYmpqKo4ePRpHjx5teN1EIhHbt29fsJLGrl27oqura9H3VyqVIp/Px9TUVG05fb0VxxYTfCg1+lnGGrZp06amwxpzrU/fTnnAEwBsOOVyOX7605/WwhaPPvpojI6O1p1zxRVXxM033xw33XRTvOtd72pRTzmfCV8AAADrS7kcceZMc2GKkycjRkYW/x5bt0bs3BmxbVvlvV57LeL06Yjh4Uq1h+eem/+127bNDmVMb3v2RGQyS7371Tc5GfHss2eDFk8+WQle5POzz928uT5ocfBgxMUXC1oAAAAAAGwQiUQienp6oqenJ6644oqG5+ZyuThx4sSClTROnjwZxWIx+vv7o7+/P5555pmG1+3u7o7du3fH1q1bo1AoNBV4KBaLK/kxrAmJRKJWhSadTq/qeiaTiVQqFZOTkzE8PBwjIyMxMjIy73r18x4dHZ01QXKpOjo6FgxsdHZ2xuuvvx4nT56MzZs31/Z3dHTU3ctc91dtiURiRfoLACxNf39/fOc736kFLo4dO1Z3fNu2bXHTTTfVAhcXXXRRi3rKRiF8AQAAtF4+X6k60WyFirmCAI1kMpUwxY4dCy+3b4+Yq5T56GjE669XghhHj1aW09vRoxHj45X7GBiI+PGP5+5LMhmxe/f81TP27q3041wEGCYmIp5+ulLJohq0eO65iEJh9rl9fWcrWVSDFvv3R/ihAwAAAAAATchms7Fv377Yt29fw/NKpVIMDAwsWEnj+PHjMT4+Xpvgv1xtbW3R1tYWmUymbjnXvsWcs9Drq+vLDUMk1+iDkcrlckxMTCwY0Gh0rLo+PDwc+bd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||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
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||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
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||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
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||
"data": {
|
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"image/png": 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||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
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]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
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||
"text/plain": [
|
||
"<Figure size 4000x600 with 0 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
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||
"data": {
|
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||
"text/plain": [
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||
"<Figure size 4000x600 with 1 Axes>"
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||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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||
"text/plain": [
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||
"<Figure size 4000x600 with 1 Axes>"
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||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
|
||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
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||
{
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||
"data": {
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ZMmVkNpsNSm48k8kkHx8f+fj4aMKECQoNDVVQUJAWLlyokydP6r///a/++9//qmrVqgoMDFTXrl1VuHBho2MDQKYUHR2tUaNGacyYMYqLi5PVatWAAQP08ccf8ymVAAAAAAAgTdStW1erVq1S8+bNtX79ejVr1kzLly+Xp6en0dEAAAAAAEiCcgYAAADwFERGRmrr1q2OIsaWLVt0/fr1ZOPy588vHx8fx6oY1atXV/bs2Q1InDFYrVa1aNFCLVq00N27d7VkyRLNmjVLK1as0K5du7Rr1y69//77atiwoQIDA9WhQwd5eXkZHRsAMjy73a7ff/9d/fv315kzZyRJfn5++vrrr1W2bFmD0wEAAAAAgKymdu3aCg0NlZ+fnzZt2iQ/Pz+tXLmSnwcDAAAAANIVyhkAAABACiUkJOjAgQPasmWLo4xx6NAh2e32JOOcnZ1VvXp1x4oYtWvXVrFixWQymQxKnrFly5ZNXbp0UZcuXXTt2jX99ttvmjVrljZs2KDVq1dr9erV6t27t1q1aqXAwEC1bt1arq6uRscGgAzn6NGjeuedd7Ry5UpJUrFixTRx4kS1a9eOOQwAAAAAABjm+eef1x9//KGmTZtq69ataty4sUJCQpQrVy6jowEAAAAAIIlyBgAAAPBIly9fTlLE2LZtm+7cuZNsXPHixR0ljNq1a6tKlSpycXExIHHmlydPHr355pt68803debMGc2ePVuzZs3S/v37tXDhQi1cuFA5cuRQ+/bt1a1bNzVq1EhOTk5GxwaAdO3u3bsaMWKExo0bJ5vNJmdnZw0aNEhDhgyRu7u70fEAAAAAAABUtWpVrV69Wo0bN9bOnTvl6+urkJAQ5c2b1+hoAAAAAABQzgAAAAD+LjY2Vnv27HEUMTZv3qxTp04lG5c9e3bVrFnTUcSoVauW8uXLZ0BieHt768MPP9SHH36offv2adasWQoKCtLZs2c1Y8YMzZgxQwUKFFCXLl3UrVs3Va9enU9+B4C/sdvtmj9/vt577z2dPXtWktSiRQt99dVXKl26tMHpAAAAAAAAkqpcubLWrFkjX19f7dmzR76+vgoNDVX+/PmNjgYAAAAAyOIoZwAAACDLstvtioiISFLE2Llzp+Li4pKMM5lMKl++fJJVMSpUqMBKDOlQ5cqVNXr0aI0cOVIbN25UUFCQfv31V126dElffvmlvvzyS5UpU0aBgYEKDAzkpGMAWd7hw4fVt29fhYaGSpKeeeYZffnll/L396fIBgAAAAAA0q0KFSpo7dq18vX11f79+9WwYUOFhYWpYMGCRkcDAAAAAGRhlDMAAECquHPnjo4dO6ZnnnlGOXPmNDoOIEmKjIzUrl27tGXLFkcZ49KlS8nG5c6dO0kRo0aNGvL09DQgMf4ts9ms+vXrq379+vrqq6+0cuVKBQUFadGiRTp69KiGDRumYcOGqUaNGurWrZs6d+6sAgUKGB0bANLMnTt39Pnnn2vixImy2WxycXHRBx98oA8//FBubm5GxwMAAAAAAHiksmXLOgoahw8fVoMGDRQWFqYiRYoYHQ0AAAAAkEVRzgAAAE/NhQsXtGTJEi1atEh//PGHY/WB/Pnzq1y5cskuxYoVk9lsNjg1MpvExERFRETo8OHDOnz4sI4cOeL4+n5FDIvFoueee061atVylDFKlizJp4VnIs7OzmrTpo3atGmj27dv6/fff1dQUJBCQkK0bds2bdu2Te+9954aN26swMBAtW/fXjly5DA6NgCkCrvdrl9//VUDBgzQ+fPnJUmtW7fWl19+qZIlSxqcDgAAAAAAIGVKlSqltWvXqlGjRjp27JgaNGig1atXq1ixYkZHAwAAAABkQZQzAADAv2a327Vv3z4tXrxYixYt0vbt25Ns9/Ly0q1bt3T58mVdvnxZa9euTbLdzc1NZcqUUfny5ZOUNsqUKcMnNuOR7t69q6NHjyYrYRw9elQxMTEP3K9IkSJJVsWoVq0ar7csxMPDQy+//LJefvllXb58WfPmzdOsWbO0efNmhYSEKCQkRG+99ZbatGmjwMBAtWjRQi4uLkbHBoCn4uDBg+rbt6/CwsIkSSVKlNBXX32l1q1bG5wMAAAAAADg3ytevLhjBY2TJ086VtAoXry40dEAAAAAAFkM5QwAAJAiNptN69at0+LFi7V48WKdPn3asc1kMqlWrVoKCAiQv7+/ypcvrzt37ujo0aM6dOiQ4yT6w4cP69ixY4qJidGePXu0Z8+eJI9hMpnk7e2dpLDxV4Ejb968rGiQhdjtdl28ePG+q2BEREQ8cD+r1arSpUsnW62lbNmyrIgAh/z586tPnz7q06ePTp48qaCgIM2aNUuHDx/WvHnzNG/ePHl5ealjx44KDAzUCy+8wGo/ADKk27dva/jw4frqq68UHx8vV1dXDR48WO+//75cXV2NjgcAAAAAAPDEvL29HQWNv1bQCAsLU6lSpYyOBgAAAADIQihnAACAR7p165ZWrFihxYsXa9myZYqMjHRsc3V1VdOmTRUQEKBWrVqpQIECSfb18PBQ9erVVb169SS3x8fH6/Tp00kKG4cPH9ahQ4d048YNnT59WqdPn9aKFSuS7JczZ85kJ9yXK1dOJUqUkMXCf20yqtjYWB0/fjxZAePw4cO6ffv2A/fLnTv3fV8PzzzzDK8HpEiJEiX08ccf66OPPtLu3bs1a9YszZ49WxcuXND333+v77//XoULF1bXrl3VrVs3ValShaIYgHTPbrdr9uzZGjhwoC5evChJCggI0MSJE/nkSAAAAAAAkOkUKVJEa9asUePGjXX48GFHQaNs2bJGRwMAAAAAZBGcsQYAAO7rzJkzjtUx1qxZo/j4eMe2vHnzqk2bNgoICFCTJk3k7u6e4vu3WCwqVaqUSpUqpdatWztut9vtunbtWrLSxuHDh3Xq1CndvHlTmzZt0qZNm5LcHyslZAx//7v9ewnj5MmTSkxMvO8+ZrNZJUqUuO/fbZ48edL4CJDZmUwmVa1aVVWrVtUXX3yhdevWadasWfrtt990/vx5jRs3TuPGjVP58uXVrVs3BQYGcoIzMqTo6GgdOnRIV65c0YULF3T+/Pkkl8uXL6t48eKqU6eO6tatq9q1ayt37txGx0YK7N+/X3369NHatWslSaVKldLXX3+tFi1aGJwMAAAAAAAg9RQqVMhR0Dhw4IAaNmyoP/74QxUqVDA6GgAAAAAgC6CcAQAAJP1ZitixY4ejkLFnz54k28uXLy9/f38FBASoZs2acnJySpUcJpNJefPmVd68eVW/fv0k22JiYnT8+HEdOnQoSWnjyJEjio6O1sGDB3Xw4MFk91moUCGVK1dO5cuXT3Jyf+HChfnk+1QQHx+vU6dO3beEcf369Qfu5+Hhcd9VMEqWLCkXF5c0PALgT05OTmrUqJEaNWqkKVOmaNmyZZo1a5aCg4N16NAhffzxx/r444/l4+Ojbt26qVOnTsqbN6/RsZHFxcfH69KlS8nKFv8sYNy5c+eR9xUREeE4sV+SypUrpzp16jguZcuWldlsTs3Dwb8QGRmpYcOGadKkSUpISJCbm5s++ugjDRgwQK6urkbHAwAAAAAASHX58+fX6tWr1aRJE+3du9dR0KhcubLR0QAAAAAAmRzlDAAAsrDY2FiFhYU5ChkXLlxwbDObzapXr578/f3l7++v0qVLG5j0T25ubqpcuXKyH54nJibq3LlzSQobfxU4Ll26pAsXLujChQsKCwtLsl/27NlVtmzZJEWA8uXLq1SpUpQBHkNkZKSjePH3AsaxY8dks9keuJ+3t3ey571cuXIqUKAAZRmkWy4uLmrXrp3atWunyMhILViwQEFBQQoLC3Os5vPuu+/Kz89P3bp1U0BAgLJnz250bGQidrtdUVFRyUoX/yxgXL58+YErEf2Tp6enChcurEKFCqlw4cJJLnnz5tWhQ4e0ceNGhYeHJ3mf/+GHHyRJOXPmlI+Pj+rWras6deqoRo0aypYtW2o+DXgIu92uWbNmaeDAgbp8+bIkqX379powYYK8vb0NTgcAAAAAAJC28ubNq7CwMPn5+Wnnzp1q1KiRQkND9dxzzxkdDQAAAACQiVHOAAAgi7l+/bqWLl2qxYsXa+XKlUk+OTtbtmxq3ry5/P391apVK+XOndvApI/PbDarWLFiKlasmPz8/JJsu3XrVpITSv+6HD9+XHfu3NGOHTu0Y8eOZPdXokSJ+67ikFGek6clMTFRZ8+eTVbAOHz4sC5evPjA/dzc3BwFjL8XMUqXLs2Ju8jwPD099corr+iVV17RxYsXNXfuXM2aNUvbt2/X8uXLtXz5crm7uysgIECBgYFq1qyZrFar0bGRjtlsNl28ePG+K1z8vXhx9+7dx7o/i8WiggULJilb/L2AkS9fPu3bt08vvvjiQ1+bderU0WuvvSZJunbtmjZv3qzw8HCFh4dr69atunnzppYtW6Zly5ZJ+nO1meeeey7J6hpFixaleJcG9uzZoz59+mjDhg2SpDJlyujrr79Ws2bNDE4GAAAAAABgnNy5cys0NFTNmjXTtm3b5Ovrq5CQEFWvXt3oaAAAAACATIpyBgAAWcDx48e1aNEiLV68WBs2bEjyidqFChVyrI7RqFEjubq6Gpj06fPy8lKtWrVUq1atJLfbbDadOHEiWWnj0KFDioqK0vHjx3X8+HEFBwcn2S9PnjyOFTb+Xtrw9vaWk5NTWh7aUxUdHa2jR48mK2EcOXJEMTExD9yvYMGCyQoY5cqVU9GiRWU2m9PwCABjFCxYUP369VO/fv105MgRzZ49W7NmzdLx48c1e/ZszZ49W7lz51anTp0UGBioOnXq8G8jC7Hb7bp161ayksU/ixdXrlyR3W5/rPv08vJKtsrF/coXD3ud2Ww2HT9+PEXHkidPHrVu3VqtW7d23MeePXscZY2NGzfq3LlzjtLjpEmTJEmFCxd2FDXq1q2r5557jrLSU3Tr1i19+umnmjJlihITE+Xu7q5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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
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||
"text/plain": [
|
||
"<Figure size 4000x600 with 0 Axes>"
|
||
]
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||
},
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||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
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||
{
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||
"data": {
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DH/5wbr311lxwwQXTVScAAAAAAMAoW7q25O7Vd5c6bKy+Mw+sfyBDxaFRcxbXLc65y8/NecvPy7nLz80JC09IWaFshipmstatS773veS73y2FN7p2aqDyohcl11yTvOUtyfLlM1cjAAAAAABM1IQDHDfccEP+9E//NI2Njdm6dWv+9//+3/nUpz6Vd7/73Xn961+fhx56KCeffPJ01goAAAAAABzC1revL4U1ngtsPLLxkTFzjpx7ZKnDxnOPo+cdnUKhMAPVsjeGhpIHHigFNr773eT++0ePL1uWvP71peDGaacl/moBAAAAADiQTDjA8elPfzrXX399PvzhD+ef//mf8+Y3vzmf/vSn86tf/SpHH330dNYIAAAAAAAcYorFYp5pfSZ3PnNn7nj6jty5+s48ufXJMfNOWHDCcFjjnMPPybKGZTNQLS9EZ2epu8Z3v1vqtrF+/chYoZCccUZy2WXJ5Zcnp5witAEAAAAAwIFrwgGO3/3ud3nTm96UJHnDG96Q8vLyfOpTnxLeAAAAAAAAXrBisZhVW1aNdNh45s6saVszak4hhbx40Ytz7uHn5rwjzssrDn9FmmqbZqhiXojVq0e6bPz4x0lv78hYXV1y0UWl0MallyZN/ooBAAAAADhITDjA0dnZmdra2iRJWVlZqqurs2yZ32IFAAAAAABM3uDQYH698dejAhubujaNmlNRVpHTl5yecw8vddh4+eEvz9zquTNTMC/I4GBy333JrbeWQhsPPzx6/MgjSx02LrssOffcpKpqZuoEAAAAAIDpNOEAR5L84Ac/SENDQ5JkaGgo//qv/5pHHnlk1Jwrrrhi6qoDAAAAAAAOCv2D/Xlg/QOlsMbqO3P36ruzvWf7qDnVFdU5c+mZw4GNM5eemdpZtTNTMC9YW1uycmUpsPG97yWbdsrnlJUlZ589Eto44YSkUJi5WgEAAAAAYF+YVIDj2muvHXX+rne9a9R5oVDI4ODgC68KAAAAAAA4oHX3d+cXz/5iOLBxz5p70tXfNWpO3ay6vHzZy3Pu8nNz3vLzcvqS01NVofXCgez3vy8FNm69NbnjjqS/f2SsoSG5+OJSaOPii5P582euTgAAAAAAmAkTDnAMDQ1NZx0AAAAAAMABrL23PfesuWc4sPGLZ3+RvsG+UXMaZzfmnMPPybnLSx02/mDRH6SibFK/a4r9zMBAcu+9pdDGd7+b/OY3o8ePO67UYePyy5OXvzyprJyZOgEAAAAAYH/gXREAAAAAAGDStnZvzd2r7y4FNp65Mw+sfyCDxdFduhfVLcp5y88bDmycuPDElBXKZqhipsr27cntt5cCG9//frJ168hYRUVyzjml0MZll5UCHAAAAAAAQMmEAhy33HLLhBe84oorJjz3E5/4RL71rW/l8ccfz+zZs3P22Wfnb//2b3P88ccPzykWi/n4xz+eL33pS9m2bVvOOOOM/M//+T9z0kknDc/p7e3NBz/4wXz9619Pd3d3XvOa1+Tzn/98li5dOjxn27Zted/73jd8L1dccUU++9nPZu7cuROuFwAAAAAADlXr29fnrtV3DQc2fr3x12PmHDH3iFJY4/Bzc94R5+XoeUenUCjMQLVMtd/+Nrn11lJo4667ksGdsjqNjcmll5YCGxddlHjrBQAAAAAAxjehAMdVV101ocUKhUIGBwf3PPE5d9xxR97znvfkZS97WQYGBvIXf/EXufDCC/Ob3/wmtbW1SZJPfvKT+dSnPpUvf/nLOe644/LXf/3XueCCC7Jq1arU19cnSd7//vfn1ltvzc0335z58+fnAx/4QC677LLcf//9KS8vT5JcffXVWbt2bW6//fYkyTvf+c5cc801ufXWWydcLwAAAAAAHCqe3v70cFjjzmfuzBNbnxgz50ULXpRzDy911zhn+Tk5vOHwGaiU6dDfn9x990ho44ld/vpPPDG5/PJSaOPMM0udNwAAAAAAgOc3oW+nDw0NTcsn3xGm2OGf/umf0tTUlPvvvz/nnntuisViPvOZz+Qv/uIv8rrXvS5JcsMNN6S5uTk33XRT3vWud6W1tTX/+I//mK985Ss5//zzkyRf/epXs2zZsvzoRz/KRRddlMceeyy33357fvazn+WMM85IkvzDP/xDzjrrrKxatWpUxw8AAAAAADjUFIvF/HbLb0thjdWlwMbq1tWj5hRSyIsXvXg4sPGKw1+R5rrmGaqY6bBlS/L975cCG7ffnrS2joxVViavfGUptPFHf5QcddSMlQkAAAAAAAesF/T7kHp6elJdXT1VtaT1uXcCGhsbkyRPPfVUWlpacuGFFw7PqaqqynnnnZd77rkn73rXu3L//fenv79/1JwlS5bk5JNPzj333JOLLroo9957bxoaGobDG0ly5plnpqGhIffcc48ABwAAAAAAh5Sh4lB+veHXowIbGzs3jppTXijP6UtOz7nLRwIbc6vnzkzBTItiMfnNb0qBjVtvTe69N9n5d3otXFgKa1x+eXLBBclzjdEBAAAAAIC9NOkAx+DgYK6//vr8r//1v7Jhw4b89re/zVFHHZX/+l//a4444oi8/e1v36tCisVirrvuurziFa/IySefnCRpaWlJkjQ3j/4NXs3NzXnmmWeG58yaNSvz5s0bM2fHx7e0tKSpqWnM52xqahqes6ve3t709vYOn7e1tSVJ+vv709/fvze3yEFix9+/rwMAeOHsqwAwdeyrADyf/sH+/KrlV7lrzV25a/VduWftPdnes33UnKryqpxx2Bl5xbJX5JzDz8kZh52Rull1o9c5BPaZg31P7e1N7ryzkNtuK+S228ry1FOFUeOnnlrMpZcO5bLLijn99GLKykbGDtI/EgCm0cG+rwLAvmRfBYCpYU9lukz0a2rSAY6/+Zu/yQ033JBPfvKTecc73jF8/ZRTTsmnP/3pvQ5w/Pmf/3kefvjh3H333WPGCoXRbx4Ui8Ux13a165zx5j/fOp/4xCfy8Y9/fMz1H/7wh6mpqXnez82hYeXKlTNdAgAcNOyrADB17KsAJEnfUF+e6Hoij3Y8mkc7H82qzlXpGeoZNae6rDon1J6QE+tOzEm1J+XYmmNTWVaZdCa9j/XmzsfunKHq9w8H0566ffus3H//otx3X3MefLApPT0jbw9VVg7m1FM35fTTN+T00zdk4cLuJMnmzcntt89UxQAcbA6mfRUAZpp9FQCmhj2VqdbV1TWheZMOcNx444350pe+lNe85jX5sz/7s+Hrp556ah5//PHJLpckee9735tbbrkld955Z5YuXTp8fdGiRUlKHTQWL148fH3jxo3DXTkWLVqUvr6+bNu2bVQXjo0bN+bss88enrNhw4Yxn3fTpk1junvs8JGPfCTXXXfd8HlbW1uWLVuWCy+8MHPmzNmr++Tg0N/fn5UrV+aCCy5IZWXlTJcDAAc0+yoATB37KsChrb23PT979me5a/VduXvN3fnFul+kb7Bv1Jx51fPy8mUvzzmHn5Nzlp2TP1j0B6kom/TbBAe9g2FPLRaThx9Ovve9stx2WyH33VdIsTjyC60WLy7m0ktLnTZe/epiamvnJ5mf5MQZqxmAg9PBsK8CwP7CvgoAU8OeynRpa2ub0LxJvzPz7LPP5phjjhlzfWhoaNKtZIrFYt773vfm29/+dn7605/myCOPHDV+5JFHZtGiRVm5cmVOO+20JElfX1/uuOOO/O3f/m2S5KUvfWkqKyuzcuXKvPGNb0ySrF+/Po888kg++clPJknOOuustLa25he/+EX+8A//MEny85//PK2trcMhj11VVVWlqqpqzPXKykr/sZLE1wIATCX7KgBMHfsqwMGtWCxmbdvaPLLxkTyy8ZE8uunR/Hrjr/NQy0MZLA6OmruoblHOXX5uzj383Jy7/Nyc1HRSygplM1T5gedA21O7u5Of/CS59dbku99N1q4dPf7SlyaXX55cdlly2mmFlJUVkvh6AGDfOND2VQDYn9lXAWBq2FOZahP9epp0gOOkk07KXXfdleXLl4+6/i//8i/DIYuJes973pObbropK1asSH19fVpaWpIkDQ0NmT17dgqFQt7//vfn+uuvz7HHHptjjz02119/fWpqanL11VcPz33729+eD3zgA5k/f34aGxvzwQ9+MKecckrOP//8JMkJJ5yQiy++OO94xzvyxS9+MUnyzne+M5dddlmOP/74yf4RAAAAAADAtCoWi9nYuXE4pLFzYKOtd/zf4LS8YXnOO+K84cDGMY3HpFAojDuXg8O6dcn3vlcKbfzoR6UQxw6zZycXXFAKbVx6abJkyczVCQAAAAAAlEw6wPHRj34011xzTZ599tkMDQ3lW9/6VlatWpUbb7wx3/3udye11he+8IUkyStf+cpR1//pn/4pf/Inf5Ik+dCHPpTu7u68+93vzrZt23LGGWfkhz/8Yerr64fnf/rTn05FRUXe+MY3pru7O695zWvy5S9/OeXl5cNzvva1r+V973tfLrzwwiTJFVdckc997nOTvX0AAAAAAJhS27q3jQpp7AhqbO7aPO78irKKHDf/uJzcdHJOXnhyTmo6KS9d/NIsn7t83PkcPIaGkgceKHXY+O53k/vvHz2+bFmpw8bllyevfGUpxAEAAAAAAOw/Jh3guPzyy/ONb3wj119/fQqFQv7yL/8yL3nJS3LrrbfmggsumNRaxWJxj3MKhUI+9rGP5WMf+9hu51RXV+ezn/1sPvvZz+52TmNjY7761a9Oqj4AAAAAAJgqHX0d+c2m34wKaTyy8ZGsa1837vxCCjm68eic3HRyTlp4Uimw0XRyjpt/XGaVz9rH1TNTOjtL3TW++91St43160fGCoXkjDNKoY3LLktOPbV0DQAAAAAA2D9NOsCRJBdddFEuuuiiqa4FAAAAAAAOeD0DPXl88+N5dONzXTU2lQIbT29/ercfc3jD4aNCGictPCknLDwhNZU1+65w9hurV4902fjxj5Pe3pGxurrkootKgY1LLkmam2euTgAAAAAAYHImHeD40z/907z1rW/Nq1/96hT8GicAAAAAAA5R/YP9eXLrk8MdNR7Z9Ege3fhontj6RIaKQ+N+THNt83BIY0dQ48SFJ6ahumEfV8/+ZHAwue++5NZbS6GNhx8ePX7kkcnll5dCG+eem1RVzUydAAAAAADACzPpAMeWLVvyR3/0R5k/f37e/OY3561vfWtOO+206agNAAAAAABm3FBxKE9te2o4qPHoplJnjcc3P57+of5xP2Ze9bxRIY2Tm07OSU0nZUHNgn1cPfurtrZk5cpSYON730s2bRoZKytLzj57JLRxwgmJ36kFAAAAAAAHvkkHOG655ZZs3749//zP/5ybbropn/nMZ3L88cfnrW99a66++uocccQR01AmAAAAAABMr2KxmLVta0eFNB7Z+Eh+s+k36R7oHvdjaitrR4U0dgQ1Ftct1sWaMX7/+1Jg49ZbkzvuSPp3yv80NCQXX1wKbFxySTJ//szVCQAAAAAATI9JBziSZO7cuXnnO9+Zd77znVm7dm2+/vWv5//7//6//OVf/mUGBgamukYAAAAAAJgyxWIxGzs3jgpp7AhttPW2jfsxVeVVOWHhCaWQxsJSSOPkppNzeMPhKSuU7eM74EAxMJDce28ptPHd7ya/+c3o8eOOKwU2LrssecUrksrKmakTAAAAAADYN/YqwLFDf39/fvnLX+bnP/95nn766TQ3N09VXQAAAAAA8IJt6942Kqix43hz1+Zx51eUVeS4+ceN6apx1LyjUlH2gr6lziFi+/bk9ttLgY3vfz/ZunVkrLw8OffckdDGccfNWJkAAAAAAMAM2Kt3m37yk5/kpptuyje/+c0MDg7mda97XW699da8+tWvnur6AAAAAABgjzr6OvKbTb/JoxufC2tsKgU21rWvG3d+IYUc3Xj0qJDGyU0n57j5x2VW+ax9XD0Hut/+Nrn11lJo4667ksHBkbHGxuTSS0uBjYsuSubOnbEyAQAAAACAGTbpAMfSpUuzZcuWXHTRRfniF7+Yyy+/PNXV1dNRGwAAAAAAjNIz0JPHNz8+Kqjx6MZH89T2p3b7McvmLBsV0jhp4Uk5YeEJqams2YeVczDp6kruvTf53vdKoY0nnhg9fuKJyeWXl0IbZ56ZVGjeAgAAAAAAZC8CHH/5l3+ZP/7jP868efOmox4AAAAAAEj/YH+e3PpkKaSx8ZE8uqkU2Hhi6xMZKg6N+zHNtc2jQhonN52cExeemIbqhn1cPQebzZuTf/u3UneNu+9O7r8/GRgYGa+sTF75ylJo44/+KDnqqBkrFQAAAAAA2I9NOsDxzne+czrqAAAAAADgEDRUHMpT254aFdJ4ZOMjeXzz4+kf6h/3Y+ZVzxsV0ji56eSc1HRSFtQs2MfVczAqFpMNG2ry1a8Wcu+9pcDGY4+Nnbd0afKa15RCGxdemNTX7/taAQAAAACAA8teNe2+77778i//8i9ZvXp1+vr6Ro1961vfmpLCAAAAAAA4eBSLxaxtWzsqpPHIxkfy2ObH0tXfNe7H1FbW5qSmk3LywpNHBTUW1y1OoVDYx3fAwWpwMHnkkVJQo9RhoyLPPnvBmHknnpicc07yileUng8/PPFlCAAAAAAATMakAxw333xz3va2t+XCCy/MypUrc+GFF+aJJ55IS0tLXvva105HjQAAAAAAHEA2dm4cDmg8uvHRPLKpdNzW2zbu/Kryqpyw8IQxXTUObzg8ZYWyfVw9B7uenuS++0YCG/fck7S27jyjkPLyoZx+enLuuWV5xSuSl788mT9/pioGAAAAAAAOFpMOcFx//fX59Kc/nfe85z2pr6/P3//93+fII4/Mu971rixevHg6agQAAAAAYD/SN9iXtW1r8/T2p8c8Htv8WDZ3bR7348oL5Tl+wfGjQhonN52co+YdlYqyvWoYDXu0fXvyb/82Eti4775kl+biqatLzj671FnjzDMHsnXr7Xntay9KZaUAEQAAAAAAMHUm/Y7Y7373u/zRH/1RkqSqqiqdnZ0pFAr5z//5P+fVr351Pv7xj095kQAAAAAA7Dt9g31Z07pmdDijdeR4Xfu6DBWHdvvxhRRydOPRo4IaJy08KcfNPy5VFVX78E44FK1dWwpq7AhsPPJIUiyOntPcXAprnHNO8opXJKeemlQ8945Jf38xt902uO8LBwAAAAAADnqTDnA0Njamvb09SXLYYYflkUceySmnnJLt27enq6trygsEAAAAAGBq9Q70Zk3bmjHdM55pfSZPb386z7Y9m2KKz7tGdUV1ljcszxFzjxj1OKbxmJy48MTUVNbso7vhUDY0lDz++OjAxjPPjJ133HGloMaOwMbRRyeFwr6vFwAAAAAAOLRNOsBxzjnnZOXKlTnllFPyxje+Mf/pP/2n/PjHP87KlSvzmte8ZjpqBAAAAABgEnoHerO6dfWYYMbOHTQmEtAYDmY0HDEmqNFU25SCn4BnH+vrSx54YCSwcffdydato+eUlyennTYS2Hj5y0sdNwAAAAAAAGbapAMcn/vc59LT05Mk+chHPpLKysrcfffded3rXpf/+l//65QXCAAAAADAaD0DPcMBjWe2PxfOaB0d0NiT2RWzx4QydjyWNywX0GC/0NaW/OxnI4GNn/886e4ePaemJjnzzJHAxhlnJPX1M1MvAAAAAADA85lUgGNgYCC33nprLrrooiRJWVlZPvShD+VDH/rQtBQHAAAAAHAo6hnoyTPbnxnTOWPHY33H+j2uUVNZM6aDxvK5y4evLaxZKKDBfqelpRTU2BHYePDBZGho9JwFC0phjR2BjdNOSyorZ6RcAAAAAACASZlUgKOioiL/8T/+xzz22GPTVQ8AAAAAwEGvu797uIPG8GOnDhotHS17XKO2snZM14ydzxfULBDQYL9WLCZPPDE6sPHkk2PnHXlkKaixI7Bx/PGJL20AAAAAAOBANKkAR5KcccYZ+dWvfpXly5dPRz0AAAAAAAe87v7u3XbPeHr709nQuWGPa9RW1ubIeUeOG844Yu4RmT97voAGB5SBgVJHjZ0DGxs3jp5TKCSnnjoS2HjFK5LDDpuRcgEAAAAAAKbcpAMc7373u/OBD3wga9euzUtf+tLU1taOGj/11FOnrDgAAAAAgP1RV39Xntn+zJgOGjuuTSSgUTerLkfOPTLL5y7PEQ1HjAloNM5uFNDggNbZmfz85yOBjXvvLV3bWVVV8od/OBLYOPvspKFhZuoFAAAAAACYbhMOcPz7f//v85nPfCZvetObkiTve9/7hscKhUKKxWIKhUIGBwenvkoAAAAAgH2os69zTAeNnc83dm7c4xr1s+rHhDJ2fsyrniegwUFl8+ZSWGNHYOOBB0pdN3Y2d27y8pePBDZOP70U4gAAAAAAADgUTDjAccMNN+S//bf/lqeeemo66wEAAAAAmHYdfR3D3TJ2DWo8vf3pbOratMc15lTNGQlkjNNBY271XAENDlrFYvL006Wgxo7AxuOPj523dGkprLEjsHHSSUlZ2T4vFwAAAAAAYL8w4QBHsVhMkixfvnzaigEAAAAAeKGKxWLa+9qzpnXN6GBG68jx5q7Ne1xnTtWcHDn3yN120JhbPXf6bwb2E4ODySOPjA5srFs3dt5JJ5WCGjsCG95SAAAAAAAAGDHhAEcSvy0OAAAAAJhRnX2dWd+xPuva1z3vo7O/c49rza2eO24HjeVzlwtocMjr6Unuu28ksHHPPUlr6+g5lZXJ6aePBDbOPjuZP39m6gUAAAAAADgQTCrAcdxxx+0xxLF169YXVBAAAAAAcOjpGejJ+vZxghkdo8/betsmvObc6rljOmgsb1g+HNIQ0IAR27aVQho7Ahv33Zf09Y2eU19fCmnsCGy87GVJTc3M1AsAAAAAAHAgmlSA4+Mf/3gaGhqmqxYAAAAA4CDTN9iXlo6WPXbM2NazbcJr1lTW5LD6w7KkfsluH4vrFqd2Vu003hkc2NasKQU1dgQ2HnkkKRZHz1m0qBTU2BHYOOWUpGJS7yoAAAAAAACws0m91fLmN785TU1N01ULAAAAAHCAGBgayIaODeMHMjrWDXfT2NS1acJrVldUjw5i1O0SyqhfnCX1S1I/q36PnYKBEUNDyWOPjQ5sPPPM2HnHHTc6sHHUUYn/1AAAAAAAAKbOhAMc3hAFAAAAgIPf4NBgNnVtGhPKWN++Pus6Rs43dGxIMcU9L5iksqxy3A4Zu16bWz3X9yFhCvT1JfffPxLY+Ld/S7ZuHT2nvDw57bSRwMYrXpH4/U0AAAAAAADTa8IBjuKuvdMBAAAAgAPGUHEoW7q2jA5ldKwfE9Ro6WjJYHFwQmuWF8qHu2LsLpSxpH5JGmc3pqxQNs13CIeutrbk3ntHAhs//3nS0zN6Tk1NcuaZI4GNM89M6upmpl4AAAAAAIBD1YQDHENDQ9NZBwAAAACwF4rFYrb1bBvpkrFzIKNjdAeN/qH+Ca1ZVihLU23TSAijbmwoY0n9kiyoWZDysvJpvkNgh2Ixefrp5KGHRj9+//uxcxcsKAU1dgQ2Tjstqazc5yUDAAAAAACwkwkHOAAAAACAfadYLKatt23cLhm7PnoHeye87sKaheOGMXZ+NNU2paLMtw5hJnV1JY88Mjqo8fDDpW4b4znyyJGwxjnnJMcfnxQK+7ZmAAAAAAAAnp93YQEAAABgH+vo6xjbLWOXjhnr2telq79rwms2zm4cHcTYpWvG4vrFWVS3KLPKZ03jnQGTVSwma9eWwhk7hzWeeCIZrzH2rFnJiScmL37x6Mf8+fu+dgAAAAAAACZHgAMAAAAApkh7b3vWd6zP+vb1o553BDJ2HLf17uZX6I+joaph3C4Zi+sWjwpnVFdUT+OdAVOhtzd59NGxXTW2bh1/flPT2KDGi16UVFbu27oBAAAAAACYGgIcAAAAAPA8isVitvVsGxXGGA5o7BLW6OzvnPC6tZW1OWzOYeMGMna+VjurdhrvDpguLS2jgxoPPZQ8/ngyODh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||
"text/plain": [
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||
"<Figure size 4000x600 with 1 Axes>"
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]
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},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
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]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
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||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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||
"text/plain": [
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||
"<Figure size 4000x600 with 1 Axes>"
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]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
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||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
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||
{
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||
"data": {
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||
"text/plain": [
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||
"<Figure size 4000x600 with 1 Axes>"
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]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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||
"text/plain": [
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||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"for key in data.keys():\n",
|
||
" plot_data_Seconds(data[key], key)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 2000x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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ApUuXkjt37hTdqdJS89333/vvv59iqb57lS9fPsXtB71H7x7v3TlHjx79wGVL7+3ydvbsWW7cuJGmzyxAjx49ePfdd1Pc99Zbb3H27Nnk2/nz5ydfvnwsXbr0vnP88/3YqFGjVB0Ev/32W2bNmpWh/QM0b96cP/74g6ZNm/Ltt98m/3m/OUVERERERESedgpgiYiIiIiIiMgD2dvbU6dOneTbTZs2ZcKECcyYMSNFACsxMZGhQ4fStWtXWrZs+cD5EhISCA4OpkWLFmleHvBuaODXX3+lWrVq9OvXj6VLlz5wybFy5cpRunRpxo8fz7Bhw3BwcEjTfh7G0dExxfNQp04dpk2bxtatWx8awEpMTKR3796YTCaCg4OZNm0a77zzDr6+vslhkAYNGuDk5MTUqVPp3r178rbnzp1j1apVqZb2W7hwIXZ2drRu3TpNtb/xxhv4+/vTr18/zGYzgwcPTseRP5qfnx+zZs1i/vz5dO7cOfn+yZMnJz9+r5UrV3L58uXkgEpiYiIzZ86kdOnSWdq1rFSpUileMyDF8n93bdu2jU8//ZTvvvuONm3aAKT5vXnjxg1CQ0N58cUXHzqufPnyFC5cmOnTp/POO+8kv3dv3brF33//TYMGDdK8PJ21pOdzM3/+fAAaN278yHkHDx6Mo6Mjv/32G25ubpw6dSrNNdWuXZuGDRvy9ddfs2/fPl588UWcnZ2TH2/YsCHu7u789ttv9OrV677nhPLly1O2bFl2797NiBEj0rTfadOm0bVr1+TbGzdu5PTp0wQGBgLg4+ND7ty507yc590Qa/v27dO0/wIFCqR677q7u6cIQLVr144ZM2aQmJhIvXr1Hjmnu7t7qjnvBtgysn8wwqjPP/88nTp14u23337onCIiIiIiIiJPOwWwRERERERERJ5Sq1atShV2iImJ4dKlS8yZMyfF/du2bbvvHLGxsWzevBn4XwesiIgIatasmWLcpk2bcHR0fOgSgcePH+eLL77g4sWL+Pr6Js8L/1vSa/PmzdSsWfO+4Q93d3emTJlCs2bN+OGHHx66zOGYMWNo37499evX56233qJYsWKcOXOGZcuWJS/Hlx5xcXEcOnQIgMjISCZMmADwyODDJ598wvr161m+fDmenp68/fbbrF27lkGDBlGzZk1KlixJ7ty5+fjjj/nggw944YUX6N27N9evX+fTTz/F0dGRTz75JHm/Cxcu5Oeff6ZRo0acOnUq+fW9W9vx48c5d+5ciiBTy5YtqVSpEqtXr6Zv374PXD4yo1544QXGjBlDv379OHXqFFWrViU0NJQRI0YQEBBAixYtUozPnz8/zZs35+OPP8bZ2ZlffvmFQ4cOJXcYu9fp06dxcXEBICIiAjCWi7t7vAB37tzB1jZjX3HFxMTw3HPP0axZM1577bV0bbtv3z7+7//+j7i4OBo0aJDi/RwREZH82alfvz42NjZ88803PPfcc7Rr146XXnqJ2NhYvv32WyIiIvjqq68yVH9We9Tn5uLFi/z8889888039OnTh+LFiz90vrFjx7JgwQLWrl2Lm5tbhmp644036NmzJyaTKXnJwLtcXFz4z3/+Q2BgIC1atGDw4MEULFiQY8eOsXv3bn7++WcAfv/9d9q0aUOrVq3o378/hQsX5saNGxw8eJAdO3Ywe/bsFPNu27aNwMBAunfvztmzZ/nwww8pXLhw8v5dXFwYPXo0/fr148aNG3Tr1g0PDw+uXr3K7t27uXr1Kr/++iuxsbEsXbqU4cOHU6FCBeLj45PfJzdv3gSMoOXx48cpXbp0up6XXr16MW3aNAICAnjjjTeoW7cudnZ2nDt3jtWrV9OxY8cUgUhrGDJkCHFxcfz5559W3Y+IiIiIiIjIk0ABLBEREREREZGn1IOW+bp69WqKTksPc+nSJRo0aABArly5KF68OF9++WVyt5O7EhMT+eijjyhatOgD5/r888+ZNGkSAO+88859xzRo0ICTJ09SokSJ+z7epEkT/u///o/333+f5s2bU7169fuOa9WqFevWreOzzz7j9ddf586dOxQpUiTVsolpdfToUSpWrAgYS3uVLl2a33//nY4dOz5wm5CQEEaOHMnHH3+cogvUxIkTqVmzJj179iQ0NBR7e3vef/99PDw8+Omnn5g5cyZOTk74+voyYsSI5KUad+zYwfPPPw/A6tWrk1+Xe33xxReYzWaGDx+e4v4ePXowfPjwNHXrSS9HR0dWr17Nhx9+yLfffsvVq1cpXLgw77zzTnJ47F4dOnSgcuXKfPTRR5w5c4bSpUszbdo0evbsmWrsP7t/gRESGjNmTIr7ateunaHa33rrLa5fv86aNWse2FHtQYYOHcratWsBUiyLd68GDRpgsVgA6NOnD87OzowcOZKePXtiNpupX78+q1evpmHDhhmqP6s96nOzZs0a5s6dyyeffPLIZQSPHTvGm2++yXvvvUejRo0yXFOnTp1wcHCgWbNm9122dNCgQRQqVIivv/6awMBALBYLJUqUoF+/fsljmjVrxtatW/nyyy958803CQ8PJ1++fFSqVIkePXqkmnPcuHFMmTKFXr16ERsbS7Nmzfjxxx/Jmzdv8pi+fftSrFgxvvnmG1566SWioqLw8PCgRo0a9O/fHzCWnLzbIe/atWv3/cyOGzeOhIQEJk6cmK7nxWw2s3DhQn788UemTJnCyJEjsbW1pUiRIjRt2jTNyx1m1F9//cX06dMJDg7O0qVDRURERERERJ5UJsvdb4FERERERERERKzobijhYUEDk8n00ADWs2zNmjU0a9aMh32V079/f0qUKJEqgFWnTh1MJhNhYWFWrvLhTCYTQ4YMSe5M9CTz9fXF19c31XN916lTpyhZsuRDXy95tEWLFtGhQweWLFlCQECAVfc1ceJEBgwYQFhYWKol+DLi7nvgYee04cOHc+rUqXQHsERERERERETk8aIOWCIiIiIiIiKSLdKyxFa9evXuu/yggJub2yOXPCxdujReXl6AsWThvn37WLx4Mdu3b2fevHnZUeYzo1KlSimWevwnBweHR75e8mAHDhzg9OnTvP3229SoUYM2bdrkdEnpdvc98LBzWpEiRTCbzdlYlYiIiIiIiIhYgzpgiYiIiIiIiIg8he52zMqXLx9Dhw59YKem7PQ0dcAS6/L19WXDhg3UqlWLSZMmUaFCBavvM6s7YImIiIiIiIjIs0MBLBERERERERERERERERERERERkQyyyekCREREREREREREREREREREREREnlQKYImIiIiIiIiIiIiIiIiIiIiIiGSQAlgiIiIiIiIiIiIiIiIiIiIiIiIZZJvTBTwOkpKSuHDhAq6urphMppwuR0REREREREREREREREREREREcpjFYiEqKopChQphY/PgPlcKYAEXLlygaNGiOV2GiIiIiIiIiIiIiIiIiIiIiIg8Zs6ePUuRIkUe+LgCWICrqytgPFlubm45XI3cFR8fz/Lly/H398fOzi6nyxEReSrpXCsiYl06z4qIWJ/OtSIi1qXzrIiI9elcKyJiXTrPSmZERkZStGjR5GzRgyiABcnLDrq5uSmA9RiJj48nV65cuLm56SQoImIlOteKiFiXzrMiItanc62IiHXpPCsiYn0614qIWJfOs5IV7maLHuTBixOKiIiIiIiIiIiIiIiIiIiIiIjIQymAJSIiIiIiIiIiIiIiIiIiIiIikkEKYImIiIiIiIiIiIiIiIiIiIiIiGSQAlgiIiIiIiIiIiIiIiIiIiIiIiIZpACWiIiIiIiIiIiIiIiIiIiIiIhIBimAJSIiIiIiIiIiIiIiIiIiIiIikkEKYImIiIiIiIiIiIiIiIiIiIiIiGSQAlgiIiIiIiIiIiIiIiIiIiIiIiIZpACWiIiIiIiIiIiIiIiIiIiIiIhIBimAJSIiIiIiIiIiIiIiIiIiIiIikkEKYImIiIiIiIiIiIiIiIiIiIiIiGSQAlgiIiIiIiIiIiIiIiIiIiIiIiIZpACWiIiIiIiIiIiIiIiIiIiIiIhIBimAJSIiIiIiIiIiIiIiIiIiIiIikkEKYImIiIiIiIiIiIiIiIiIiIiIiGSQAlgiIiIiIiIiIiIiIiIiIiIiIiIZpACWiIiIiIiIiIiIWN3169e5dOlSTpchIiIiIiIiIpLlbHO6ABEREREREREREXm67d69m0WLFpGYmEihQoXw9vamcuXK2NnZ5XRpIiIiIiIiIiKZpgCWiIiIiIiIiIiIWIXFYmHlypVs2LAh+b4LFy6wYMECli9fTs2aNalTpw558uTJwSpFRERERERERDJHASwRERERERERERHJcnFxccybN49Dhw4B0KhRI+rXr8/OnTvZtm0bN2/eZOPGjWzcuJGyZcvi7e1NmTJlMJlMOVy5iIiIiIiIiEj6KIAlIiIiIiIiIiIiWermzZv89ddfXL58GbPZTIcOHahWrRpgBLEaNmzI0aNHCQsL4/jx4xw9epSjR4+SJ08e6tSpQ82aNXFycsrhoxARERERERERSRsFsERERERERERERCTLnDt3jhkzZnDr1i2cnZ3p2bMnRYsWTTHGxsaG8uXLU758ea5fv862bdvYtWsX4eHhhISEsHr1aqpUqULdunXx8vLKoSMREREREREREUkbBbBEREREREREREQkS+zdu5cFCxaQmJhIwYIF6dWzJ7kjIyEoCA4cAA8P6NUL7O2Tt8mXLx+tWrWiWbNm7Nu3j7CwMC5dusSuXbvYtWsXRYoUwdvbm0qVKmFrq68zRUREREREROTxo28sREREREREREREJFMsSUlsnDmTU0uWUPfKFcrExVHi1i1s3n0XoqNTDv7sM/jyS+jeHWxsku+2t7enVq1a1KxZk3PnzhEWFsb+/fs5d+4c586dY9myZdSqVYs6derg7u6ezUcoIiIiIiIiIvJgCmCJiIiIiIiIiIhI2lgscO4c7N+ffEnat4/EvXvxuXMHn/ttY2cH5cpBxYqwbh0cP250wfruO/j6a2jePMVwk8lE0aJFKVq0KP7+/uzYsYPt27cTGRlJaGgoGzZsoFy5cnh7e1OqVClMJlO2HLqIiIiIiIiIyIMogCUiIiIiIiIiIiIp3Ru0OnDgf4GrAwcgKirFUJv/XhJtbIgrWRKnWrWgcuX/XcqUMUJYYHTDGjUKvv0Wtm0DPz9o1Qq++gpq1EhVhouLC02aNKFRo0YcPnyYsLAwTp48yeHDhzl8+DD58uWjTp061KhRA0dHR6s/LSIiIiIiIiIi96MAloiIiIiIiIiIyLPKYoHz51MGrO7+GRl5/21sbaFcOWJKlWJXbCznc+cmqlgxWrzyCsVKl374/lxc4N//hpdfhi++gN9+g2XLjMtzz8Hnn0PJkqk2s7GxoWLFilSsWJFr164RFhbG7t27uX79OsuWLWPVqlVUrVqVunXrUrBgwSx4YkRERERERERE0k4BLBERERERERERkaedxQIXLqRYOpADB4zLzZv338ZsNpYOrFwZKlX6X0ersmXZf/Qo8+fPJyEhgQIFCtC7d2/y5MmT9no8POCnn+CNN+Djj+Gvv2DaNJg1C159FT78EAoUuO+m+fPnp02bNvj5+bFnzx7CwsK4cuUKO3bsYMeOHRQrVgxvb28qVqyI2WzOwJMlIiIiIiIiIpI+CmCJiIiIiIiIiIg8rdatM8JMe/c+PGhVtuz/AlZ3w1blyoG9fYqhFouFtWvXsnbtWgDKli1L165dcXBwyFh9pUvD9Onwzjvwr39BSAj8+COMHw//93/w1lvg7HzfTe3t7alTpw61a9fmzJkzhIWFcfDgQc6cOcOZM2dwcXGhVq1a1K5dGzc3t4zVJyIiIiIiIiKSBgpgiYiIiIiIiIiIPI3On4dOnSA83LhtNkOZMvcPWqUhQBUfH8+CBQvYv38/AA0aNKBFixbY2NhkvtZatWD5ciOA9a9/wY4dRmesMWPgk09g0CCws7vvpiaTieLFi1O8eHGioqLYvn0727dvJzo6mnXr1rF+/XoqVKiAt7c3JUqUwGQyZb5eEREREREREZF7KIAlIiIiIiIiIiLytElKgv79jfBV7dpGR6ny5dMUtLqfqKgoZsyYwYULF7CxsaFt27bUqlUra2sGaNkS/PyMpQg//BBOnIBXXoFRo2DECOjaFR4SoHJ1dcXX15fGjRtz6NAhwsLCOH36NAcPHuTgwYMUKFCAOnXqUL169Yx37RIRERERERER+QcFsERERERERERERJ42P/0EK1aAkxNMnQoVKmR4qosXL/LXX38RFRWFk5MTPXr0oESJEllX6z/Z2ECvXtClC/zxB3z2GRw9Ct27Q9268PXX4Ov70CnMZjOVK1emcuXKXLlyhbCwMHbv3s3Vq1cJDg5m5cqVVKtWjbp161KgQAHrHYuIiIiIiIiIPBOyoD+4iIiIiIiIiIiIPDb27TOW8QP4z38yFb46cOAA48ePJyoqivz58xMYGGjd8NW97O1h6FA4ftxYhtDZGbZuhWbNICAA9uxJ0zQeHh60bduWt99+mzZt2pA/f37i4uLYtm0bv/zyC5MmTeLAgQMkJiZa+YBERERERERE5GmlDlgiIiIiIiIiIiJPi9hYeO4548+AAHj55QxNY7FYWL9+PatXrwagdOnSdOvWDUdHx6ysNm1cXWH4cGMpws8/h99/h+BgWLoU+vY1OmSlIRTm4OBA3bp18fb25tSpU4SFhXHo0CFOnTrFqVOncHV1pXbt2tSqVQtXV1erH5aIiIiIiIiIPD3UAUtERERERERERORp8dFHRmeo/Plh3DgwmdI9RUJCAvPmzUsOX9WrV48+ffrkTPjqXgULws8/w8GD0LMnWCwwZQqULw/DhsH162maxmQyUbJkSXr06MGbb75J48aNcXZ2JioqijVr1vDDDz8wZ84cTp8+jcVisfJBiYiIiIiIiMjTQAEsERERERERERGRp8Hq1caSgwBjx4KnZ7qniI6OZuLEiezduxcbGxvatm1L69atsbF5jL5GLFMGZsyAsDBo3hzi4uD776FUKRg5EmJi0jyVm5sbzZs356233qJLly4ULVqUpKQk9u/fz8SJE/ntt9/Ytm0bcXFxVjwgEREREREREXnSPUbfnIiIiIiIiIiIiEiGRERAv35GV6jAQOjYMd1TXLp0iT///JPz58/j6OhI3759qVOnTtbXmlXq1IEVK2DZMqhRAyIj4YMPjIDWn39CQkKapzKbzVStWpWBAwfy0ksvUatWLezs7Lhy5QpLlixh1KhRBAcHc+3aNesdj4iIiIiIiIg8sRTAEhERERERERERedINGQJnz0Lp0kY3qHQ6dOgQ48ePJzIyknz58hEYGEjJkiWtUGgWM5nA3x+2b4epU6FECbh4EV58EapUgXnzjFBaOnh6etK+fXuGDRtGq1atyJs3L7GxsWzdupUxY8YwZcoUDh06RFJSknWOSURERERERESeOLY5XYCIiIiIiIiIiIhkwvTpxsVsNkJILi5p3tRisbBhwwZWrlwJQKlSpejWrRtOTk7WqtY6bGzgueegWzf47Tf4/HM4fBi6dIH69eGbb6Bx43RN6ejoSP369alXrx4nTpwgLCyMI0eOcOLECU6cOIGbmxt16tShVq1aODs7W+nARERERERERORJoACWiIiIiIiIiIjIk+rMGXj1VeP6Rx8ZYaM0SkhIYPHixezevRuAOnXq0Lp1a8xmszUqzR4ODvDGGzBgAHz3HfznP7B5MzRpAu3awciRRmesdDCZTJQuXZrSpUsTERHBtm3b2LFjB5GRkaxatYq1a9dSqVIlvL29KVKkCCaTyUoHJyIiIiIiIiKPKy1BKCIiIiIiIiIi8iRKSoJ+/eDmTahXDz78MM2b3rp1i8mTJ7N7925MJhNt2rShbdu2T3b46l5ubvDZZ3DsGLzyitEdbPFiqFbNCGedOZOhaXPnzk2LFi0YNmwYnTp1onDhwiQmJrJ3717Gjx/PH3/8wY4dO4iPj8/iAxIRERERERGRx5kCWCIiIiIiIiIiIk+iUaNgzRrIlQumTAE7uzRtdvnyZf7880/Onj2Lg4MDzz33HHXr1rVurTnFywt++QUOHDCWJ7RYYOJEKFfO6IaVlJShaW1tbalevTqBgYEMHjyYGjVqYGtry6VLl1i0aBGjRo1i2bJl3LhxI2uPR0REREREREQeS1qCUERERERERERE5Emze/f/Ol798AOULZumzY4cOcLff/9NXFwcefPmpXfv3uTPn996dT4uypWD2bNhyxZ47z1YuxY++AC2bTMCWa6uGZ66UKFCdOzYkZYtW7Jr1y62bdtGeHg4mzdvZvPmzZQpUwZvb2/KlCmDjY1+H1ZERERERETkaaQAloiIiIiIiIiIyJPkzh147jmIi4MOHSAw8JGbWCwWNm3aREhICAAlSpSgR48eODk5Wbvax0u9erB6NYwbB0OGwNy5cPAgzJ9vhLQyIVeuXDRs2JAGDRpw7Ngxtm7dyrFjx5IvuXPnpk6dOtSsWZNcuXJlzfGIiIiIiIiIyGNBASwREREREREREZEnyfvvw/794OEBf/4JJtNDhycmJrJ48WJ27doFQK1atQgICMBsNmdDsY8hk8kIrVWpAl27GgEsb2+YNg3atcuC6U2ULVuWsmXLcuPGDbZt28bOnTuJiIhgxYoVrF69mipVquDt7U3hwoWz4IBEREREREREJKcpgCUiIiIiIiIiIvKkWLHCWHIQYPx4I4T1EDExMcyaNYvTp09jMpnw9/enXr16mB4R2nom1K8P27dDt26wYYPRTezTT42lHbNoqcC8efPi7+9Ps2bN2LdvH2FhYVy8eJHdu3eze/duChUqRL169ahatapeExEREREREZEnWNZ8kyAiIiIiIiIiIiLWdeMG9OtnXH/5ZWjb9qHDLRYLc+fO5fTp0zg4ONC7d2/q16+voM+9PD1h1Sp49VWwWODf/4YuXSAyMkt3Y2dnR82aNRk8eDCDBg2iWrVqmM1mLly4wLx589i6dWuW7k9EREREREREspcCWCIiIiIiIiIiIo87i8UIXV24AOXKwXffPXKTgwcPcvz4ccxmMwMGDKBs2bLZUOgTyN4exoyBceOM6wsWQL16cPhwlu/KZDJRpEgROnfuzFtvvUW9evUAWL16NdHR0Vm+PxERERERERHJHgpgiYiIiIiIiIiIPO6mToXZs8HW1rju7PzQ4XFxcSxbtgwAHx8fChYsmB1VPtkGDoT166FwYTh0COrWhYULrbY7Z2dn/P398fLyIjY2lhUrVlhtXyIiIiIiIiJiXQpgiYiIiIiIiIiIPM5OnYIhQ4zrn3wC3t6P3GT9+vVERkbi7u5Oo0aNrFvf06RuXdi+HRo3NpYh7NgRPv0UkpKssjsbGxsCAgIA2L17N2fOnLHKfkRERERERETEuhTAEhEREREREREReVwlJsILL0BUFDRsCP/61yM3uX79Ohs3bgSgdevW2NnZWbvKp0vBgrByJQwdatwePhw6d4abN62yuyJFilCzZk0AgoKCSLJS2EtERERERERErEcBLBERERERERERkcfVt98ay+K5uMCUKcYShA9hsVgIDg4mKSmJMmXKUL58+Wwq9CljZwejR8OECeDgYCxFWK+esTShFfj5+eHo6Mjly5fZtm2bVfYhIiIiIiIiItajAJaIiIiIiIiIiMjjaMcO+Phj4/pPP0GpUo/c5NChQxw/fhyz2UybNm0wmUxWLvIp178/hIZCkSJw+LCxROGCBVm+G2dnZ5o3bw7AqlWruHXrVpbvQ0RERERERESsRwEsERERERERERGRx01MDDz3HCQkQJcuRhDoEeLj41m2bBkADRs2JG/evFYu8hlRpw5s3w5NmhhLQXbqBJ98Alm8VGDt2rXx9PQkNjaWFStWZOncIiIiIiIiImJdCmCJiIiIiIiIiIg8bt57z1juztMTfv8d0tDJav369dy8eRN3d3caN26cDUU+Qzw8YMUKeP114/Znn0HHjhARkWW7sLGxISAgAIBdu3Zx9uzZLJtbRERERERERKxLASwREREREREREZHHydKl8PPPxvWJEyF//kducuPGDTZu3AhAq1atsLOzs2KBzyg7O/jxR5g0CRwdYfFiY0nCAweybBdFixalRo0aAAQHB5OUxV22RERERERERMQ6FMASERERERERERF5XFy7BgMGGNeHDoVWrR65icViYenSpSQmJlK6dGkqVKhg5SKfcS+8AKGhULQoHD0K9erBvHlZNn2LFi1wdHTk4sWLbN++PcvmFRERERERERHrydEA1siRI/H29sbV1RUPDw86derE4cOHU4zp378/JpMpxaV+/fopxsTGxvLaa6+RP39+nJ2d6dChA+fOncvOQxEREREREREREckciwVefBEuXYKKFeHrr9O02ZEjRzh69Cg2Nja0adMGUxqWK5RMql0btm8HX1+IjoYuXeDjjyExMdNTOzs706xZMwBWrVrFrVu3Mj2niIiIiIiIiFhXjgaw1q5dy5AhQ9i8eTMhISEkJCTg7++f6kuF1q1bc/HixeRLUFBQisfffPNN5s2bx4wZMwgNDSU6Opp27dqRmAVfeIiIiIiIiIiIiGSLiRONTkp2djB1KuTK9chN4uPjWbp0KQANGzYkX758Vi5SkhUoACEh8NZbxu0vvoAOHSAiItNT16lTh4IFC3Lnzh1WrlyZ6flERERERERExLpyNIC1dOlS+vfvT+XKlalevToTJkzgzJkzqVprOzg44OnpmXzJmzdv8mM3b95k3Lhx/Oc//6FFixbUrFmTqVOnsnfvXlasWJHdhyQiIiIiIiIiIpJ+x4/D668b1z/7DGrVStNmoaGhRERE4ObmRuPGja1YoNyXrS2MGgVTpoCjIwQFgbc37N+fqWltbGwICAgAYOfOner2LyIiIiIiIvKYs83pAu518+ZNgBQBK4A1a9bg4eFB7ty5adq0KV9++SUeHh4AbN++nfj4ePz9/ZPHFypUiCpVqrBx40ZatWqVaj+xsbHExsYm346MjASM3xiMj4/P8uOSjLn7Wug1ERGxHp1rRUSsS+dZERHreyrOtQkJmPv2xSY6mqRGjUh8801Iw/GEh4ezYcMGAPz8/DCZTE/28/Ak69kTypXDtkcPTMeOYalXj8Rx47B06ZLhKb28vKhatSp79+5lyZIl9O/fHxubHP19WnlGPRXnWRGRx5zOtSIi1qXzrGRGWt83JovFYrFyLWlisVjo2LEj4eHhrF+/Pvn+mTNn4uLiQvHixTl58iQff/wxCQkJbN++HQcHB6ZPn86AAQNSBKoA/P39KVmyJL///nuqfQ0fPpxPP/001f3Tp08nVxpau4uIiIiIiIiIiGSVcrNmUXH6dOKdnFj9ww/cLlgwTdudOHGCyMhIXFxcKF26NCaTycqVyqPYR0ZS59tvKbB3LwBHunblYJ8+YDZnaL74+HgOHjxIUlISRYoUIX/+/FlZroiIiIiIiIg8QkxMDH369OHmzZu4ubk9cNxj0wFr6NCh7Nmzh9DQ0BT39+zZM/l6lSpVqFOnDsWLF2fJkiV0echvkFkslgd+6fT+++8zbNiw5NuRkZEULVoUf3//hz5Zkr3i4+MJCQmhZcuW2NnZ5XQ5IiJPJZ1rRUSsS+dZERHre9LPtaZt2zDPnGlcHzOGZn37pmm7o0ePsmvXLmxsbOjTp4+COY+Tbt1I/OADzD/8QLm//6ZMdDSJkydDnjwZms7Ly4sVK1Zw/fp1unXrpl8glWz3pJ9nRUSeBDrXiohYl86zkhl3V9V7lMcigPXaa6+xcOFC1q1bR5EiRR461svLi+LFi3P06FEAPD09iYuLIzw8nDz3fIlx5coVGjZseN85HBwccHBwSHW/nZ2dPmyPIb0uIiLWp3OtiIh16TwrImJ9T+S59tYt6N8fEhOhRw9s+/eHNHSxSkhIYMWKFQDUr18fLy8v69Yp6WNnB99/D97eEBiIzbJl2DRsCPPnQ5Uq6Z6uQYMG7NmzhytXrrBu3Trat2+f9TWLpMETeZ4VEXnC6FwrImJdOs9KRqT1PWNj5ToeymKxMHToUObOncuqVasoWbLkI7e5fv06Z8+eTf5iqXbt2tjZ2RESEpI85uLFi+zbt++BASwREREREREREZEc9847cOQIFC4Mv/6apvAVwIYNGwgPD8fV1ZWmTZtauUjJsD59YONGKF4cjh+H+vVh9ux0T2NjY0NAQAAAO3bs4MKFC1ldqYiIiIiIiIhkUo4GsIYMGcLUqVOZPn06rq6uXLp0iUuXLnH79m0AoqOjeeedd9i0aROnTp1izZo1tG/fnvz589O5c2cA3N3dGTRoEG+//TYrV65k586d9O3bl6pVq9KiRYucPDwREREREREREZH7W7wYfvvNuD5xIuTNm6bNwsPDCQ0NBcDf3x97e3srFShZokYN2LYN/PyMjmc9esD77xtdz9KhePHiVKtWDYCgoCAsFosVihURERERERGRjMrRANavv/7KzZs38fX1xcvLK/kyc+ZMAMxmM3v37qVjx46UK1eOfv36Ua5cOTZt2oSrq2vyPN9//z2dOnWiR48e+Pj4kCtXLhYtWoTZbM6pQxMREREREREREbm/K1dg0CDj+ltvQTp+iXDZsmUkJCRQsmRJKleubKUCJUvlzw9Ll8K77xq3v/oK2raFGzfSNU2LFi2wt7fn/Pnz7Ny50wqFioiIiIiIiEhG2ebkzh/1m1pOTk4sW7bskfM4OjoyevRoRo8enVWliYiIiIiIiIiIZD2LBQIDjRBWlSowYkSaNz169CiHDx/GxsaGNm3aYErjkoXyGLC1hW++gVq1YOBAWLYMvL1h3jz4b2erR3F1dcXX15fly5ezYsUKKlasiJOTk5ULFxEREREREZG0yNEOWCIiIiIiIiIiIs+UP/+ERYvA3h6mTgVHxzRtlpCQQHBwMAD16tWjQIEC1qxSrKVXL9i0CUqWhBMnoEED+O9qAGlRt25dChQowO3bt1m5cqUVCxURERERERGR9FAAS0REREREREREJDscPWosOQjw5ZdQvXqaN924cSPh4eG4urrStGlTKxUo2aJ6dQgLg5YtISbGCGW9+qpx/RHMZjMBAQEAbN++nQsXLli7WhERERERERFJAwWwRERERERERERErC0+Hvr2NUI2zZrBsGFp3jQiIoL169cD0LJlSxwcHKxVpWSXfPkgOBjee8+4/euvULs27Nz5yE1LlChBlSpVAAgKCsJisVizUhERERERERFJAwWwRERERERERERErO3LL2HrVnB3h0mTwCbtX8stW7aMhIQEihcvnhy8kaeA2QxffQXLl4OXFxw6BPXqwXffQVLSQzf19/fH3t6e8+fPs2vXruypV0REREREREQeSAEsERERERERERERa9q0Cb74wrj+669QtGiaNz127BiHDh3CZDIREBCAyWSyUpGSY1q2hD17oFMno1Pau++Cvz+cP//ATe5dinLFihXcvn07m4oVERERERERkftRAEtERERERERERMRaoqPh+echMRH69IHevdO8aUJCAsHBwQDUq1cPDw8Pa1UpOS1/fpg7F/78E3LlgpUroWpV+PvvB25Sr149ChQoQExMDKtXr87GYq1s61YYNAiepmMSERERERGRp55tThcgIiIiIiIiIiLy1HrrLTh+3Oh6NWZMujbdtGkTN27cwMXFBV9fX+vUJ48PkwkCA6FJEyOst307dOtmhJF++AFcXFIMN5vNtGnThsmTJ7Nt2zZq1aqFp6dnztSeFS5ehPffN5boBJImT+bkyJHcbN48R8vKnTs3JUuWVPc5EREREREReSgFsERERERERERERKxh/nwYO9YI1kyaBLlzp3nTmzdvsn79egBatmyJg4ODdWqUx0+5crBxIwwfDl99BePGwdq1MG0a1K2bYmjJkiWpXLky+/fvJygoiAEDBjx5QaHYWCNg9sUXRsc44EqBAnhcvUrJ//s/5nfqxN7q1XO0RF9f3+QlH0VERERERETuRwEsERERERERERGRrHbpEgwebFx/5x1o1ixdmy9btoz4+HiKFy9O1apVrVCgPNbs7WHECGjVyljC8tgxaNgQPv0U/vUvMJuTh/r7+3PkyBHOnj3L7t27qVGjRs7VnR4WCyxeDMOGGccHXCpenMUtW3KtRAl6LF9OqXXr6Dx/PkXy5uW4n1+2l5iQkMCJEydYs2YNXl5elCtXLttrEBERERERkSeDAlgiIiIiIiIiIiJZyWKBgQPh2jWoXh0+/zxdmx8/fpyDBw9iMplo06bNk9fRSLJO06aweze88grMnAkffQTLlsGUKVC8OABubm40bdqUFStWEBISQoUKFXB0dMzhwh/h4EFjec5lywBIKFCApU2bsr1SJXLnzcvA3r3xeP99eP11TGPGUHfcOOpWrmxsk82WLFnCtm3bmDt3LoMHDyZfvnzZXoOIiIiIiIg8/mxyugAREREREREREZGnypdfQnAwODjA1KnGn2mUmJhIcHAwAHXr1qVgwYLWqlKeFHnywF9/weTJ4OoK69cbwb6//koeUr9+ffLnz09MTAyrV6/OwWIfISLCCFFVqwbLlmGxt+fCCy/w3eDBbK9ShWIlShAYGIiHhwfY2MDo0fDee8a2w4YZYUaLJVtLbt26NUWLFiU2NpaZM2cSGxubrfsXERERERGRJ4MCWCIiIiIiIiIiIlnlr7/g44+N6z/+CFWqpGvzTZs2cf36dZydnfH19c36+uTJZDIZSxHu2gUNGsDNm9Cnj3HfzZuYzWbatGkDQFhYGJcuXcrZev8pMRH++APKloUffoCEBCzt27Pm55/5s1QpYu3tqVGjBs8//zzOzs7/285kgpEj4YsvjNv//rcRyMrGEJbZbKZ79+64uLhw9epVFixYgCWbQ2AiIiIiIiLy+FMAS0REREREREREJCts2AD9+xvXhw2Dl15K1+aRkZGsW7cOgJYtWz7+y8hJ9itVCtatg+HDjQ5RU6dCjRqwYQOlSpWiUqVKWCwWgoODH5+Q0Pr14O1tfB6uXYMKFYhdsIAp3bqx7sIFAFq0aEGHDh2wtbVNvb3JBB9+CN9/b9z+9lsYOhSSkrLtEFxdXenRowc2NjYcPHiQ0NDQbNu3iIiIiIiIPBkUwBIREREREREREcmsY8egY0eIi4NOneCbb9I9xfLly4mPj6do0aJUq1Yt62uUp4OtLXzyiRFsKlkSTp2CJk3gk0/wb94cOzs7zpw5w549e3K2zrNnoXdvo7adO8HdHb7/nuurV/PnmTOcPHkSOzs7evXqhY+PDyaT6eHzvfmm0UXLZIJffoGBAyEhIVsOBaBo0aIEBAQAsGrVKo4dO5Zt+xYREREREZHHnwJYIiIiIiIiIiIimXHjBrRtC9evQ+3aRlciszldU5w4cYL9+/djMpkICAh4dBhFpGFDY0nCF14wukF99hnu7drhX7o0ACEhIdy5cyf767p9Gz77DMqXhxkzjMDU4MFw9CgnOnRg7KRJXL9+HXd3dwYNGkT58uXTPvfgwf/7fE2aZAS84uKsdyz/ULt2bWrVqgXA33//zY0bN7Jt3yIiIiIiIvJ4UwBLREREREREREQko+LioEsXOHIEihaFRYvA2TldUyQmJhIcHAyAt7c3np6e1qhUnkZubkYQacYMo8PU5s3UDgzE5+hRbkVHs2bNmuyrxWKBOXOgYkWjQ9ft29CoEWzfDn/8wbbTp5k6dSp37tyhSJEiBAYGUrBgwfTvp08fYz/29safnTsb+8ombdq0oUiRIty5c4eZM2cSl40BMBEREREREXl8KYAlIiIiIiIiIiKSERaL0ZFn7VpwdYUlS8DLK93TbNmyhWvXruHs7EyzZs2sUKg89Xr2hD17oEkTTNHRtJg2jW6zZ7Nn7VouX75s/f3v2QPNm0P37nD6tBFGnDED1q0jqXp1goODWbJkCRaLhWrVqtGvXz9cXFwyvr9OnWDhQnBygqAgowNddHSWHc7D2Nra0qNHD1xcXLhy5QoLFy7EYrFky75FRERERETk8aUAloiIiIiIiIiISEZ8+SVMnmwshzZ7NlStmu4pIiMjk7sUtWjRAkdHxywuUp4ZxYrBqlUwciTY2lL5wAFe+uUXdowaZb2A0PXr8OqrULMmrFkDjo7w73/DoUPQsyd3YmOZPn06W7duBaB58+Z06tQJW1vbzO+7VStYutQIP65eDf7+EBGR+XnTwNXVle7du2NjY8P+/fvZuHFjtuxXREREREREHl8KYImIiIiIiIiIiKTXX3/Bxx8b13/+2QiDZEBISAjx8fEUKVKE6tWrZ2GB8kwym+Ff/4JNm0gsXRr3yEhaf/MNVwcNMpbLzCoJCTB6NJQtC7/+CklJRvergwfh008hVy5u3LjBuHHjOH78OHZ2dvTo0YPGjRtjMpmyro4mTWDFCsiTBzZtgmbN4OrVrJv/IYoVK0br1q0BWLlyJcePH8+W/YqIiIiIiMjjSQEsERERERERERGR9AgNhf79jetvvw0vv5yhaU6ePMm+ffswmUwEBARkbTBFnm116mDevZuL7dphAjwmTCCpfn04fDjzc69cCTVqwOuvQ3g4VKtmdKCaNQtKlADg1KlTjB07lmvXruHm5saAAQOoWLFi5vd9P3XrGt23PDxg1y5o2hQuXLDOvv6hTp061KxZE4vFwpw5cwgPD8+W/YqIiIiIiMjjRwEsERERERERERGRtDp2DDp1MroJdeoEX3+doWkSExMJDg4GoHbt2nh5eWVdjSIAzs4UmDePJYMGEePkhM3OncZSgX/8ARlZkvDECejSBVq0gP37IW9e+OUX2L4dfH2Th+3YsYMpU6Zw+/ZtChcuTGBgoPXf39Wqwbp1ULiw0YWrcWM4dcq6+4Tk8GThwoW5c+cOM2fOJC4rO42JiIiIiIjIE0MBLBERERERERERkbS4cQPatoXr16FOHZg61VjyLQO2bt3K1atXyZUrF82bN8/iQkUMtra2lHvvPX595RVOlCoFt2/DSy9B585w7VraJomOhg8/hEqVYN484z3/2mtw9Ci88grY2gKQlJTEsmXLWLRoEUlJSVSpUoV+/frh6upqxSO8R/nysH49lCplhMUaN4YjR6y+W1tbW3r06IGzszOXL19m0aJFWDIScHtCHDhwgD/++INDhw7ldCkiIiIiIiKPFQWwREREREREREREHiUuzuj+c+QIFC0KCxeCs3OGpoqKimLNmjUA+Pn54eTklIWFiqRUtmxZitSty5S+fQnr3RuLvT0sWABVq8Ly5Q/e0GIxQobly8OIERAbC35+xjJ/P/1kdMD6r9jYWGbMmMHmzZsB8PX1pUuXLtjZ2Vn56P6hZEmjE1aFCnDuHDRpAnv3Wn23bm5udO/eHRsbG/bt25f8PDxNLBYL69evZ/bs2Vy8eJEFCxYQExOT02WJiIiIiIg8NhTAEhEREREREREReRiLBQYPhrVrwdUVliyBTCypFhISQlxcHIULF6ZmzZpZWKjI/bVq1Qpbe3uCypfn+PTpRjerS5egVSt46y24cyflBtu2gY8PPP88XLhgBJvmzYOQEKhSJcXQ8PBwxo0bx9GjR7G1taVbt240bdoUk8mUjUd4j8KFjRBWjRpw+TI0bQphYVbfbfHixWnVqhVgfMZPnjxp9X1ml/j4eE6fPs369esBcHR05M6dO6xYsSKHKxMREREREXl8KIAlIiIiIiIiIiLyMF98AZMnG0uvzZ5tdA7KoNOnT7P3vx15AgICci6kIs+U3Llz06hRIwAWnj5N7IYNMHSo8eAPP0DdurBvnxHKGjjQuL1pk9Hl7csv4cAB6NQJ/vF+PXPmDGPHjuXq1au4uroyYMAAKleunL0Hdz8FCsCqVVC/PoSHG527/hsesiZvb2+qV6+OxWJh9uzZREREWH2f1hYVFcXUqVOJiIjAxsaGdu3a0bt3bwB27tzJ+fPnc7hCERERERGRx4MCWCIiIiIiIiIiIg8yfTr8+9/G9TFjjI5BGZSYmEhQUBAAtWvXplChQllRoUia+Pj4kCdPHqKiolgXFgajRxvd3Dw8jGX66tSBcuVgwgSj61vfvnD4MHzwATg6pppv165dTJo0iZiYGLy8vAgMDHy83tN58hhLLPr6QlSU8dl92JKLWcBkMtGuXTsKFSrE7du3mTlzJvHx8VbdpzVdvHiRP//8k4sXL2I2m+nduze1a9emWLFiVK9eHYCgoCCSkpJyuFIREREREZGcpwCWiIiIiIiIiIjI/YSGwoABxvW334aXXsrUdGFhYVy5cgUnJyf8/PyyoECRtLO1taV169YAbN68matXr0JAAOzZY/wZG2sElerUgQ0bYMoUYzm/f0hKSiIkJIQFCxaQlJREpUqVGDBgAG5ubtl9SI/m6gpBQcbx3b4N7dvDggVW3aWtrS09evQgV65cXLp0iUWLFmGxWKy6T2s4ePAgEyZMICoqinz58lGuXDmKFy+e/HiLFi1wcHDgwoUL7Ny5MwcrFREREREReTwogCUiIiIiIiIiIvJPx44ZS67FxUHnzvDNN5maLjo6mjVr1gDg5+eHk5NT5msUSady5cpRrlw5kpKSCA4ONoJBBQvC4sVGt7cZM2DLFmjY8L7bx8bGMmvWLDZu3AhAkyZN6NatG3Z2dtl5GOnj5ATz5kHXrsbnuWtX+Osvq+7S3d2d7t27YzKZ2Lt3L1u2bLHq/rKSxWJh/fr1zJo1i/j4eEqXLk2/fv1wcHBIMc7FxQVfX18AVq5cSUxMTA5UKyIiIiIi8vhQAEtEREREREREROReN25A27Zw/brRDWjqVLDJ3NdoISEhxMbGUqhQIWrVqpVFhYqkX+vWrTGbzZw8eZIDBw4Yd5pM0Ls39Oz5wPd6REQEEyZM4PDhw5jNZrp06UKzZs0wmUzZWH0G2dsb4bIXXoDERHjuORg71qq7LFGiBP7+/gAsX76cU6dOWXV/WSEhIYF58+axatUqAOrWrUufPn1wvM8SlHcf9/Dw4Pbt28nbiIiIiIiIPKsUwBIREREREREREbkrNtboeHXkCBQrBosWQa5cmZryzJkz7NmzB4CAgIAnI7AiT608efLQqFEjAJYtW0ZcXNwjtzl79ixjx47l8uXLuLi40L9/f6pWrWrtUrOWrS1MmAAvvwwWCwweDD/+aNVd1qtXj2rVqmGxWJg9ezY3b97M2EQWC5w8CRndPg2io6OZNGkSe/fuxWQyERAQQJs2bbB5SPjUxsaGgIAAALZv386FCxesVp+IiIiIiMjjTgEsERERERERERER+F8oY906cHODJUvA0zNTUyYlJREUFARArVq1KFy4cFZUKpIpPj4+5M6dm6ioKNatW/fQsbt372bSpEncunULT09PAgMDKVKkSDZVmsVsbOCXX+Cdd4zbb74JI0ZYbXcmk4l27drh6elJTEwMM2fOJD4+/tEbWixw8CD8+iv06gWFC0OpUlCoEHzyCURFZWmdly5d4s8//+TcuXM4OjrSt29fvL2907Rt8eLFk8N4QUFBxrKWIiIiIiIizyAFsERERERERERERAC++AKmTAGzGWbPhipVMj1lWFgYly9fxsnJCT8/vywoUiTz7OzsaN26NQCbNm3i2rVrqcZYLBZWrlzJ/PnzSUxMpEKFCgwYMAB3d/fsLjdrmUzwzTfw6afG7Q8/hPffN0JPVmBnZ0fPnj1xcnLi4sWLLFmyJHVIKSkJ9u6Fn3+G7t2N4GelSvDqqzBzJly8aITHYmLgs8+gbFn47TdIS5jrEQ4fPsz48eOJjIwkb968BAYGUqpUqXTN0bJlS+zt7Tl//jw7d+7MdE0iIiIiIiJPIgWwREREREREREREpk+Hf//buP7LL+Dvn+kpo6OjWb16NQDNmzcnVyaXMhTJSuXLl6ds2bIkJSURHBycIhQUFxfHrFmzCA0NBaBRo0b06NEDe3v7nCo3a5lMxuf9u++M2199BW+8YQShrCB37tx0794dk8nE7t27CduyBXbtMpZA7NIFPDygWjV47TWYMweuXAFHR2jWDIYPh9WrITraCIaWKQOXL8Mrr0DVqjB/fobCYxaLhQ0bNjBjxgzi4+MpWbIkgYGB5MuXL91zubq64uvrC8CKFSu4fft2uucQERERERF50tnmdAEiIiIiIiIiIiI5KjQUBgwwrr/zDrz4YpZMu3LlSmJjY/Hy8qJWrVpZMqdIVmrdujUnTpzgxIkTHDx4kEqVKnHz5k1mzJjBpUuXMJvNdOjQgWrVquV0qdbx9tvg7Gx0mho92gg5/fmn0QUvKyUmUvLGDV64epXY5csp9tVXcOdOyjG5ckHDhuDrC02bgrc3ODikHNOtG3ToAH/8YXTwOnwYOneGRo3g22+hfv00lZOQkMDixYvZvXs3ALVr16ZNmzaYM3HcdevWZefOnVy9epVVq1bRtm3bDM8lIiIiIiLyJFIAS0REREREREREnl3HjkGnThAXZ3Si+frrLJn27Nmz7Nq1C4CAgABsbNSIXh4/efPmxcfHh3Xr1rFs2TKcnJyYO3cu0dHRODs707NnT4oWLZrTZVrXyy8bIaz+/WHCBGOZvylTwM4u43PGx8OOHbB2rXEJDYXISErcMyTOwQGbxo2x9fMzAle1a0NaOozZ28PQofDCC8ZSiqNGGfM3aGAEtEaMMJYofIBbt24xc+ZMzp49i8lkonXr1nh7e2MymTJ+vIDZbCYgIIBJkyaxbds2atWqhZeXV6bmFBEREREReZIogCUiIiIiIiIiIs+m69chIMD409vbCF1kQVAqKSmJoKAgAGrWrEmRIkUyPaeItTRq1Ijdu3dz8+ZNJk+eDICHhwe9e/cmd+7cOVtcdnn+eaMDVe/eMHOmEcKaNctYBjAt4uJg2zZYs8YIXG3YALdupRzj5gaNG5PYqBHzIyLYb29PoWLF6N+/P7a2Gfia3s0NvvjCCJB98okRHpszx1iS8OWXjSUWCxRIscmVK1f466+/iIiIwMHBgW7dulGmTJn07/sBSpQoQZUqVdi3bx9BQUEMHDgw08EuERERERGRJ4V+9U5ERERERERERJ49sbFGx6ujR6FYMVi40AhgZHra2OTl2xwdHfHz88uCYkWsx87OjtatWyffLl++PAMHDnx2wld3de0KCxYYoatFi6Bdu9QhqrtiY2HdOvj8c2jRAnLnBh8f+PBDWL7c2C5PHujY0ehQtX073LgBixdj/te/aP7eezi6uHD+/HmWLFmCxWLJeN1FisC4cbB7txEoTUiAn3+G0qWNblgxMQAcOXKEcePGERERQZ48eRg0aFCWhq/u8vf3x97ennPnziV3ARQREREREXkWqAOWiIiIiIiIiIg8WywWGDzYCFC4ucGSJeDpmelpw8PD+euvv7h69Sq2trZ06tQJZ2fnLChYxLrKly9PmzZtAKhTp86zu2RmmzYQHAzt28PKldCqlXF+sLeHzZv/t6Tgpk1GCOte+fNDkybGcoJNm0LVqg/sqJcnTx66du3KtGnT2LVrF4UKFcLb2ztztVetatS6ahW8+66xBOKHH2IZM4bj/fszw9YWi40NxYsXp0ePHuTKgsDp/bi6utK0aVNCQkJYsWIFFSpUwMnJySr7EhEREREReZwogCUiIiIiIiIiIs+Wzz83lhs0m2H2bKhSJdNTnjlzhpkzZxITE4Orqyu9evWiUKFCWVCsiPWZTCbq1q2b02U8Hnx9ISTECGNt2ADly0N4uLHM4L08PIyxdwNXFSumawnT0qVL4+fnx4oVK1i6dCkFCxakWLFima+/eXMIC4MZM7B88AGm06cpM2IEL3l4cPKll/Du2xdzRpY8TId69eqxc+dOrl27xurVqwkICLDq/kRERERERB4Hz+ivMomIiIiIiIiIyDNp2jT45BPj+i+/gL9/pqfctWsXkyZNIiYmBi8vLwIDAxW+EnmS1a8Pq1dDgQJw+bIRvipUCHr3ht9+g4MH4dIlmDkTXn0VKldOV/jqroYNG1K5cmWSkpKYNWsWkZGRWVO/jQ0xnTox5cMPWebvz20nJwpeuUL9zz/H7O9vLIloRWazOTl0tW3bNi5dumTV/YmIiIiIiDwOFMASEREREREREZFnw/r1MHCgcf3dd+HFFzM1XVJSEiEhISxYsICkpCQqVarEgAEDcHNzy4JiRSRH1ahhdJKaOhWOHoVz52D6dHjpJahQAUymTO/CZDLRoUMHPDw8uHXrFrNnzyYhISHT8169epWxY8dy8sIFdvj6cmHdOuOc5+BgBMvq1IHnnoOTJzO9rwcpWbIklStXxmKxEBQUhMVisdq+REREREREHgcKYImIiIiIiIiIyNPv6FHo1MnoZNOlC3z1Vaami4uLY9asWWzcuBGAJk2a0K1bN+zs7LKgWBF5LBQvbgSVypTJksDV/djb29OzZ08cHR05d+4cwcHBmZrv2LFjjBs3jvDwcHLnzs2gQYMoXacOfPMNHD4MffsaA6dPN4Jkb78NN25kwZGk5u/vj52dHWfPnmX37t1W2YeIiIiIiMjjQgEsERERERERERF5ul2/Dm3bGiEDb2+YMiVDy4XdFRERwfjx4zl8+DBms5kuXbrQrFkzTFYKaIjI0y1v3rx07doVgB07drA9A0sEWiwWtmzZwvTp04mNjaVYsWIEBgbi4eHxv0HFixvnv+3bwc/PCKSOGgWlS8N338GdO1l1SAC4ubnRtGlTAFasWMGdLJ5fRERERETkcaIAloiIiIiIiIiIPL1iY6FzZ6MDVrFisHAh5MqV4enOnj3L2LFjuXz5Ms7OzvTv35+qVatmYcEi8iwqU6YMfn5+AAQFBXH27Nk0b5uYmMiSJUtYunQpFouFGjVq8Pzzz+Ps7Hz/DWrVgpAQWLoUqlaFiAhjicLy5Y0lF5OSsuCIDPXr1yd//vzcunWL1atXZ9m8IiIiIiIijxsFsERERERERERE5OlksUBgIKxfD25usGQJeHpmeLo9e/YwadIkbt26RcGCBRk8eDBFihTJwoJF5Fnm4+NDpUqVSEpKYtasWURFRT1ym9u3bzNt2rTkrlktWrSgQ4cO2NraPnxDkwlatYKdO2HCBChcGM6cgeefhzp1YMWKrDgkzGYzbdq0ASAsLIzLly9nybwiIiIiIiKPGwWwRERERERERETk6fTZZ0Y3F7MZ5syBKlUyNI3FYmHlypXMmzePxMREKlSowMCBA3F3d8/igkXkWWYymejYsSMFChQgOjqa2bNnk5iY+MDx165dY+zYsZw8eRJ7e3t69eqFj49P+pZDNZuhf3+jS+DIkUZYdedOaNkSWreGPXsyfVylSpWiUqVKWCwWgoKCsFgsmZ7zsXP6NJw8mdNViIiIiIhIDlIAS0REREREREREnj5Tp8Lw4cb1X381wgQZEBcXx6xZswgNDQWgUaNG9OjRA3t7+ywqVETkf+zt7enZsycODg6cPXuWpUuX3nfc8ePHGTt2LDdu3MDd3Z2BAwdSvnz5jO/YyQn+9S84fhzeeAPs7GDZMqhRA3NgII5Xr2Z8bsDf3x87OzvOnDnD3r17MzXXYyU6GoYMgRIloFQpqFkTRoyAI0dyujIREREREclmj+hDLCIiIiIiIiIi8hALFsDXXxs/rPfwgAIFjMvd6/fely+f0W3F2tavh0GDjOvvvguDB2domps3bzJjxgwuXbqE2Wymffv2VK9ePQsLFRFJLV++fHTt2pXp06ezbds2vLy8qFWrVvLjYWFhBAcHY7FYKFKkCD179sTFxSVrdp4/P/zwA7z2GnzwAcyahc3kybSYMcMIFX34IWSg+5+7uzuNGzdm1apVLF++nHLlyuHo6Jg1NeeUNWtg4MD/db4ym2HXLuPy4YdQrRp06wbdu0OFCjlYqIiIiIiIZAcFsEREREREREREJGOCg40fLickpG28yWSEsB4V1Lp7PW/e9Ae2jh6FTp0gLg66doWvvkr3YQGcP3+eGTNmEB0dTa5cuejVqxdFixbN0FwiIulVtmxZmjVrxurVqwkKCqJgwYJ4eXmxdOlSwsLCAKhWrRrt27fH1tYKX/OXLg0zZ8KwYSS98w7m0FD49lsYPx4+/hheeQXS2QmwQYMG7N69m+vXr7NmzRpat26d9XVnh1u3jG5hP/9s3C5WDMaNgxo1YP58Y8nblSuN5Rv37IF//xsqVzaCWN26GddFREREROSpowCWiIiIiIiIiIik34YNRsApIQF69oTOneHqVbhyxfjz3utXrsCNG2CxwLVrxiUtbGyMwNZDglqmPHlwOXvWmNPWFgICjH3VrQuTJxtzpNO+fftYsGABCQkJeHh40Lt3b3Lnzp3ueUREMqNx48ZcvHiRQ4cOMXPmTAoUKMCJEycA8PPzw8fHB5PJZN0i6tUjceVKwj79lLp//43p8GF480345Rf4/nvjnJtGtra2tGnThqlTp7J161Zq1qxJwYIFrVe7NaxbBwMGwH9fB1580QimubkZtwMDjcv160aHyDlzICQE9u83LsOHQ8WK/+uMVaWKEU4WEREREZEnngJYIiIiIiIiIiKSPnv2QLt2cPs2UU2bMqlePUq6uFC3eXMKFChw/20SEowfSN8bynpYYCs8HJKS/vfYgQP3ndYW8ANjuay7ihc3fvCdK1e6DstisbBmzRrWrVsHQLly5ejSpQsODg7pmkdEJCuYTCY6derE2LFjuXbtGlFRUdjZ2dG5c2cqVqyYnYVwqW5dEj76CLspU4wOWEeOQNu2RgBr1CgoXz5NU5UuXZqKFSty8OBBgoOD6devn/VDZFnh1i1jScaffjJuFy1qdL1q2ZIrV66wYOZMrl+/nnq7Jk1w8Pam7IEDVNi7l5LHjmE+eBA+/xw+/5zrBQpwqEoVDletyhVPzywJY9nZ2eHj40O9evWejOdWREREROQpke4A1oQJE3BxcaF79+4p7p89ezYxMTH069cvy4oTEREREREREZHHzPHj0KoVRERgadiQCa1bEx4ZyfVt29i2bRslSpTA29ub8uXLY753+UBbWyhY0LikRXz8/QNb/whqWa5cIf7iReyjo43t8uSBJUvA0zNdhxUfH8/8+fM58N+gV8OGDfHz88MmAx20RESyioODA7169WLChAnY2trSs2dPvLy8cqYYW1uj41OvXkaA6McfISgIli+HN94wglnu7o+cplWrVhw9epTTp0+zb98+qlatmg3FZ8L69UbXq+PHjduBgfCf/4CbG0ePHmXOnDnExcU9cPNYGxu2V6nC9ipVcLh9m/JHjlDxwAHKHDtGvqtX8Vm9Gp/Vq7meNy8HKlXiQKVKXPLyynAYKzY2lmXLlnHlyhXatm2b8u9iERERERGxmnQHsL766it+++23VPd7eHjw4osvKoAlIiIiIiIiIvK0ungR/P3h0iWoVo3dX35J+Nq1uLq6UrhwYQ4fPsypU6c4deoUrq6u1K5dm1q1auHq6pr+fdnZGSGqRwSpEuLjCQ4KIqBlS+wiIsDF5X9LQaVRZGQkM2bM4OLFi9jY2NCuXTtq1qyZ/ppFRKwgX758vPHGG5jN5scjFOrmZiy7N3gwDBtmhF7/8x+YMgVGjDDCSg+p093dncaNG7N69WqWL19OuXLlHs9OgzEx/+t6ZbFAkSIwdiy0aoXFYmHzpk2EhIRgsVgoXrw4AQEB6Qo7RUZFYbdsGQ4LF2K3ciX5btygcWgojUNDSSxRgrj27Ynt0IHEGjXSFcY6fPgwK1asYOfOndy4cYMePXqQK50dIUVEREREJP3SHcA6ffo0JUuWTHV/8eLFOXPmTJYUJSIiIiIiIiIij5nwcKPz1YkTULo0ScHBrJszBzC6RdWvX5+bN2+yfft2duzYQVRUVPJyfhUrVsTb25tixYpZbzkkOzsoVCjdm124cIEZM2YQFRWFk5MTPXv2pHjx4lYoUEQk4+zs7HK6hNTKlYPFiyE4GN5801iWMDAQfv3VCC01bPjATRs2bMju3bu5ceMGa9euxd/fP/vqTovQUCNIduyYcXvQICNk5u5OYmIiQUFB7NixA4CaNWtmrNNUvnzw0kvGJSrKCLLNng1BQZhPncJp9GicRo+GEiWgWzfjUrfuI8NYDRs2pECBAsyZM4fTp08zduxYevfu/eAlgkVEREREJEuk+9dlPDw82LNnT6r7d+/eTb58+bKkKBEREREREREReYzExEC7drB3L3h5wfLl7Lt2jfDwcHLlykWtWrUAo6tJ8+bNefPNN+nSpQtFixYlKSmJ/fv3M3HiRH7//Xe2bdv20KWastP+/fuZMGECUVFRFChQgMGDByt8JSKSXm3aGH8//HdZPrZvBx8f6NsXzp+/7ya2tra0bt0agC1btnDlypXsrPjBYmKMrl5Nmhjhq8KFjWUWx44Fd3diYmKYMmVKcvjK39+f9u3bZ36ZP1dXY2nHv/82ltidORO6d4dcueDUKfjuO6hf3whjvf02bNoESUkPnK5s2bIMGjSI3LlzEx4ezrhx4zh2N0wmIiIiIiJWke4AVq9evXj99ddZvXo1iYmJJCYmsmrVKt544w169epljRpFRERERERERCSnxMUZXTc2boTcuWHZMiwlSxIaGgpAvXr1sLe3T7GJra0tVatWZeDAgbz00kvUrFkTW1tbLl++zJIlSxg1ahTBwcFcu3YtBw4ILBYLa9euZc6cOSQkJCT/oDpPnjw5Uo+IyBPP3t4ILh05YnSLMplg2jSjS9aXX8KdO6k2KVu2LOXLlycpKYng4GAsFksOFH6PjRuhRg34/ntjycEBA2DfPiNgBly9epWxY8dy+vRp7O3t6d27Nw0aNMj6zo4uLtCjB8yaBVeuwJw50LMnODvDmTMwapTRXax4caPz2IYN9w1jeXh4EBgYSLFixYiNjWX69Ols2bIl559nEREREZGnVLoDWF988QX16tXDz88PJycnnJyc8Pf3p3nz5owYMcIaNYqIiIiIiIiISE5ISoL+/Y3lpZycjOWRqlbl8OHDXL16FQcHB+rWrfvQKTw9PenQoQPDhg3D39+fvHnzEhsby9atWxkzZgxTpkzh0KFDJD2kk0dWio+PZ+7cuaxZswaA+vXr06tXLxwcHLJl/yIiT7WCBY1uUWFhRkgoJgY++ggqVYJ584xg0z1at26Nra0tp06dYv/+/TlT8+3bRlepRo3g6FFjOdslS2D8eCN4DBw7doxx48YRHh5O7ty5GTRoEOXKlbN+bc7O0LUrzJhhdMaaOxf69DFCWufOwY8/GnUXLQqvvw7r1kFi4j2bO/P8889To0YNLBYLS5cuZcmSJSTeM0ZERERERLJGugNY9vb2zJw5k0OHDjFt2jTmzp3L8ePHGT9+fKrfdhQRERERERERkSeUxWL8MPevv8DW1vihb8OGWCwW1q9fD4C3tzeOjo5pms7JyYkGDRowdOhQnnvuueQfXJ84cYKZM2fy448/sn79em7dumW1Q4qKimLixIns27cPGxsb2rVrR6tWrbCxSfdXZCIi8jC1a0NoqNEFq3BhOHkSunSBFi2MrlL/lTt3bho1agTA8uXLiY2Nzd46N20yul6NGmX8vdevn1FfQABgdEzcsmUL06dPJzY2lqJFixIYGIiHh0f21glGELpzZ+M5vXoVFiwwlnl0c4MLF2D0aGja1AhjLV6cvJmtrS0dOnSgRYsWAGzfvp1p06Zx+/bt7D8GEREREZGnWJq/XWrQoAFff/01Bw8eBKBcuXJ0796ddu3aUbx4casVKCIiIiIiIiIiOeDTT2HMGGMZqSlToHVrwAhMXbhwAVtbW+rXr5/uaU0mE2XKlKF379688cYb+Pj44OTkRGRkJKtWreL7779n7ty5nD17NkuXSbp48SJjx47lwoULODk58fzzz1O7du0sm19ERP7BZDK6NR0+bHTBcnCAVauMwNNrr8GNGwD4+PiQJ08eoqKiWLduXfbUdvs2vPuu0T3qyBHw8jJCSxMnwn+Xo01MTGTJkiUsXboUi8VC9erVeeGFF3B2ds6eGh/G0RE6dDD+fr5yBRYtMsJj7u5w8aLRNWvZsuThJpMJHx8fevXqhb29PSdPnmTs2LE5thSwiIiIiMjTKM0BrJdffpmtW7dSt25dypUrx7vvvktoaKjWCxcRERERERERedr89JMRwAIjhNWrV/JDd7tf1apVK9M/hM6dOzctWrRg2LBhdOrUicKFC5OYmMjevXsZP348f/zxBzt27CA+Pj5T+zl48CATJkwgMjKS/PnzExgYSIkSJTI1p4iIpJGzM3z+ORw8aHTBSkyEn3+GsmXhl1+wxViKEGDz5s1cvXrVuvVs3gy1asF33xlL7b7wAuzfD23bJg+5ffs206ZNY/v27QC0aNGCjh07Ymtra93aMsLBAdq1M8Jjly9D9+4QF2d0y/pHoK18+fIMHDgQd3d3bty4wbhx4zhx4kTO1C0iIiIi8pRJcwCrX79+/P3331y7do0ffviByMhIevTogYeHB/3792fevHnExMRYs1YREREREREREbG2adPgjTeM6599Bq+8kvzQmTNnOH36NDY2NjRs2DDLdmlra0v16tUJDAxk8ODB1KhRA7PZzKVLl1i0aBGjRo1i2bJl3Phvt5S0urtc4qxZs4iPj6d06dIMGjSIvHnzZlntIiKSRiVLwt9/w8qVUKWK0QFryBCoVYtyFy5Qrlw5kpKSCA4Ots4vft+5A++9Bz4+cOgQeHrCwoUwaVJy1yuA69evM3bsWE6ePImdnR09e/bEx8cHk8mU9TVlNQcHmDrVCJPdvm0Es7ZuTTGkYMGCBAYGUqRIEe7cucPUqVMJCwvLoYJFRERERJ4eaQ5g3eXg4EBAQAC///47Fy5cYPHixRQuXJh///vf5M+fn3bt2rFhwwZr1CoiIiIiIiIiIta0ZImxhBEYIayPPkrxcGhoKADVq1fH3d3dKiUUKlSIjh07MmzYMFq0aEHu3Lm5c+cOmzdvZvTo0UybNo0jR46QlJT00HkSEhKYN28eq1atAqBu3br06dMHR0dHq9QtIiJp1Lw57NxpdMHKkwf27oVmzeg6YwZ5IyM5efIkBw4cyNp9bt1qdL365huj61XfvkbXq/btUww7ceIEY8eO5caNG7i7uzNw4EAqVKiQtbVYm709zJ5tPM9RUcYSwnv2pBji4uJCv379qFatGhaLhaCgIIKCgh75d6uIiIiIiDxYugNY/1SvXj2+/PJL9u7dy969e/Hz8+PixYtp2nbkyJF4e3vj6uqKh4cHnTp14vDhwynGWCwWhg8fTqFChXBycsLX15f9+/enGBMbG8trr71G/vz5cXZ2pkOHDpw7dy6zhyYiIiIiIiIi8uxYvx66dTOWhurbF0aNgnu6fVy6dImjR49iMpnw8fGxejm5cuXCx8eH1157jd69e1OmTBkAjh07xl9//cXo0aPZsGHDfTuyR0dHM2nSJPbu3YvJZKJt27a0adMGG5tMfxUmIiJZwdbW6H519Kjxp40N9gsX8urPP+O7ahWrFi0iLi4u8/uJjYX334cGDYwlED09YcECmDIF/tENMSwsjKlTp3Lnzh2KFClCYGAgnp6ema8hJzg5GcfZoAGEh0PLlvCPn73Y2trSqVMn/Pz8AOP4p02bxp07d3KiYhERERGRJ16mvnWKjo4mMjIy+VKgQAHeeustunXrlqbt165dy5AhQ9i8eTMhISEkJCTg7+/PrVu3ksd88803jBo1ip9//pmwsDA8PT1p2bIlUVFRyWPefPNN5s2bx4wZMwgNDSU6Opp27dqRmJiYmcMTEREREREREXk27N5tdAG5c8dYrmj8ePhHWGn9+vUAVK5cmXz58mVbaTY2NpQrV47nnnuO1157jQYNGuDo6EhERAQrVqxg9OjRnD59mgsXLgBw+fJlxo4dy7lz53B0dKRv377UqVMn2+oVEZF0yJfP6IS1axc0a4Y5Lo6m69bxwsiRHB4+HDKzFGFYmNH16quvjK5Xzz1ndL3q0CHFsKSkpOQOUBaLhapVq9KvXz9cXFwydWg5zsUFgoKgZk24cgX8/ODkyRRDTCYTjRo1okePHtjZ2aXoACYiIiIiIuljm94NTp48ydChQ1mzZk2K34SwWCyYTKZ0hZ6WLl2a4vaECRPw8PBg+/btNGnSBIvFwg8//MCHH35Ily5dAJg0aRIFCxZk+vTpvPTSS9y8eZNx48YxZcoUWrRoAcDUqVMpWrQoK1asoFWrVuk9RBERERERERGRZ8exY9CqFdy8CY0bw6xZYGeXYsi1a9eSl4Nq1KhRTlQJQN68efH396dZs2bs27ePsLAwLl68SHh4OBMnTsTLy4tr164RHx9P3rx56dOnT7aGxUREJIOqVoWVK2HePOJefx338+epOnIk8atWYffLL0aQKq1iY+HTT43lBhMToWBB+O036NQp1dA7d+4wZ84cjh8/DkDz5s1p1KgRpns6QD7RcueG5cuhaVM4cABatIB166Bw4RTDKlasSO7cuZkxYwbXr1/nzz//pEePHpQsWTJn6hYREREReQKlO4D13HPPATB+/HgKFiyYpf8RuXnzJmB8mQZG2OvSpUv4+/snj3FwcKBp06Zs3LiRl156ie3btxMfH59iTKFChahSpQobN268bwArNjaW2NjY5NuRkZEAxMfHEx8fn2XHI5lz97XQayIiYj0614qIWJfOsyLy2LtwAduWLTFdvoylWjUS5s41loX6x3nrbversmXLkjdv3sfivFalShUqV67MmTNnCAoKIjIykosXLwJQokQJOnfujJOT02NRq4jIkyxb/03bvj2mFi3YFRhIpfnzsd+yBUudOlgGDCDxs8/Aw+Ohm5u2b8c8aBCm/4aGk3r2JPGHH4xOW/+o/8aNG8yePZvr169jZ2dH+/btqVChAgkJCdY6upzh7g5BQdj6+WE6fhyLnx8Jq1ZBgQIphuXPn5/+/fszZ84cLly4wNSpU2nVqhU1a9bMocJFni36/kBExLp0npXMSOv7xmSxpK+Hr4uLC9u3b6d8+fIZKuxBLBYLHTt2JDw8PPlLvY0bN+Lj48P58+cpVKhQ8tgXX3yR06dPs2zZMqZPn86AAQNSBKoA/P39KVmyJL///nuqfQ0fPpxPP/001f3Tp08nV65cWXpcIiIiIiIiIiKPI7uoKBp9+CFuZ84Q7eVF6MiRxObOnWpcXFxccversmXL4uzsnM2Vpk18fDzh4eFYLBY8PDyenu4lIiLPoNjYWM5v2YJfSAjV9u4FID5XLg716sXJgAAstil/t9wmPp7yM2dSZu5cbJKSuOPuzp6XX+Zigwb3nT8qKopTp06RmJiInZ0dJUuWfOp/NuB05QqNPviAXNeuEVGyJBs//5z4+yyzmJSUxJkzZ4iIiACMYFbhwoX196qIiIiIPLNiYmLo06cPN2/exM3N7YHj0t0By9vbm7Nnz2Z5AGvo0KHs2bOH0NDQVI/98x/2d5c7fJiHjXn//fcZNmxY8u3IyEiKFi2Kv7//Q58syV7x8fGEhITQsmVL7P6x9IGIiGQNnWtFRKxL51kReWzduoW5TRtszpzBUqgQDqtX4/eAZYaWLVsGQPHixenevXt2Vpkmd8+1AQEBOteKiFhBTv2bdm3evMxzc+Ogry/d1q/Hbtcuqo4fT5UNG0j87jssd1e/2LkT24EDMe3fD0BS9+6Yf/yRmvnzc7/eTTt37mTPnj0kJSVRqFAhunXrhst9gkhPpYYNsfj5kfvkSVqPHk1iUBC4uqYaZrFY2LBhA+vWrePatWu4u7vTsWNHHB0dc6BokWeDvj8QEbEunWclM+6uqvco6Q5gjR07lpdffpnz589TpUqVVG/OatWqpXdKXnvtNRYuXMi6desoUqRI8v2enp4AXLp0CS8vr+T7r1y5QsGCBZPHxMXFER4eTp48eVKMadiw4X335+DggIODQ6r77ezs9GF7DOl1ERGxPp1rRUSsS+dZEXmsxMVBr16weTPkyYNp2TLsypW779Do6Gh2794NQNOmTR/rc5nOtSIi1pXd59mmTZuyb98+DgFrvv4av7Nn4YMPMB0+jG379tCuHVSuDN99B4mJxpJ6v/6KTdeu2NxnvqSkJJYvX86WLVsAqFy5Mh07dny2/u6oXBlCQsDXF5stW7Dp2hWCgsDJKdXQZs2aUbBgQebNm8fx48eZPHkyvXv3Jm/evDlQeCbFx4ONDZjNOV2JyCPp37QiItal86xkRFrfM/f7f8hDXb16lePHjzNgwAC8vb2pUaMGNWvWTP4zPSwWC0OHDmXu3LmsWrWKkv/4TcuSJUvi6elJSEhI8n1xcXGsXbs2OVxVu3Zt7OzsUoy5ePEi+/bte2AAS0RERERERETkmZSYCC+8AMuWQa5csGQJVKnywOGbN28mISGBwoULU6JEieyrU0REnnl2dna0bt0agE1bt3K9Uyc4cgTefhtsbWHxYvj6a+Pvth49YP9+6Nr1vnPFxsby119/JYevfH196dq167P5w7eqVY1/B7i6wpo1xnMWF3ffoZUqVWLAgAG4urpy7do1xo4dy+nTp7O33sywWOCXXyBPHmjbFpKScroiEREREXmKpTuANXDgQGrWrMmmTZs4ceIEJ0+eTPFnegwZMoSpU6cyffp0XF1duXTpEpcuXeL27duAsfTgm2++yYgRI5g3bx779u2jf//+5MqViz59+gDg7u7OoEGDePvtt1m5ciU7d+6kb9++VK1alRYtWqT38EREREREREREnk4WCwwdCjNngp0dzJ0LDRo8cPjt27cJCwsDoHHjxphMpuyqVEREBIDy5ctTpkwZEhMTWbp0KRY3N6Pj1b590L49lCwJs2YZf7cVKHDfOcLDwxk3bhzHjh3D1taWbt260bRp02f777U6df7X+So4GPr0gYSE+w4tVKgQgwcPplChQty+fZvJkyezc+fObC44A65cMd4jQ4bArVtG6GzcuJyuSkRERESeYulegvD06dMsXLiQMmXKZHrnv/76K2D8tsm9JkyYQP/+/QH4v//7P27fvs2rr75KeHg49erVY/ny5bjesy75999/j62tLT169OD27dv4+fkxceJEzGonKyIiIiIiIiJi+Pe/4bffwGSCKVOgVauHDt+6dStxcXF4eHhQ7gFLFIqIiFiTyWSidevW/Prrrxw7dozDhw9ToUIFKF8eFi585PanT59m1qxZxMTE4OrqSq9evShUqFA2VP4EaNQIFiwwlnL8+28YOBAmTjSW6vsHV1dX+vfvz/z58zlw4AALFy7k6tWrtGjRApv7jM9xwcHQv78RwnJwAH9/WLQI3nsPOnV6YFhPRERERCQz0v0v4+bNm7N79+4s2bnFYrnv5W74Coz/YA0fPpyLFy9y584d1q5dS5V/tMZ3dHRk9OjRXL9+nZiYGBYtWkTRokWzpEYRERERERERkSfeDz/AF18Y13/5BXr2fOjwuLi45GWa1P1KRERyUr58+WjYsCEAS5cuJT4+Pk3b7dy5k8mTJxMTE4OXlxeBgYEKX/1Ty5YwezaYzUY4e8gQo2PmfdjZ2SV3DwPYtGkTM2fOJDY2Njsrfrjbt+H11yEgwAhfVakCYWFG188aNSA8HN59N6erFBEREZGnVLo7YLVv35633nqLvXv3UrVq1VRrpHfo0CHLihMRERERERERkUyaPBneesu4/sUX8PLLj9xk+/bt3L59m7x581KpUiUrFygiIvJwjRs3Zs+ePdy8eZP169fTvHnzB45NSkpixYoVbNq0CYBKlSrRqVOnVD/LkP/q0AGmTjWWIfztN3B2hm+/NTpm/oPJZMLX15f8+fMzf/58jhw5wvjx4+nduze5c+fO/trvtWePcQz79xu3X38dvvrKWGYR4NdfoWFDmDTJ6PbVpEnO1SoiIiIiT6V0B7Be/u+XdJ999lmqx0wmE4mJiZmvSkREREREREREMm/hQuOHjGCEsD744JGbJCQksHHjRgB8fHwez6WFRETkmWJnZ0erVq2YNWsWGzdupEaNGuTNmzfVuNjYWObOncuRI0cAaNKkCb6+vurk+Ci9ekFMDAwaBP/5D7i6wiefPHB4lSpVyJMnDzNmzODKlSv8+eef9OzZk2LFimVj0f+VlAQ//WQsLxgXBwULGksptm6dclz9+jB4MPzxB7zyCuzcCfb22V+viIiIiDy10v0NWlJS0gMvCl+JiIiIiIiIiDwm1q6FHj0gMRH69YPvvrtvN4t/2rVrF9HR0bi5uVG9evVsKFREROTRKlSoQOnSpUlMTGTp0qVY/rFUXkREBOPHj+fIkSOYzWa6dOlCs2bNFL5Kq4ED4ccfjevDhxv/bniIwoULM3jwYDw9PYmJiWHy5Mns2rXL6mWmcPEitGljhMzj4qB9e9i7N3X46q6RI6FAAThwAL7/PntrFREREZGnXpb9CuPVq1f566+/smo6ERERERERERHJqJ07jSWFYmONP8eOhTR0skpKSmLDhg0ANGzYELPZbO1KRURE0sRkMtGmTRtsbGw4evRocpcrgDNnzvDnn39y5coVnJ2d6d+/P1WrVs3Bap9Qr78OI0YY199911i27yHc3NwYMGAAFStWJDExkQULFrBixYpU4TirWLAAqlaF5cuNZQZ//dW4r0CBB2+TN6+xvCLAZ5/B6dPWr1NEREREnhnpXoLwfksPAhw/fpy5c+fSu3fvTBclIiIiIiIiIiIZdOQItGoFkZHQpAnMmAG2afsKaN++fURERJArVy5q1apl5UJFRETSJ1++fDRo0IANGzawdOlSSpUqxYEDB1i0aBGJiYkULFiQ3r174+7untOlPrnefx+io40g1quvgrMzvPDCA4fb29vTvXt3Vq1aRWhoKBs2bODatWt06dIFe2ss8XfrFrz9Nvz+u3G7Rg2YPh0qVkzb9i+8ABMmGJ1CX3/dCG2JiIiIiGSBdAew5s2bl+J2YmIiZ8+eJTIyks8//zzLChMRERERERERkXQ6dw78/eHqVahZExYuNLpCpIHFYiE0NBSA+vXrY2dnZ81KRUREMqRJkybs3buXiIgIJk6cyIULFwBjicLOnTtbJ/TzrPniCyOE9dNPMGAA5MoF3bo9cLjJZMLPz48CBQqwcOFCDh8+zPjx47M+DLd9O/TpY4TNTSZ45x34/HNwcEj7HCYT/PILVK9u/Dtp4UKjW6iIiIiISCalO4C1c+fOVPclJCTw5ptvcuDAgSwpSkRERERERERE0un6daPz1enTULYsLF0K6fih56FDh7h69SoODg54e3tbsVAREZGMs7e3x9/fnzlz5iSHrxo1akTz5s0xmUw5XN1TwmSC7783uk2NGwe9exuB7rZtH7pZtWrVyJMnDzNnzuTy5cv88MMP2KRhCeRHlpOURIMNG/BduRJzUhKRbm4s6NKFU66u8M03GZqzeYMG+KxfT8QLL/Dba68Rn03BPTs7Ozp37kz58uWzZX8iIiIikn0y/y9fwNbWljfffJO5c+dmxXQiIiIiIiIiIpIe0dHGD0UPHIDChWH5cvDwSPPmFouF9evXA1C3bl0cHR2tVamIiEimVapUiUqVKmFvb0+nTp3w8/NT+Cqr2dgYy/z16gUJCdC1K6xa9cjNihYtSmBgIF5eXgAkJSVl6uISHs5zEyfiFxKCOSmJAxUr8tvLL3OiRIlMzbumcWMi3N3JffMmjVavznSdab3ExsayZMkSYmNjrf0KioiIiEg2S3cHrAc5ffo0JUuWzKrpREREREREREQkLWJjoUsX2LIF8uY1wlclSqRrihMnTnDx4kXs7OyoV6+edeoUERHJIiaTiW7dupGUlITZbM7pcp5eZjNMngwxMf9bqi8kBBo0eOhmuXPnZvDgwURFRWVq97bz5uH0xhuYbt7E4uzMna+/5v/Zu+8oKcqsAeNPTyDnnHOWJDCA5CTJgAFFMWDAHFZd065r/NR11TWvYQVFRYKomMgYSCLMkJEkkpPkDBP7+6NWXFYQBrpnCM/vnD5UV1W/9zYMNd1Vt+5b7soruTlCxXZx9evDZZfRcto0Gv7zn2TUrh2RcQ8nIyOD999/n23btjFhwgQ6d+4c1XiSJEnKWpkuwHrllVd+t27Dhg28++67nHfeeQdtv/POO48vO0mSJEmSJB1eejpcdVVwMTRvXhg5EurUyfQwv3a/atSoEXnz5o10lpIkRVwoFLL4KivEx8PQob8VX3XrBt9+C2ee+YcvC4VCFChQ4Nhi7toFd94JAwYEz5s2JTRwILmrVyf3sY14aL16weDBhD7/nHz33w/ffRdMvxhF3bp1Y9CgQUybNo0zzzyT4sWLRzWeJEmSsk6mC7BefPHFQ67PlSsX48aNY9y4cUDw4doCLEmSJEmSpCgJh+HWW2HYsODi6PDhcAzdq1atWsXKlSuJiYmhRYsWUUhUkiSd1HLlCj5ndO0KkydD584wYcIxFX0f0Q8/wBVXwLJlwTSIf/0rPPJI8FknGl55JSgsmzgx6PbVp0904vxH9erVqVmzJosXL2bkyJFcffXVTp8pSZJ0ish0Adby5cujkYckSZIkSZIy46GH4N//Djo1fPghnH32MQ3za/erhg0bHnunCkmSdGrLmxe++go6dYKkpODPSZOgatXIjJ+WBk8/DU88EXT4rFABBg6E1q0jM/7hVKgAjz4KDzwA994L550XTOkcRV26dOHnn39mxYoV/Pjjj9StWzeq8SRJkpQ1YrI7AUmSJEmSJGXSZ5/B3/8eLL/5JlxyyTENs379epYuXUooFKJly5aRy0+SJJ16ChaE0aOhbl1Yvx46doTVq49/3OXLoW3boBAqPR1694Y5c6JffPWru++GM86AzZvhL3+JerjChQsf+Nw1duxYUlJSoh5TkiRJ0WcBliRJkiRJ0slkzx64885g+b774MYbj3moyZMnA1C3bl2KRLnbgyRJOgUULRpM2VejBqxcGRRhbdhw7OMNHAgNGsD330OBAsHzDz+EQoUilvIRxcfDG28Ey//+dzANYpS1bNmSwoULs2vXLiZMmBD1eJIkSYo+C7AkSZIkSZJOJv/3f0G3iUqV4LHHjnmYzZs3s2DBAgBatWoVmdwkSdKpr1QpGD8eKlaEn34KpkHesiVzY2zfDldcAVddBbt2QcuWMHt2sC47tG4N11wTLN98czAlYhTFx8fTtWtXAH744Qc2b94c1XiSJEmKPguwJEmSJEmSThY//gj//Gew/OqrkCfPMQ/1a/ermjVrUqJEiUhkJ0mSThfly8PXX0Pp0jB/PnTtCjt3Ht1rJ00Kul4NGgSxsfDEE/Ddd1C5clRTPqJnn4XChYPpD197LerhatSoQY0aNcjIyGDUqFGEw+Gox5QkSVL0WIAlSZIkSZJ0MgiH4dZbg44MPXrAuece81Dbt29n7ty5ALRu3TpSGUqSpNNJ1apBJ6xixSApCc45J5gq+XBSU+Fvf4N27WDVquD1kyfDww9DXFyWpX1YxYvDP/4RLD/8MKxdG/WQXbt2JTY2lmXLlrFw4cKox5MkSVL0RLQAa+LEiezYsSOSQ0qSJEmSJAlg4ECYOBFy54aXXz6uoaZMmUI4HKZKlSqULVs2QglKkqTTTp06MHYsFCwYFFNdeCEkJ/9+v59+CqYZfOopyMiAa6+FWbOgefOsz/mPXH89nHUW7N4Nd98d9XCFCxemZcuWAIwZM4aUlJSox5QkSVJ0RLQAq127dlSpUoV//toKX5IkSZIkScdv2za4995g+ZFHoGLFYx5q9+7dzJo1C4BWrVpFIjtJknQ6O/NMGDUK8uaFceOgV6+g2xUEHTzfeSfYJzERChWCjz4K1uXPn61pH1JMDLzxRjA14rBhMHp01EO2atWKQoUKsXPnTiZOnBj1eJIkSYqOiBZgLV++nE8++YTNmzdHclhJkiRJkqTT20MPwcaNULs23HPPcQ01depU0tPTKVeuHJUqVYpMfpIk6fR21lnw5ZeQKxd8/jn06QObNsEllwRdpfbsCaYenDs3WHcia9AA7rwzWL7tNti3L6rh4uPj6dKlCxB8TvMamyRJ0skpogVYFStWpF27dvz973+P5LCSJEmSJEmnr8REePPNYPn11yFHjmMeat++fSQlJQHQunVrQqFQJDKUJEmC9u3hk08gPh4GD4YKFX57/o9/wPjxUL58dmd5dB5/HMqWhWXLIAuuedWsWZNq1aqRkZHB6NGjCYfDUY8pSZKkyMp0AdbOnTv/8CFJkiRJkqQISU+HW24Jpu+58sqgc8RxmDZtGikpKZQsWZLq1atHJkdJkqRfde8OgwYFU/nt3w81a8LUqXD//cG0fieL/PnhpZeC5X/8A5YsiWq4UChEt27diI2N5eeff2bRokVRjSdJkqTIy3QBVqFChShcuPDvHr+ulyRJkiRJUoS89RbMmAEFC8Lzzx/XUMnJyUybNg2AVq1a2f1KkiRFR8+eMGpUULg0YwY0bpzdGR2biy+Grl0hJQVuvTUoiI+iIkWK0KJFCwDGjBlDampqVONJkiQpsuKO5UUff/wxRYoUIRwO0717d/r160fZsmUjnZskSZIkSdLpa8MG+Otfg+Wnn4aSJY9ruBkzZrB//36KFClCnTp1IpCgJEnSYXTuHDxOZqEQvPYa1K0LX38NQ4bA5ZdHNWTr1q2ZO3cuO3bsYNKkSXTo0CGq8SRJkhQ5me6ABdCyZUvatm1Lu3btiI2NpVGjRrRt25a2bdtGOj9JkiRJkqTT0333wY4dQdeIm246rqHS0tKYOnUqEHS/iok5plNCkiRJp5eqVX8riL/nnuCzWRTFx8fTpUsXAL7//nu2bNkS1XiSJEmKnEyfbStSpAhr1qwBYPv27ezdu5dzzz2XOXPmRDw5SZIkSZKk09J338HAgUHnhTfegNjY4xpu1qxZ7N69mwIFClC/fv3I5ChJknQ6uP9+qFEj6E76t79FPVytWrWoWrUq6enpjB49mnCUpz6UJElSZGS6AKtNmzZcc801PPPMM5x//vk0adKEe++9l7Zt2zJgwIAopChJkiRJknQaSUmBW28Nlm++GRISjmu49PR0vv/+ewBatGhB7HEWc0mSJJ1WcuaE118Pll9/HWbMiGq4UChEt27diImJYenSpSxevDiq8SRJkhQZmS7Aev3116lbty4ffPABBQoUYODAgdx8882MGTOGRx99NBo5SpIkSZIknT5eeAEWLoQSJeCpp457uPnz57N9+3by5s1Lo0aNIpCgJEnSaaZjR7j8csjICArk09OjGq5o0aK0aNECgNGjR5OamhrVeJIkSTp+mS7AKlWqFIMGDeLHH3/kq6++onr16gA0a9aMGVGu+pckSZIkSTqlrVwJTzwRLD//PBQufFzDhcNhJk+eDEDz5s2Jj48/3gwlSZJOTy+8AAUKQFISvPVW1MO1bt2aAgUKsGPHjgOf5yRJknTiynQB1h8pVqxYJIeTJEmSJEk6vfzpT7BvH7RpA1deedzDLVy4kM2bN5MzZ04SjnMqQ0mSpNNaqVK/dSf9619hw4aohsuRIwddunQBYMqUKWzdujWq8SRJknR84jL7gnvuuecPt7/wwgvHnIwkSZIkSdJp68sv4fPPIS4OXn8dQqHjGu6/u181bdqUnDlzRiJLSZKk09ctt8CAATBjBtx7LwwcGNVwtWvXpkqVKixbtozRo0fTu3fvqMaTJEnSsct0AdasWbMOLE+ePJnGjRuTO3duAELHeWJQkiRJkiTptLR3L9x5Z7B8zz1wxhnHPeTPP//M+vXriY+Pp3nz5sc9niRJ0mkvNhbefBOaNoUPP4TrroMOHaIWLhQK0a1bN9544w1++uknFi9eTM2aNaMWT5IkSccu0wVY33777YHl/PnzM2jQIKpUqRLRpCRJkiRJkk4rTz0FK1ZA+fLwyCMRGXLSpEkANG7cmDx58kRkTEmSpNNekyZBJ6zXX4dbb4U5cyCKnUaLFSvGWWedxZQpUxg9ejRVqlQhPj4+avEkSZJ0bGKyOwFJkiRJkqTT2qJF8NxzwfIrr0DevMc95MqVK1m1ahWxsbGcddZZxz2eJEmS/stTT0HJkrB4MTz/fNTDtWnThgIFCrB9+3amTJkS9XiSJEnKPAuwJEmSJEmSsks4DLfdBqmpcM450KNHRIadPHkyAA0aNKBAgQIRGVOSJEn/UagQvPBCsPzkk7BsWVTD5ciRg86dOwMwZcoUtm3bFtV4kiRJyrxMT0H4xRdfHFjOyMjg66+/Zv78+QfWnX/++ZHJTJIkSZIk6VQ3eDB88w3kyhV0vwqFjnvIdevWsXTpUkKhEK1atYpAkpIkSfqdyy+Hd96Br7+GO+6Ar76KyGe5w6lTpw6VK1dm+fLljBkzhssuuyxqsSRJkpR5mS7AuuCCCw56ftNNNx1YDoVCpKenH3dSkiRJkiRJp7wdO+Cee4Llv/0NqlSJyLC/dr+qW7cuhQsXjsiYkiRJ+h+hEPzrX1C/PowcCcOHw0UXRTFciG7duvHmm2+yePFilixZQo0aNaIWT5IkSZmT6SkIMzIyDvuw+EqSJEmSJOkoPfww/PIL1KgB994bkSE3bdrEwoULAex+JUmSFG01a8L99wfLd94Ju3ZFNVzx4sVp3rw5AKNHjyYtLS2q8SRJknT0Ml2AJUmSJEmSpOM0c2bQMQGCP3PmjMiwU6ZMAaBWrVqUKFEiImNKkiTpD/z1r0En07Vr4bHHoh6uTZs25M+fn23bth347CdJkqTsl+kpCF955ZU/3H7nnXceczKSJEmSJEmnvPR0uOUWyMiAyy6DTp0iMuy2bduYO3cuYPcrSZKkLJM7N7z2GnTvDi+/DH36BNMSRknOnDnp3Lkzn3zyCZMnT6ZBgwYUKlQoavEkSZJ0dDJdgPXiiy8ecn04HGb16tUWYEmSJEmSJP2Rfv1g+nTInx9eeCFiw37//feEw2GqVKlC2bJlIzauJEmSjqBbN7j4YvjkE7j5Zpg8GWKiNwnNGWecwYwZM1ixYgVjxoyhV69eUYslSZKko5PpT3/Lly8/5GPRokWEw+Fo5ChJkiRJknRq2LgR/vKXYPnJJ6F06YgMu2vXLmbNmgVA69atIzKmJEmSMuGllyBfPpg6Fd55J6qhQqEQ3bp1IyYmhkWLFrF06dKoxpMkSdKRRaz8PhQKEQqFIjWcJEmSJEnSqeeBB2DbNmjYEG69NWLDTp06lfT0dMqXL0/FihUjNq4kSZKOUrly8PjjwfIDD8DmzVENV6JECZo2bQrAqFGjSEtLi2o8SZIk/bHo9T+VJEmSJEnSbyZNggEDIBSCN96AuLiIDLt3716SkpKAoPuVN8hJkiRlkzvvhPr1YetWuP/+qIdr164d+fLlY+vWrUydOjXq8SRJknR4mS7AiomJITY29nePPHnyRCM/SZIkSZKkk19qKtxyS7B8ww3QvHnEhp4+fTqpqamUKlWKatWqRWxcSZIkZVJcXFBoD/DuuzB5clTD5cyZk86dOwMwceJEduzYEdV4kiRJOrxM32o5fPjwQ65PSUnhsssuO+6EJEmSJEmSTjkvvww//gjFisHTT0ds2OTkZKZNmwZAq1at7H4lSZKU3Vq0gL59oV+/oAB/5kyIj49auLp16zJjxgxWrlzJmDFjuPTSS6MWS5IkSYeX6QKsHj16HHJ9cnLycScjSZIkSZJ0ylm9Gh57LFh+9lkoWjRiQyclJbF//36KFi1K7dq1IzauJEmSjsMzz8Bnn8H8+fDSS3DffVELFQqF6N69O2+++SYLFy7k559/pmrVqlGLJ0mSpEPL9BSEkiRJkiRJyoS77oI9e6BlS+jTJ2LDpqamMnXqVCDofhUT42keSZKkE0LRokHhPQSF+KtWRTVciRIlaNq0KQCjRo0iLS0tqvEkSZL0e5nugHXPPfcccn16evpxJyNJkiRJknRKGTkSPv0UYmPhjTcggkVSs2fPZs+ePRQsWJB69epFbFxJkiRFQJ8+8M47MHky/OlPMHx4VMO1a9eO+fPns2XLFn744QdatWoV1XiSJEk6WKYLsGbNmnXYbW3atDmuZCRJkiRJkk4Z+/bBHXcEy3fdBREskkpPT2fKlCkAtGjRgtjY2IiNLUmSpAiIiQkK8M88M5iO8Kuv4NxzoxYuV65cnH322Xz22WdMnDiRevXqUbBgwajFkyRJ0sEyXYD17bffRiMPSZIkSZKkU8szz8CyZVC2LDz6aESHTkpKYseOHeTNm5czzzwzomNLkiQpQurWhbvvhueeCwrzO3SAPHmiFq5+/frMnDmTVatWMXbsWC655JKoxZIkSdLBjqvv/erVq1mzZk2kcpEkSZIkSTo1LFkSFGABvPQS5M8fsaF379594Aa5du3aER8fH7GxJUmSFGGPPALly8OKFfDkk1ENFQqF6NatG6FQiAULFrBs2bKoxpMkSdJvMl2AlZaWxsMPP0zBggWpVKkSFStWpGDBgvztb38jNTU1GjlKkiRJkiSdPMJhuO02SEmBLl3g4osjOvz48eNJTk6mdOnSNGrUKKJjS5IkKcLy5YNXXgmWn38e3n4b1q+PWrhSpUqRkJAAwKhRo0hPT49aLEmSJP0m0wVYt99+O//+97959tlnmTVrFrNmzeLZZ5+lf//+3HHHHdHIUZIkSZIk6eQxbBiMHw85c8Jrr0EoFLGhV69ezZw5cwDo3r07MTHH1dxckiRJWaFHDzjvPEhNhRtvhDJloHFjePhhmDoVIlwk1b59e/LmzcvmzZv54YcfIjq2JEmSDi3TZ+kGDx7MgAEDuOmmm6hfvz7169fnpptu4p133mHw4MHRyFGSJEmSJOnksHMn3HVXsPyXv0C1ahEbOiMjg5EjRwJw5plnUq5cuYiNLUmSpCgKheDDD+Gxx6BJk2DdzJnBlIQtWkCJEtC7NwwcCJs2HXe4XLly0alTJwAmTJjAzp07j3tMSZIk/bFMF2DlypWLSpUq/W59pUqVyJEjRyRykiRJkiRJOjk9+mgwpUzVqvDAAxEdOikpiQ0bNpArVy46duwY0bElSZIUZfnzB58VExNhwwZ47z3o1QsKFYKtW2HwYLjqKihZEpo3h8cfD/bNyDimcA0aNKB8+fKkpqYyduzYyL4XSZIk/U6mC7Buu+02/u///o/k5OQD65KTk3nqqae4/fbbI5qcJEmSJEnSSWP2bHjllWD5X/+CXLkiNvSePXv45ptvAOjQoQN58+aN2NiSJEnKYiVLwtVXw5AhQcerSZOC7qkNG0I4DNOmBd2ymjaFUqWgTx8YOhS2bTvqEKFQiO7duxMKhfjxxx9Zvnx51N6OJEmSIC6zL5g1axZff/015cqVo0GDBgDMmTOHlJQUOnbsyEUXXXRg308//TRymUqSJEmSJJ2oMjLg1luDPy+5BLp0iejw48ePJzk5mVKlStG4ceOIji1JkqRsFBcHrVoFj6efhrVrYfRoGDkSxo0LCrTefz94xMTAWWdB9+7Bo0GDYHrDwyhVqhRNmjQhMTGRUaNGcdNNNxEbG5uFb06SJOn0kekCrEKFCnHxxRcftK58+fIRS0iSJEmSJOmk8+67MHUq5MsHL74Y0aFXr17N7NmzAejevTsxMZluaC5JkqSTRdmycP31wSMlBaZMCYqxRo2CH38Mnk+ZAg89BKVLQ7duQTFWp05QsODvhmvfvj0//vgjmzZtYtq0abRo0SIb3pQkSdKpL9MFWO+++2408pAkSZIkSTo5bd4M998fLD/+eHDRLEIyMjIYNWoUAA0bNvQmOEmSpNNJjhzQvn3weO45WLkyKMQaORK+/hrWr4d33gkev3bS6t49KMo64wwIhcidOzedOnXiiy++YMKECdSrV4/8+fNn9zuTJEk65RzzLZObNm1i8uTJTJkyhU2bNkUyJ0mSJEmSpJPHgw/C1q1Qrx7ccUdEh54xYwbr168nV65cdOrUKaJjS5Ik6SRTsSLcfDN88QVs2QJjxsBdd0GNGpCWBt99F9wYUK/eQfs2rFaNcuXKkZKSwrhx47L7XUiSJJ2SMl2AtWfPHq677jpKly5NmzZtaN26NWXKlOH6669n7969mRpr4sSJnHfeeZQpU4ZQKMRnn3120PZrrrmGUCh00KN58+YH7ZOcnMwdd9xBsWLFyJs3L+effz5r1qzJ7NuSJEmSJEnKvO+/h/79g+U33oD4+IgNvXfvXr755hsgmDomb968ERtbkiRJJ7lcuaBz52D668WL4aef4JVXoGtXyJkTVq+Gt96CHj0IFSvGle+/T7OpU1n37besWL48u7OXJEk65WS6AOuee+5hwoQJfPnll2zfvp3t27fz+eefM2HCBP785z9naqw9e/bQoEEDXnvttcPu07VrV9avX3/gMXLkyIO233XXXQwfPpwhQ4YwefJkdu/ezbnnnkt6enpm35okSZIkSdLRS0uDW24Jlq+7Dlq2jOjw48ePZ//+/ZQsWZImTZpEdGxJkiSdYqpVC7qxjhoVdGf96iu47TaoVAlSUsg5cSJdx4zh9tdeo3DTpmT87W/gtTRJkqSIicvsCz755BM+/vhj2rVrd2Bd9+7dyZ07N5deeilvvPHGUY/VrVs3unXr9of75MyZk1KlSh1y244dO+jfvz8ffPDBgTb8AwcOpHz58owfP54uXbocdS6SJEmSJEmZ8uqrMHcuFCkC//hHRIdeu3Yts2bNAoLzLjExmb6HTpIkSaerPHngnHOCx6uvBh2yRo4k/auvYOJECm7eDE89BTEx8MQT2Z2tJEnSKSHTBVh79+6lZMmSv1tfokSJTE9BeDS+++47SpQoQaFChWjbti1PPfUUJUqUAGDGjBmkpqbSuXPnA/uXKVOGunXr8v333x+2ACs5OZnk5OQDz3fu3AlAamoqqampEX8POja//lv4byJJ0eOxVpKiy+OsdApbu5a4Rx4hBKQ99RThggUhQv/XMzIyGDFiBAD16tWjdOnSHkf+gMdaSYouj7PSKaBq1aA71h13MHfKFDY98wxdx4yB//s/0po2JWxDg2znsVaSosvjrI7H0f7chMLhcDgzA3fs2JGiRYvy/vvvkytXLgD27dtHnz592Lp1K+PHj898tkAoFGL48OFccMEFB9YNHTqUfPnyUbFiRZYvX87DDz9MWloaM2bMIGfOnAwaNIhrr732oGIqgM6dO1O5cmXeeuutQ8Z67LHHePzxx3+3ftCgQeTJk+eY8pckSZIkSaePJs89R9kpU9hasyaT/v73oHtAhGzevJk1a9YQExND7dq1iY+Pj9jYkiRJOr2Fw2GWLl1Ku6FDaZKUxP58+Zj44ovsK148u1OTJEk6Ie3du5fevXuzY8cOChQocNj9Mt0B6+WXX6Zr166UK1eOBg0aEAqFmD17Nrly5WLMmDHHlfT/6tWr14HlunXr0qRJEypWrMiIESO46KKLDvu6cDhMKBQ67Pa//OUv3HPPPQee79y5k/Lly9O5c+c//MtS1kpNTWXcuHGcffbZnmyWpCjxWCtJ0eVxVjo1hcaNI27KFMIxMeT/4AO6N2wYsbH37t174Iayjh07kpCQELGxT1UeayUpujzOSqee1NRURpQsSZkHHqDM+vU0/ec/yT19OjH/abygrOexVpKiy+Osjsevs+odSaYLsOrWrctPP/3EwIEDWbRoEeFwmMsuu4wrrriC3LlzZzrRzChdujQVK1bkp59+AqBUqVKkpKSwbds2ChcufGC/jRs30qJFi8OOkzNnTnLmzPm79fHx8f5nOwH57yJJ0eexVpKiy+OsdArZvx/+9CcAQnfcQXyEC6QmTpzIvn37KFmyJM2bNycmgp21TnUeayUpujzOSqeO+Ph4el55JT/ExlL4+usptGgRiy+9lEqffXbI62fKOh5rJSm6PM7qWBztz0ymC7AAcufOzQ033HAsLz0uW7ZsYfXq1ZQuXRqAxo0bEx8fz7hx47j00ksBWL9+PfPnz+fZZ5/N8vwkSZIkSdIp7tlnYelSKF0anngiokOvW7eOmTNnAtCtWzeLryRJkhQ1oVCIs3r3ZsXmzVT605+oOXo0Y2+/nabPPUehQoWyOz1JkqSTTqYLsL744os/3H7++ecf9Vi7d+9m6dKlB54vX76c2bNnU6RIEYoUKcJjjz3GxRdfTOnSpVmxYgV//etfKVasGBdeeCEABQsW5Prrr+fPf/4zRYsWpUiRItx7773Uq1ePTp06ZfatSZIkSZIkHd7s2fDkk8HyCy9AgQIRGzocDjNy5EgA6tevT8WKFSM2tiRJknQ4le68k52LF1Pg9ddp+/77DCxcmM533EH58uWzOzVJkqSTSqYLsC644ILDbguFQqSnpx/1WElJSbRv3/7A83vuuQeAPn368MYbbzBv3jzef/99tm/fTunSpWnfvj1Dhw4lf/78B17z4osvEhcXx6WXXsq+ffvo2LEjAwYMIDY2NrNvTZIkSZIk6dD27YPevSE1Fc4/H3r1iujws2bNYu3ateTIkcObyiRJkpSlCrz8MmmzZ5Pz++859733eDdXLrr37En9+vWzOzVJkqSTxjFNQbhhwwZKlChx3MHbtWtHOBw+7PYxY8YccYxcuXLx6quv8uqrrx53PpIkSZIkSYd0//2wcCGUKgX9+kEoFLGh9+3bx/jx44HgXMl/33gmSZIkRV1cHHEff0z4zDMp+csvdP3iC4bHxLBp0yY6dOhAKIKffSVJkk5VMdmdgCRJkiRJ0glt5Eh47bVgecAAKF48osN/88037Nu3j+LFi9O0adOIji1JkiQdldKlCQ0eTDgmhoZz5nDmrFlMnjyZjz76iJSUlOzOTpIk6YRnAZYkSZIkSdLhbNwI114bLN95J3TpEtHh161bR1JSEgDdu3cnNjY2ouNLkiRJR619e0L/938AnDt6NGU2bmTRokW8++677NixI5uTkyRJOrFlugArFAqxa9cudu7ceciHJEmSJEnSKSEchuuvD4qwzjgDnnkmwsOHGTlyJAD16tWjUqVKER1fkiRJyrQHH4Tu3YlJSeGaESMoHBPDhg0b6NevH2vWrMnu7CRJkk5YmS7ACofD1KhRg8KFCx/0KFSoEIULF45GjpIkSZIkSVnvrbfgq68gRw4YNAhy547o8LNnz2bt2rXkyJGDs88+O6JjS5IkScckJgY++AAqViR+5Upunj6dEsWLs3v3bgYMGMC8efOyO0NJkqQTUlxmX/Dtt99GIw9JkiRJkqQTx6JFcM89wfIzz0D9+hEdft++fYwfPx6Atm3bkj9//oiOL0mSJB2zIkXgo4+gVStyfPUVN7RuzbAaNViyZAmffvopmzdvpl27doRCoezOVJIk6YSR6QKstm3bRiMPSZIkSZKkE0NKClxxBezbB506wZ/+FPEQ3377LXv37qV48eI0a9Ys4uNLkiRJx6VpU3jxRbj9duIeeohe33zD18WK8f333zNx4kQ2b97MBRdcQHx8fHZnKkmSdELI9BSEkiRJkiRJp7RHHoGZM4M7/997L5iGJYI2bNhAUlISAN26dSM2Njai40uSJEkRceutcNllkJZGzOWXc3aDBvTo0YOYmBgWLFjAu+++y86dO7M7S0mSpBOCBViSJEmSJEm/+u47ePbZYPntt6FMmYgOHw6HGTlyJOFwmDPOOIPKlStHdHxJkiQpYkIh+Pe/oWZNWLsWrriChvXq0adPH/LkycP69et5++23WbduXXZnKkmSlO0swJIkSZIkSQLYtg2uvhrCYbj+erjoooiHmDNnDqtXryY+Pp7OnTtHfHxJkiQpovLnh08+gTx5YPx4+L//o0KFCvTt25fixYuze/du3n33XX788cfszlSSJClbWYAlSZIkSZIUDsMtt8Dq1VCtGrz0UsRD7N+/n/HjxwPQtm1bChQoEPEYkiRJUsSdcQa8+Waw/MQTMGYMhQsX5vrrr6d69eqkpaXx8ccfM2HCBMLhcPbmKkmSlE0yXYD12GOPsXLlymjkIkmSJEmSlD0GDoShQyE2NljOly/iIb799lv27NlDsWLFaN68ecTHlyRJkqLmqqvgppuCGxeuuAJWryZnzpxcdtllBz7bfvfdd3z66aekpqZmc7KSJElZL9MFWF9++SVVq1alY8eODBo0iP3790cjL0mSJEmSpKyxfDncdluw/Oij0KxZxENs2LCBxMREALp160ZsbGzEY0iSJElR9dJL0KgRbNkCvXpBSgoxMTF06dKF8847j5iYGObPn8+AAQPYtWtXdmcrSZKUpTJdgDVjxgxmzpxJ/fr1ufvuuyldujS33HLLgZOIkiRJkiRJJ420tOBu/l27oEUL+MtfIh4iHA4zatQowuEwderUoUqVKhGPIUmSJEVdrlwwbBgULAhTp8IDDxzY1KhRI6666ipy587NunXr6NevH+vXr8/GZCVJkrJWpguwAOrXr8+LL77I2rVreeedd1i7di0tW7akXr16vPzyy+zYsSPSeUqSJEmSJEXeM8/AlCmQP38w9WBcXMRDzJ07l1WrVhEfH0/nzp0jPr4kSZKUZapUgfffD5Zfegk+/vjApkqVKtG3b1+KFSvGzp07effdd1m4cGH25ClJkpTFjqkA61cZGRmkpKSQnJxMOBymSJEivPHGG5QvX56hQ4dGKkdJkiRJkqTImzYNHnssWP7Xv6By5YiH2L9/P+PGjQOgTZs2FCxYMOIxJEmSpCx1/vlw333B8nXXwU8/HdhUpEgRrr/+eqpWrUpqaiofffQRkyZNIhwOZ1OykiRJWeOYCrBmzJjB7bffTunSpbn77rs588wzWbhwIRMmTGDRokU8+uij3HnnnZHOVZIkSZIkKTJ274Yrr4T0dOjVK1iOgu+++449e/ZQtGhRzjrrrKjEkCRJkrLcU09B69bBVN49e8LevQc25cqVi969e9O0aVMAvvnmG4YPH05aWlp2ZStJkhR1mS7Aql+/Ps2bN2f58uX079+f1atX88wzz1CtWrUD+1x99dVs2rQpoolKkiRJkiRFzF13wdKlUL48vPEGhEIRD/HLL78wffp0ALp160ZsbGzEY0iSJEnZIj4ehgyBEiVg7ly4/faDNsfExNCtWzfOOeccQqEQ8+bN47333mP37t3ZlLAkSVJ0ZboA65JLLmHFihWMGDGCCy644JAnD4sXL05GRkZEEpQkSZIkSYqoTz+F/v2Doqv334fChSMeIhwOM2rUKMLhMLVr16Zq1aoRjyFJkiRlqzJlYPBgiImBd9+Fd9753S5NmjThyiuvJFeuXKxZs4Z+/fqxYcOGbEhWkiQpujJdgPXwww9TtmzZ363PyMhg1apVrFq1irVr10YkOUmSJEmSpIhauxZuuCFYvv9+aNcuKmHmz5/PypUriYuLo0uXLlGJIUmSJGW7Dh3giSeC5dtugzlzfrdLlSpV6Nu3L0WLFmXHjh288847LF68OIsTlSRJiq64zL5g7ty5h1y/ZcsWOnXqRIMGDShWrBhjx4497uQkSZIkSZIiJiMDrrkGtm6FRo1+u1AUYcnJyQfOi7Rp04aCBQtGJY4kSZJ0QvjLX2DKFBg1Cnr2hKQk+J/PwEWLFuX6669n2LBhLF++nCFDhtCpUydatGhBKArTgUuSJGW1TBdgNWzYkFAoRDgcPrDu1+ehUIiZM2dGNEFJkiRJkqSIePllGD8ecueGDz+EHDmiEua7775j9+7dFClShLPOOisqMSRJkqQTRkwMfPBBcJPD0qVw/fUwbFgw5fd/yZ07N1dccQWjR48mKSmJ8ePHs2nTJjp16kRMTKYn7Ym4uLg4ckTpO4IkSTr1ZboAC2DatGkUL178oHUbN26kefPmEUlKkiRJkiQpoubOhQcfDJb/+U+oVSsqYTZu3Mi0adMA6NatG3Fxx3TqRZIkSTq5FC0aFF21agWffBLc/HDXXb/bLTY2lnPOOYfixYszevRo5syZw5xDTFuYHUKhED179qROnTrZnYokSToJHVM5eYUKFahYseJBjwoVKkQ6N0mSJEmSpOO3bx9ccQWkpMC558LNN0clTDgcZtSoUYTDYWrVqkW1atWiEkeSJEk6ITVtCi+8ECzfdx98//0f7NqUK664gvz582dRckf26+f55OTk7E5FkiSdhI7pNswxY8ZQrFgxChQoQKVKlShbtmyk85IkSZIkSYqMBx+E+fOhRAno3/93U6FEyo8//siKFSuIi4ujS5cuUYkhSZIkndBuuw0mT4ahQ6FXL5g5E/5nVp1fVa1albvvvjuLEzy09PR03njjDbZu3cp3333n53lJkpRpx1SA1adPnwPLoVCIChUq0LNnz4glJUmSJEmSFBFjxsArrwTL774bFGFFQXJyMmPHjgWgVatWFCpUKCpxJEmSpBNaKARvvw2zZ8PixXDllTByJMTGHmb36NwckVlxcXF069aNDz/8kGnTpnHmmWdSIkrfHSRJ0qkp01MQZmRkkJGRwf79+1m7di0TJ06kb9++DBo0KBr5SZIkSZIkHZtNm+Caa4Ll226D7t2jFmrixIns2rWLwoUL07Jly6jFkSRJkk54+fPDxx9D7twwdiw8+WR2Z3RUqlWrRq1atQiHw4wcOZJwOJzdKUmSpJNIpguwfpUjRw5Kly5Ny5YteeihhxgxYgThcJjY2FjKlCkTyRwlSZIkSZIyJxyGG26ADRugdm147rmohdq0aRM//PADAF27diUu7pgajkuSJEmnjrp14a23guXHH4dx47I3n6PUpUsX4uLiWLlyJfPnz8/udCRJ0knkmAuw/lfDhg3JyMggPT2ddevWRWpYSZIkSZKkzOvXDz7/HOLjYdCg4O77KAiHw4waNYqMjAxq1KhBjRo1ohJHkiRJOulcdVVwU0Q4DL17w5o12Z3RERUqVIjWrVsDMHbsWJKTk7M5I0mSdLI45gKsGTNmMHDgQD788ENmzpwZyZwkSZIkSZKO3ZIlcNddwfLTT0PDhlELtWDBApYvX05cXBxdu3aNWhxJkiTppPTKK3DmmbB5M/TqBamp2Z3REbVo0YIiRYqwe/duJkyYkN3pSJKkk0SmC7A2btxIhw4dSEhI4M477+T222+nSZMmdOzYkU2bNkUjR0mSJEmSpKOTmgpXXAF790KHDnDPPVELlZKSwpgxYwBo2bIlhQsXjlosSZIk6aSUKxcMGwYFC8L338ODD2Z3Rkf03zdXTJs2zeufkiTpqGS6AOuOO+5g586d/Pjjj2zdupVt27Yxf/58du7cyZ133hmNHCVJkiRJko7OY49BUhIULgzvvQcxx9z8+4gmTpzIrl27KFSoEC1btoxaHEmSJOmkVrUqDBgQLL/wAnz6abamczSqV69OzZo1ycjIYOTIkYTD4exOSZIkneAyfRZy9OjRvPHGG9SuXfvAujp16vCvf/2LUaNGRTQ5SZIkSZKkozZpEvz978HyW29BuXJRC7V582amTp0KQNeuXYmPj49aLEmSJOmkd8EFcO+9wfK118LSpdmaztHo2rUrcXFxrFixgh9//DG705EkSSe4TBdgZWRkHPKkYnx8PBkZGRFJSpIkSZIkKVO2b4crr4RwGK65Bi65JGqhwuEwo0aNIiMj48Cd8ZIkSZKO4OmnoVUr2LkTevaEffuyO6M/VKhQIVq1agXA2LFjSUlJyeaMJEnSiSzTBVgdOnTgT3/6E+vWrTuwbu3atdx999107NgxoslJkiRJkiQdldtug1WroEoVeOWVqIZauHAhy5YtIzY2lq5du0Y1liRJknTKiI+HoUOhRAmYMwfuuCO7Mzqili1bUrhwYXbt2sWECROyOx1JknQCy3QB1muvvcauXbuoVKkSVatWpVq1alSuXJldu3bx6quvRiNHSZIkSZKkwxs0KHjExsLAgZA/f9RCpaSkMGbMGCC4GFOkSJGoxZIkSZJOOWXKBJ/dQyHo3x/efTe7M/pDcXFxB266+OGHH9i0aVM2ZyRJkk5UcZl9Qfny5Zk5cybjxo1j0aJFhMNh6tSpQ6dOnaKRnyRJkiRJOs1t376dqVOnkp6e/rttuTdupM0ddxAPLLn0UpZs2QJffRW1XLZu3crOnTspWLDggelIJEmSJGVCx47wxBPw8MNw663QsCGceWZ2Z3VYNWrUoEaNGixZsoRRo0Zx1VVXEQqFsjstSZJ0gsl0Adavzj77bM4+++yD1u3du5c8efIcd1KSJEmSJEkA4XCYTz/9lNWrV/9uWygjgz4DBhC/dy+ry5VjSLVqhGfMyJK8unbtSnx8fJbEkiRJkk45f/0rfP89jBoFTZrAeefBzTdD584Qk+kJfKKua9eu/PzzzyxfvpwFCxZwxhlnZHdKkiTpBJPpAqx27doxcOBAypUrd9D6adOmcdVVV7FkyZKIJSdJkiRJkk5vc+fOZfXq1cTHx9OiRYuD7jSvMHAgFVetIi13btY9+yxty5TJkpyKFi1KrVq1siSWJEmSdEqKiYEPPoDLL4dx4+Dzz4NHpUpw441w3XVQsmR2Z3lA4cKFadWqFRMmTGDs2LFUr16dHDlyZHdakiTpBJLpAqwCBQpQv359Xn/9dS677DIyMjJ44okn+Pvf/84dd9wRjRwlSZIkSdJpaP/+/YwbNw6ANm3aHDzlX1ISDBgAQNzrr9Ps8suzIUNJkiRJx6xoURg7FhYuhLfegvfegxUrgu5YjzwCF10UdMVq1w5OgCn/WrZsyZw5c9i+fTsTJ06kU6dO2Z2SJEk6gWS6h+cXX3zB008/Td++fenduzetWrWiX79+jBgxgueffz4aOUqSJEmSpNPQt99+y549eyhatChnnXXWbxv27IErroC0NOjZE/r0yb4kJUmSJB2f2rXhpZdg7drgJovmzYPP+h99BB06QK1a8MILsGVLtqYZHx9P165dAZg6dSqbN2/O1nwkSdKJ5ZgmUb755pu54447GDJkCElJSXz00UdWeUuSJEmSpIj55ZdfSExMBKBbt27Exsb+tvGee2DJEihbNrhT/gS4G16SJEnSccqTJ7i5YupUmD0bbrkF8uULPvv/+c/B5/+rr4YpUyAczpYUa9SoQfXq1cnIyGD06NGEsykPSZJ04sl0Ada2bdu4+OKLeeONN3jrrbe49NJL6dy5M6+//no08pMkSZIkSaeZcDjMyJEjCYfD1K5dm6pVq/628fPP4d//Doqu3n8fihTJvkQlSZIkRUeDBvD667BuXXDTxZlnQnIyfPABtGoF9evDv/4FO3ZkaVqhUIiuXbsSGxvLzz//zKJFi7I0viRJOnFlugCrbt26/PLLL8yaNYsbbriBgQMH0r9/fx5++GHOOeecaOQoSZIkSZJOI/PmzWPVqlXEx8fTpUuX3zasXw/XXx8s//nPwXQkkiRJkk5d+fPDjTfCjBkwbRpcdx3kzg3z58Ptt0OZMtC3LyQlZVlKRYoUoUWLFgCMGTOGlJSULIstSZJOXJkuwLr55puZOHEilStXPrCuV69ezJkzxw8YkiRJkiTpuCQnJzNu3DgAWrduTcGCBYMNGRlw7bWwZQs0bAhPPpl9SUqSJEnKWqEQNG0K/fsHXbFeeQXq1IG9e4N1CQnQpAn06wd79kQ9nV+/q+zYsYNJkyZFPZ4kSTrxZboA6+GHHyYm5vcvK1eu3IETpJIkSZIkScfiu+++Y/fu3RQpUoSzzjrrtw2vvQZjxkCuXPDhh5AzZ/YlKUmSJCn7FCoEd9wRdMGaNAmuuAJy5Ai6ZN1wQ9AV6/bbYd68qKUQHx9P165dAZg6dSpbtmyJWixJknRyyHQBliRJkiRJUjRs3LiRadOmAdCtWzfi4uKCzldffQX33x/s9NxzwZ3ukiRJkk5voRC0agUDB8LatcF3hWrVYOdO+Ne/oH59aNkSPvgA9u2LePiaNWtSrVo10tPTGT16NOFwOOIxJEnSycMCLEmSJEmSlO3C4TAjR44kHA5Tq1YtqpUqFVw0qVMHzjsPkpOhe3e47bbsTlWSJEnSiaZYMbj3Xli8GMaPh549IS4Ovv8err4aypWDe+4JtkdIKBSia9euxMbGsnTpUhZHcGxJknTysQBLkiRJkiRlu/nz57Ny5UqK7dhBj4kToWzZYNqQxYuhQAG46y4YNCi4y12SJEmSDiUmBjp2hGHDYNUqePJJqFABtm6FF1+EWrWgQwf46CNISTnucEWLFj0wdfro0aNJTU097jElSdLJyQIsSZIkSZKUrZL372fRa69x2aBB3PrSS+R6/fVg2pAaNeDVV2HNmuBiScGC2Z2qJEmSpJNF6dLw0EOwbFkwrfl55wUFWt9+C716Qfny8Je/wPLlxxWmdevWFChQgB07djB58uQIJS9Jkk42x12AtWvXLmbOnMmOHTsikY8kSZIkSTpd7NkDb71Fas2aXPLvf1NzyRJC4TB06wajRsHChUEXrPz5sztTSZIkSSer2Fg45xz44oug2Orhh4PirI0b4ZlnoGrV4DvI559Denqmh8+RIwddunQBYMqUKWzdujXS70CSJJ0EjqsA69tvv6VcuXI0adKEsmXLMnbs2EjlJUmSJEmSTlUrVsB990G5cnDzzeRbtYrkHDnYfuWVsGgRjBwJXbsGd6dLkiRJUqRUqABPPAErV8Knn0LnzhAOw+jRcMEFUL9+MD1hRkamhq1duzZVqlQhPT2d0aNHEw6Ho5O/JEk6YR3XmcxHH32UXr16sXr1au655x4eeuihSOUlSZIkSZJOJeEwfPcdXHRRcIf588/D9u3sLFGC0V278tUbb1Dogw+gZs3szlSSJEnSqS4+Hi68EMaMgaVL4f77oVAhWLAgmJ6wQQP45JOjLsQKhUJ069aNmJgYfvrpJ5YsWRLd/CVJ0gnnuAqwFi1axJ133knZsmW5++67WbBgQaTykiRJkiRJp4J9+6Bfv+ACRvv2MHx4cBHj7LNZ+dprvHTzzcxo1YqOF12U3ZlKkiRJOh1VrQr/+EcwPeFjj0GBAjB/PvTsCY0awWefBTeUHEGxYsU466yzABg9ejSpqanRzVuSJJ1QjqsAa9++feTJkweAPHnysH///ogkJUmSJEmSTnKrV8Nf/hJMM3jDDTBvHuTJAzffDD/+SPKXX/JJcjLhmBhatWpFoUKFsjtjSZIkSaezQoXg0UeDKdMffhjy54c5c4JOWU2awJdfHrEQq02bNhQoUIDt27czZcqULElbkiSdGOIy+4JXXnnlwHJaWhoDBgygWLFipKWlRTQxSZIkSZJ0kgmHYfJkeOWVoNNVenqwvlIluP12uO46KFwYgInjxrFr1y4KFy5My5Ytsy9nSZIkSfpvhQvDE0/An/4EL7wQfL+ZORPOPz8oxHr8cejWDUKh3700R44cdO7cmY8//pjJkyfToEEDCv/nO5AkSTq1ZboA68UXXzywXKpUKT744IMDzytUqBCZrCRJkiRJ0slj/34YMiS4MDFr1m/r27cPLlqcey7Exh5YvWnTJn744QcAunbtSlxcpk9PSJIkSVJ0FS0KTz0Fd98Nzz8Pr74KSUlwzjnQrFlQiNW58+8KserUqUPlypVZvnw5o0eP5vLLL8+mNyBJkrJSpqcgXL58+R8+JEmSJEnSaWLtWvjb36B8ebj22qD4KleuYMrBuXPhm2+gR4+Diq/C4TCjRo0iIyODGjVqUKNGjWx8A5IkSZJ0BMWKwTPPwPLlcO+9kDs3TJsGXbtCy5YwfvxBUxOGQiG6detGTEwMS5YsYcmSJdmYvCRJyiqZLsB64okn2Lt3bzRykSRJkiRJJ7pwGKZOhcsvD6YWfOop2Lw5KMJ65hlYswb+/W+oV++QL1+wYAHLly8nNjaWrl27Zm3ukiRJknSsSpSA556DZcuCrli5cgXfjc4+G9q0gW+/PbBr8eLFad68OQCjR48mLS0tu7KWJElZJNMFWI8//ji7d++ORi6SJEmSJOlElZwMH3wATZtCixbBlINpacGFho8/Di5CPPBAME3HYaSkpDB27FgAWrVqReHChbMqe0mSJEmKjFKl4IUXgu9Ad94JOXPC5MnQoUMwDfvEiQC0adOG/Pnzs23bNqZMmZLNSUuSpGjLdAFW+L9aaEqSJEmSpFPc+vXw2GNQsSJcfTUkJQUXGK67LphycMIEuPhiiIs74lATJ05k586dFCpUiJYtW0Y/d0mSJEmKltKl4eWX4eef4bbbIEcO+O47aNsWOnUiZ1ISnTt3BmDy5Mls27Yte/OVJElRdeSzo4fw/PPPky9fvkNue+SRR44rIUmSJEmSdALYsQPuugs+/BBSU4N1ZcvCrbfCDTdA8eKZGm7z5s1MnToVgK5duxIfHx/hhCVJkiQpG5QtC6+9FnQEfvpp6N8fvv4avv6aM84+m1XNmpEIjBkzhssuuyy7s5UkSVFyTAVYU6ZMIUeOHL9bHwqFLMCSJEmSJOlkt2oVnHMOzJ8fPG/RAv70J7jwQjiGwqlwOMyoUaPIyMigevXq1KhRI8IJS5IkSVI2K18e3ngDHnwQnnoK3n2X0LhxdB83jhrVqvFtu3b81Lgx1atXz+5MJUlSFGR6CkKA4cOH8+233/7u8c0332RqnIkTJ3LeeedRpkwZQqEQn3322UHbw+Ewjz32GGXKlCF37ty0a9eOH3/88aB9kpOTueOOOyhWrBh58+bl/PPPZ82aNcfytiRJkiRJ0owZ0KxZUHxVqhRMmgRTpsCllx5T8RXAwoULWbZsGbGxsXTt2pVQKBThpCVJkiTpBFGxIvz737BkSTB1e2ws1ZYu5YZ+/Yi78ELSpk3L7gwlSVIUHFMBVqTs2bOHBg0a8Nprrx1y+7PPPssLL7zAa6+9RmJiIqVKleLss89m165dB/a56667GD58OEOGDGHy5Mns3r2bc889l/T09Kx6G5IkSZIknRo+/xzatIENG6BePZg2DVq1Oq4hU1JSGDNmDAAtWrSgSJEikchUkiRJkk5slSsH0xEuXkz6lVeSEQpR+ccfiWveHHr0gFmzsjtDSZIUQZmegrBt27aHnH7wWHTr1o1u3bodcls4HOall17ioYce4qKLLgLgvffeo2TJkgwaNIibbrqJHTt20L9/fz744AM6deoEwMCBAylfvjzjx4+nS5cuhxw7OTmZ5OTkA8937twJQGpqKqmpqRF5bzp+v/5b+G8iSdHjsVaSosvjrE4a4TAxr71GzL33EgqHyejcmfRBg6BAATjOn98JEyawc+dOChYsSPPmzf3/oIjzWCtJ0eVxVpKOU4UK8M47/NSzJ6mPPEK9efOI+eIL+OILMnr0IP3hh0mtXRvwWCtJ0eJnWh2Po/25CYXD4XCUczkqoVCI4cOHc8EFFwCwbNkyqlatysyZMznzzDMP7NejRw8KFSrEe++9xzfffEPHjh3ZunUrhQsXPrBPgwYNuOCCC3j88ccPGeuxxx475LZBgwaRJ0+eyL4xSZIkSZJOYKH0dOr270+VkSMBWNG5M3NvvJFwXKbv2fqd5ORkFi1aRDgcplKlShQqVOi4x5QkSZKkk1E4HGbp0qXkWrmSTt9/T81Zswj95zLt2hYtWNyrF7sqVszmLCVJ0v/au3cvvXv3ZseOHRQoUOCw+2X6bGrPnj1p0qQJDz744EHrn3vuOaZPn86wYcMyn+0hbNiwAYCSJUsetL5kyZKsXLnywD45cuQ4qPjq131+ff2h/OUvf+Gee+458Hznzp2UL1+ezp07/+FflrJWamoq48aN4+yzzyY+Pj6705GkU5LHWkmKLo+zOuHt3k3slVcS85/iq/RnnqHs3XdTNhQ67qHD4TBDhw4lHA5TpUoVevXqRSgC40r/y2OtJEWXx1lJipyNGzfSv39/hp5/Plc/8QQV33uP0McfU/b77ykzdSrpF19M+OGH4T8dsSRJkeFnWh2PX2fVO5JMF2BNmDCBRx999Hfru3btyvPPP5/Z4Y7of0/OhsPhI56wPdI+OXPmJGfOnL9bHx8f73+2E5D/LpIUfR5rJSm6PM7qhLRuHZx7LsyaBblywcCBxF58MbERGn7RokUsW7aM2NhYunfvTo4cOSI0snRoHmslKbo8zkrS8StbtixNmzZl2rRpfLVsGbcMGkTcI4+Q8eijxHz6KXEffwyffAJ9+sAbbwTf1SRJEeNnWh2Lo/2ZicnswLt37z7kSdP4+Pijrvo6GqVKlQL4XSerjRs3HuiKVapUKVJSUti2bdth95EkSZIkSf9jzhxo1iwovipeHL79Fi6+OGLDp6amMnr0aADOOussihYtGrGxJUmSJOlk1q5dO/LmzcvWrVuZOnUq1K1L+pAhfPvii2T06AHhMAwYENwws2dPdqcrSZKOUqYLsOrWrcvQoUN/t37IkCHUqVMnIkkBVK5cmVKlSjFu3LgD61JSUpgwYQItWrQAoHHjxsTHxx+0z/r165k/f/6BfSRJkiRJ0n8ZNQpatYI1a6BWLZg2DZo3j2iISZMmsWPHDgoUKEDr1q0jOrYkSZIkncxy5cpF586dgd++OwHsrFyZ9GHD4OuvIV++4M9u3SCCDTAkSVL0ZHoKwocffpiLL76Yn3/+mQ4dOgDw9ddfM3jwYIYNG5apsXbv3s3SpUsPPF++fDmzZ8+mSJEiVKhQgbvuuounn36a6tWrU716dZ5++mny5MlD7969AShYsCDXX389f/7znylatChFihTh3nvvpV69enTq1Cmzb02SJEmSpFPbm2/C7bdDejq0bx9MbVG4cERDbN26le+//x6ALl26OPWgJEmSJP2PevXqMWPGDFatWsXYsWO54IILftvYoQOMHQtdu8KkSdC5M4weDYUKZVe6kiTpKGS6AOv888/ns88+4+mnn+bjjz8md+7c1K9fn/Hjx9O2bdtMjZWUlET79u0PPL/nnnsA6NOnDwMGDOD+++9n37593HrrrWzbto1mzZoxduxY8ufPf+A1L774InFxcVx66aXs27ePjh07MmDAAGJjYzP71iRJkiRJOjVlZMD998M//xk8v+YaeOstiHBxVDgcZvTo0aSnp1OlShVq164d0fElSZIk6VQQCoXo3r07b731FgsWLKBBgwYH73DWWfDNN0Hx1bRpvxVlFSuWPQlLkqQjynQBFsA555zDOeecc9zB27VrRzgcPuz2UCjEY489xmOPPXbYfXLlysWrr77Kq6++etz5SJIkSZJ0ytm7F668EoYPD54/+ST89a8QCkU81JIlS/jpp5+IiYmhW7duhKIQQ5IkSZJOBSVLliQhIYHp06czZswYypUrd/AOjRvDt9/C2WfDrFlBF+Px46FkyexJWJIk/aGY7E5AkiRJkiRFyS+/BCfphw8Pul0NGgQPPRSV4qvU1FRGjx4NwFlnnUUx78yWJEmSpD/Uvn178ubNy9atW9m0adPvd6hfHyZMgDJlYP58aNsW1q7N+kQlSdIRHVUBVoUKFVi5ciUAhQsXpkiRIod9SJIkSZKkE8CCBdCsGUyfDkWKwNdfw+WXRy3clClT2L59OwUKFKBNmzZRiyNJkiRJp4pcuXLRqVMnAH755Rd27tz5+51q1YKJE6FCBVi8GNq0gf9ct5UkSSeOo5qC8Jlnnjlw5+qLL77oFAKSJEmSJJ3Ivv4aLr4YduyAatVg5EioXj1q4bZt28bkyZMB6Ny5Mzly5IhaLEmSJEk6lTRo0IAZM2awZs0avv76ay699NLf71S1alCE1bEj/PwztG4N33wTfN+TJEknhKMqwOrdu/eB5WuuuSZauUiSJEmSpOP1zjtw002QlgatWgXTD0Z5OsDRo0eTnp5O5cqVqVOnTlRjSZIkSdKpJBQK0aVLF/r378/ChQtZtmwZVapU+f2OFSsG0xF26gSLFgWdsMaPB7+DSZJ0QjiqKQj/28rDtLRMTU3lwQcfPO6EJEmSJEnSMcjIgIceguuvD4qvLr8cxo2LevHVkiVLWLJkCTExMXTr1s2u2ZIkSZKUSSVLljwwG9GoUaNIT08/9I5ly8J330G9erB+PbRrB3PmZFmekiTp8I6qA9Z/a9WqFePHj6dmzZoH1iUlJdGnTx9CoRDPPPNMRBOUJEmSJElHsH8/XHstDBkSPP/b3+CJJyDKxVBpaWmMHj0agObNm1O8ePGoxpMkSZKkU1WpUqXYu3cvmzdvZtKkSdSrV+/QO8bFEfrkEwr07Enc3LlktGvHzmHDSD/zzIjnFAqFKFy4sDfaSJJ0FDJdgHXdddfRunVrxowZQ926dXnkkUd46aWXuOuuu3j88cejkaMkSZIkSTqczZuhRw/4/nuIi4O334ZrrsmS0FOmTGHbtm3kz5+fNm3aZElMSZIkSToVxcXF0b59e0aMGMGECROYMGHCH+6fs1s3rti6lfJr1pDr3HP58IorWFOhQsTzKleuHJdeein58+eP+NiSJJ1KMl2A9fjjj1OoUCHat29P2bJlCYVCTJw4kYSEhGjkJ0mSJEmSDmfJEujeHX7+GQoWhE8/hQ4dsiT0tm3bmDx5MgCdO3cmZ86cWRJXkiRJkk5V9evXZ/ny5fz8889H3jlnTob17UvP996jwvLlXDVwIB/36cOqKlUilk9qaipr1qyhX79+XHbZZZQuXTpiY0uSdKrJdAEWwN13302BAgW4+eabGTp0qMVXkiRJkiRltUmT4IILYOtWqFQJRo6E2rWzLPyYMWNIS0ujUqVKnHHGGVkWV5IkSZJOVaFQiEsuuSRzL7rvPrjgAnKMG0fvDz6Azz+Hzp0jks+WLVsYPHgwW7Zs4d133+Wiiy6iVq1aERlbkqRTTUxmX/DKK6/wyiuvsGfPHtq0aUPv3r15/PHHD6yXJEmSJElR9uGH0KlTUHzVrBn88EOWFl/99NNPLF68mJiYGLp3704oFMqy2JIkSZKk/5InD3zxBZx7LuzfD+edB19+GZGhixYtSt++falSpQqpqakMHTqUSZMmEQ6HIzK+JEmnkkx3wHrxxRcPel66dGkGDBgABFXZd955Z0QSkyRJkiRJ/yMchv/7P3j00eD5xRfDBx9A7txZlkJaWhqjRo0CoFmzZhQvXjzLYkuSJEmSDiFXLvjkE+jdO/jzootg0CDIbDetQw6diyuuuILRo0eTmJjIN998w+bNmznvvPOIizumyZYkSTolZfq34vLly6ORhyRJkiRJ+iMpKXDjjfDee8Hz++6DZ56BmEw3tz4u33//Pdu2bSNfvny0bds2S2NLkiRJkg4jRw4YMgT69AmKry67DJKT4corj3voX7sfFy9enFGjRjF37ly2bt1Kr169yJcvXwSSlyTp5Bexs7ThcJhVq1axatUq1q5dG6lhJUmSJEnStm3QpUtQfBUbC2++Cc8+m+XFV9u3b2fSpEkAdO7cmZw5c2ZpfEmSJEnSH4iLg/ffh+uug4wMuPpq6NcvYsMnJCRw5ZVXkitXLtasWUO/fv345ZdfIja+JEkns0x3wJo7d+4h12/ZsoVOnTrRoEEDihUrxtixY487OUmSJEmSTnvLlkH37rB4MeTPD8OGBcVY2WDMmDGkpaVRsWJF6tatmy05SJIkSZL+QGwsvP12MC3h66/DDTcEnbBuuy0iw1epUoXrr7+ewYMHs3XrVt555x0uuugiatasGZHxJUk6WWW6AKthw4aEQiHC4fCBdb8+D4VCzJw5M6IJSpIkSZJ02vrhBzj/fNi0CcqVgxEjoH79bEll6dKlLFq0iFAoRPfu3QmFQtmShyRJkiTpCGJi4LXXIHdu+Oc/4fbbYd8+uPfeiAxfrFgx+vbty0cffcSKFSsYMmQInTp1okWLFn5XlCSdto5proJp06axfPnyA49ly5Yxbdq0SOcmSZIkSdLpa9gwaN8+KL4680yYNi3biq/S0tIYNWoUAE2bNqVEiRLZkockSZIk6SiFQvDcc/C3vwXP77sPnnwyYsPnzp2bK6+8ksaNGwMwfvx4vvjiC9LS0iIWQ5Kkk0mmO2ABVKhQ4XcnW3PlyhWRhCRJkiRJOq2Fw8FJ8gceCJ6fdx4MGgT58mVbSlOnTmXr1q3ky5ePdu3aZVsekiRJkqRMCIXg//4vmI7wb3+Dhx8OOmE9+WSw7TjFxsZyzjnnULx4ccaMGcPs2bPZunUrl156KXnz5o3AG5Ak6eRxTB2wxowZw6hRo5gyZQpr166NdE6SJEmSJJ2e5s6FSy75rfjqzjth+PBsLb7asWMHkyZNAuDss8/2BixJkiRJOtk89FAwFSHA00/Dn/8c3PwTAaFQiGbNmtG7d29y5szJqlWr6NevHxs3bozI+JIknSyOqQNWnz59DiyHQiEqVKhAz549I5aUJEmSJEmnjXAYJk+GZ56BkSODdTEx8OKLQQFWNhs7diypqalUqFCBevXqZXc6kiRJkqRjcc89QSes224Lvm/u3w+vvRZ8/4yAatWqcf311zN48GC2bdtG//796dmzJ9WrV4/I+JIknegy/Rs1IyODjIwM9u/fz9q1a5k4cSJ9+/Zl0KBB0chPkiRJkqRTU0YGfPEFtGwJbdoExVcxMdCrF8yYcUIUX/38888sWLCAUChE9+7dCUVgigpJkiRJUja59Vbo3z+YfvCNN+D66yE9PWLDFy9enL59+1KxYkVSUlIYPHgwU6dOJRyhbluSJJ3IjrmkOUeOHJQuXZqWLVvy0EMPMWLECMLhMLGxsZQpUyaSOUqSJEmSFFUbN27kyy+/ZN68eaRH8OTzIaWmwvvvQ7160KMHTJ0KOXPCzTfDkiUwZAg0bBjdHI7CunXrGPmfjlwJCQmULFkymzOSJEmSJB23666DgQMhNhYGDICrrgq+p0ZInjx5uOqqqzjzzDMJh8OMHTuWr776KvrftSVJymbHNAXhoTRs2JCMjIxIDSdJkiRJUpZYsmQJn3zyCSkpKcycOZMxY8bQqFEjmjRpQoECBSIXaM+e4E7jf/4TVq0K1hUoENyB/Kc/QalSkYt1jNLS0vjxxx9JTExk7dq1AOTNm5f27dtnc2aSJEmSpIjp3Tu4Eejyy2Hw4GA6wiFDIEeOiAwfGxvLeeedR/HixRk7diwzZ85k69atXHLJJeTJkyciMSRJOtFErABLkiRJkqSTSTgcZurUqYwbNw6AMmXKsGvXLnbt2sWkSZOYPHkytWrVIiEhgUqVKh379HtbtsC//gWvvBIsA5QsCXffHXS9KlgwQu/o2G3fvp2kpCRmzZrF3r17AYiJieGMM86gTZs25MqVK5szlCRJkiRF1MUXw6efBn8OHw4XXQQffwwR+v4XCoU466yzKFq0KJ988gkrVqygX79+XH755RQvXjwiMSRJOpFkugCrSJEif7h969atx5yMJEmSJElZIT09na+++orZs2cD0LhxY7p16wbA4sWLmT59OitXrmThwoUsXLiQYsWKkZCQQIMGDciZM+fRBVm9Gl54Af79b/hPURNVq8J990GfPhE7qX2swuEwP//8M4mJiSxZsuTA+gIFCtC4cWMaNWpEvnz5sjFDSZIkSVJUnXsufPUV9OgBI0bAeefBZ59B3rwRC1GjRg2uv/56Bg8ezLZt2+jfvz89e/akWrVqEYshSdKJINMFWBkZGYTDYe6++24qV64cjZwkSZIkSYqavXv3MnToUFatWkUoFKJLly40bdr0QIerOnXqUKdOHTZu3EhiYiJz585l8+bNjBo1iq+//pr69euTkJBAiRIlDh1g4UJ49lkYOBDS0oJ1Z54JDz4Y3FkcG5tF7/TQ9u3bx+zZs0lKSjroJqrKlSuTkJBAzZo1iYmJycYMJUmSJElZ5uyzYdSooBhr/Hjo1i0oxsqfP2IhSpQoQd++ffnoo49YtWoVgwYN+t13cUmSTnaZLsBatmwZjz32GP/85z+5+eab+dvf/kbBE2C6BEmSJEmSjmTTpk0MGjSI7du3kzNnzj+867ZEiRKcc845dOrUiTlz5pCYmMjmzZtJSkoiKSmJihUrkpCQQK1atYiNjYUffoBnnoHPP/9tkPbtg8Krs8+GbD6pvGHDBqZPn868efNI+09hWM6cOWnQoAEJCQkUK1YsW/OTJEmSJGWTtm1h7Fjo2hUmTYLOnYOirEKFIhYib968XHXVVXz11VfMmTOH0aNHs3nzZrp27Rp8p5Yk6SR3TFMQvvLKK9x+++088MADVKtWjUceeYRbbrmFuLhMDydJkiRJUpb46aef+OSTT0hOTqZw4cJcfvnlFC9e/Iivy5kzJ02bNiUhIYEVK1aQmJjIokWLWLlyJStXrKDeunV0mD6dQnPmBC8IheCCC+CBB6BZs+i+qSNIT09nwYIFJCYmsnr16gPrS5QoQUJCAvXr1ydHjhzZmKEkSZIk6YRw1lnwzTdB8dUPP0CHDkFRVgRv1omLi6NHjx4UL16c8ePHk5SUxJYtW7jkkkvInTt3xOJIkpQdjrliqkaNGgwfPpyJEyfy5z//mddee41//OMfXHDBBRFMT5IkSZKk4xMOh5k2bRpjx44lHA5TsWJFLr30UvLkyZOpcUKhEJUrV6Zy5crs3LqV1S+8QPF33qHE+vUApMfGsqpNG3I89BBlOnTI1mkUduzYwYwZM5g5cyZ79uwBICYmhtq1a5OQkECFChWc5kGSJEmSdLDGjeG776BTJ5g1K+jqPG4clCoVsRChUIiWLVtSrFgxPvnkE5YvX06/fv3o3bs3RYsWjVgcSZKyWqYLsC666KLfrStbtiyLFi3i4osvJj09PSKJSZIkSZJ0vNLT0xk5ciQzZ84E4Mwzz+Scc8459ukN9u2DAQMo8NxznLF8eRAjd24Wtm7N2DPOYFfBgjB5MiWWLMnyDlPhcJjly5eTmJjI4sWLCYfDAOTLl4/GjRvTuHFj8ufPnyW5SJIkSZJOUvXqwYQJ0LEjzJ8fdHb++GNISIhomJo1a3L99dczePBgtm7dSr9+/bjkkkuoUqVKRONIkpRVMl2AVbBgwUOu79mz53EnI0mSJElSpOzdu5dhw4axYsUKADp37kzz5s2PrfPT9u3wxhvw0kuwcWOwrmhR+NOfiL3tNuoWKUKxDRtITExk3rx5bNy4kREjRjB+/HgaNGhAQkICxSI4bcN/S05OZvbs2SQlJbF58+YD6ytWrEhCQgK1atU69oIzSZIkSdLpp1YtmDgRunaFpUuhVSt49VW44QaIYDflkiVL0rdvX4YOHcqaNWsYOHAg3bt3p0mTJhGLIUlSVsl0Ada7774bjTwkSZIkSYqYzZs3H7iLNkeOHFx88cXUqFEj8wOtWxcUXb35JuzaFayrUAHuvReuuw7y5j2wa6lSpTjvvPM4++yzDxREbdmyhenTpzN9+nQqV65MQkICNWvWJCYm5rjf48aNG5k+fTpz584lNTUVgBw5clC/fn0SEhIoUaLEcceQJEmSJJ2mqlaFpCTo0wc+/xxuugmmToXXX4fcuSMWJl++fPTp04cvvviCefPmMWLECDZt2kSXLl0i8t1ZkqSskukCrP+VmprK/PnzqVSpEoULF45ETpIkSZIkHbOff/6ZYcOGkZycTKFChbj88sszX4z000/w3HPw3nuQkhKsO+MMePBB6NUL4uMP+9JcuXLRvHlzmjVrxrJly0hMTGTJkiUsX76c5cuXU6BAARo3bkyjRo3Ily9fptJKT09n0aJFJCYmsnLlygPrixUrRkJCAg0aNCBnzpyZe6+SJEmSJB1KwYLw6afB9+O//hUGDIDZs+GTTyCCUwXGxcVx4YUXUrx4cb755humT5/Oli1b6NmzJ7ly5YpYHEmSoinTBVgzZszg9ttvp0iRIrz88sucd955LF68mNy5czN8+HA6d+4cjTwlSZIkSTqi6dOnM3r0aMLhMBUqVODSSy8l7391qTqiGTPgH/+Ajz+GcDhY16IF/OUv0L07ZOLu21AoRNWqValatSrbt29nxowZzJw5k507d/Ltt98yYcIEzjjjDBISEihXrtwfTo24a9euA6/f9Z9OXKFQiFq1apGQkEClSpWObWpFSZIkSZL+SEwMPPAAJCTAZZcFBViNG8MHH8C550YsTCgUonXr1hQrVozhw4fz888/079/fy6//HKKFCkSsTiSJEVLpguw7rzzTvLnz0++fPno3LkznTt3Zvz48bzwwgs89NBDFmBJkiRJkrJceno6o0ePJikpCYAGDRpw7rnnEhd3lF97p06FRx6B8eN/W3fOOUHHq1atjju/QoUK0bFjR9q2bcuCBQtITExkzZo1zJs3j3nz5lGqVCkSEhKoV68e8f/prhUOh1m1ahXTp09n0aJFZGRkAJA3b14aNWpEkyZNKFCgwHHnJkmSJEnSEXXoADNnwiWXwA8/wHnnwd/+Bo89BrGxEQtTu3ZtChUqxJAhQ9i8eTP9+vXj0ksvpVKlShGLIUlSNGS6AGvOnDnMmDGDihUrki9fPm6//XbKli3L7bffzptvvhmNHCVJkiRJOqx9+/YxbNgwli9fDkCnTp1o0aLF0XWEWrw4mEbh00+D57GxcPnlcP/9UK9exHONi4ujfv361K9fn3Xr1pGYmMj8+fPZsGEDX375JePGjaNBgwYUKVKEGTNmsHHjxgOvLV++PAkJCdSpU4fYCJ7cliRJkiTpqJQrBxMmwD33wL/+BU8+CdOnw4cfQrFiEQtTunRp+vbty9ChQ1m7di0ffPAB55xzDo0aNYpYDEmSIi3TBVh79+6lSJEi5MqVi9y5c5MnTx4A8uTJw/79+yOeoCRJkiRJh7NlyxYGDx7Mli1biI+P5+KLL6ZmzZpHfuGGDfD44/D225CeHkypcM01wd27lStHPW+AMmXK0KNHDzp37sysWbNISkpi27ZtTJs27cA+8fHx1KtXj4SEBEqVKpUleUmSJEmSdFg5csBrr8FZZ8ENN8DYscGUhB9/HExTGCH58+enT58+fPHFF8yfP58vv/yS9PR0EiIYQ5KkSMp0ARbA22+/Tb58+UhLS2PAgAEUK1aMXbt2RTo3SZIkSZIOa9myZQwbNoz9+/dTsGBBLr/8ckqWLPnHL9q1C55/Hv75T9izJ1h37rnw979D3brRT/oQcufOTYsWLTjrrLNYunQpSUlJ7Nmzh7p169KwYUNy5cqVLXlJkiRJknRYV1wB9evDRRfB0qXQqhW88grceCMcTUfqoxAfH89FF11EoUKFmDx5MqNHj6ZEiRJUrFgxIuNLkhRJmS7AqlChAm+//TYApUqV4oMPPjhomyRJkiRJ0ZaUlMTIkSMJh8OUK1eOXr16kS9fvsO/IDU16Hb1+OPw67R+TZvCs89C27ZZk/QRhEIhqlevTvXq1bM7FUmSJEmSjqxePUhKCjpKf/YZ3HwzTJ0Kb7wBuXNHJEQoFKJDhw5s376d+fPnM2zYMG688UYKFCgQkfElSYqUTBdgrVixIgppSJIkSZJ0ZBkZGYwZM4bp06cDUK9ePc4//3zi4g7z9TYchk8+gb/+FX76KVhXrRo8/TT07Bmxu3IlSZIkSTotFSwIn34Kzz0Hf/kLvPcezJkTfBevUiUiIUKhEOeddx6bNm3il19+4aOPPuKaa645/LkASZKyQUx2JyBJkiRJ0tHYv38/gwYNOlB81aFDBy688MLDn3CdOBHOOgsuuSQovipeHF57DRYsCNZZfCVJkiRJ0vELheD++2HcuOC79+zZ0LgxfPVVxELkyJGDXr16kStXLtauXXugK7YkSSeKoy4Lvueee45qvxdeeOGYk5EkSZIk6VC2bt3K4MGD2bx5M/Hx8Vx44YXUrl370Dv/+CM8+OBvJ3rz5IF77w0e+fNnXdKSJEmSJJ1OOnSAmTODm55++AHOOw8eeggefxxiY497+MKFC9OzZ08+/PBDZs2aRZkyZWjSpEkEEpck6fgddQHWrFmz/nD77t27mTlzpgVYkiRJkqSIWrFiBR999BH79u2jQIECXHbZZZQuXfr3O65ZA48+CgMGQEZGcHK3b99g3aH2lyRJkiRJkVWuHEyYENwE9eqr8NRTMH06DBoExYod9/BVq1alQ4cOfP3114waNYoSJUpQoUKFCCQuSdLxOeoCrG+//fYPt8+ePZvGjRsfd0KSJEmSJP1q5syZjBgxgoyMDMqWLUuvXr3I/79drHbsgGeegZdegv37g3UXXQRPPw01a2Z5zpIkSZIkndZy5IBXXoHmzeGGG4KpCRs1go8/hqZNj3v4li1bsn79ehYsWMCwYcO48cYbf3+uQJKkLBYTqYFCoVCkhpIkSZIkneYyMjIYM2YMX375JRkZGdStW5c+ffocfEI1OTkouqpaNSjA2r8fWraEKVPgk08svpIkSZIkKTv17g3TpkH16rB6NbRuDW++CeHwcQ0bCoXo0aMHJUqUYPfu3Xz00UekpaVFKGlJko5NxAqwJEmSJEmKhOTkZIYMGcIPP/wAQLt27bjooouIj48PdsjICKYuqFUL7r4btmwJlj/7DCZNghYtsi95SZIkSZL0m7p1ITERLrwQUlLgllvg2mth797jGjZHjhz06tWLXLlysWbNGkaPHh2hhCVJOjZHXYC1atWqP3ysW7cumnlKJ45//COo0J89O7szkSRJkk4527Zto3///vz000/ExcXRs2dP2rZt+1vX5fHjISEBrrgCVqyA0qXh3/+GefOgRw+wO7MkSZIkSSeWggWDTtXPPgsxMfDee8HNUz//fFzDFilShIsuugiAGTNmMGPGjEhkK0nSMYk72h0rVar0h9MMhsNhpyHUqe+77+DBB4Pl1q2Duaq7dMnWlCRJkqRM27wZ5syBatWgfPng5OcJYOXKlXz00Ufs3buX/Pnzc9lll1GmTJlg4+zZ8MADMHZs8Dx//uD5XXdB3rzZlbIkSZIkSToaoRDcdx80aQKXXRacl2jcGD74AM4775iHrV69Oh06dOCbb75h1KhRlCxZknLlykUwcUmSjs5RF2DNmjXrD7cvWrSI3r17H3dC0glr717o2zdYLlwYtm2Dc86Bt96C66/P3twkSTodpafD9u1QtGh2ZyKdXH7+Gdq3h9Wrg+d58kDNmlC79m+PWrWgenXIkSPL0po9ezZffvklGRkZlC5dmssuu4wCBQrAypXw8MMwcCCEwxAfDzffHKwrXjzL8pMkSZIkSRHQvj3MnAmXXAJTp8L558NDD8Hjj0Ns7DEN2apVK9avX8/ChQv56KOPuPHGG8mXL1+EE5ck6Y8ddQFWgwYNopmHdOJ75JHgYlXZssHd9/fcE1Tl9+0bTH3yxBNOdyJJUlZIS4PBg+HJJ2HJErj7bvj73yFnzuzOTDrx/fQTdOgAa9ZAgQKwb19wo8GsWcHjv8XGQtWqQTHWfxdm1aoVTB0QIRkZGXz99dd8//33ANSpU4cLLriA+F274N574dVXISUl2LlXL3jqqSAvSZIkSZJ0cipbNph15r774JVXgu/606fDoEFQrFimhwuFQvTo0YNNmzaxefNmPvroI/r06UPsMRZ0SZJ0LI66AEs6rU2fDi++GCy/9Vbw4e+996BSJfi//wsuAK9cCf36ZVmXgLVr1zJ37lxy5sxJo0aNKFSoUJbE1UkoNRUWLoS6dbN1eqHt27czc+ZMMjIyaN++vV98/mPDhg388MMPVKtWjdq1a/v3cgJJTk5mzpw5rFu3jtatW1M0u7oshcPBHWGDBgWFvjfdFHSlySbbt29nwoQJ7N27N8tjh9LTqThlCmd89hkFNmz4bcOLL7Lt00/5/rbb2JmN7cUrV65Ms2bNnJZbJ67Fi4Piq3XroE4d+PrroIPcsmWwaFHweWHhwt+Wd+0KihyXLIEvvjh4rDJlfl+YVbs2lC591DclhMNh1q5dy4QJE1i6dCkAbdq0oV2zZoRefDEorNy+Pdi5fXv4xz8gISGCfyGSJEmSJCnb5MgBL78MzZsHzQ7GjYNGjeDjj6Fp00wPlzNnTi677DLefvttVq9ezejRoznnnHOikLgkSYdmAZZ0JCkpwRSDGRnQu3cw7SAEF5aeeCIowrrxxqAb1po18OmnEKViqNTUVH788UcSExNZt27dgfWTJk2iRo0aJCQkULVqVS/86jdJScEXlzlz4MILg44xWdghJhwOs2zZMhITE1myZAnhcBiAvHnzctZZZ2VZHieqtLQ0hg0bxtatW5kzZw758uWjUaNGNG7cOJhySdli48aNJCYmMnfuXFL+03Fl8eLFXHLJJVSpUiXrEvnlF/jwQxgwAObN+239Cy/ABRcEd4dl8f+j1atXM3ToUPbs2ZOlcUPp6dSfO5fWkyZRdOtWAPbmzs33LVqwtUgRzhkxgsIrV9L5r39lbJcuJDVpki1dKZcsWQJA8+bNszy2dESLFgVFTBs2BEXZX38NJUoE22rWDB49evy2fzgcFGodqjBr/fpg27p18M03B8cpUODQhVlVqkBc8PUzNTWV+fPnk5iYyPr16wGIjY2lx7nnUm/2bOjT57fpEevVCwqvuna126wkSZIkSaeiyy8Pvv9ffHFwE1irVkFXrJtuyvS5gKJFi3LRRRcxePBgkpKSKFOmDGeeeWaUEpck6WBHXYB10UUX/eH27b/emSydav7+d5g/P+h69fLLv99+3XVBq9SePeHbb6FlSxg5EipWjFgK27ZtIykpiVmzZrFv3z4guEhVp04d9uzZw7Jly1iyZAlLliyhSJEiNGnShIYNG5I7d+6I5aCTzN69wbSZL74YFA8CDB8eXFj99FPIkyeq4ffv38/s2bNJSkpiy5YtB9aXKFGCjRs38t1331G3bl3y588f1TxOdFOnTmXr1q3kzp2b2NhYdu/ezcSJE5k0aRK1atUiISGBSpUqWVSZBdLT01m0aBGJiYmsXLnywPpixYoRHx/P+vXrGThwIN26dSMhmt1XUlJgxAh4993gd0l6erA+Z86g6GrPHvjqq+D/8/Dh0KJFUIh1/vlR73A3Z84cvvzyS9LT0ylVqhQJCQnR/9lMTaXIyJGUevddcq5ZE6wqVIiNV1/N5ksvpWiePBQFlvXtS8VHH6XADz9wzogRtNy9m1WPPEJ64cLRze+/bNy4kR9++IGxY8dSsmRJKleunGWxpSNasCDofPXLL1C/PowfD8WL//FrQqHgM27ZstCx48Hbtm8Pumn9b2HWzz/Dzp1B99jp0w9+TXw86VWqsLl4cX7OkYMNhQoRLlaMXCVLUqNhQ9rt30/hq6/+reC0fPmg0+yVVwZTIUqSJEmSpFNX3bqQmAjXXhtcw7jlFpg6Fd54I9PXM2rUqEG7du347rvvGDFiBCVKlKBs2bJRSlySpN8cdQFWwYIFj7j96quvPu6EpBPK/PnBvNMAr756+Hmnu3SBSZOC7lgLFgTtUkeMCFqlHqNwOMzSpUtJTEzkp59+OrC+YMGCNGnShDPPPJO8efMCsHnzZhITE5kzZw5bt25l7NixfPPNN9SrV4+mTZtSqlSpY85DJ6Gvvw66si1bFjy//PKgcOPaa2HMmKCDxFdfBR0qImzDhg0kJiYyb948UlNTAciRIwcNGjQgISGBYsWK0b9/f9auXcv48eO58MILI57DyWLHjh1MnDgRgK5du3LGGWccVAC0cOFCFi5cSPHixWnSpAkNGjQgZxZ2Lztd7Nq1ixkzZjBz5kx27doFQCgUOqgALj09nS+//JK5c+cycuRINm3aRNeuXYmJZMHT7NlB0dWHH8J/FS3SrBlccw1cdtlv3RUXLIB//hMGDoTvvw+621WvDn/+M1x9NUS4+DYcDvPNN98wefJkAGrVqsWFF15IjmhOuZuaGnSWfOqp345lxYrB/fcTf8stlM2Xj9+dMunUKSiUfvBBCk2YQKErroD334ezz45env8lHA6zb98+5syZw8cff8yNN954xM/PUpaYPz8ovtq0CRo2DIqvjndK1UKFguNTs2YHr09Ohp9++q0ga9EiwgsXEl64kJj9+4ldvJiSixdT8n/HK1ECNm78bey//hVuvz3ixzNJkiRJknQCK1AgmH7w+efhwQeDc3uzZ8Mnn0C1apkaqk2bNqxfv57FixczdOhQbrzxRvLlyxedvCVJ+o9Q+Nf5oE5jO3fupGDBguzYscMpn04gqampjBw5ku7duxMfH5/1CaSnB51Fpk8POot89tmRW52uXh0UYc2bB3nzwkcfQffumQq7b98+Zs2aRVJSEtu2bTuwvmrVqiQkJFC9evXDXvRPSUlh7ty5JCYmsvHXi1hA+fLlSUhIoE6dOsTaQeDUtW0b3HsvvPNO8LxcueDukHPPDZ5//33w87hjBzRpAqNHH/8FWILOQQsWLCAxMZHVv04XBBQvXpyEhATq169/UOHQunXrePvttwG45pprqBjBbnEnk48++oiFCxdSsWJF+vTpc1AnoV9++eXAFHj/XchWv359mjZtSvEjdS3JhGw/1maDcDjMqlWrSExMZOHChWT8p0tc3rx5ady48SGngAyHw0yePJlv/jPVVtWqVenZsye5cuU69kQ2bfptisE5c35bX7p0UEjVp08wbdfhrF8fFAe/8UbQjQaCjja33w633nr4ouFMSElJYfjw4SxatAiAVq1a0aFDh+h1vkpNDU6sPPUULF8erCtRIujydcstwe/WI5k9O5gyeOHC4Pk998DTT2fJ9Kupqam8++67rF+/ntKlS3PttdeeNv+vdHjZepydMycoTty8ObgxYNw4KFIkS0If9Jl2yxYK7txJsU2bqBUOUy01lYIbNhBauDDIDSBHDrjjjqD4KotylHTqOB0/00pSVvI4K0nR57H2f3z3HfTqFdywVbBgcM7w/PMzNURycjJvv/02W7ZsoWLFilx11VVeI5NOYx5ndTyOtqbIAiwswDpRZftB8IUXgm4iBQoE3UaOtj3pjh3BdITjxwfTpbz+etCN6AjWr1/P9OnTmT9/PmlpaQDkzJmThg0bkpCQQNFMFMr8UXFBo0aNaNy4sV05TiXhcHAHyO23B1MLAdx2W1Bw8L/HtJkzg45tmzcHLX3HjYNj7JC2c+dOkpKSmDlzJnv27AEgJibmQOegihUrHrZI48svv2TmzJmUKFGCm266KbKdhE4CP//8MwMHDiQUCnHTTTdRsuTveoEAwVSOc+bMITEx8aCpHCtVqkRCQgI1a9Y87i+M2X6szUKHK1KtUKECCQkJ1K5d+4h/nwsXLmT48OGkpqZStGhRevfuTZHMFAqkpgZTCw4YEHSi+8/xnhw5gk5111wTdGyKO+ompbB7N/TvH0w5+uv0iblzB1Pk3n03VK169GP9lx07djBkyBA2bNhAbGws559/PvXr1z+msY4oJQXeey84bq1YEawrUQLuvx9uvvnoCq/+2969QUHqG28Ezxs2hEGD/rigLUK2b9/O22+/zd69e2nQoAE9evRwGtHTXLYdZ2fNCoqvtm6FhISgC2YWTMu5bt06EhMTD/pMmytXLho2bEiTJk1+/5l28+aga1blysf8mUSSTqfPtJKUHTzOSlL0eaw9hHXr4JJLgpvLIbhp64kngmtvR2nz5s28/fbbpKSk0LRpU7p16xalZCWd6DzO6ngcbU1RJq7uSaeRpUvhb38Llp9//uiLryCoxB8xAm66KbjAftNNwcXkJ5+E/ykySUtLO9A5aM2aNQfWlyxZkoSEBOrVq3dMUzyFQiEqVqxIxYoV2bVrFzNnzmTGjBns2rWLSZMmMXnyZGrWrElCQgKVK1f2wvDJbN26oNjqs8+C57VqQb9+0LLlofdv1AgmTAguyM6fD61bB8WCR9mFKhwOs2LFChITE1m0aBG/1vDmy5fvQOeg/PnzH3Gcjh07snDhQjZu3EhiYiLN/ncKo1NYWloao0aNAqBp06aHLb6C4IJ1s2bNaNq0KcuXLycxMZHFixezYsUKVqxYQf78+Q/8vZ8y7ZPDYUhKgmHDggLCJk2gceOgs9Mx+u9pWpOTkwGIj4+nXr16JCQkZGqa1tq1a1OoUCGGDBnCli1bePvtt7n00kupXLnyH79w7tzgd8LAgUHnq18lJPw2xeCxdnzJlw/+9KfgWPDxx/Dcc0Gx5b/+FRQgXXRR0EGqadOjHnLNmjUMGTKEPXv2kDdvXnr16kX58uWPLb8/kpIS/L08/fRvxWMlS/5WeJUnz7GNmydPUADdtStcf33QFatx46C4+qabjtzR8jgUKlSInj178sEHHzBnzhxKly59Wh3jdIKYMSMo5ty2LZgmcPTo36YxjYK0tDR+/PFHEhMTWbt27YH1pUqVIiEhgbp16x7+M22xYhHp2CdJkiRJkk4xZcrAt98G5zZfeSU4hzh/fnCj5VHesFmsWDEuvPBChg4dyvTp0yldujQNGzaMbt6SpNOWBVjS/wqH4YYbYN8+aN8e+vbN/Bg5cgTTwFWuDI8+Cn//e1CE9e67kDMnO3bsONA5aO/evUDQOahOnTokJCRQvnz5iBVF5c+fn7Zt29KqVSsWL15MYmIiK1asYNGiRSxatIhixYrRpEkTGjZseNA0cZmyYUPQ0eX8872AllUyMoJCq/vug507g245Dz4IDz0ER5oSrU4dmDwZOnYMig1bt4avv4bq1Q/7kuTk5AOdmDb/OlUQULFiRRISEqhVq1amOjHlyZOHDh06MGLECL799lvOOOOMU6eA6Ah++OEHtmzZQt68eWnXrt1RvSYUClGlShWqVKnCjh07mDFjBjNnzmTXrl189913TJw4kdq1a5OQkECFChVOzqLKnTuDL85vvRUUy/yv8uV/K8b69fEHRVkZGRkHjnnLf53KDihatOiBY96xTh9YunRp+vbty9ChQ1m7di0DBw6ke/fuNG7c+OAdN2+GwYODAqOZM39bX7IkXHVVMMVg3brHlMMhxcUFhVy9egUnJp5/HkaNCoqyPv4Y2rQJukKdc87vCoL/27x58/j8889JT0+nRIkSXH755RSKdOFGSkrwO/Hpp2HVqmBdqVLwwANB18hjLbz6X+efHxS/9ekTdPy75ZagEKVfv6j+vqpcuTJnn302Y8eOZcyYMZQsWZJKlSpFLZ50kMRE6Nw5mJr0rLOCn/kodfndvn07SUlJzJo166DPtGeccQYJCQmUK1fu5PydJEmSJEmSTgw5csDLL0Pz5nDttfDFF8F5zi+/DAq0jkKtWrVo06YNEydO5KuvvqJEiRKUOcrXSpKUGU5BiFMQnqiyrQ3g228HF39z54Z584556qYD3nsvKOJKS2Nf06aMvOEGfly37kDnoAIFCtC4cWMaNWqUZQUov3Ydmjt3LikpKUDQDaZ+/fo0bdqUEiVKHN1Au3YFF/j/+U/YsweqVYOxY4PCM0XPTz8FP6PffRc8T0gIigkyOzXYmjVBJ6zFi4OCkHHjoF69g3aJ2M/KIWRkZNCvXz/Wr19PgwYNuOCCC455rJPFjh07+Ne//kVqaioXXHABDRo0OOax0tLSWLhwIYmJiaxevfrA+pIlS9KkSRPq169/VB30sr3lalJSUHQ1eHBwHAHImRMuvDBoJT1jRvAzeqiPKxUqBIVY/1WYtSd3bmbMmMGMGTPYuXMnEBSw1ahRg4SEBKpUqRKxYoDU1FS++OIL5s+fD0CzZs3o3KEDMWPHBsVFX34ZTDkIEB8fFANdc03QlSkzUwwej/nzg+P0oEG/5VKrVjDF7pVXHlSwGQ6HDxT0AdSsWZMLL7zw2ItzDyU5OShQ/vvf4def29Klfyu8yp07crH+W0YGvPQS/OUvQfFX6dLB7+ezz45OPIK/z+HDhzNv3jzy5MnDjTfe6PS/p6ksPc5OmxYUX+3cCa1aBQXyR9GZMjPC4TDLli0jMTGRJUuWZOtnWkn6VbZ/ppWkU5zHWUmKPo+1R2HqVOjRI5hhoHz5YDaa/7mmcTjhcJghQ4awZMkSChQowI033kjeo+yiJenU4HFWx+Noa4oswMICrBNVthwE16yBM84ILlq98ALcffdxD7l//36W/fvfVH3gAXLu38+mYsX48IorKNKoEQkJCdSsWZOYP+hEEk3H3NUoNTUoVHv8cdi4MViXI8dvF7XHjo1sVxcFUlODn8vHHoP9+4MOMU8+CXfemak5zw+ycWNwoXbOHChcGMaMIb1RIxYtWkRiYiIrf50SDA50S2vQoMExdw76X2vXrqVfv34AXHvttVSoUCEi456ohg0bxoIFC6hQoQLXXHNNxAqBNmzYwPTp05k3bx5paWkA5MyZkwYNGpCQkECxP+j0ky3H2l27goKrt946uDNUzZrB9HBXXw1Fix68/6xZQbHWjBm/FWUdwvZChVhXujTrS5dma5UqlOjWjQYdOkS+g9N/hMNhJk6cyI9Dh9Jw9mzOXLCA3Dt2/LZDo0bBnVmXX37we8pqa9cGbbrffDP4HQdB4eWdd8LNN5OSLx+fffYZCxcuBKBFixZ07Ngxcr+fkpOhf/+g8OrXKXdLlw46991wQ/QKr/7X7NnBv8WiRcHzP/8ZnnoqKPqLgtTUVPr3788vv/xCmTJluPbaa4nLquI7nTCy7Dj7/fdBgeeuXcGdoCNGBFOURsj+/fuZPXs2SUlJbNmy5cD6ypUrZ/tnWknyJKokRZfHWUmKPo+1R2nZMujePTg/nD8/DBsGXboc1Uv3799Pv3792LJlC5UqVeKqq67yXIZ0GvE4q+NhAVYmWIB1Ysryg2A4HHQn+eoraNYMpkw59qIW4JdffjlQEJGamkqJX37hikGDKLBjBxnFixMzcmTQteUEEA6HWbFiBYmJiSxatOhAJ4N8+fLRuHFjGjduTP78+YO/o08+gb/+NejCBEHXq6efhhYtgot+8+dDoULBRb8WLbLvTZ1qZs4MOqnNmhU879QJ/v3vyHQb27Yt+MLyww+k5cnDJ9dcw6L/dLYKhULUrFmTpk2bUqlSpahMI/T/7d13eFRl/v7xeyY9tCSEEloIEHpJSIbeq4CABRAUK0VX3V1XXXfdivvbFd2mu+vXAqiIrhRREJTeQpNlkpAAoXcCCSEQCCQhbeb3xwOJSBGSmRR4v67rXGTOnDnnOSQ8Ocy55/NZtGiRtm3bpjp16mjy5Ml37H94Dh06pE8//VQWi0WTJ09W3bp1XX6MnJycopvjZ8+eLVrfpEkT2Ww2NW/e/Jq/3zKda+PjTejq88+lixfNOm9v6cEHTfCqVy/pVn/GMjNVYLcr9ZtvlLNpkwIPHVLw9wIBVwkNvbZ9oSvCUGfPFrcYjI0tWp1drZqsjz4q36efvv3KdO6WmWkq5r39dlEFKmeVKtrZubPWtGunzJo1NXz4cEVERLjmeJcuFQevTpww6+rXN8GriRN/vGWqO2Rnm+DV+++bxxER5vvYsqVbDpeRkaHp06crJydHERERGjFiBC3Z7jJlMs9u3CgNGWLm1r59TQU+F32KMzU1VXa7veiaVpK8vb0VERHxoyFfACgrvIkKAO7FPAsA7sdcexsyMqQHHjBdQjw8pHffNdX1b8Hp06c1Y8YM5eXlqUuXLhp8i+EtAJUf8yxK41YzRXwEH7hizhwTvvLyMjeLSxC+KiwsLGoJduzYsaL1tWrVUvTQofJ5+WXpgQdkTUyUeveW5s6V7r3XlWdRIhaLRWFhYQoLC1NmZmZR+66LFy8qJiZGGzZsUA+HQ90WLpRPQoJ5Ua1a0h//aC5qr/ySWr/enM/mzSYgNH++Cfag5HJyTMWrf/xDKiw0Var++U/p8cdvPahyE06nU8cyMxX/7LOKOHVKYYcP64Fp0/T1448r6OGHFRUV5faWWQMGDNDu3bt16tQpxcbGqlOnTm49XnkoLCzU0qVLJUk2m+3q8JXTKZ0/L9WoUervqZ+fn7p27aouXbro4MGDRe2hDh06pEOHDqlGjRpF7aHKrLzyxYtmfv3gg6tCSmre3Mwfjz8u3ebN+7Nnz8putyshIUGXAgKkYcPk6empiLAwdfb2VvDRo8XVsvbvl44eNcuXXxbvpHHja9oXKijoxw9eUGCq/M2cKX39tan8J0mensoZOFDL69bVjgYN5FO1qh6qUUOht3VmZaB6denFF6Wf/lSaN0/5r78ur1271G7NGrVZu1Y5996rKq6Yty9dMpUS33hDOnnSrKtf37QAnDChfIJXV/j7S++9Z0LDEyaYqlgdO0pvvWV+Jl0cjgoMDNSoUaP02WefKSEhQfXq1ZPNZnPpMXCXW7/eXG9lZUn9+0uLFpmf81K40TVt7dq1ZbPZbrnNLQAAAAAAgMtd7uahSZOkWbPMh3sPHDDvRf7IB7xr1aql++67T/PmzdOWLVsUEhKi9hXtQ7QAgEqrQgewpkyZotdee+2qdXXq1FFqaqokExx47bXXNG3aNGVkZKhz5876v//7P7Vp06Y8hovK7PRp04ZJkn73O9OG8DZ8P7SUlZUlSbJarWrZsqVsNptCQ0OLq12sXy+NGWMuDkeOlN55R/rJT1x5NqVSvXp19e3bV7169dLu3bu1f+FCtf70U7XYt0+SlO/trbTHHlPw1Kny+WFoIjBQWrlSGjVKWrrUnN/MmdIjj5T9idwJ1q0z/4E4cMA8HjPGtBCrU6fUu87Ly9P27dtlt9uVdrmNZNLDD+uxxYvVaPt2PThrlixDhphQkJv5+/urX79+WrJkidasWaM2bdrccb3Xt2zZovT0dFWpUkV9+/Y1N8nXrDGV4pYsMZWIGjY0FaCuLC1alDgIYrFY1KxZMzVr1kznzp1TbGys4uPjdf78ea1Zs0YxMTFq3bq1bDab6rjg5+m6EhJM6Oq//zXtsCQT1rxS7ap379s6P4fDof3798tut+vgwYNF6wMDAxUdHa3IyEj5Xa+N3fnzpvJWXFxxKOvAAenIEbN8P5QVFlYcxoqONqGcK6Gs3bvNfPbpp1JKSvFrOnQwLQYfflh+tWqpX2am0ubMUUpKimbNmqV7771XkZGRt3yeZcbLS0kREVo4bpwa7dunPna7Gu7ZoyqLF5vKOX37Si+/bCrq3M7PYU6OCV69+WZx8KpBg+LglZta/ZXIyJFSp04mBLhypfTMM+Z314wZtx0K/DFNmjTRgAEDtHLlSi1btkx16tS541uuooysWycNG2Yquw0aJC1cWKqWnje6pm3VqpVsNpsaNWpEBTcAAAAAAFD+vL3N+7VNm5piAX/7m2lP+OmnP/reSKtWrdSzZ09t2LBBixcvVq1atRQSElI24wYA3NEqdAvCKVOmaP78+Vq1alXROg8PD9WqVUuS9Oabb+ovf/mLZs6cqebNm+vPf/6z1q9fr71795p2abeIFoQVU5mWAXzkEdMSq107c4P+Fj7Rf8tt+64nP9+Erj780Dx+5RXTnqkitV47ccJctH78seRwyGG1KiEqSmt79dLFatXk7e2tDh06yGazFf2bLJKfbwIJ//2vefyvfxUH3PDjzp0zPxPTp5vH9eqZai0jRpR61+np6bLb7UpMTFRubq4kydPTU+3atVOnTp1UNyhIevRRad488/P48cfSY4+V+rg/xuFwaMaMGUpJSVFERIRGjhzp9mOWlczMTL3zzjuqcuqUHvT1VYPERHPD/PLf/w3VqnV1IKtdu1K1RS0oKFBSUpLsdrtOXGkFJxNs9vb21tixY+Vfyoopysoy1a6mTZO2bi1e36yZqSz0xBPmvG5Ddna24uPjFRcXp3PnzhWtDw8Pl81mU7NmzW4/DHDuXHEo60ow63uhrquEhZkg4pXqf5IJ5zzyiDmf67Tqy8/P18KFC7Vr1y5JUteuXTVgwIAK017T6XQqJiZGMTExkszf5YMPPiifPXukv//dfA8LCszGbdqYINa4cTcPT+XkmO/7G29Il4PyatjQtKx98smKFbz6IYfDtGT89a/N76+QEPPJuQEDXHoYp9OpL7/8UklJSapSpYomT57Mdeddwm3XtKtXS8OHm39/99wjLVhQoupypbqmBYAKgjYCAOBezLMA4H7MtaXw2Wfmw595eVLnzqY6eO3aN32Jw+HQ7NmzdeDAAdWoUUOTJ08u/fvjACo05lmUxq1miip8AGvhwoVK+P5Nz8ucTqfq1aunF154Qb/61a8kSbm5uapTp47efPNNPf3007d8HAJYFVOZTYLffGNuXlmt0pYt0o+0BcrNzVViYqJiY2N1+vTpovWhoaGy2Wxq2bKlPG4lJOF0Sn/5i/T735vHDz1k0vrl2ZZJMtVi3nzT3IzOyTHr7r9fmjpVl0JDlZCQoNjYWJ05c6boJWFhYbLZbGrRokVxwMDhkH7xC1OxSTLn+dprLm/tdMdZsEB67rniCjvPPGMCDaWoROVwOLR3717Z7XYdPny4aH1QUJCio6MVERFxdeWgwkITlvnoI/P43XfLpErb8ePH9dHlYz711FNq2LCh24/pVvn50saN2vfWWwr87jvVSk+/+vnGjU3VkqFDzX8KExNNhbz166XvvjMt3L6vRg2pR4/iQFZUVHH7z9t08uRJ2e127dixQ4WFhZIkX19fRUREqFWrVrcdFPLatUtV/vtf+S9YIOvlaldOLy/lDB6srPHjldu1620HTK9Uadu5c2fRGP38/BQZGano6GgFBgbe1v5+1JVQ1pUqWbGx5hNTV3h4mO/XE0+YP38kqPvDkFPz5s31wAMPyKecg0j5+fn6+uuvlZSUJEnq0qWLBg4cePX3/PhxE5ydNq24ellIiPTzn5vqZQEBxdtmZ5tKZ3/9a3HwqlEjE7x64omKHbz6oW3bpIcflvbsMY9fesn8nnbhOeTl5enDDz9UWlqa6tevryeeeEKenhW6IG2pFFy4oKzERFVv2VKWmjXv2msAt1zTrlhhqrhdumTmpPnzb/sa0mXXtABQAfAmKgC4F/MsALgfc20prV9v7mWdPWvee1+yRGrV6qYvuXTpkqZPn66zZ88qLCxM48ePrzAfogXgesyzKI07JoD1t7/9TTVq1JCPj486d+6s119/XU2aNNGhQ4fUtGlTxcfHX9XaZ+TIkQoICNAnn3xyw/3m5uYWVX6RzF9Ww4YNlZ6eTgCrAsnPz9fKlSs1cOBA902C58/LMyJClhMnVPjii3K88cZNNy8sLNR//vMfZWdnS5K8vLzUtm1bRUVFqfaPpOlvxPLZZ/J4+mlZ8vPl6N5dhV9+Wdzyqizl5sr6wQeyTp0qy+VwlaNbNzmmTpWza9erNr1SKSEuLk779+8vqpRQrVo1RUZGKiIiQlWrVpWcTlmnTpXHlCmSpMKnn5bj7bdLVcXnjpWaKo+f/1zWBQskSc7wcBW+/76cPXuWeJcXL15UYmKitm3bpszMzKL14eHhioqKUlhY2I0rBzkcsr78sjzeeUeSVDh1qhwvvVTisdyqb775Rtu3b1fdunX1xBNPVL7/7Jw6Jcvy5bIuWSLLqlWyfO/v3enhIWf37nIOGSLHkCHmP383+vvPzZUlPl6W9etl2bhRls2bZbkShLmyP39/Obt0kbNHDzl79pSzU6fbbjuVnZ2tbdu26bvvvlNeXt5tvdYzL09tk5IUFRurBt+rqHU2MFBxUVFKiIhQdtWqt7XPGwkJCVFUVJRatWpVthfFGRmybNsmpaTIOWBAidp/JiUl6ZtvvlFhYaFq1aql0aNHK+D7AaYydPHiRX3xxRdKSUmR1WrVPffco4jrVPAqcv68rDNmyPqf/8hyuZ2gs2pVOSZMkGPiRFmXLpX1H/+Q5dQp81xoqAp/9Ss5H3vslipJVkjZ2bL+8pfyuFyB0BkRoYJZs6SWLV12iIyMDH388ce6dOmSIiIiNHToUJftu8LIylLuv/4l6z/+If/Lc1dhlSqyNG4sNW4sZ+PGUmionKGhRV8rMPCODWi5+prWsny5PEaNkiU3V45hw1Q4Z85tBQVPnz6tuLg47dy5s2ju9/LyUrt27dSxY8cSX9MCQHkqk/cPAOAuxjwLAO7HXOsC+/bJc+RIWQ4elDMgQIXz5snZp89NX5KWlqZPPvlE+fn56ty5s/r37182YwVQ5phnURqZmZkKDg6u3AGspUuXKjs7W82bN9epU6f05z//WXv27FFSUpL27t2r7t2768SJE6pXr17RayZPnqyjR49q+fLlN9zvlClT9Nprr12z/vPPP6e85F2mw7vvqvGKFboYEqJ1b7+twlu4eXXs2DFlZWUpODhYQUFBLqkMELx9uzq98Ya8srN1oX59bfn975Vdt26p93tLHA7V37BBrT7/XFUu30S/0KCBdj36qFI7dfrRm6F5eXlKT0/XmTNniqrUWCwW1ahRQ8HBwapSpYrCli1T+2nTZHE6daJ7d8W98IKc/GIznE41WrVKbWbOlHdWlhxWqw7cf7/2PvSQHCUIMDidTmVnZys9PV3nzp0rCsd5eHioZs2aqlmz5q1X4HE61fLzz9Xiiy8kSXtHj9aehx926w3y/Px87dmzR4WFhWrQoIGCg4PddiyXcDgUcOiQ6sTGqk5cnAL377/q6awqVbS/WTOdiopSQb9+KihhIMlSWKjqhw+r5q5dCk5KUtCuXfL5QSCr0NNT58LDdaZNG6W3aaOMli1VcIuBLKfTqczMTJ05c0aXflh56wdqpaYqcutWtUlIkO/lbQutVu1r3VoJnTrpSJMmLmunWqVKlaJ5pDLLysrS4cOHVVBQIE9PTzVu3NiEVMtQdna2Dh8+rPz8fHl4eKhx48a33FLMkp+vBhs2qNnChap+7Ng1z2fVrq19o0freJ8+d8zcXnfLFkX83//J58IFFXh7a+eECTo6aJDL5r/MzEwdulxhrVLMdbfIIzdXjZcuVdOvvpLf5QBqnpeXvPPzf/S1+X5+yq5dW9l16pg/a9dWzuU/s2vXVn6VKndsQOt21ImNle2NN+RRUKCUzp1lf/nlW/p353Q6df78eaWnp+vixYtF6318fFx6TQsAAAAAAFCevDMz1WnqVNXcvVsODw8lPPusjv9IqOrcuXM6cuSIJFMZ3OXdFwAAlV52drYefvjhyh3A+lS6mpMAAFPcSURBVKGsrCw1bdpUr7zyirp06aLu3bvr5MmTCgkJKdpm0qRJOn78uJYtW3bD/VABq3JwdwrVsm6dPAcNkiQVrFolZ69et/S6vLw8eXl53bhyUEklJclzxAhZjh+Xs3ZtFS5cKGd0tGuP8QOWNWvk8eqrpsKLJGdIiAr/8Ac5H39cus2WSAUFBdqzZ4/i4uJ04nvVcGrXrq2oqCi137NHPhMnmkpfAwaocN48qYwDCBXOwYPyePZZWdeulSQ5OnZU4QcfSB063Pau8vPzlZSUpLi4OJ26HKSTpHr16hVVDippmyvr3/4mj9/+VpJU+NOfyvH3v7v1JnhsbKxWrFghX19fPf300xUvfJOZKcvKlbIuXSrL8uVF1X+ucHTsKOc992hHo0b6+uRJ+VWpomeeeebqNo+l5XBIu3fLunGjLBs2mOVK28rLnFarnJGRpjpWjx5ydu8u1ax5za5uaa7NzpZl/nxTDWnLluJjNGkix1NPyfH44yWqDnU3yczM1BdffKFTp07Jw8NDQ4cOVbt27crk2Hv27NHixYuVn5+vmjVravTo0QoqSaVFp1OWFStkfestWdeskTMsTIW//rWc48eXuB1mhXbypDyeekrWNWskSY4RI8wcfZ1/RyWxefNmrVu3TlarVePHj1eDBg1cst9ykZ0t67Rpsv7977KkpUmSMgIClDhihJpNmaIjBw7o4Nq18jh+XAHnzing3Dk1KChQ7Zwc+Z06JcuV9pU34axe/eqqWY0bm69DQ01Z+XKqLHcrXHVNa1m8WB5jx5prqfvvV+Fnn/3ov72LFy9q27Zt2rZtW1HwymKxqHnz5oqKilJoaKjrr2kBoBzwKVYAcC/mWQBwP+ZaF7p0SR4TJ8o6b54kqfDVV+WYMuWm9zXWrl2r7777Tp6ennr88cdVh/e7gTsO8yxK446ogHU9AwcOVLNmzfTLX/6yxC0If+hW+zWibLm1D2t2ttS+vXTwoPTMM9J777l2/yV18qR0773Stm2mldicOdKIEa4/TmKi9KtfSVcqxVWrZh6/8ILkgrBLSkqKtm7dqp07d6qgoECSqbDQ3+FQ9Ouvy5KVJXXqZHpwu+hGdqVSUCC9/bb0hz9IOTnme/2nP5m//9sMSZ09e1Z2u10JCQlFlYs8PT3Vtm1b2Wy2qyoElsq770rPPWe+njBB+uADt7WSdDgcmj59ulJTUxUZGakR7vg3cDucTmnvXunbb82yYYP5Hl5Rtao0aJA0bJg0ZIgUEqILFy7onXfeUV5enkaMGHHV7ym3jfHQIdPn/spyubrOVdq2lXr1MkvPnlK9ejefa5OSzPf600+lc+fMOk9PaeRI6emnpf79XVbt6m6Ql5enBQsWaM+ePZKk7t27q3///m4LPzidTm3YsEFrL4c8mzZtqlGjRsnX17f0Oz93zvzslzDYWWk4HNJbb0mvvirl50v16kmffCINGFDqXTudTs2fP1+7du1S1apVNXny5FuuSlZhZGebOeLNN6XLYdSMgACt79VL+WPHauSoUUXzisPh0P79+2W323Xw4MGiXQQGBqpTu3aKCAyUb2qqdOTItcsPgq7XVaOGCWJdbwkLM8+XE5dc0y5YID30kPk5HDNGukn4yul06tixY7Lb7dq9e7ccDockU1WwY8eOio6O5v88AO44bn3/AADAPAsAZYC51sUcDun3v5def908fvhh6aOPpBt0CHE4HPr888918OBBBQQEaNKkSXRNAu4wzLMojVvNFFWqu2a5ubnavXu3evbsqbCwMNWtW1crV64surGdl5enmJgYvfnmm+U8UlR4f/iDCV81aGBuGlYU9eqZ4MSYMdLSpdL990v/+pf0/POu2f/Ro+aC87PPTGDDy8sE0H7/e6lWLdccQ1JISIhGjhypQYMGadu2bYqNjVVGRoaWSEocN06Pzpkjn61b5ezZU5YVK8z34W6RkCBNnCjFxZnH/fpJ06ZJTZve8i5udBM7ICBA0dHRioyMdP1/DJ591oTznnpK+vBD6eJFE8pxwwWK1WrV0KFD9dFHH2nbtm3q2LFj2VeGuXRJiokpDl39MMzUvLkJXA0bZoJMP2gXuXLlSuXl5al+/fqKiIhw/3gtFvMz1LSp9OSTZl1ysgmLXQlk7dol7dxplnffNds0ayaPHj3UsHp1qVUrKTzcnPsXX5hQxebNxcdo3FiaPNnsv6xapN5hvL29NWbMGK1Zs0YbN27Upk2bdObMGd1///3yLkHL0ZspKCjQokWLtGPHDklSp06dNHjwYFldFZirwNWGXMpqlV56yczVDz8s7dkjDRwovfyy9Je/XPNv/3ZYLBaNHDlSp0+f1unTpzVv3jw98cQTlaMNXE5OcfDqcvWqi7VqaU3Xrkrs0EE9+vZVnz59rgoXWq1WtWjRQi1atNCZM2cUGxurhIQEZWRkaPn69Vp9JTw8YsS14eHsbOnYseJA1uHDVwe00tKk8+dNwDwx8fpjDgiQbDbp0UfN9VVlqsL55ZfS2LEm/DtunDRr1nXDj3l5edq+fbvsdrvSLlcik6SGDRvKZrOpdevWlePnCwAAAAAAoLSsVvP+XdOm5sPEn39u3l9asEAKDr7O5lY9+OCDmj59ujIyMvTll1/qkUcecd37qQCAu0KFroD18ssva/jw4WrUqJHS0tL05z//WTExMdqxY4dCQ0P15ptvaurUqfr4448VHh6u119/XevWrdPevXtvq4IAFbAqJrelULdulbp2Nen3b74xAYqKpqDAVBuaNs08fukl6a9/LXmlmbNnTcr/nXekK+03H3qo+OLTzZxOpw4cOCC73a79+/cr+PRpjf/0U9XIzNSlOnXkWLpU/u6uEFTeLl0yVa7++lepsNDcCP7HP0yY5Rar32RnZys+Pl5xcXE6d6UakaRmzZrJZrOpWbNm7v/PwPz5JoSQny8NHy7Nmye5oprOdSxcuFCJiYkKCQnRxIkT3X9uycnFgavVq80N/yu8vaU+faShQ82c0azZDXdz5MiRoiqMkyZNcl0VstI6fVrauNEEy9avN2HAH14CNGggZWVJGRnmsYeHqcL39NMmdMJ/Nl1m+/btWrRokQoLC1WnTh2NGzdONVxUoefixYuaO3eukpOTZbFYNHToUEW7uaXtXSE7W3rxRRM8kqTISPPGTcuWpdrt2bNnNX36dF26dElRUVG69957XTBYN8nJMdcmb7xRFLxyNGyo9b16aUNYmCw+Pho5cuQtt9fMz8/Xjh07ZLfblfq9NoT169eXzWZTmzZtbq19bna2CZlfr3rWlYDW91WpIj34oPTYY2Zud3MoqVTXtPPmmd+7hYXS+PHSxx9fE75KT0+X3W5XYmJiUZt1Ly8vtWvXTjabTXUJzQK4C/ApVgBwL+ZZAHA/5lo3Wr3avBd0/rx5b3/JEvNh5Os4deqUPvzwQ+Xn56t79+4a4IJK+AAqBuZZlMYdUQErOTlZ48aNU3p6umrVqqUuXbpoy5YtCg0NlSS98sorysnJ0bPPPquMjAx17txZK1asqHztW1B28vJM+zSHQ3rkkYoZvpLMjbX33zctc1591QR1jh41FQ/8/G59Pzk50n/+I02dWtw+rG9fU7HCZnPL0K/HYrEoPDxc4eHhysjIUGxsrD6vVk2jp09X8KlTyurRQ2unTFH4uHGqX7++29pxlZv166VJk6R9+8zjBx8035eQkFt6+YkTJ2S327Vz504VFhZKknx9fRUZGano6GgFBQW5a+TXGjXK3Lh+4AFp8WLTMnPhQrdUEhkwYID27NmjlJQUxcfHuz5AUlgobdlSHLravv3q5+vVK65y1b//LZ1jYWGhli5dKkmKioqqOOEryVS5u/9+s0jmP5ubNqlw7VqdX7xYgQcPypKcbJ4LDTU/s089dcs/p7g97du3V2BgoObOnatTp05p+vTpGjt2bKmrvaWmpmr27NnKzMyUr6+vRo8erSZNmrho1Hc5f3/zu/mee8y1xLZtUseOpqXspEm3HKb9oaCgID3wwAP6/PPPFRcXp3r16qljx46uHXtpXSd4pdBQnf3JTzTT6dSF3FxVqVLltn+Gvby81LFjR0VGRio5OVl2u11JSUk6ceKETpw4oRUrVhT9rgu4WdU1f39Txa9Vq+s/n5VlKp9+/bW5ljpwwPw5a5YJnj76qFlu9PryMnu2CV05HNLjj5sKlJfDYg6HQ3v37pXdbtfhw4eLXhIUFCSbzaaIiAjXtBsFAAAAAACo7Pr3N90ehg417wt16WLeJ+rR45pN69SpoxEjRujLL7/Upk2bFBISojZt2pTDoAEAlVGFroBVVqiAVTG5JYX62mvSlCkmiLBr13XLjFY4n39uqiTl5UndupmLwh8bd2GhaQ/3hz9Ix4+bde3ameDVPfeU+CaxK+Xn52vPhg2q+9RTqnX0qHK9vTV37Fhd6t5dNptNbdu2rfzp4/PnpV//2tywl0yQ5f/+rzgAcxP5+flKSkqS3W7XyZMni9aHhIRUjL+fmBgTvrp40VSUW7LELS3J/ve//2nZsmXy8/PT888/X/rWigUF0tq1psXeV19JZ84UP2exmP94XQlddehw2/9WtmzZouXLl8vPz08//elP5Xc7gclyUjTX9ukjr7g4U+WqZ0+3V4SBce7cOc2ePVtpaWny8PC4repBP7Rnzx599dVXys/PV1BQkB5++GHVrFnTxSOGJOnkSVM9afVq8/j++6Xp06VS/H2vX79ea9eulYeHh5544omyb716PZcuFQevUlLMukaNpN/9TtsjI7Vo2TKXV3G7ePFiUbXHzMxMSSbI3bx5c9lsNjVp0qR0QW2n04RvZ82S5swpDqhLJpz+2GOm3Z8LrxFLdE372WcmdOVwmDDstGmSh4eysrIUFxfnvr8fAKik+BQrALgX8ywAuB9zbRk4dcp0fNi61XS9mDlTGjfuupuuXLlSmzdvlpeXlyZMmKA6deqU7VgBuBzzLErjVjNFBLBEAKuicvkkuHOnqVSRn29uuD30UOn3WVZiYqT77jM3CcPDpaVLr9860OmUli2TfvUraccOs65BA+n//T9T2aEiBiouXNClIUPku2mTCjw89NWDD2p369by8/NTRESEbDabAgMDy3uUt+fiRXOj9O9/L75hPWmSaT/4IyGlKxXCtm3bppycHEmSh4eH2rRpI5vNVrEqhG3dagJ9GRlSRIS0YoUJN7qQw+HQtGnTdOrUKXXs2FHDhw+//Z0UFEjr1pk2TgsWSOnpxc8FBppzGDrU/FmKG+4XLlzQO++8o7y8PN17772Kiooq8b7KEhec5S83N1cLFizQ3r17JUk9e/ZU3759b/nfutPp1KZNm7T6chgoLCxMo0ePrhQBwErN4TAVKn/7W3NtUa+eqYY1eLBUgutJp9OpefPmac+ePapWrZomT56sqm6oLnhLLl0ygbI33jBhM8kEr377Wzkff1xrNm7Uxo0bJUktW7bU/fffL29vb5cOoUwqPF26ZNpRz5plrq0KCsx6T08TxH38cfP7wcenVIe57Xn2k09M+N7plCZNkvO995R88mRRhTCHwyFJ8vf3v7UKYQBwF+CaFgDci3kWANyPubaMZGeb+2VffWUe/7//Z97f+8F7sQ6HQ//973916NAhBQYGatKkSbzfClRyzLMoDQJYt4EAVsXk0kmwsNBU6bHbTbp94cIKUQXqtuzeLQ0ZYloRBgeb9m9duhQ/HxsrvfKKqe4jmaDPq69KP/3p7bUtLA+5uaYl5Jdfymm1avWoUdrUunXR0+Hh4bLZbGrWrFnFCR9dz5kzprXgf/4jnT1r1jVrZsJYffve8GVOp1MHDhyQ3W7X/v37i9bXqFFD0dHRioyMVJUqVdw9+pLZvl0aOFBKS5NatpRWrZLq13fpIY4ePaqZM2dKkiZNmnRrbf2uhK6uVLr6fugqONi0gRw9Wurd29xod4EFCxZo+/btqlevniZOnFixf1a/hwvOisHhcGj16tXavHmzJKlVq1a67777fjTUUlBQoG+++UaJiYmSpOjoaN1zzz3yqIiB2ztVfLz08MPS5QCdrFYpMtLML717m4pytxgkzs3N1YwZM5Senq5GjRrpscceK9vv5aVL0owZpnXxleBVw4bmTagnn1SezFy3Z88eSVKPHj3Ur18/t8936enpstvtSkxMVG5uriTTvrBdu3ay2WyqW7du6Q+SlmYC+rNmSXFxxeuDgkxFrMcekzp1KtH1423Nsx99JE2cKDmdKnz6aSVOnCh7XJxSr7R+lFS/fn3ZbDa1adNGni76HQYAlR3XtADgXsyzAOB+zLVlyOEwhQz+/nfz+IknpA8+MFWxvic7O1vTp0/XuXPn1KxZM40bN05Wq7XsxwvAJZhnURoEsG4DAayKyaWT4D//Kb30klSjhmk9eCsBjoooNdW0fYuLk3x9TXvC9u3NjdG5c8023t4mdPWb35ibhpVFYaH07LMmrCTp9C9+oeWRkTp46FDRJoGBgUWBpAr1SYPkZFMFZdo08+kJyVQqe+UV80mKG1TOyMnJ0bZt2xQbG6uMjIyi9U2bNpXNZlN4eHjluJjft08aMMC0uwwLMy25wsJceogr4ab69etrwoQJ17/ZX1BgqsV98YX05ZfXhq4eeEAaM8aloasrvh8Smzhxouq7OITmTlxwViwJCQlavHixHA6HQkJCNHbs2Btem2RlZWnu3Lk6fvy4LBaL7rnnHnXq1KmMRwxJUlaWaXH81VfS935vSTKBnQ4digNZvXrdtFXhmTNnNH36dOXm5spms2no0KHuHbtkglcffmiCVydOmHUNG5priSeflHx8dP78ec2ZM0epqany8PDQ8OHD1aFDB/eP7Xvy8vK0fft22e12paWlFa1v2LChbDabWrdu7ZrA2s6dppXzZ58VB9EkqXlzE8R69FFTEewW3fI8O326NHmyJOnoiBGa07WrLl0OnHl6eqpt27ay2Wy3FkQGgLsM17QA4F7MswDgfsy15eD996Xnnzf3p/r2NfcVfvBBytTUVH344YcqKChQjx491L9//3IaLIDSYp5FaRDAug0EsComl02CBw6YkFJOjrmxNXGi6wZZHi5eND2pv/nG3NT19DStjywWafx4Uy41NLS8R1kyTqf0u99Jr79uHv/iFzrz6quKjY9XQkKCLl26JKkC3YTct096801zkzY/36yLjDSVxx544IYtH1NSUrR161bt3LlTBZfbHfn4+BS1XKx5kxvzFdbRo1L//tLBgybguGqV1KqVy3Z/8eJFvfPOO8rNzdXw4cPVsWNH80RBgbR+fXHo6vTp4hfVrFlc6apPH5eHrq5wOBz64IMPlJaWVvI2ieWIC86K59ixY5o7d66ys7NVtWpVjR079ppQX1pammbPnq1z587Jx8dHo0ePVtPrtaZF2UtONmHQK8u+fddu07atCWP16WMCWbVrX/X0vn37NHv2bEnSiBEjFBkZ6Z6x5uaa4NXrrxcHrxo0MMGrp54qChAnJydrzpw5ysrKkr+/v8aOHauGDRu6Z0y3wOl06tixY7Lb7dq9e3dRS74qVaqoY8eOio6Ods01fWGhtGaNqYr11VfFIWvJvCn32GPm90y1ajfdza3Ms45335X1ueckSVs6d9bye+6RLJai8HlERIT8/f1Lf04AcIfimhYA3It5FgDcj7m2nCxbZu4hXLxounwsWXLNB8x37Nihry63LBw9erRaf6+DC4DKg3kWpUEA6zYQwKqYXDIJOp1Sv36mFVm/fiYUUknagt1UQYH0s59J771nHg8ebIJAZVyJwm3eekt68UXz9WOPSTNmKM/p1M6dO2W328u/DU98vKkS8uWX5mdMMjfSX31VGjTouj9jBQUF2rVrl+x2u5KTk4vW16lTRzabTe3atfvRVmMVXkqKaUeYlGQqTq1YYQJpLrJlyxYtX75c/j4++llEhHy+/trcEP9eFRTVrGnCb6NHm5vjZfAz8b///U/Lli2Tn5+fnn/++Up3g5wLzoopIyNDs2fP1unTp+Xp6an77rtPbdq0kWTCOV9++aXy8vIUGBiocePGqVatWuU8YtxQSooJisbEmOuR3buv3aZVq+IKWb17SyEhiomJ0bp16+Th4aEnn3zStZX1rgSvpk41gTHJtI/9zW+kCROuqty4Y8cOff311yosLFTt2rU1btw4BQQEuG4spXThwgXFxcUpLi5OFy9elCRZLBa1bNlSNptNjRs3dk2LxAsXzO/9WbOK2z1Lps3zAw9Ijz9urjWvE76+2TybnZ2tlN/9Tk3fekuS9F3XrloxaJDCmzevHO2XAaCC4JoWANyLeRYA3I+5thwlJkrDhpkPKNaqJS1aJHXpctUmy5cv15YtW+Tl5aWJEyeq9g8+UAmg4mOeRWkQwLoNBLAqJpdMgtOmSU8/Lfn7Szt2SE2auHaQ5cnplBYvNuVQe/Ys79G43qxZpvpGYaFpuzhvnuTnJ6fTqeTkZNntdiUlJRVVvfD391dkZKSio6Pdc2PY6TQ3z6dONcGiK4YPN8Grrl2v+7Lz588rNjZW8fHxyr5cOcNqtap169ay2Wxq2LDhnXVj9cwZ6Z57pNhY0/Jz6dIb/t3clsJCOWJitGvKFDWOj1fVrKzi54KCrg5dleFF0/crcw0bNkzR0dFldmxX4YKz4srNzdWXX36p/fv3S5J69+4tHx8frbg8BzVu3FijR4+udKG/u15aWnEgKybGXJ/8UPPmcvbqpS0+PvrO21uWhg01efJkValSpXTHzs2VPvrIVLz6keCV0+nUunXrtH79+stDaq4HHnhAPjdoq1veCgsLtWfPHtntdh09erRofXBwsGw2mzp06OC6sR89Kv33v9Inn1xd4axePVON9LHHpMuBSen68+yJEydkt9vlN326Bi9ZIkna0ru3Ml99VdE2m4IqUxtpAKgAuKYFAPdingUA92OuLWcnTpj7Pdu2Sb6+pvPJqFFFTzscDn322Wc6fPiwgoKCNGnSJPn6+pbjgAHcLuZZlAYBrNtAAKtiKvUkmJxsbn5lZpqKSi+84PIxws0WL5bGjJEuXTIhs0WLpO+Fqy5evKj4+HjFxcUpMzNTkql60aBBA9dVw3I41CAhQe2++Ua1Dh40q6xWHencWTuHDdO5m7RgKigoUHJysq5Ms9WqVVN0dLQ6duyoqlWrumZ8FVFmpgnNbdggVakiff21aU94uwoLzT6utBc8daroqWw/Pznvu09VnniizENX37dw4UIlJiYqJCREEydOlNVqLZdxlAYXnBWbw+HQypUrtWXLlqvWd+zYUUOHDpXHDVqdohI5c8bMdVcCWQkJxdUVLzsbGKgzbdqo6VNPydq3r9S48e0dIzdX+vhjE7w6ftysq1evOHj1gzeL8vPztXDhQu3atUuS1K1bN/Xv37/SzHFpaWmy2+1KTExU/uUWwV5eXqpfv75rQ89Op4IPHVKTTZsUtmWLfL4XDj4TGqqDPXroSJcuyqlWTenp6QoODpbFYlFWVpbS0tLUZfNmDb4cqEx98knVfP99eVX2apgAUE64pgUA92KeBQD3Y66tAC5elMaNk775xjz+61+ll18u6nqSlZWl6dOn6/z586pZs2aFuKdstVoVGRlZ1D0BwI0xz6I0CGDdBgJYFVOpJkGnUxoxwlwkde4sbdp03ZYwqAQ2bDCfOjh/3rRYXLZMqlv3qk0cDof27t0ru92uw4cPu+Sw1sJCtd25U903blTt06clSQUeHtoWGanN3bvrXGDgLe8rLCxMNptNLVq0qDQ3r0stO1u6/35TLczHx4Sohg//8dcVFkobN5rt58+/KnSlwEDp/vu1sV49rbVYFNKokSZMmFBuFcSOHTumjz/+WJI0YcIENWjQoFzGUVpccFYO8fHx+vbbb+V0OjVo0CB17tz5zqqeh2IZGWYevBzIcsbHy3K52mOR0NCrWxY2aXL9Fst5eSZ49Ze/XB28evVVaeLEa4JXkrkunjNnjlJSUmS1WnXvvfcq0oXtZMtSbm6uEhMTZbfblZ6e7tZjeRQUKHz/frVPTFTzffvkcfl7Vmi16kCzZkrs0EH7mjdX4eV5tvt332nA8uWSJOfvfifLn/50Z7TJBoBywjUtALgX8ywAuB9zbQVRWGgKOrzzjnk8ebL5+vL3JCUlRR999JEKCgrKb4zX0aNHD/Xr14/3jIGbYJ5FadxqpshFJWKACmbOHBO+8vKSPvyQ8FVl1rOnuQk9eLDpw929u7Ry5VXtJK1Wq1q1aqVWrVopPT1dKSkpJT6c5dIlBS5cqFozZ8r75ElJUmGVKjrz0EM6M368fIOD1e829hcSEqLg4OASj6fS8vc3FcvGjZMWLDAtAj/7THrooWu3LSw0IckroavU1OLnLoeuNHq0qaLl5aUOFy5owzvv6MSJE0pISCiXYIDD4dCSyy2jIiMjK234CpVHx44d1ahRIzkcDtWuXbu8hwN3Cgw0gdXLoVVLZqaOz5mjo7NmKfToUTVITZXl6FHTqnfWLPOa+vWLw1h9+pgKWTNnmuDVsWNmm5AQE7yaNOm6wStJOnnypGbPnq2LFy/K399fY8aMUWhoqNtP2V18fHzUqVMn2Ww2HT9+XOfPn3f7MQsk7c3IUMCyZQpYvFj+O3eqxb59arFvnwqqVdP5e+6Rs2pVBV8OX2nKFFn++Ee3jwsAAAAAAAC3wMND+s9/pPBwE8SaNk06csTcv6heXSEhIXruued0/MqHHcvZiRMn9L///U8bN25Uenq67r//fnlTYR0Ayg0BLNx5Tp+WfvYz8/Xvf2/aEKJy69DBBHQGDZIOHTIhrOXLpfbtr9k0ODi4ZIGn8+eld9+V3n5bSksz62rVkn7xC3n85CeqHRAgIg+3ycdHmjdPevJJE74aN86U8J0wQXI4zPd03jzTXvD7obmAgKtDVz/4z0K1atXUu3dvrVy5UqtWrVLLli3l5+dXpqcWGxurU6dOydfXV/1L0l4RKIG7MswJqXp1NZw8WQfCw/XR+vXyKyzUhNatVXPHDhNQ3rpVOnFC+vxzs0hm3szLM1+HhEi//rX5tN4NgleSlJSUpIULF6qgoEC1atXSuHHjFHgb1R4rMovFokaNGpXtQXv1Mi0fd+9W4ccfK++jj+R35oxqfvFF8Tb/7/9Jv/td2Y4LAAAAAAAAP+5nPzMfchw3znT66NFD+vZbqWFDBQQEKCAgoLxHKElq166dQkJCtHjxYu3Zs0cff/yxxo4dqxo1apT30ADgrnSX9MLCXeXnP5fS06V27aRf/aq8RwNXadrUtGRq395USOrVyzwurVOnzI3pRo2k3/zGhK9CQ01J2aNHTbWQCnIhXSl5ekqffCI984xpDTpxoglWNWhgvofvvGPCVzVqSE88IS1ZYr4nH30kDRlyTfjqis6dO6tWrVrKzs7W2rVry/SUsrKytGbNGklSv379VKVKlTI9PoC7U58+fdS8eXPleHjo09RUZf3mN+b34Llz0urV0h/+YCpg+fiY8FXdutK//iUdPGjeMLpB+MrpdComJkbz589XQUGBwsPDNWHChDsmfFXuWrWS4y9/0Ypp01SwbJn02GOmDeTf/074CgAAAAAAoCIbMUJav968z7Zjh9S5sxQXV96jukaHDh30+OOPy9/fX6mpqZo+fbqSk5PLe1gAcFcigIU7y+LF0uzZktVqAhyU2byzhISYah89epiKVQMHmk8clMThw9Kzz5qw1ZtvSpmZUuvWpp3T/v3Sc89JZVxV6Y5ltZrqYi+/bB7Pn18cunr8cfM9TEuTPv74pqGr7/Pw8NDQoUMlmWpUqd9vW+hmq1atUm5urkJCQhQVFVVmxwVwd7NYLLr//vsVFBSk8+fPa/78+XI4HKbla79+0muvSevWmUDW9u2mYuTPfnbT32X5+fn66quvtG7dOklSly5dNHbsWPn4+JTJOd1VPDzk7NfPhJJPnJBeeqm8RwQAAAAAAIAfExUl/e9/Utu25r5Gr17SokXlPaprNGzYUJMmTVLt2rWVlZWlmTNnaseOHeU9LAC46xDAwp3j/HnpJz8xX7/0khQdXb7jgXsEBJj2g8OGSZcuSSNHSp9+euuv37lTGj/e9O9+7z0pN9d8amHhQvMJhkcflby83DX6u5fFIv31r6bi1aRJ0jffmEpXM2dKQ4eWKCzZuHFjtW3bVk6nU0uWLJHT6XT9uH/g+PHjSkhIkCQNGTJEViu/RgGUHV9fX40dO1be3t46cuSIVq5ceb2NTBXQHwkRX7hwQTNnztTOnTtltVo1fPhwDR48mHkNAAAAAAAA+L5GjUwl+kGDpOxs6b77pBdflN5/X5o3T1q1SoqPN11VLlww3UDKQUBAgJ566ik1b95chYWF+uqrr7R27doyuXcCADA8y3sAgMu88oqpKNCsmakCgTuXv7+0YIE0YYIJXz32mHTmjPTCCzd+zXffSVOnmippVwwaZFoM9u5tAkJwL4vFVBZ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|
||
"text/plain": [
|
||
"<Figure size 3000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(20, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(30, 6))\n",
|
||
"#sc = ax1.plot(data900['seconds'], data900['TravelDelta'], color='red') \n",
|
||
"#sc = ax1.plot(data1000['seconds'], data1000['TravelDelta'], color='green') \n",
|
||
"sc = ax1.plot(data['100_1500_32']['seconds'], data['100_1500_32']['TravelDeltaOriginal']*1000, color='gray') \n",
|
||
"sc = ax1.plot(data['100_1500_32']['seconds'], data['100_1500_32']['TravelDelta2'], color='red') \n",
|
||
"ax1.set_ylabel('Швидкість ходу поршня, μm/с')\n",
|
||
"#ax1.set_ylim(400, 1000)\n",
|
||
"#ax1.set_xlim(300, 1400)\n",
|
||
"ax1.set_title('Швидкість ходу поршня до і після усереднення')\n",
|
||
"ax1.set_xlabel('час, с')\n",
|
||
"ax1.grid(True)\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_data_TravelDelta(data, title):\n",
|
||
" setToPlot = data.copy()\n",
|
||
"\n",
|
||
" plt.figure(figsize=(40, 6))\n",
|
||
" fig, ax1 = plt.subplots( figsize=(40, 6))\n",
|
||
" sc = ax1.plot(setToPlot['Pyrometer'], setToPlot['TravelDelta'], color='red') \n",
|
||
" ax1.set_ylabel('TravelDelta')\n",
|
||
" ax1.set_title(title)\n",
|
||
" ax1.set_xlabel('Pyrometer')\n",
|
||
" ax1.grid(True)\n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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ARJIkSZIkSZIk5R5OzpAkSZIkSZIkSbnWJZdcQnJy8j8u2UXTpk3/8TwOOeSQqCNKkiRJkiRJkpRjxeL/dAslSZIkSZIkSZKkHGz+/PksX778H/epW7fuAUqzd+bMmcNff/210+dTUlKoXbv2AUwkSZIkSZIkSVLuYTlDkiRJkiRJkiRJkiRJkiRJkiRpLyREHUCSJEmSJEmSJEmSJEmSJEmSJCk7S4o6QFaQkZHBb7/9RqFChYjFYlHHkSRJkiRJkiRJkiRJkiRJkiRJWUA8Huevv/6ifPnyJCTsfD6G5Qzgt99+o2LFilHHkCRJkiRJkiRJkiRJkiRJkiRJWdDChQs56KCDdvq85QygUKFCQPhmFS5cOOI0kqTcJi0tjQkTJtCiRQuSk5OjjiNJkvSvvH6RJEnZkdcwkiQpu/H6RZIkZTdev0iScqo1a9ZQsWLFrb2DnbGcAcRiMQAKFy5sOUOSdMClpaWRP39+Chcu7C+mkiQpW/D6RZIkZUdew0iSpOzG6xdJkpTdeP0iScrptvQOdibhAOWQJEmSJEmSJEmSJEmSJEmSJEnKkSxnSJIkSZIkSZIkSZIkSZIkSZIk7QXLGZIkSZIkSZIkSZIkSZIkSZIkSXvBcoYkSZIkSZIkSZIkSZIkSZIkSdJesJwhSZIkSZIkSZIkSZIkSZIkSZK0FyxnSJIkSZIkSZIkSZIkSZIkSZIk7QXLGZIkSZIkSZIkSZIkSZIkSZIkSXvBcoYkSZIkSZIkSZIkSZIkSZIkSdJesJwhSZIkSZIkSZIkSZIkSZIkSZK0FyxnSJIkSZIkSZIkSZIkSZIkSZIk7YVIyxmDBg3iyCOPpHDhwhQuXJgGDRowduzYrc/H43F69epF+fLlyZcvH02aNGH27NmZ3iM1NZVu3bpRsmRJChQoQLt27Vi0aNGBPhVJkiRJkiRJkiRJkiRJkiRJkpRLRVrOOOigg7jvvvuYMWMGM2bM4JRTTuH000/fWsB44IEH6N+/P0888QTTp0+nbNmyNG/enL/++mvre1x33XWMGDGC4cOH8/HHH7N27VratGlDenp6VKclSZIkSZIkSZIkSZIkSZIkSZJykUjLGW3btuW0007j0EMP5dBDD6VPnz4ULFiQTz/9lHg8zqOPPsptt91Gx44dqVWrFi+++CLr169n2LBhAKxevZrBgwfz8MMP06xZM4455hiGDh3Kt99+y3vvvRflqUmSJEmSJEmSJEmSJEmSJEmSpFwiKeoAW6Snp/P666+zbt06GjRowLx581i6dCktWrTYuk9KSgqNGzdm2rRpXHnllcycOZO0tLRM+5QvX55atWoxbdo0Tj311B0eKzU1ldTU1K2P16xZA0BaWhppaWn76QwlSdqxLT97/BkkSZKyC69fJElSduQ1jCRJym68fpEkSdmN1y+SpJxqV3+2RV7O+Pbbb2nQoAEbN26kYMGCjBgxgiOOOIJp06YBUKZMmUz7lylThl9//RWApUuXkidPHooVK7bdPkuXLt3pMfv160fv3r232z5hwgTy58+/t6ckSdIemThxYtQRJEmSdovXL5IkKTvyGkaSJGU3Xr9IkqTsxusXSVJOs379+l3aL/JyxmGHHcZXX33FqlWrePPNN7n44ouZMmXK1udjsVim/ePx+Hbb/te/7XPLLbdwww03bH28Zs0aKlasSIsWLShcuPAenokkSXsmLS2NiRMn0rx5c5KTk6OOI0mS9K+8fpEkSdmR1zCSJCm78fpFkiRlN16/SJJyqjVr1uzSfpGXM/LkyUO1atUAqFu3LtOnT+exxx7j5ptvBsJ0jHLlym3df9myZVunaZQtW5ZNmzaxcuXKTNMzli1bRsOGDXd6zJSUFFJSUrbbnpyc7AWBJCky/hySJEnZjdcvkiQpO/IaRttZuxYWLgxL2bJQuzb8y43CJEk6kLx+kSRJ2Y3XL5KknGZXf65FXs74X/F4nNTUVKpUqULZsmWZOHEixxxzDACbNm1iypQp3H///QDUqVOH5ORkJk6cyNlnnw3AkiVLmDVrFg888EBk5yBJkiRJkiRJkqQsIC0NfvsNFiwI5Yu/f92yvnJl5tfUrg0XXwwXXBDKGpIkSZIkSZIk7YJIyxm33norrVq1omLFivz1118MHz6cDz74gHHjxhGLxbjuuuvo27cv1atXp3r16vTt25f8+fNz/vnnA1CkSBEuvfRSevToQYkSJShevDg9e/akdu3aNGvWLMpTkyRJkiRJkiRJ0v4Uj8Mff2xfuvj7199+C/v9myJFoEIFmDsXvv0WevaEm2+Gli1DUaNtW8ibd/+fkyRJkiRJkiQp24q0nPH7779z4YUXsmTJEooUKcKRRx7JuHHjaN68OQA33XQTGzZsoEuXLqxcuZLjjz+eCRMmUKhQoa3v8cgjj5CUlMTZZ5/Nhg0baNq0KS+88AKJiYlRnZYkSZIkSZIkSZL21tq120+5+PvXRYtg48Z/f588eaBixbAcfPCOvxYuHPZduRJefRVefBE+/RTGjAlL0aJw3nmhqHHccRCL7ddTlyRJkiRJkiRlP5GWMwYPHvyPz8diMXr16kWvXr12uk/evHkZMGAAAwYM2MfpJEmSJEmSJEmStF+kpcHixf889WLlyl17r3Ll/rl4Ubo0JCTs2nsVKwZXXRWWOXPgpZfCsmgRDBoUlsMOCyWNCy+Egw7a8++BJEmSJEmSJClHibScIUmSJEmSJEmSpBwmHoc//th56WLBAliyJOz3b4oU2b5w8ff1ChXCZIz94bDDoE8fuPtueP/9ME3jzTdDaePWW+G226BZs1DU6NAB8uffPzkkSZIkSZIkSdmC5QxJkiRJkiRJkiTtvcGD4cEHYf58SE399/3z5AmTJ/63cPH3r4UL7/fY/yoxMZQwmjWDgQPhjTfghRfgww9h4sSwFCoEZ58dihonngixWNSpJUmSJEmSJEkHmOUMSZIkSZIkSZIk7Z1HHoEbbsi8rVy5HRcutnwtXRoSEqLJu6cKFYLOncPyyy/w8sthosa8eaGcMngwVK0KF10UlipVok4sSZIkSZIkSTpALGdIkiRJkiRJkiRpzz34INx0U1i/8Ua4+mqoUCFMxsjJqlaFu+6CO+6Ajz8OJY3XXw+ljV69wtK4cZimceaZodghSZIkSZIkScqxstntiCRJkiRJkiRJkpRl9O27rZhx551w//1hWkROL2b8XUICNGoUpmYsXQpDh0KzZhCLwZQpcMklULZsmKQxaRJkZESdWJIkSZIkSZK0H1jOkCRJkiRJkiRJ0u67+2647baw3rt3WGKxaDNFLX9+uOACmDgRfv01lFcOOwzWr4eXXw6ljcqVw/ftxx+jTitJkiRJkiRJ2ocsZ0iSJEmSJEmSJGnXxeNhSsZdd4XHffuGx8qsYkW45Rb4/nv45BO46iooWhQWLtxW2mjYEJ5+GlatijqtJEmSJEmSJGkvWc6QJEmSJEmSJEnSronHw9SHe+4Jjx94IBQQtHOxGNSvD4MGwZIl8NprcNppkJi4rbRRtiyccw6MHQubN0edWJIkSZIkSZK0ByxnSJIkSZIkSZIk6d/F43DzzdCvX3jcvz/ceGO0mbKbvHnhrLNgzBhYtAgeeghq1YLU1G2ljYoVw/d11qyo00qSJEmSJEmSdoPlDEmSJEmSJEmSJP2zeBx69IAHHwyPH38crr8+2kzZXdmy4Xv6zTcwcyZcey2ULAlLl4bSRu3aULcuDBgAy5dHnVaSJEmSJEmS9C8sZ0iSJEmSJEmSJGnn4nHo3h0eeSQ8HjgQunWLNlNOEovBscfCY4/B4sUwYgS0bw9JSdtKG+XLQ4cO8PbbsGlT1IklSZIkSZIkSTtgOUOSJEmSJEmSJEk7lpEBXbuG6Q0AzzwDV18dbaacLE+eUMwYMQKWLAkTSo49FtLSYOTI8FyFCqEs88UXoTgjSZIkSZIkScoSLGdIkiRJkiRJkiRpexkZcNVVMGhQmO7w/PNw+eVRp8o9SpYME0pmzoRvv4WePaFsWVi+PJQ26tSBo46Chx+GpUujTitJkiRJkiRJuZ7lDEmSJEmSJEmSJGWWng6XXQbPPgsJCfDii9C5c9Spcq9ateDBB2HhQhgzBs4+G1JStpU2DjoIWreGTz+NOqkkSZIkSZIk5VqWMyRJkiRJkiRJkrRNenooYgwZEooZL78MF14YdSoBJCXBaafBq6/CkiXw1FNQv374b/buu9CwIfToAevXR51UkiRJkiRJknIdyxmSJEmSJEmSJEkKNm+Giy4KhYzERBg2DM4/P+pU2pFixeDKK+GTT+CHH0KBJh6H/v3hqKPgo4+iTihJkiRJkiRJuYrlDEmSJEmSJEmSJEFaGlxwQShkJCWF6QznnBN1Ku2Kww6Dl16C0aOhQgX4+Wdo1Ai6dYO1a6NOJ0mSJEmSJEm5guUMSZIkSZIkSZKk3C4tDc47D157DZKT4Y034Iwzok6l3dW6NcyeDZddFh4/8QTUrg2TJkWbS5IkSZIkSZJyAcsZkiRJkiRJkiRJudmmTXD22fDmm5AnD7z1Fpx+etSptKeKFIFnn4UJE6BSJZg/H5o1gyuvhNWro04nSZIkSZIkSTmW5QxJkiRJkiRJkqTcKjU1TMgYORJSUsLXNm2iTqV9oXlz+PZb6No1PH7mGahVC8aOjTaXJEmSJEmSJOVQljMkSZIkSZIkSZJyo40boUMHGD0a8uaFUaOgVauoU2lfKlQInngCPvgADjkEFi2C006DTp1g5cqo00mSJEmSJElSjmI5Q5IkSZIkSZIkKbfZsAFOPz1MUciXLxQ0WrSIOpX2l8aN4Ztv4PrrIRaDF1+EI46At9+OOpkkSZIkSZIk5RiWMyRJkiRJkiRJknKT9euhTRuYMAHy54d334WmTaNOpf0tf37o3x+mToUaNWDpUmjfHs47D5YvjzqdJEmSJEmSJGV7ljMkSZIkSZIkSZJyi7VroXVrmDwZChaEceOgSZOoU+lAatAAvvwS/vtfSEiA4cPDFI3XX486mSRJkiRJkiRla5YzJEmSJEmSJEmScoO//oJWreCDD6BQIRg/Hk46KepUikLevNCvH3z2GdSqBX/8AWefDWeeCb//HnU6SZIkSZIkScqWLGdIkiRJkiRJkiTldGvWwKmnwscfQ+HCMHEiNGwYdSpFrW5dmDED7rwTkpLgzTfDFI2hQyEejzqdJEmSJEmSJGUrljMkSZIkSZIkSZJyslWroEUL+OQTKFoUJk2C44+POpWyipQU6N0bpk+HY46BP/+ECy+Edu1g8eKo00mSJEmSJElStmE5Q5IkSZIkSZIkKadauRKaN4fPPoPixUMxo27dqFMpKzr66PC/k3vvhTx5YPRoqFkTnn/eKRqSJEmSJEmStAssZ0iSJEmSJEmSJOVEK1ZA06YwYwaUKAGTJ8Oxx0adSllZcjLcdht88QUcdxysXg2XXgotW8Kvv0adTpIkSZIkSZKyNMsZkiRJkiRJkiRJOc0ff8App8CXX0KpUvD++3DUUVGnUnZRsyZMnQoPPgh588KECVCrFgwaBBkZUaeTJEmSJEmSpCzJcoYkSZIkSZIkSVJOsmxZKGZ88w2UKQMffAC1a0edStlNUhL07Alffw0nnABr10KXLmEay9y5UaeTJEmSJEmSpCzHcoYkSZIkSZIkSVJOsXQpnHwyzJoF5cqFYsYRR0SdStnZoYfChx/CY49B/vzhf1NHHhkep6dHnU6SJEmSJEmSsgzLGZIkSZIkSZIkSTnBb79Bkybw3XdQoQJMmQI1akSdSjlBQgJcey18+20o/6xfD9ddB40awZw5UaeTJEmSJEmSpCzBcoYkSZIkSZIkSVJ2t2hRKGbMmQMVK4ZiRvXqUadSTlO1Krz3HgwaBAULwrRpcPTR8OCDsHlz1OkkSZIkSZIkKVKWMyRJkiRJkiRJkrKzBQugcWP46SeoVCkUMw45JOpUyqkSEuCqq2D2bGjRAjZuhJtugoYNwzZJkiRJkiRJyqUsZ0iSJEmSJEmSJGVX8+eHYsYvv0CVKqGYUaVK1KmUGxx8MIwbB88/D0WKwPTpcMwxcO+9kJYWdTpJkiRJkiRJOuAsZ0iSJEmSJEmSJGVHv/wSihnz50O1aqGYUalS1KmUm8Ri0LlzmJjRpk0oZdxxBxx3HHz1VdTpJEmSJEmSJOmAspwhSZIkSZIkSZKU3fz8cyhmLFgAhx4KH3wAFStGnUq5VYUKMGoUDB0KxYuHYka9enDnnZCaGnU6SZIkSZIkSTogLGdIkiRJkiRJkiRlJ3PmhGLGokVQo0YoZlSoEHUq5XaxGFxwAXz3HZxxBmzeDPfcA3XqwPTpUaeTJEmSJEmSpP3OcoYkSZIkSZIkSVJ28f330KQJ/PYbHHFEKGaUKxd1KmmbMmXgjTfg9dehVCmYPRvq14ebb4YNG6JOJ0mSJEmSJEn7jeUMSZIkSZIkSZKk7GD27FDMWLoUatcOxYwyZaJOJe3YmWeGKRrnnQcZGfDAA3DMMTBtWtTJJEmSJEmSJGm/sJwhSZIkSZIkSZKU1X3zTShmLFsGRx8NkyeHqQRSVlayJAwbBiNHhgkvc+bAiSfC9dfDunVRp5MkSZIkSZKkfcpyhiRJkiRJkiRJUlb25Zdw8smwfDkceyxMmhQ+9C5lF6efHia/dOoE8Tg8+igcdVSY/iJJkiRJkiRJOYTlDEmSJEmSJEmSpKxq5kxo2hT+/BPq1YP33oPixaNOJe2+YsVgyBAYOxYOOgjmzg2lo65d4a+/ok4nSZIkSZIkSXvNcoYkSZIkSZIkSVJW9PnnoZixciXUrw8TJ4YPuEvZWcuWYYrGlVeGxwMHQq1aMG5cmKohSZIkSZIkSdmU5QxJkiRJkiRJkqSs5pNPoHlzWL0aTjgBxo+HIkWiTiXtG4ULw1NPhUkwlSvDggXQqlWYDjNkCGzYEHXCnGf1ahg9Gn74IeokkiRJkiRJUo5lOUOSJEmSJEmSJCkr+fhjaNEC1qyBRo3CRIHChaNOJe17TZvCt9/CdddBSgrMnAmXXAIHHQQ33wzz50edMHtbvBgGDYJTT4VSpaBt2zCl5NZbYePGqNNJkiRJkiRJOY7lDEmSJEmSJEmSpKziww+hZUtYuxZOPhnefRcKFow6lbT/FCwIjzwCixbB/fdDpUrw55/wwANQtSqcfjpMnAgZGVEnzfricZg9G/r0geOOCyWXLl1gwgRIS4OKFSE9Hfr1g2OPhc8+izqxJEmSJEmSlKNYzpAkSZIkSZIkScoKRoyAVq1g3Tpo1gxGj4YCBaJOJR0YJUvCTTfB3Lnw9tvQvHkoG4waFSbJHHEEDBgQJspom/T0MG2nZ0849NAwGeP222H6dIjFoGHDUHSZMwcWLAh/zpQpA99/H5678UbYsCHqs5AkSZIkSZJyBMsZkiRJkiRJkiRJUcrIgLvugo4dYf36MDlj1CjInz/qZNKBl5gI7dqFaQ/ffw/dukGhQqFccO21UKECdO0K330XddLobNgA77wDl14K5crBSSfBww/Dzz9DSgq0aQPPPgtLlsDUqaGAceih4bXt24fv3YUXhj97HnoIjj467CdJkiRJkiRpr1jOkCRJkiRJkiRJisqaNeHD0nffHR537x6KGfnyRRpLyhJq1IDHH4fFi+HJJ+Hww2HtWhg4EGrWhFNOgbfegs2bo066/61YAS++GEpcJUuGAsvzz8Mff0CxYqFs8cYbsHx5KG5cdlmYkLEjxYvDSy+F/cqXhx9/DAWP664Lk3skSZIkSZIk7RHLGZIkSZIkSZIkSVGYMweOPz58QDolBV54AR59FJKTo04mZS2FCkGXLjB7NkyeHAoKCQnw/vtwxhlQpQr07QvLlkWddN+aNy/8mXDyyaFo0akTjBgRJuwcfHCYJDJpEvz+eyhbnHEGFCy46+/fpk34nnbuDPE4PPYYHHUUTJmyv85IkiRJkiRJytEsZ0iSJEmSJEmSJB1oY8bAccfBDz9AhQrw0Udw8cVRp5KytlgsFBXefDMUF269NUyRWLQIbrsNKlaEiy6Czz+POumeicfhyy/hrrvg6KOhalW4/nr44ANITw/Fibvugi++gPnzQ5nilFP2rtBVtGiYwDF2LBx0EMydC02awDXXhCklkiRJkiRJknaZ5QxJkiRJkiRJkqQDJR6HPn2gbVtYswZOPBFmzoR69aJOJmUvBx8c/r+0cGGYGnHccbBpE7z8cphIU68evPgibNwYddJ/lpYWpl9cey1UrgzHHgt33w1ffx2mgzRpEqZnzJsHX30FvXrBMceEosq+1LJlmKJxxRXh8ZNPQu3aIZskSZIkSZKkXWI5Q5IkSZIkSZIk6UBYuxbOOgtuvz2UNLp0CR98LlMm6mRS9pU3L1x4IXz2WVguugjy5IEZM6BTpzBN45Zb4Ndfo066zdq18MYbIXfp0tCsGQwYAAsWQP780KFDKJYsWwbvvw/du4fixv5WuDA8/TS89x5UqhSmczRrBldeGcpkkiRJkiRJkv6R5QxJkiRJkiRJkqT9be5caNAA3nwTkpPh2WfDnenz5Ik6mZRzHHdcKDUsWgR9+4ZixvLlcN99ULVqKD1MmhTKUQfa0qXh//dt2kDJkqGoNXQorFoFpUrBJZfAqFEh71tvhZJJiRIHPidA06bw7bfQtWt4/MwzUKsWjB8fTR5JkiRJkiQpm7CcIUmSJEmSJEmStD+NHw9168KsWVCuHEyZApddFnUqKecqVSpMy/jlFxgxIpQNMjJg5MgwCeKII+CJJ/b/NIg5c+CBB6BhQyhfHq64AsaMgdRUOOQQ6NEDPvoIliyBwYOhbVvIl2//ZtpVhQqF79H774diy8KF0LJlKJGsWhV1OkmSJEmSJClLspwhSZIkSZIkSZK0P8Tj8OCDcNpp4cPMxx8PM2aECRqS9r+kJGjfHt57D2bPDpMgChaEH36Abt2gQgW45hr4/vt9c7yMDPj001AMOfxwqFEDbr4ZPvkk/HlQrx7ce28oav30Ezz0EJx4IiQm7pvj7w9NmsA330D37hCLwZAhULMmjB4ddTJJkiRJkiQpy4m0nNGvXz/q1atHoUKFKF26NO3bt2fOnDmZ9unUqROxWCzTUr9+/Uz7pKam0q1bN0qWLEmBAgVo164dixYtOpCnIkmSJEmSJEmStM369XD++XDTTeED25dcEiZmlC8fdTIpd9oyLWPxYhgwAA47DNauhSefDM81axYma2zevHvvm5oKY8fCVVeFskeDBnDffaEAkpQELVrAwIGwaBF8/jncdlsoN8Ri++U094sCBeDRR8OUj+rV4bffwpSPiy6CP/+MOp0kSZIkSZKUZURazpgyZQpdu3bl008/ZeLEiWzevJkWLVqwbt26TPu1bNmSJUuWbF3efffdTM9fd911jBgxguHDh/Pxxx+zdu1a2rRpQ3p6+oE8HUmSJEmSJEmSJJg/H044AYYPDx/OfvJJeO45SEmJOpmkwoW3TcuYOBFOPx0SEmDSJOjQAQ45JJQr/vhj5++xahUMGwZnnw0lS4bpOE8/DUuXQqFCcM458MorsHw5jB8PV18dihvZ3QknwNdfQ8+e4Xv28suhaDJyZNTJJEmSJEmSpCwhKcqDjxs3LtPjIUOGULp0aWbOnEmjRo22bk9JSaFs2bI7fI/Vq1czePBgXn75ZZo1awbA0KFDqVixIu+99x6nnnrqdq9JTU0lNTV16+M1a9YAkJaWRlpa2l6flyRJu2PLzx5/BkmSpOzC6xdJkpQdHahrmNj775N4/vnEVqwgXqoU6cOHEz/ppN2/G7+k/a9x47D8+isJzzxDwvPPE1uwAG65hXivXsTPPpuMLl2I16kDCxeSMHo0sVGjiE2ZQuxv/5+OlytHRtu2xNu1I964ceYiVk77vSkpCfr2Jda+PYmXXUbshx+gQwcyzj6b9EcfDWUVSfuMfwcjSZKyG69fJEk51a7+bIvF4/H4fs6yy37++WeqV6/Ot99+S61atQDo1KkTI0eOJE+ePBQtWpTGjRvTp08fSpcuDcDkyZNp2rQpf/75J8WKFdv6XkcddRTt27end+/e2x2nV69eO9w+bNgw8ufPv5/OTpIkSZIkSZIk5VjxOFVHj6bmkCEkZGSw6pBD+Oy//2VjqVJRJ5O0ixI2baLCxx9TdcwYis6du3X7+pIlyb98eaZ911SsyNLjjmPJ8cezqlq1MEkil0nYtInDXn2VaiNGkJCRQWqRInxzxRX8dsIJUUeTJEmSJEmS9qn169dz/vnns3r1agoXLrzT/bJMOSMej3P66aezcuVKPvroo63bX331VQoWLEilSpWYN28ed9xxB5s3b2bmzJmkpKQwbNgwOnfunGkSBkCLFi2oUqUKTz/99HbH2tHkjIoVK7J8+fJ//GZJkrQ/pKWlMXHiRJo3b05ycnLUcSRJkv6V1y+SJCk72q/XMBs2kNi1KwlDhwKQccEFpA8cCPny7dvjSDow4nFi06eTMHAgsTfeILZpE/FYjHiDBsTbtiWjbVs49NCoU2YZsZkzwxSN2bMByOjYkfTHH4f/f7M9SXvOv4ORJEnZjdcvkqScas2aNZQsWfJfyxlJBzDTP7rmmmv45ptv+PjjjzNtP+ecc7au16pVi7p161KpUiXGjBlDx44dd/p+8XicWCy2w+dSUlJI+fs44f8vOTnZCwJJUmT8OSRJkrIbr18kSVJ2tM+vYRYuhI4dYcYMSEyEhx8m4dprSdjJv1FIyiZOOCEs/fvDjBnE6tYlVqYMAIkRR8ty6teHmTOhTx/o14+Et94iYcoUGDAAzj0X/PNQ2mv+HYwkScpuvH6RJOU0u/pzLUvM1+3WrRujRo3i/fff56CDDvrHfcuVK0elSpX46aefAChbtiybNm1i5cqVmfZbtmwZZf7/X5BKkiRJkiRJkiTtcx99BHXrhmJGiRIwfjx07+4HkaWcpEwZaN06fNXOpaTA3XfD9Olw1FGwYgWcfz506ABLlkSdTpIkSZIkSTogIi1nxONxrrnmGt566y0mT55MlSpV/vU1K1asYOHChZQrVw6AOnXqkJyczMSJE7fus2TJEmbNmkXDhg33W3ZJkiRJkiRJkpRLxeMwaBCccgosWxY+iDx9OjRtGnUySYrW0UeHPw/vvhuSk+Htt6FmTXjppfBnpyRJkiRJkpSDRVrO6Nq1K0OHDmXYsGEUKlSIpUuXsnTpUjZs2ADA2rVr6dmzJ5988gnz58/ngw8+oG3btpQsWZIOHToAUKRIES699FJ69OjBpEmT+PLLL/nPf/5D7dq1adasWZSnJ0mSJEmSJEmScprUVLjiCujSBTZvhnPOgalTYRduQCVJuUJyMtxxB8ycCXXqwMqVcPHF0KYNLF4cdTpJkiRJkiRpv0mK8uCDBg0CoEmTJpm2DxkyhE6dOpGYmMi3337LSy+9xKpVqyhXrhwnn3wyr776KoUKFdq6/yOPPEJSUhJnn302GzZsoGnTprzwwgskJiYeyNORJEmSJEmSJEk52W+/wRlnwKefQiwG990HN94Y1iVJmdWuHf68fPBB6NUL3n0XjjgC+veHSy7JWX92xuOwdCnMmgWzZ4evs2bB2rXQvn0op1SvHnVKSZIkSZIk7WeRljPi/zK6Nl++fIwfP/5f3ydv3rwMGDCAAQMG7KtokiRJkiRJkiRJ23z6KXTsCEuWQNGi8Mor0LJl1KkkKWtLSoJbboHTTw+FjM8+g8sug9deg2efhYMPjjrh7lu+PHMJY8vXlSt3vP/s2dCnD5x4InTuDGedBX+7EaEkSZIkSZJyjkjLGZIkSZIkSZIkSVne4MHQpQts2gQ1a8LIkVCtWtSpJCn7OOIImDoVHnkE7rgDJkyAWrXCVI0rrsiaUzRWr96+gDF7Nvz++473T0gIPxtq1Qo/K2rVgowMeOklGD8ePv44LN26wZlnhqJGo0bhdZIkSZIkScoRLGdIkiRJkiRJkiTtyKZNcP31MHBgeNyxI7zwgnc8l6Q9kZgIPXtCu3ZhisbUqXDVVWGKxnPPQZUq0eRatw6++277IsaiRTt/TZUq2woYW8oYNWpA3rzb73vuubB4Mbz8MgwZAj/+GAobL70U3qdTJ7joIqhceX+doSRJkiRJkg4QyxmSJEmSJEmSJEn/6/ff4ayz4KOPwh3d774bbr3VO5xL0t469FCYMgWeeAJuuQUmT4bateG++8KUov315+zGjTBnTuYCxqxZMG/ezl9ToULmAkatWnD44VCw4O4du0IF+O9/4eab4dNPQ0lj+PBw7LvuCsspp4RpGh07Qv78e3eukiRJkiRJioTlDEmSJEmSJEmSpL+bMQM6dAh3TS9cGIYOhbZto04lSTlHYiJ07w6tW8Oll8KHH0K3bvD66zB4MFSrtufvnZYGP/2UuYQxe3bYlpGx49eULr39JIyaNaFo0T3PsSOxGDRoEJZHH4URI0JRY/LkbUuXLnDOOaGo0aBBeI0kSZIkSZKyBcsZkiRJkiRJkiRJW7z0ElxxBaSmwmGHwciRUKNG1KkkKWeqVg3efx8GDQpTJT78EI48Evr2DWWNxMSdvzY9HX75JXMBY9asMB0jLW3HryladPtJGDVrQqlS++X0/lH+/HDBBWH59dfw8+eFF8I5PfdcWA49FDp1gosuCtM3JEmSJEmSlKVZzpAkSZIkSZIkSdq8GW68MdzJHKBNmzAxo0iRSGNJUo6XkABdu8Jpp8Fll4XpEddfH6ZoPP98KCgsWLD9JIzvvoONG3f8ngULbpt+8fciRrlyWXMSRaVKcMcdcNtt8NFHYZrG66/Djz/CrbfC7bdDixahqHH66ZA3b9SJJUmSJEmStAOWMyRJkiRJkiRJUu62fDmcc074QDCED8j26hU+MCxJOjCqVIH33oNnn4WePWHatDBFI08eWLt2x6/JmxcOP3z7SRgHH5w9/wxPSIDGjcMyYAC88UYoanz0EYwbF5ZixeC886BzZ6hTJ2uWTSRJkiRJknIpyxmSJEmSJEmSJCn3+uoraN8efv0VChSAl16Cjh2jTiVJuVMsBldcAS1bhq/jx8OmTZCUBDVqbD8Jo2pVSEyMOvX+UahQKGB07gw//wwvvhiWhQth4MCw1KoVpmn85z9QpkzUiSVJkiRJknI9yxmSJEmSJEmSJCl3Gj4cLrkENmyAQw6BkSPDB10lSdE6+GAYOxa++ALy5YPq1SE5OepU0alWDe65J0x1mjw5TNMYMQJmzQpTRm6+GU47LRQ5WrcO00YkSZIkSZJ0wGXDWa6SJEmSJEmSJEl7IT09fJD1vPNCMaNlS5g+3WKGJGUlsRjUqQNHHJG7ixl/l5gIzZvDsGGwZAk89RQcf3z4ufbOO2HyU4UKcP318PXXUaeVJEmSJEnKdSxnSJIkSZIkSZKk3OPPP8PdxR94IDy++WYYPRqKFYs2lyRJu6NoUbjySvj0U/juO7jpJihbFpYvh0cfhaOPhmOPhQEDYMWKiMNKkiRJkiTlDpYzJEmSJEmSJElSrlDo119JOuEEmDAB8uWD4cPhvvvCncglScquDj8c7r8fFi4MhcMzzwzTRr78Eq69FsqVC9vGjIHNm6NOK0mSJEmSlGNZzpAkSZIkSZIkSTlebMQIGt18M7G5c6FyZfjkEzjnnKhjSZK07yQlQevW8PrrsGQJPP54mJ6RlgZvvglt2kDFimHKxvffR51WkiRJkiQpx7GcIUmSJEmSJEmScq6MDLjjDpLOOYekjRvJOPlkmD4djjoq6mSSJO0/JUpAt24wcyZ8/TVcdx2ULAlLl8KDD8IRR0D9+vDUU7BqVdRpJUmSJEmScgTLGZIkSZIkSZIkKWdavRpOPx3uvReAn9u1I33MmPDhVEmScosjj4RHHoHFi2HECGjXDhIT4bPP4OqroVw5OP98mDgR0tOjTqt4HFJTo04hSZIkSZL2gOUMSZIkSZIkSZKU8/zwAxx/PIweDSkpbH7+eWZfcgkkJUWdTJKkaOTJA+3bw9tvh6LGww9DrVqwcSO88gq0aAFVqsDtt8PPP0edNvdZvhzuuw8qV4Z8+eCII0js3Jkqo0cT+/RTWL8+6oSSJEmSJOlfWM6QJEmSJEmSJEk5yzvvwHHHwZw5cNBB8PHHxP/zn6hTSZKUdZQpAzfcAN98A9OnQ5cuULQoLFwIffpA9erQuDH83/+F8ob2ny+/hEsugYoV4ZZbYMGCMD3j++9J+L//48jnniOpUSMoXBiOOgouuwyeegpmzHDChiRJkiRJWYy3h5IkSZIkSZIkSVnfxo2wahWsXr3t69/Xt3xduhTeeCO8plEjeP11KF0a0tKiyy5JUlYVi0HdumF5+GEYNQqGDIEJE+DDD8PSvTtcfDFcfjnUqBF14pwhLQ3eegsGDICpU7dtP/ZY6NYNmjaFb78l/dNP+WPsWMosXEjs999Dmeabb2Dw4LB/njxw5JHb/hvWrQs1azopTJIkSZKkiPgbuSRJkiRJkiRJ2r/S02HNmh2XKXalcLFqFWzatHvH7NoVHnkEkpP38clIkpRD5c0LZ58dlkWL4Pnn4bnnwjSN/v3D0rgxXHEFnHEGpKREnTj7+f13eOaZMPnit9/CtqQkOPPMUMpo0CAUZgAqViSjeXM+q1OH01q1IvmPP8KUkxkzti0rVmxb3yJvXjjmmG1ljXr14NBDITHxwJ+vJEmSJEm5jOUMSZIkSZIkSZK06+Jx+OIL+Pnnfy9abPn611/75tixGBQpsm0pWnTHX48+Gpo12zfHlCQpNzroILjzTrjtNhg3Dp5+GsaMgSlTwnLttdCpU5imcdhhUafN+j7/PEzJeO21bYXTMmXgyivDUr78P78+FoMKFcLSvn3YFo/Dr79uX9hYswY++SQsWxQsGKZybClr1K0LhxyyrQgiSZIkSZL2CcsZkiRJkiRJkiTp36Wnw4gR8NBD8Nlne/Ye+fL9c6nin54rWjR8sDAhYR+dkCRJ+leJidC6dVgWLYLBg8M0jUWL4OGHw9KkSSgYdOjgNI2/S02F118PpYzPP9+2/fjjw5SMs86CPHn2/P1jMahcOSxnnRW2ZWSEAu3fyxpffAFr18KHH4Zli6JFoU6dbWWNunXh4IMtbEiSJEmStBcsZ0iSJEmSJEmSpJ1buxaGDIFHHoF588K2lBSoXz98qO+fyhT/W7jYmw8gSpKkaB10ENx1F9x+O4wdG6ZpvPsufPBBWEqWDNM0rrgCqlePOGyEfvsNnnoqfH+WLQvb8uSBc84JpYx69fbfsRMS4NBDw3L++WFbejr88MO2ssb06fDVV2HC2aRJYdmiVKltRY0ty79N9ZAkSZIkSVtZzpAkSZIkSZIkSdtbsgSeeAIGDYKVK8O2EiWga9ewlC4dbT5JkhSNxERo0yYsCxdum6axeHGYsPXQQ3DyyWGaRvv2uWOaRjwO06aFKRlvvgmbN4ft5cvD1VeHwkpU106JiVCzZlguvjhsS0uD2bO3lTVmzIBvvoE//gjFm7Fjt72+fPntCxulSkVzLpIkSZIkZXGWMyRJkiRJkiRJ0jazZ8PDD8P//R9s2hS2VasGN9wQPtCXP3+0+SRJUtZRsSL06rX9NI333w9LyZLQuXMoJ1SrFnXafW/DBhg+PJQyvvxy2/YTTwxTMjp0gOTk6PLtTHIyHH10WC67LGzbuBG+/XZbWWPGjHBd+NtvMGpUWLaoVGlbUaNePahTJ0xKkyRJkiQpl7OcIUmSJEmSJElSbhePhw9QPvRQ5jsln3AC9OwJbduGuy5LkiTtSFJSuF5o2xYWLNg2TeO33+DBB8NyyinbpmnkyRN14r2zYAEMHBjOccWKsC1vXrjgArjmmlB6yG7y5g1Fi3r1tm1btw6++mpbWWPGDJgzB379NSxvvrlt38aN4eWXQ2FHkiRJkqRcynKGJEmSJEmSJEm5VVoavPZamJSx5W7PsRh07Ag9ekCDBtHmkyRJ2c/BB0Pv3nDHHWGKxtNPh/Ln5MlhKVUqTNO4/PLsNU0jHocpU8KUjJEjISMjbD/4YOjaFS69FEqUiDTiPlegQCjrnnDCtm1r1sAXX2wra0yfDr/8Er43deqEa8smTSKLLEmSJElSlBKiDiBJkiRJkiRJkg6wNWtCIaNqVfjPf0IxI3/+8MHCn36CN96wmCFJkvZOUhK0awdjxsC8eaGsUb48/PEHPPAAVK8OzZrB66/Dpk1Rp925detCweTII+Hkk+Gtt0Ix45RTYMSIUEy46aacV8zYmcKFQ/miZ08YPhzmzg3L0UeH/7bNmsGjj4YyiyRJkiRJuYzlDEmSJEmSJEmScouFC+HGG6FixfCBukWLoEwZuPdeWLAAnngCDjkk6pSSJCmnqVQJ7r4bfv01FBpatQrTuiZNgrPPDtcm//1v+JB/VvHLL2GS2EEHwVVXwaxZocy6ZX3SJGjfHhITo04avapVYerUUPpNT4frrw/r69dHnUySJEmSpAPKcoYkSZIkSZIkSTndV1/BhReGD8499FCYnHH44fDcczB/Ptx2W+6527MkSYpOUlIoNLz7big/3H47lCsHy5bB/fdDtWrQvHmY4hXFNI14HCZMgLZtQ5b+/WHVqlBe7d8fFi+GQYOgZs0Dny2ry58fXnoJHnssFFaGDYMTTghTUyRJkiRJyiUsZ0iSJEmSJEmSlBPF4zBuHDRrBsccA0OHwubNcPLJMGZMuOPzpZdC3rxRJ5UkSblR5cpwzz1hmsZbb0HLlmGaxnvvwVlnwcEHwy23hBLH/vbXX2GC2OGHw6mnwujR4Vpqy/qPP4ZpEEWL7v8s2VksBtdeG6aKlCoVCsJ168LEiVEnkyRJkiTpgLCcIUmSJEmSJElSTpKaCi+8AEceCa1ahQ/HJSbCeefBjBkweTKcdhok+E8EkiQpC0hOhg4dYOxYmDs3TPQqWxZ+/x3uuy9MrTj1VHjzTUhL27fH/vHHUCaoUAG6dYM5c6BQobD+ww+h6Nq6tddNu6txY5g5E+rVgz//DMWbBx4IhRftmddeg1q14PHHo04iSZIkSfoH/g2CJEmSJEmSJEk5wcqV0K9fuAt1585hMkbBguEuz3PnwrBhUKdO1CklSZJ2rkoVuPdeWLAglDFOPTVMY5gwAc48EypWhFtvhXnz9vwYGRlhiljLlnDYYTBgQJicsWV90aLwAfjDDtt355UbVawIH34YrkszMuDmm+Hcc2Ht2qiTZS+pqaEsdM45MHs2dO8OL78cdSpJkiRJ0k5YzpAkSZIkSZIkKTubNy98SGvLhxWXLg13f37gAVi4EPr3h0qVok4pSZK065KToWPHMLli7txwjVOmTJim0a/ftmkab72169M0Vq2CRx6BQw+FNm1g/PhQ/Niy/t13cM01ULjwfj21XCVvXhg8GAYODP9NX3sNGjSAn3+OOln2MG8enHgiPPFEeHzCCeHrJZeE6XiSJEmSpCzHcoYkSZIkSZIkSdnR55/D2WdDtWrh7s7r1sGRR8JLL8Evv8CNN0LRolGnlCRJ2jtVqkCfPqF0+sYb0KIFxONhmsYZZ8DBB8Ntt8H8+Tt+/ezZcPXVobx6ww2h7FG0aFj/6Sd4553wngl+fGK/iMXC9//996Fs2TDdrV49ePfdqJNlbaNGwbHHwowZULx4mPby4Ydh+sjmzaG89O23UaeUJEmSJP0P/3ZBkiRJkiRJkqTsIiMjfFCrUSM4/nh4/fWw7dRTYeJE+OoruPBCyJMn6qSSJEn7VnJyKGOMHx8KFv/9L5QuHaaG9e0LVatCq1YwYgSkpsLIkdC0KdSqBU89BevXQ82aYX3RInj44TCBQwfGCSfAzJlhcsaqVWFiSZ8+4VpW26SlwU03wemnh+9T/frw5Zdw2mmhQPTCC+F3gTVrwrZFi6JOLEmSJEn6G8sZkiRJkiRJkiRldRs2wDPPwOGHhw9qffRR+IDixRfD11/DuHHQrFm4M7EkSVJOV7Uq9OsXpmm8/jo0bx6maYwbFyYKFCoEHTrA5MnhA+1b1r/9Fq68EgoUiPoMcqfy5eGDD+Cqq8J/r9tvD4WbNWuiTpY1LFoEJ58MDz4YHl93HUyZEqbDbJGSEopHhx8e9m/d2u+fJEmSJGUhljMkSZIkSZIkScqq/vgDeveGSpXCBwl//BGKFIGbb4Z588Kdc488MuqUkiRJ0ciTB848EyZMgJ9/DtdIpUuH6QPFi4fHv/wCb70VPvRukTV6efLAoEHw3HNhfeTIMBFuzpyok0VrwgQ45hiYOhUKF4Y334RHHtnxRLxixeDdd6FsWfjmm1Bw2bTpwGeWJEmSJG3HcoYkSZIkSZIkSVnNjz/C1VeHu+T26hVKGpUqwaOPhjtE33cfVKgQdUpJkqSs45BDwjXSwoXw5ZdhqsB994VrKGU9l14apsFVqAA//AD16sHbb0ed6sBLT4c774SWLWH58lDQ+OKLMAHmn1SuDGPGhCkw770Hl18eppFIkiRJkiJlOUOSJEmSJEmSpKwgHoePP4b27aFGDXjqKdi4EerWheHDw92gu3eHQoWiTipJkpR15ckDRx8N+fJFnUT/5rjjYOZMOOkk+OuvcB18552QkRF1sgPj99+hRQu4557wu8CVV8K0aaFotCuOPRZefx0SE+Gll0KpW5IkSZIUKcsZkiRJkiRJkiRFKT0d3ngDGjQIH0x7++3w4ay2bWHKFPj8czjnHEhKijqpJEmStG+VKQOTJsG114bH99wD7drBqlWRxtrvpkwJJaLJk8P0i6FDQzk7b97de59WrcLrAO6+GwYP3udRJUmSJEm7znKGJEmSJEmSJElRWLsWBgyA6tXhrLPgs88gJQUuvxy+/x5GjYJGjSAWizqpJEmStP8kJ8Njj4XpD3nzwpgxYarG7NlRJ9v3MjKgXz845RRYuhRq1oTp0+GCC/b8PS+7DG6/PaxfeSWMG7dvskqSJEmSdpvlDEmSJEmSJEmSDqQlS+C22+Dgg8MdgufNg+LF4Y474Ndf4ZlnoEaNqFNKkiRJB9aFF8LUqeE6+aef4Pjjw4S5nGLFijAd79ZbQ0njootCQfvww/f+ve++O3z/0tND8fvLL/f+PSVJkiRJu81yhiRJkiRJkiRJB8Ls2XDppVC5MvTtCytXQrVqMHAgLFwYPlBVpkzUKSVJkqToHHsszJwZJkusWxeKBrfcEkoH2dmnn8Ixx8C774bpIIMHwwsvQIEC++b9YzF47jlo2jRM6DvttFD8liRJkiQdUJYzJEmSJEmSJEnaX+JxmDw5fDiqVi14/nnYtAkaNoS33oIffoCrr4b8+aNOKkmSJGUNJUvC+PHQo0d4fN994Xr6zz+jzbUn4nF49FE46aRQyK5ePRQ1LrkkFCr2pTx54M03oXZtWLoUWrUKhXBJkiRJ0gFjOUOSJEmSJEmSpH0tLQ2GDYM6dcLda8eODR++OuMMmDYNpk6FDh0gMTHqpJIkSVLWk5QEDz0Er7wC+fLBhAlQty58/XXUyXbd6tVw5plw/fWweXOYAjJjBhx11P47ZpEiYTpHhQrw/ffhd47U1P13PEmSJElSJpYzJEmSJEmSJEnal5YtC3erveAC+PLL8GGyrl3hxx/hjTegQYOoE0qSJEnZw7nnhkkTVavCvHnhWvqVV6JO9e+++AKOPTZMy0tOhieegFdfhcKF9/+xDzooFDQKF4YpU6BzZ8jI2P/HlSRJkiRZzpAkSZIkSZIkaZ+68UaYMwdKloR77oGFC8OHsapVizqZJEmSlP0ceSRMnw6nngobNsD550OPHmEaRVYTj8PTT0PDhvDLL1C5cpia17VrmKR3oBx5ZCiGJCWFMsuttx64Y0uSJElSLmY5Q5IkSZIkSZKkfWXKFHjppfDBq9Gj4fbboUSJqFNJkiRJ2Vvx4jBmDNxyS3jcv38oa/zxR7S5/m7tWvjPf+CqqyA1Fdq2DRM06tWLJk/TpjB4cFi//34YNCiaHJIkSZKUi1jOkCRJkiRJkiRpX9i0Cbp0CetXXAHHHx9tHkmSJCknSUyEvn3hjTegQAGYPBnq1oWZM6NOBrNmhRLGsGEh54MPwttvQ7Fi0ea66KIwzQ/gmmtg1Kho80iSJElSDmc5Q5IkSZIkSZKkfeGRR+C776BUKejXL+o0kiRJUs50xhnw2WdQvTosWAAnnBCm10XlxRfhuOPghx+gQoUwTa9nzzBNLyu47Ta47DLIyIBzz4XPP486kSRJkiTlWJYzJEmSJEmSJEnaW7/+CnffHdYffDD6O+RKkiRJOVnNmqFk0KYNpKbCxRfDtddCWtqBy7BhQyg9dOoU1lu0gC+/DGWRrCQWg4EDoWXLkLNNG/jll6hTSZIkSVKOZDlDkiRJkiRJkqS91b07rF8PjRrBRRdFnUaSJEnK+YoWhbffhrvuCo8HDICmTeH33/f/sX/8EerXh8GDISEhFLXffTdM0cuKkpPhtdfgmGPgjz+gVStYsSLqVJIkSZKU41jOkCRJkiRJkiRpb7zzTvhQWFJSuCNtLBZ1IkmSJCl3SEiAXr3C9XjhwvDRR1CnDnz22f475muvhWN88w2ULg0TJ8Idd0Bi4v475r5QqBCMGQOVKoVySbt2YZKGJEmSJGmfsZwhSZIkSZIkSdKeWrcOunUL6z16QM2a0eaRJEmScqN27eDzz6FGDVi8OEy0e+65fXuM1NRw7X/OObB2bTjGV1/BKafs2+PsT+XKwdixYerItGlw4YWQnh51KkmSJEnKMSxnSJIkSZIkSZK0p+69F379FQ4+ONwtV5IkSVI0DjssTMzo0AE2bYLLL4errgqlir01bx6ceCI88UR4fMstMGlSKDtkN4cfHiaN5MkDb74JPXtGnUiSJEmScgzLGZIkSZIkSZIk7YnvvoOHHgrrjz8OBQpEm0eSJEnK7QoXhjfegD59IBaDp5+Gk0+G337b8/ccNQqOPRZmzIDixWHMGOjbF5KS9l3uA61RI3jxxbD+6KNhkSRJkiTtNcsZkiRJkiRJkiTtrngcunaFzZuhbVs4/fSoE0mSJEkCSEiAW28NJYqiReGTT6BOHZg6dffeJy0NbropXOuvWgX168OXX8Jpp+2P1AfeuefC/feH9RtuCFM0JEmSJEl7JdJyRr9+/ahXrx6FChWidOnStG/fnjlz5mTaJx6P06tXL8qXL0++fPlo0qQJs2fPzrRPamoq3bp1o2TJkhQoUIB27dqxaNGiA3kqkiRJkiRJkqTcZOhQ+OADyJcvTM2QJEmSlLW0ahWmXdSuDUuXQpMmMHBgKFr/m0WLwsSNBx8Mj6+7DqZMgYMP3p+JD7wbb4QuXcL35IILYNq0qBNJkiRJUrYWaTljypQpdO3alU8//ZSJEyeyefNmWrRowbp167bu88ADD9C/f3+eeOIJpk+fTtmyZWnevDl//fXX1n2uu+46RowYwfDhw/n4449Zu3Ytbdq0IT09PYrTkiRJkiRJkiTlZCtXQs+eYf2OO6By5UjjSJIkSdqJQw4JkzPOPjtMvevaFS69FDZu3PlrJkyAY44JkzYKFw4TJR55BPLkOXC5D5RYLJTN27WD1NTw9ccfo04lSZIkSdlWpOWMcePG0alTJ2rWrMlRRx3FkCFDWLBgATNnzgTC1IxHH32U2267jY4dO1KrVi1efPFF1q9fz7BhwwBYvXo1gwcP5uGHH6ZZs2Ycc8wxDB06lG+//Zb33nsvytOTJEmSJEmSJOVEt90Gy5bB4YdDjx5Rp5EkSZL0TwoUgOHD4YEHICEBhgyBk06ChQsz75eeDnfeCS1bwvLloaDxxRfQsWM0uQ+UxER45RU47jhYsSJMHFm2LOpUkiRJkpQtJUUd4O9Wr14NQPHixQGYN28eS5cupUWLFlv3SUlJoXHjxkybNo0rr7ySmTNnkpaWlmmf8uXLU6tWLaZNm8app5663XFSU1NJTU3d+njNmjUApKWlkZaWtl/OTZKkndnys8efQZIkKbvw+kWSlJvFpk8n8amniAGbH3+ceCwG/kzMFryGkSRJ2Y3XL/vYddcRq12bxAsuIDZjBvE6dUh/5RXijRrB77+TeNFFJLz/PgDpV1xBxkMPQd68ueN6PzkZ3nqLpEaNiP3yCxmtW5M+cWIotkiStBu8fpEk5VS7+rMty5Qz4vE4N9xwAyeeeCK1atUCYOnSpQCUKVMm075lypTh119/3bpPnjx5KFas2Hb7bHn9/+rXrx+9e/febvuECRPInz//Xp+LJEl7YuLEiVFHkCRJ2i1ev0iScp30dBrfeCNF43EWNm7MF+vWwbvvRp1Ku8lrGEmSlN14/bJv5evXj+Puu4+i8+aR0KIFc9u1o+KUKSSvXMnmvHn56uqrWdy4MUyeHHXUA65Ajx6c9N//kjJjBr+3aMH0//6XeGJi1LEkSdmQ1y+SpJxm/fr1u7RflilnXHPNNXzzzTd8/PHH2z0Xi8UyPY7H49tt+1//tM8tt9zCDTfcsPXxmjVrqFixIi1atKBw4cJ7kF6SpD2XlpbGxIkTad68OcnJyVHHkSRJ+ldev0iScquEgQNJ/OUX4kWLUnboUE77nxsLKWvzGkaSJGU3Xr/sR+ecQ0aXLiQMG0b1kSMBiB9xBPHhwzmqRg2OijZdpGK1ahE/9VTKTZ9O6wkTyHj8cfiXz+hIkrSF1y+SpJxqzZo1u7RflihndOvWjVGjRvHhhx9y0EEHbd1etmxZIEzHKFeu3Nbty5Yt2zpNo2zZsmzatImVK1dmmp6xbNkyGjZsuMPjpaSkkJKSst325ORkLwgkSZHx55AkScpuvH6RJOUqS5bAnXcCEOvbl+S//V22shevYSRJUnbj9ct+UKQIDB0Kxx0Hd90FHTsSGzCA5AIFok4WvUaN4P/+D848k8SnnyaxalW46aaoU0mSshmvXyRJOc2u/lxL2M85/lE8Hueaa67hrbfeYvLkyVSpUiXT81WqVKFs2bKZRlxt2rSJKVOmbC1e1KlTh+Tk5Ez7LFmyhFmzZu20nCFJkiRJkiRJ0m7p0QPWrIF69eCKK6JOI0mSJGlvxWLQvTusXAnPPw8WM7bp2BEeeSSs33wzvPJKtHkkSZIkKZuIdHJG165dGTZsGG+//TaFChVi6dKlABQpUoR8+fIRi8W47rrr6Nu3L9WrV6d69er07duX/Pnzc/7552/d99JLL6VHjx6UKFGC4sWL07NnT2rXrk2zZs2iPD1JkiRJkiRJUk4waVL4MFJCAgwaBImJUSeSJEmStK/EYlEnyJq6d4dffw0ljU6doHx5aNw46lSSJEmSlKVFWs4YNGgQAE2aNMm0fciQIXTq1AmAm266iQ0bNtClSxdWrlzJ8ccfz4QJEyhUqNDW/R955BGSkpI4++yz2bBhA02bNuWFF14g0X8gkyRJkiRJkiTtjdRU6NIlrHfpAnXqRJtHkiRJkg6Uhx6ChQvhjTegfXuYOhWOOCLqVJIkSZKUZUVazojH4/+6TywWo1evXvTq1Wun++TNm5cBAwYwYMCAfZhOkiRJkiRJkpTrPfgg/PgjlCkD994bdRpJkiRJOnASEuDll2HJklDMaNUKPvkkTNGQJEmSJG0nIeoAkiRJkiRJkiRlSb/8An36hPX+/aFIkWjzSJIkSdKBljcvvP02HHooLFgArVvDX39FnUqSJEmSsiTLGZIkSZIkSZIk/a94HLp1g40boWlTOO+8qBNJkiRJUjRKlICxY6F0afjqKzjrLEhLizqVJEmSJGU5ljMkSZIkSZIkSfpfI0bAu+9Cnjzw5JMQi0WdSJIkSZKiU7UqjB4N+fPD+PFw9dWh1C5JkiRJ2spyhiRJkiRJkiRJf7d2LXTvHtZvugkOOyzaPJIkSZKUFdSrB6++CgkJMHgw3Htv1IkkSZIkKUuxnCFJkiRJkiRJ0t/17g2LFkGVKnDrrVGnkSRJkqSso02bMF0Q4M474cUXo80jSZIkSVmI5QxJkiRJkiRJkrb49lt45JGw/sQTkC9ftHkkSZIkKau56ir473/D+mWXwcSJ0eaRJEmSpCzCcoYkSZIkSZIkSQAZGXD11ZCeDh07wmmnRZ1IkiRJkrKmPn3gvPNg82Y44wz4+uuoE0mSJElS5CxnSJIkSZIkSZIE8OKLMHUqFCgAjz4adRpJkiRJyroSEmDIEGjSBP76C1q3hkWLok4lSZIkSZGynCFJkiRJkiRJ0ooVcOONYb1XL6hYMdI4kiRJkpTlpaTAiBFwxBGweDG0agWrV0edSpIkSZIiYzlDkiRJkiRJkqT//jcUNGrVgu7do04jSZIkSdlD0aIwdiyUKwezZsEZZ8CmTVGnkiRJkqRIWM6QJEmSJEmSJOVu06bBc8+F9UGDIDk52jySJEmSlJ0cfDC8+y4ULAiTJsFll0E8HnUqSZIkSTrgLGdIkiRJkiRJknKvzZvh6qvDeufOcOKJ0eaRJEmSpOzo6KPhjTcgMRFefhnuuCPqRJIkSZJ0wFnOkCRJkiRJkiTlXgMGwDffQPHi8MADUaeRJEmSpOzr1FPhmWfCep8+29YlSZIkKZewnCFJkiRJkiRJyp0WLYI77wzr998PJUtGm0eSJEmSsrtLLtn2e1aXLvDuu9HmkSRJkqQDyHKGJEmSJEmSJCl3uuEGWLsWGjQIHyCSJEmSJO29Xr2gUydIT4ezz4aZM6NOJEmSJEkHhOUMSZIkSZIkSVLuM348vP46JCbCoEGQ4F+XS5IkSdI+EYvBM89A8+awbh20bg3z50edSpIkSZL2O/+1SZIkSZIkSZKUu2zYAF27hvVrr4Wjjoo2jyRJkiTlNMnJ8MYb4fet33+HVq3gzz+jTiVJkiRJ+5XlDEmSJEmSJElS7nLffTB3LpQvD717R51GkiRJknKmwoVhzBg46CD44Qdo3x42bow6lSRJkiTtN5YzJEmSJEmSJEm5x08/hXIGwKOPQqFCkcaRJEmSpBytQgUYOzYUNT76CC6+GDIyok4lSZIkSfuF5QxJkiRJkiRJUu4Qj0PXrrBpE5x6Kpx5ZtSJJEmSJCnnq1ULRoyA5GR47TW4+eaoE0mSJEnSfmE5Q5IkSZIkSZKUO7z2GkycCCkp8MQTEItFnUiSJEmScodTToHnnw/rDz0UfieTJEmSpBzGcoYkSZIkSZIkKedbswauvz6s33orVKsWbR5JkiRJym3+8x/o0yesd+8Ob78dbR5JkiRJ2scsZ0iSJEmSJEmScr4774QlS0Ip46abok4jSZIkSbnTLbfAFVdARgacdx589lnUiSRJkiRpn7GcIUmSJEmSJEnK2b78EgYMCOsDB0LevNHmkSRJkqTcKhaDJ5+E1q1hwwZo0wZ+/jnqVJIkSZK0T1jOkCRJkiRJkiTlXBkZcPXV4es550Dz5lEnkiRJkqTcLSkJhg+HOnVg+XJo1Qr++CPqVJIkSZK01yxnSJIkSZIkSZJyrueeg88+g0KFoH//qNNIkiRJkgAKFoTRo6Fy5TA5o107WLs26lSSJEmStFeSog4gSZIkSZIkSdJ+sWwZ/Pe/Yf2ee6B8+WjzSJIkSZK2KVsWxo6Fhg3h00+hSJFQ1qhRAw47LHzdsl66NMRiUSeWJEmSpH9kOUOSJEmSJEmSlDPddBOsXAlHHw1du0adRpIkSZL0v2rUgFGj4NxzYfFi+OWXsLz7bub9ihbdvrBRowYccgjkyRNJdEmSJEn6X5YzJEmSJEmSJEk5z4cfwosvhjurPvUUJPnX4ZIkSZKUJZ14IixcCL//Dj/8AHPmhK9b1ufPh1Wr4LPPwvJ3iYlQteqOp22ULBnF2UiSJEnKxfzXKEmSJEmSJElSzpKWBl26hPXLL4fjj482jyRJkiTpn8ViULZsWJo0yfzchg3w88+ZCxtbvq5dCz/9FJZ33sn8uhIldjxto0oVSE4+YKcmSZIkKfewnCFJkiRJkiRJylkeeQRmz4ZSpaBfv6jTSJIkSZL2Rr58ULt2WP4uHoffftvxtI0FC2DFCpg2LSx/l5QE1arteNpGsWIH7rwkSZIk5TiWMyRJkiRJkiRJOceCBdC7d1h/8EEoXjzaPJIkSZKk/SMWgwoVwtK0aebn1q0L0zT+d9rGjz/C+vXbtv+v0qV3Pm0jIeHAnJckSZKkbMtyhiRJkiRJkiQp5+jePXzQ5qST4KKLok4jSZIkSYpCgQJw9NFh+buMDFi0KHNhY8vXxYth2bKwfPRR5tfVqwejRkHZsgfqDCRJkiRlQ3tUzli0aBGjRo1iwYIFbNq0KdNz/fv33yfBJEmSJEmSJEnaLaNHw8iRkJQEgwaFu6hKkiRJkrRFQgIcfHBYWrTI/Nxff4XJGn8vbGxZnz4dTjwRJk4MUzQkSZIkaQd2u5wxadIk2rVrR5UqVZgzZw61atVi/vz5xONxjj322P2RUZIkSZIkSZKkf7Z+PXTrFtZvuAFq1ow2jyRJkiQpeylUCOrUCcvf/fwzNG8Oc+fCCSfA+PFQu3Y0GSVJkiRlaQm7+4JbbrmFHj16MGvWLPLmzcubb77JwoULady4MWedddb+yChJkiRJkiRJ0j/r0wfmzw93P73zzqjTSJIkSZJyimrVYOpUqFULliyBRo1g2rSoU0mSJEnKgna7nPH9999z8cUXA5CUlMSGDRsoWLAgd999N/fff/8+DyhJkiRJkiRJ0j/6/nt48MGw/vjjUKBAtHkkSZIkSTlL+fLw4YfQsCGsWgXNmsHYsVGnkiRJkpTF7HY5o0CBAqSmpgJQvnx55s6du/W55cuX77tkkiRJkiRJkiT9m3gcunSBtDRo0wbatYs6kSRJkiQpJypWDCZMgFatYMOG8PvnK69EnUqSJElSFrLb5Yz69eszdepUAFq3bk2PHj3o06cPl1xyCfXr19/nASVJkiRJkiRJ2qlhw+CDDyBfPhgwAGKxqBNJkiRJknKqAgXg7bfh/PNh82a44AJ44omoU0mSJEnKIpJ29wX9+/dn7dq1APTq1Yu1a9fy6quvUq1aNR555JF9HlCSJEmSJEmSpB1atQpuuCGs33EHVK4cZRpJkiRJUm6QnAwvvwzFi4diRrdusHw53HWXNwyQJEmScrndLmdUrVp163r+/PkZOHDgPg0kSZIkSZIkSdIuue02WLYMatSAHj2iTiNJkiRJyi0SEuDxx6FUqVDK6N07FDQefzw8J0mSJClX2u3fBqpWrcqKFSu2275q1apMxQ1JkiRJkiRJkvab8eNh0KCwPnAg5MkTbR5JkiRJUu4Si8Gdd8KTT4b1J5+E//wHNm2KOpkkSZKkiOx2OWP+/Pmkp6dvtz01NZXFixfvk1CSJEmSJEmSJO3U889DmzYQj8NFF8HJJ0edSJIkSZKUW3XpAsOGQVISvPIKnH46rFsXdSpJkiRJEUja1R1HjRq1dX38+PEUKVJk6+P09HQmTZpE5cqV92k4SZIkSZIkSZK2isfDXUnvvTc8Pv98eOaZaDNJkiRJknTuuVC0KJxxBowbB82bw+jRULx41MkkSZIkHUC7XM5o3749ALFYjIsvvjjTc8nJyVSuXJmHH354n4aTJEmSJEmSJAmA1FS49FL4v/8Lj2+/He6+G2KxaHNJkiRJkgTQsiW89x60bg2ffAKNGsH48VChQtTJJEmSJB0gu1zOyMjIAKBKlSpMnz6dkiVL7rdQkiRJkiRJkiRttXIldOgAU6ZAYiI8/XQoakiSJEmSlJU0aAAffQQtWsDs2XDiiTBhAlSvHnUySZIkSQdAwu6+YN68eRYzJEmSJEmSJEkHxi+/hA+3TJkChQrBu+9azJAkSZIkZV01a8LUqVCtGsyfHwoaX34ZdSpJkiRJB8AuTc54/PHHd/kNr7322j0OI0mSJEmSJEnSVp99Bm3bwh9/wEEHhWJG7dpRp5IkSZIk6Z9VrgwffwwtW8JXX0GTJvDOO9CoUcTBJEmSJO1Pu1TOeOSRR3bpzWKxmOUMSZIkSZIkSdLeGzECzj8fNm6EY46B0aOhfPmoU0mSJEmStGvKlIEPPoB27eDDD+HUU+HVV8NjSZIkSTnSLpUz5s2bt79zSJIkSZIkSZIE8Tg8+ij06BHWTzstfHilYMGok0mSJEmStHuKFIFx4+Dcc2HUKOjYEQYPhosvjjqZJEmSpP0gYU9fuGnTJubMmcPmzZv3ZR5JkiRJkiRJUm6Vng7du8MNN4RixlVXwdtvW8yQJEmSJGVf+fLBm2+GQkZ6OnTqBP37R51KkiRJ0n6w2+WM9evXc+mll5I/f35q1qzJggULALj22mu577779nlASZIkSZIkSVIusG4ddOgAAwaExw8+CAMHQtIuDYCWJEmSJCnrSkqC558PUyIhfL311nBjAkmSJEk5xm6XM2655Ra+/vprPvjgA/Lmzbt1e7NmzXj11Vf3aThJkiRJkiRJUi6wdCk0bgzvvAMpKfDaa9CzJ8RiUSeTJEmSJGnfSEgINyLYcvPbfv3gyivDNA1JkiRJOcJu33Js5MiRvPrqq9SvX5/Y3/5h7IgjjmDu3Ln7NJwkSZIkSZIkKYebPRtat4Zff4WSJeHtt6Fhw6hTSZIkSZK078VicPPNULw4XHUVPPss/Pkn/N//hZsVSJIkScrWdntyxh9//EHp0qW3275u3bpMZQ1JkiRJkiRJkv7R5MlwwgmhmFG9OnzyicUMSZIkSVLOd/nlYWpknjzw5pvhpgV//RV1KkmSJEl7abfLGfXq1WPMmDFbH28pZDz77LM0aNBg3yWTJEmSJEmSJOVcL74Ip54Kq1fDiSeGYka1alGnkiRJkiTpwDjjDBg7FgoWhEmT4JRTYPnyqFNJkiRJ2gtJu/uCfv360bJlS7777js2b97MY489xuzZs/nkk0+YMmXK/sgoSZIkSZIkScop4nHo3TssAOeeC0OGQN680eaSJEmSJOlAO+UUeP99aNUKZswINy+YMAEOPjjqZJIkSZL2wG5PzmjYsCFTp05l/fr1HHLIIUyYMIEyZcrwySefUKdOnf2RUZIkSZIkSZKUE2zaBBdfvK2Yccst8H//ZzFDkiRJkpR71a0LH30EFSvCnDlwwgnw/fdRp5IkSZK0B3a7nAFQu3ZtXnzxRWbNmsV3333H0KFDqV279m6/z4cffkjbtm0pX748sViMkSNHZnq+U6dOxGKxTEv9+vUz7ZOamkq3bt0oWbIkBQoUoF27dixatGhPTkuSJEmSJEmStL+sXAktW8LLL0NiIjzzDPTtCwl79NfUkiRJkiTlHDVqwNSp4euiRXDSSTB9etSpJEmSJO2m3f5Xr9WrV/PGG2/w0EMP8fDDDzNixAjWrFmzRwdft24dRx11FE888cRO92nZsiVLlizZurz77ruZnr/uuusYMWIEw4cP5+OPP2bt2rW0adOG9PT0PcokSZIkSZIkSdrH5s8Pd/58/30oWBDGjIHLL486lSRJkiRJWUfFimGCRr16sGIFnHIKTJoUdSpJkiRJuyFpd3YeOnQo11xzzXZljCJFivDUU09xzjnn7NbBW7VqRatWrf5xn5SUFMqWLbvD51avXs3gwYN5+eWXadas2daMFStW5L333uPUU0/drTySJEmSJEmSpH1sxgxo0wZ+/x0qVAjFjKOOijqVJEmSJElZT8mSoZDRsSO89x6cdhoMGwZnnBF1MkmSJEm7YJfLGV988QWdO3fmggsu4Prrr6dGjRrE43G+++47Hn30US688EJq1KjBUfv4H9U++OADSpcuTdGiRWncuDF9+vShdOnSAMycOZO0tDRatGixdf/y5ctTq1Ytpk2bttNyRmpqKqmpqVsfbymbpKWlkZaWtk/zS5L0b7b87PFnkCRJyi68fpEk7arYO++QeOGFxNavJ167NpvffhsOOgj8GaIIeA0jSZKyG69fpFwqb14YMYLEiy8m4a23iJ99NulPPkn80kujTiZJ/8rrF0lSTrWrP9ti8Xg8vis7du7cmbVr1/L666/v8PkzzzyTwoUL8/zzz+96yr8HicUYMWIE7du337rt1VdfpWDBglSqVIl58+Zxxx13sHnzZmbOnElKSgrDhg2jc+fOmYoWAC1atKBKlSo8/fTTOzxWr1696N2793bbhw0bRv78+fcovyRJkiRJkiRpmyqjR1N78GBi8Ti/H3ssM3r2ZLN//ypJkiRJ0q5JT+fIZ56hyvjxAHx34YX81LEjxGIRB5MkSZJyn/Xr13P++eezevVqChcuvNP9dnlyxtSpUxk4cOBOn7/qqqvo0qXL7qX8F+ecc87W9Vq1alG3bl0qVarEmDFj6Nix405fF4/Hif3DLyK33HILN9xww9bHa9asoWLFirRo0eIfv1mSJO0PaWlpTJw4kebNm5OcnBx1HEmSpH/l9Ysk6R+lp5Nw880kPvdceHjZZRR//HFaJO3yX0dL+4XXMJIkKbvx+kUSbdqQfuedJN5/P0e8/DKHlShBxn33QUJC1MkkaYe8fpEk5VRr1qzZpf12+V/DfvvtNw499NCdPn/ooYeyePHiXX27PVKuXDkqVarETz/9BEDZsmXZtGkTK1eupFixYlv3W7ZsGQ0bNtzp+6SkpJCSkrLd9uTkZC8IJEmR8eeQJEnKbrx+kSRtZ/16uOACGDkyPL7/fhJvvJFE7+qpLMRrGEmSlN14/SLlcvfdB6VLQ48eJD76KIkrV8Jzz4E3QZCUhXn9IknKaXb159ou16jXr19P3rx5d/p8SkoKGzdu3NW32yMrVqxg4cKFlCtXDoA6deqQnJzMxIkTt+6zZMkSZs2a9Y/lDEmSJEmSJEnSPvb779CkSShmpKTA8OFw001gMUOSJEmSpL1zww3w4ouQmBi+nnEGbNgQdSpJkiRJ/2O3KtTjx4+nSJEiO3xu1apVu33wtWvX8vPPP299PG/ePL766iuKFy9O8eLF6dWrF2eccQblypVj/vz53HrrrZQsWZIOHToAUKRIES699FJ69OhBiRIlKF68OD179qR27do0a9Zst/NI0v9j777DrKrOtwE/Q1UsKBaQiIq9YU9s2AtRwV6xJXZNVNSoSSxRY0lMbNFoEk1iSSw/E7GLYtfYe++IFbuA0gbmfH+sDwZUFGSGM+W+r2tfM3vvMzPvmXbW2Wc96wUAAADge3jxxWTzzZM330y6dEmuuy7p3bvaVQEAAEDLscceydxzJzvumFx/ffLjH5e3U5nLBQAAzHzTFc7Yc889v/V8zXSugPbYY49lgw02mLR/+OGHT/o6F1xwQZ599tlceuml+fzzz7PAAgtkgw02yFVXXZU55phj0secddZZadeuXXbccceMHj06G220US6++OK0bdt2umoBAAAAAOB7uPvuZJttks8/TxZbLLnllmSJJapdFQAAALQ8/folt95a3t57b+lgOWhQ0rVrtSsDAAAyHeGMurq6Bv/i66+/fiqVylTP33rrrd/5OWaZZZace+65OffccxuyNAAAAAAAvsu//pXstVdSW5usuWbpmDHffNWuCgAAAFqudddN7rkn6dMneeqp0rnyttuSnj2rXRkAALR6bapdAAAAAAAAzUylkvz2t8nuu5dgxg47JHfcIZgBAAAAM8NKKyX/+1+yyCLJa68la6+dPPdctasCAIBWb5o6Z1x//fXT/Am33HLL710MAAAAAABNXG1tsv/+yT//WfaPOio57bSkjbWAAAAAYKZZfPES0OjTpwQz1l03uemm0tkSAACoimkKZ2y99dbT9MlqamoyYcKEGakHAAAAAICmavjwZPvtk9tvL2GMP/85OeCAalcFAAAArVP37sm99yZ9+yYPPJBsvHHy3/8mP/5xtSsDAIBWaZqWMqurq5umTTADAAAAAKCFGjo0WXvtEsyYbbbkhhsEMwAAAKDa5p47ue22ZLPNklGjkn79kiuuqHZVAADQKs1Qn/kxY8Y0VB0AAAAAADRVjz+erLFG8vzzZVXO++5LNt+82lUBAAAASVlE4brrkv79k/Hjk113TfbZJ7n22mTEiGpXBwAArcZ0hzMmTJiQ3/72t/nBD36Q2WefPW+88UaS5Ljjjsvf//73Bi8QAAAAAIAquvHGZN11k2HDkl69koceSlZeudpVAQAAAJNr3z657LLk5z9PKpXk739PttkmmWeeZL31klNPTZ54Iqmrq3alAADQYk13OOOUU07JxRdfnNNPPz0dOnSYdLxXr1656KKLGrQ4AAAAAACq6Pzzk622SkaNSjbZJLn//qRHj2pXBQAAAHyTNm2SP/0pGTw4OfjgZMklSyeNe+9NjjkmWXXVZIEFkt13T/797+Sjj6pdMQAAtCjTHc649NJL87e//S277rpr2rZtO+n4CiuskJdeeqlBiwMAAAAAoArq6pJf/CL52c/K+/vsk9x0UzLnnNWuDAAAAPg2NTXJxhuXkMbLLyevv16/+MLssycffpj861/JbrslXbsmq62WHHtsct99SW1ttasHAIBmbbrDGe+++24WX3zxrx2vq6tLrQE6AAAAAEDzNnp0suOOyRlnlP1TT03+9rekffvq1gUAAABMv0UXTQ48MLn22uSTT5K7705++ctkpZWSSiV5/PHklFOSdddN5p032Xbbch1g6NAqFw4AAM1Pu+n9gOWWWy733XdfFl544SmOX3311Vl55ZUbrDAAAAAAAGayDz8sK2k+9FDSoUNy8cXJLrtUuyoAAACgIXTokKy3XtlOOy0ZNiy57bZk0KDy9pNPkoEDy5YkSy+d/PjHZVt33WTWWatbPwAANHHTHc74zW9+k9133z3vvvtu6urqcs011+Tll1/OpZdemhtvvLExagQAAAAAoLG9/HKy+ebJG28kc8+dXHddss461a4KAAAAaCzduiV77FG2CROSJ55Ibr21hDUeeih56aWynX12MsssJdTRp08Jayy9dFJTU+17AAAATUqb6f2Afv365aqrrsrNN9+cmpqaHH/88XnxxRdzww03ZJNNNmmMGgEAAAAAaEz33ZesuWYJZiy6aPLgg4IZAAAA0Jq0bZv88IfJsccm99+ffPxx8p//JPvsk/TokYwZU4Ibhx+eLLtsssgiyX77JddckwwfXu3qAQCgSZjuzhlJ0qdPn/Tp06ehawEAAAAAYGa7/PLkpz9Nxo1LVl89uf76ZP75q10VAAAAUE1zzZVst13ZKpXkxRdLR41bb03uuSd5663kwgvL1rZtWfRhYleNVVZJ2kz3msEAANDsTfco+Kc//WnuuOOOVCqVxqgHAAAAAIDGVqkkzz2XHHlksuuuJZix7bbJXXcJZgAAAABTqqkp3TIOP7yEMz79NLnlluTQQ5OllkomTCjdNo47rnTf6Nq1XG+47LLkgw+qXT0AAMw0090545NPPskWW2yReeaZJzvvvHN22223rLzyyo1RGwAAAAAADWXMmOTuu5Mbbyzb0KH15444Ijn9dKtaAgAAAN+tU6fSIePHPy77b75ZQhuDBiV33JF8/HHp1Hn55eX8yiuX2/bpk6y1VtK+fdVKBwCAxjTd4Yzrr78+n3/+ef7v//4vl19+ec4+++wstdRS2W233dK/f/8sssgijVAmAAAAAADT7b33kptvLmGMwYOTUaPqz80yS7LRRsmeeyY77FC9GgEAAIDmbZFFkv33L1ttbfLgg/VhjSeeSJ58smynnZbMMUey4Yb1YY2ePatdPQAANJjpDmckyVxzzZX99tsv++23X955551cccUV+cc//pHjjz8+48ePb+gaAQAAAACYFnV1ZdLDxO4Yjz8+5fkf/CDp27dsG25YVroEAAAAaCjt2yfrrlu2U05JPvigLBgxaFBy223JRx8l111XtiRZcsn6LhzrredaBQAAzdr3CmdMVFtbm8ceeywPP/xw3nzzzXTt2rWh6gIAAAAAYFp88UVy++0ljHHTTcmwYVOe/9GP6gMZK62U1NRUpUwAAACgFeraNdltt7LV1ZUOGoMGlc4aDzyQvPJK2f70p6RjxxLq2GyzZPvtkx49ql09AABMl+8Vzrjrrrty+eWX57///W8mTJiQbbfdNjfccEM23HDDhq4PAAAAAICvevPNEsS48cbkrruSsWPrz80+e7LppiWMsfnmZRIEAAAAQLW1aZOsumrZjjkmGT48ufPOEtYYNCh5663SZWPw4OTww5N11kl22aUENeabr9rVAwDAd5rucMaCCy6YTz75JH369Mlf//rX9OvXL7PMMktj1AYAAAAAQJJMmJA89FAJY9x4Y/Lcc1Oe79kz6devBDLWXbesNAkAAADQlHXunGyzTdkqleTll0tIY+DA5L776reDDy4LUeyyS7L11skcc1S7cgAA+EbTHc44/vjjs8MOO2TuuedujHoAAAAAAEiSzz9Pbr21hDFuvjn59NP6c23bJmuvXcIYffsmSy+d1NRUrVQAAACAGVJTU65vLL10MmBA8s47yVVXJVdckTz+eHLLLWWbZZayQMUuuySbbVb2AQCgiZjucMZ+++3XGHUAAAAAALRulUryyiv13THuu690zJho7rnLpIO+fZM+fZIuXapXKwAAAEBjWnDB5IgjyvbKKyWkccUVpbvG1VeXbc45k+22K0GNDTZI2k33VDgAAGhQ32tE+uijj+bqq6/OW2+9lXHjxk1x7pprrmmQwgAAAAAAWrxx40oIY2Ig47XXpjy/7LL13THWXNMkAwAAAKD1WXLJ5De/SY4/PnnyyRLSuPLK0l3jn/8s2/zzJzvtVIIaa6yhwygAAFXRZno/4Morr8zaa6+dF154IQMHDkxtbW1eeOGF3HnnnencuXNj1AgAAAAA0HJ8+GFyySXJDjsk886bbLxxcvbZJZjRvn2y6abJn/6UvP568vzzye9/n6yzjmAGAAAA0LrV1CSrrJL84Q/J0KHJPfckBxyQzDNPud5y7rnJWmsliy6a/PrXybPPVrtiAABamel+Ne/UU0/NWWedlZ/97GeZY445cs4556Rnz57Zf//9s8ACCzRGjQAAAAAAzVelkjzzTH13jIcfLscmmn/+ZIstkn79SlBjjjmqVysAAABAc9CmTbLuumX705+SwYNLR41rr03efDM57bSyLbdc0r9/svPOJbQBAACNaLrDGa+//nq22GKLJEnHjh3z5ZdfpqamJocddlg23HDDnHjiiQ1eJAAAAABAszJ6dHLXXfWBjLffnvL8yisnffuWbbXVyoQCAAAAAKZf+/bJ5puXbdSoci3miiuSm28uXUmPOaZsq69egho77ph061btqgEAaIGmO5zRpUuXjBw5Mknygx/8IM8991x69eqVzz//PKNGjWrwAgEAAAAAmoV3301uuqlMALj99hLQmGjWWUtXjL59S5eMH/ygenUCAAAAtFSdOpXwxY47Jp9/nlxzTQlq3Hln6Wb68MPJYYclG26Y7LJLsu22yVxzVbtqAABaiOkOZ6yzzjoZPHhwevXqlR133DGHHnpo7rzzzgwePDgbbbRRY9QIAAAAANA0vfVWctFFJZDx5JNTnuvRo747xgYblIAGAAAAADPHXHMle+1VtmHDkv/7vxLUeOihsrDG7bcnBx5YOm7ssku5htOpU7WrBgCgGZvucMZ5552XMWPGJEl+9atfpX379rn//vuz7bbb5rjjjmvwAgEAAAAAmpwxY5IzzkhOOaW+Q0ZNTbLGGvWBjF69yjEAAAAAqqtbt+SQQ8r2xhvJlVeWoMZzzyXXXlu22WdPtt66BDU22SRp377KRQMA0NxMVzhj/PjxueGGG9KnT58kSZs2bXLUUUflqKOOapTiAAAAAACanJtuSg49NHn99bLfu3ey777JZpsl881X3doAAAAA+HaLLpr8+tdle/bZEtK44orkzTeTf/2rbPPMk+ywQwlq9O6dtGlT7aoBAGgGpmvU2K5duxx44IEZO3ZsY9UDAAAAANA0vf560q9f6Yrx+utJ9+7J5Zcn996b7LGHYAYAAABAc9OrV3LqqaWbxgMPJAcfnHTtmnzySfKXvyTrrZcsvHBy5JHJE08klUq1KwYAoAmb7kjv6quvnieffLIxagEAAAAAaHpGjUqOOy5ZbrnkxhuTdu2So45KXnqprJ5YU1PtCgEAAACYETU1yZprJn/6U/LOO8lttyU//WnSuXPZ/+Mfk1VXTZZeOjnxxOSVV6pdMQAATVC76f2Agw46KEcccUTeeeedrLrqqpltttmmOL/CCis0WHEAAAAAAFVTqSQDByaHHZa89VY5tskm5UX6pZeubm0AAAAANI527co1oE02Sc4/P7nlluSKK5IbbiihjBNOKNsqqyT9+yc77ZQsuGC1qwYAoAmY5nDGXnvtlbPPPjs77bRTkuSQQw6ZdK6mpiaVSiU1NTWZMGFCw1cJAAAAADAzvfRScsghyeDBZX+hhZKzz0623lqnDAAAAIDWYpZZkm22KdvIkcm115agxm23JU88UbYjj0zWWacENbbfPplnnmpXDQBAlbSZ1htecsklGTNmTIYMGfK17Y033pj0FgAAAACg2Ro5MjnqqKRXrxLM6NgxOe645MUXy4vwghkAAAAArdMccyS7757cfHPy/vulq8Y665Tuq/femxxwQNKtW7LLLsmwYdWuFgCAKpjmzhmVSiVJsvDCCzdaMQAAAAAAVVGplFUPf/GL8uJ6kvTrl5x1VrLYYtWtDQAAAICmZb75kgMPLNtbbyVXXVWuLT35ZHLllaWzxnnnJTvvbLEPAIBWZJo7ZyRJjYEiAAAAANDSPPNMst56ya67lmDGYoslN96YXH+9YAYAAAAA326hhZIjj0yeeCJ57LFkpZWSTz9N+vdPtt1WFw0AgFZkusIZSy65ZLp06fKtGwAAAABAs/D558mhhyarrJLcd18y66zJKackzz2XbLFFtasDAAAAoLlZddXkkUeSE09M2rVLrr02WW655PLLS+dWAABatHbTc+MTTzwxnTt3bqxaAAAAAAAaX11dcsklydFHJx99VI5tv31yxhllpUMAAAAA+L7at0+OPz7ZaqvkJz9JnnqqdGy9+urkgguSbt2qXSEAAI1kusIZO++8c+aff/7GqgUAAAAAoHE99ljy858nDz9c9pdeOjn33GTjjatbFwAAAAAty4orli4ap52W/Pa3pYvGvfeWa1G77JLU1FS7QgAAGlibab1hjcEgAAAAANBcffxxsv/+yY9+VIIZs8+e/PGPydNPC2YAAAAA0DgmdtF47LFk5ZWTTz8tXTS23TYZNqza1QEA0MCmOZxRqVQasw4AAAAAgIY3YUJywQXJkksmf/tbUqkku+2WvPJKcsQRSYcO1a4QAAAAgJZuxRXLgiEnnVQCG9demyy3XHL55eV6FQAALcI0hzPq6uoy//zzN2YtAAAAAAAN54EHktVWSw46KPnss2SFFZJ7700uuyxZYIFqVwcAAABAa9K+fXLccV/vorHNNrpoAAC0ENMczgAAAAAAaBaGDUv23DNZe+3kqaeSueZKzjsvefzxZJ11ql0dAAAAAK3ZCitM2UXjuuuSZZdN/v1vXTQAAJo54QwAAAAAoGWorU3OOitZcsnk0kuTmppkn32SV15JfvazpF27alcIAAAAAF/vovHZZ8luu+miAQDQzAlnAAAAAADN3113lReyDz88GTky+eEPk4ceSi68MJlvvmpXBwAAAABfp4sGAECLIpwBAAAAADRf77yT7LxzsuGGyfPPJ/POm1x0UQlm/OhH1a4OAAAAAL7d1LpobL118v771a4OAIDpIJwBAAAAADQ/Y8cmv/tdstRSyVVXJW3aJD//efLKK8nee5d9AAAAAGguvtpF4/rrk+WW00UDAKAZ8QolAAAAANC8DBqU9OqV/OpXyahRSe/eyRNPJOeem8w9d7WrAwAAAIDvZ/IuGqusoosGAEAzI5wBAAAAADQPQ4aUF6I32yx59dWkW7fkssuSe+9NVlyx2tUBAAAAQMNYYYXkoYeS3/5WFw0AgGZEOAMAAAAAaNpGj05OOCFZdtnkuuuSdu2SI45IXn65rBxYU1PtCgEAAACgYbVvnxx7rC4aAADNiHAGAAAAANA0VSoljLHsssmJJyZjxiQbbpg8/XTyxz8mc85Z7QoBAAAAoHFNrYvGv/6liwYAQBMjnAEAAAAAND2vvJJsvnlZCfDNN5MePZKrr05uv72ENQAAAACgtfimLhq7766LBgBAEyOcAQAAAAA0HV98kfzqV8nyyyeDBiUdOiS//nXy4ovJ9tsnNTXVrhAAAAAAqmNiF42TT9ZFAwCgCRLOAAAAAACqr1JJrroqWXrp5He/S2prk802S557LjnllGS22apdIQAAAABUX/v2yTHHJI8/rosGAEATI5wBAAAAAFTX888nG22U7Lxz8u67Sc+eZdW/m25Kllii2tUBAAAAQNPTq9fXu2gsu2xy2WW6aAAAVIlwBgAAAAAw840enVxxRbLppuWF5LvuSmaZJTnppOSFF5J+/ZKammpXCQAAAABN11e7aHz+ebLHHslWW+miAQBQBcIZAAAAAMDMUakkjz2W/OxnSffuSf/+yeDB5fi22yYvvpgcd1wJaQAAAAAA0+arXTRuuEEXDQCAKqhqOOPee+9Nv3790r1799TU1OTaa6+d4nylUskJJ5yQ7t27Z9ZZZ83666+f559/forbjB07NgcffHDmnXfezDbbbNlyyy3zzjvvzMR7AQAAAAB8q48+Ss46K1lxxeSHP0zOP7+s4rfQQsnxxydvvJH897/JIotUu1IAAAAAaJ4mdtF44olk1VV10QAAqIKqhjO+/PLLrLjiijnvvPO+8fzpp5+eM888M+edd14effTRdOvWLZtssklGjhw56TYDBgzIwIEDc+WVV+b+++/PF198kb59+2bChAkz624AAAAAAF81fnxy443JdtuVLhmHH548+2zSsWN9x4whQ5ITT0x69qx2tQAAAADQMiy/fPLgg7poAABUQbtqfvHNNtssm2222Teeq1QqOfvss3PMMcdk2223TZJccskl6dq1ay6//PLsv//+GT58eP7+97/nsssuy8Ybb5wk+de//pUePXrk9ttvT58+fb7xc48dOzZjx46dtD9ixIgkSW1tbWpraxvyLgLAd5r42OMxCABoLoxfgG/10ktpc8klafPvf6dm2LBJh+tWWy2VPfdM3Y47JnPPXQ5OmFA2gJnAGAYAaG6MXwCYIUcdlWy+edrus0/aPPFEssceqbvyykw4//yymAo0AuMXAFqqaX1sq6lUmkYctqamJgMHDszWW2+dJHnjjTey2GKL5YknnsjKK6886XZbbbVV5pprrlxyySW58847s9FGG+XTTz/N3BNf0E2y4oorZuutt86JJ574jV/rhBNO+MZzl19+eTp16tSwdwwAAAAAWrh2o0al+//+l4Vvvz1dXn550vGxnTvn7fXWy1sbbZSRCy9cxQoBAAAAoHWqGT8+iw8cmKWvuiptxo/PuNlmy7P77JN31l8/qampdnkAAM3CqFGj0r9//wwfPjxzzjnnVG9X1c4Z32bY/19Vr2vXrlMc79q1a4YOHTrpNh06dJgimDHxNsMmW5Xvq371q1/l8MMPn7Q/YsSI9OjRI5tuuum3frMAoDHU1tZm8ODB2WSTTdK+fftqlwMA8J2MX4AkSaWSmvvuS5uLL07NNdekZtSocrht21R+/OPU7bln2my+eRbu0CFiGUBTYAwDADQ3xi8ANJgtt8yEI45I9tknHZ54Iquec05WfvVVXTRocMYvALRUI0aMmKbbNdlwxkQ1X0nnViqVrx37qu+6TceOHdOxY8evHW/fvr0BAQBV43EIAGhujF+glXr77eSSS5J//jN5443640svney1V2p23z013bqlTfUqBPhWxjAAQHNj/AJAg1h55eThh5PTT09OOCFtbr45bVZaKTnnnGT33XXRoEEZvwDQ0kzr41qTfY20W7duSfK1DhgffvjhpG4a3bp1y7hx4/LZZ59N9TYAAAAAwAwaMya56qqkT59k4YWT444rwYw55kj23Td54IHkhReSI49M/v91PQAAAACgiWnXLvn1r5MnnkhWXTX5/PNkzz2TLbdM3nuv2tUBADR7TTac0bNnz3Tr1i2DBw+edGzcuHG55557stZaayVJVl111bRv336K27z//vt57rnnJt0GAAAAAPgeKpXyIu3Pf550757svHNy223l+PrrJ5demrz/fvK3vyVrrmllPQAAAABoLpZfPnnooeTUU5MOHZIbb0yWW65c86tUql0dAECz1a6aX/yLL77Ia6+9Nml/yJAheeqpp9KlS5cstNBCGTBgQE499dQsscQSWWKJJXLqqaemU6dO6d+/f5Kkc+fO2XvvvXPEEUdknnnmSZcuXfKLX/wivXr1ysYbb1ytuwUAAAAAzdfHHyf//nfyj38kzzxTf7xHj+QnPynbootWqzoAAAAAoCG0a5f86ldJv37JT3+aPPZY6aLx738n552XLLFEtSsEAGh2qhrOeOyxx7LBBhtM2j/88MOTJHvuuWcuvvjiHHXUURk9enQOOuigfPbZZ1l99dVz2223ZY455pj0MWeddVbatWuXHXfcMaNHj85GG22Uiy++OG3btp3p9wcAAAAAmqXx40tXjH/8I7n++qS2thzv2DHZZptkr72SDTdMXHMDAAAAgJZl+eWTBx9M/vCH5IQTynXC5ZdPjj66hDdmnbXaFQIANBtVDWesv/76qXxLG7SampqccMIJOeGEE6Z6m1lmmSXnnntuzj333EaoEAAAAABasFdeSf75z+SSS5L3368/vtpqZbW8XXZJ5p67evUBAAAAAI1vYheN7bdPDj44ufXW5Le/Tf71r9JFY/PNq10hAECzUNVwBgAAAAAwk40cmVx9demS8b//1R+fd95kt91KKGOFFapXHwAAAABQHUsskdxyS/Lf/yYDBiRDhiRbbJFsvXVyzjnJQgtVu0IAgCatTbULAAAAAAAaWaWS3HdfCV4ssECy994lmNGmTdK3b3mx9d13k7POEswAAAAAgNaspqZ00HjxxeQXv0jatk2uvTZZZpnk979Pxo2rdoUAAE2WcAYAAAAAtFTvvJOcemqy5JLJuusmF1+cfPllstRSye9+l7z9dnLDDcm22yYdOlS7WgAAAACgqZhjjuQPf0ieeipZZ51k1Kjkl79MVlopueuualcHANAkCWcAAAAAQEsydmxy9dXJZpslCy+cHHNM8tpryeyzJ/vsUzpmvPhicvTRSffu1a4WAAAAAGjKll8+ueee5JJLkvnmK9cWN9ww2W23ZNiwalcHANCkCGcAAAAAQHNXW5vcemuy115Jt27JjjsmgwYldXXJeuuVjhnDhiUXXpistVZSU1PtigEAAACA5qKmJtljj+Tll5ODDir7//536dB77rnJ+PHVrhAAoEkQzgAAAACA5mjChOSOO5L99ksWWCD58Y+Tf/4z+fzzZMEFk2OPLR0z7r472XPPZLbZql0xAAAAANCczT138uc/J488kqy2WjJiRHLIIcmPfpQ89FC1qwMAqLp21S4AAAAAAJhGdXXJ/fcnV12V/Oc/yYcf1p+bf/5k++2TnXZKevdO2liXBQAAAABoBKutVsIYF16Y/OpXyZNPJmuumey7b3Laack881S7QgCAqvAKLQAAAAA0ZXV1yQMPJIceWjpirLdecv75JZgxzzzlBc/bb0/efbesWrfuuoIZAAAAAEDjats2OeCA5OWXS+fepIQ1lloq+fvfy3VNAIBWRucMAAAAAGhqKpXkscdKh4z/+7/k7bfrz801V7LNNqVDxoYbJu3bV61MAAAAAKCVm3/+5OKLk733Tg46KHnuuWSffUpA44ILkhVXrHaFAAAzjXAGtGSVSlJTU+0qAAAAgGlRqSRPPVUfyBgypP7cHHMkW21VAhmbbpp06FC1MgEAAAAAvmaddZInnkj+9KfkhBOSBx9MVlklOfjg5KSTkjnnrHaFAACNrk21CwAayWuvJT17lic+L7xQ7WoAAACAb1KpJM8+mxx3XLLUUuXFyt//vgQzZpst2XnnZODA5MMPk8suS/r2FcwAAAAAAJqm9u2TI45IXnwx2WGHpK4uOeecZOmlkyuvLNdDAQBaMOEMaInGji0raQ4dmtx/f/3EjvHjq10ZAAAAkCQvvZSceGKy3HLJCiskJ5+cvPpqMsssyXbblc4ZH36YXHFFsvXW5TgAAAAAQHOw4ILlGuettyaLL568/36yyy7JxhuXa6MAAC2UcAa0RL/6VWkT2KVL0qdPCWv88pdJ794lmQ4AAADMfK+9lpxySrLiiskyyyQnnFCep3fokGy1VXL55SWQ8Z//lFXlOnWqdsUAAAAAAN/fppuWzsEnnVQWoLnzzrJYzTHHJKNGVbs6AIAGJ5wBLc1NNyVnnVXev/ji5JZbkn/8I+ncOXn44WTllZPTT08mTKhqmQAAANAqvPlmeR6+6qrJEkskxx6bPPNM0q5dsvnmySWXlEDGtdeWlePmmKPaFQMAAAAANJxZZkmOOy55/vlkiy2S2trk1FOTZZdNrr++2tUBADQo4QxoSd57L/nJT8r7hx6a9OuX1NQkP/1p8txzyWablS4aRx+drL22NoEAAAA0ni+/TEaPrnYV1fHOO2XhhDXWSHr2LM/Dn3giadu2rBT3978nH3xQFljYY4+yoAIAAAAAQEu26KLJDTeUhWoWWigZOrR0FN5yy2TIkGpXBwDQIIQzoKWYMCHZbbfk449Ld4zf/37K8wsuWCZ9/OMfyZxzli4aK62U/OEPumgAAADQcMaOLS3p55or6dQpmXfe8vyzb9/kgAOSk08unR5vvz15+eXkiy+qXHADef/95Nxzk969kx49ksMPL8+927RJNtgg+ctfym1uvTXZa6+kS5dqVwwAAAAAMHPV1JRAxgsvJL/8ZdK+fQlsLLtscsop5foyAEAz1q7aBQAN5LTTkrvuSmabLbnyyqRjx6/fZmIXjU02SfbdNxk0KDnqqOS//y0TY5ZeeqaXDQBAlb37bnL11WUM+dprSf/+ZYy44ILVrgxojp5+unSCeOaZ+mOffFK2p5+e+sfNNVf5v/Nt25xzlue1TcmHH5bn1P/3f8k99ySVSjleU1NCGjvtlGy3XdKtW3XrBAAAAABoSmabrcx12mOP5Gc/K3Oejj02ufTS5M9/TjbeuNoVAgB8L8IZ0BLcf39ywgnl/fPPT5Zc8ttvv+CCyc03J//8Z3LYYfVdNH7727KyZ9u2jV0xAMCURo9OHnigXHgdOzbZfPNknXWSdp6yNIqPPkr+858SyLjvvvrJxElZ9f2vf0323rusWLTQQtWrE2g+xo8vHRxPPDGprU3mm690ithgg+Sdd759GzEi+fzzsj333NS/xuyzTxnW6NHj6wGOuedu/ADHJ58kAwcmV12V3HlnUldXf26NNUogY4cdkh/8oHHrAAAAAABo7pZZJrnjjuSKK5IjjkheeaUsOrvTTsmZZybdu1e7QgCA6WKmEzR3n35aVjeeMCHZffeSKJ8WNTXJXnuVJzT77VffReOaa0poQxcNAKAxjR+fPPpomdR6xx0lmDF5m+I//jHp0iXp1y/ZZpsyZunUqXr1tgSff14mE195ZfmeT5hQf27ttZOdd04WWSQ5/fQS2LjgguSii0rntV/9qpwD+CYvvVSeiz76aNnfZpsSzJh//rI/99xJr15T//gRI0oXn28Kbrz9dnn72WfJF1+Ur/XSS1P/XLPO+t0dOOadN2nTZvru4+efJ9deWwIZt99eHscmWm21+kDGwgtP3+cFAAAAAGjtamrK3KcttkiOPz4577xyLfbmm8uCQAcfbEE3AKDZMGqB5qxSSfbZp0xWWXzx0tZvevXoMWUXjYceKl00Tj657OuiATPPsGElKLXAAuWiQ2Ov+AswM9XVJc8+Wx/GuPfeZOTIKW/TvXuy0UZl/HHDDWVl8ksuKVunTkmfPsnWWyd9+5bgBt/tiy+S668vgYxBg8pq9hNNnEy8445Tdsfo2ze5++7kpJNKJ5O//S35xz/KxOtf/zpZbLGZfjeAJqquLvnTn0qAa8yYpHPn8qLZrrtO31h2zjnLtswyU7/Nl19OPcAxcfvoo9KJ6dVXyzY1HTqUrhbf1Hlj4jb//OVr3nBDeRHw1luTcePqP8eKK9b/D/V/EQAAAABgxnXunJxzTvKTnyQHHVTmMB1+eHLxxcn555fFxgAAmjjhDGjOLrigrH7cvn2ZLDLHHN/v80zeRWPffcukkyOPrO+isdRSDVs3UG/48NT85z9Z89xz0+7ZZ8sEtyTZbLPkr38tE8YAmqNKJXnttRLEuPPOMsn/44+nvE2XLskGG5RAxoYbJksuWT+Zd/z45H//K6uUDxyYDB1a3g4cWMIb661XVmbfaiv/K79q9OjklltKIOPGG8v+RMsvXzpk7LRTCfdOzfrrl+2++0pI4/bbS0DjkkuS3XZLjjkmWWKJxr4nQFM2ZEjprHPPPWW/T5/SbWfBBRvn6802W3mcWHLJqd9mzJjkvfe+PcAxbFgJWQwZUrapadeuPCZNHmpbbrn6QIbnyQAAAAAAjWPllcvrhP/4R3L00ckzzyS9e5dr0r//fTLffNWuEABgqmoqlUql2kVU24gRI9K5c+cMHz48c845Z7XLgWnzzDPJj36UjB2bnHVWMmBAw3zeSqU8uTn88GTEiGSWWUoXjQEDdNGAhjJmTOlYc/nlZdLs2LH151ZZJXnuuTJhbI45kjPOKB1ydNEAmoN33ilBjIndMd55Z8rzs82WrLtufRhjxRWTNm2++/NWKsnTT5dgxrXXlnHQ5FZbrXTU2Gabsup6a/yfOW5cMnhwCWRcd92UXUkWX7w+kLH88t/v8z/wQPLb35buG0n5ufXvX0IaSy894/XT7NTW1ubmm2/O5ptvnvbt21e7HGamSqWEMA4/vHTnmW225MwzS9C/Ofz/ra397gDHe+/Vh6aXXLL8/9xppxLOAKBZM4YBAJob4xcAWr2PPy7dmy+6qOzPPXfyu9+VeRTT8jojM53xCwAt1bTmDYQzIpxBM/Tll2US4ksvJX37Jtdf3/CTYN5+u76LRpKsuaYuGjAjJkwoq8Zffnny3/+W8NP/V1l66by06qpZ/Nhj037ppZMXXyzdbB56qNxgo42SCy9MevasUvEAU/Hxx8ndd9d3x3jllSnPd+hQxhATwxg/+lHp+DWjXn+9BBAGDiyr5kz+lGaJJeqDGquv3rIvyk6YUL7/V15ZHls++6z+XI8eJZCx885ldaGGGis+8kjppHHTTWW/pqZMWD72WJOWWxkX1lupd98tL3hNDGqts05pJ7/oolUtq8GNH5988EEJVS+6aPMInQAwTYxhAIDmxvgFAP6/Bx9MDjywLOiWlNcdL7igLIBJk2L8AkBLJZwxHYQzaHb22Sf5+9+T7t3Lk455522cr1OplK9z+OFl9WVdNGD6VCrJo4+WQMZVVyXDhtWfW3DBZJddkl13Te0yy+TmW26Z8onphAnJn/5UViQfPbqsSPy73yUHHdSyJxpDtb36anL11SX4OGFCsthipevA5G8XWKD1TtIcOTK57776MMZTT015vk2bEiDdcMOyrb120qlT49b04Yfl53XttaVzxLhx9ee6dUu22qqENTbcsIRFmru6utLF4qqryu/qBx/Un+vaNdlxxxLIWGONxn28ePzx0knjuuvKfk1Nsv32JaSxwgqN93VpMlxYb2UqlTKm/fnPk88/Tzp2TE47LTn0UGNTAJoVYxgAoLkxfgGAyYwfn5x/fnk9auTIcn36oIPKa1ZzzVXt6vj/jF8AaKmEM6aDcAbNyhVXJP37lwlwd96ZrL9+43/Nt94qXTRuu63sr7VW8o9/6KIxNW++mZx+ejJqVHLqqSVEQ+vy0kvlb/Xyy5PXXqs/3qVLssMO5W+4d+9JE9m+9Ynpa68le++d3Htv2e/du/z9LbHETLoz0Aq88kqZ5H711fUrrXybWWctIY1vCm4stFDSrl3j1zyzjBlTVqG5886yPfJIueg5ueWXL8GHjTZK1l23uhc+R44sq7lfe21y441TdCnKnHMmm29eOmpstlkyxxxVK3O6VSolDHHllSWU8c479ee6dEm2264EMtZbb+YHaJ96qlzwvuaa+mPbbJMcf3yy0koztxZmKhfWW5GPPkoOOKD+73y11ZJLL02WWaa6dQHA92AMAwA0N8YvAPAN3n8/OeKIMi8jKQuY/fGPya67tt5F9poQ4xcAWirhjOkgnEGz8frrycorl4mHxx2XnHTSzPvaumh8t7feSk45pUycnzhxda65SveD3XbzBLCle+edMmH28suTJ56oP96pU1m1vX//ZNNNv3HV9u98YlpXl/zlL8lRRyVffunvDxrCyy/XBzKeeab+eLt2JWSwww6lM9Xrr5eQ1MS3Q4eWjhpT065dssgi3xzcWHTR8vfblI0fX0IAd95ZumP8738loDG5RRetD2NssEG52NkUjRuX3HVXCWpcd125SDtRhw7JxhuXjhpbbtl078Nzz5VAxpVXlt/BieaYowQgdt653I+mcFHz2WfLY9PVV5dxY1K+t8cdVyZy0+K4sN5KXHttst9+JaDRrl3ym98kv/xlywoiAtCqGMMAAM2N8QsAfIs77yydM15+ueyvt17prLHsstWtq5UzfgGgpRLOmA7CGTQL48aVFfMffbS8veuu6kyIeeutZJ99ksGDy/5aayX//Gey5JIzv5am4p13ktNOSy68MKmtLcc22ST57LPkscfK/pZbJn/9a9KtW/XqpOF9+mny3/+WQMY999RPRm3XLunTpwQyttwymX32b/000/zE9M03Sxeb228v+6uvXsJALizAtHnppfpAxrPP1h9v165McN9hhzJZv0uXqX+O2toS0PhqaOP118s2duy317Dggt8c3FhssaRz5wa5m9OlUikBgIlhjHvumbLbRFIeuyaGMTbcsIRPmpu6utL1Y+DAsr36av25mpoyntlmm/LzX2yxqpWZpNR21VUlkPH88/XHZ5016devBDI226zpBn1eeKGEVa+8snzfk9Kx5Pjjy+MWLYYL6y3c558nhxySXHZZ2e/VK7nkkrJYAAA0Y8YwAEBzY/wCAN9h3LjkjDNKp/fRo8trv0cfnRx7bNN9Pa2FM34BoKUSzpgOwhk0C0ceWVrwzT138vTTSY8e1aulUkkuuqi0CJzYReOUU5JDD21dq/i/917yu9+V0MW4ceXYhhsmJ55YAjTjxyenn56ccEKZzNulS3Luuckuu+ii0ZyNGpXccEMJZNxyS30gJyk/9/7961fcn0bT9cS0UimBjMMPLxOoO3QoKxgfeWTTWDkdmpoXX6wPZDz3XP3xdu1KkG6HHUp3m28LZEyrurry2PBNwY3XXvt66OGr5p136sGN+edvmMeOSiV5440SxLjzzrJ99NGUt5lrrtIRY8MNy7bMMi3rcatSKUGdgQPLivCPPjrl+eWXrw9qrLzyzLnvQ4cm//d/JdAwefelDh1KEGPnnZO+fb8z7NekvPxyGR/++9/1IY0+fUpIY621qlsbDcKF9RbsttuSvfZK3n03adOmvIj1m98kHTtWuzIAmGHGMABAc2P8AgDT6M03y7yl668v+0ssUebzbLBBVctqjYxfAGiphDOmg3AGTd6gQWViXlImEm69dVXLmeSrXTTWXrtMGm/pXTSGDUt+//vkL39Jxowpx9ZdNznppNIi8auefTb5yU/qJ1tus01ywQVJ164zrWRmUG1tmcj873+XibxffFF/boUVSiBj552ThRf+np/+ezwxfeedZP/9k5tvLvsrr1y62Ky44veqAVqUF16oD2RM3nmgffspAxlzzz3zaqpUkk8++eZuG6+9lnz44bd//OyzTz24seCC3x6OfO+9+iDGHXeUx+/JdeqUrLNOfXeMlVZqXWHLt98uF2kHDkzuvjuZMKH+3MILl3HX1luXAF5Ddi0bNqz8jl55ZfLAA/XH27YtnVx23rl83bnmarivWQ2vvZacempy6aX139uNNioTvddZp7q1MUNcWG+BvviiBH7/8peyv8QSpVvGmmtWty4AaEDGMABAc2P8AgDTaeDA5Oc/L6+RJslPf5r84Q/JPPNUt65WxPgFgJZKOGM6CGfQpL3/fpls/dFHyc9+lpx3XrUrmtI3ddE49dTkkENa3sTODz8snTDOP7+0QkzKRM0TTyxJ+29bWbu2tgQ6TjqpvD/PPMmf/5zsuGPLWo28JalUkgcfLB0y/u//plxZfpFFSiBjl13KCusz6Hs/Ma1USmDkkEOSzz4rk4Z//evkmGPKauvQmjz/fH0g44UX6o+3b59sumkJZGy55cwNZEyPkSOnDGtM/vbtt8vf+9R06JD07DllcKNLl/I/7I47SpeIybVvn6yxRn0YY/XV/c+Y6NNPk5tuKkG8QYNKt6SJ5pkn6devBCY23TSZddbp//yffJL8978lkHH33fU/15qaEvDcaadku+2S+eZrgDvTxLzxRnLaacnFF5fuYkmy/vqlk8b66xsPNUMurLcw991XAuVvvFH2Dzmk/M126lTVsgCgoRnDAADNjfELAHwPw4eXuRMXXFBej5tvvuTss8scD69JNTrjFwBaKuGM6SCcQZNVV1cm/91xR1md/+GHS/ihKXrrrWTvvZPbby/7LamLxscflxT9eefVT9JcY40StNh44+l74vb002XS01NPlf3ttithj/nnb+iq+b6ee64EMq64orS9nGi++cqk2f79y8+/AZ+wz/AT02HDSnjrmmvK/vLLly4aq63WYDVCk/T88yU8dfXVyYsv1h+fPJCx1VbNv/PAmDHl/9FXu228/noyZEgJ/X2bmppklVXqwxi9eyezzTZTSm/WRo0q45qBA5MbbijBiok6dUr69CndsLbYooRhpmb48OS660ogY/Dg+mBCUh5Pdt65/K52795496UpGTq0TPj+xz/qf3fXWaeENDbayAXxZsSF9RZi9OjkuOOSM88sL1AttFAZR264YbUrA4BGYQwDADQ3xi8AMAMeeCDZb7/yunJSXt+74IKy8B2NxvgFgJZKOGM6CGfQZJ12Wklyd+qUPP54svTS1a7o21UqyYUXli4aX3zR/LtofPJJcsYZybnnlvuTJD/8YQll9Onz/ScPjhtXvi+nnFImaM47bwlo7LBDw9XO9Bk6tIQxLr88efbZ+uOzz14m3u66a5kw2q5do3z5BnliWqkk//lPCWl89FHSpk1y5JHJCSc03VAXM2b48DIxv6amdEpoDZPtK5UpO2RMHsjo0GHKDhnNPZAxrSZMKJ01vtpt44MPkpVXLv+71lvv28MDfLfx45P77y8dNQYOLKHUidq2LZ0ftt66bAsumHz5ZXLjjSWQccstydix9bdfaaUSyNhxx9Z94fftt0tXsQsvLGOjJFlzzRLSmJFxFjONC+stwKOPJnvuWf94uvfeJaThuggALZgxDADQ3Bi/AMAMGjeuLMj629+W1+xmnbXM+xkwoNHmgLR2xi8AtFTCGdNBOIMm6cEHyyrCEyaUlYV/+tNqVzTthg5N9tlnyi4a//xnssQS1a1rWn32WZmUdM45yciR5dgqq5QnZ5tv3nCTBZ98skyGmhgG2HHH5M9/LmENGt/HH5cV9y+/PPnf/+qPt29ffs79+yd9+5ZwVCNr0CemH32UHHpoCZskyVJLlf8ha60144Uyc40bV/6fvvFGCWEMGTLl+59+OuXtF1yw/LyXXHLKbZFFmvdFpUqldLSZGMh46aX6cx06lEncEwMZnTtXr05aj0qldMAaOLCENSYP9SVJr14lIDOx21ZSAra77FI6MC211Mystul7993k9NOTv/2tdIlJkh/9qIQ0GnLcRYNzYb0ZGzcuOfnkEhifMCHp1q0Epfr2rXZlANDojGEAgObG+AUAGsgrryT775/cfXfZX2mlcm18tdWqWVWLZPwCQEslnDEdhDNocj7/vDwJGDq0TBD/17+a38S0SqVMsvvFL0rXiVlnre+i0aZNtav7Zp9/npx9dnLWWcmIEeXYSislJ56Y9OvXOD+Dr06Mmn/+0kJx220b/mtRfhevu64EMm67rayEnpSf7frrl7+37bZL5p57ppbVKE9Mr7suOfDA5P33y/079NDSrWUmhE2YRnV1ybBhUw9fvPNO+V/6beadt3yerwY1Jte+fbLoot8c3OjWrWk+vlQqZcL7xEDGyy/Xn+vQIfnxj0sgo18/gQyq77XXyv/ca68tYb+Jf7c9e5YOGTvvXAIbTfFvrSl5//3kj38s46DRo8uxVVYpIY0tt/T9a4JcWG+mnn22BMSffLLs77xzct55yTzzVLcuAJhJjGEAgObG+AUAGlClklx8cXLEEWXh1jZtylyKk05KZp+92tW1GMYvALRUwhnTQTiDJqVSKRNO//vfZLHFkieeSJrz7+XQocneeyd33FH2e/cuXTQWX7y6dU1uxIjkT39KzjijBDSSMonyxBOTrbaaOWGSxx8vk6Sef77s77JLcu65Jkk1hHHjkltvLYGM666rn/CZJKuuWgIZO+2U/OAHVSux0Z6YfvZZcvjh5eJCUv6nXHRRCaIwcwwfPvXwxZAhpW3qt5l11hKs6Nmz/u3E9xdZJJljjnK7Tz4pK318dXv11Sl/579qjjm+HtiYuM3sx55KJXnmmfpAxiuv1J/r2HHKQEZzflykZfvgg7LaTs+eyQ9/KFDwfXz4YRmT/fnPyZdflmMrrlhCGltv3XRDvq3NhAkZf/fdefWf/8ySSy6Zth07ljBgu3Zla+z3/R5MvwkTSgDq+OPL+HieeZLzzy/d+wCgFTE5AABoboxfAKARfPhhcthhZR5Jkiy0UFlAbPPNq1tXC2H8AkBLJZwxHYQzaFL++tfkgAPK5KMHHmgZ7fO+qYvGaaclBx9c3YlVI0eWVWL/+Mf6VeeXXbaEMrbddubXNnZsSeP/7ndlJfyuXcvvw1Zbzdw6WoK6uuS++8oT6auvLiGFiRZfPNl11xKAWWqp6tU4mUZ/YjpoULLvvqUTQ1I6avz+9/UT+/n+xo4tIbSvhi8mvp38d++btG2b9OjxzeGLnj1LN50ZmdxdV5e8+27pPPHV4MaQIeX81HTt+s3dNhZdtIQlGsLEQMb//V/5W3311fpzAhnQun38cXLmmSWs+sUX5VivXslxx5UuVybnz3zjxyf33lv+X19zTXnholratJm+MMdssyU/+lGywQbJOuu0vq5Lr75aguAPPlj2+/Ytrdq7datuXQBQBSYHAADNjfELADSiQYPK/Ik33yz7O+2UnH226+czyPgFgJZKOGM6CGfQZDz3XFllecyYEhg44ohqV9Sw3nwz2Wef6nfR+PLLshrz6aeX1eaTZOmlk9/8pkwCbtt25tbzVY8+mvzkJ8kLL5T9XXctnT26dKlqWU1epZI8/XTy738nV15ZH0RIyhPnnXcuXTJWW63JrWQ+U56YjhiRHHVUCfwkZeWHCy9MNt20cb5eS1FXl7z//tTDF+++W373vs18831z8KJnzxLMqNbFiHHjyv34puDGsGFT/7g2bUrt39RtY8EFv3vC9MS/1YkdMr4ayNhss/K/uG9fgQygBGjPPjs555zyWJaUMO2xx5YV/6s9bmvpamtLN5irr04GDiyhmf+vMvfceXf55dN9iSXSpq6uhDdqa8vbhnq/trbh71ObNqV72gYblK1375bbqryurjzvOfro0klrzjnL39Keeza58TAAzCwmBwAAzY3xCwA0si+/TE44ITnrrNKFeq65kj/8IdlrL4uFfU/GLwC0VMIZ00E4gyZh1KgSzHjhhTIx9cYbW+Ygv1Ipk8OPPHLmd9EYNaq0Ifz975OPPirHllwyOf74MnG/KU3uGzOmPPn7wx/KpKpu3Ur3kX79ql1Z0/P558nFF5fvz4sv1h/v3LmsrN2/f7L++k3r5/sVM/WJ6Z13lpDUkCFlf6+9kjPOKBcYWqvhw0tIYWLgYvLwxZtvlu4Y36ZTp6mHL3r2bJ4TPkeMKKGJbwpujBw59Y+bddZkiSW+Objx1lv1gYzXXqv/mFlmmTKQoaML8E0++6yEVc8+uzz2J6W7z7HHlnFcu3bVrK5lGTeujBf+858SyJjYYS5J5pkn2WabZIcdUtu7d24ePLjxxy8TJnz/YMfEYx9/XLp+3HXXlI9BSfnd+eEP68Maa61VHtubu6FDyzjvzjvL/kYbJf/4RwnoAkArZnIAANDcGL8AwEzy5JPJvvsmjz9e9tddt8xvWnrp6tbVDBm/ANBSCWdMB+EMmoT99y+Ty7t1KyuKzz9/tStqXG++mey9d/1koXXWKZOFGqOLxujR5QnT736XfPBBObbYYiWU0b9/057M9/DDZWXbl18u+3vsUSYlzj13VctqEp59tqwEfNllJXiTlFX3+/UrP9fNNiuTvpuBmf7E9IsvkmOOSc49twSmuncvfyN9+zb+1662uroSgvvf/+q3N9749o9p27ZMZPxq+GLi2/nmaz2rT1cq5f/oxKDG5OGN11+f9hXOZ5kl2XzzEsjYYguBDGDaDR+enHdecuaZ9aGBxRcvj2u77lq9bkTN3dixye23l0DGddeVMMxE882XbLttsv32JfD6/8fOzfbC+jvvlJDGxG1iq/KJ2rdP1lijPqyxxhrNZkyZpDxW//OfyYABJVDZqVPpGHjggS0z/A8A06nZjmEAgFbL+AUAZqLx48s8imOPLfNQOnQor0EdfXSZj8I0MX4BoKUSzpgOwhlU3dVXJzvuWCb3Dh5cVjVtDSZ20fjFL0qbwIbuojFmTHLhheVzvv9+OdazZ3LcccnuuzftUMbkRo8uQZIzzqifSH/hhWVic2tTW1smDJ53XnLPPfXHl18++fnPy8rZnTtXr77vqWpPTO+/v4SkXnml7O+6a3LOOWVV7JZi1KjkkUfqgxgPPli/4vrk5p//610vJr7fo0fz+X9RTePHl1W6J++yMTG88fbbZWLrFlvUBzKaY0cRoOkYObKENP/4x+STT8qxRRdNDjggWXPNZOWVk9lmq26NTd2YMcltt5VAxvXXl+DLRF27lg5k229fVob6hg5kLebC+ptvThnWeOedKc937Fh+pyaGNVZfvbwY0xS9/36y336lC2NSuoBcfHHpagUAJGlBYxgAoNUwfgGAKhg6tCx6dMstZX+ZZcqCu717V7euZsL4BYCWSjhjOghnUFVDhpTJY8OHJ7/+dXLKKdWuaOZr6C4aY8cmf/97cuqpybvvlmMLL1yS7Xvu2XxXVH7ggeQnP0lefbXs//SnZdXoueaqZlUzxwcflEDKX/5S/zNt2zbZZpsSylh33WbduaCqT0xHj05+85sS/qmrKyGF888vEzKbo2HDpuyK8cQTJTQwuU6dysTKtdcu2xprtI6/o2oaNaqE7prTyuNA8/DFF8kFFyR/+EPy0Uf1x9u0SZZdNvnhD8u22mrJCitY1Wj06GTQoBLIuOGGEnKZqHv3+kDG2mt/YyBjci3ywnqlUjpBTR7WGDZsytvMOmv5/kwMa6y2WtN4fnHVVclBB5WOMh06JCefnBx++Hf+HAGgtWmRYxgAoEUzfgGAKqlUkv/7v+SQQ5IPPyzH9t8/+d3vzC/4DsYvALRUwhnTQTiDqqmtLUGEhx8uq5refXfTmNhTDXV1pYvGkUfWd9H43e/KxPtp7aIxblxZGfbkk8sq7Umy4IIllPHTnzbdFW6nx6hR5f6cfXZ5IviDHyQXXZT8+MfVrqzhVSql48G555YnvLW15fj885cVgfffv/x8W4Am8cT0kUfK38kLL5T97bcvHUq6dq1OPdOirq7UO3kY4403vn677t3rgxhrr52suGLr/V8L0FKNGlXCvbffnjz2WH2Yc3Lt25fHgNVWqw9tLLNMy++ONGpUWdnp6qtLR4Uvv6w/94MflMf8HXYo3SGmo3tdkxi/NLZKpXSBuuuu8lztrrumDAElpRNU7971YY1VVpm5gYiPP05+9rMyXk5K8P/SS0tnOQDga1rFGAYAaFGMXwCgyj77LDn66LKgaJJ061bmsWy3XbNeRLQxGb8A0FIJZ0wH4Qyq5pe/TH7/+5Kofuqp0t2htRsypHTRuOuusr/uumWi3WKLTf1jamvLBKTf/ra0FkzKZOxjjimfqyWukHz//WUi/Wuvlf299y6dDzp3rm5dDWHMmLLy73nnlcmVE62xRgnrbL99i/uZNpknpmPHlnDTaaclEyYk88yT/OlPyS67NI2LCqNGJY8+Wn7///e/5MEHk88/n/I2NTVJr15ThjEWXrhp1A/AzPPee2Uc8eij9W8/+eTrt+vUqUxmn7zDxuKLT1dIoUn64ovk5ptLIOPmm8tj6EQLLVQfyPjRj773fW0y45eZqVIpwdCJXTXuvrt0qpjcnHOW5zATwxorrth4v0833JDsu2/pMte2bQlxH3OMECoAfItWOYYBAJo14xcAaCLuvbcsJPryy2W/X7/kz39OevSobl1NkPELAC2VcMZ0EM6gKm67LenTp7z/n/+URDXFV7todOpUumj87GdTTmwaPz75179KKGPiavnduiW/+lV5QjTLLNWpf2YZNSr59a+Tc84p+z16JH//e7LJJtWt6/saOjT5y1/KagMTJ0927JjsvHMJZay2WnXra0RN7onpk0+W8M/TT5f9fv3Kz6Z795lbx7BhU3bFeOKJ8nc/uU6dktVXLyGM3r1LiKclhJQAaFiVSvLmm1OGNR5/PBk58uu37dy5jDsm77DRo0fTD/qNHFk6Y/znP6VTxujR9ecWWaSEMbbfvtyfBrgvTW78Ug11dcmzz9aHNe65Jxk+fMrbzD13st569WGN5Zab8bDG8OHJgAGla2BSOsBcemmLHi8DQEMxhgEAmhvjFwBoQsaMKYtdnnZaWUh29tnLApg///nM7ardxBm/ANBSCWdMB+EMZroPPigrqH7wQXLAAckFF1S7oqZpal00Fl44ueKK5KST6jtHzD9/6URywAHJrLNWr+ZquOeeZK+96gMq+++f/OEPyRxzVLeuaVGpJHfeWbpkXH99meCWlAmQBx1Ufv7zzVfdGmeCJvnEtLa2dPY56aTyfufOyVlnJT/5SeNMTq2rKytRTx7GmPg7Pbnu3afsirHiilaHBuD7qatLXnmlBDUmbk89VS6sf9X8808Z1lhttaRr15le8tcMH166J/znP8mgQaUL1kSLLVYfyFhllQZ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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_data_TravelDelta(data['100_1500_32'], 'data100_1500_32')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Kernel: 1**2 * RBF(length_scale=1) -> test MSE: 1309.642096\n",
|
||
"Kernel: 1**2 * Matern(length_scale=1, nu=1.5) -> test MSE: 634.860565\n",
|
||
"Kernel: 1**2 * Matern(length_scale=1, nu=1.5) -> test MSE: 634.860565\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\gaussian_process\\_gpr.py:663: ConvergenceWarning: lbfgs failed to converge after 12 iteration(s) (status=2):\n",
|
||
"ABNORMAL: \n",
|
||
"\n",
|
||
"You might also want to scale the data as shown in:\n",
|
||
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
||
" _check_optimize_result(\"lbfgs\", opt_res)\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Kernel: 1**2 * RationalQuadratic(alpha=0.1, length_scale=1) -> test MSE: 1310.007490\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\gaussian_process\\kernels.py:450: ConvergenceWarning: The optimal value found for dimension 0 of parameter k2__periodicity is close to the specified upper bound 1000.0. Increasing the bound and calling fit again may find a better value.\n",
|
||
" warnings.warn(\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Kernel: 1**2 * ExpSineSquared(length_scale=1, periodicity=3) -> test MSE: 1308.997298\n",
|
||
"Kernel: 1**2 * DotProduct(sigma_0=1) -> test MSE: 4410.157241\n",
|
||
"Best kernel selected: 1**2 * Matern(length_scale=1, nu=1.5) with MSE 634.860565\n",
|
||
"Mean Squared Error (best model on test set): 634.860565\n",
|
||
"Kernel: 1**2 * DotProduct(sigma_0=1) -> test MSE: 4410.157241\n",
|
||
"Best kernel selected: 1**2 * Matern(length_scale=1, nu=1.5) with MSE 634.860565\n",
|
||
"Mean Squared Error (best model on test set): 634.860565\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\gaussian_process\\kernels.py:440: ConvergenceWarning: The optimal value found for dimension 0 of parameter k2__sigma_0 is close to the specified lower bound 1e-05. Decreasing the bound and calling fit again may find a better value.\n",
|
||
" warnings.warn(\n",
|
||
"c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n",
|
||
" warnings.warn(\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.gaussian_process import GaussianProcessRegressor\n",
|
||
"from sklearn.gaussian_process.kernels import RBF, Matern, RationalQuadratic, ExpSineSquared, DotProduct, ConstantKernel as C\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"from sklearn.metrics import mean_squared_error\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.pipeline import Pipeline\n",
|
||
"from sklearn.compose import TransformedTargetRegressor\n",
|
||
"\n",
|
||
"# Concatenate all experiments into a single dataset\n",
|
||
"D = pd.concat([data[key] for key in data.keys()], axis=0)\n",
|
||
"\n",
|
||
"# Select features and target\n",
|
||
"X = D[['seconds','TravelRelativeTempCorrected', 'Pyrometer','PyrometerShifted','Force','Density']].copy()\n",
|
||
"y = D['TravelRelativeTempCorrectedShifted'].copy()\n",
|
||
"\n",
|
||
"# Drop rows with missing target or features\n",
|
||
"mask = y.notna() & X.notnull().all(axis=1)\n",
|
||
"X = X[mask]\n",
|
||
"y = y[mask]\n",
|
||
"\n",
|
||
"# Split into train / test sets (hold out 20% for evaluation)\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20, random_state=42, shuffle=True)\n",
|
||
"\n",
|
||
"# Define candidate kernels with sensible bounds (scaling will help hyperparameters)\n",
|
||
"kernels = [\n",
|
||
" C(1.0, (1e-6, 1e6)) * RBF(length_scale=1.0, length_scale_bounds=(1e-5, 1e5)),\n",
|
||
" C(1.0, (1e-6, 1e6)) * Matern(length_scale=1.0, length_scale_bounds=(1e-5,1e5), nu=1.5),\n",
|
||
" C(1.0, (1e-6, 1e6)) * RationalQuadratic(length_scale=1.0, length_scale_bounds=(1e-5,1e5), alpha=0.1),\n",
|
||
" C(1.0, (1e-6, 1e6)) * ExpSineSquared(length_scale=1.0, length_scale_bounds=(1e-5,1e5), periodicity=3.0, periodicity_bounds=(1e-3,1e3)),\n",
|
||
" C(1.0, (1e-6, 1e6)) * DotProduct(sigma_0=1.0)\n",
|
||
"]\n",
|
||
"\n",
|
||
"# Helper wrapper to provide predict(..., return_std=True) using fitted scalers + GPR\n",
|
||
"class WrappedGPR:\n",
|
||
" def __init__(self, x_scaler, gpr, y_scaler):\n",
|
||
" self.x_scaler = x_scaler\n",
|
||
" self.gpr = gpr\n",
|
||
" self.y_scaler = y_scaler\n",
|
||
" def predict(self, X, return_std=False):\n",
|
||
" import numpy as _np\n",
|
||
" X_arr = X.values if hasattr(X, 'values') else _np.asarray(X)\n",
|
||
" Xs = self.x_scaler.transform(X_arr)\n",
|
||
" if return_std:\n",
|
||
" y_pred_s, y_std_s = self.gpr.predict(Xs, return_std=True)\n",
|
||
" y_pred = self.y_scaler.inverse_transform(y_pred_s.reshape(-1,1)).ravel()\n",
|
||
" y_std = y_std_s * self.y_scaler.scale_[0]\n",
|
||
" return y_pred, y_std\n",
|
||
" else:\n",
|
||
" y_pred_s = self.gpr.predict(Xs)\n",
|
||
" y_pred = self.y_scaler.inverse_transform(y_pred_s.reshape(-1,1)).ravel()\n",
|
||
" return y_pred\n",
|
||
"\n",
|
||
"# Try each kernel inside a small pipeline that scales X and the target, evaluate on held-out test set\n",
|
||
"best_mse = float('inf')\n",
|
||
"best_kernel = None\n",
|
||
"best_wrapped = None\n",
|
||
"results = []\n",
|
||
"# Keep optimizer restarts moderate for better tuning without huge runtime\n",
|
||
"for k in kernels:\n",
|
||
" try:\n",
|
||
" # Base GPR that will be trained on scaled inputs\n",
|
||
" gpr_base = GaussianProcessRegressor(kernel=k, n_restarts_optimizer=10, alpha=1e-3, random_state=42)\n",
|
||
" reg_pipeline = Pipeline([('scaler', StandardScaler()), ('gpr', gpr_base)])\n",
|
||
" # Transform target (scale) so optimizer sees normalized y\n",
|
||
" model = TransformedTargetRegressor(regressor=reg_pipeline, transformer=StandardScaler())\n",
|
||
" model.fit(X_train, y_train)\n",
|
||
" # Get predictions on raw X_test (model handles transforms)\n",
|
||
" y_pred_k = model.predict(X_test)\n",
|
||
" mse_k = mean_squared_error(y_test, y_pred_k)\n",
|
||
" results.append((k, mse_k))\n",
|
||
" print(f'Kernel: {k} -> test MSE: {mse_k:.6f}')\n",
|
||
" if mse_k < best_mse:\n",
|
||
" best_mse = mse_k\n",
|
||
" best_kernel = k\n",
|
||
" # extract fitted components to build wrapper that supports return_std\n",
|
||
" fitted_x_scaler = model.regressor_.named_steps['scaler']\n",
|
||
" fitted_gpr = model.regressor_.named_steps['gpr']\n",
|
||
" fitted_y_scaler = model.transformer_\n",
|
||
" best_wrapped = WrappedGPR(fitted_x_scaler, fitted_gpr, fitted_y_scaler)\n",
|
||
" except Exception as e:\n",
|
||
" print(f'Kernel training failed for {k}: {e}')\n",
|
||
"\n",
|
||
"if best_wrapped is None:\n",
|
||
" raise RuntimeError('All kernel fits failed — check data or reduce kernel complexity')\n",
|
||
"\n",
|
||
"# Expose the wrapped model as `gpr` for downstream code (supports return_std)\n",
|
||
"gpr = best_wrapped\n",
|
||
"print(f'Best kernel selected: {best_kernel} with MSE {best_mse:.6f}')\n",
|
||
"\n",
|
||
"# Predictions and evaluation (for downstream plotting) — use wrapper to get mean\n",
|
||
"y_pred = gpr.predict(X_test)\n",
|
||
"mse = mean_squared_error(y_test, y_pred)\n",
|
||
"print(f'Mean Squared Error (best model on test set): {mse:.6f}')\n",
|
||
"\n",
|
||
"# Reset indices so plotting code downstream works as expected\n",
|
||
"X_test = X_test.reset_index(drop=True)\n",
|
||
"y_test = y_test.reset_index(drop=True)\n",
|
||
"y_pred = pd.Series(y_pred)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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",
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"text/plain": [
|
||
"<Figure size 1500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(15, 6))\n",
|
||
"for key in data.keys():\n",
|
||
" ax1.plot(data[key]['seconds'], data[key]['TravelRelativeTempCorrectedShifted'], color='grey')\n",
|
||
"sc = ax1.plot(X_test['seconds'], y_pred, color='red', linestyle='None', marker='o', markersize=4)\n",
|
||
"ax1.set_title('Поріваняння передбаченого моделлю ходу поршня з реальними даними')\n",
|
||
"ax1.set_xlabel('час, с')\n",
|
||
"ax1.set_ylabel('хід поршня, μм')\n",
|
||
"ax1.grid(True)\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def calculate_TargetDensificationRateValue(value):\n",
|
||
" value = value / 100\n",
|
||
" if value < 0.30:\n",
|
||
" return 10\n",
|
||
" elif 0.30 <= value < 0.50:\n",
|
||
" # Лінійне зростання від 0 до 450\n",
|
||
" return ((value - 0.30) / (0.50 - 0.30) * 450)+10\n",
|
||
" elif 0.50 <= value < 0.70:\n",
|
||
" # постійне ущільнення\n",
|
||
" return 450\n",
|
||
" elif 0.70 <= value < 0.85:\n",
|
||
" return 200\n",
|
||
" elif 0.85 <= value < 0.97:\n",
|
||
" # Лінійне зменшення від 200 до 0\n",
|
||
" return (0.97 - value) / (0.97 - 0.85) * 200\n",
|
||
" else:\n",
|
||
" return 0\n",
|
||
"\n",
|
||
"def calculate_TargetDensificationRate(column):\n",
|
||
" result = []\n",
|
||
" for value in column:\n",
|
||
" result.append(calculate_TargetDensificationRateValue(value))\n",
|
||
" return pd.Series(result, index=column.index)\n",
|
||
"\n",
|
||
"def find_closest_index(column, target_value):\n",
|
||
" squared_diff = (column - target_value) ** 2\n",
|
||
" return squared_diff.idxmin()\n",
|
||
"\n",
|
||
"#calulate_TargetDensificationRate(0.45)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# plot target densification rate vs density for values from 30 to 100\n",
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(15, 6))\n",
|
||
"for density in range(30, 101):\n",
|
||
" target_rate = calculate_TargetDensificationRateValue(density)\n",
|
||
" ax1.plot(density, target_rate, color='red', marker='o')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Starting density: 37.11039854577653%\n",
|
||
"Time: 21s\n",
|
||
"Density: 37.11%\n",
|
||
"Time: 31s\n",
|
||
"Density: 37.49%\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n",
|
||
" warnings.warn(\n",
|
||
"c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n",
|
||
" warnings.warn(\n",
|
||
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|
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|
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|
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|
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|
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|
||
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|
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"c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n",
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|
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|
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|
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|
||
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|
||
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|
||
" <th></th>\n",
|
||
" <th>seconds</th>\n",
|
||
" <th>TravelRelativeTempCorrected</th>\n",
|
||
" <th>Pyrometer</th>\n",
|
||
" <th>PyrometerShifted</th>\n",
|
||
" <th>Force</th>\n",
|
||
" <th>Density</th>\n",
|
||
" <th>STD</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
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|
||
" <tr>\n",
|
||
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|
||
" <td>1.0</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>99.774472</td>\n",
|
||
" <td>595.0</td>\n",
|
||
" <td>634.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>37.110399</td>\n",
|
||
" <td>63.117483</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>212.452335</td>\n",
|
||
" <td>634.0</td>\n",
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||
" <td>673.0</td>\n",
|
||
" <td>22.0</td>\n",
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||
" <td>37.110399</td>\n",
|
||
" <td>27.243071</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>337.399328</td>\n",
|
||
" <td>673.0</td>\n",
|
||
" <td>712.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>37.110399</td>\n",
|
||
" <td>29.458555</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>475.311209</td>\n",
|
||
" <td>712.0</td>\n",
|
||
" <td>751.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>37.110399</td>\n",
|
||
" <td>32.188364</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>627.412133</td>\n",
|
||
" <td>751.0</td>\n",
|
||
" <td>790.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>37.110399</td>\n",
|
||
" <td>35.123225</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>796.170687</td>\n",
|
||
" <td>790.0</td>\n",
|
||
" <td>829.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>37.110399</td>\n",
|
||
" <td>38.295459</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>986.003234</td>\n",
|
||
" <td>829.0</td>\n",
|
||
" <td>868.0</td>\n",
|
||
" <td>22.0</td>\n",
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||
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|
||
" <td>41.906813</td>\n",
|
||
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|
||
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|
||
" <th>8</th>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>1203.974278</td>\n",
|
||
" <td>868.0</td>\n",
|
||
" <td>907.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>37.110399</td>\n",
|
||
" <td>46.208953</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>101.0</td>\n",
|
||
" <td>1460.118812</td>\n",
|
||
" <td>907.0</td>\n",
|
||
" <td>946.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
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|
||
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||
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|
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|
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|
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"text/plain": [
|
||
" seconds TravelRelativeTempCorrected Pyrometer PyrometerShifted Force \\\n",
|
||
"0 1.0 0.000000 501.0 541.0 22.0 \n",
|
||
"1 21.0 99.774472 595.0 634.0 22.0 \n",
|
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|
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|
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|
||
"5 61.0 627.412133 751.0 790.0 22.0 \n",
|
||
"6 71.0 796.170687 790.0 829.0 22.0 \n",
|
||
"7 81.0 986.003234 829.0 868.0 22.0 \n",
|
||
"8 91.0 1203.974278 868.0 907.0 22.0 \n",
|
||
"9 101.0 1460.118812 907.0 946.0 22.0 \n",
|
||
"\n",
|
||
" Density STD \n",
|
||
"0 37.110399 NaN \n",
|
||
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|
||
"2 37.110399 27.243071 \n",
|
||
"3 37.110399 29.458555 \n",
|
||
"4 37.110399 32.188364 \n",
|
||
"5 37.110399 35.123225 \n",
|
||
"6 37.110399 38.295459 \n",
|
||
"7 37.110399 41.906813 \n",
|
||
"8 37.110399 46.208953 \n",
|
||
"9 37.110399 51.536822 "
|
||
]
|
||
},
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Virtual Experiment: Optimize Sintering Process\n",
|
||
"# This code simulates a sintering process by iteratively predicting the optimal temperature\n",
|
||
"# to achieve target densification rates at each time step\n",
|
||
"\n",
|
||
"# ============================================================================\n",
|
||
"# Initial Setup\n",
|
||
"# ============================================================================\n",
|
||
"\n",
|
||
"# Start from first data point of the reference experiment\n",
|
||
"virtual_experiment_key = '200_1500_70'\n",
|
||
"virtual_experiment_start_density = data[virtual_experiment_key]['Density'].iloc[0]\n",
|
||
"print (f'Starting density: {virtual_experiment_start_density}%')\n",
|
||
"virtual_experiment_weight = experiments[virtual_experiment_key]['weight']\n",
|
||
"initial_state = data[virtual_experiment_key].head(1)\n",
|
||
"prediction_features = initial_state[['seconds', 'TravelRelativeTempCorrected', 'Pyrometer', \n",
|
||
" 'PyrometerShifted', 'Force', 'Density']]\n",
|
||
"prediction_features = prediction_features.reset_index(drop=True)\n",
|
||
"\n",
|
||
"# Initialize simulation parameters\n",
|
||
"current_time = prediction_features['seconds'].iloc[0]\n",
|
||
"num_temperature_options = 60 # Number of temperature scenarios to evaluate at each step\n",
|
||
"time_step = 10 # Seconds between predictions\n",
|
||
"max_simulation_time = 1000 # Maximum simulation duration\n",
|
||
"target_density = 96 # Target relative density percentage\n",
|
||
"\n",
|
||
"# Store the predicted sintering regime\n",
|
||
"predicted_regime = prediction_features.copy()\n",
|
||
"\n",
|
||
"# Create multiple prediction scenarios (will be populated in loop)\n",
|
||
"prediction_scenarios = pd.concat([predicted_regime] * num_temperature_options, ignore_index=True)\n",
|
||
"\n",
|
||
"# ============================================================================\n",
|
||
"# Simulation Loop\n",
|
||
"# ============================================================================\n",
|
||
"\n",
|
||
"is_heating = True\n",
|
||
"current_density = 32 # Starting density percentage\n",
|
||
"\n",
|
||
"# Initialize prediction scenarios with different temperature options\n",
|
||
"current_time += time_step\n",
|
||
"for i in range(num_temperature_options):\n",
|
||
" prediction_scenarios.loc[i, 'seconds'] = current_time\n",
|
||
" # Temperature offset from -5 to +54 degrees relative to current temperature\n",
|
||
" prediction_scenarios.loc[i, 'PyrometerShifted'] = prediction_scenarios['PyrometerShifted'].iloc[i] + i - 5\n",
|
||
"\n",
|
||
"# Main simulation loop: continue until time limit or target density reached\n",
|
||
"while current_time < max_simulation_time and current_density < target_density:\n",
|
||
" \n",
|
||
" # ========================================================================\n",
|
||
" # Step 1: Predict outcomes for all temperature scenarios\n",
|
||
" # ========================================================================\n",
|
||
" travel_predictions, prediction_std = gpr.predict(prediction_scenarios, return_std=True)\n",
|
||
" \n",
|
||
" # ========================================================================\n",
|
||
" # Step 2: Calculate densification rates for each scenario\n",
|
||
" # ========================================================================\n",
|
||
" current_travel = prediction_scenarios['TravelRelativeTempCorrected'].iloc[0]\n",
|
||
" densification_rates = (travel_predictions - current_travel) / time_step / 1000\n",
|
||
" \n",
|
||
" # Update current density based on predicted travel\n",
|
||
" current_density = calculate_densityForVirtualExperiment(current_travel, virtual_experiment_weight, virtual_experiment_start_density)\n",
|
||
" \n",
|
||
" # ========================================================================\n",
|
||
" # Step 3: Select best temperature option\n",
|
||
" # ========================================================================\n",
|
||
" # Calculate target densification rate for current density\n",
|
||
" target_rate = calculate_TargetDensificationRateValue(current_density)\n",
|
||
" #print(f'Target rate: {target_rate}')\n",
|
||
" \n",
|
||
" # Find which scenario gives densification rate closest to target\n",
|
||
" predicted_rates_series = pd.Series(travel_predictions - current_travel)\n",
|
||
" #print(predicted_rates_series)\n",
|
||
" best_scenario_index = find_closest_index(predicted_rates_series, target_rate)\n",
|
||
" \n",
|
||
" # ========================================================================\n",
|
||
" # Step 4: Update prediction scenarios for next time step\n",
|
||
" # ========================================================================\n",
|
||
" current_time += time_step\n",
|
||
" \n",
|
||
" for i in range(num_temperature_options):\n",
|
||
" prediction_scenarios.loc[i, 'seconds'] = current_time\n",
|
||
" prediction_scenarios.loc[i, 'TravelRelativeTempCorrected'] = travel_predictions[best_scenario_index]\n",
|
||
" prediction_scenarios.loc[i, 'Pyrometer'] = prediction_scenarios['PyrometerShifted'].iloc[best_scenario_index]\n",
|
||
" \n",
|
||
" # Generate temperature scenarios: heating up or cooling down\n",
|
||
" if is_heating:\n",
|
||
" # Temperature offset from -20 to +39 degrees\n",
|
||
" prediction_scenarios.loc[i, 'PyrometerShifted'] = \\\n",
|
||
" prediction_scenarios['PyrometerShifted'].iloc[best_scenario_index] + i - 20\n",
|
||
" else:\n",
|
||
" # Cool down by 30 degrees\n",
|
||
" prediction_scenarios.loc[i, 'PyrometerShifted'] = \\\n",
|
||
" prediction_scenarios['PyrometerShifted'].iloc[best_scenario_index] - 30\n",
|
||
" \n",
|
||
" # ========================================================================\n",
|
||
" # Step 5: Record the selected scenario in the regime\n",
|
||
" # ========================================================================\n",
|
||
" best_prediction = prediction_scenarios.iloc[best_scenario_index]\n",
|
||
" best_prediction_df = pd.DataFrame([best_prediction])\n",
|
||
" \n",
|
||
" predicted_regime = pd.concat([predicted_regime, best_prediction_df], ignore_index=True)\n",
|
||
" predicted_regime.at[predicted_regime.index[-1], 'STD'] = prediction_std[best_scenario_index]\n",
|
||
" \n",
|
||
" # Progress tracking\n",
|
||
" print(f'Time: {current_time}s')\n",
|
||
" print(f'Density: {current_density:.2f}%')\n",
|
||
"\n",
|
||
"# Display first few rows of the predicted regime\n",
|
||
"predicted_regime.head(10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(-20.0, 45.0)"
|
||
]
|
||
},
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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pydXVlQkTJrBgwQK1VHXTpk2cOHGiVHnWkiVL6N69Oy4uLur7++2335b53ubn5wNY9flVXkOTyWTVcsrPlVmmkZGRxMXF8fDDD1sEkVxcXLj//vvZvXt3qXLPiRMncurUKTX49sUXXzBmzJhSmVNgzmY7dOiQumxWVhY//vgj48aNq/BCZ+fOnaSlpTFu3LhS36G7776bffv2WZQJQ+XnjL/++os+ffpcVWCjLKtXr6ZPnz74+flZjHHgwIEApWY+Hj58uMV76+rqypAhQ9i6dWuZ2b8mk4mnnnqKfv36VZgh+swzz/D999+Tm5uLwWBg3rx5ZZaRrV69Gg8PD4YMGWIx3tDQUOrVq1eq9N5kMpU6h1X2easp1TlHWGPTpk0EBwerATbF+PHjMZlMbNq0yeLxqr53JSmvY3FxMadPn+bXX38lKCiIxo0bl7lcZa9306ZN2bRpE3v27KGgoKDc3y1V2SZcPreW/KkupW1DSEgI0dHRanZZZSp7vQsKCvj7778ZNmwYTk5OFmMeNGgQBQUF7N69W13/Rj8PlzWG6dOn8/jjj5f7dxeYy4nnzJmDyWQiMzOTH3/8sczvfkWs/dtMr9fz3nvvERwcjJ2dHTY2NtjZ2XHmzJkyX8er+TzNmDGDoKAgnnnmmXKXmTJlCqtWreLSpUuA+ffPE088UekNvrVr17JixQrmzJlT6oaJEOLGI99SIcQt5+LFi9ja2qp9r7Zu3cqCBQvw9fUtc/kXXniBevXqlep/VFJsbCyA1TOvDR8+nO7du7N3716ryhyVnkIlM9Wq6/jx4+rr4OTkRNu2bfnqq6+sWjc3N1ddV/kZNWqUxTJGo5H+/fuzbNkyXnzxRf7++2/27t2rXhwof+xXhY2NTanm2/Xq1QOwKOUrz1133YWtrS1ubm5MnDiRxx57jMcee8ximalTp/L3338TGRlJcXEx33zzDSNGjFD3UxP7KM9jjz2Gra0tzs7ODB06lL59+1qU+1bkyvEpr5U1r8uVnnnmGbKzs9XSp9mzZxMQEMDQoUPVZZYtW8bIkSPx9/fnp59+YteuXezbt49HH320zLKWlJQUtFotnp6ele6/S5cu6ufK39+fxx9/vMzjqFevnsVn8MoMH2UdpSyqJD8/P4xGY6lSRS8vLx588EFmz55NUlISS5YsKbP3E8DQoUMJCgpSg7JKYLKyC0GlR9qIESNKfY8+/PBDTCYTaWlpFutUds5ITk6u0fNDYmIiq1atKjU+pdfclX2Yyvp+1KtXj6KiIvVCt6Tvv/+eAwcOVFoGePfdd+Pj48NPP/3EqlWryMvLK3WuUcabkZGBnZ1dqTEnJCSUGu+ff/5ZajlryrJrQnXOEdZITU0t9zOvPF9SVd+7krZu3YqtrS12dna0aNGC6OhoFi1ahL29vcVy1r7eCxcuVDMYHR0dsbW15aWXXipz33Pnzi21zT///LPMZV966aVSy1qbeVaeLVu2sG3bNj766CP69+9vdUlhZa93amoqer2eL774otSYBw0aBFz+/t0M5+Ervf/+++Tk5PDuu+9WuNwjjzxCYmIi69ev5/vvv6dJkyYW2WbWsPZvsxkzZvD6669z3333sWrVKvbs2cO+ffto165dmX+rjBo1qtR7c+WNkZI2bdrEkiVLmD17doUBs+DgYHr16sW8efM4fPgw+/btq/QGX2FhIVOnTmX8+PGVlncLIW4MUi4qhLjl1K9fn5UrVwLmYNGKFSsYMWIEy5YtK1W+uH37dn766SfWrVuHnZ1duds8fPgwDg4OFj2sKqKUez344IM8+uijHD16tMIgjo+PDwAxMTFWbd8aTZo0YfHixQBkZmby/fff8+STT1K3bl21VLI8jo6ObN261eKxTZs2WVwMHTt2jMOHD7NgwQLGjRunPn727NmrHrNeryc1NdUi0JaQkABg1cx3X375JWFhYej1ek6dOsVLL71EVlYWv/32m7rMgw8+yEsvvcScOXPo0qULCQkJVbp7bs0+yvPGG28wePBgjEYjFy5c4PXXX+fOO+9k+/btlfZZSUhIwN/fX/13Wa+VtZo2bcrAgQOZM2cOAwcOZOXKlfz3v/+1GMNPP/1Eo0aN+PXXXy2aSCvlOVc6c+YMjRo1sqpfzA8//ECrVq0oLi5m//79vPTSSyQlJZUql9m4caNFD7+TJ09alEcpxx4fH19qH3FxceVebE6ZMoVOnTrh5eVFWFgYHTp0UM8ZJWm1Wp5++mleeeUVPv74Y+bOnUvfvn0rvdhWSqK/+OKLci9Iryxpquyc4ePjU6Pnhzp16tC2bdtyL4SvvGhVvodXPmZnZ1cqqy8jI4P//Oc/vPDCCzRr1ky9EC6LRqNRS8rq1q3LxIkTSwVwlPF6e3uzdu3aMrfj6upq8e8ePXqUygj86KOPrPqeVld1zhHW8Pb2LvczD5Qqya/Ke3elDh06qDdnMjMzWbBgAXfddRfbtm2zyFKy9vVu164dixYtIjQ0lCeffJIxY8bw008/8dlnn5Xa98iRI3nhhRcsHnv22WeJjo4utey0adMYO3asxWOjR4+u8NgqExoaCpiP7a233qJfv35cunTJqnN1WY8pr7etrS06nY6HH3643N89jRo1Am6O83BJ586dY+bMmcyePbvM7OCSnJ2dGT9+PJ9//jlnzpzh+eefr3TMV7L2bzOlR+Z7771n8XhKSgoeHh6llv/www9L9bEsLwBYXFzMlClTePDBB+nVq5fFRAhlmTJlCpMmTSI6Opr777+/0ht8//vf/0hOTubDDz+scDkhxI1DgmxCiFuOnZ0d4eHh6r979erF999/z+LFiy2CbAaDgSlTpnD//ffTr1+/cren1+v566+/uOuuu6wu5VQuNubNm0fbtm0ZN24ca9euLTXjlaJ58+Y0adKE7777jhkzZpR5kVlVyqxmivDwcBYtWsTevXsrDbJptVqLdYFSfzgqx3LlWK3NlivPokWL1B4tYG5sD1g1m1aLFi3UcXfp0oVDhw7x+eefU1hYqI7TwcGBxx9/nNmzZ7Nz505CQ0Mr7fVW1X2UJygoSF23U6dOxMfH8+yzz3Lu3DmLHkplWbRokcVF7W+//YZer7/qWcamTZtG//79GTduHDqdjkmTJlk8r9FosLOzs/jMJiQklDmrXWZmJps3by5zpsiytGrVSn0dunbtyt9//11mH5527dpV2MOvRYsW+Pv78/PPP/P888+rY83NzeX3339XZxy9UmhoKJ07d2bu3LmVNjKfOHEib775Jg899BCRkZFWXeh0794dDw+PMktwy1PZOWPgwIH8+OOPREZG1kiT7sGDB/Pnn3/SpEkTq7Jeli1bxkcffaSeA7Ozs1m1ahV33HFHqQv61157DUdHR1555RWrxqL0CTx58mSZPTGV8S5evBiDwUDnzp0r3aa7u3upc5hyM+Naq845whp9+/bl/fff58CBA+rEJmAOmmg0mlKTXlTlvbuSq6urxesYFhbGTz/9xO+//25xPrL29dbr9Tz00EOEhITw4YcfYmNjU6rUt+T6V27T3d29zCBbQEBAqWVrsvVCXl4ecXFxpKamlpsVr6js9XZycqJPnz4cPHiQtm3bVniD72Y4D5c0bdo02rVrZ3Xm5tNPP02LFi3UGbOroip/mymz/Za0Zs0aYmNjadq0aanlGzduXOrzVF6Z5meffUZMTEyZM8iWZciQITg7O7No0aJSPUOvdOnSJX799Vdmzpx53c5fQojqkyCbEOKGsmnTplLBnLy8PBISEkrNFlXe9POFhYVqyaKSyZaRkWHRGB7MM8s5ODhUWM557tw53nnnHeLj4+ndu7dFnxSlJGz37t20b9++zIsnd3d3fvzxR/r06cOsWbMqLEmdM2cOQ4YMoUuXLjz77LMEBgZy6dIl1q1bZ9WMZlcqKipSm3lnZWWpzZOtuUC1RsuWLWnSpAn/+c9/MJlMeHl5sWrVqkobaVfEzs6Ojz/+mJycHDp27KjOLjpw4MBSs0SW5cSJEzg4OKDX64mMjOTnn3+mVatWpd6bp556ipkzZ7J//37mz59fpTFau4+ynDt3jt27d2M0GomKilLv9it97CqybNkybGxs6Nevnzq7aLt27cpsfG+Nfv36ERwczObNmxk7dmypC8fBgwezbNkynnrqKUaMGEF0dDRvv/029evXt5g97Y8//uC9994jMzOzws93SRcvXsTFxYXi4mIOHTpkMdtaVWi1WmbOnMlDDz3E4MGDeeKJJygsLOSjjz4iIyODDz74oNx1f/jhB86dO0evXr0q3IeHhwePPPII8+bNo2HDhgwZMqTScbm4uPDFF18wbtw40tLSGDFiBL6+viQnJ3P48GGSk5OZN29emeuWd8546623+Ouvv+jZsyevvPIKbdq0ISMjg7Vr1zJjxgxatmxZ6bhKeuutt9iwYQPdunVj6tSptGjRgoKCAqKiovjzzz/58ssvLcpTdTod/fr1Y8aMGRiNRj788EOysrL473//W2rbX375JUuWLLG6h6W7uztbt26lqKhInYThSqNHj2bRokUMGjSIadOm0alTJ2xtbYmJiWHz5s0MHTrUqtmBr4fqnCOs8eyzz/LDDz9wzz338NZbb9GwYUPWrFnD3LlzmTx5cqmAfVXeuytlZWWpv/eUTDag1O9Ta7355pucOHGCgwcPWjXRTG146aWX8PPzo2XLlmi1WrZs2cLHH39M586dKw2wgXWv92effUaPHj244447mDx5MkFBQWRnZ3P27FlWrVql9tW7Gc7DipiYGKKjo9mzZ0+5NxSv1KxZM7Zt24azs7PV5wuo+t9mgwcPZsGCBbRs2ZK2bduyf/9+Pvrooxopwf/yyy/56KOPyizhLotOp+PPP/8kMTGRbt26VbjsDz/8QNu2bS0mmRJC3PhuzN9uQojbVnm9WZKTk3nggQes2kZCQoLat8LJyYmGDRvy7rvv8txzz1ksZzAYeO2118qd7ADg7bffZuHChQDlljIos2SVNyNdz549efHFF3n55Ze58847adeuXZnLDRgwgK1bt/LWW28xdepUCgoKCAgIKFXiaq0zZ86oTdJdXV1p0qQJX331lUXfreqwtbVl1apVTJs2TW3ce9ddd7Fx48ZyL5St2ebq1auZOnUq77zzDo6OjkyaNImPPvrIqvWV0hudToevry933XVXmeVw/v7+9OjRgyNHjqgTK1jL2n2U5Z133uGdd95Bq9VSp04dOnfuzFtvvWXVxfeyZct48803mTdvHhqNhiFDhjBr1qwKsyAqM3LkSN58880ys60mTJhAUlISX375Jd999x2NGzfmP//5DzExMRYXi++++y7169dn7ty5tGnTxqr9jhgxAjC/3/Xq1WP06NG8//77V3UMDz74IM7Ozrz//vuMGjUKnU5Hly5d2Lx5c4UXMI0aNVJLsiozatQo5s2bx+TJk61uOj127FgCAwOZOXMmTzzxBNnZ2fj6+hIaGsr48eMrXLesc4a/vz979+7ljTfe4IMPPiA1NRUfHx969OhRaVlWWerXr09ERARvv/02H330ETExMbi6utKoUSPuvvvuUtltU6ZMoaCggKlTp5KUlETr1q1Zs2ZNmVmgd911V5UDXiUzssqi0+lYuXIln332GT/++CPvv/8+NjY2BAQE0KtXL6s/e9dDdc4R1vDx8WHnzp28/PLLvPzyy2RlZdG4cWNmzpzJjBkzSi1flffuSgcPHlR/nyq/R7788kurfx+XtH37dj744APmzp1rdeuF2uDj48PXX39NVFQUGo2GgIAAnnvuOV588UWr1rfm9Q4ODubAgQO8/fbbvPbaayQlJeHh4UGzZs3Uvmxw85yHwfw31RNPPFEqA6wyVckkV1T1b7PPPvsMW1tbtV9chw4dWLZsGa+99lqV932lli1bVjjZQVmCg4MtZm8uj9FoZM6cOVaV/wohbhwa0/WaakkIIW5CysWwcve+LBqNpsIgm7DO+PHjWbp0aaWNuGtCUlISDRs25JlnnmHmzJnXfH/V8eabb/Lf//6X5ORkq0t2rBUeHo5Go2Hfvn01ut1bzXPPPce8efOIjo6+qh54N7OoqCgaNWrERx99dFU9k0Ttkffu+pLX+/qRv82EEDcyyWQTQogKNGnSpNJlOnfuXGNlQOLaiomJ4fz583z00UdotVqmTZtW20O67rKysjh27BirV69m//79LF++vLaHdMPavXs3p0+fZu7cuTzxxBO3XYBNCCFuRPK3mRDiRiZBNiGEqMDrr79e6TIle4GIG9v8+fN56623CAoKYtGiRRazdd4uDhw4QJ8+ffD29uaNN96odBKM25kyccLgwYN55513ans4QgghkL/NhBA3NikXFUIIIYQQQgghhBCimqzr3iuEEEIIIYQQQgghhCiXBNmEEEIIIYQQQgghhKgmCbIJIYQQQgghhBBCCFFNMvHBFYxGI3Fxcbi6uqLRaGp7OEIIIYQQQgghhBCilphMJrKzs/Hz80OrrThXTYJsV4iLi6NBgwa1PQwhhBBCCCGEEEIIcYOIjo4mICCgwmUkyHYFV1dXwPziubm51fJohBBCCCGEEEIIIURtycrKokGDBmq8qCISZLuCUiLq5uYmQTYhhBBCCCGEEEIIYVVLMZn4QAghhBBCCCGEEEKIapIgmxBCCCGEEEIIIYQQ1SRBNiGEEEIIIYQQQgghqkmCbEIIIYQQQgghhBBCVJME2YQQQgghhBBCCCGEqCYJsgkhhBBCCCGEEEIIUU0SZBNCCCGEEEIIIYQQopokyCaEEEIIIYQQQgghRDVJkE0IIYQQQgghhBBCiGqSIJsQQgghhBBCCCGEENUkQTYhhBBCCCGEEEIIIapJgmxCCCGEEEIIIYQQQlSTBNmEEEIIIYQQQgghhKgmCbIJIYQQQgghhBBCCFFNEmQTQgghhBBCCCGEEKKaJMgmhBBCCCGEEEIIIUQ1SZBNCCGEEEIIIYQQQohqkiCbEEIIIYQQQgghhBDVJEE2IYQQQgghhBBCCCGqSYJsQgghhBBCCCGEEEJUkwTZhBBCCCGEEEIIIYSoJgmyCSGEEEIIIYQQQghRTRJkE0IIIYQQQgghhBCimiTIJoQQQgghhBBCCCFENUmQTQghxE3pxIkTfP/992RlZdX2UIQQQgghhBBCgmxCCCFuTjt37uTSpUscPXq0tocihBBCCCGEEBJkE0IIcfMxGo0kJiYCkJSUVMujEUIIIYQQQggJsgkhhLgJpaamotfrAQmyCSGEEEIIIW4MN22Q7f3330ej0TB9+nT1MZPJxJtvvomfnx+Ojo707t2b48eP194ghRBCXBMJCQnq/09OTsZoNNbiaIQQQgghhBDiJg2y7du3j6+//pq2bdtaPD5z5kw++eQTZs+ezb59+6hXrx79+vUjOzu7lkYqhBDiWigZZDMYDKSlpdXiaIQQQgghhBDiJgyy5eTk8NBDD/HNN9/g6empPm4ymZg1axavvvoqw4cPJyQkhIULF5KXl8fPP/9ciyOuffnF+bU9BCGEqFFKPzaFlIwKIYQQQgghattNF2R7+umnueeee7jrrrssHr9w4QIJCQn0799ffcze3p5evXqxc+fOcrdXWFhIVlaWxc+tZM8bEznTyI24B4fAN9/AoUNQXFzbwxJCiKtmMpmIj48HwNfXFygddBNCCCGEEEKI682mtgdQFYsXL+bAgQPs27ev1HNK6VDdunUtHq9bty4XL14sd5vvv/8+//3vf2t2oDcQ484dtI3Vwy+rzT8ADg4QGgrh4dCxo/m/LVqATlerYxVCCGvk5OSQl5eHRqMhJCSETZs2kZycXNvDEkIIIYQQQtzmbpogW3R0NNOmTWP9+vU4ODiUu5xGo7H4t8lkKvVYSS+//DIzZsxQ/52VlUWDBg2qP+AbRKu5S3j07e40u5DFmPymBJ1NhsxM2L3b/KNwcYEOHS4H3Tp2hMaNoYLXTgghaoNyU8Xb2xt/f39AMtmEEEIIIYQQte+mCbLt37+fpKQkwsLC1McMBgNbt25l9uzZREZGAuaLr/r166vLJCUllcpuK8ne3h57e/trN/Ba5tEshD7PzeaRPx7hHds4Tjx5jIapeoiIgH37zD8HDkBODmzdav5ReHpaZrt17Aj+/hJ4E0LUKiXIVq9ePbVcNC0tjeLiYmxtbWtzaEIIIYQQQojb2E0TZOvbty9Hjx61eGzChAm0bNmSl156icaNG1OvXj02bNhA+/btASgqKuKff/7hww8/rI0h3zDGth3L/IPz2XpxK9M3zGD5qOXQrBmMGWNewGCAkycvB94iIsy929LTYcMG84+ibl3LoFt4OPx7kSuEENeDkrVWr149nJ2dcXJyIi8vj+TkZPz8/Gp5dEIIIYQQQojb1U0TZHN1dSUkJMTiMWdnZ7y9vdXHp0+fznvvvUezZs1o1qwZ7733Hk5OTjz44IO1MeQbhkajYe6guYR+Fcofp/5g9enVDG4++PICOh2EhJh/xo83P1ZUBMeOXQ667dtn/ndiIqxebf5RBAZaBt3Cw8HD43oeohDiNlIyk02j0eDr60tUVBRJSUkSZBNCCCGEEELUmpsmyGaNF198kfz8fJ566inS09Pp3Lkz69evx9XVtbaHVuta+7ZmRpcZzNw5k2f+eoY7G92Jk61T+SvY2Zl7tHXoAE88YX4sP9+c4VYy8BYZCZcumX+WLbu8ftOmlhlv7dub+74JIUQ1FBUVkZqaClye6KZkkE0IIYQQQgghaovGZDKZansQN5KsrCzc3d3JzMzEzc2ttodTo3KKcgieE0x0VjSv3fEab9/5dvU3mpVl7ulWstT0/PnSy2m10KoVNG9u/v/illRYWEh6ejo+Pj7oboTZajt1ghdfvOrVk5OT2b9/P717965wwhVx/URHR/Pdd9/h4uJCnwf78PPRnxnmMYyNf22kSZMmjB07traHKIQQQgghhLiFVCVOdEtlsomKudi58NndnzH8t+HM3DmTsW3H0qJOi+pt1M0Nevc2/yhSU2H//ssTK0REQGwsHD9u/hG3LHugXm0PoqTff4eHHjJP2HEVNm7cyOnTp3FycqJnz541PDhxNUqWis5YN4N/Lv6Da2dztrJksgkhhBBCCCFqkwTZbjP3tbyPQc0G8eeZP5ny1xTWj12PpqZnC/X2hv79zT+K+HhzwC02tmb3JW4YJpOJDRs2UFxcjKenJ926davdAb36qnnyjsTEqwqymUwmoqOjAdT/itqnBNnq+NZh7969ABzLPEYIIWRnZ5Ofn4+jo2NtDlEIIYQQQghxm5Ig221Go9HwxcAv2HRhExvPb+S3478xKmTUtd9x/fpw773Xfj+i1iQlJrIrORkArVZLx4kTsbW1rb0BffmlOciWknJVq6elpZGfnw9ATEwMJpOp5gPSosqUmUUzHTPJ15vfn73xe+nh0YOMjAySkpJo2LBhbQ5RCCGEEEIIcZuS5li3ocaejXmlxysAPLvuWbIKs2p5ROJWcPHiRfX/G41GYmJianE0mDMqwVy+fBVKZq8VFBSozfZF7TEajWqQ7ULxBfXxS5mXsPUyB3SV54UQQgghhBDiepMg223qhe4v0MyrGfE58byx+Y3aHo64BShBNiXbq2TQrVbUqWP+71Vmsl0ZJKz1oKEgNTUVvV6Pra0th9MOWzyXaGcOrklfNiGEEEIIIURtkSDbbcrBxoHZg2YD8PnezzmUcKh2ByRuaiaTSQ2qhYSEAHDp0qXaHFK1M9mUoJqXlxcgfdluBEo/trp167I7ZjcATb2aAhBliAIkyCaEEEIIIYSoPRJku8Wlp6ezcOFCMjIySj3Xv0l/RrYeidFk5Kk1T2E0Ga//AMUtITU1ldzcXHQ6nTrhQXR0NAaDodbGlKbTmf/PVWSyFRYWqsGazp07AxArk3bUOiXIZu9tz4WMC2jQMLXTVABOZZ8CzEE2k8lUa2MUQgghhBBC3L4kyHaLW716NVFRUXzzzTdERUWVev6T/p/gYufCrphdfH/w++s/QHFLULLYAgICqFu3Lk5OTuj1euLi4mplPEVFRURcMPfsKryKMcTFxWEymXB3d6dVq1aAOXhTWFhYo+MUVaP0W0u0Nf+3tW9rBjQdAMDh5MMYNUYKCwvJypI+k0IIIYQQQojrT4Jst7ihQ4dSv3598vLy+PHHH4mIiLB43t/Nn7d6vwXAixtfJCXv6vpXidubEmRr2LAhGo1Gnd2xrMDu9RAVFUWOvT0ABVfRS00pDQ0ICMDV1RV3d3dMJpNks9Uik8lEfHw8AOeLzgPQxb8Lzbya4eXoRaGhkHx382yjUjIqhBBCCCGEqA0SZLvFubm5MWHCBEJCQjAajaxZs4Y1a9ZYlPE90/kZ2tZtS1p+Gi9vfLkWRytuRiX7sSnBNeW/tdWX7fz58+Q7OQFgSE6u8vpKP7aAgACL/8rkB7UnJyeHvLw8NBoNR9OPAtC1QVc0Gg1dAroAkOJgvkkgQTYhhBBCCCFEbZAg223A1taW4cOH07dvXwAiIiL46aefyMvLA8BGa8PcQXMBmH9wPruid9XaWMXNJzMzk6ysLLRarRqMKhlkMxqvf6+/8+fPk/dvkE2Xnl6l3nAmk0kNpjVo0ACQINuNQOnH5uHlQUS8OSO3a0BXi/9eNJqDvRJkE0IIIYQQQtQGCbLdJjQaDT169GD06NHY2dmpfdqUi9Hugd15NPRRACavmYzeqK/N4YqbiFIS6ufnh52dHQC+vr44ODhQVFSkBkeul6ysLJKTk9VMNse8vCoFx9LS0sjPz0en01GvXj3AMsgmTfVrh/I5KvQoJF+fj4eDBy3qtABQM9lO5ZgnP1B6twkhhBBCCCHE9SRBtttMixYteOyxx/D09CQjI4Nvv/2WU6fMF6Yf9vsQL0cvDiceZs7eObU8UnGzuLJUFECr1RIYGGjx/PVy/ry5X5d7kyYA2BUXE3XypNXrKwE5Pz8/dP/OUFq/fn10Oh35+fmkpaXV8IiFNZTAWbyNuS9bZ//OaDXmX2Gd/DuhQUNcXhzZZJOSklIrGZRCCCGEEEKI25sE2W5Dvr6+TJw4kUaNGlFUVMSvv/7K1q1b8Xb05oO+HwDw+ubXicuunZkhxc1F6btWMsgG1HqQrUFwMCYbGwDijh61ev0r+7EB6HQ6/Pz8LJ4X15eSyaZMeqCUiAK42bsR4hsCQLwuHoPBQGpq6vUfpBCV0Bv1LDqyiLR8CdYLIYQQQtyKJMh2m3JycuKhhx6iU6dOAGzevJnff/+dR9o8Qmf/zmQXZfPc+udqeZTiRpednU1aWhoajUbtX6YICgoCzEG261ViaTKZOHfuHABNmjbF5O0NQNb58+Tn51u1jbKCbCX/rcw8Kq6foqIiNWhWctKDkpSgW6qjeTnpyyZuRP/b+T/GLh/L9LXTa3soQgghhBDiGpAg221Mp9MxcOBABg8ejFar5fjx4yxcsJBPen2CVqNl8bHFbDy/sbaHKW5gSpZavXr1cHBwsHiuXr162NraUlBQcN0CHomJieTl5WFra0tAQADaOnUAc182pXdcRYqKitSyxPKCbJLJdv0p74nJycT5DHMmWyf/ThbLKH3Zok3mIKgE2cSNxmQy8cPhHwBYGbmSIkNRLY9ICCGEEELUNAmyCcLCwnjkkUdwcnIiPj6enSt2Mr3ldACe/vNpCvWFtTtAccNSAldKaWhJOp1OzW67XiWjShZbo0aNzP3U/g2yOeXlqc9VJDY2FpPJhJubG25ubhbPKUG2pKQkCgvlO3E9KaWiWe5ZAAT7BOPh4GGxjJLZdjb/LHr0EmQTN5wjiUc4mWLuD5lZmMm2i9tqeURCCCGEEKKmSZBNAOZ+WpMmTaJu3brk5ubiEelBL/tenE49zf92/q+2hyduUEo/NqU09EpKn7brFWRT+rE1btzY/MC/5aKOeXnqcxVRstSuLH0F1MCbyWQiLk76FV5PSpAtQWf+b8l+bIrm3s3xdPCkyFhEIokSZBM3nF+O/WLx75WRK2tpJEIIIYQQ4lqRIJtQeXh48Oijj9KqVSuMRiN9CvswgAG8u/VdLqRfqO3hiRtMbm4uycnJQNmZbGAZZLvWfdmKi4vVYJ4aZPs3k805P5/09HTS09Mr3IYSZPP39y/zeSX4JiWj15dSLnq28CxwuTS0JK1Gqz4eQwxpaWkUFUk5nrgxGE1GFh9bDMDYtmMBWHl65XXrVymEEEIIIa4PCbIJC3Z2djzwwAP06tULgK50ZYRhBNNXT5eLAWFByWLz9fXFycmpzGX8/f3R6XTk5uZe89keL126hMFgwM3NjTr/BteUTDZfnQ6gwpJRk8lUYSYbXA6+SZDt+jEajSQmJmLAwPH040DZmWxwOfgWr4sHICUl5foMUohK7IrexcXMi7jauTJrwCwcbByIyojiWNKx2h6aEEIIIYSoQRJkE6VoNBp69+7NAw88gM5GRxOa0PB8Q37d92ttD03cQJSssfKy2ABsbGzUXmbXumRUCaA1btwYjUZjfvDfYJv3v8tUVDKanp5OXl4eOp2OevXqlblMyUw2CTpfH6mpqej1etJs0sjT5+Fu704rn1ZlLqsE32I05iCokgEnRG1TSkXva3kf3k7e3NX4LkBKRoUQQgghbjUSZBPlCg4OZuJjEzHZm/DGm11rd7Hm9JraHpa4QShBM6UktDzXqy9bqX5soGayuRcXA3DhwgWMRmOZ6yvZafXr18fGxqbMZerVq4dOpyMvL6/S0lNRM5R+bBkuGQB0DuiMVlP2r67OAZ3RoCFFn0I22dKXTdwQ9EY9S04sAWBMyBgA7m1+L2AuGRVCCCGEELcOCbKJCtWrV4+nn3wavUaPl8mLab9M46MdH0kWz22uoKBADX5UJch2rT43OTk5ataSRZDt30w2+5wcHBwcKCgoKHfSgujoaODyLKJlsbGxoX79+hbLi2tL+ZzF6czvWxf/0v3YFG72brT2bQ2Y+7JJkE3cCDZd2ERSbhLejpcz2AY3HwzA3ti9xGfH1+bwhBBCCCFEDZIgm6iUj4cPncM6AxBGGC9ufJFH/niEAn1BLY9M1BalH5uXlxeurq4VLhsQEIBWqyUrK4uMjIxrMh4li61evXo4OztffuLfTDZNaiqNGjUCyu/LpmSyVRRkK/m89GW7PtRJD/LNkx50bVB2PzaFEoSTIJu4USiloiNbj8RWZwtAfdf6dPLvBMDq06trbWxCCCGEEKJmSZBNWKVTR/PFQLAmGHfc+enIT/Ra0Iu47LKzgsStzdpSUTBPpuHn52exXk0rs1QU1Ew2UlLU58rqy1ZUVKQGc8qb9EAhQbbrx2QyER8fTy65ROeZMwc7+3eucB0lCBdNNDk5OeTl5V3zcQpRngJ9ActOLgMul4oqpGRUCCGEEOLWI0E2YRVfX19zg3sTzAqdhZejF3tj9xL+dTh7Y/fW9vDEdVaVIFvJ5a5FkM1kMqmBsyZNmlg++W8mGzk5NCkRHCssLLRYLC4uDpPJhKurK25ubhXuTwnCJSYmUlRUVANHIMqjBMliiQWgZZ2WeDp6VriOMvlBPPEYMEg2m6hVf535i6zCLALcAuge2N3iuXtbmINsG89vJLcotzaGJ4QQQgghapgE2YTVwsLCAEg/n87uR3cT7BNMfE48Pb/vyU9Hfqrl0YnrpaioSO1rdiME2ZKTk8nOzsbGxqb0TKfu7qDTAeBpNOLp6YnRaCQqKspiMSUrrbIsNgA3NzdcXV0xmUzl9ncTNUPpx5bimAJcDqBVpEWdFng4eFBMMYkkSpBN1Kqfj/0MwOjWo0tN2BHiG0KQRxAF+gI2nt9YG8MTQgghhBA1TIJst7isrCxOnDiBwWCo9raCg4NxdHQkKysLY6qRXY/tYkjzIRQaCnl4+cO8tOElDMbq7+d2Uqgv5GTySfRGfbW2k5aWdt2yqqKjozGZTLi7u+Ph4WHVOg0aNECj0ZCenk5WVlaly6elpVH874yglVGy2Bo2bFh6VlCtFry8zP8/NbXcklFr+7EplGDc9Zz8IC8vj+zs7Ou2v4qcTj19XXoyqpMeaM3BzCuDbEVFRaSkpFg8ptVo1ZLSaKLVMuDbRbG+mN82/UZmTmZtD+WWo9frSUtLs3r5rMIstd/amDZjSj2v0Wgul4xG3t4lo1lZWaUyjIUQQgghbkYSZLvFRUREsGTJEmbNmsXmzZutCnCUx8bGhtDQUAD279+Pm70bf4z+g1d6vALAzJ0zuXfxvWQWyMVdZc6nn+elDS8R8GkAwXODafxZY97Z+g4JOQlV3lZsbCyzZ89m3rx51yWgUNVSUQAHBwfq1atnsX5ZjEYjGzZs4IsvvmDp0qVWbbvcfmyKEn3ZlHLSkkE2k8lU5SCbslxsbKxVy1eXXq/nyy+/5LPPPuPIkSPXZZ9lKTYU88yfz9BidgseXfHoNd9fYmIiRoycKzBPVqH0W0tKSuLPP//kk08+Yc6cOezevdtiPSUYF0MMycnJ13ycN4IzMWcYO3ssD737ECe3neS1j1/j2KVjtT2sW0ZycjJz587liy++YMOGDRiNxkrXWXFqBQX6App7N6d9vfZlLqOUjK46veq2u0ml1+s5evQo33//PZ9++ik//vhjbQ9JCCGEEKLaJMh2i3N0dMTZ2ZmcnBy2bt3KrFmz+PXXXzl79iwmk6nK21NKRs+cOUNGRgZajZZ3+77Lz8N/xsHGgT/P/EmXb7twJvVMTR/KTc9gNLAyciUDFw2k6edNmblzJil5KWg1WqKzonl98+s0+LQBI5eMZPOFzVa/P3v27MFkMpGRkcG3337LyZMnr+lxXE2QreTy5QXZCgoKWLx4MTt37gTg9OnTlWZu6fV6tfSzVD82hdKX7d8ZRjUaDSkpKWRmmoPBGRkZ5ObmotVqqV+/vlXHogTZlKy+a+3s2bNkZ2djMBhYvny51Rf5NSk1L5W7F93N7H2zAVh6Yinp+enXdJ8JCQkkkUS+IR9XO1cMiQYWLFjAvHnz2Ldvn5r5sn79eovAqRKMU2YYvR7vUW0wGAx8v/F7Or7XkfBvw3FIdaA1rQGoQx1++P4H1uxbU8ujvPmdPn2a+fPnk55u/rzv3LmTxYsXU1BQcTanMqvomJAxaDSaMpfp2bAn7vbuJOcl3zb9TdPT09m4cSOffvopy5YtU2erjo2NrZGseyGEEEKI2iRBtltc165defbZZ7n//vtp2LAhJpOJU6dOsWjRIr744gt27NhRpdn3vL291Yyh/fv3q4+PaTOGbRO24e/qz6mUU3Sa34kN5zbU+PHcjBJyEnhn6zs0+qwRQxcPZe3ZtZgw0b9Jf5aPWk7Wf7L4cdiPdGvQDb1Rz5ITS7jzhzsJnhvMZ7s/I6Mgo9xt5+XlceLECQDq169PcXExv/32G//88881CSzo9Xo1e+tqg2zKBVVJqampfPvtt5w5cwYbGxvc3d0BOH78eIXbjImJobi4GGdnZ3x9fcteqEQmm4ODgzrTqRKUUUo+69evX7rctBz169dHq9WSl5enXnhfS8eOmTOSvP8NGFp7kV9Tjicdp9P8Tmy6sAkXOxf8XP0oNharsyZeC0VFRaSmphKN+f2pp6/HH8v+4OLFi2g0Glq2bMnYsWMJDQ3FZDKxZMkStZSvk795NuR00kktTFUDqreKhLQEnvjmCQLeCeDRHY8SWxzLYzxGAxpg1BjJt80nhRSccWbPn3v4fMXntT3km5LJZGL79u388ssvFBUV0bBhQwYPHoyNjQ1nzpzh22+/JTU1tcx1U/JS2HDe/DvwyllFS7LV2TKw2UDg1i4ZNRqNREZGsmjRIj7//HP1bw9XV1d69+6NVmv+czQnJ6eWRyqEEEIIUT0SZLsN6HQ6QkJCGD9+PE899RSdOnXC3t5evZv8ySefsHz5cquzcpRstoMHD1rcdQ73C2ffpH10CehCRkEGAxcN5PM9n9+yWSQVMZlMbL6wmZFLRtLg0wa8vvl1orOi8Xb05vmuz3PmmTOsG7uO+1reh7OdM2PbjmXHozs49MQhngx7Ehc7F06lnGL6uun4fezHYyseY1/svlL7OXToEAaDAT8/PyZOnEinTubgwpYtW1i6dGmN92mLiYnBYDDg4uKCl9LrzErKpATJycnk5l6eSe/cuXPMnz+flJQUXF1dmTBhAt26dQMuB5fKc+6cuYywSZMm5WaKlMxkU5aFy0G2qpaKgrl0Wsl6U9a/VoqKioiMjARg+PDhDB8+3KqL/JqyKnIVXb7twvn08zTyaMTOR3cypeMU4HKmTk0zGo1EREQA5mw0gPrG+ri6utKrVy+mT5/OqFGjaNKkCffccw/+/v5qJmRhYSEeDh4E+wSr698qkx+s3L2SXh/2ouEXDfk67msSSKAtbZnIRNxxx9vbm6lPT6Vf53644UY00ejQkX4onZe/epkivcyGa63i4mKWL1/O33//DUCHDh14+OGHCQsLY8KECbi6upKSksL8+fPV81BJS08sRW/U06F+B1rUaVHhvtS+bKdvvSCbkkX/+eefs3jxYs6ePQuYz8OjRo1i+vTp9OrVC1dXV4BqtbQQQgghhLgRSJDtNuPj48PAgQOZMWMGQ4YMoX79+hgMBo4cOcJ3333HV199RURERIUNiFu0aIGLiwu5ubmcOnXK4rn6rvXZPG4z40PHYzAZmLZ2GpNWTaJQf3s0NM4oyOCz3Z8RPDeYO3+4kyUnlqA36uka0JUf7vuBmBkxfNT/I5p6NS1z/Xb12jFv8DxiZ8Qyd9Bc2vi2IV+fz3eHvqPT/E6Efx3Otwe+Ja84D5PJpGYThoeHo9VqGThwIEOGDEGr1XLixAm+//77Gs3iKVkqWm5QqxxOTk5qttmlS5cwmUzs2bOHRYsWUVBQQEBAAJMmTcLPz4/g4GA0Gg2xsbEVNhqvtB8bWGSylVz2/PnzV9WPTaEsf62DbJGRkej1ery8vKhfvz5t2rSx6iK/ukwmE+9ve5+hi4eSU5RD76De7J20lzZ12zA6ZDQAm6M2X1UfwfLk5OSwbds2Pv/8czZsMGcBKUG2MXeMYdq0afTu3Rs3Nzd1HRsbG0aNGoWLiwvJycn88ccfmEwmi75sN3OQLTMnkxd/fJFGbzVi6LqhbC3YShFFeOPNVKepDGc4OnQ0bdqUiRMn4u3tTUhICHbY4Y8/F7gAgEOCAy9+8iJxaTIjbmWysrJYsGABR48eRaPRMGjQIAYPHozu35mK/fz8mDRpEgEBARQUFLBo0SJ2795tcUOpZKloZe5uejc2WhtOJJ/gbNrZa3NQ15HJZCIqKoqlS5fy6aefsnnzZjIzM3F0dKRr164888wzjB07lpYtW6oZbMp3+kaZ3EUIIYQQ4mpJkO02ZWdnR4cOHZg0aRITJ04kNDQUGxsbEhMTWbNmDZ988glr1qwps5G+TqejfXtzE+eSJaMKBxsHvrv3Oz7p/wlajZZvD35L3x/6kphz687yFxEXwWMrHsPvYz+mr5vOqZRTONs680TYExx64hA7H9vJw+0exsHGwartudm7MbnjZA4/eZjtE7bzYJsHsdPZsT9+PxNXTcTvYz8m/DaByLRI7O3tad26tbpuhw4dGDduHE5OTiQkJPD111+XWaJ5NZTtVLVUVKFks124cIFVq1axdu1aTCYT7dq1Y9y4cWo2g4uLC40aNQLKz2bLy8sjLs4cMKgwyHZFJltAQAB2dnbk5eURExOjfsaVGUOtpSx/rYNsyvGHhISogc2yLvKV3nw1Ib84n4eWPcQrm17BhImnwp9i/dj11HEyBywbeTaiS0AXjCYjvx3/rVr7uvKCfNOmTWRmZqLT6cgjj1TM79vIriPVIMeVXF1dGTVqFDqdjlOnTvHPP/+oQbZoom/KINu2o9sY+PFA/D7246PzHxFlikKDhjY2bfik7Sd80fwLvPLM2aRdu3ZlzJgxODiYzy9169bFx8cHLVraurYlmmiKKMIz35OP53zMnsg9tXloN7TY2Fi++eYb4uLicHR05OGHH6Zjx46lbiq4uroybtw42rVrh8lkYt26daxatQq9Xk90ZjRbL24FYFTrUZXu09PRk54NewLmzNGbVUFBAXv27GHu3LksXLiQ48ePYzQaCQgI4L777uPZZ5+lf//+ZWZBSyabEEIIIW4V1jUgErcsjUaDv78//v7+9O/fn0OHDrF//35SU1OJiIggIiKCBg0aEBoaSuvWrbG3twfMJaPbt2/nwoULpKSkUEfJFiqx3We7PkuwTzCjlo5iR/QOOn7TkRWjV9C+ftmzrFnDaDQSFxdHcXFxtY67oKAAW1vbci/arZFfnM+G2A0sOLWAQ0mH1MdbebdiQsgEHmj5AG525rvzFWVj2djYWGTmlKTRaOge2J3ugd2ZNWAW3x38jq/2f8WFjAssPLUQgLZ2bQk6GcSw4GHY25rfn8DAQB5//HEWL15MQkICCxcuZPDgwWpwtCwGgwGj0YitrW25zyv9y8oLsplMJjIzM8ttyq98Tg4ePIherzcfX/fuhIaGWlxcpRWk4RbkRtr5NDYf3oxfa79SF7kXz5iz6jy8PUgqTiIprXQgpZ5LPZyvyGTT6XQEBQVx+vRpDh8+jNFoxNXVtcz3wGQyUVRUpH7uS1Iy2RISEigqKsLOzq7MYwaISY0hJSul3OfLU1BQQMTpCIwYwQNSs1LxdjMHDZWL/NWrV3P48GHWrl1LYmIigwYNsrq3XJljzYrhvsX3sT9+PzZaG74Y+AVPhj9psUx8fDxD6g0hMiaSpfuWMsR3SJX3YzKZuHjxIseOHbP4ftStW5c2bdpw5MgRziadxRNPGns0hnxIyy/9PbK3t8fZ2ZmAgAAGDx7MihUr+Oeff2g/wPxZjyOO+MT4Ko+vqpLTkzkadRStrnr3rrZHbuenUz8RaYxUH3PDjT7ufXj9ntdpXKcxixcv5nTSaXQ6HUOGDKFdu3althMSEsLmzZvx8PCgWXEzYgpisMceN6MbKxav4GzPszzU56FqjbUyRqNRLTGvjui0aEw2pipnz16psW9jnOycyn3+1KlT/P333xiNRry8vBg8eDDu7u4Wn0/l8wbmc/fQoUOpW7cuGzZs4ODBg6SkpBDfyPx5uyPwDhq4lw7e5+TklCrlvyfgHg5eOMj64+sZ12Jcpcei1+vx9PQs93x9PcXHx7Nv3z6OHTum/m62tbWlTZs2dOzYUZ1ZuiISZBNCCCHErUJjuh0bZlUgKysLd3d3MjMzyw183OpMJhMXLlwgIiKCU6dOqdkxWq2Wzp0707FjRzw9Pfnll184ffo0Xbp0YcCAAeVu73Tqae795V4iUyNxtnXm+FPHaehRtUyowsJCDh8+zLZt226oxsgGDJzkJPvZjwsuhBNOIIFoqNrFoJ+fH+Hh4YSEhFR60WQ0GVl+dDmvLX8NI0bCCacZzTivO0/Dbg15POxx9cKuqKiIFStWqJMjdO7cmf79+6slOmDukRYREcHhw4fR6/UEBwcTHh5OgwYNLC5qY2Ji+Pbbb3F0dOSFF16weC4/P5/Dhw8TERFx1T3CjBg5zWkiiOAslZdMDWEIYYSxi12sY12Zy/g4+XA26BPcRj4MnTrBHnMGz549e1i7di2enp6kp6fTqlUrRo4cqa6Xl5enBpzT0tJo0KAB4eHhBAcHqwEsk8nEp59+SnZ2NuPGjSMoKKjMMfy1/y92r96NtgYSh4sppsCzgH49+tEvtB9arRaTycTu3bvZsGEDJpOJBg0aMGrUKDUQUBW7Y3Yz7NdhJOQk4O3oze8jf6dXUC/A/FnasmUL+/btQ6/XV/tYatLYsWPVXntr165lz5496Gx0zNTMJLs4m8nayXzxyhfVCqpX5OCxg/zw+w844cRRjhJBBPFUP7DXTNuMMc3G8PLwl3GwcyAqKorffvuN/Px8XFxcGDVqVLllzmlpaXzxxRdoNBqGDx/OsmXLyDHlkG+TTx19HUyYsG1qy8tjXrY4H9SUnJwcvvzyS4v+i1VRTDFxxOGAA3WpWyNjSiMNF1ywo/yAuDWaNGlCeHg4zZs3V1+7s2fPsnTpUgoLC5mvnU+MMYa5g+YyueNki3WPHz/O0qVLq7V/ha2tLf/5z3+uyftnraNHj7Js2eUJUHx8fAgPD6ddu3Zl3pwoz86dO9mwYQMhISHcf//912KoQgghhBBXrSpxIslkE6VoNBoaN25M48aNiYuLY8GCBRQXF2M0Gtm1axe7du2iadOm+Pn5qdlAd955Z7nBoebezdk9cTcDfhrA3ti9fLD9A+YNnmfVWBISEti3bx9Hjx6tdvZadRkxYsBgzioCNGiww46Qf/+n0WjQarVotdoqZVwUFxcTFxfHypUrWb9+Pe3atSM8PLxUdqAiLzeP3EO5jGa0xeNNDE34Zts3vLf9PQY3H8zk8Mn0b9KfESNGsHXrVrZs2cKePXtITk5m2LBhREVFERERofZZUxw9epSjR4/i6+tLeHg4bdu2xd7enqioKMCyH1tsbCwREREcO3ZMDbxotdoyM6mMRqNFcEan06HT6cg2ZbPPuI99hn1kcrl/XMkLYQ0abGxs0Gj/fV1N0LTY3NcuziYOF61Lqf0V6AtIzkvml4SNPAFqJhtcnvwgIyMDMGelmUwmi+MpmX0THR1NdHQ0a9eupX379oSFheHl5UVAQAAnT54kJiam3CDbuo3r8MQTPXr1s2MtE5fvgSifN9t0W3av2s3av9bSsFVDxvUfR9euXfHx8WHp0qVER0fz9ddfM2bMGKsySBQLDy3k8dWPU2Qooo1vG1aMXkEjz0bExsayfv36MidGKaYYI0ZssEFH1QNYynfmyuCXyWSiuLhY3b6DzgFbXenzi/KZ2rRpE40bN0aj0dC/f3+SkpK4cOECfjZ+RBLJReNF0tLS8PHxqfIYK7N//36+Xv01fphnrQ3793+xxHKAA5zkJHqsD0raY08X5y681Pcl+rbvqz6+b98+1q5di9FoxM/Pj1GjRlX4C97Lywt/f39iY2PJzc2lX79+rF+/Hge9AxluGXhkeaA/q+eFL17gjUlv4OZUczeV4uPj+fnnn68qwJZBBumkU5e6NMR8M8aIkWKqd/63xRYvvDilOUVb27YWzxUXF6ufbeW8VJ6ioiLOnTvHuXPncHNzIywsjA4dOqg98T5f9DkxGTFo0RKiC7FY12g0smnTJsCcBXdlcCy3OBejyYiDjQO2WsvPu5JpXPI7WFxczJEjRwgNDa3y61ETDAaDejzNmzenW7duBAYGXlXGofRkE0IIIcStQjLZriCZbJcVFxezYMECtTdNfn4+Dg4OFBQUqMtoNBpMJhMDBw5UZ7Ysz7aL2+i5oCd2OjvOTz2Pv5t/mcvp9XqOHz9ORESERb8rJycn8vLy8PLy4umnn67w7r3JZCI6OpqIiAhOnDihBkzs7e0JDQ2lffv2aknshQsX1PU8PDzo0KEDHTp0wNnZmejMaL7e/zXzD85XG7xrNVruaXYPk8Mn09a5LQf2H7AIAtra2hISEkLHjh3VGSgrkpuby8GDB9m/f78a9AFo1KgR4eHhtGjRAq1Wy8WLF4mIiODkyZNqOaatrS1hYWGkpadxOvI0qY6pfJH/hbqNxp6NeSLsCR5t/yjJF5NZtmyZWqapfPU1Gg0tWrQgPDwcR0dHIiIiOHr0qBoQs7Ozo02bNiQnJ3Pp0iXuuusudbn4+MvZOlcG5Uq+F1u2bGHrVnOPIldXV7KzswloHcA60zqWn1qO3mjel5ejF4+GPsrE9hMpTizmn3/+IaVEcMzLy4uwsDAaNmzI/Pnz0el0vPjii2WWai4/uZzhvw2nQ5Yz+z/JBXd3+Pf1NZlMzJo1Sy1N6tatG+fPnych4XIT/3r16hEeHk6jRo04evQoBw4csChlatKkCS4uLhw+fJgWLVowerRl0BPMWWx7V+/FgIFRE0bROrB1qWXKk5WVxaeffgrAtGnTcHNzY93Bdfy9/W8cMxyx+fceSSGFGH2N3HfnfTT1bsrixYtJTU3F1taWoUOHWvTrK4vBaOCljS/x8a6PARjWchgLhi7g8L7D7N27t8zMURcXF3JycihoVcAHJz8gxDeEo5OPWn1slTl69ChLly3lQ82HFJoKOfzkYdrWbVtqudzcXGbNmoVer+ehhx6iaVNz4DUvL4/58+ezLH0Z//APbWnLovsXERISUmobV8tgMLBu3Tr27dtHHnk44USWaxbdGnbjxIkT6nfUwcGB0NBQwsPD8Vb6A1ZxP3/99Zfa/7JNmzYMGTLEqjLB3bt3s27dOgICAnj00Uf5448/OHLkCPb29pgCTRScKUCLlgzbDCaPn0xzv+ZVHt+Vjh07xooVK9TzR7169XjiiScqXKdYX8zirYs5sP8AHnke6uM5mhxcGrrwQO8HyE/JJyIioszvaJs2bSos1wb4ZsU3xB2KI510Jj05idZ1W5OamsrixYtJSUlRSz8r+4ykpaURERHBoUOHyM/PB8w3Flq2bEl4eDjfnvuWd3e8S1OaMpax9OzZk969e6PRaNSsL0dHR6ZNm1Yq0+vVv1/lve3vMbL1SH4d8SsJCQnq+VgpL7WxsSE4OJgjR44A4OnpyZQpU2olm+3QoUOsWLECZ2dnpk2bVq3S1YsXL7JgwQI8PT2ZOnVqDY5SCCGEEKL6qhInkiDbFSTIZmYymdQLMkdHR0aPHs0PP/yAwWBg+PDhxMfHW1xkAGqZYVBQULl3snst6MXWi1uZ2mkqnw38zOK58i5eWrVqRbt27fjjjz/Iy8vjvvvuK7MHEZjLSo8cOUJERIRFs/OKyjFTUlLYv38/hw4doqCgACNGLmgucMrlFPtz9mM0mS+W6zrXZWKHiTwe9jiB7oEW2ygoKFD3m5ycrD7u7+9PeHg4rVu3rrwM1Gjk3LlzREREcPr0afVxOzs7bGxsyMvLs1jezs6O6dOn4+joSGpqKnPmzMFkMtHvgX78evFXFh5eSGahOTPMVmtLJ+dOtMxuSQABajlrSEgI/fr1K/VZLygoUMs/Swa5wJzpoQQtdTpdueWlYM76WL58uToLbZuObTibf5b8Y/nEEMN85gPQNaArk8Mn80DrBywmhyguLuajjz6iuLgYW1tbNZCpBAnr16/PpEmTyvy8GU1G2n3ZjrioY6TOVAcE/74PP/30U6lZOW1sbGjdujXh4eH4+/tbbNdoNHL69GkiIiJKrWdra8uUKVNKvY7PfvQsHnke5Hjn8NGUj0qNsSK7du1i/fr1NGjQgEcffdTiueiUaH5a/xMp51JwM17eZ7p9Os1bN8cx3ZFLF8yTVJS8yL9SRkEGY34fw9qzawF4OfxlWme25vy582X21bO3t2fUqFFkZGSwcuVK7N3teSPnDYoMRRydfJQQ35oJYm3YsIFlO5fxJV/iYudCxksZ6LRlZxetW7eO3bt306BBAyZMmKAeZ1JSEi9+/SILDQvxxJOldyzlzjvvrJHx5eXlsWTJEqKiosgkE3fcSSedCQ9NoF3TduTk5KiB85Kz+zZu3NgicG7Nfn777Tc127Rv3750797d6kyh7OxsPv30U0wmE9OmTcPZ2Vm9ceLr64t3a28ObD6AI47kanK5a8hd9G/f/6peE5PJxObNm9m2bRtw+TwxbNgw2rYtHSAFOJ94np/W/UR2VDYupsvZqOmO6bTv0J4xvcdgZ3M5eFYy2/T48eNqIM/e3p62bdsSHh6uzmB8pcLCQt7+6G1sDbacqnOKtwe8ze+//05BQQGurq6MHj0aPz8/q49Xr9dz4sQJIiIi1F6VJkx8qfuSREMizzV6DtcL5j5jLVu25L777uPbb78lOTmZPn360LNnz1Lb3BOzhy7fdsHZxpmP635MQuzlgGKdOnUICwujXbt2ODo68v7776uBt/vvv79GA8jWMBqNzJkzh7S0NO666y66d+9ere2lp6fz+eefY2NjwyuvvFLt/ntCCCGEEDVJgmzVIEE2M+UCX6PRMHbsWBo3bszq1avZv38/jRs35uGHH0av17N//37Wrl1rsa5yMRAaGqrOdqfYeH4j/X7sh4ONA1HTovBx8iEyMpKIiAjOnz+vLufu7q5mlLm4uKjjKe+ufWJiolpWWvKOf0hIiBowqUx8Zjwz189kUeQikg2XA2XNbJsxvvV4nun3DK5OrhVuw2QycenSJTWD7mqzWU6fPs2mTZtKze7q7u6OnZ0dycnJdOvWjX79+qnPLVu2jKNHj6r9xZIzkvlk/ScsOr2IaEO0ulyAbQDd7brTOLcx9thz11130a1btzIvavR6Pdu2bWPv3r2lMhgDAwPp169fua9tRkYGv/zyC0lJSSRoE4gPiGd93Hrs9HY8y7MYMZIUmsSTnZ+kXb2yg6YAy5cv58iRI4SFhVG/fv0qZbMsPraYh5aMofht0JpAHxPDyX+DuSVnXPXy8iI8PJzQ0FAcHR3LHYsiLS2N/fv3c+DAAfV10Wg0tGrVSg00bzqyie1/bMeIkfsevo/2jas24Ycyw2FFWaIGo4Hfd/zOrr27cMtxU/u+5ZFHnksedjl2uOFGy5YtGTZsmMXrE5kSyb2L7+V06mkaaxszxmEMtnmWgWA3Nzeys7MxmUz4+voyevRoPD09KS4u5uOPP6awsJDtAdvZGLORV3q8wrt9363SMZbnp59+4tdzv7Ka1dzZ6E7+fuTvcpfNzs7ms88+w2Aw8Mgjj6iz0gLsPrybrn+YZxn9yPcjnp/8fLXHlpSUxC+//EJGRga2trbkGnKxM9pxWHeY31/9vVRg9uzZs0RERHDmzBn1cVdXV/X8Vt7vmcTERBYvXkxGRgZ2dnbcf//9NG9e9UyzH374gQsXLtC3b1969OhBVlYW33zzDTk5ObRq1YrmHZvzw6IfcDe4o0ePX5gfkwdPrnzDJRQWFrJ8+XIiI82TNbRs2ZJTp07h6OjIjBkzLMrHjUYjK/asYNvubbhkuahlxvnko/PTMaLvCKu+K/n5+Rw6dIiIiAiLiQkCAwMJDw+nVatWpcrWV6xfwaFdh0ghhXjiaUMbAgICGDVqFC4upUvOraVknK07vI7Z+tnYYMPLupdp5N+ImJgYjEYjbm5uZGVlYW9vz/Tp00v9bkxLS2Pvvr08sPsBcsjhYR6mmbaZmiF35c2rWbNmqQFcX19fnnzyyesamKosK6+q9Ho9775rPn+8+OKLVp2HhRBCCCGuFwmyVYME2eDcuXMsWrQIk8nE3XffTefOnQFz0OSLL77AaDTy2GOPqQ23lyxZwokTJ/Dx8SEjI0PNNrKxsaFNmzaEh4erGQImk4lu33Vjd8xuRgWMolNmJ4seLE2bNiU8PJxmzZqpgbTi4mI+//xzcnJyGDJkCB06dADKziQA8Pb2VhsvV/aHuslkYlfMLuZFzGPJ8SUUGgoBcLNzo6d7T5qkN8FT7wlUfba08rJZSpaBluz9U1xcrJbJxsbGqo+7urpiY2NDenq6xfa7d+9Ot27dcHIyz5aXnJzM3Llz1dfx/PnL2UjJdsmccT/DtvRt5OvNWYKOWkdaG1sTTjj92vSzKEHLzMxk//79HDx40KJc0NbWFltbW4usurKagEdFRbHot0Xszd/LAe0BYoyXy35DfEMYmT0SY77RomF9ec6cOcPPP/+Ms7MzM2bMwGg0MnPmTIqLiy2y6uzs7NR+dko2i8FooPXc1mx/MZI6+fDdjBlEl/G9fvbZZ6/q+67X65k7d26p96ZOnTqczDqJT5EPWR5ZfDzt4yptt2TT+ueee86qSQwiYyP5Zf0v5EXn4WwyL2/CRBxxALSt05axD43Fw8ODdWfXMXbJWBoWNaQLXfDhcq8yGxsbWrVqhZ2dnVqi2KJFC4YNG2ZxIf3XX3+xd+9e0vzS+Dzucxp5NOLc1HPVvtA3mUz873//4+e8nznEIV6941XeufOdCtdZs2YNERERNGrUiEceecTiuQYfNCCmMIYxjOHDRz+kQYPSsz1aKzIykmXLllFUVISHhwfNg5uzd+deMskksG0g04dNL3fdjIwM9Tul9CorWaqt9JQD8yyXy5Yto7i4GE9PT8aMGXPV/eQOHDjAqlWr8PX1ZfJkc/AsOjqahQsXYjAY6N27N63bt+bdr9/FI9cDgCK/It6c8Ca2NpWX/6Wnp/PLL7+QnJysznZ6/Phxzpw5Q9euXenf35wZl5iRyMJ1C0k4k4C7wf3y+nbptGjTgofvehgXh6oHukwmE+fPnyciIoLIyEi1DN7JyYkOHToQFhaGh4f5uHJzc/nw4w/RmXSsZCXPtXmOkfeOrNZsvCU9t/Y5PtnzCe3t2zO0cKj6eMny/LZt2zJs2DCg7OzYlazkAAcY5j+MhaMWqrNuXumrr74iISEBGxsb9Ho9o0aNomXLljVyHJUxmUzMmzevwqy8qzFz5kzy8/N58sknqVu3Zia7EEIIIYSoCTLxgbhqaWlpLF26FJPJRGhoqEUGjYeHB23btuXQoUNs3bqVBx98EICwsDBOnDhBZmYmzzzzDKdOnVLLNQ8ePMjBgwfVck03Nzd6a3qzm90si1lGIIH4OPmozeQ9PT1LjUkJ9Li7u9OuXTs1i+jgwYNl9sSpqFxVkV2YzaKji5gXMY8jiUfUx8PqhzE5fDKjQ0bjbOdcqmzywIEDHDhwgICAALUMtLwLNBcXF+644w66d+9ukc1y4cIFLly4gKurK+3bt6dZs2YcP35cLVdVjkcpw1QaSScnJ/PHH38QF2cOmuzYsYPdu3fTunVr2rdvT1JSEvb29hQWFnL2rHl2zivLVdPz0/nh8A/Mi5hHZGokEf/+b83RNayJXsOTfZ7k1LFTnDlzRm267+LsgqO9I+lp6XTv0Z1OXTpx9uxZ9h/Yz7lz54g8F0nkuUjcXN0IbR9KqiGVz3d8zkEOUkABGMFOZ8eI4BFMDp9M9wbd1VLkixcvVhpka9y4MY6OjuTm5nLhwgW1bNTR0ZEpU6ao709aWhr79u1j3759ajaLvb09fWz6kOpkDrIZ0pJw9fenQ4cOnDp1Ss0UvHDhQrklyBWxsbGhWbNm7N27l5CQEOzt7Tl69CinUk7hgw8mTAR6BhIXF1elUrSjR4+qx27tLKEt/Fvw5oQ3KSgq4OctP3Pk4BE8Czzxx5xpeD7lPM9/8TweDT04deEUk5iEPZeDZl5eXvTo0YMWLVqwfPlydQx33HEHffr0KfWdCg8PZ+/evbjGueJs68yFjAvsid1Dl4AuVh9nWXJycsjLyyMGc2C2a0DXStfp0aMHBw4c4MKFC0RHR1sE0no37c1Px38immh+/fVXHn/88SoHVE0mE9u3b1ebvAcFBTF8+HA+nWvumXeIQ7xyxysVbsPDw4O+ffvSu3dvTp48qU46curUKU6dOqX2GywqKuKff/4BzAH5Bx54oFpZPa1atWLNmjUkJSWRlJSEr68vDRo04J577mHlypVs2bKFunXr8r8Z/+O/C/6LLlqHXZwdL376IjMmzMDLxavcbUddjOKP5X9QUFiAs5Mzw+8fjouzCyf/OGned5tWbDy8kXVb12GfZo8ttrjjThFF6Ovouaf3PfRsXb0AjUajoUmTJjRp0oSsrCz1HJ2dnc327dvZvn07zZo1IzQ0lN27d6PMJdKZzuxy2MWDNg9Wa/8Ko8nIbyd/A+DVe1+lo0vHUj1BAY4cOYKLiwt2dnal+jw2bdqUifUn8tS2p9ifs7/C7Drl5krjxo05ffo0W7dupUWLFtclm+3kyZMkJydjb29faS/WqnBzcyM/P5+srCwJsgkhhBDipiWZbFe4nTPZCgsLmT9/PikpKQQEBDBu3LhSAaSSvb8ef/xx6tevj8lkYvbs2aSlpTF48GDCwsLKnXgAzNk1X/M18cQzqcUk5o6YW26gSq/X88UXX5CVlcWgQYMwGo0W5alubm5q2VV5d/yvdCb1DD2+70FSrrlnm4ONA2NCxjA5fDId/TuWuY7JZCpz4gEPDw8ee+wxq0uNyspmKcnd3Z2wsDDat29fapsGg4FPP/2U3NxcwsPDiY2NtZh44EoPPPAAwcHB5R7PlqgtzIuYx/KTy9Gbyp/9UIOGF3gBJ5yYz3w1+GGNRh6N1IkXfJwvZ+Io2TWBgYFMmDCh0u0opcqhoaG4u7vzzz//0Lp1a0aMGKEez4ULF4iIiODUqVMWM/AZMHDPt+/ROdrAjy/ex4PvLcVoNPLBBx+o72PJ7JKqOnbsGL///jv169fn8ccfp7CwkOdmPYdPgQ/RRNMAc8CnVatWDB06tNKyKpPJxNy5c0lJSWHo0KHVmjkw4mwEy/5ehinBhAMOpZ7XarU0a9aM/v374+XlRWpqKr/88gupqalWNYJfsGABFy9eZLvvdjYmbSyz12JVnTlzhvk/z2cm5kZ6KS+k4O1UeYn1ypUrOXjwIE2bNuWhhx5SH/9m/zc8vvpxgghiPOPx8/NjwoQJVmcvFRcXs2LFCo4fPw5Ax44dGTBgAIcPH2bVqlXkkEO0azSLZyyu8rEmJSURERHBkSNHKCwstHiuU6dODBgwoEYa2v/yyy+cPn2aO+64w6IvnZKNaGdnx2OPPYavry9f//U1l/Zewparb2JfnkxdJv4t/Xmk/yP4uNX8TK8Ko9FYZhsCMPdvK9IXYTKY+JVf+enxn+hQv0O196lM7ONm70bi84lqb8mcnBy++eYbi2BaSU5OTmorAU9PT/KK86gzsw75+nwOPXGo3FL6pUuXcvz4ce688062bdtGcXExDz74IM2aNav2sVTEZDLx9ddfk5CQQM+ePenTp0+NbXvRokWcPXvWImNdCCGEEOJGIJlsospMJhPLly8nJSUFV1dXRo4su4TG29ubkJAQjh49ytatWxk1ahQajYawsDA2bNhAREQEHTp0UHt2BQYGMmDAAA4ePMiBAwfIz88nJCSEht4NeXTdo/wa9Ssz9TPxsPEoc1yHDx8mKysLFxcX3NzcWLzYfCFbVomitcf51J9PkZSbRCOPRkztPJVx7cbh6Vg6g64kjUZDUFAQQUFBahno3r17ycjIYMOGDVYHaMrKZomJiVEbojdt2rTc44mMjCQ3NxcXFxfuvvtutFotcXFxaiDTzc2N8PBwzp49y9mzZzl9+nS5QTaNRkOfRn3o06gP8dnxzN45m3l755FuTC+1bB3q4IQTRRSppYcVvlZo6FqnK6/2e5W7m92NVlP6eBo2bAhAbGysOqlBRUJCQti/fz8nT55Uy+YaN25scTyNGzemcePGajbLwYMH0ev1tG3bljrrW0L0cQ6f38wDpmKS4pMwGo3qbLnnz5/HZDJdVRaIUjadmJhIcXExh6IOUaegDgCDeg+CVDh+/DgnT54kNTVV7WtWnsTERFJSUtDpdNUu/wpvGk5403Cy8rJYsH4BZ46ewd3oTpF9Eff2uJdu3bqpn7dz586xdOlSCgoKcHNzY/To0ZXOjhsWFsbFixdpmG1+P3878RufDPik3EkKrJGQkEAs5nLpZl7NrAqwgTnj7tChQ5w9e5bY2Fi1V2DXBuZMuFhi0dqYvzOrVq3ivvvuq/T9zszM5NdffyU+Ph6tVsugQYMICwvDaDSycctGAHaxi9fCXruqY/X19WXQoEHcddddHD16VM2YHThwYI0GGUJCQjh9+jTHjh2zyErs378/SUlJREVFsXjxYiZNmsTjAx/nb7+/+WvlX7garbtxURE9evLc87iz+50MDBt4XWbBVCbMadWqFampqerENi4uLowaNYpDhw6xfft2etKTyasns2virjLPU1Xxy7FfAPPsvCUnb0lISCArKwsbGxvuvfde/vnnH1JTU9FoNAwePJi2bdta/K51snWiX5N+rIxcycrIleUG2ZTsRoPBQHh4OLt27WLr1q00bdr0mmaznT59moSEBOzs7NRWEjVF+YO1vICkEEIIIcTNQIJsAoAtW7YQGRmJTqdj1KhRFWaF3XHHHeaSuH/L7erWrUtoaCibNm0iISGBuLg4i2b4zs7O9OjRgx49eqiPGU1GPjn4CceSjvH5ns/5v17/V2o/BoOB7du3AxAaGsry5csB6NChA4MHD76qC4klJ5aw8fxG7HX2rH94PU29mlZ5G0oZaOPGjZk/fz5Hjhyhffv2BAUFWb0NnU5HSEhIlWaEi4iIAMzHr/Ry8/f3x9/fn6FDL/f/CQgI4OzZsxw5coRevXpVGNABqO9an3cHvMvb/d4muyi71Ot6+MBhNq3fRNOgpqSPLh2Eu5KNxgYnO6cKl/Hy8sLFxYWcnBxiY2Mrfe0aNmyIq6sr2dnZar+68spM3dzc6N27N71791YfMyz+BXYexzY9k+8Ofke7IvOFa2BgIOfPnycnJ4ekpKSrKlFyd3dXjyUuLo7f1v6GG25kuGQwvNdwwJyV9Ouvv5KUlMQ333zDyJEjyz3mY8eOAdC8efNSzdGvlpuTG1Pvmwr3QbG+2KLXlslkYs+ePaxfvx6TyUSDBg0YOXKkVdmZrVq1wsnJifp59XG3cychJ4EtUVvo27jvVY81MTGRaMw9FpUAmTU8PT1p06YNR44cYdu2bYwePRqAYJ9gnHRO5BnysAuwo/CieQbievXq0bVr+duPjjaXl+bm5uLk5MTIkSPV4PCxY8fIz84nl1wKKKBb+25Xfbxg7icYFhamBvBqOhDVokULc7l4errF+Vmn0/HAAw/wzTffkJ6eztKlS3nooYfo264vvdv0Ji0nzWI7eXl5rF69mphYczZrj+496Nixo3rOOH36NKvXrMbZyZmJEyei0+lwcXDB0a72mth7e3vTv39/dZIYjUZDly5d2L17N/X19dkUt4n5B+bzeNjjV72PYkMxS04sAWBMyBj1cZPJxNatWwFzQLpNmza0bt2aefPmkZKSQm5ubpk3s+5tfq85yHZ6Ja/3er3MfSpBtry8PHr27Mm+ffuIiYnhwoULFjcgapLJZFJnjw0PD1dLVmuK8ndHyT6tQgghhBA3m2t/S1nc8E6cOKFeCAwZMqTSmTh9fHzUDCklCObk5ETr1q2By8Ggimg1Wl67w5z9MWv3LLILS/9RffToUTIyMnB0dOTkyZMUFhbSoEEDBg0adFUBtqzCLKavnQ7Ayz1evqoAW0n+/v6EhYUB8Oeff1qUxNa01NRULly4gEajqTTDxd/fnyZNmqh9pKyl1Wpxd3DHzd7N4icx1ty3rHFQ41LPlfVTWYANzBe6SsDi4sWLVi2vBCRNJhPe3t64u7tXstZlujrm7DfvPPhg+wdERUcB5iCbMo4ry8qspdFo1Gy2bUe24ZJhDk4NvmuwukxAQACTJk3Cz8+P/Px8fvzxR/bt21dqWyaTSQ2yVSUAWxUlA2x6vZ6VK1eybt06tQ/jI488YnX5s42NDaGhodhgQwcH8+dSyei5WgkJCVXqx1bSHXfcAZizPpUZaLUaLW082wBwMuckAwYMAGDDhg1qs/krHTp0iIULF5Kbm0vdunWZNGmS+jkxGo1s+WcLYM5iG1hvYI22FrgWmV52dna0aNECuNzvT+Hk5MTo0aOxtbXl/PnzbNiwAQCdVoePm4/6Y8w38sevf5ASm4KbnRsTxkzgnrvuwdfdV13m3IlzOOBAt7Bu1POsh4+bT60G2ErSaDTq7w1nZ2c6djS3BuhJT/6z4T8k5yZXtHqF/r7wNyl5Kfg4+VgEmC9evEh0dDQ6nY5u3cyBWK1Wq35Od+/erc6GXdLg5oPRoCEiLoLYrNhSz8PlIFtBQQEuLi7q7wXld/m1cP78eWJjY7GxsVGPpyYp3yMJsgkhhBDiZiZBtttcYmIif/zxBwBdunSxuvm7cpFw7NgxUlJSANSA07Fjx9QG/hUZETyCFt4tSC9IZ+6+uRbPGY1GiwBeamoqbm5ujBw50mJGzqp4c8ubxOfE08SzCS/1eOmqtnGlvn374uTkRHJysrmp9jWizPLYrFkzq4JLymxvhw4dspjZtKqUXnRwucSzplQlyAaWQaeqZA0CUMdcvtmg2JHorGhWRK0AzMEvJSPuaoNsynYAth/djhYtGU4Z9G1nmc3l5ubG+PHjadOmDUajkT///JPVq1dbBGdjYmLIzMzEzs7umvdWysnJYeHChRw6dAiNRsOAAQO49957qzzTovK9D8wKBOD3k79TqC+saJVyFRUVkZyarAbZqjqJQp06ddRgv5JxA9ClgXk7RzOO0qlTJ0JDQzGZTCxdupS0tMvZWkajkXXr1rFixQoMBgOtWrXi0UcfVWenBHPT9/S0dPLJ5yIXubfDvVd1rNeb8v05fvy42otQUbduXe677z7AHPg5fPiwxfMnT57k22+/JSMjA09PTyZOnEjz5s0tllFuBAA3RT+tbt26YWNjQwMa4FnoyUsbr/53ghJYHtl6JDbay98fJeDVvn17i0BsSEiIuf9aXl6ZN6XqutSlc4C5FHP16dVl7lMJsimT/3Tv3h2tVsvFixetPqdWxZVZedZOyFIVSiablIsKIYQQ4mYmQbbbWF5eHosXL6a4uJjGjRur5TTWqFevnpoZoQTDGjRogK+vL3q9vtRFWll0Wp06I9/Huz4mt+jyRADHjx9Xm68r/x01apTVGTZXOpxwmM/3fA7A7EGzLXrmVIejo6P6uv3zzz/VCmiVR6/Xc+jQIcBcomONwMBAgoKCMBqN7Nix46r3nZaWRk5ODjqdTg0k1RQlyBYdHW1VFmD9+vXVLJ/KeriV4m3u69XRvhEAGws3YtKY8PPzU0uroqKi0OvLnwCiIg0aNCCTTHyLfQHof2f/MpeztbVl2LBh9O1rDsDt37+fH3/8kby8POByllHLli2rfoxVEB8fzzfffENMTAwODg489NBDdOnS5aoyRL28vGjSpAkNaYi3nTcZBRmsO7fuqsaVmJhIMskUUYSzrTMhvlXP5lNuAJw4cYLkZHN20p3NzM3+o/RR5OXlcc899xAQEEBBQQGLFy+msLCQ/Px8fv75ZzVY3qtXLx544AHs7OzUbZcMNOxhD6GaUDWod6Nr2rQpDg4O5OTklBmECQ4OVoPzq1atIjY2FpPJxD///MNvv/1GcXExjRo1YtKkSWpfxJJK3ggoGZS8UZXM/upJT74/9D3bL1mf+avIL85n+UlzK4OSpaLR0dFcuHABrVZL9+7dLdbRarVq+4SdO3dSXFxcarv3NjcHb1eeXlnmfkuWi4I5iK9MknItstkuXrzIpUuX0Ol0pY6npkgmmxBCCCFuBRJku00ZDAaWLFmiZiaMGDGiymVKysXskSNHSE9PVydAAPMFlzUT1z7Y5kEaezYmOS+Zr/d/DVj2fVGCHkOGDMHPz69K41MYTUae+vMpDCYDI4JHcHfTu69qO+Vp164dgYGBFBcXW8x8WlNOnDhBfn4+7u7u5fYhK4tywXzgwIGrvmhRLsb9/f2rnOFUGR8fHxwdHdHr9cTFVT6hQmZmppqBk5SUVLWd/ZvJ1lDvgpe9F+mkc8n9Era2tvj6+uLi4oJeryc6OrrKxwHmAGAGGejQkWafxsCwgeUuq9Fo6NGjB2PGjMHOzo6LFy/yzTffEB8fz4kTJ4BrVyoK5kzT7777jqysLOrUqcPEiROr9LkqS1hYGFq0BBvNZeRXWzJaslS0k38ni6wga9WtW1edMEI5j/QIMgc00kjj1KVT2NjYMHLkSFxdXUlOTmbJkiV8++23nDt3DltbWx544AF69+5dKugYGRlJUlIShRRygAMMbTy0xvtSXSs6nY5WrVoBpUtGFb1796ZFixYYDAZ+/fVXlixZwpYtWwBzX8GxY8eqwZ2SruZGwI1Ayf4KIoiGNGTymskUG0oHvCqy5swasouyCXQPtOghqAS62rVrV2bQsV27dri7u5Obm8vBgwdLPX9vC3OQ7e/zf5NTlFPq+Ssz2QB69OiBRqPh/PnzxMRYPwu0NUpm5Vk7k3dVKdvNy8u76hseQgghhBC1TYJst6n169cTFRWFnZ0do0ePLvPCqTIle38pF7Nt27bF1taW5ORkLl26VOk2bLQ2vNzjZQA+2vkRBfoCTp06pWaggLmsp23btlUen2LBoQXsjN6Js60znw749Kq3Ux6NRsM999yDRqPh1KlTnD59uka3r5QThYWFVSkQGhQURIMGDTAYDOzcufOq9n2tSkWh6n3ZSvbPioqKUjM4rPJvJpsuLZ17fcwXrxsKNmAwGtSZSa/cR1VcSL6AP+Zehi2at7BqnebNmzNx4kQ8PT3JyMjg22+/JTc3F0dHxxpvXK6U/S5dupTff/8dvV5Ps2bNeOyxx/D2tm72zoo0b94cV1dXWurNwa0Vp1aUGRioTEJCwuVJD6rYj62kkuXsqampeDl64WdnDtJvObsFMF/Qjxo1Cp1Ox7lz50hNTcXd3Z1HH320zFl5S2ax7WUvzWlOx7Ydr3qMtaFNm3970508WWb2qEajYdiwYfj4+JCdnc3JkyfRarUMGTKEgQPLnxlUuRHg5uZG06bV63V5PZXM/uqr7cuxpGN8sfeLKm1DCSiPbj1anaE0Li6Os2fPqgH1spTMCNuxY0epoFKwTzCNPRtTaChkw7kNpdZXgrslg2yenp5qy4eazGarKCuvJjk6OqrtICSbTQghhBA3Kwmy3YYOHDjA3r17ARg2bBi+vr5XvS0lW+rw4cNkZmbi4OCgZuEo5UOVeaTdIzRwa0B8TjzfHvhWzZwAc4mTUlp3NVLzUnlxw4sA/Lf3fwlwq9mSR4Wvry9dupj7Pv31119llv9cjcTERKKjo9FqtbRv375K62o0GvX9iYiIIDc3t5I1SruWQbaS27UmIKv0THNxccFoNKpZX1b5N5ONlBTCDGE44EBMQQxLTywFUINaV9uX7ftV32ODDQkk0NDe+tfKx8eHSZMm0ahRIzXo4enpWWPN7wsKCti7dy/z5s1jwYIFHD9+HDAHrkePHl1js5fqdDrat2+PH3742viSr89nZWTZZW4VSUxMvOp+bCX5+fnRrFkzi8k/lMkP9sbtVZfz9/dnyJAhaLVaAgMDmTRpEvXq1Stzm2fPniU+Pp4iitjFLjrrOqsl8zeLhg0b4uLiQkFBAWfPni1zGXt7e0aPHo2zszPOzs6MGzeu0h5rV3sj4EagZH8FGgPxx583trxBTJZ1WWCZBZmsOb0GgDFtLpeKKgGuNm3a4OXlVe76SlZYVlZWqRYLGo2mwpLRkhMflOyxpxzPmTNniI+Pt+o4KlNZVl5N0Wg0asmo9GUTQgghxM3q5vprWFRbdHQ0a9aYLwp69+6tllVdrbJ6fynlQidOnLAqsGOns+Ol7uam0+9veZ/EJPNslp6engwfPrxaF20v//0yqfmphPiGMLXz1KvejjV69+6Nq6srGRkZVZrVsyJKoLJly5ZX1Y+uSZMm+Pn5odfr2bVrV5XWzcjIIDMzE41GQ4MGDaq8b2uUDLJd2Yy9JKPRqAbAlM+sMgunVf7N1jJlZJARl0IXzAGcd7a9g9FkVINs8fHxVcuQA6KSotAlmLMvDBisKn0tydHRUc2oAnMWzNKlS8ucddBa8fHxrFq1ik8++YS//vqL5ORkbG1t6dChA48//jj9+vWr8WBIhw4d0Gq0ajZbVUtGjUYjUQlRpGCeSKU6QTa4fAPgyJEjZGRk0NnP3Ej+SPoRi+XatWvH888/z/jx48tt5l4yiy2CCLzwoleLXtjb21drjNebVqtVe8hV9P3x8vJi6tSpPPvsswQGBla4zaSkJKKjo9FoNFW+EXAjKJn9NdRhKDlFOcxYN8Oqdf849QeFhkJa1mlJu7rmbSQmJhIZGQlczqgsT8lZOrdv314qu1ApGV19ejUGo+VzJQPkJSca8vb2Vm90lZz842pZk5VXk6QvmxBCCCFudhJku41kZWXx66+/YjQaadWqlXoRWl1X9v7y8/PDz88Pg8Gg9umpzGMdHqO+S33a5bdDgwadTseYMWOuqoxVsTtmN98c+AaAeffMw1Z37RrJA9jZ2XH33eZ+bzt27CA1NbVa2ysqKlKzG662z5FGo1Ev9Pbt22dRWlQZJYvNz8/Povl7Tapbty729vYUFhaSmJhY7nLx8fEUFBRgb2+vXpRevHjR+myHf7NJNCYT9nl53Ol0J272bhxLOsaKUytwdXVVMzqrms02f8V8bLEl3SYdP/xISEiocibj+fPnMRgMODg4oNFoOHHiBN9//32VJtIoLi7m0KFDzJ8/n6+//poDBw5QXFyMj48PAwcOZMaMGQwZMoT69etXaWzWcnd3p3nz5oRgvsBfd3Ydaflplax1WWpqKlGGKACaejXFx7l0c/2qCAgIoHHjxupMxb2b9QbgfOF59AbL0jxHR8cKJ324cOECMTExGDCwk52EE35N++ZdS8q4IyMjKwzk2tnZWTWTs5LF1rJly2vWq+taU7K/fAt88cOPJSeWsO5s5ZN3KIHkMSFj1M+PEoxt3bo1dZQM2gooM3VmZGSU6pXXI7AHHg4epOSlsDvGcvZqnU6nBnmvPK8rwbCTJ09WvX/lFazNyqspMsOoEEIIIW52EmS7TRQXF/Prr7+Sm5uLr68v991331XNJFiWsnp/VXUCBAcbBx7zeoxOdMKEiUH3DCpzBjtr6Y16Jq+ZDMD40PH0CLz2d+ABWrVqRdOmTTEYDPz5559WHXt5jh07RlFREd7e3gQFBV31dlq0aEHdunUpKipSZ060xrUuFQXUMj0w91krjxL4atSoEZ6enuo6SvljpWxs4N8yJ8e8PJo1aMYznZ4BzNlsJpPpqkpGY1JjMMWZ3+PwruG4OJtLWatapqVkFbVv355x48bh5OREQkIC33zzTaWltKmpqaxfv55PP/2UFStWEBsbq2YsjR8/nsmTJ9OpU6caKw2tSFhYGL74Ul9Tn2JjMb+f+N3qdUtOelDdLDaFcgPg0KFDtK3bFnvszeWe56uW1alkBEUQgR49Hew60KxZsxoZ4/Xm7++Pp6cnxcXFasbV1SoqKuLIEXNm4M004cGVSmZ/jfccD8CUv6ZQoC8od53k3GQ2nt8IXJ5VNDk5WS1jryyLTWFra0vXrub+g9u2bbPI6LXV2TKo2SCAMsuvy5r8AMztC5RJLqqTzVaVrLyaogTZJJNNCCGEEDcrCbLdBkwmE6tXryYuLg5HR0dGjx5do5lJZfX+CgkJwd7envT0dKuCFpcuXcLmknkmwU1s4pi2CqWAZZi7by6HEg7h6eDJzLtmVmtbVaHRaBg4cCA6nY7z589XrW/YFUr2OapOQLRkNtuePXssSosqcj2CbCW3X1EwSZmQQAmEKRfEVSoZ/TerxCkvj4CAAKZ3mY6zrTMH4g/w19m/1Bk2z507Z3Vw9JsV32CHHRk2GTzY+0G1rLYqM/sVFhaqk2W0adOGhg0bMmnSJOrWrUtubi4LFy4sNfug0Wjk5MmT/Pjjj8yePZtdu3apM9DeeeedPPvss4wYMYKGDRvWWDDdGk2aNMHDw4PWJnNJYlVKRksG2aoz6UFJDRs2JDAwEIPBwN49ewmyDQJg85nNVm/j0qVLREVFYcTIDnYQSihtg9vW+Gy714tGo7m6708Zjh07RmFhIV5eXjRq1KgmhldrlOwvu3Q7gh2DOZt2lpk7yv/dseTEEgwmA+F+4TTzNgdclTYByo0Na4WHh+Po6EhaWlqpGwfW9GUrK0NZ+Z187NgxUlJSrB5LSUqAztqsvJog5aJCCCGEuNlJkO02sHv3bo4cOYJGo+GBBx7A09OzxvdxZe8vOzs7dUbQyiZAyMzM5JdfzBfjKaSwjW28t+29Uj1orBWfHc9rm14D4P2+71e77KyqvLy81Au2tWvXUlhYWOVtxMXFER8fj06nU/sFVUdwcDB16tShsLBQnfSiItnZ2aSlmUv9KuvJVF0lZxgtK7hVVFREdLR5xkklEBYcHIxGoyEuLs7qslzTv33ZnPLzadCgAXWc6jA53Jzt+PbWtwkMDESn05GVlWXVNhMzEimONpeFtunYBq1WS0CAeWKNqgTZIiMj0ev1eHt7q033PTw8ePTRR2nVqhVGo5GVK1eydu1aMjMz2bJlC7NmzeK3335TA9jNmjVjzJgxTJ06lTvuuOOq+vfVBK1WS4cOHdSS0S1RW4jLtq5HXXxCfI0H2cCynL29m7ln2K5o6zPZlHK5gxwkiyzCCLtpS0UVyvjPnj1bpRLyKynn9ureCLgRlMz+esz7MQDe2/Ye59LKnnH456M/A5ez2NLS0tRyz6q2YrC3t1cnztm2bZvFefDupndjo7XhVMopTqdazlytBNnK6iNZr149mjdvDnBVPUKTk5PVgN/1ymIDKRcVQgghxM1Pgmy3uHPnzrFhwwYABgwYcM2yDUpmsym9v5TyoVOnTpV7V1opY1Wyq3q07YGngyeRqZHqzI9V9fyG58kuyqaTfycmdph4Vduorh49euDp6UlOTo7FbKnWUrLYWrdujZOTU7XHUzKbbffu3ZU21Vey2OrVq3fNywzr16+Pra0t+fn5JCcnlzkWo9GIh4eH2hPI2dlZzWqzNhtH/2+5qFNeHn5+fgA81+05HGwc2B2zm60xW9WAojXZl1+t/Ap77MnUZTLurnEAapAtOjra6mw45cI8JCTEIlBhZ2fHAw88QO/evQFzFuKsWbP4559/yM7OxsnJie7duzN16lQefPBBmjdvfkPM7Ni+fXu8tF40oAEmTPx67NdK1zGZTByOO0whhTjaONKmbpsaG0/jxo3x9/dHr9cTojUHl46kHalkLbPY2FhzZiMmtrGNhjQkyDnops/a8vX1xdfXV82IvBpxcXHExcWh0+kIDQ2t2QHWEuV3WHZMNoP9B1NoKGTKX1NKfZcvZV5iR/QONGgY1XoUcDk41rRpU/X8UhWdOnXC3t6e5ORki/fE3cGd3kG9AVgVucpinYoy2Uoez5EjR0hPT6/SeJTAXMuWLauUlVddMruoEEIIIW52tX9FJq6piIgITCYToaGhdOrU6Zruq3nz5ha9v3x9fQkMDMRkMnHgwIFSy5tMJlatWqX2r9JoNAzoM4DpXaYDl2d+rIpNFzbx89Gf0Wq0zB00F5228sbd14KNjQ2DBpl76ezZs4eEhASr1y0oKFADRzXZ5ygkJAQvLy/y8/PVIF55rlepKJgbeCtllsp+S7qyVFRRsuTNmoBWzr9NwuvqdNjamifBqOdSj8c7PA6Ys9mUfSj7LE9qVip5F8zZIy06tFA/Z35+fmi1WnJycqyatCAvL08N6LVpUzqwpNFo6NWrFyNHjlTHHBgYyPDhw3n22We56667rklmanW4uLjQqlUrNZvNmpLRnJwczhScAaCjX0dstDVXilnyBoApzYQTTsQVxZGaV3m2opLFdtrmNBlkEE44wcHBN0Qws7qqWzKqnEOCg4Nr5EbAjaBk9tcIlxHYam1Ze3Yty08tt1hu8bHFAPRs2BN/N38yMjLU3nRXO6GQg4MDnTubZ8C9MputvJLRyoJs/v7+NGnSBJPJVKVstpJZedcziw0se7JVp6epEEIIIURtufmvFESFRowYQb9+/bjnnnuueTlPWb2/lCDRgQMHLBo6A+zcudNiNrV27drh4eHB1M5TLWZ+tFaRoYin1jwFwFPhTxHmF1bdQ6qWpk2bEhwcjMlkqtIkCEeOHKG4uBhfX181M6omaLVatYx1586dFc6AqfRHux5BNrhcklpWkE0JQimloopWrVqh0+lISUmpcGZSRca/PbTqXBEgeaH7C9jp7Nh6cSuZTubAWFRUFAZD+eXKX676EkccydJm8Wj/R9XHbW1t1awPa0pGT5w4gdFopH79+nj/W85allatWjFlyhSmTJnChAkTaNOmzQ3dEywsLIzWtEaDhn1x+zibdrbC5Uv2Y+vWoFuNj6dZs2bUq1cPg8FAH/oAsDN6Z4XrxMfHm3vlaWC9fj3OONOKVmUGQ29GSpDtwoULVe5/da1uBNwIlCDZxdMXebHDiwBMWzuNnKIcdZmSs4qCeTZpo9FIo0aN1BsGV6Nz587Y2dmRkJDAmTNn1MeHtBgCwPZL2y2Cw5UF2Uoez6FDh6yerXj79u3VysqrDiXIZjQayyyDFUIIIYS40UmQ7Ran0+no1q3bdbsgv7L3V6tWrXByciIrK8viouHs2bNs3LhR/XfJAJ2Hg4c68+PbW9+2Ojj18c6PiUyNpK5zXd6+8+0aPKqrN2DAAGxtbYmOjubQoUOVLm8ymdQMkfDw8BoPjLZt2xZ3d3dyc3PLzC4Ec3ZVUlIScO37sSmU2VOv7MuWlZVFcnIyGo2mVImevb29mnVSMlhbnpR/g7yeer3F4wFuAUwInQDAZ8c+w8nJiaKiImJjY8vcTmZeJllnzaVMjdo1wtbG1nJ7VejLpgQqrOnx5ebmVmEg7kYSFBREQ++GNML8nimZP+WxmPSgQc31Y1OUzGYLJRQHHCqd/EBp+p7inEIqqYQSire7d40GvmuTp6eneixWz9L7L+VGgI+PT7WCSjeiktlfYfowgjyCiMmK4a1/3gLgVMopDiUcwkZrw4jgEWRlZakTk1xtFpvCyclJDVpu3bpVPRcGeQTRtm5bjCYjf575U13emiBbYGAgQUFBGI1GduzYUekYMjIyOHz4MFD947kaOp0OZ2dnQEpGhRBCCHFzummCbPPmzaNt27a4ubnh5uZG165d+euvv9TnTSYTb775Jn5+fjg6OtK7d+8qXziI6ruy95fRaFT79ShNslNTU1m61Nxvzd3dHTCXyin9tgB15seDCQf56+xfVCYqI4q3t5oDax/3/xgPB4+aOqRqcXNzU3tqbdiwodI789HR0SQnJ2Nra6tOHFGTdDqdms22Y8cO9FcEnOByFpuPj496sXOt+fv7o9PpyMnJUSdcgMtZbMr3+kpKcOr48eMVBmP1ej2J/wbZXMroR/efHv/BRmvDhgsbcKtr7glUXsnol6u+xAknsrXZTLy7dM8/a4NsWVlZauZe69atK1z2ZqPRaAgLC6MN5qyvX479UuH7cz7uPMmY+/F1CehyTcbUsmVLfH19scWWznRm56XyM9mSkpLUvli/5ph7yikTHtzsDf5LupqSUZPJpJ7Lr8WNgBuBOjPnkWN83PNjAD7d/SnHko7xy1FzFtuAJgPwdvJm586dGAwGAgMDayTzV7kpFhsba9EbsqySUaVMt7LJK0pO/lFZ1mJNZeVVh8wwKoQQQoib2U0TZAsICOCDDz4gIiKCiIgI7rzzToYOHaoG0mbOnMknn3zC7Nmz2bdvH/Xq1aNfv37yR1otuLL3V1iYuWzzzJkzJCYmsnjxYgoLC6lbt65avqIEfhRXzvxYWTbbtLXTyNfn0zuoNw+2efAaHNXV69y5M76+vuTn5/P3339XuKySxdamTRvs/+0hVtNCQ0NxdXUlOzu7zOy6qKgo4PplsYG5h52/vz9gWTKqXGRe2Y9N0axZM+zs7MjMzFRnIC1LfHw8ef9O4GBbRslUkEcQD7d9GIBdubss9l1STkEOqZHmcq2A1gE42JWeFEK5MI2Pjy8ziKlQAhuBgYFqsPlW0q5dO0K0IejQcSL5BEeTys823BtrnvG2gUsDfJ19r8l4St4A6EIXIlMjy53BWMliM3gbSCaZpjTFC69bplRU0bp1azQaDbGxsRbB7YpER0eTlJR0zW4E3AhKZn85xDswtMVQ9EY9T615yqJUNCcnRw049uzZs0YCjs7OzurvzJLZbPe2MAfZ1p5dS6HePGO1NZlsYM4sbdCgAQaDgZ07yw8u12RWXnXIDKNCCCGEuJndNEG2IUOGMGjQIJo3b07z5s159913cXFxYffu3ZhMJmbNmsWrr77K8OHDCQkJYeHCheTl5fHzzz/X9tBvO1f2/nJ1dVWDJN9//z0pKSm4urqqgYXg4GB8fHxKbafkzI9/Xyg/OLUyciUrI1dio7Vh7qC5N1xmhU6n45577gHMmQTlZTjl5eVx4sQJAPUi61qwsbGhe/fugDlr4creY0omm1LCeb0oWSBKkM1kMpXbj01ha2tLq1atgIqzcWJiYsj7N+tDk1p2w/tX7ngFrUbL8iRzk/PY2Fh11lvFV6u/wtnkTI4mh0mDJpW5HQ8PD5ydnTEajeqkHmWpSqnozcjJyYmwkDCa0QxAzQC6UlFRESeyzZ/7a9GPraTg4GCcnJ1wxJHWxtacSD5RapnU1FT15s3SXHPGbRhh+Pj44Ot7bQKAtcXFxUUtw7Y2m00JKoWEhFzzmYdrU8nsr/fveB9HG0e2XdrGmbQzONo4MrTlUHbt2oVer8ff37/cGwFXo3v37uh0Oi5duqSeD8P8wv6fvf+Obura8/7x95Fk2ZZ77wZj02yMm+glVBNqCKETQieNJIQ7c9dv5s4zz6z1zNw7z/OdCyQhDQOB0AwESCB0Qm/GBfeGjQ027k0usvr5/aF7NpIl2TJuyN6vtVgJ9kHako7O2fu935/3Bz72PmhWNONW8S0A5otsuuXSycnJaGlpMXqcriuvt6//uug2P6BQKBQKhUKxNCxGZNNFrVYjPj4eLS0tmDBhAoqKilBRUYHY2FhyjLW1Nd566612d20BQC6Xo7GxUe8Ppeu0zf7icmbkcjkEAgHefvttbag4TO+Yt+38aAypUorPL30OAPinCf+EkR4ju/uldAuBgYGkbPbChQsGTSAAbTC1Wq2Gr69vj4dNR0dHw87OTq8rHqANNOc6ofZW0wOOtiJbZWUlWlpaYGVl1W4Olm7JqLH3FfiHyMaVm9bUGD0mxDUEq0atQiMaIRPKwLIsioqKyO9bFa2oyNa+N54jPWFnY7yUlmEYMl5T7rra2lqUl5eDx+P1u1JRXcRiMSkZPZZxzKgjtbKyEiXQvk9TBvdsJ0Mej4foqGgAwERMxP1iw4wqLvTdztsOObIcuPBdMAzD+l2pKEdnSkalUikRIPtbw4O26Lq/XmS+wL+/9e/kdwuHLwRPxUNiYiKA7nOxcTg4OCAqKgrAqw63PIaHhcO0DRDO5WlLRjmRzZwGAcHBwfD19YVSqcTDhw8Nft/S0qLnyutLuHJROh+jUCgUCoViiViUyJaRkQF7e3tYW1vjo48+wtmzZxEaGkpEAa6rH4eXlxf5nSn+9re/wcnJifzpbyHOfUXb7K8hQ4aQifPChQuRl5cHABg+fLjB56aLbufHO8/vGPz+v+78F55LniPQKRD/NvXfeuCVdB+zZs2CjY0NKioqyOKMo23OUU9jZWWFCRO0AfP37t0j4lRJSQlYloWrqytxE/QWAQEB4PF4kEgkaGhoIJloQUFB4PP5Jv9dUFAQRCIRpFKp0RJPQPu6OCcb6usBE51D/3XKv4IBgzSFNvhbN5ct7mIc7Fl7SBkpPpz/YbuvpaNcNq5Rw5AhQ0iuUn/E398fkzwmQQghXjS+wMNSw8V9WXkZaXrQU3lsuowdOxataIUd7JCdpu9kq6+vJ6Hvt3EbABChjgAf/H7rOOS69FZXV3fYpZfbCPDx8en1rpO9jW55cXJyMj4a/RFCPUIBAOsi1uHRo0dQKpXw9vbG0KFDu/35J02aBB6Ph6KiIiLWcyWj5/LPgWVZIrLJ5XKTGwzGXk9iYqKB++3Bgwc94sp7HaiTjUKhUCgUiiVjUSLb8OHDkZqaikePHuHjjz/GunXrSHkdAIOdZJZlO9xd/pd/+RdIJBLyp71cJ0rn0M3+ysjIwPr167Fx40b4+/sTkaGjHXPdzo//eec/9X6XW5OL/+/B/wcA+Prtr2En7J2Q/tfFzs4OM2fOBADcuHFDbwFRVFSEuro6WFtb95qzacyYMbC1tUVdXR1xsXAust7MY+MQCoXw8fEh4+goj42Dz+cjNFS7+DXmxmlsbERTUxNknJil0QANDUYfK9QjFO+FvodCaMU1bgwKlQLPM7TvjXOIMxxFju2OqT2RjWXZfl8qysEwDCaOmYgRGAFA62ZrS3JxMuSQw5pnjdFePZ/x5eDgAKlA6/yxrbDVy83jXGxeAV74veJ38MBDFKLg6+ur15ilP2FjY4OQkBAA7bvZensj4E0gJCSEuL+SHifh1rpbuPHBDcwImIHHj7U5glOmTOkRh6OzszMiIiIAvHKzzQiaAZGVCKWNpUitSNVrBtO2tN0Y3KaWQqHAo0ePyM+lUmmPufJeB+pko1AoFAqFYslYlMgmFAoREhICsViMv/3tb4iIiMBXX30Fb29vADBwrVVVVbXrkgK0ZaVcx1LuD6V70M3+unfvHhwdHREQEEAWstwCpiNI58dn15BQmgBAu+D79OKnUGqUmD90Ptnhf9OJjo6Gn58fFAoFrl69Sn7ONTyIiIiAUCjslbEIhUKMH691Dt29excsyxKRrbdLRTm45y0sLCRjMcdVwYlVubm5Bs0GOOHcw88P4L7fJnLZAODfpvwbilEMNdSor69HfX099l3eB0eNI1rRio8WfdTheHx9fcEwDJqamkhzD46KigrU1tZCIBBgxIgRHT6WpTN69GhE8iMBACcyTkCl0f98HpdrxYpw13BY8a16ZUzDfYdDAglErAj3Eu4BACQSCWkE8tThqXbstqPhBKd+L4bqloyaajKjuxHQ398PjrbuL3uePaYHTUdCQgLkcjk8PDxIJmRPMHnyZDAMg4KCApSVlcHWyhaxwdpYjHN558Dj8UiDHHNKRnVfT0JCAhHmetqV11lod1EKhUKhUCiWjEWJbG1hWRZyuRxBQUHw9vbGtWvXyO8UCgVu376NiRN7Nkib0j5c9pdEIkF6ejokEgkpxzI390W38yOXzRafGY8bRTdgI7DB13O/7vOdd3Ph8XiYN28eGIZBZmYmnj17hqamJuTm5gLo2YYHxhg7diysra1RU1OD9PR0lJWVAej9pgccnMiWmZkJtVoNR0dHuLu7d/jvAgMD4ejoCLlcjqdPn+r9jnOT+fv7A25u2h+ayGUDgAjvCLw9/G1Swvj06VMUpBYAAOyH2MPF3qXD8QiFQiLwt3WzcW6hYcOG9VgH2TcJa2trLB69GLawRY2sBjeLbpLfaTQaZEq078fEwN67Vof4huAJtF0UHz54SLouajQaBAQG4MCzAwCAsFatq7S/i0rDhw+HlZUVGhoaTJY4cy620aNH99pGwJuArvuLE9cSErSbPT3lYuNwdX3V0ZbreLto2KuSUcD85gccoaGhcHd3h1wuR2JiImQyGXHlvQkuNuBVuahMJoNSqezj0VAoFAqFQqF0DosR2f71X/8Vd+/eRXFxMTIyMvCXv/wFt27dwpo1a8AwDLZv346//vWvOHv2LDIzM7F+/XqIRCKsXr26r4c+oGmb/XX37l1oNBoEBQV1Kv/uXyb/C3gMDxeeXsCt4lvYcXUHAOAvU/6CIS59mx/TWXx9fUm51cWLF5GYmAiWZREYGNjr3QttbGwwbtw4MhaNRgNHR0fS+bW34cpUOTfNkCFDzFr0MQxjMsBdT2TjBLt2nGyA1s3GlYxeun4JTmonyCDDh++0n8Wmi7HmBwOpVFSXceJxCINWsDqcepj8vLa2Fi9YbTfbaSHTem08np6eaEADmtAEhVSB+/fvIyUlBQAg95ejQdYAHxsfBCMYgwcP7vV8wt7GysqKuCqNlYz25UZAX9PW/XX//n20trbC1dW1V0r7uefOzc1FZWUl5g+bDwYMUspTUNpY2mmRTff1PHz4EPfu3SOuvDfFWWttbQ0rK62rlZaMUigUCoVCsTQsRmSrrKzE2rVrMXz4cMycORMJCQm4fPkyZs+eDQD485//jO3bt+OTTz6BWCzGy5cvcfXq1X6/OLIEdLO/Xrd72VC3oVg5aiUAYN7ReahorsBQ16H454n/3O3j7Q1mzJgBOzs71NbWEodCX+UcjR8/HkKhEAqFAoDWxdZXbgYbGxtS/g2YVyrKwYlW+fn5kMvlAACVSoXy8nIA2sYK5jjZAGCM3xh4+Hlo//IPI4X1IGt4OHqYPR5ORH758iX5WUlJCRobG2Ftbf1GlGX1Fr6+vpjmNg0AcDb3LOQq7efztOQpqlENAJgY0HtONk9PT/jBDw+g7T598+ZNqFQq+Pv741DxIQDAOME48MAbMGJoe116nzx5onX5BQR0GMHQHxk5ciTc3d0hk8nI9XrKlCng8Xp+CuXu7k7EvLt378LTzhMTArQbV+fzzpPGKeaKbID2s3ZxcUFrayvu39d22O1pV15nYBiGloxSKBQKhUKxWCxGZNu/fz+Ki4shl8tRVVWF69evE4EN0E7K/uM//gPl5eWQyWS4ffv2gFkcvenoZn8BWrfS62R+/WXKX8CAQatKu5j4dt63sBZYZrmdjY0NYmNjyd9FIlGPZvu0h62tLcaMGUP+3hdND3TRPTc6I7J5e3vDzc0NKpWKuG4qKiqgVqshEong4uJitpMNAL6Y9QVaoT3X5JB3ysUGvHKylZeXk5w4ruHHyJEjIRAIOvV4ls7KiSvhCEc0q5px8elFAMCdQm2gu5fQC172vSfeeHh4wB/+SEISpHiVZeU3yg8JZQmw4lkhpDkEPB6PNNXo7wQHB8PW1hYtLS0oLi4mP9doNMTlN1AaHrSFx+MR9xegbUrAlXH2BtxzZ2Vlobq6Wq9ktLNONsDw9bi5ufVawx1z4TZIqZONQqFQKBSKpWExIhvFshk7dixsbGwAvH7uS6hHKJaGLgUALA9bjtnBszv4F2824eHhJPssMjKyT0WXCRMmkPKcoKCgPhsH8EpY8/Pzg52d+R1jjZWMcqWa/v7+2nPOTCcbAEwZPAVNdloXBd+fDx8XH7PHAgAuLi4QiURQq9UoLy+HWq0m3ZAH4gZA+KhwRPC13RLjHsUBABLLtR0NI90je3UsQqEQw52HAwDuQ+vk8fX1xa9VvwIAJrtNhj3sERISotfBsT/D5/OJ0M+JwQBQUFAAiUQCW1vbASM4GmPUqFGkw+zkyZPB5/N77bm9vLxIKee9e/cwf9h8AMDt4tvkvtoZkQ3QZus5OzsD0L6e3nDldQbaYZRCoVAoFIql8mbNqij9FhsbG3zwwQdYsWIFgoODX/txflzwI76f/z32L9rfjaPrGxiGwbJlyzB//nxMmzatT8diZ2eHdevWYc2aNWQh2VcMHToUS5cuxZIlSzr9bzl3SWFhIVpaWkipJucq64yTDQD+ae0/wTnCGf+69l87PRaGYcjzlpaWoqioCFKpFHZ2dn0uZPYFQqEQS0doRfLrJdfRKGtEliQLADBp0KReH4+vty/84IeHeAjnCGfMXzwfRzOPAhg4DQ/awn1/cnJyiPuSK/Hv642AvobH42H16tV49913ER0d3evPzznPMjIy4MZoNwtaVa3APxrymtNdVBc+n481a9ZgyZIliIiI6Naxdgeck42Wi1IoFAqFQrE0qMhG6TV8fHy6HKzsYuuCj8QfwV5o302j6ltEIhHEYjFxkfUlfn5+CAkJ6ethgGEYhIWFvZbY5+bmBh8fH7Asi+zsbD0n2z8O0P7XDCcbAAR5BeGLxV/AVvh6biZdkY1z14WGhr5xrpHeYsWUFXCFK5SsEgcTDuK55jkAYPaI3nelciWjGmiQzqTj3PNzaFY0I9gpGG7NbhAIBBg+fHivj6svCQwMhIODA+RyOQoKCtDQ0ID8/HwAA6/hgTHc3NwwevToPsku8/X1xdChQ8GyLBIfJsLLTlteLYNM+1+ZrNOP6e7ujvDw8Dcmi00XmslGoVAoFArFUhmYKz0KhdJv4dxHCQkJaGxsBMMw8PPz0/6yk062rsKJbC9evEBOTo7e+AYiXl5emOw4GQDwt3t/gwwyWMEKMX69L+B4eXnBH9rP52HpQ/yQ9AMAYJbzLDBgMGLECAiFwl4fV1/C4/FINldmZibJYgsKCoIbJ1BT+gzOzZaWlgYfO235epNGK0J1tlz0TYdmslEoFAqFQrFUqMhGoVD6FZyIVfsPIc3T0/OVWNJJJ1tX8fPzA8MwaG5uhkKhgJOTE+k6OlDZNG4TAKBCVQEACBGFwIrf+05OT09PIrLl1OQgrTINNgIb+NdqfzZQxVCuZDQvL2/ANzx40wgICEBQUBA0Gg1sFNostgZ1A4DOl4u+6VAnG4VCoVAoFEuFimwUCqVf4ejoqNehlJSKAr3uZBMKhfDyetU1c9SoUW9kaVZvMm/sPPgyvuTvUR5RfTIOV1dXOPGd4AIX8rP5g+ZD3ayGjY1Nl7IjLRkfHx+4urpCpVKhpaUF9vb2A65s9k1m6tSpAABWwgIAahTaDYP+6mRramqCRqPp49FQKBQKhUKhmA8V2SgUSr9D14Wk5xzjnGy1tQDL9spYdEW+geqO0kUgEGBe4Dzy98mDJvfJOPh8Ptzd3RGAV+fHOME4AMDIkSMHbMi/bpdeAIiKiurVTpqU9hk8eLA2O4/VilDl8nIA/U9ks7e3B8MwYFkWLS0tfT0cCoVCoVAoFLOhIhuFQul36DYXMCqyqdWARNIrYwkMDASgDdrXdbUNZD6f/jkAgAGD2NDYPhuHp6cnAqH9fCK8IqB5rnXMDHQxVPf190UnTUr7TJ06FY7QllO+aH4BAJDL5VCr1X05rG6Fx+PB3l7b4IjmslEoFAqFQrEkBuZWPYVC6deIRCKsWLECMplMv0upjQ1gZwe0tGhz2Zyde3wsYWFhaGxsRHBw8IAvFeUIHxSO3RN2Q82qEezVd2WZnp6eiEQkHDwdsDZmLR5ffAx7e3sMHjy4z8b0JuDh4YElS5ZAIBDAuRe+I5TOMWTIEAxyHgQ0APl1+ZgMrRtUJpPBzs6ubwfXjTg4OKCpqYnmslEoFAqFQrEoqMhGoVD6JcOGDTP+C3d3rchWWwuEhPT4OHg8HiZNmtTjz2NpfBH7RV8PAZ6enhBAgCmYgtYSbbmdrgtyIMM1QKC8eTAMgykRU7Dr9i6Ut5bDxsYGMpkMra2t/Upkc3R0RFlZGXWyUSgUCoVCsSjoSoJCoQwsernDKOXNhSvframpQW5uLgAqLlEsgxniGQAAJZTgCbRTuf6Wy6bb/IBCoVAoFArFUqAiG4VCGVj0codRypuLo6MjrK2todFooFQq4eLiAj8/v74eFoXSIU72TnASOAEAZEoZgP4nsjk6anPnqMhGoVAoFArFkqAiG4VCGVhQJxvlHzAMA09PT/L3sLAwmptHsRgCnbVNO5rkWhFKKpX25XC6Hc7JRstFKRQKhUKhWBJUZKNQKAML6mSj6KArstFSUYolMcRtCABABupko1AoFAqFQnlToCIbhUIZWFAnG0UHLpfN09NTT3CjUN50/B39AQBSaB1s/U1ko042CoVCoVAolgjtLkqhUAYW1MlG0SEiIgJVVVWIiIjo66FQKJ2CE9la0AIAqKys7MvhdDuck02hUEAul8Pa2rqPR0ShUCgUCoXSMdTJRqFQBhbUyUbRQSgUYv78+fD39+/roVAonSLAMQAAoLBWAAAqKir6cjjdjlAoJMIadbNRKBQKhUKxFKjIRqFQBhbUyUahUPoBnJNNwpMA0ApR/S2/jOayUSgUCoVCsTSoyEahUAYW1MlGoVD6AZzIViF/5WB78uRJXw2nR6C5bBQKhUKhUCwNKrJRKJSBha6TjWX7diwUCoXymvg5+gEAJBoJ+VlycjI0Gk1fDanboU42CoVCoVAolgYV2SgUysCCc7IplQBduFEoFAvFRmADD5EH6S4KaB1fBQUFfTiq7oU62SgUCoVCoVgaVGSjUCgDC5EIsLXV/j/NZaNQKBZMgFMAWtGq97OkpKQ+Gk33w4ls1MlGoVAoFArFUqAiG4VCGXjQXDYKhdIP8Hf0hwwyvZ89ffoUDQ0NfTOgboYrF6VONgqFQqFQKJYCFdkoFMrAg3YYpVAo/QB/B3+wYMEKtPmS/v7aZggpKSl9OaxugzrZKBQKhUKhWBpUZKNQKAMP6mSjUCj9gACnAACAiqcCAAwdOhSAVmRTq9V9Nq7ugnOyNTc394vXQ6FQKBQKpf9DRTYKhTLwoE42CoXSD/B31DrXuFw2Dw8P2Nvbo6WlBXl5eX05tG7Bzs4OPJ52qtrc3NzHo6FQKBQKhULpGCqyUSiUgQd1slEolH4AJ7I1s1oBSi6XIyoqCkD/aIDAMAwtGaVQKBQKhWJRUJGNQqEMPKiTjUKh9AMCHLXlog2qBgBAa2sroqOjAQBFRUWo7QfXOE5ko80PKBQKhUKhWAJUZKNQKAMP6mSjUCj9AD9HPwBAE6t1ebW2tsLZ2ZlksyUnJ/fZ2LoLLpeNOtkoFAqFQqFYAlRko1AoAw/qZKNQKP0AG4EN3EXuJJNNKpUCAMRiMQAgNTUVKpWqz8bXHVAnG4VCoVAoFEuCimwUCmXgQZ1sFAqlnxDgGEBENplMBgAICQmBo6MjWltbkZ2d3ZfD6zI0k41CoVAoFIolQUU2CoUy8KBONgqF0k/wd/QnIltrq/a/PB4PMTExACy/AQJXLkqdbBQKhUKhUCwBKrJRKJSBh66TjWX7diwUCoXSBQIcAyCFtkyUKxcFgKioKDAMg5KSElRWVvbV8LoMzWSjUCgUCoViSVCRjUKhDDw4J5tcDugsSikUCsXSMOZkA7RlliNGjABg2Q0QdDPZWLopQqFQKBQK5Q2HimwUCmXgYWcHCIXa/6e5bBQKxYIxJbIBrxogpKWlQaFQ9PrYugNOZFOpVCRzjkKhUCgUCuVNhYpsFApl4MEwNJeNQqH0CwKcXjU+UCgUUKvV5HdBQUFwdXWFQqFAZmZmXw2xS1hZWcHW1hYALRmlUCgUCoXy5kNFNgqFMjChHUYpFEo/wN/RHzLIwEJbSqnrZmMYpl80QNAtGaVQKBQKhUJ5k6EiG4VCGZhQJxuFQukH+Dn4gQVrsmQ0MjISfD4f5eXlKCsr64shdhnaYZRCoVAoFIqlQEU2CoUyMKFONgqF0g+wtbKFu8jdpMgmEokQGhoKwHLdbJyTjZaLUigUCoVCedOhIhuFQhmYUCcbhULpJ7TX/AB41QAhMzPTIpsH0HJRCoVCoVAolgIV2SgUysCEOtkoFEo/QVdkk0qlBr8PCAiAh4cHlEol0tPTe3t4XYYrF6VONgqFQqFQKG86VGSjUCgDE+pko1Ao/YQAx4B2nWwMwxA3W1JSEliW7dXxdRUqslEoFAqFQrEUqMhGoVAGJtTJRqFQ+gkdlYsCwOjRo2FlZYXq6mqUlJT05vC6DC0XpVAoFAqFYilQkY1CoQxMqJONQqH0EwIcAyCFtkzUlMhmY2ODUaNGAbC8Bgick00qlUKlUvXxaCgUCoVCoVBMQ0U2CoUyMKFONgqF0k8wx8kGvGqAkJ2dbTS77U3F1tYWfD4fANDc3NzHo6FQKBQKhUIxDRXZKBTKwIQ62SgUSj/BXJHN19cXPj4+UKvVSE1N7aXRdR2GYWjJKIVCoVAoFIuAimwUCmVgwjnZpFKgnUUphUKhvOnoimzNLe07vTg3W3JyskU1QOBKRqnIRqFQKBQK5U2GimwUCmVg4ugICATa/6duNgqFYsHYWtlCaC0EADRL2xfZRo0aBWtra9TV1aGoqKg3htct0A6jFAqFQqFQLAEqslEolIEJw9BcNgqF0m9wtncGAMhl8naPEwqFGD16NADLaoBAy0UpFAqFQqFYAlRko1AoAxeay0ahUPoJHs4eAACNSgO1Wt3usTExMQCA3Nxci3GGcSKbpYyXQqFQKBTKwISKbBQKZeBCnWwUCqWf4OPkAw00ANpvfgAAXl5e8PT0BMuyePnyZW8Mr8vQclEKhUKhUCiWABXZKBTKwIU62SgUSj/B38kfMsgAAFKptMPjOWeYTCbr0XF1F7RclEKhUCgUiiVARTYKhTJwoU42CoXSTwhwCiAdRjtysgGAra2t2ce+Ceg62SypKyqFQqFQKJSBBRXZKBTKwIU62SgUSj/B39G/UyKbjY0NAMtzsqnVarOcehQKhUKhUCh9ARXZKBTKwIU62SgUSj8hwDEAUmjFJ3NEKEtzsvH5fIhEIgA0l41CoVAoFMqbCxXZKBTKwIU62SgUSj/Bz9GPONnqm+o7PN7SnGzAq5JRmstGoVAoFArlTYWKbBQKZeBCnWwUCqWfILISgeVrs8qqJdUdHm9pTjaAdhilUCgUCoXy5kNFNgqFMnChTjYKhdKPENoIAZjnZLNEkY12GKVQKBQKhfKmQ0U2CoUycKFONgqF0o+wE9kBABpbOhahLLFclBPZqJONQqFQKBTKmwoV2SgUysCFc7I1NwNyed+OhUKhULqIo722nNIcd5olOtlouSiFQqFQKJQ3HSqyUSiUgYuTE8D7x2WQloxSKBQLx81B685VypQdHqsrsrEs26Pj6i5ouSiFQqFQKJQ3HYsR2f72t79hzJgxcHBwgKenJxYvXoy8vDy9Y1iWxX/8x3/A19cXtra2mDZtGrKysvpoxBQK5Y2Hx3tVMkpFNgqFYuF4OXsBAFhlx6IZVy7KsiwUCkWPjqu7oN1FKRQKhUKhvOlYjMh2+/ZtfPrpp3j06BGuXbsGlUqF2NhYtLS0kGP+3//7f9i5cyf27NmDxMREeHt7Y/bs2bSsgEKhmIbmslEolH6Cr6svAICn7nh6Z2VlBd4/nLyWksvGiWwymQxKZcduPQqFQqFQKJTexmJEtsuXL2P9+vUICwtDREQEfvrpJ7x48QLJyckAtDuxu3fvxl/+8hcsWbIEo0aNwqFDhyCVSnHs2DGTjyuXy9HY2Kj3h0LpLerr63Ht2jU9sZjSy7TTYbS6uhrXr1+3qMwiCoXy5tLa2orr16+jtoecs4M9BgMArGDVoQjFMIzF5bJZW1vDysoKAM1lo1C6k9zcXDx69KhLpePcnFYqlXbjyCj9kYyMDKSkpPT1MCiUHqPTIttPP/2EU6dOGfz81KlTOHToULcMyhwkEgkAwNXVFQBQVFSEiooKxMbGkmOsra3x1ltv4cGDByYf529/+xucnJzIn4CAgJ4dOIWiw4ULF/DgwQNcuXKlr4cycGnHyXb+/Hncv38ff/zxRy8PikKh9Edu3bqF+/fv4/z58z3y+EHuQdBAAwCollR3eLyliWwMw9BcNgqlm5FIJDh16hSuXLmCZ8+evfbjcHNaOmeitEd9fT3OnDmD8+fPo6ysrK+HQ6H0CJ0W2f77v/8b7pzzQwdPT0/89a9/7ZZBdQTLstixYwcmT56MUaNGAQAqKioAAF5eXnrHenl5kd8Z41/+5V8gkUjIn5KSkp4bOIWiQ319PQoLCwEAmZmZPeZsoHSACSdbZWUluR6kpqbSBR2FQukSCoUCaWlpAIDnz5+jpgdK1O2EdpBD2ym5uLq4w+O5XDZLKRcFaIdRCqW7uX//PjQarTjPVQh1lrq6Or05rZx2bKeYQPcce93zjUJ50+m0yPb8+XMEBQUZ/HzQoEF48eJFtwyqI7Zt24b09HQcP37c4HcMw+j9nWVZg5/pYm1tDUdHR70/FEpvoHtjYVkW9+7d68PRDGBMONmSkpLI/6vVaty/f783R0WhUPoZWVlZegtP3WtMd6LiqwAApXWlHR5raU42gHYYpVC6k6amJr2yvdzc3NcSsHXntAqFAhkZGd0yPkr/Qq1W48mTJ+TvGRkZFrXJQ6GYS6dFNk9PT6Snpxv8PC0tDW7cYrUH+eyzz3Du3DncvHkT/v7+5Ofe3t4AYOBaq6qqMnC3USh9jUqlIjeZSZMmAQDS09PR0NDQh6MaoBhxsikUCnKd4z6flJQUNDc39/rwKBRK/4AT1biNyrS0tB4J72estBuLlQ2VHR5LRTYKZWDz4MEDqNVqBAQEIDAwECzLdjorS6VSITU1FcCr61tSUlKX8t0o/ZOcnBxIpVI4ODjA3d0dSqWSCrKUfkmnRbaVK1fi888/x82bN6FWq6FWq3Hjxg188cUXWLlyZU+MEYDW6bNt2zacOXMGN27cMHDTBQUFwdvbG9euXSM/UygUuH37NiZOnNhj46JQXofc3Fxyk5kxYwaGDBkCjUZD3Wx9gREnW0ZGBhQKBVxdXTFz5kz4+/tDpVK1m+9IoVAopigrK0NZWRl4PB6WLFkCZ2dnyGQyZGVldftzCawFAIDaxo4jCGi5KIUycGlpaSHi/9SpUyEWiwFoNxW58lFz0BVO3nvvPQgEAlRWVuLly5c9Mm6K5cI5HqOiosj5RgVZSn+k0yLbf/7nf2LcuHGYOXMmbG1tYWtri9jYWMyYMaNHM9k+/fRTHDlyBMeOHYODgwMqKipQUVFBdl8ZhsH27dvx17/+FWfPnkVmZibWr18PkUiE1atX99i4KJTXgZvUREdHg8fjYerUqQBo9lef0MbJxrIs+XxiYmLAMAz5fJKSkmjXLAqF0mm4hUVoaCjs7e0RHR2t9/PuxNZG605raG7o+FgLdLJRkY1C6R4ePnwIlUoFX19fBAcHY+TIkRCJRGhsbMTTp0/NfhzuOhYdHQ07OzuEhYUB6LmSeIplUlNTg+LiYjAMg+joaIwePRoCgQBVVVUoLe043oBCsSQ6LbIJhUKcOHECubm5OHr0KM6cOYPCwkIcOHAAQqGwJ8YIAPj+++8hkUgwbdo0+Pj4kD8nTpwgx/z5z3/G9u3b8cknn0AsFuPly5e4evUqKS2gvB4syyI1NZXuSHUT1dXVeP78ObnJANpMw0GDBll89ldTUxMSEhKgUCj6eijm08bJVlZWhoqKCvD5fERGRgIAQkJC4OPjA6VSiYcPH/bRQPsXT58+RV5eXl8PgzJAyM3N7VLXvK4gk8lIOQy3cx8VFQUej4fS0tJ2mzO9DvZ29gCAFmlLh8daopOtJ8tF5XI5Hj58iJaWjt+7nqasrAypqan9xuHx8uVLpKen95vXU1JSgoyMDIt9Pa2trUhMTASgdbExDAOBQEDmPeZuABib03LXuaysLIsS8Ck9Cye6Dhs2DE5OTrC1tSUNDF9HkG1oaEBCQkKPxC5QKF3FbJFtwoQJ+L//9/8iJycHgPYLsmzZMixYsACDBg3qsQFysCxr9M/69evJMQzD4D/+4z9QXl4OmUyG27dvky8v5fV58uQJfvvtNxw+fJhmUnUD3MRl2LBheo02OLeUJWd/nT17FpcvX8bFixf7eijm08bJxt3ow8LCIBKJAEDPzfb48WM6aewiZWVlOHbsGOLj43utYQ5l4PLy5UucOHECR48eRVVVVa8/f0ZGBpRKJdzd3REYGAgAsLe3x8iRIwF0v9vDxcEFACCXddzdz5KdbM3Nzd0ucFy5cgVXr17FL7/80qfiSXNzM37++Wf89ttvyM7O7rNxdBdyuRxHjhzB2bNnSYddS0YikeDw4cM4c+YMCgoK+no4r8WjR4+gUCjg5eWFYcOGkZ/HxMQA0G6EmZMTzF2/hg8fTr6bfn5+8PLygkql6hefN6XrKJVKci5w5xigL8h2plJErVbj2LFjuHz5Mq5fv969g6VQugGzRbaPPvoIjx8/xtixYzFs2DD88z//M+7du2exOzgU85BKpeTiJZfL9TLvKJ1H9ybD3Vg4goKCLDr7q6SkBEVFRQC0gd7Pnz/v4xGZCedkk0gga2pCZmYmAP1JAKCdQHp6ekKhUODx48e9Pcp+g0ajwYULF8jfL1y40KnsFwqls9y5cwfAq3OvN+ctuuXnYrFYr9s5d43JyMjQ6zraVTycPAAAarm6w2MtUWSzt7cHwzDQaDTd6jhraGgg9+fi4uI+DeO+fv06OSfu3Llj8XPtx48fE7fktWvXLOp8M8bly5eJe8YSPx+ZTIaEhAQAwJQpU/SuS66urhgyZAiAjt1spoQThmFo3hZFj6ysLMhkMjg7OyM4OJj83NfXF97e3lCr1Z0SZB89eoTq6moAQGJiIsrLy7t9zBRKVzBbZFu3bh1Onz6Nmpoa7N69G42NjVi+fDk8PT2xfv16nD17lmYV9UOuX7+O1tZWODs7A9B2wCwuLu7TMVkypm4yACw++4tbyHJl4xcuXIBa3fEir89xcQH+McHMunsXKpUKnp6eCAgI0DuMYRhMmTIFgPbm3p2L4oFEcnIyysrKYG1tDVtbW1RVVZHJPoXS3ZSXlyM/P5+UQr148cJoh/SeorS0FFVVVRAIBBg9erTe7wYPHgw3NzcoFIpuFXS8nbXd1q1YKzTK2y+ptMRyUR6PBzs7OwDdWzJ6//59aDQacg+7evVqn7wvxcXFZLFpZWWFqqoqiy6tVygUJGZBKBRCKpXijz/+6ONRvT75+fnIzc0FwzDg8/koLS0lG4yWwuPHjyGXy+Hu7o7Q0FCD33MC2ZMnT9qdx2VmZkIulxud04aHh0MoFKK2ttZyNl0pPYZubh+P90p+eB1BViKR4Pbt2wAAFxcXsCzb6xtoFEpHdDqTzdraGvPmzcOPP/6IsrIy/P777/Dz88O///u/w93dHQsWLLDoTCnKK0pKSvDkyRMAwLvvvksughcvXrQM8eQNpG2gflssNfurrKwMBQUFYBgGH3zwAUQiEaqrqy1DPOHztUIbgPx/OAhNfT6hoaFwc3ODTCYjWSYU82lubiaLqxkzZmDWrFkAgFu3btGGH5Qe4e7duwC05d9vvfUWAK140ltOGu6aP2rUKOIa42AYhrg/utPt4eKovZ7ZwhYlkpJ2j7VEJxvQ/c0PGhsbyXxn+fLlcHNzQ0tLC27cuNEtj28uarWaxC3ExMRg3LhxACzTLcWRlJSE1tZWuLi4YOXKlQC0C25LzPlVKpW4dOkSAGD8+PHk+8tdZywBhUKBR48eATB0sXEMGzYM9vb2aGlpQW5ursnH4oQTY3Mma2trhIeHA6ANEAY6FRUVKC0tBY/HQ1RUlMHvR40aBaFQiLq6OrOMHFeuXIFSqURgYCDWr18PoVCIly9fIiUlpQdGT6G8Hp0W2doybtw4/Nd//RcyMjKQkZGBmTNnUstmP0C3pCsyMhKBgYGYMWMGEU+4GzTFfMrLy/Hy5UvweDwSLNsWS83+4iaY4eHh8PPzszzx5B+5bLKXL2FlZWXgOOHg8XjEzfbw4UPLavDwBsCVQPn4+EAsFiMqKgr+/v5QKBS4evVqXw+P0s+oqqoiObJTpkzBhAkT4O7uDqlU2iviiVQqRVZWFgDDeACOyMhI8Pl8VFZWdpvowAlntrBFaWP7Hdu4Y2UymUWJON3d/ODBgwdQq9UIDAxEcHAw5s2bB0ArDvTmnJYrgRKJRJg5cyYmTJgAKysrlJeXW2T2l1KpJPEXU6ZMQVBQELm/WmJUwL1799DQ0AAHBwdMmzYNkyZNAp/PR3FxscXki3Kip6urq8ncaj6f32EHZN05rTHhBHhVQpqTk2OxWcOUrsOJrCNHjoS9vb3B762trcl1oSNB9unTp8jJyQHDMJg3bx4cHR0xffp0ANo55pvQtIZCATohstXX1+Obb74xOqGRSCT45ptv4OHhgS+//BJLly7t1kFSep/Hjx+jsrIStra2mD17NgDtZDw2NhYAcPv2bUgkkr4cosXBTVRM3WQ4LC37q7Kykux0Tp48GYB24RgQEAClUokrV6705fDM4x+5bCKpFKNGjSIlVMYIDw+Hi4sLpFKp2d23KPolUPPnzwePxwPDMJg/fz4YhkFWVhYKCwv7eJSU/gQn/o8cORKenp7g8/mYP38+AO1EvqysrEefPy0tDWq1Gt7e3vD19TV6jG53te66nnRGZNO91llSyWh3imwtLS3kvec2uYYMGYJRo0b1ahmSbgnU7NmzYWtrC5FIRARaS3SzpaSkoKWlBU5OTmQRPXv2bFhbW6O8vNyi7qG1tbWkUuftt9+GUCiEo6Mj2TTlIjPeZHRFz8mTJ+uV7bUlOjoaDMOgqKgINf/ovq4LJ4aEhoaS8u22+Pj4wM/PDxqNBqmpqV1/ARSLQy6XkziEtlnHunC/y83NNSnItnWSenl5AQDGjh0LLy8vyGQy2gSB8sZgtsi2Z88e3LlzR68bIoeTkxPu3r2Lb775plsHR+k6JSUl2Lt3LwmHNIfGxkbcvHkTADBz5kzY2tqisLAQDQ0NGD16NAIDA6FUKnH58uVOjaW6uhqFhYUWN0k0RVVVldk5HLo3GV1HQ2trKzIyMvRuKJ3N/lIoFMjOzkZdXV1nX0K3wC1kQ0ND4eGhDdzWFU+ys7Pf+B141T/KRUWtrSYdJxw8Ho+IiQ8ePIBKpWr3eI1Gg5ycHFRWVnbPYC2QtiVQfn5+5Hfe3t4YO3YsAG0pekfvpy5N/2hUYUniAKV3qK2tJS4y7noKaHPQesNJ017Dg7Zwi4vMzMxucS9zIpsQQpQ0tF8uKhAIIBAIALyeyKZUKpGdnd3rrmtj5aJlZWXIy8vr9ByDu477+fmRwHcAiI2N7dUyJN0SqIiICEgkEjx79gwTJkyAQCCwuOwvlUpFRCnO8QVoG1fMnDkTAPDHH39YhMOJZVkSlRISEkI6AwPa18YwDAoLC/ukBJZlWdy/fx8lJe1/1wHjoqcpnJycMHToUACGGwDmCifAqzlvcnKyWd/N7prTVlVV4enTp/0m3iY9PZ3kRloSGRkZUCgUcHNzw+DBgwFoz9nExEQ9I4G3tzf8/f2h0WhI6X5b7t+/j/r6ejg4OJD4B0A7L+c20FJTUy3GVdoTsCyL/Px86uh7AxCYe+Dp06fx97//3eTvP/zwQ/zTP/0T/vKXv3TLwCjdw+nTpyGRSPDdd98hODgYEydORFBQULsT/qtXr0KhUMDPzw/h4eE4e/YsMjIyYGtriy1btmD+/Pn48ccfkZubi/z8fL3W36ZITU3F77//DrVajaioKMyfP59MuCyR5ORkXLx4ERqNBmKxGG+//Xa7r0f3JjNo0CAAWgdYfHw8GhoawOPxMHLkSIjFYgwaNAihoaG4desWamtrkZiYSEQdXaqrq5GUlIS0tDTI5XIIhUIsWbIEw4cP77HXbWwM3EKWcwBweHl5Ydy4cXj06BEuXryITz75hCzm3jRqAXgB8BIITDpOdImIiMCdO3cgkUiQkpJCRKK2yGQynD59moiMAQEBEIvFCA0NfWPfi56gbQlUW6ZPn46srCzU1dXh/v37epMnU7x48QInTpyAVCqFQCDAqFGjMGbMGLM+P0r/5+7du2BZFsOGDYOPj4/e72bPno28vDyUlZUhOTkZY8aM6fbnLy4uRl1dHYRCocmSLA5/f394eXmhsrISaWlpGD9+fJee29ramvx/WX3Hbj1bW1s0NTWR3CxzkUgkiI+PR0VFBZydnbFy5UriLOhpOJGNuwbrlnWGhYXhnXfegZWVVYePI5VKSb7m1KlT9eZGDg4OmDFjBi5fvozr169jxIgRJh07XaVtCZRCocC+ffvQ3NyM8PBwREZGIikpCXfu3NETAt9kUlNT0dTUBAcHB4NywpiYGDx58gTl5eW4du0a3n333T4apXlkZ2fj2bNn4PP5mDt3rt554uLigoiICKSmpuLOnTtYtWpVr41LqVTi0KFDRNxbsmQJyUFri67oOXnyZLPm4GKxGPn5+UhLS8OMGTPIdyo9PR1KpRLu7u5kTmuKsLAwXLlyBQ0NDSgsLERISIjR47pzTtvY2Ij9+/dDoVDA3t4e0dHRiI6OhpOTU6cfq6/RaDQ4efIkaX5y584dkgdozPjyJqG72RQTE4PW1lY8efIE9+/fJxszGRkZ2LBhA3g8HsRiMUpLS5GcnIxJkybpOS1ra2tx7949AFonqe59DtDOr6OiovDkyRNcuHABH374YbtOzf7K3bt3cfPmTYSHh2PJkiV9PZwBjdlnX2FhIdnRMMbQoUNpqc8byJgxY8iNtLCwEIcPH8aePXvw8OFDozvPhYWFyMrKAsMwmDZtGg4dOkR2q1pbWxEfHw9nZ2eyCLh06RJpY24MjUaDK1eu4LfffiO7SU+ePMHPP/9skSo758j5/fffyW5SUlISjhw5YrIbqDFHQ25uLvbv34+GhgYIhUJoNBpkZWXh0KFD+P7775GUlETeY93sL7VajczMTBw8eBDfffcd6RAlFAqhUCgQHx9PFpe9AXfDGz58uNHF1bRp0+Dg4ID6+npy7JsGy7Io/YeDY5CZCyg+n49JkyYB0O6sGdspra2txb59+1BQUAA+nw8ej4eSkhKcPXsWu3btwrVr11BfX999L+QNxVgJVFusra0xZ84cANoJQkc72CkpKTh06BCkUimEQiFUKhVSU1MRFxeHuLg4PHnypN3rEqV/U19fTzqIthX/Aa2TZsaMGQB6zknDXfNHjx5tsBhoi24DBHPdHh09Hk+ond7VNBiWebXldZofvHjxAnFxcaioqAAANDQ0YP/+/SQDr6fh7r/Pnz/H+fPnUV5eTq6zWVlZOHDggFmRFo8ePYJSqYS3t7fROe6YMWPg7e3do2VIxkqgbt68Sc7LjIwMlJSUgM/n4/nz5xbRqVGtVhNBZ+LEiQabSrrOkze9a71cLieVG5MnT4arq6vBMZMnTwbDMMjPz++1DD+JRIJ9+/bpuefOnDmD27dvG72G6IqepnKB2xIcHAwnJye0trYiOzsbgKFw0t6mPaDtkBsREQHAMG+rp+a0V65cIfPm5uZm3LlzB1999RXi4+NRUFBgMRU1MpkM3377rV53YYVCgTt37mD37t04efIknj179sa+npcvX6KyshI8Hg+lpaXYuXMnrl+/rnevKS0txa5du9DY2IjQ0FDY2NhAIpHoaQosy+LSpUtQq9UIDg7Wc5LqMmvWrAHdtb6+vp5UF/V0HAalY8wW2fh8frsfWFlZ2YBUjN90Jk2ahC+++EJPAKmrq8PVq1exc+dO/PrrrygtLQXLslCpVKSka+TIkfjtt99QVlYGW1tbLFmyBPb29qiqqsLZs2cxdepUODo6oqGhwaR4IpPJcOzYMdIk4a233sLq1athbW1tMEG3BKRSKY4ePUp2vadPn46VK1dCKBSiuLgYcXFxqKqqMvh33E1GIBBg9OjRuHPnDk6cOAGlUomgoCBs374dW7duRXR0NKysrFBdXY1Lly7hypUrpN39vXv38Mcff2DXrl04ffo0nj9/DoZhMGLECLz//vv485//TNwYN27cwOnTp3tcZKirqyMCrLGFLKAvnty7d6/PSlrb49mzZ6j/xyTRvYPJoi5RUVGwt7dHY2OjQdZIQUEB4uLiUFtbC0dHR2zatAnbt2/H9OnT4ejoCKlUigcPHuDrr7/G0aNHkZeXZ3ElAObStgTKFGFhYQgKCoJarcbly5eNTho1Gg0uXbqE8+fPQ6PRIDQ0FH/605+wYcMGhIeHk/vUuXPnsHPnTly+fNlolgylf3Pv3j2wLIvg4GC90mRdxGIxfHx8IJfLu108aW5uJjmVHZVScYwePRpWVlaoqanpFhHF2kYr7NU1dXzN5XLZzC0X5UTulpYWeHt748MPP8SQIUOgVCpx8uRJk4v8rqJWq8lm1Llz5wBoF18uLi6YNWsWduzYQbpbV1RUIC4urt0SOplMRsqV2rrYOHqjDOnevXt6JVAVFRVkXNOmTYOtrS0qKyvJ+Cyhk2VGRgYaGhpgZ2dn8jvg5+dnEV3rb926hebmZri4uBitKgAANzc34ljtjc+npKREb86pu3l169Yt/PLLL3qNmXRFz0mTJpntpOfxeHobAIBWFKmqqoJAIGj3nq4L9xj5+flobGxEQ0NDh3Na7ty4ceMGzpw5Y/actqCgANnZ2WAYBps3b8bSpUsxePBgsCyLvLw8HD16FN988w3u379vcnP8TaCyshK7du0i8+YRI0Zg8eLFZK3NsixycnL0zBNv0uuRy+Ukk1mj0SA7O1vvOx4bG0vOi+bmZnz99dd4+fIlEYB1BdmcnBwUFhaCz+dj3rx5JoVdkUhkeY3XuglOiOQiV+rr69/Ya+pAwex6paioKPz6668myxjOnj1rsrsMpW9xcHDA5s2b8fvvv5PgcRsbG8hkMqSlpSEtLQ3e3t5wcnJCXV0drK2tkZeXB7VaDQ8PD6xatQouLi5wdnbGoUOHkJubi0ePHuHtt9/GyZMncf/+fYwePRpu/wiPB4CamhrEx8ejtrYWVlZWWLx4MUJDQwEAmzdvJr87cOCA3u/eVKqqqhAfH4/6+noIhUK8++67GDFiBABg06ZN5Hf79+/X+x2g31XnwoULZDdw7NixmDNnDng8HmxtbbFw4ULMnj0b6enpSEpK0svR0520mbK+z5s3D15eXrh48SIpvVuxYkWP2eO5hWxISEi7JXqhoaEYMmQInj17hosXL2LNmjUd7nz2JsnJybARiQAA/E44ywQCASZOnIirV6/i3r17iIqKAsMwePToEa5duwaWZREQEIDly5eTRhdTp07F5MmTkZ+fj6SkJBQWFqKgoAAFBQVwdHRETEwMoqOj222MYUnolkBxGX2m4Mqkvv/+ezx9+hS5ubl6u5Wtra04deoUySSaPn06pkyZAoZhEBgYiMDAQMyZMwepqalISkpCQ0MDEhISkJCQgMGDB0MsFmPEiBEWXaZO6RiJREJEb1PiP6BdPM6bNw/79+9HWloaIiMjSV5MV3ny5Ak0Gg38/f3h7e1t1r+xtrZGeHg4UlJSkJyc3OWxiEQitDa2oqmlqcNjzXWycc50TgAKDQ3FO++8A6FQiDVr1uDq1atISEjArVu3UFVVRX7XVSQSCZKTk/HkyROjrsOtW7cSoXDQoEHYsmUL4uPjUVlZiYMHD2LBggVG56eca8bDw0Pvnt0Wf39/REdHIyUlBRcuXMDWrVu77TpiLEyfa7QQFhaGt956C6NHj0Z8fDwRVLjsL1MCcl+j0WjInIXrjmqKGTNmIDs7m3St5xzibwoVFRXEETNv3rx2xakpU6YgIyMDOTk5qKqqgqenZ4+M6cmTJ3rVFACwdOlSJCYmEnE/OzsbtbW1WLlyJZydnZGenk5ET65rqLlERUXh1q1bKCkpQWVlJRHbRo0aZdSZbgwPDw8EBgbixYsXOHToEOrr64kQz81p25Y/zp8/H15eXrh06RIyMzPJ62mvRFKlUhFX6NixY+Hn5wc/Pz+EhYXplaPW19fj+vXruHnzJsLCwiAWi+Hv7//GzE0zMjJw9uxZ8h7NmDGDZIt6eHjgxIkTaGxsJO5dzjzxxx9/YNSoURCLxfDz8+uT11NZWUneZ04Y5fF44PF4UKlUsLW1xbJlyxAUFARAK7afP38earUahw4dwsSJEwFo548SiQQ2NjYdOkl14UpGS0tLcfXq1QHTjDEvLw9Pnz4lTcXUajXq6+vh7u7e10MbsJhtPdu2bRv+/ve/Y8+ePXrKqFqtxjfffINdu3bh008/7ZFBUrqOQCDAO++8g9jYWDAMA5lMBk9PT4wcORJ8Ph8VFRXEjiyXy6FWqzF8+HBs2rSJZLQEBASQHd1bt24BAEJCQkgJJXczKCgowL59+1BbWwsnJyds3LhRT0Rzd3fHpk2bEBwcDKVSiVOnTuHmzZtvrN05Ly8P+/fvR319PZydnbFx40a9Cbmnpyc2b96MoKAgKBQKnDhxgnQBa21tJZllL1++RHZ2Nng8HhYuXIi5c+cauD9tbGwQFhaG8PBwo0KLlZUVwsLCMHr0aKPiWUxMDNnJLy8v73An/3VpaGgggm17C1nglXjC5/NRWFjYa+VE5tDU1ITc3Fy0/kNkQyddT2KxGCKRCA0NDUhNTcW5c+dw9epVsCyLyMhIfPDBBwafI4/HI7u1n332GSZOnAhbW1vScGTXrl1ETHpTvxPm0LYEypwFh7u7O1lkXb58mezEV1dXIy4uDkVFRbCyssLy5cuNOk/s7OwwadIkfP7551izZg2GDx8OhmFQXFyMX375Bbt378aNGzdoZ+R+DBcMPXjwYAQGBrZ7rL+/P9lJ7y4njUajIYvQjpqotIU7Pjs7u8txCk72/7g/qIBGefu7+eaIbK2trTh69Kiew2rp0qVEROPxeHj77bexcOFC8Hg8ZGdn46effnrt7xrLsnj69Cni4+Px1Vdf4e7du2huboa9vT2mTp2K7du3k+duK7xx9+mRI0dCo9Hg3LlzuHz5sp4oIZfLicueE+vbg2sCVVVV1W1dv42VQHGLQ6FQSLq5u7i4YOPGjXrZVKdPn35j3c/cJp+trW2H34E3uWs91+yAZVmEhoaazBLj8PDwIBtDPeFm02g0uHz5Ms6dOweNRkOE5VGjRmHIkCGYM2cOETStra1RWVmJuLg4FBcXk4qTjkRPY9jb25M5b0JCAjIzMwGY79JtaWnBvXv3iKu8rq4OLMsiKCgIy5Yt03P5t0UsFmPt2rWwtbVFeXk59u7d2+6c9v79+6irq4O9vT2mT5+u9zsPDw/MnTsXO3bswMKFC+Hj4wO1Wo309HQcOHAAP/74I5KSkjpsNtbTXLp0CWfOnAHLsuDz+Xj//ff1mvf4+vpiy5Yt8Pf3h1qthlKpRGhoKLy9vaFWq5GWlob9+/dj7969SE5O1nM09hQqlYq8jz/88AOSkpKIwGZtbU2qpTw8PLBlyxYisAFaUWzLli3kvHzw4AHs7OzAsixSUlJw+/ZtNDU1wcXFxSwRfiB2rVcoFESInDhxImlCV1tb25fDGvCYLbK99957+POf/4zPP/8crq6uiIqKQnR0NFxdXbF9+3bs2LFjwKjFlgrDMJgwYQIp2ayqqsLLly+xevVqozsDra2tBp15oqKiSMj7r7/+irFjx4LP5+PZs2fIysrCgwcPcOzYMcjlcgQEBGDLli1Gd/JtbW2xevVq4oy8c+cOTp061Ss3A3NhWRb37t1DfHw8FAoFBg8ejC1bthjNHhOJRFizZg15b27evInTp08jJSUFKpWK7DSJRCKsW7fOYCeRZVk8f/4cp0+fxs6dO3Hjxg00NzfDxsYGAQEBALSfn1KpREJCAvbs2YOff/7ZwH4NvNrJ9/LyQktLCw4dOtTtrdO5hWxQUBAZX3u4ubnpiSd9PYnhSElJAcuycOBu+J28IVlZWWHChAkAtBOj1NRUMAyDOXPmYNGiRR2WZLi6umL27NnYsWMH3n33XQQEBBBb/c8//4zvvvsOjx49ssjumbolUNOmTTP7302ZMgXOzs5obGzE7du3kZ+fj3379hGRe9OmTSbzODgYhkFISAhWrlyJL774AlOmTIGdnR2am5tx9+5di8xmoXRMU1MT6QKpuyhpj5kzZ0IkEhEnTVcpLCwku++ddWj7+PjAz8+v3e5q5uJg5wAAsIUtShtL2z22o3JRTuR+9uwZEbnfeusto8JUdHQ01q1bBzs7O1RUVGDv3r2dKrHkFuRff/01jh07RrqFDh48GEuXLiULcicnJ7IoN1YSJBQKsWzZMnLtSUhIwNGjR4mQmJSUhNbWVri5uSEsLKzDcYlEIsyePRtA95UhZWdn65VAtba2ktLladOm6YkO1tbWWLFiBRGt6uvrcfDgwTfu3sCyLBGYxo8f32EeIYAuda3vSVJTU1FSUgIrKysSe9ER3KZjVlZWty5wOZGbc9UNHToUMplMT4x1dnYmz88wDDw9PSGVSvHzzz8T0fN1m7xw5116ejrUajW8vb3bdVK2ndP+8ccfeqWM8+bNwwcffIDQ0NAOXaHc3NvT07PdOW1dXR059+bMmWPy3BMKhYiOjsbWrVuxefNmREZGQiAQoLKyEhcuXMDOnTtx4cKFXu8Ir9FocODAASLii0QifPbZZwgODjY41t7eHuvWrSOlldnZ2fDy8sL69esRERFBzBO///47du7ciYsXLxqNs+kq9fX1uHbtGnbt2oWzZ8+ipKSENHLjrl9yuRwsyxoYN3Tx8fHB9u3b4ezsDABkkykxMREPHz4EAMydO9dsgbgrXestEa4Rm5OTE6ZOnUrcazQupW9h2E6uMB4/foyjR4+SxcmwYcOwevVqk931LI3GxkY4OTlBIpG88V1buoJuOSePxyM7ojweD97e3igvLyeLTzs7O0RFRRHrsUajIeUgdnZ2CAgIQG5urt7jDBkyBDExMQY3T3d3d72yUkC/86iXlxextxtDLpcjJSUFjo6Or92dkbv5h4SEGL15AVoXzrlz58iOnTkdRDl0O4/qvife3t5YuXKlngNNLpcjLS0NycnJejdAX19fiMVijBo1CgzD4KuvvkJzczPGjBmDhoYGPH36lBzr4OCA4OBgBAUF6U0qVCoVHj16hNJS7QJr2LBhiIyMbDc70c3NrUNrcVNTE7766iuo1WqsW7dOr6xJIpGQUqm2qNVqJCcnQy6Xw8/Pr8MOaV5eXl3qwFlZWUnKI4wtBjUaDRITE6FQKCAWiTD/z3+G0sEBd3/9tVPP09DQQLLpuMlFR3b29mhpaUF5eTkqKyv1vpfu7u4IDg7usJNXe8jl8i7fdFmWRVNTEymvMEZtbS2+//57qNVqLFu2rNNiQ35+Po4fPw6GYch1aNCgQVi+fDlEnOsQ2tdTUVEBf3//Dr+barUaubm5SEpK0gvZdnJygre3d5fLv2QyGUQiUae6M/YEGo0GlZWVcHFxIeJJXyGVSlFfX99r46ioqCCLycGDBxt870eOHGm002dqaip+++03WFlZ4dNPP+1Sif3x48eRn5+P8ePHG12YS6VS/PHHHybFkfr6epSXl0MgEGDo0KHtOqy8vb1NOkRTUlKQn5+Pe7iHlW+txGQfwywplUqFyspKvHjxAs+fP4eXl5dBt/Da2lrk5uZCo9GQTqnmdNiUyWTEkccwDIKDgw26vHKwLIvGxkbU1dWhrKyMXPcEAgGGDBmCkJAQo/OxmzdvorKyEuPGjUNQUBA539pSXV2N/Px84v4ZMWIEsrKyoFQqMWzYMIONM2tra4wbN87g/sOyLH766SeUlJQgNDQUy5YtM/l6ysrK2m2ooVQqcfHiRbS2thL3+uPHj/Hs2TM4OzsjNjYWSqXS6PWaC7AHtBuWoaGhetfFtggEAnh6er526RjLsigpKYFSqezwu1xdXU3mg2PHjjV7UdzS0kIE8tDQUIN5IodarUZzczMcHBy6lAPd3NwMgUBg8vUolUokJSVBpVIhKCjI5L3OxsYGrq6ueu/tnTt3UFZWhsGDB3fYKVipVJKSLlOvRyKRECcnn89HdHQ00tLSoFAoEB0drfed5XJLm5qaSE4i5/xyc3PDzJkz233fHBwc4OPjY3CusCyLb7/9lgiH8+fPN+pS5Oa0bSNPuPy9yspKPHr0CMHBwXj//ffbfW/aolAocPbsWVISO378eMyePRs8Hg8sy+LYsWMoKCjAkCFD8P7776OsrEyvYUB7KJVKVFVVoby8XM/R6+DgAFdXV0RGRppdGvs6SKVSXL16ldwXXF1dMWPGDINrUNs1FMuySEhIIBUUXEQJj8dDamoqkpOT9bKQ/f39MWjQoC6Vxmo0GlRUVKCkpITEdwDajs9clE15eTmOHz9OfjdlyhRMnz69w+fUaDQ4fvw4CgoK9H4+cuRILF++vFPjlMvl2LNnD5qbmzFt2jSTXetVKhWSkpK6nGfX0tICgUBg1saCKZRKZac3cORyOXHrBQQEwMHBAdXV1aiurkZUVBQWLVr02uOhGNIZnajTIlt/Z6CIbIB2Enzo0CHSfIDH42Hjxo3w8/NDY2MjkpOTkZKS0q2d1xiGwYoVKwxacpeUlODEiRNoaWmBSCTC8uXLDcSE8vJy/PTTT90a6G9nZ4exY8di8uTJZOLR2NiI+Ph4lJeXg8fjYe7cuZ0u+ykqKsKRI0fIYiEwMBBr1qwh5S0VFRVITExERkYGeT0CgQDh4eEQi8UGGWePHj3ClStX4OzsjG3btqGpqQmPHj1CSkpKtzc4mD17NiZMmGDyZnj58mUkJCQgMDAQ69evB8MwyMjIwO3bty3WmixqbsY//8//gAXwf/7X/wJLc7vMwt7eHlOmTIFYLNYL4z169CgKCwsREhKC1atXd3oyp1QqsWfPHjLZiI6OJiXHHNXV1YiPjyelIcYyXUzBZbPQLqQDD6FQiMjISMycOZNcj1mWxcGDB/HixYvXmsxzSCQSfPXVV2BZFp9++qnehkVxcTGuXr3aa50HOZKRDAYMotG5HKaBjo2NDT766CMDwbWyshI//vgjWJbFmjVr9EoIZTKZ0UxVCsWS8PT0hFgsNuiMfOHCBSQlJYFhGPz5z3/WEyjNndPW19fj66+/BgB8/vnnnd6UYlkWt27dwp07dwBou58uXboURUVFOHnyJPh8PmbNmoWsrCyywdyf4Colxo4dqzevKigowC+//AK5XA5HR0esXLkSPj4+YFkWz549Q1JSEhEnu5vg4GCIxWIMGzYMPB4PtbW12Lt3LxQKBRiGwZIlS4xubrXHrVu3SFd6QOt8fB0XZmZmJk6fPg0+n49PPvlEbwO8vLwcV65cwYsXL/ptRUNgYCA2bNjQ18PoV/SYyKZUKqFUKtvdMbN0BorIxu1+cJ1fOEaMGIF3332XLD7UajXy8vKQlpZmoPIrlUqjdmpPT0+jYccymQw1NTUQCoXYvHkzqRnnkEgkOHHiBBG35s2bRzIfnjx5gvPnzxu9EFpbW8POzg62trZGd98UCgVaWlra3aXg8XgYMmQIIiIicOXKFTQ3N8PW1hbLly/vdAB1a2srfvnlFzx79kzv8bnQ3KSkJL2bv7u7O8RiMSIiItrdVd29ezekUikmT54MiURitFTU2toa7u7uBu8Dt8PPsiwEAgHc3NwMdph1P8/Ro0dj4cKFBrtoLS0t2L17N1QqFZYuXYrCwkJkZmbqCRU8Hq9dB5pSqQTLsmAYBgKBwKgAwx1jY2MDNze3DkUalUqFlpYWtLS0tJtTw+PxwOfzSekty7Lg8XiwYhj8//7X/wIA7P7Xf0VrB40HWJaFWq0mz6XruBIIBN3aaZllWbAsC41GY/DarKys4OjoaHSHVaPRQCqVoqWlRe/z6cz4uOdWq9XtTkL4fD6GDx+OOXPmoKSkBL/88ovRSY05NDY24sSJE3rdrBcvXqzXxSw/Px+nT582KC9nGAbDhg2DWCxGcHBwu+dNaWkpDh06RMoIOisEmnPr1D3fegJzPx+GYUjwcE+ORaPRtJtr1pMhzLqv39jzGHt//P39MXv2bAQGBuqJJ6tXr8bQoUM7PYabN2/izp07GDx4MNatWweVSoU7d+4gOTnZ4P7T3nvR0Wsx9np4PB7s7OxgZ2cHgUCA5uZmNDQ0IBvZkDnKsMhxkd6/rampgVwuJ+eGWq0GwzCwsrIi+Tncc3TlPG57XjAMAz6fb/R6BrxyXXV0jVKr1airqzOIHrCysmr3PdO9Fpq6B3HXFaFQiA8++MCgLO7KlSt49OgRXF1d8fHHHxPRXldgsLKyMukeUygUxLnu5uYGGxsbVFVVkfm1UChEQ0MDAO211ZjLlrt/6cKFoJt6PY6OjmbNaxUKBZqbmzt0drR9Po1GQ66n7X0OptD9fLhzjjtPTF3fOns/0z2vTb0e7riOHr/t4zEMA5FIBDs7O0gkEsjlctjZ2REhiWVZck82Fo3C5/Ph7u5OvoPNzc0ko04oFMLNzQ0qlYoIuB4eHiZdM3V1dXqfn42NDSnb032etq+nsrKSvHahUIjw8HCMGTMGXl5eiI+PJ86wzZs3w8vLC1lZWZ2e0x45cgSFhYWYOHEiKcHuLFlZWfj111+hUqng6uoKmUwGqVQKKyurTs1H277+js43DltbWzg7O3fZAd/Y2KjnXHJ2djbZ+Ep3jh4VFWXQiKO2thbHjx9HbW0tBAIBFi9eTErhnz17hpMnT+pdL11dXTtcz7MsC7lcjpaWFqOZnQKBAO+++y6pVigsLMSpU6fI87z77rsYPXq0OW+FHq2trdi1a5feZ/k65wvLsjhy5AiePXuGoUOHYsWKFXj06BESEhKIG5ijM0162q4B2mLO9a+9OZO5186256nuWgTQlhz/8z//s1mPRTGPHhHZfv/9d3zyyScQCAT49NNP8ac//albBvumMRBENpVKhQsXLuhlGowZMwYpKSlQq9Xw9PTEypUrO9xhysjIwK+//kouMp6enqiqqkJAQAA2bNhgcJFQq9U4fPgwnj9/DldXV2zevNlAHFAqlfjtt99Is4AxY8ZArVaTMgI+n481a9YQe+/Tp0+NdiiysbEhO8q6QiBXvhkQEIDy8nKTdfr29vZYv369yZIFU+i6azj8/f0NdtS4skKxWIxBgwZ1eEGVy+U4e/asgfWdKyt1d3fHzz//DJVKZfJGVFFRgfj4eEgkElhbW+O9997TW0iyLIvExERcvnwZLMvCz88PK1asgIODAznm2rVrePDgAQQCgcF75+TkhIkTJ+q5mowhkUjw7bffQqlU4p133iGZErqUlZXhp59+gkqlwpQpUzBjxgyDYzQaDQoLCw3OA46YmBhMnz6dlC7olhH5+fnh5cuXALRNXdzc3AAXF6ChAcjJAdrpNNf2s5g4cSJmzpyJW7du4e7du/D29sbWrVt7RFCorq7G1atX8ezZM72bu42NDSIjIzF9+nRIJBIkJiYiPT2dTHT4fH6nOk61traSUgNdd2JgYCDEYjEGDx6Mw4cPG3VrcN+xt956q1NZbIBW+Dpx4gQRuUeMGIEnT57Azs4On376KWxsbPDgwQOSWzRo0CAsWbIEL168QFJSEp4/f04ey8XFBTExMYiKijKYSCYnJ5MOfoC2q9+4cePaHZtGo0FeXh6SkpL0BHQnJyfExMRg5MiROHr0KBoaGsDn8/UmTm13ertKS0sLnjx5guTkZLIYB15NsKKiovDy5UuDDBZra2uMHj0aYrG42zrflZWVISkpyUBsB7TXPmdnZ2RmZsLGxgZbtmzpUim1KVpbW7F7924oFAqsWLHCaKfI5uZm/PDDD0YbCtjZ2UEsFkMmkyEhIQEuLi74+OOPOxUQrlarsXv3bjQ3N2PWrFkoLCxEcXGxwXVJKBTi/fffbzfLsrq6Gt999x0YhsH27duNzkU0Gg3Onz9vkE3ECc3u7u64f/8+ilAEqygrxC2KI8foXsc3bdqE5uZmHD16FF5eXli9ejURuRmGIU7url7PMjMz8euvvxosKNzc3CAWixEUFITDhw+jpaUFYWFheO+994xumpWWliIpKQlZWVnksXg8HsRiMcRiscHmXVseP35MGrIAxjeU7t+/T64xPB4P77zzjt5CUbcMycHBQW+x5uHhQVxAxgQG3ZJTzjXJOdW5UlbuMw0PD8fChQuNnocVFRX48ccfwTAMhg8fTlwqkZGRmD9/vt7rSU5Oxu+//w4AWLVqlUFJMKCde2VmZiIpKUlvg4O7ng8aNAgLFixASkoKUlNTyYKbm8vExMTg2rVrKC8v75J4kpOTg5MnT4JhGNjY2JDn4V6nWCyGo6MjmWe17V5vitraWsTHx6OmpoY0AvPx8UFSUhJSU1NJmR7DMLC2toZMJkNERAQWL17c7uOaci+6u7ujpqYGPB4P69atQ15eHlJTU4nwxTVAEovFsLOz0+te/8477yAvLw/p6ekAXjm5AWDv3r2oqqpCdHQ0Fi5caHJczc3N+Oqrr6BSqcDn8/GnP/2JVGk0NDRAKBTivffeMzgXZDIZmTPplir7+vrqxch4eHigubnZ4DwwZ06bm5uLEydOQCQS4csvv3ztWJCysjIcPXrUQAzm7r8ikQgfffSR3hzWGDU1NaQbJnce8Hg8hIaGQiwWw8fHB2fPniUl57o4Oztj0aJFekH+5vLLL7+QtY6VlRXWr19vUMWiC8uyBt3rV6xYoVe+L5PJcPr0aVJuOXnyZNjb2+PKlStkXu/r64vExEQIBAJs2LDB6HPKZDIyB9Q9DwICAiAWizFkyBD8+uuvpExxypQpEIlEpGwV0MYZfPjhh51+XwCt5pCcnGyw1hg8eDDWrl3bqXlUTU0Nvv32WwCGIhQ3J5oxY0aHpfAajQb5+flISkrSa6bg6OiImJgYhIWFEZEzICAA69atMyrCct1X09PTidguEAj05ujmIJPJsGfPHrS0tOh1n5VIJNi9ezc57s9//nOPljoPNHpEZBs5ciT27NmDiIgI+Pv7o7a21qxcDkujv4tszc3NOHnypF53nmHDhmHVqlV6JZvtubg0Gg1u3LhB2s67urqirq6OXEzUajUWLVqEqKgog3/b0tKCuLg4SCQSBAcHY/Xq1QYXS67hwI0bN/R+bm9vjy1btuh9Lg0NDUhOTsaTJ0/0Fk+6WWgCgQChoaGoqKhAVVUV3N3dsXnzZrKzwz1227JYPp+PESNGIDY21qxzQdddY21tDblcTv6ri4uLC1avXm1WW+WKigqyQ6678zlo0CDExsbq3Rw5WzRgeveopaUFJ06cQElJCRiGwaxZswxKQ4uKinDq1Cm0trbCwcEBK1asgIeHB65du4akpCS9x+PxeAgKCkJsbGynFu3cIkYkEmHbtm1GbwDp6ek4e/YsAG17em5HzpTAwO1g8vl8LFiwQE+807XMc0HagPYznjBhAmJiYuAsFgOFhcDdu8Bkw/wiQFvqcPz4cVRXV4PP52PhwoXEYSWVSrF7924olUqTC5nuQqPR4O7du0hMTGy3C6GrqytiYmIQGRlp1o6lrmCiu5vNCTO62UVqtRpXr14lIb1tJy9WVlYIDw/H7NmzzcrkSktLI23cOaHf0dERP/zwA2pqahAdHQ2lUkny70yVkHKTZV2BMSwsjGTInT9/noTKCwQCrF27tt0ulI2NjUhJSUFKSoreYnro0KEQi8UICQkh17Dq6mrs27cPCoWClJHpZovoZpZ0NPFvC5eLlJSUpOdi5ToS5+fno6mpiVxXNRqN3maKUCjUu4ZwgunIkSM7vcgxtSDXfQ4uL0ej0eDQoUMoLS2Fh4cHNm3a1KXMEmNwpSVeXl748MMPTS7wysvLceDAAahUKvj6+qKurk4vG03X1TV16lSD7nTtkZWVhV9++cXge6CLv78/VqxYYdKpoMvBgwfx/PnzDsXqlJQU/P7772BZ1uAzBoBKVOLp4Ke4tu4aAO3m2JkzZwC8uq6WlpZi//79JL+SE7mXLVv2WotHXerq6sg9WtcJwePxMG3aNEyePJl8Xi9evMChQ4eg0Wj0Fg1yuRwZGRkGm2YuLi6or6+Hj48Ptm7d2uFY1Go1vvnmG0gkEoSGhiInJ8fkhhJXGsfBbabU19cjKSkJycnJRFRmGIZcYwIDA9sVGJ48eYJz586R/D+GYfDtt99CoVDAzc2NbGrMnDkTkyZNavexuPy/iIgIeHt7kwWusfOMez1tKwmMCQx8Ph8jR45EbW0tysvL4eLigs2bN5N7iFKpRHZ2toGDCdB+rp988kmnNyg1Gg0KCgqQmJiod810cHAg10zdeVjbioG33nrLZDOOwsJC/PLLL5DJZHBwcMDKlSv15k5KpZI4srjNN0ArAI8dOxYREREdXrNYliWbPdnZ2SYdLqbuAVKpFKdOndLLCwW0Ye9jxowBwzB48OABrl27BltbW2zbtq3dezrLsvjqq68gkUjA5/Oxfft22NvbQyqV4uTJk2RDytR5xmUXJyUlIScnx+TrcXJyIq/HnOsaoP2sd+/ejaamJixZsgTh4eFm/TsOqVRK5oBtMxi9vLxQWVkJPp+P9evXm8zS46p0kpKS9HLFnJ2dyeacsTVuWloarl27ZjDvEggEiIyMNCu7WaFQIC4ujohXTk5O2Lp1q9lVYm1LQ1etWqXXYE6j0eD69eukYQAHt6HA4/EQHx+Pp0+fwtHREVu2bCGfXVlZGRITEw3mgFzZb9vnuXbtmkHDIO4+ZGod2BHc/QgAZsyYgRs3bujdVx0cHLB169YOzzeNRoPU1FTShEsXDw8PTJ8+vcMmWsCrhkopKSl6rsOQkBCIxWIMHTqUzAFramqwb98+yOVyREdHY8GCBWAYBiqVilwzddff3CZTREREp4WwixcvIjExEe7u7vjoo4/IeceyLP7P//k/5P3atGmTye8BpfP0iMg2fPhw/PDDD+RmXltb2+lFgiXQn0W28vJyxMfHo7GxkQgSnDORazTQNo/s7bff1quDl8vlOHPmDPLz8wEAkyZNwvTp03Hq1Cnk5eWRi2t7k4CKigocOHAASqXS5I6nRCLBd999RxYMfD4fmzdvNtqpVKVSISsrC3fv3jXIBLO1tcXYsWNRV1eHjIwM2NjYYPPmzWQCeP36dSIWAlrBsbq62uCC7O7ujunTpxvdLWVZVs9d4+joiKamJr2FVkhICLy8vPD48WMolUq4urpi1apVRoU2Uxdjd3d3ODs7o6CgAB4eHvj4448NJkZ//PEH7t271+4OlVqtxoULF4jQEBERgQULFugttOvq6hAfH28yV4ZzfkyePPm1diHVajV+/PFHVFdXIyYmBgsWLDB63NWrV/Hw4UMIBALMmzcPRUVFBgLDkCFD8OzZM8hkMtjb22PFihXt3lDq6+vx/fffG7huPj1yBO4FBdCcOQPeu+8a/Dtd8dHU83AOET8/P2zatKlHy+MArch848YNZGVlGUyCbWxsMH78eEyZMqXdXT+FQkEEE928KC8vL4jFYoSHh7e7wNBt9GEKHx8fzJo1y2izi7YTwuHDh+Pdd98lz1lUVISff/6ZHG+Ou8bUa9LdFW1vomZKlOWawMTExJhszpKXl4f4+HgAwMKFCxEUFETcErouBs6VERQU1O55IpfLiVPCWHOUkSNH4sSJEyguLjZwCLMsi8ePH5NdbA8PD3IN4V6TSCRCVFQUxGKxydfEYWrHPyQkhFw3jYncTU1NiIuLQ1NTE0aMGIHly5d323dDLpdj9+7dkMlkemK8KXRFpiVLlsDW1hZ//PEHySbVZerUqXjrrbfa/f40NDTgypUrBnk3QqEQDg4O5J5kzGFkzjgdHBywffv2dsfw4sULnDx5Ei0tLeSa+PTpU22IMhpxBEfwffj3CAoKwoULF6BWqzF58mTMnDkTgNbls2fPHvJ4Hh4eWLVq1Ws38Whvxz88PBzFxcVEzGi7yNd1Xc2dOxfV1dUmd/wZhkFcXBwcHBywY8eODseVkpKC8+fPw97eHp9//jlKS0v1rukrV64kLgKNRoPDhw/riR62trZ6QiF3PRk8eDA++OCDDs9pqVSKPXv2oLW1FbNnz8bEiROJm4Vz35hyGBnj5cuX2LdvHxiGwWeffYa6ujoiJunmMgH6lQQuLi6YOnUq0tLS9F6fs7MzxGIxIiMjcffuXSQkJMDKygqbN282uYnGZXE9efKEXFOsrKzIZ9SeMwfQbvxygglXGqlLeyJM20X+yJEjsXjxYr2sRd3rX0cid1NTE7755hsolUq9jVpuw2jMmDFG56BtX8+jR4+QlJRksMHq5eWFKVOmYOTIkUa/zyUlJTh8+DCZmwwePBirV6+GlZUVGhsbsWfPHiiVSrPEi4KCAhw9epT8ffTo0Xj3H/MatVqNS5cuITk5GUD7jsmmpiY8ePDAaOdlBwcHvP322xgxYkSnHdrcxsigQYOwfv36Do835WLlxJe2jtIFCxaQuBldTOVN68ZMmPNampubcfr0aTx//txgU8XT0xNLliwxaKgCaDfi9u/fT84NU2aDjtAtDbWyssI777yjd+9raWnBTz/9RO4/9vb22LBhA3GSy2Qy7Nu3D7W1tfD390dkZCRSUlL0Ns1MZfO1fR8OHDhA1kw2NjaQyWSwtrbGn/70p065wQHtdzouLg4VFRWIiIjAokWL8NVXX6GxsRGBgYGkU3V7G6TNzc24evUqcnJyjFYricVizJ8/v91xsCyL4uJikmXHXQtEIhEiIyMhFotN3h+fPn2KY8eOAdB2iVYoFCZdrMYaNJlDWVkZ9u3bB5Zl8cEHHxhshu3cuZN8H0xVDFFejx4R2c6dO4dt27aBz+djw4YN+Pd///duGeybRn8V2drmF7S2tqK1tVVvt5ijbWfNmJgYzJ07FxKJBMePH0dNTQ34fD4WLVpE3FJyuRz79+9HdXU1mXi2Z2fndv0BQ9dVYWEhjh8/Tm6inBtMKBRiyZIlpGlCfX092SHnLl4MwyAoKAhWVlYoKioy2NWPjY3F+PHjwTAMampqcPz4cVLaaWNjg48//hiOjo6or6/HlStX8PTpUz3xgNvRmTVrFmxsbKBUKnH+/HnirmnL+PHjMXbsWHIxbq9k09iOf9uLMbeglMvlWL58ucEujEajMblDpUvbyafuTr5GoyGTKmMuqenTp5M28V2huLgYhw4dAqDN9zBmkW5tbcWBAwcMOqxxnarkcjmuXr0KjUYDHx8f4n5qD+7cs7Ozw9tvv42UlBQUFRVh1dGjGPb0Ka6vXAmbTz8lO5ksyyIpKQmXLl0Cy7Lw9fXFihUrjD6PbonG+++/b7J7bVfgdvy5MlkOOzs7ODs7k6wlDi5vcM6cOXqirjmuL3Nv/sXFxTh8+DA0Gg1x+KWnp6OoqEhvAmpra4uoqChMnz4dAoHAoLTBWAeqly9f4uDBg1CpVGAYBmvWrDH7feXceffv30dOTg75OcMwiI6OxtixY/UWj1Kp1GhHrkGDBhFBy5wMljt37uDmzZvg8XhYv349AgIC2t3J5NyGujuZxlysnMAwZswYsni9dOkSHj9+bDLrEtB3cjg6OmLBggV4+fKlWe68jnb83d3dcf78eUilUtjZ2WHFihVGSyFfvnyJn376CWq1+rVKiU1x9+5d3LhxA+7u7vj444/NWqxwmysCgQAbN26Ej48PpFIprl+/blD2qps3qPudT0tLw507d/TOE0DrHp0wYQLS09OJYzg2Nhbjxo3r1GRapVJh165dkEqlJktgdZFIJIiPj0dFRQV4PB6mTJmC27dvQwkl/gf/g3/Bv5BjPT09sWHDBtjY2ECj0eDy5ctITEwEoF1sLlmy5LXchubu+Le3yFepVDh27JjeuQYY3/FvamrCzp07wTAM/u3f/q3dz16j0WDPnj2or69HbGwsJkyYAEB/Q6ntvKayshIHDx406AQ7aNAgTJw4ES4uLvjxxx+hVquN3o/bcv78eaSkpMDDwwMffvghiouLceTIEfJ7FxcXrFq1qsOSV124fCtuvtU2l+mdd94hoePl5eU4dOiQ3v3BWI4l57YDYNbr4u7lDMPA1dVVb7NTt1M6t+A25ZLiYg/EYjEyMzNx69Yt2NvbY9u2be2ej0+ePCHiMdeh3t7eXs/Ja47Iffr0aWRmZsLPzw+rV68m7knd+Ye/vz/EYjHCwsLIY5lakNvY2IBhGIMsK2PuvPT0dJw7dw5qtZo4zrh5zYoVK3D16lVkZ2ebjGPRRbckedSoUWQu37YbPBcPotFo9OY1LMuiqKiIvB7de/jw4cNRXV2td917HYd2Y2Mjdu/eDZZl8cknn5g85025WH18fODl5YXU1FRYWVlh2bJliI+PJ++9v78/li9fDgcHhy5tmpnD/fv3ce/ePYPrhLW1NSZMmEC6WmZnZ+P06dNkjJ11S7el7fxp6tSpmDZtGiorK8k6w8rKCnw+HzKZzKBC6enTpzhx4oReCT+fzydlsgEBAe2eZ7rGDaFQCIZhyLXldRsIceX8NjY22LZtG+zs7HD79m3cunULgYGBGDVqFC5evEiO122IkJeXhxs3bhjEZDg7O2Py5Mmws7PDiRMnwOPx8OGHHxrdOGhtbSXl0rrXMa5MNjQ0tMONMo1Gg3PnziEtLU3v512pZGj7+Pv370dZWRnCw8OxZMkSg2POnDlD1qWmjqG8Hj3W+EChUEChUJhtCbZE+pvIxrIsbt68ibt37wLQTnYdHBzw5MkTA4tp23+nW7Lp7++PmpoaYrdfsWKFgShSV1eHuLg4vRtNezbVGzdu4O7du3quq3v37uGPP/4AoJ38vfPOOxg6dKiejX78+PGora3VExiMTVoUCgVu3bplYJn28vLCiBEj8OjRI8jlcjg4OEAgEKC+vh6+vr7YsGEDuYhqNBo8evQIjx49MgjJ9PX1RXNzs0G7ZW63e8yYMSRHQ5eWlhacPHmS7MhMmDABVVVVRmv8o6KiDC7G3PtmKvtLJpNh//79qKmpQUBAAD744AOTN4Vnz57h1KlTxAXm6emJ4uJiPWFRN19KKBTiyy+/NKv8zxzOnj2L9PR0+Pj4YPPmzWSRxAkM6enpegtezkHm4+ODy5cvk3KeUaNGYdGiRWbtmv38888oKirSy3qrra2FbOVK+F2/jmuzZuHBP7rNcjdUczJyODjRo7u7+pgqkx0yZAjJ++K+y/n5+bhx44ZBYxJnZ2eEhoaitLSUnH+AdnHHORhep7ENtyjjdpV5PB4WLFiA8PBw3L1716A9OsMwCAgIQFNTE+rr6w0Wgxy6Cw/usTvbZerp06d6k29up5UjMDAQo0ePRklJCTIzM/XO9YiIiNfKL2NZFr/88guys7NhZ2eHrVu36t1P2svk8Pf3R1pamoGLNSYmxqCkgHPmAMDKlSsNujbrYiyTKDQ0tN2cOZVK1e6O/5MnT4iL0RyROy0tDb/++isA8xbvHaFQKPDVV19BKpV2KmBZo9Hg+PHjKCgogKOjI7Zu3apXGsSVZbXF3d0dXl5eyM/PNwjQZ1kWgwcPRmxsLFl42NjYYOnSpa8ttnPO2ODgYLz//vsdHq9QKPDbb78hOztb7+f/if/E/xb9b6ilrxZTXBl4Q0ODXnnen/70p07N8bqy45+YmKi3eTF48GC9HX9unEuWLMGwYcMM7nUajQb/+Z//CZZl8eWXX5p17olEInzxxRd6IddtHfpisRjNzc16C3LgVQyF7ufKNbtwdHTEp59+ajI8W7cEiste2rVrFxFggoKCsGzZsk6XDL148QI//fQTeDwePv/8czg5ORksvseMGYPGxkbk5+frvR5/f38sXbpUr4NqaWkpDh482CkxnLunisVizJs3z2jZpI2NDSIiIuDs7IyUlBQ9lzy3aRYWFkburSqVCt9//z3q6uowfvx4zJkzp90xtI07cXBwQFVVFRiGwezZs8nmqimePXuGw4cPg2EYbN68mWximBIEbW1tERkZCQcHB6SkpBjNrQoNDUVRURGOHTsGgUCAmJgYZGZmks1LLmfO3t6ezGU4kbuiogInT56EVColG80Mw+DDDz806pDShXN/8/l8fPHFF7h9+zaSk5OJuKs752/r0I+JiUFGRoaeiNZ2TiuXy/E///M/UKlUepEonXXocI0Uxo4di7lz5+r9rqqqimTLGnOxurq6Ys+ePZBKpZg6dSrS09PR0NAAb29vNDQ0kLVKdHQ00tPT9apTOrtpZi7V1dU4e/asQQdphmHg4uJC3lMej4fly5e3e782l7aVAL6+vqiurtarmBEKhSRnk8fjYcKECXj58qVBafLw4cOxcOFCs6KgdI0bbm5uWLlyJVl7cK953rx5EIvFZr+W5uZm7NmzB3K5HPPnzyf/VleQ/fjjjyGXy0kGNaC9jlVXVxtsLgcHB2POnDl6pevcOTdo0CCsW7eOnKOmymSNRaW0N/6UlBQkJyfrrQu5xndRUVHdksmblJSECxcuwNraGp9++qlRwU7XEW6u05tiHj0msg0E+pvIpqtmT5gwAaGhoeQiaMxi2pa8vDycOXOG3OSMZZfoUlhYiKNHj+oFX27ZssXohYVlWcTHxyM/Px/29vbw8fEhwplQKMTGjRvJhU2tVuPKlStkt52DExiGDx9u8BwNDQ3Yu3cvWltbERwcDHt7e2RlZenZhwMCArB8+XIolUrExcWhtbUVo0ePxuLFiw0mCOXl5bh69apReziXxzBixAjy+tvbnWtbsslhrMa/LeZkf9XW1iIuLg5yuRxRUVFYuHChyY57OTk5OHfunNHShunTp2Pw4MHYuXMnOQfc3d2xatWqbgkw172pzpkzB7a2tkY7VY0YMQIJCQlQKpWIjIxEQ0MDmSCYk13DwQWgMgyDL774Qm9xgR07gF27ULluHc5PnqyXzdKZ52lsbMTXX38NtVqN9evXY9CgQea/IW0wlfOiu+PfXvaNVCrFtWvXkJWVZVAeC2idS+PGjcOQIUNeu3xPtwRqxowZKC8vJ66xcePGITY2FjweD8XFxbh+/brB+yoQCBAbG6tX/qnRaPDHH3/gwYMHALSTv8DAQFy7dg3W1tbYtm2bWUIAtwMKgLSSDwsLM7lLD2ivWVyZbGe6TbVFoVDgwIEDqKyshK+vL9avX28gzprapQc6XrCUlJTg4MGD0Gg0ZrtLZTIZzpw5Q66zkydPxowZM8AwDGpraw1CwDna7vi3vR53RuTmOjNaWVlh06ZNZk1eTcGJYS4uLti2bVunJrC65TKBgYH44IMP9BZcXDmTQCAw2QnTyckJEyZMwK1btyCTyTBx4kQ8fvyYLDxWrVrV6WwqXerq6vDNN98AAD7//HOzyjdZlsXdu3dx8+ZN8rO/4+/4AB/AT+iHsWPHIicnR2+XntuEUalUrxrBdEB37PgD+ot8DkdHR4waNQoZGRloampCSEgIVq1aZfTz3bVrFxobG9vd0NNoNPj+++9RU1Nj1L0PaN+3Gzdu4N69e3o/HzRoEHx8fEi5HJcDxzkUo6Oj8f3336OhocFk/EXbEqh58+Zh3759RGjiqgVed8F/6NAhFBcX623stb2GcgwePBheXl5ISEgAoF+O2dTUhL1796K5udnssu6SkhIcOHAAPB4Pn332mZ4jyNTGEPCqBJMLljdGYWEhjhw5AoZhsHXr1g5LNSUSCY4cOUIEL4FAgBUrVpB8TFOoVCr88MMPqK2tNbk5CrxaRKekpBiUtprKrWJZFvv27UNZWRkmT56MadOmIScnx6BRD6B/PQa0c9jjx48TZ465Yjt3PnBlca2trUSQmjVrFiZNmqR3fH19PeLj4/UcQJzAoDun/fTTT4kbnnNlhoWFYdiwYQYObWMxJG3hSlp1SwtZlsX9+/fJZjtg3MXKZQy6u7vD3t4excXFJDuwtbWVbChxWFtbk02zzjhFXwe1Wo3r16/r5TZy8Pl8rFq1qturHFJTU3Hu3DkynwkMDMTKlSvJ+2Ws6oZhGAwdOhQikQipqang8XhYu3at0Sxu7jHaZrEGBwdj6dKlsLGxIfdMkUhENkrEYrFZOXXAq/Wqr68vNm3apHe9P3HiBHJzc4kg29zcjLi4OAOTg729PcaOHYtJkyYZvV80NDTg22+/hUqlwuLFixEeHq6XMQ6YH5UCmN5ksrW1xejRo/Hs2TNUV1fD29sbGzZs6NKcEtBeU/fs2QOZTNZuwy7uugxoP+f+Wn3YF1CRrQv0N5EtOzsbZ8+eJa6SjiymxqiqqsKFCxfg6emJOXPmdDhxfvjwIa5evUr+3t6FQC6XY+/evXq7Zq6urtiyZYtRt1RycjIeP36M4OBgxMTEmFwM6C5wfXx8sGHDBlhZWZGuiRkZGfD390dsbCx5Pc+ePcORI0fAsqxeOUlbVCoVbt++TbqxTpgwAePHj4e1tXWncia4MsSkpCSEhIQgJibGbOHKnOyvgoICHDt2zKj7R6FQkMW9bhaRlZUVafbAiRhckwJHR0doNBo0NzfDxsYGy5YtM5qx1Vm490wXY52qdLOuABiUD5sDt8Dnmn3o8de/An/5C7BxI7B/P8rLy5GYmIiysjLMmDGjU40MuM5IQ4YMwdq1a83+dxymOpYZ2/E3F2PlbZ3dqTNG2xIoHo+HO3fuEHFryJAhWLp0KZnsyWQy3LhxQ6/7KaD93nO7yxcvXiRCEFdCyrKs3kK1va5vumXTgHaCvXHjRgNHGlfelpeXR/JHzOm+ai66Qr8p8R7Qz5upqanB8OHDjbpYORobG7F37160tLQgNDQUS5cuNXvMxgRM3Qw8LgQ8LS0NPB4PUVFRejv+bQO6Z8yYoRdeb87zHz16FM+ePYOzszO2bNnyWu5JpVKJr776Ci0tLa8dsKwbUtw2G1KpVOL7779HfX09xo0bB2dnZzx69AhSqRSBgYGYM2cOPDw8SHaabtOBkJAQvPfee93i+OXKASdNmoRZs2aZ/e+4Lo0A8D2+Ryxi8e9r/h0hISF6CwOJRIJ58+bh5MmTkEgkHYYkv3z50uzmKOZSX19PmgFER0eTLrwVFRXYv39/u12z9+/fj9LS0nadkVxEgI2NDbZv397uwikzMxN3794lbhfumsHdpziHBHdtiYyMxPDhw9stQ0pISMDly5dhY2ODDz74AGfPniXX9aioKCxatKjT75kubZ1LuteN9PR03L9/H4MHD9YTGNrmt3p6euLgwYN4+fIlPD09sXHjRrNKho8ePYqCgoJ2XwfXCTw5ORlSqRSjRo0y2X21LadOnTK7TDIrKwtnz57VK38bM2YM5syZ0+4inys5t7Ozw7Zt28zqMvj06VOkpKSgtbUV4eHh7eZWcd00hUIhtm/fTu6FVVVVRGybMmWKgZMbePU5cXANZUxtKBhzNgJaEea3334jDTf0NhihnYtfvHgRdXV1iIiIwOjRoyEUColTc/DgwVi3bh05vqysDHFxceDz+fjyyy9hZ2eHyspKJCYmIiUlxWRDEV1YlsXXX3+NhoYGLFq0CKNGjdKLqhk+fDjGjRtnsMnEZREC2rLEnJwcg+xAmUyGCxcuQCKRIDIyEqNGjeqywPE6vHjxAufOnTPIiw4KCiIGga666RQKBX799Ve9SAxjzetYlsXDhw+RlpaG4cOHIyYmBk5OTmBZFmfOnEFmZiZEIhG2bNmiJ5abymIdP348Zs6cSRy+us0suLxgQCvsL1u2rN37vG727pYtWwyyHDnB3draGjt27IBQKIRGo8GxY8dQXFwMPz8/xMbGmtWZk6uYEolE8Pb2Ji7+UaNGYezYsWZFpXTUfZXbZJJIJIiLi2u3a3Zn+O2335CamtqugQXQfp//+7//m/z9s88+65HO7gMRKrJ1gf4msgHahaSDg4OexdRcJ8jrwLIsfvvtN1KPbmVlhc8++8zojbayshL79+8nuz1OTk747LPPunTT6ahUqz0ePXqEK1eudDr7CZJyiaEAAHY4SURBVNDvmPTee+8ZnTB1F+Zmf3ECGbdDJRKJyM1S14LP5XC1FRh0F7LvvPMOgoODcfLkSZSWloJhGMyZMwdjx47t9E3DVDC2lZUVJk+ebLRTVW5uLn755RcygV68eDHp7GkOSqWSlOcYdQD++CPw0UfAokXAb7916vW0paGhAd988w00Gk2nOvuUl5eTHC7uO2HOjn9n6C4HCmBYAqXr2svJycHZs2dJ2cLKlSsNdpCNlYRw8Pl8LF68WO97pPt8bfNlOGQyGfbu3UvKQ9zc3LB169Y+mWAD2ryin3/+GSzLkrDzrqBUKnHw4EGUlZXB09MTmzZteq3XpluKa27QfVVVFY4fP46GhobXErk5WltbERcXh/r6egQFBeH999/vdBkFl93S1XtGfn4+jh8/DgB6JSrAqwDj9sq0OJGHg+tC2R1lIcArsUwkEuHLL7/sVKOZv//972hubsZBHEQkE4n/u/L/mtws+PHHH1FRUYHVq1eTnFAOrqvv6zZH6Qq6XbONheCfPHkSOTk5JjfzWJbFDz/8gKqqqi5lAbIsi5MnTyI3Nxd2dnYYM2YMbt++TQL1bWxsUFBQgMDAQKxfv57cE5uamvDtt99CLpeTrD6uXNDHxwdbtmzpsqivm8E1YcIExMbGmvVvjh8/jqdPn8LBwQGBgYHIysqCjY0NtmzZYtaCjBNaGIbBtm3bemQR19jYSLqvmhLT28aiBAcHw9fXl/w9KCgIS5cuNbrIr6+vx3fffQeVStWpkvPOwLIsfvzxR1RWVnbqHKyrq8N3330HtVpNxCRA+/ree+89o6XFpkRPlmVx8OBBvHjxwuy8LLVajd27d6O5udnonDYuLg5lZWUG7jjdGBJT8TIcnODh7e0NhmFMNl3j0Gg02LdvH8rLy+Hv70+uvd0RP9CTsCyrl6XLLb3t7e1J1E1b4dMcGhoaEB8fTzqqzpw5ExkZGeR95JpEdYRSqcRPP/2E8vJyeHt744MPPiCOf3O6r3JCsu59Kjc3F2fPnoVCoYCzszNWrVplNHpDrVaTLvKmnKQsy+Kbb75BfX39a2+q6T7ft99+S+aIAoEAixYtMqvLbXvdV8eMGWN0jvD8+XP8/PPPBl2zO8vz589x8OBBAOZ1DNVtfjBu3Di8/fbbr/W8FH06oxN1zyyQ8kbj4OCAlpYWYr+eMWNGj+bqMQyDBQsWkJ0IpVKJS5cuGRyXkZGBH3/8Uc9OLZFIkJKS0qXnv3v3LrKzs0nuQWfE0nHjxiEyMpIIdW1DrdsjPz8fTU1NEIlEHYZUdxXuxgxoQ9ZNMXHiRISFhZFOad9//z0SExOhUCjg6uqK2NhY7NixA4sXLza6e5OcnIyWlhY4OzsjPDwcDg4OWLduHSIiIsCyLC5fvozz588b7eBjjKamJty+fRtfffUVTpw4QQQ27mahVCoRGBiod36yLIs7d+6QgFZuonzt2jWj3chMkZ2djdbWVjg5ORkvH+GaArTZcXwdnJ2dyWS9vc8H0L7m1NRU7Nu3D3v37kVKSgqUSiU8PDwwd+5c7NixAwsXLuwWgQ3Q7nCOHz8en376KT744AOEhoaCx+OhpKQEZ8+exa5du3Dt2jWDDrtt0Wg0uHDhAgBtaUjbstiRI0di48aNcHJyQl1dHfbv36+XowhoA9jnz5+PP/3pTwZirVqtxoMHD5CSkkIEOH9/f9Ix7OLFi3qOBUArUu7cuZOMfeTIkfjkk0/6TGADtLu43OTm+vXrevlXnYVlWfz+++8oKyuDra0tVq5c+dqvbfTo0diwYQPs7e1RXV2NuLg4g7B5XXJzc7F//340NDTAxcUFmzZteu1MGW7sXIMaXeezOahUKlLeMWnSpC5tygwbNoxkM166dEmvhGvo0KEYOXIkWJbFhQsXDEqLCwoKyCKPE4Xbc5m87vgcHBwglUoNOpi2R0NDAynZsYUtGlht6dm9e/cMXgcA4t7RLRWuqanBpUuX8Pe//x3nz59HeXk5+Hw+Ro8ejY0bN+LDDz+EWCzuMYEN0LoLJk+eDEDbgEu3+x0AsnnXNjOVIy8vD1VVVRAKhSYd9ebAMAwWL14MDw8PtLS04OnTp1i5ciVsbGxQWlqKiooKCAQCvHjxAunp6eTfXbt2DXK5HM7OzkhISNDL41qyZEm3uGYZhiHl4klJSUYbFhn7N0uWLIGbmxuampqQlZUFhmGwbNkys8Uy7t4WHh7eYy4JR0dHIkpdu3ZNL68P0Do2Tpw4QQS1CRMmYPXq1ZgxYwZWrFgBoVCIoqIi7Nu3zyAQHQAuX75MOsSas8h+HRiGIQvrhIQEg2gOY7AsS+5xQ4YMwbJly7Bs2TJYWVmhsLCQ5O7q8vLlSxQUFIBhGPKd0R3D/PnzwTAMcnJyDO7FxsjPz0dzczNEIpFRAYu7FycnJ+tdU4YMGYItW7bA3d0dTU1NOHjwoMnmYJGRkWAYBhUVFSgvL4etrS3Wrl1rMnc1OTkZ5eXlEAqF5Frw1ltvvdECG/CqNHPVqlX44osvMGXKFNjZ2aG5uRl37tzBV199hfj4eL3O3x3x/PlzxMXFobKyEnZ2dli3bh0mTJiADRs2YNSoUWSOxjUFaQ8rKyusWLECIpEIFRUV2LlzJ06dOkXmBMOGDcPq1avx2WefkSYCunCZgpGRkWQjaMSIEdi0aROcnZ3R0NCA/fv3G72HPXz4EDU1NbCzsyP3YmPvH3e+cc/1ujx//lzvGslVeplCqVTiyZMniIuLQ1xcHFJTU6FSqeDp6Yl58+Zhx44dWLBggUkX96BBg0jm4I0bN0j2Z2dQq9Wk4UN0dLRZG/e6awZdlyOl96Ai2wDh2rVrkMlkJG+op+GyMLidtpycHD3H0pUrV3DmzBkSkr5mzRpSCnP58mWDQE5zycvLI1k08+bNM9reuT24iYifnx9kMhni4+PNmhABry78UVFRnXIbvC7c4vLFixdG36/6+nr88ccf5CbJZQUMHz4ca9euxbZt2zBhwgSTQcsqlYqUlE2ePJksZLnQ9NjYWNKJ7OeffzY5sec6O508eRK7du3CrVu30NjYCJFIhEmTJuHzzz/Hpk2byHmpOyFQKpU4ffo0+UzHjh2Lbdu2wcvLCy0tLThx4oTRrDFjcJ3soqOjjS+CudLjNhPX12XKlClgGAZPnz41WBgC2ty8K1euYNeuXfjtt9/w8uVL8Hg8hIWFYf369fj4448xduzYbmsy0RauE++yZcuwfft2TJs2DY6OjpBKpXjw4AG+/vprHD16FHl5eUbzqBITE1FRUQEbGxujZVzAq0zGQYMGQS6X49ixY7h//77eJJJlWaSkpCAxMREsy8LT05OUJ5aXl+P8+fPYuXMnLl26hOrqasycORMikQjV1dUkJwnQlsPExcWR82HWrFlYvnx5twoer8uYMWMQFRUFlmVx+vRpg9IRc3n06BHS09PJYticjK728PPzw9atW+Hr64vW1lYcPnwYjx8/Nvh8OJFboVBg8ODBemU5r4unpyfeffddANqFZ9t8yvZIS0tDY2MjHBwcurSjzTF58mSyGcGVTXLMmTMHVlZWKCkpIQ1QAG15C1e+LhAIsH79+k45a82Fz+eT12ju4kKhUODEiROv8mFgC6G7Voz9448/iMNUF+4+0NLSgqysLBw6dAjffvstHj9+DLlcDhcXF8yaNQs7duzAu+++22Hnue5k+vTpGDp0KFQqFU6cOKHXiIPbRDMmsnHnLqC9d3S2qUBbrK2tibD28uVLZGdnY9OmTXBzc0NzczN5v69evYrW1lYUFRURcaGhoQEajYbMDSZNmqTX7bmrcO4tpVKpd11sDxsbGz0Hkp+fX4c5vRyVlZXIy8sDgNd2ZpgL1wW6tbVVL6urvr4eBw4cQF5eHhG5uQxQQLvI37hxI5ydnVFfX4/9+/eTMQPa+WJ+fj4JJu/J83nkyJFwd3eHTCbD48ePOzyemzPz+XwyttDQULJxVVtbi3379umJZZzQaEr09PT0xPjx4wFoNxQ6mjtxc6aoqCijGxmjRo2CtbU16uvr9RrnANr4h82bN5Pv7ZkzZ3D9+nWDuYTuphPnojSVCdbc3KzXGE2j0WDEiBGke6el4OTkhBkzZuDLL7/E0qVLMXjwYLAsi7y8PBw9ehTffPMN7t+/byAo65KcnIyff/4ZUqmUOGK5rt5WVlZYsmQJZs6cCUB73zhy5IjJx2NZFoWFhbh8+TI5RqVSkcqSL774AqtWrTKZFV1fX0/Wd5wQxuHp6Uk+U+6+dOfOHTLHaGhoIHExsbGx7c53IyMjwePxUFZWZnRO3REsyyIhIQFHjhyBQqEg94PHjx8bnePW1NTg8uXL2LlzJ9ng4fP5CA8Px4YNG/DRRx9hzJgxZm0yicVi8t6cPn1aLwbGHBISElBVVQWRSEQ+147QnaM1NjYaZO1Sep4urz64TJvOOEoovcvz589J6eb8+fN7bdHp6OiIVatWkYnL6dOnoVQqceDAATIJFIlE+OyzzxASEoKJEyciPDwcGo0Gp06dMgjK7Yjq6mqcOXMGgHZR2/Ziby6cQMg5PM6ePdvhzlJ7N5mewtHREZGRkQBeTa64Msxjx47h66+/JjdqOzs7kuHF5/MRFBTU4YTyyZMnaGpqgqOjo8HikWEYsmNsbW2NkpIS7N27Vy/frbW1FQ8fPsS3336Lw4cPIycnByzLIjAwEEuWLMGXX36JWbNmEaFgxowZEIlEqKmpwcOHDyGRSHDgwAFkZWWRbpVz586Fra0tEXA5Eaajz6eyshIlJSUkY8oo3ehkA7STTK68QvfzycnJweHDh7Fnzx48evSIuOt0J11cDl1v4eDggLfeegtffPEFVqxYQcqPCwoKEB8fj6+++gp37twhi9umpiYifM6cObPdblR2dnZYu3YtcV5ev36dLPJVKhXOnTuHK1eugGVZREZGYsuWLVi+fDl27NiB2bNnw8XFBXK5HI8fP8Z3332HEydOkF3r27dvQyKR4OLFi/jtt9/Asiz4fD7Wrl1rEO7cl3Cdtvz9/Tst3nMUFhaSjpdz5swxezHcEQ4ODli/fj1Gjx4NlmVx6dIl/P7771Cr1QYi95gxY/D++++/VoaaMUaOHEkWSBcuXNAruzSFWq0mGUUTJ07slg0NhmGwaNEieHt7QyqVIj4+Xi/CoK2TJjExEYcPHyabAYsWLTK7JPx1iI6OBsMweP78eYeTc5Zlce7cOeKsArQiG8/5lZCQkZGBgwcP6oVGc4vomzdv4pdffkFxcTHpfrhmzRp89tlnmDRpUrd99p2Bx+MR11VjYyNOnjxJ3nvOydY2ABvQXr/Ky8thZWVFxIWu4urqimXLloFhGKSlpaGgoACbN29GSEgIWahJpVJcv36ddP7lCAgIgEqlgpOTk1mNSjqDrlvq8ePHeo0kTFFXV6fnIuVyIc2BEy/DwsK6VSw0Bp/Px/z58wFoOyqXlpaiuLgYcXFxqKqqgr29vUmR28vLS2+RHx8fj7t370KhUJAKiwkTJvR4GD6PxyOfz8OHDw3iEXSRy+W4fPkyAK0Yq5s9zG1cBQYGQi6X4/jx43jw4AEqKirMEj2nTZsGBwcH1NfXGzT50KWurq7DOS2XxQi8EuR04URp7l58//59nDhxAnK5HBqNBlevXiX3bUAr7LR3feFcoVZWVpDL5fD09DSZc2oJ8Pl8hIWFYd26dfjkk08wduxYIlpev34dO3fuxNmzZ1FSUkLeI87R9Pvvv0Oj0SAsLAwbNmwwKDXl3Iyc2133+8LBbah+8803OHLkCHGZcQKtUqlEQECAXj6bMbjPPjg42Ki4KxKJ8P777xN34s2bN8l6kHOSDho0qEMnqZ2dHUJDQ/We01xUKhXOnz+Py5cvg2VZREREYOvWrbC2tkZZWRl5PLVarbfJlJCQAJlMBmdnZ8ycORNffvkllixZgsDAwE6fd3PnzkVgYCC5DpkrejU2NpKM41mzZpl9D267EdqVKgrK69GlTLabN29i8eLFpETuzJkzZmVBvMn0t0w2tVqNH3/8EdXV1QbBzr0Fl50DaG8q3OTYx8cHGzdu1Fsk6eYCeHl5YePGjWaVQ7W2tmLfvn2oq6vDoEGDsHbt2i6Hieq2sp86dSqmT59u8tjr16/j/v37Znd/6i50s7/Gjh2LvLw8PcFbt/tqaWkpDh06ZFYugFqtxjfffAOJRIK5c+di7NixJo+tqalBfHw8amtrIRAIMGvWLFRUVLxWMHZaWhp+/fVXCAQCWFtbo6WlBSKRCMuXLzcoRywqKsLhw4fNyrriOlGFhoZi2bJlxg8qLwd8fQEeD1Aqtf/tItXV1fjuu+8AaEuRs7Oz9RwXQ4cOhVgsRkhIyBvhuNKlrq4OycnJePLkCVmwcR0vFQoFCgoKjHaBMgXX6OPSpUtgWRa+vr7g8/koKSkhnfrGjRtnMHHhnJBJSUnIy8sjk00ubNfa2poIViKRCB9++OEbe+1uampCXFwcmpqaMGzYMKxcudKsiVpdXR3i4uIgk8kQGRmJRYsWdfvCgmVZPHjwANevXweg7U6mVCpJtsu8efN6ZANBN+vK3t4eW7duNRmUDbwK8Lazs8MXX3zR6QYg7dHQ0IC4uDgSzs6V8+neR7nSFw5nZ2d8/vnnPb7Qi4+PR15eXofZKlyIO9c8JisrC/dwDxWeFcj4OEOvm6e9vT2mT5+O/Px8PYePvb096Sb7OjlBPYVuo4ro6GgsWLAAz58/x6FDh+Dq6orPPvuMHMuyLA4cOIDS0lKzc8o6g25+6/vvv4/Bgwcb7eYJaJ0lM2bMwLVr16DRaLBy5crXLrVuj85kf8nlcuzfvx/V1dXw8/PDsGHDcPPmzQ47DAL697WPPvqoSx2COwMX+u3o6Eicg76+vlixYkWH13y1Wo3Lly8TEZH7Hjs5OfVapIBGo8GePXtQX1/f7pzl6tWrePjwIZydnfHJJ58Yvca17VDPdXQMCwvD0qVL2x1HdnY2Tp06BT6fj48//thoAzGuuVZISAjWrFlj8rGqqqrw/fffg2EYfPnllyav3RkZGTh37hzpvGxnZ4cXL14A0IqCWVlZqKurM2jSxVFcXIxDhw6Rv9va2mLLli1ddnO/aSgUCtLBs23+ZUxMDHJyckh1irlNh6qqqhAfH4/6+noIhULMnDkTL1++RFZWFlmPte2+ys2ZhUIhNm/ebFKEVqlU2LVrF6RSqVm5eNwcUKPRkO8gj8fDRx99ZJbQzeWSWVlZYceOHWZVenBVL9xcc/bs2Rg/fjwYhiHrU2tra4wZMwapqalkM5kr8eXm6N1xj29pacHevXvR2NjYbtdsXTrT/EWXyspK/PDDD+TvHX2XKebRa5ls//t//2+sWLECJSUl2LFjB/7yl7905eEoPUBCQgKqq6s7ZTHtbsaOHUucMdwFPTo6Glu3bjVwIXC5AFynIt1dLlNoNBqcPn0adXV1cHJywrJly7ossAHa/CdOlLxz5w6ys7ONHqdSqchEpzdKcXXRzf56/PgxJBIJbG1tMWHCBGzbtg1r167FyJEjwePxEBgYSAJFb9y4obeoakt6ejokEglZbLWHu7s7Nm/ejODgYKhUKly+fJlkFnh5eWH+/PnYsWMH5s+f3+FkfPTo0QgMDIRKpUJLSwvZhW4rsAHaMGNzsq4UCgXJyGlXJOAmmhoN0EkXpSk8PDzIzltCQgLZkODKZFevXk066b1puLq6Yvbs2XrlYRqNBtnZ2eS97owzlmEYjBkzBmvXroWtrS3KyspQUlICGxsbrFmzhkx6jP274OBgrFixAtu3b8fUqVNhb29PXCOcwObn54cvv/zyjRXYAJAQaD6fj/z8fOIQaw/OrSCTyeDv709ydbobhmEwadIk4k598eIFysvLIRKJ8MEHH/SYQ5fLuvL09ERzczNOnDhhMuNRo9HoZS91p8AGaK+ny5YtA4/HQ2ZmJsl903XScAIbt5gUi8W94qTg3v+0tDSTZV75+fmko9u8efPITrYIIpRISgBor5tbtmwh7/f58+f17gWDBg3C9u3bMWPGjDdKYAO095r33nsPgNbRlJSUpFcuqjtXKCoqQmlpKQQCQZebjRhj3LhxJJuUc97Pnj3bwFlja2uLDRs2IDc3FxqNBsOHD+8RgQ0wP/uLZVn8+uuvqK6uhr29PVasWEG6W5pTScA5oEaMGNFrAhugdXHY2NigsbERGo0G4eHhWL9+vVnXfO47zN2zuNf39ttv91pmp66b7cGDB0a/x1VVVaTSY968eSavcXw+HwsXLsTcuXPBMAwp8zOndHfkyJEICQmBWq0mm166qFQqUhrf0XXf09MTgYGBJPbBFNxnZWdnh9raWrx48QI8Hg9Lly7FjBkziLCWlJRkMB7dPCpAe54vXbq03wlsgHZDmlsfbd68mWScVVZW4uLFiygqKoJQKCTfWXPuPZ6enti8eTOCgoKIgzM9PR1qtRre3t5YsGABduzYgblz5xKh6+2338agQYM6dF3l5uZCKpXCwcHBZFMdXcRiMT744AOIRCLyHeyMkzQwMBDu7u6kGU9HVFRUYO/evSgpKYG1tTVWr16NCRMmkPdNLBbD29sbcrkc9+7dQ3NzM+zs7DBlyhS9Mtnuusfb2dlh5cqVEAgEKCgo0Ct/N0ZBQQGys7P1MhXNxd3dXe/44uLiDrP5KN1Ll1Z2ubm5+Pzzz8nixpQIQek7WltbiXLf1TySrrBy5Uo4OTmRicHChQtNHuvk5ESylLKzs9u1tANagaWwsBBWVlZYuXJlu6VrnSUyMpKEJf/666+orKw0OKazN5nu5q233oKrqyv8/f2xePFifPnll4iNjTW6OxkTE0OEwDNnzhgtPXqdhayNjQ1Wr16NiRMnwsbG5rWDsbmmGW5ubuQx2rOq62Zd/fLLL0azrjIyMkijh3ZL7IRCgNuF7aZcNkCbJ+Ts7GyyTPZNRyAQ6H2eMTExsLOzw1tvvWXQZt0cuEW+n58ffHx8iEBrDo6Ojpg+fTq2b99OAroZhoFYLMbmzZt7JQuxq/j5+ZHr3927d5GVlWXyWJZlcfbsWdTU1MDBwQHLly/v8dc4dOhQbNq0Cd7e3ggICDApcncnXFmRra0tXr58id9//93o5grndrC1te2xDQ3dRhV//PEHyTwaNGgQJk+eDGdnZ8TGxqKpqQk8Ho+U7Pc0wcHBcHZ2hkwmM3rOVFdXky6cXP4Ld8+3hS0kcgma5FoXrYuLCzZu3IiwsDCIRCKMGzeOlO3a2Nh0yyZVTzF06FC9/FauOZFSqdQTlbhyRmOdqrsD7l7VNr81IiICq1atgkAggIODAz755BNUV1fj+fPnEAgEPd7hLTQ0tMPsr9u3byM3Nxd8Ph8rVqyAg4MDKZn28fGBVColGYxtqaurI4vbns5ia4udnR0WLlwIR0dHzJw5E++++26nhXaxWIy1a9fCzc0NMTExPSZ4mmL06NFwcnJCS0uLgSil22BlxIgRBl1+28IwDMaOHYv3338fbm5umDBhglmiJ8MwmDt3Lvh8PgoLCw3Wbjk5OZ2a03JCXEpKitFsK47W1lY9YZFlWTQ3N5PyPYFAgKqqKoPYgEePHunNVWNjYzFkyJAOx2Xp+Pn54Z133sGOHTswZ84ceHh4wMPDA5s2bep0czWRSIQ1a9Zg3LhxsLGxQUREBDZt2oStW7ciJibGQGjm8/lYtmwZaVx1+vRpo5+tbha1ufeNQYMGkXlFYGBgp0rnufke99ztmTCysrJw4MABNDY2ws3NjZT168Lj8bBo0SI4Ojpi8ODBWLp0Kb788sse3WTy8fHBO++8A0ArtpsSC1UqFRGXx40b1+kNDT6fr1e+q1KpUFJS8pqjprwOXSoXdXBwQFpaGoYMGQK5XA6RSGTxKml/KxcFtJPvtoq2JZCcnIzff/8dAEyWV6Snp+Ps2bMAgKVLlyIsLKzbx6HRaHDkyBEUFRXB2dkZW7Zs0auJP3jwIJ4/f96p1ux9iVqtxuHDh/H8+XMSTqsrwHLvqUgkwhdffNGnnRnNQaVS4dChQygtLSWuOk7UY1mWZMV1VFIKABgyBCgqAh48ACZM6IXRUwYqXEmQlZUVNm7cCG9vb4Njbt68iTt37oDP52PDhg3w8/Prg5H2Hs+ePcORI0fAsizmzJmjl6PFsiy+//57VFdXY/r06d2eaaUL18U1JSUF1tbW2Lx5s17u1Pnz55GSkoJRo0YRZ1VvwJWC+vn5YfPmzeTnMpkMcXFxBnEJmZmZOH36NEqYEuxn9yPn0xyMcDe+OMvKysIvv/yCwMBAbNiwobde0mvBsizOnDmDzMxMMu+Uy+X4+OOP4enpSUqKeDwePv/88x515DU1NWHv3r1obm7GiBEjsHz5cr25lkwmw549e9DS0oKZM2cadH3sCdq7h+fk5ODkyZMAtFmCbZ3qEokEcXFxaGlpQVhYGN577z2918OVbNLSo9cnMTERFy9ehIODAz7//HOyccKVwltZWeHTTz/tcSfprVu3cPv/396dx0dVn3sc/55JZib7RoAQFmURKaKA0KuACNgKKq64UVoVt9Zaa9HW9nptLba1eFuXXmtFxQoubanXhXqrFlzBpSogKCiCskhYAgSyJySZybl/jOcwQxayzGTmnHzer1dezpw5JL/AMTP5zvP8nuXLlZmZqR/84Af266b2vqYNBAK69957VVtb2+xrddM09d577+mVV16RaZrq16+fsrKy7HBv9OjRmj59uv7v//5PH330kUaOHKnzzz9fUuh6fOCBB+zq5lhtl4Dm7d69W4899pgCgYDGjx8fMeTKahs3DEM/+tGPuqzyuba2Vvfee68CgYCuuuoqe+CDxTRNvfnmm/YbLYMHD9aFF14Y10KT5ljbDCUnJ+vKK69s8qZ1S/9/tsczzzwT8abc17/+dbujCR0T03bR+++/3/4IBAJatGiR7r//fv3pT3/q8IIRWz179nTkE9KRqq527dqlF154QVLoHdVYBGyS7JL23NxclZWV6X//93/tMNl6h9owDHtj90TX2jtU4VVsJ598csIHbFKo0uqSSy5RZmamSkpK7Km1UugaKS4uVlJSUtsqTqI8YRRoyTe/+U0NHjxYDQ0NWrx4cZPJX59++qn9IvGcc85xfcAmhfaQtPbOWrZsWcTEug0bNmjfvn3y+/2t7hEZDdagiv79+6uuri6iXebgwYP2O89dvT3A6NGj5fF4tHPnTnu/nta2S7DeDMryhF4IWi2jzbF+AWnLhvnxdnjVlfV8bO13af1/M2rUqJj/4hfeAv7ZZ5/Zk/Isr7/+uqqrq5Wfn69xXfTGzYgRI5Sbm6uampqIQQZ79uyx35Q86aSTmt0KIryT4JNPPonoJCgrK7O3XohlyO12o0ePVmZmpiorK+22zNraWnuwzaRJk7oksDjllFOUm5uryspKe2P1jrymTU5Otl9fHb4hfSAQ0D/+8Q8tW7bMHm50xRVX6KKLLtLpp58eMaHeeg2/fv16++fQSy+9ZAdshYWFMdsuAc1rrerK+rceOnRol24tkJqaag8VO3xQS319vZ5++mn7OeDkk0/WrFmzEi5gk0J76rU0NfvAgQP2z95p06Z1KGCTmg4/sAbQoWu0O2S777777I+CggI9+eSTuu+++/THP/5RAwYMiMUa0Y0dvi+A9cRbVVWlxYsXKxgMaujQoa0OJYiGtLQ0zZw5U16vV9u2bbMncoU/yTip8jF8X4DNmzfb+wJs2LBBJSUlSklJifkvstHU0l5X1hOw1RZ1RFGeMAq0xOPx6MILL1ReXp7Ky8sjwvs9e/ZoyZIlkkIvEpubmudWJ510kkaNGmXvdXXgwAGZpmmH/1a7S6wlJSXpkksuUVZWlvbv36/nnntOjY2NWrdunRoaGpSfn9/lr3kyMjLsjaWt557XXntNX3zxhT0VO3y7hPB2UUnaUdHy9Fbr77StE8/iLXz/VuuX8IqKCu3YsUNbtmyxp+t1BWuvRCnUirlhwwZJoTd5Vq5cKSm0v1ZXteE2t/dX+NTcgQMHtjoI4vD9Wzdt2iQptBdbY2OjBg4c2KR6BG0Xvk/gO++8o2AwqNdee001NTXq2bNn1CbhtmUd1r/z+++/rz179tivmY499th2vaa1WkY///xze6+tqqoqPf744/roo49kGIbOOOMMnXvuuUpOTpZhGBo/fry+9a1v2XuAvvjii8rLy1MwGNTatWu1ceNG+9pLTU21X7Oia40YMcL+WfrCCy9o165damho0EcffSTpyPv2xYL1Btcnn3xiv0FZVlamP//5z3Yr/Hnnnadp06Yl5J7HUstTs03T1EsvvaRgMKjBgwfb+zp3xOEtplVVVSqhiKDLtPvK27p1a6sfQDQ1V3XV0NCgp59+WpWVlcrPz7cnwMVar169dMEFF0gKDRn44IMP7CeZrq5oiIaCggK7JP/dd9/Vxx9/bL/7c9JJJ3X4nZN4OXyvq9WrV2v9+vWS2vEigEo2dCHrFwefz6dt27Zp6dKlEb8MDxo0KKI9ozuwNvgN3+tq/fr1Ki4uls/ns/fI7ArWpvDJycn6/PPP9frrr9u/hHbVwIPDWT/L1q1bp1WrVtnTLM877zz16dMn4lwrZPM2hvatKqpwRyWbxaq6sqxbt84OY0eOHNml+16OHj3avjaff/55FRcX68UXX5QU2vS91f1AYyB876/Vq1frmWeeUVlZmXJycnTRRRcd8RfP8E6CZ599Vlu2bLGrrqhi6zxrb9OysjItXbrUDs2nT5/epXsiDhkyRMOHD7db5DsanPTo0cPeJ2316tXatWuXFixYoB07dtjDjZqbHn7MMcfommuusd9sKi8vlxR6g9R6o8kwDM2aNavVqdOIrSlTpkRUXb3//vs6ePCgcnJy2rynbjQVFhaqoKBAwWBQH330kb788kstWLBAe/fuVXp6uq644oou2y+1M1JSUjRz5kz5/X4VFRXppZde0oYNG7R582YlJSXZg0066vBKNkmtDr1DdLU7ZPvVr37VpK0FiKXDq67mz59vTyW0fjh1la997Wv2BtEvv/xyXJ9kouG4446z36FasmSJ9u7d2+W/yEbTyJEj7Zacf/7znwoEAurVq1fb33Wnkg1drGfPnpoxY4ak0F49CxYsUFlZmXJzc9v0y7AbWVVZGRkZ2rdvn93iNnbs2LZVpEZRYWGhzj33XEmhqpO9e/faw0Di4eijj1aPHj1UX19vhzinnHKK3T4TzgrODNOQV95WK9mscwOBQIvTXRPRgAED7A3it27dqk2bNnVpFVu4qVOnauDAgWpoaNBjjz2mXbt2ye/3t1o1FitJSUn238GyZcu0detWezhUW/8fCu8keOqppxQMBjVgwAAdffTRMVx59+D1eu3XKla148iRI2M+ZKY506ZNk9fr1Y4dO1RXV9fh17RWMLdy5UotXLhQFRUVEdPnWxJ+jlXNfeDAAbuq9qyzzlK/fv068J0hWg6vurK6X0488cS4vEYJH4Dw9ttv64knnlBNTY369Omj7373u46qtD18arYVLk+YMKHZAXbtkZOT0yS0Z0hl12n3/xl33HFHRN8w0BXCq65KS0tlGIYuvPDCTv8A6ohJkyZFTPYZM2aMo/eIOO200zR06FC7T/8//uM/EnL/gray9rqytOvfh0o2xMGxxx5rt7yXlZXJ5/PZ0za7q/AWcNM0I1qsutrxxx8f8bVHjBgRt38bwzAiqkyOOeaYFrdL8Pl89i9AqUptNWQLf7PKSdVskppMQDzuuOPi8trA2r81JyfHnqJ42mmnxWS6aVuMGjVKmZmZ9nP7BRdc0K4JdeGdBNbnoIotesaOHWv/HElJSbGn5na1rKysiAEHHX1Ne+yxxyojI0N1dXUKBAL2pOq2/L+YmpqqWbNmNWmVPeaYYxzZKeJGhxc2eDyeZvd17CojRoyQz+dTTU2NGhsbNWLECF155ZWO2rrHcswxx+gb3/iGpNCk7Nzc3Ki8UWQYRpP//3bv3k2O00XaHbKxYR7i5bjjjtOUKVOUnJysadOmNRnF3FUMw9D555+vwsJCpaenx/VJJhoMw9AFF1yggoICZWRkdNl+ILFi7XXVq1cvZWVlta/ihEo2xMnEiRM1atQo+Xw+zZgxo9ky/+6mX79+Ovfcc+XxeDRhwoSI/ca62je+8Q0NGzZMycnJcf8ZaYUnBQUFmjFjRouVBIZhROzL1lq7qGEYjtuXzWL9UuXz+eTz+exq83iw9m9NTU3VgAED4hoQJCcn67TTTpMUCvus/fzaIz09XZdeeqlSUlI0aNAguyUQnef3++1wa9q0aXELY6XQFiH9+/dXRkZGh1/TJiUlafz48fZ+azNnzmzX/pkej0fTpk2zr1nrjRYkjvz8fF100UVKTk7WiSeeGNdr1u/366STTpLH49Fpp52mGTNmyOv1xm09nTVhwgSNGjVKHo9H06dPj9r3cvjUUim0dyJizzDbmZp5PB795Cc/afF/rNtvvz0qC4uX9oxmRXwEg8Eu3bOiJdZETre0czU2Nso0zYT4u42GDv37PP20dOml0sSJ0lf70wFdKVF+viWSQCCgpKSkuFcMm6apYDCYEJtvt/Xn25/+9CeVlJRokRapLKVMpT8rbfHc+++/X6WlpbryyisdNciquLhYDz/8sNLT0zVnzpyE+PcJBALyeDwJ8fqgoaGh07+wJcr/g24UCAQS4pqN1mvaaFxvdXV18nq9CfH/D5pKpJ8H0bjeEoVpmgoEAlH9ft577z0tXbo04tjQoUP1rW99K2pfoztpT07UoZ/q77zzjnw+X5PjhmE4PmRD4kuUX0Dd9uTP9yMq2RB3ifLzLZEkwi+gUug1TqKspa0/38Ir2bYd3Kaq+ipl+Jp/kzQ1NVWlpaWOaxe1NkSvrq5OiF/6pMS5ZiVF5Re2RPp+3CZR/m6j9RowGteb0wZvdTeJcs1K0bneEoVhGFH/fsK7IjwejxobG7V582ZXhZOJqkP/lzz//PO0sgBwH/ZkA+Ai1ib3ecl5UkDaUbFDw/KHNXuuU9tF09LSlJSUpGAwqMrKSuXk5MR7SQAAxF34PpwZGRmqqKhQMBjU1q1bm+xniuhyV+kKAHRGeCUb+08CcDirkq23P/RCuy0TRp1WyWYYhl3NVllZGefVAACQGNLT0+3uw/BK740bN8ZrSd1Gu0O2SZMmNdsqCgCOZ1WyBYNSeXl81wIAnWRVp/Xwhn62FZW3PPzAOtdpIZt0qGW0oqIizisBACBxWBNGw6vUN27cyDDLGGt3yPbGG29Qig/AnVJSJGuCIfuyAXA4q10025MtqW2VbE5rF5UOTRglZAMA4JCCggJJoYEi1pT26upq7dq1K57Lcr12h2wXXXSR7rrrribHf//73+viiy+OyqIAIG7Ylw2AS1jBWboRemHtxnZRSbSLAgDQjL59+9q3CwsL7du0jMZWu0O25cuXa/r06U2On3HGGVqxYkVUFgUAccOEUQAuYQVnfjM0ra+o4sjtok6uZCNkAwDgkPDhB7m5ufZtQrbYanfIVlVV1eyebF6vlzJ9AM5HJRsAl7BCtqRgkiT3V7LxOhQAgEN69uzZ7PG9e/eqrKysaxfTjbQ7ZBsxYoT+/ve/Nzm+ePFiDR8+PCqLAoC4oZINgEtYwZnZENrg2K0hG5VsAAA05ff77Ur1kpIS9erVy36MarbYSW7vH/jFL36hCy+8UJs3b9Zpp50mSXrttdf0t7/9Tf/7v/8b9QUCQJeikg2AS1jBWUNdgySp9GCpquurle5Lb3Kuk9tFwyvZTNOUYRhxXhEAAIkhNzdXu3fv1v79+zV8+HDt3btXkrRp0yaddNJJcV6dO7W7ku3cc8/VkiVL9MUXX+j666/Xj3/8Y+3YsUOvvvqqzj///BgsEQC6EJVsAFzCmi4aDAaV6w3txdJSNVt4JZtpml2zwCixQrZgMOjISjwAAGLFmjBaWVmpgQMH2se3bt3qyDfWnKDdIZskTZ8+Xe+8846qq6tVUlKi119/XZMmTYr22gCg6yVqJdu8edIvfxnvVQBwEK/XK48n9FJvUOYgSUcO2RobG9XQ0NA1C4yS5ORkO1BkXzYAAA4ZMGCApNDze35+vpKSQvu0mqapL774Ip5Lc60OhWwA4FqJWMn2zjvSf/2X9KtfSbt3x3s1ABzCMAw7POuf1l9SyxNGwwM5J1aDWdVsVVVVcV4JAACJo7Cw0L5dVlZmh25SqGUU0demkG3AgAH68ssvJYV6evPy8lr8AABHS8RKtl//+tDtffvitw4AjmNVePXx95HUciWbYRiO3pctPT20z1x1dXWcVwIAQOLoYf1uI2nnzp0aNGiQff/zzz9XMBiMx7JcrU2DD+666y7lf1Xdcd9997GhLAD3SrRKtpUrpaVLD91PpPAPQMKzKtl6+UMTxYrKm69ks86tqalxZCUbIRsAAE0lJSUpNTVVtbW12rFjhyZNmqTXXntNUuhNte3bt0fs1YbOa1PINmvWLPv27NmzY7UWAIi/8Eo205Ti/abCb34TeT9Rwj8AjmCFbLlJXw0+qGy+ki38XCeGbFbFXk1NTZxXAgBAYsnNzVVtba1KSkpUUFCgtLQ0+/ly48aNhGxR1u492ay20cM1NDToP//zPzu9IACIK6uSraFBivfePh99JL3wQijoGzEidIxKNgDtYAVnGZ4MSS23i0qiXRQAABfq3bu3pNCEUcMwIlpGN27c6Lip4omu3SHbKaecoo0bN0YcW7VqlUaNGqV//vOfUVsYAMRFWpr01S+acQ+0rCq2Sy6RTj45dJtKNgDtYIVsaQpVeh2pXVRyZiWbFbJRyQYAQCRr2EF9fb2CwWBEyFZWVqZ97PkcVe0O2a666ipNnDhRa9asUUNDg2699VZNnDhR5557rj788MNYrBEAulYi7Mv26afSs8+Gbt92W2IOZACQ8KzgLLkxtENI6cFSVdc3X+1lVbI5MWSz2kWpZAMAIFL4RNGSkpKIkE1SkyIqdE6b9mQLd8cddygnJ0dTpkxR3759ZRiGVqxYoa9//euxWB8AdL0ePaQdO+IbaP32t6E94S64QDr++MQI/gA4jhWyBeuDyvRlqrK+Ujsrd2poj6Etnku7KAAA7pGbmyvDMGSaprZt26aTTjpJ+fn5Kvnqd51NmzZp4sSJcV6le7S7kk2SbrrpJt1zzz3atGmTfvWrXxGwAXCXeAdan38u/e1vods//3nov1SyAeiA8BbQfln9JLXcMuqGdlFCNgAAIhmGYVer79gR2ps1vJptx44dqor3XtQu0u5Ktvvvv9++feqpp2rWrFm69dZblZsbmlp14403Rm91ABAP8Q605s2TGhul6dOlE08MHYt38AfAkaw2Sitk21CyocXhB24YfNDQ0KCGhgZ5vd44rwgAgMSRnZ2t2tpae/+1wYMH64MPPlBSUpKCwaA2bdqkE63fO9Ap7Q7Z7rvvvoj7ffr00aJFiySFElJCNgCOF89Aa9s26cknQ7etKjYp/sEfAEcKr07r37e/pJYnjDq5ks3n89m/KFRXVysnJyfeSwIAIGH07t1bxcXFqqiokCQdddRR8ng8CgaDkkTIFkXtbhfdunVrix9btmyJxRptK1as0DnnnKPCwkIZhqElS5ZEPG6apubOnavCwkKlpqZq8uTJ+uSTT2K6JgAuFM9A67//WwoEpG9+89BEUYlKNgAdEtEumvlVu2iF+9pFDcNgwigAAC3o3z/0RptVre73+9WvXz/78c2bN6uhoSEua3ObDu3J1hzTNLV9+3Zt375dO3fujNanjVBdXa2RI0fqgQceaPbx3/3ud7r33nv1wAMPaOXKlSooKNDpp5+uysrKmKwHgEvFK9DauVN67LHQ7V/8IvIxK/irqJDq67t2XQAcyx58EAyqML1QUsuVbE5uF5WYMAoAQEusPdhM01RZWZmkUMuoJCUnJysQCMS8aKq7aHe76Mcff9zs8f379+ub3/ymRo4cqfz8fC1btqzTizvcmWeeqTPPPLPZx0zT1B/+8AfddtttmjFjhiTp8ccfV+/evfXXv/5V3/ve95r9c3V1daqrq7PvW+WTALoxK2Tr6kq23/0uFKCdemroI1xOjuTxhPZqO3BAKijo2rUBcCSv12u3URakhH5uHKmS7eDBgzJNU4ZhdNk6o4HhBwAANC98wuiWLVt04oknatCgQXrjjTdkmqYkaePGjTr22GPjvFLna3fINmrUKPsfx2LdNwxDH374YVQX2FZbt25VcXGxpk6dah/z+/2aNGmS3n333RZDtnnz5umOO+7oqmUCcAKraqwrK9mKi6VHHgndPryKTZKSkqTc3NCaSkoI2QC0iWEYSk1NVVVVlXp4Qz/bjlTJZpqm6urq7PtOQcgGAEDL/H6/Dh48qKKiIp144okqLCxUSkqKXcG+adMmR77Jlmg61C76/vvvN9mL7f3334/22tqluLhYUmhDv3DWBn8tufXWW1VeXm5/FBU1/+4ugG4kHpVs99wjHTwY2oftG99ofV3sywagHawKtSxPliTpQO0B1TQ03bfM6/UqOTn0/qsT92Wz2kXZkw0AgKays7MlSXv37pUkeTweDRw4UJKUlJSk6urqmG391Z20u5JNkgYMGKBevXpFHEuUdzsPT12PlMT6/X75/f5YLwuAk4RXspmmFOt3c0pKpPnzQ7d//vOWvx4TRgF0gBWyJQWTlOHLUFV9lXZU7NDQHkObnJuSkqKqqipH7stGJRsAAC3r2bOn9uzZY+/JJoX2atuwYYP8fr9qamq0cePGiIEIaL8OVbItXbpUL7/8st55552ESToLvmqdOrxqbe/evU2q2wCgVVbF2MGDUldURPzhD1J1tXTiidJZZx15XVSyAWiHiAmjWaEXzi21jDp5wijTRQEAaJkVnoU/x1vDD6xjmzZt6vqFuUyHKtmuuOIK+7ZhGBowYIAuuuiiqC2qIwYOHKiCggK98sorGj16tCSpvr5ey5cv13//93/HdW0AHCY9XfL5QkMI9u8P3Y+VsjLpj38M3W6tik2ikg1Ah4QHZ/2z+uuzks9cGbIxXRQAgJaFTxitqqpSRkaGcnNzlZubq9LSUkmhIqXS0lLl5ubGc6mO1u5KtsbGRjU2NurgwYPauXOnVqxYoWuuuUZ//etfY7G+CFVVVVq7dq3Wrl0rKTTsYO3atdq+fbsMw9CcOXP029/+Vs8//7zWr1+v2bNnKy0tTbNmzYr52gC4iGF03b5s998vVVRII0ZI553X+rlUsgHogOYq2YrKm9+D1tr+g3ZRAADcJd/6XULSli1b7NtW+JaZmSkpNGUUHdehdlFJ8vl86tOnjyZMmKDbbrtNL774okzTVFJSkgoLC6O5RtuqVas0evRou1Lt5ptv1ujRo3X77bdLkn76059qzpw5uv766zV27Fjt3LlTy5Ytsy8WAGizrpgwWlERahWVQlVsniP8SKaSDUAHWBVe3aVdlJANAICmDMOw96P/8ssv7eNWy2hjY6MkWkY7q0Ptos0ZNWqU/Y8SK5MnT5Zpmi0+bhiG5s6dq7lz58Z0HQC6ga6oZJs/XyotlY49VmpLyz2VbAA6IKJdtF9/SVJRReuVbE4O2QKBgOrr6+Xz+eK8IgAAEktmZqbq6uq0Z88e+9jAgQNlGIb9JtW2bdvU0NAgr9cbr2U6Wocr2QDA1WJdyVZdLd1zT+j2f/2XlJTU9jVRyQagHToy+MCJ7aJer1fJyaH3j6lmAwCgKatlNHzCaEpKivr27StJSk5OlmmaOnDgQDyW5wrtDtny8vJa/QAAV4h1Jdsjj0j79kmDBklt3TeSSjYAHWAFZzU1Na5uFzUMg5ZRAABaYYVpNTU1EV2C1r5sVvXafn7f6LB2t4s2NjbKNE3ddNNNGjhwYCzWBADxF8tKtoMHpd//PnT71lul5Db+KKaSDUAHRLSLZofaRffX7ldNQ43SvGkR5zp58IEU2n+uvLxcNTU18V4KAAAJ56ijjpIUmjBaXl6unJwcSaF92VasWKH6+npJUgm/b3RYu0O2LVu2aO7cubrnnnt03XXX6ec//7mys7NjsTYAiJ9YVrL9+c/S7t3SgAHS5Ze3f01lZVIg0PZwDkC3Fh6yZfmylO5NV3VDtXZW7NQxPY5p8VwnopINAICW9erVy769c+dOO2Tr27evfD6fHbJRydZxHWoXvf/++7V69Wp98cUXGjJkiP74xz8qEAjEYn0AEB+xqmSrr5f++79Dt3/2M6k9G3Pn5h66zT4JANrImi7a2NiohoaGVltGCdkAAHAvv99v718aPmE0KSlJRx99tH2fkK3jOjz4YOjQoXr++ef17LPP6oknntBxxx2nJUuWRHFpABBHsapke+IJqahI6tNHuuqq9v3Z5ORDQRtPfADaKDk5WUlfDVcJbxltbsKoG9pFJUI2AABakpGRIUnavXt3xPHBgwfbt0tKSiL2bEPbtbvXaMaMGU2O9e3bV5999pkuvPBCBYPBqCwMAOIqFpVsgYA0b17o9i23SF/9MtvudZWWsi8bgDYzDEOpqamqqqo64oRRq5Ktrq5OjY2N8nicNYjeqmRjTzYAAJrXo0cPlZWVNZkgag0/kEKvA6qrq+1ADm3X7pCtpf3XLrrook4vBgASRiwq2f76V2nLFqlnT+l73+v4ur74gko2AO2SlpZmh2z9s0KVbM2FbClh4f/BgwftyjCnoF0UAIDWFRYWavPmzaqpqVEwGLSr3Xv06NFkXzZCtvZrd8i2cOHCWKwDABKLVclWUyPV1kpfVXd0WDAo3Xln6PaPfyx19BdXJowC6IDwvdasSrbm2kWTkpLsF9i1tbWOC9ms9VLJBgBA8/r27Wvf3r9/vz0MwTAM9ejRw24jLSkpsaeRou063QPQ0NCgNWvWqLS0NBrrAYDEkJV1aHpnNKrGnnlG2rRJysuTrr++45/HqrCjkg1AO1ghW01NTavtouHnOnFfNirZAABoXc+ePe3be/bsiXgs3/pdQww/6Kh2h2yrV6/WuHHjNH36dH3xxRc64YQTNGbMGPXr10/Lli2LxRoBoOsZRvT2ZWtslH7zm9DtOXOkzMyOfy4q2QB0QHglm9UuWlTetJJNOtQy6sQJo+EhGxs2AwDQVE5OjgzDkCQVFUW+Fuhh/a4hQraOanfIduONNyozM1MZGRmaOnWqJk2apKKiIl133XW67bbbYrFGAIiPaO3L9o9/SOvXh6rjfvjD6KyJJz0A7dBcu+j+2v2qbWgapIWf6zRWu2gwGLT3lAEAAId4PB77+fLwCaPhIVsJb+p3SLv3ZPvoo4+0evVqHXXUUcrIyNANN9ygvn376oYbbtBDDz0UizUCQHxYTzLvvde5Pdl+/evQf3/4QyknJzpr4kkPQDuEB2c5KTlK86appqFGOyt3akjekGbPdWK7qM/nk9frVUNDg6qrq+X3++O9JAAAEk5eXp6qq6ubVKuFt4uWlpZGDEZA27Q7ZKupqVFeXp5SUlKUmppqJ6BpaWmOfDEGAC2ynmR+/vPOf6709FCraGdRyQagA8JDNsMw1D+rvzbu36ii8qImIZuT20WlUMtoWVmZqqurlZeXF+/lAACQcPr06aOioiLV1taqvr5ePp9PkiKeN03TVGlpaUTwhiNrd8gmSQsWLFBGRoYCgYAWLVqk/Px8VVZWRnttABBf11wjbdwo1dV17vN4PNLNNx8KyDqDSjYAHXB4C+jXen5NSZ4kBc1gk3PdErIxYRQAgOYVFBTYt/ft22dPHPX5fMrKylJFRYWkUMsoIVv7tDtkGzBggBYsWCAp9A/z5JNPRjwGAK5x5pmhj0RCJRuADrA6D6zg7PlLn2/xXCe3i0qHvlcmjAIA0Lzw4GzPnj12yGY9ZoVsDD9ov3aHbNu2bYvBMgAAbWJVsh04IAWDEnskAGiD9gwzcHrIFj5hFAAANBU+4KC54QdbtmyRxPCDjmj3dFEAQBxZT4imKZWVxXUpAJwjPGQzTbPVc53eLkolGwAArUtLS7P3Ydu1a1fEY+EBHJVs7dfmSrabb765Tefde++9HV4MAOAIvF4pK0uqqAjtyxb2JAgALbFCtsbGRtXX17c6dbM9VW+JyKpkY082AABalpOTo71797Y6YZSQrf3aHLKtWbOm1cerqqr04YcfErIBQKzl54dCNp70ALSR1+tVcnKyAoGAamtr2xSy0S4KAIB7FRQUaO/evaqrq1N1dbX9/BleyVZTU6Pa2lr7tQGOrM0h2xtvvNHq42vXrtWYMWM6vSAAwBH06CFt2cKEUQDtkpqaqsrKStXW1ionJ6fF85zeLkolGwAAR9azZ0/79t69ezVw4EBJUnZ2tv3GnBTal61///5xWaMTRW1PNsMwovWpAACtYcIogA6w3oU+UvhkndfQ0KBgMBjzdUUbe7IBAHBk4W2he/futW8bhsG+bJ3A4AMAcBrrSY9KNgDt0Na91qxKtracm4jC20WPNOQBAIDuKjxIKy4ubvExJoy2T5vbRbdv397q44dPpAAAxAiVbAA6oK0hm2EYSklJ0cGDB1VbW6uMjIyuWF7UWCFbY2Oj6urqIkJDAAAQkpeXJ8MwZJqm9uzZE/EYlWwd1+aQ7eijj261JdQ0TVpGAaArUMkGoAPaMzU0NTVVBw8edOTwg+TkZPl8PtXX16u6upqQDQCAZiQlJSkrK0vl5eXat29fRKbDhNGOi9p00c8++0yzZs3q9IIAAEdAJRuADmhPyOaG4QdWyBb+bjwAADikZ8+eKi8vVyAQUHl5uT0YKfy588CBA2psbJTHw25jbdHmkG3kyJGxXAcAoK2oZAPQAe2tZGvruYkoPT1dpaWlTBgFAKAV+fn5+uKLLyRJe/bssUO28Eq2YDCosrIy5eXlxWOJjkMUCQBOQyUbgA6wpm62J2RzYruoxIRRAADaoqUJo36/P2JPVlpG246QDQCchko2AB3Q3dpFJUI2AABaE94WGh6yHf4YE0bbrs3tojNmzGj18bKyss6uBQDQFtY7TgcOSI2NEvsjAGgDK2RrSwul00M2KtkAADiy8Eq25iaMfvnll5KoZGuPNods2dnZR3z88ssv7/SCAABHYL2rFAxK5eVSbm581wPAETqyJ5tT20WtSjb2ZAMAoGXp6en2RO6SkhIFg0ElJSVJYsJoR7U5ZFu4cGEs1wEAaCu/X8rIkKqqQvuyEbIBaIPwkM00TRmGccRznR6yUckGAEDLDMNQfn6+du3aJdM0tX//fvXq1UsS7aIdRY8RADgR+7IBaCcrODNNU3V1da2e6/R2USrZAABom5aGH4Qfr6qqOuJrB4QQsgGAEzFhFEA7eb1eJSeHmhiOFJ61p7U0EbEnGwAAbRNesRa+L1tOTo48YXs/0zLaNoRsAOBEVLIB6IC2hmduaRetqamRaZpxXg0AAIkrPGTbt2+ffdvj8SgvL8++T8to2xCyAYATUckGoAOsCq8jhWzh7aJODKms77OxsdGxQSEAAF0hvC20uLi4xceoZGsbQjYAcCIq2QB0QHsr2YLBoAKBQMzXFW3Jycny+/2SaBkFAKA14dVq5eXlEXuvhVe5EbK1DSEbADgRlWwAOqCtIZvP57Onjzp1XzYmjAIAcGRer1fZ2dn2/fCWUSaMth8hGwA4EZVsADrACtmONHXTMAzHDz8gZAMAoG3aMmF0//79jtxCoqsRsgGAE1HJBqAD2hOcOX34gbUv25ECRQAAurvwirXwkC38eCAQUEVFRZeuy4kI2QDAiahkA9AB7QnZwocfOBGVbAAAtE1LIVtaWpr92kGiZbQtCNkAwImoZAPQAR2pZHNqyGZVshGyAQDQuvC20D179kS0hYY/Rsh2ZIRsAOBE4ZVs7I0AoI26U7uoVclGuygAAK0Lr2SrqanRrl27mn2MCaNHRsgGAE5kPdkFAlJlZXzXAsAxrOou2kUBAIAlKytLXq/Xvr9q1Sr7NiFb+xCyAYATpaVJ1v4IlG0DaCP2ZAMAAIczDCMiTFu/fr39/E+7aPsQsgGAU7EvG4B2Cg/ZzCO0mtMuCgBA92GFbBkZGQoEAvr4448jjktSRUWF6uvr47I+pyBkAwCnYsIogHaygjPTNFVXV9emc50aslmtsTU1NUcMFAEA6O6sMC03N1dSqGXUNE3l5eXJMAz7vAMHDsRlfU5ByAYATkUlG4B2Sk5OtvdcOVIbqNPbRa2QzTRNx34PAAB0Fast1DRNeb1elZSUaPv27UpKSrKDN4mW0SMhZAMAp6KSDUAHtHVftvbs35aIkpKS7KCQfdkAAGidVclWWlqq448/XtKhAQgMP2g7QjYAcCoq2QB0gBWeHWmvMqe3i0oMPwAAoK3y8/Pl8XhUXV2tnj17SpI+/fRTVVdXE7K1AyEbADgVlWwAOqCtFWrh7aJO3dOMkA0AgLbx+Xw6+eSTJUnvv/+++vTpo8bGRq1du5YJo+1AyAYATkUlG4AOaG+7qGmajp0kxoRRAADabtKkScrKylJZWZkyMzMlSatXr1ZeXp59zv79+x375ltXIGQDAKeikg1AB7Q1ZPN6vUpKSmrTuYnKGn5AJRsAAEfm8/l0xhlnSJI2b94sr9er0tLSiOfR+vp6VVVVxWuJCY+QDQCciko2AB3QnoEGTh9+QLsoAADtM2zYMB1zzDEKBoP264D169fL5/PZ59Ay2jJCNgBwKirZAHRAR0I2pw4/sCrZaBcFAKBtDMPQmWeeqeTkZFVUVEiSNm3apNzcXPschh+0jJANAJwqvJKNfREAtJEVPLUlZAsffuBEVLIBANB+ubm5OuWUUyRJSUlJMk0zYh82KtlaRsgGAE5lVbLV1Un8AgmgjWgXBQAARzJhwgTl5eUpGAxKksrLy+3HqGRrGSEbADhVerrk94du80QHoI2s4KwtLZRObxdluigAAB2TnJyss846y75fV1dn3yZkaxkhGwA4lWGwLxuAdmtPdZrT20XD92RrbGyM82oAAHCWwYMH67jjjmtyvLS0VIFAIA4rSnyEbADgZEwYBdBO4dVp5hH2c3RLyCY593sAACCepk6dKq/X2+T4gQMH4rCaxOfKkO3BBx/UwIEDlZKSojFjxuitt96K95IAIDaoZAPQTlbIZprmEdtAnd4u6vF47O+BfdkAAGi/rKwsTZkypclxWkab57qQ7e9//7vmzJmj2267TWvWrNHEiRN15plnavv27fFeGgBEH5VsANopOTnZfkf6SNVdTg/ZJIYfAADQWSeddJKys7MjjjFhtHmuC9nuvfdeXX311brmmmv0ta99TX/4wx/Uv39/zZ8/P95LA4Doo5INQAe0dV82p7eLSoRsAAB0lsfj0fnnnx9xjEq25rkqZKuvr9fq1as1derUiONTp07Vu+++2+yfqaurU0VFRcQHADgGlWwAOsDaq6ytlWxuCNmYMAoAQMcdffTRyszMtO9TydY8V4VsJSUlCgaD6t27d8Tx3r17q7i4uNk/M2/ePGVnZ9sf/fv374qlAkB0UMkGoAOGDRumMWPGKCMjo9Xz3NAuagWKVLIBANA5EydOtG8XFxcfcYBSd+SqkM1iGEbEfdM0mxyz3HrrrSovL7c/ioqKumKJABAdVLIB6IBJkybp7LPPVkFBQavnWe2iBw8eVGNjY1csLepoFwUAIDqGDh1q3w4Gg9q7d28cV5OYXBWy5efnKykpqUnV2t69e5tUt1n8fr+ysrIiPgDAMahkAxBDViWbFNpiw4msSjbaRQEA6JysrCx5PIdipH/9619xXE1iclXI5vP5NGbMGL3yyisRx1955RWNHz8+TqsCgBiikg1ADCUlJbV5EmmiopINAIDoMAxDPXv2tO9v27ZNW7ZsieOKEo+rQjZJuvnmm/Xoo4/qscce04YNG3TTTTdp+/btuu666+K9NACIPirZAMSY04cfELIBABA9+dab/F956aWXFAgE4rSaxJMc7wVE26WXXqr9+/frV7/6lXbv3q0RI0bopZde0lFHHRXvpQFA9FlPcrW1Uk2N9FVbFABES2pqqioqKhw7/IDpogAARE8P603+r+zfv1/vvvuuTj311DitKLG4rpJNkq6//npt27ZNdXV1Wr16Nf/YANwrM1NK/ur9ElpGAcSANfzAqZVs1p5stbW1CgaDcV4NAADOdnjIJklvvfWWSktL47CaxOPKkA0Aug3DYF82ADHl9HbR1NRUe8q8U78HAAASxeHtooZhKBAI6OWXX5ZpmnFaVeIgZAMAp2NfNgAxZFWyObVd1OPx2EEh+7IBANA5h1eymaYpwzD0+eefa+PGjXFaVeIgZAMAp6OSDUAMOb2STWL4AQAA0eL3+5WRkRFxzNqa4V//+pfq6+vjsayEQcgGAE5HJRuAGHL6nmwSIRsAANEU3jJqGIaqq6uVkZGh8vJyrVixIo4riz9CNgBwOirZAMSQVcnm1HZRiQmjAABEU3jLaG5uriSpZ8+ekqR///vf2rdvX1zWlQgI2QDA6ahkAxBDbgjZrDYWKtkAAOi88JDN6/VKkoqKijRkyBA1NjbqpZde6rZDEAjZAMDpqGQDEEO0iwIAgHDh7aJVVVXq3bu3AoGACgsLlZycrG3btmndunVxXGH8ELIBgNNRyQYghtw0+IB2UQAAOi+8kq26ulonnHCCJOnTTz/Vqaeeqtzc3CbDEbqL5HgvAADQSVSyAYgh2kUBAEC4nJwcJSUlKRgMSpL69Okjr9erkpIS9e3bV+PGjVNycveMm6hkAwCno5INQAxZ7aL19fX2i2mnoV0UAIDo8Xg8ysvLs+9XVFTo+OOPlyStWbOm2wZsEiEbADgflWwAYsgK2STnVrMRsgEAEF3hLaMlJSUaO3aspFDLaHd+viVkAwCns57gqqqkurr4rgWA63g8Hvn9fknO3ZfNCtnq6uocW40HAEAiCQ/Z9u/frz59+qhv375qbGzU2rVr47ewOCNkAwCny86WkpJCt6lmAxADTh9+kJKSIsMwJFHNBgBANIRPGN3/1e8gY8aMkSStXr1apmnGZV3xRsgGAE7n8UjWngjsywYgBpw+/MAwDCaMAgAQRYdXsjU2NmrEiBHy+/0qLS3Vli1b4ri6+CFkAwA3YF82ADFk7cvm1Eo2iQmjAABEU3glWzAYVHl5ubxer0aOHKm0tLRu+3zbfUc+AICbMGEUQAw5vV1UYvgBAADRlJqaqrS0NLtCfP/+/crNzdXkyZN1+umnd9sJo1SyAYAbUMkGIIasSjantotKhGwAAETb4RNGpVD41l0DNomQDQDcgUo2ADHkhko2q12UPdkAAIiOw/dlAyEbALgDlWwAYohKNgAAcLjmJox2d4RsAOAGVLIBiCE3VLIxXRQAgOhqrl20uyNkAwA3oJINQAxZIZuTK9mYLgoAQHSFV7JVVlaqvr4+jqtJDIRsAOAG1rtIhGwAYsBqF3VDJRshGwAA0ZGbmyvDMOz7tIwSsgGAO1jvIlGmDSAG3NQuSsgGAEB0JCUlKTc3175PyyghGwC4A5VsAGLIDe2iVshWX1+vQCAQ59UAAOAODD+IRMgGAG5gPbmVl0sNDfFdCwDXsdpFA4GAGhz6M8bv98vjCb30pZoNAIDoCB9+QMhGyAYA7pCTI1n7IRw4ENelAHAfv99v77ni1Go2wzCYMAoAQJQxYTQSIRsAuEFSkpSXF7rNkxuAKDMMwxXDD5gwCgBAdB3eLmqaZhxXE3+EbADgFuzLBiCGGH4AAAAOF17J1tDQoMrKyjiuJv4I2QDALZgwCiCG3DT8gJANAIDoSE9Pl9/vt+9395ZRQjYAcAsq2QDEkJvaRdmTDQCA6DAMgwmjYQjZAMAtqGQDEEO0iwIAgOYw/OAQQjYAcAsq2QDEkFXJ5oZ2USrZAACInvCQjUo2AIA7UMkGIIbcUMnGdFEAAKKPdtFDCNkAwC2oZAMQQ26qZCNkAwAgesIr2crKytTQ0BDH1cQXIRsAuAWVbABiyA2VbIRsAABEX15eXsT9AwcOxGkl8UfIBgBuQSUbgBiyQjY3VLI1NDR063fZAQCIJq/Xq5ycHPt+d24ZJWQDALegkg1ADFntok6uZPP5fEpKSpJENRsAANHEhNEQQjYAcAvria2sTAoE4roUAO7jhnZRwzCYMAoAQAwwYTSEkA0A3MLaC8E0pdLS+K4FgOuEt4uaphnn1XQc+7IBABB9TBgNIWQDALdITpasvRC68RMbgNiw2kUbGxtVX18f59V0XFpamiRCNgAAounwdlEnvyHXGYRsAOAm7MsGIEa8Xq+9n5kbhh8QsgEAED3hlWx1dXXd9nmWkA0A3IQJowBixDAMVww/sCrZ2JMNAIDoyczMlNfrte9315ZRQjYAcBMq2QDEkBuGH1DJBgBA9BmGwYRREbIBgLtQyQYghsKHHzgVIRsAALFhtYwed9xxGjJkSJxXEx+EbADgJlSyAYghN7SLWiEb7aIAAESXVcnm9XqVnZ0d59XEByEbALgJlWwAYsgN7aJMFwUAIDaskK277scmEbIBgLtQyQYghqxKNre0i5qmGefVAADgHla7aHfdj00iZAMAd6GSDUAMuaGSzQrZAoGAGhoa4rwaAADcw6pkq62t7bbbMhCyAYCbUMkGIIbcUMnm9XqVnJwsiZZRAACiyefzKTMzU1L3bRklZAMAN6GSDUAMuaGSzTAMJowCABAj3b1lNDneCwAARJFVyXbggNTYKHl4LwVA9Fghm5Mr2aRQy2h5eXm3bWUBACBWRo0apcGDB6tfv37xXkpcELIBgJvk5YX+29golZUdug8AUWC1izq5kk1iwigAALFywgknxHsJcUWJAwC4ic8nZWWFbnfTEm0AseOGdlFJtIsCAICYIGQDALdhXzYAMRLeLmqaZpxX03FUsgEAgFggZAMAt2HCKIAYsdpFJWfvy2ZVsrEnGwAAiCZCNgBwGyrZAMRIcnKyvF6vJHeEbFSyAQCAaCJkAwC3oZINQAy5YfgBlWwAACAWCNkAwG2oZAMQQ24YfsCebAAAIBYI2QDAbahkAxBD4cMPnCq8XdTJAxwAAEBiIWQDALehkg1ADLmpXTQYDKq+vj7OqwEAAG7hmJDtzjvv1Pjx45WWlqacnJxmz9m+fbvOOeccpaenKz8/XzfeeCMvnAB0P1SyAYghN7SLer1ee4ADLaMAACBaHBOy1dfX6+KLL9b3v//9Zh8PBoOaPn26qqur9fbbb2vx4sV69tln9eMf/7iLVwoAcUYlG4AYsirZnNwuKjFhFAAARF9yvBfQVnfccYckadGiRc0+vmzZMn366acqKipSYWGhJOmee+7R7NmzdeeddyorK6urlgoA8UUlG4AYckMlmxQK2crKypgwCgAAosYxlWxH8u9//1sjRoywAzZJmjZtmurq6rR69eoW/1xdXZ0qKioiPgDA0cIr2djQG0CUuWHwgcSEUQAAEH2uCdmKi4vVu3fviGO5ubny+XwqLi5u8c/NmzdP2dnZ9kf//v1jvVQAiC0rZAsGpfLy+K4FgOu4YfCBRLsoAACIvriGbHPnzpVhGK1+rFq1qs2fzzCMJsdM02z2uOXWW29VeXm5/VFUVNSh7wUAEkZKivTVL4/sywYg2qhkAwAAaF5c92S74YYbNHPmzFbPOfroo9v0uQoKCvT+++9HHCstLVVDQ0OTCrdwfr9ffr+/TV8DABwjP1+qrg7tyzZ4cLxXA8BF3LQnmyT2ZAMAAFET15AtPz9f+dYG3Z00btw43Xnnndq9e7f69OkjKTQMwe/3a8yYMVH5GgDgGD16SF9+SSUbgKijXRQAAKB5jpkuun37dh04cEDbt29XMBjU2rVrJUlDhgxRRkaGpk6dquHDh+uyyy7T73//ex04cEA/+clPdO211zJZFED3w4RRADFiVbLV19crGAwqKSkpzivqGCrZAABAtDkmZLv99tv1+OOP2/dHjx4tSXrjjTc0efJkJSUl6cUXX9T111+vCRMmKDU1VbNmzdLdd98dryUDQPyETxgFgCiyKtmk0L5sVljlNFSyAQCAaHNMyLZo0SItWrSo1XMGDBigf/7zn12zIABIZFSyAYgRj8cjv9+vuro6R4ds4YMPjjQoCwAAoC3iOl0UABAjVLIBiCE37MtmhYONjY2qq6uL82oAAIAbELIBgBtRyQYghtwwYTQ5OVk+n08SLaMAACA6CNkAwI2oZAMQQ1bIdvDgwTivpHPYlw0AAEQTIRsAuBGVbABiyA3tohITRgEAQHQRsgGAG1HJBiCG3NAuKlHJBgAAoouQDQDcKLySzTTjuxYArmNVsjm9XTR8wigAAEBnEbIBgBtZlWwNDVJVVXzXAsB12JMNAACgKUI2AHCjtDTpq1+C2ZcNQLS5pV3UqmRjTzYAABANhGwA4FbsywYgRtw2+IBKNgAAEA2EbADgVkwYBRAjbmsXpZINAABEAyEbALgVlWwAYsQt7aJUsgEAgGgiZAMAt6KSDUCMuKVdNHy6qMkkZgAA0EmEbADgVlSyAYgRq5ItEAgoEAjEeTUdZ1Wymabp+NZXAAAQf4RsAOBWVLIBiBG/3y/DMCQ5u5otKSlJfr9fEi2jAACg8wjZAMCtqGQDECOGYdgto06vAGNfNgAAEC2EbADgVlbIRiUbgBhwy75shGwAACBaCNkAwK2sdlEq2QDEgNsmjNbU1MR5JQAAwOkI2QDArahkAxBDVsjm9HbR8AmjAAAAnUHIBgBuFV7JZprxXQsA16FdFAAAIBIhGwC4lVXJdvCgRBuUMxQVxXsFQJu5pV3UqmSjXRQAAHQWIRsAuFVGhuTzhW6zL1viCgSkf/xDOuMMacAAaeXKeK8IaBOmiwIAAEQiZAMAtzIM9mVLZLt3S7/+tTRwoHT++dLSpaF/s7feivfKgDZxy55shGwAACBakuO9AABADOXnh8IcKtkSg2lKb7whzZ8vLVkSqmKTQv9OV10lfe970qBBcV0i0FajRo3S8OHD7XZLp2K6KAAAiBZCNgBwMyrZEkNpqfT449JDD0kbNx46Pn68dP310oUXSl+13gFOkZaW5viATYrck800TRmGEecVAQAApyJkAwA3C58wiq63cmWoam3xYsnaHD4jQ/rOd6Tvf1864YT4rg+AHbKZpqna2lpXBIcAACA+CNkAwM2oZOt6NTXS3/4WCtdWrz50/PjjQ8Had74jZWbGb30AIiQlJSklJUUHDx5UdXU1IRsAAOgwQjYAcDMq2brOhg2hdtDHH5fKy0PHfD7p4otD4dr48aHBBgASTnp6uh2y9ezZM97LAQAADkXIBgBuRiVbbNXXhwYYzJ8vvfnmoeODBoWGGFx5pcQv7EDCS09P1/79+5kwCgAAOoWQDQDcjEq22Ni+XXrkEenRR6U9e0LHPB7p7LNDVWtTp4buA3AEJowCAIBoIGQDADejki16GhulpUtDVWsvvhi6L0kFBdI110jXXisNGBDfNQLoEGsfNirZAABAZxCyAYCbUcnWefv2SY89Jj38sLR166HjU6aEqtbOP1/yeuO2PACdZ1WyEbIBAIDOIGQDADejkq1jTFN6551Q1dozz4T2XpOk7Gxp9mzpuuukYcPiukQA0UO7KAAAiAZCNgBwM6uSraZGqq2VUlPju55EV1EhPfVUaErounWHjo8dG6pamzlT+qqtDIB70C4KAACigZANANwsK0tKTpYCgVDLaL9+8V5RYvroo1DV2l/+IlVVhY6lpkrf+lYoXBs7Nr7rAxBTtIsCAIBoIGQDADczjFDL6J49hGyHO3gw1Ao6f7707ruHjg8bFmoHvfxyKTc3fusD0GVoFwUAANFAyAYAbmeFbOzLFrJ5c2iIwWOPHRoIkZwsXXBBqGpt8uRQOAmg2wgP2RobG+XxeOK8IgAA4ESEbADgdkwYDbXLvvhiqGpt6dJDx/v3l777Xenqq6U+feK3PgBxlRq2X2Vtba0dugEAALQHIRsAuF13njC6e7f06KPSI49IO3aEjhmGNG1aqGrtrLNCVWwAujWPx6O0tDTV1NSourqakA0AAHQIv1kAgNt1t0o205TeeCNUtbZkSaiKTQr9PVx1lfS970mDBsV1iQAST3jIBgAA0BGEbADgdt2lkq20VFq0SHroIWnTpkPHJ0wIVa1ddJHk98dteQASW3p6ukpKSgjZAABAhxGyAYDbub2SbeVK6cEHpcWLQxNDJSkjQ/rOd0Lh2gknxHd9AByBCaMAAKCzCNkAwO3cWMlWXR0K1ebPl1avPnT8+ONDwdp3viNlZsZvfQAcJy0tTZKoZAMAAB1GyAYAbuemSrYNG0LtoI8/LpWXh475fNLFF4fCtfHjQ4MNAKCdrEo2QjYAANBRhGwA4HZOr2Srrw8NMJg/X3rzzUPHBw0KDTG48kqpZ894rQ6ASwwePFg+n0+FhYXxXgoAAHAoQjYAcDunVrJt3y498oj06KPSnj2hYx6PdPbZoaq1qVND9wEgCvr376/+/fvHexkAAMDBCNkAwO2sSrbKylBVmM8X3/W0prFRWro0VLX24ouh+5JUUCBdc4107bXSgAHxXSMAAAAANIOQDQDcLicnVPHV2BiqZuvTJ94ramrfPumxx6SHH5a2bj10fMqUUNXa+edLXm/clgcAAAAAR0LIBgBu5/FIeXmhPdlKShInZDNN6Z13QlVrzzwTqrKTQqHgFVdI110nDRsW1yUCAAAAQFsRsgFAd5CfHwrYEmFftspK6amnQuHaunWHjo8dG6pamzlTSkuL3/oAAAAAoAMI2QCgO0iECaMffxwK1p56SqqqCh1LTZW+9a1QuDZ2bPzWBgAAAACdRMgGAN1BvCaMHjwYagWdP196991Dx4cNC7WDXn65lJvbtWsCAAAAgBggZAOA7qCrK9k2bw4NMXjssUPBXnKydMEFoaq1yZMlw+iatQAAAABAFyBkA4DuoCsq2QIB6cUXQ1VrS5ceOt6/v/Td70pXX504QxcAAAAAIMoI2QCgO4hlJdvu3dKjj0qPPCLt2BE6ZhjStGmhqrWzzgpVsQEAAACAi/FbDwB0B9GuZDNN6Y03QlVrS5aEqtisr3PVVdL3vicNGhSdrwUAAAAADkDIBgDdQbQq2crKpMcfD4VrGzceOj5hQqhq7aKLJL+/c18DAAAAAByIkA0AuoPOVrKtXCk99JD0t79JtbWhYxkZ0mWXhaaEnnBCdNYJAAAAAA5FyAYA3UFHKtlqakKh2vz50urVh44ff3yoau0735EyM6O7TgAAAABwKEI2AOgOrEq28nKpoUHyels+97PPQsHa44+Hzpckn0+65JJQuDZuXGiwAQAAAADARsgGAN1Bbm4oGDNN6cABqXfvyMcbGkIDDB58UHrzzUPHBw0KtYNeeeWhoA4AAAAA0IQn3gtoi23btunqq6/WwIEDlZqaqsGDB+uXv/yl6uvrI87bvn27zjnnHKWnpys/P1833nhjk3MAoFtKSgoFbVLkvmxFRdIvfiENGBCqVHvzTcnjkc47T/rXv6TPP5duuYWADQAAAACOwBGVbJ999pkaGxv18MMPa8iQIVq/fr2uvfZaVVdX6+6775YkBYNBTZ8+XT179tTbb7+t/fv364orrpBpmvrjH/8Y5+8AABJAjx6hKra9e6Xt20Mtof/8p9TYGHq8oEC69trQR//+8V0rAAAAADiMYZqmGe9FdMTvf/97zZ8/X1u2bJEkvfzyyzr77LNVVFSkwsJCSdLixYs1e/Zs7d27V1lZWW36vBUVFcrOzlZ5eXmb/wwAOML48dK//x0aVlBZeej4lCmhvdbOP7/1vdoAAAAAoJtpT07kiEq25pSXlysvL8++/+9//1sjRoywAzZJmjZtmurq6rR69WpNmTKl2c9TV1enurq6iM8rhf4SAcBVcnJC/62slLKypFmzpKuvloYODR2vrQ19AAAAAAAkHcqH2lKj5siQbfPmzfrjH/+oe+65xz5WXFys3odt5J2bmyufz6fi4uIWP9e8efN0xx13NDnen1YpAG5WUSE99FDoAwAAAADQqsrKSmVnZ7d6TlxDtrlz5zYbcIVbuXKlxo4da9/ftWuXzjjjDF188cW65pprIs41DKPJnzdNs9njlltvvVU333yzfb+xsVEHDhxQjx49Wv1zTlBRUaH+/furqKiI1lc4AtcsnIZrFk7EdQun4ZqF03DNwmm4ZltnmqYqKysjOidbEteQ7YYbbtDMmTNbPefoo4+2b+/atUtTpkzRuHHj9Mgjj0ScV1BQoPfffz/iWGlpqRoaGppUuIXz+/3y+/0Rx3KsliqXyMrK4n8UOArXLJyGaxZOxHULp+GahdNwzcJpuGZbdqQKNktcQ7b8/Hzl5+e36dydO3dqypQpGjNmjBYuXCiPxxPx+Lhx43TnnXdq9+7d6tOnjyRp2bJl8vv9GjNmTNTXDgAAAAAAAFgcsSfbrl27NHnyZA0YMEB333239u3bZz9WUFAgSZo6daqGDx+uyy67TL///e914MAB/eQnP9G1115LEgsAAAAAAICYckTItmzZMn3xxRf64osv1K9fv4jHrOkOSUlJevHFF3X99ddrwoQJSk1N1axZs3T33XfHY8kJwe/365e//GWTdlggUXHNwmm4ZuFEXLdwGq5ZOA3XLJyGazZ6DLMtM0gBAAAAAAAAtMhz5FMAAAAAAAAAtIaQDQAAAAAAAOgkQjYAAAAAAACgkwjZAAAAAAAAgE4iZHOpBx98UAMHDlRKSorGjBmjt956K95LQje1YsUKnXPOOSosLJRhGFqyZEnE46Zpau7cuSosLFRqaqomT56sTz75JOKcuro6/fCHP1R+fr7S09N17rnnaseOHV34XaA7mTdvnr7+9a8rMzNTvXr10vnnn6+NGzdGnMN1i0Qyf/58nXDCCcrKylJWVpbGjRunl19+2X6c6xWJbt68eTIMQ3PmzLGPcd0i0cydO1eGYUR8FBQU2I9zzSIR7dy5U9/5znfUo0cPpaWladSoUVq9erX9ONdt9BGyudDf//53zZkzR7fddpvWrFmjiRMn6swzz9T27dvjvTR0Q9XV1Ro5cqQeeOCBZh//3e9+p3vvvVcPPPCAVq5cqYKCAp1++umqrKy0z5kzZ46ef/55LV68WG+//baqqqp09tlnKxgMdtW3gW5k+fLl+sEPfqD33ntPr7zyigKBgKZOnarq6mr7HK5bJJJ+/frprrvu0qpVq7Rq1SqddtppOu+88+wXyVyvSGQrV67UI488ohNOOCHiONctEtFxxx2n3bt32x/r1q2zH+OaRaIpLS3VhAkT5PV69fLLL+vTTz/VPffco5ycHPscrtsYMOE6//Ef/2Fed911EceGDRtm/ud//mecVgSESDKff/55+35jY6NZUFBg3nXXXfaxgwcPmtnZ2eZDDz1kmqZplpWVmV6v11y8eLF9zs6dO02Px2P+61//6rK1o/vau3evKclcvny5aZpct3CG3Nxc89FHH+V6RUKrrKw0jznmGPOVV14xJ02aZP7oRz8yTZOfs0hMv/zlL82RI0c2+xjXLBLRz372M/OUU05p8XGu29igks1l6uvrtXr1ak2dOjXi+NSpU/Xuu+/GaVVA87Zu3ari4uKI69Xv92vSpEn29bp69Wo1NDREnFNYWKgRI0ZwTaNLlJeXS5Ly8vIkcd0isQWDQS1evFjV1dUaN24c1ysS2g9+8ANNnz5d3/zmNyOOc90iUX3++ecqLCzUwIEDNXPmTG3ZskUS1ywS0wsvvKCxY8fq4osvVq9evTR69GgtWLDAfpzrNjYI2VympKREwWBQvXv3jjjeu3dvFRcXx2lVQPOsa7K167W4uFg+n0+5ubktngPEimmauvnmm3XKKadoxIgRkrhukZjWrVunjIwM+f1+XXfddXr++ec1fPhwrlckrMWLF+vDDz/UvHnzmjzGdYtEdNJJJ+mJJ57Q0qVLtWDBAhUXF2v8+PHav38/1ywS0pYtWzR//nwdc8wxWrp0qa677jrdeOONeuKJJyTxszZWkuO9AMSGYRgR903TbHIMSBQduV65ptEVbrjhBn388cd6++23mzzGdYtEcuyxx2rt2rUqKyvTs88+qyuuuELLly+3H+d6RSIpKirSj370Iy1btkwpKSktnsd1i0Ry5pln2rePP/54jRs3ToMHD9bjjz+uk08+WRLXLBJLY2Ojxo4dq9/+9reSpNGjR+uTTz7R/Pnzdfnll9vncd1GF5VsLpOfn6+kpKQmqfLevXubJNRAvFkTmVq7XgsKClRfX6/S0tIWzwFi4Yc//KFeeOEFvfHGG+rXr599nOsWicjn82nIkCEaO3as5s2bp5EjR+p//ud/uF6RkFavXq29e/dqzJgxSk5OVnJyspYvX677779fycnJ9nXHdYtElp6eruOPP16ff/45P2uRkPr06aPhw4dHHPva175mD0Tkuo0NQjaX8fl8GjNmjF555ZWI46+88orGjx8fp1UBzRs4cKAKCgoirtf6+notX77cvl7HjBkjr9cbcc7u3bu1fv16rmnEhGmauuGGG/Tcc8/p9ddf18CBAyMe57qFE5imqbq6Oq5XJKRvfOMbWrdundauXWt/jB07Vt/+9re1du1aDRo0iOsWCa+urk4bNmxQnz59+FmLhDRhwgRt3Lgx4timTZt01FFHSeI1bcx0/awFxNrixYtNr9dr/vnPfzY//fRTc86cOWZ6erq5bdu2eC8N3VBlZaW5Zs0ac82aNaYk89577zXXrFljfvnll6ZpmuZdd91lZmdnm88995y5bt0681vf+pbZp08fs6Kiwv4c1113ndmvXz/z1VdfNT/88EPztNNOM0eOHGkGAoF4fVtwse9///tmdna2+eabb5q7d++2P2pqauxzuG6RSG699VZzxYoV5tatW82PP/7Y/K//+i/T4/GYy5YtM02T6xXOED5d1DS5bpF4fvzjH5tvvvmmuWXLFvO9994zzz77bDMzM9P+HYtrFonmgw8+MJOTk80777zT/Pzzz82//OUvZlpamvnUU0/Z53DdRh8hm0v96U9/Mo866ijT5/OZJ554orl8+fJ4Lwnd1BtvvGFKavJxxRVXmKYZGh39y1/+0iwoKDD9fr956qmnmuvWrYv4HLW1teYNN9xg5uXlmampqebZZ59tbt++PQ7fDbqD5q5XSebChQvtc7hukUiuuuoq+zm/Z8+e5je+8Q07YDNNrlc4w+EhG9ctEs2ll15q9unTx/R6vWZhYaE5Y8YM85NPPrEf55pFIvq///s/c8SIEabf7zeHDRtmPvLIIxGPc91Gn2GaphmfGjoAAAAAAADAHdiTDQAAAAAAAOgkQjYAAAAAAACgkwjZAAAAAAAAgE4iZAMAAAAAAAA6iZANAAAAAAAA6CRCNgAAAAAAAKCTCNkAAAAAAACATiJkAwAAAAAAADqJkA0AAAAAAADoJEI2AAAAAAAAoJMI2QAAAAAAAIBOImQDAADoJMMwtGTJEvv+okWLlJOTY9/fvHmzzjvvPPXu3VsZGRn6+te/rldffTXic9TV1emnP/2p+vfvL7/fr2OOOUZ//vOfW/yaRx99tAzDkGEYSk9P1/jx47Vq1apW1/nJJ59o+vTpysrKUmZmpiZOnKjNmzfbjy9cuFBf+9rXlJKSomHDhunBBx+0H9u2bZsMw9DatWslSfX19Zo2bZqmTJmigwcPasWKFfJ6vSouLo74mj/+8Y916qmnNvv30tzntUyePNn+/qyPP/zhD/bjK1eu1Omnn678/HxlZ2dr0qRJ+vDDD+3H33zzTfl8Pr311lv2sXvuuUf5+fnavXt3q39PAAAAHUHIBgAAEGNVVVU666yz9Oqrr2rNmjWaNm2azjnnHG3fvt0+5/LLL9fixYt1//33a8OGDXrooYeUkZHR6uf91a9+pd27d2vVqlVKT0/XD37wgxbP3blzp0499VSlpKTo9ddf1+rVq3XVVVcpEAhIkhYsWKDbbrtNd955pzZs2KDf/va3+sUvfqHHH3+8yecKBoOaOXOmSktL9cILLyglJUWnnnqqBg0apCeffNI+LxAI6KmnntKVV17Z3r8ySdK1116r3bt3a/fu3erXr1/EY5WVlbriiiv01ltv6b333tMxxxyjs846S5WVlZJCId2cOXN02WWXqby8XB999JFuu+02LViwQH369OnQegAAAFqTHO8FAAAAOF1KSopqa2tbfHzkyJEaOXKkff83v/mNnn/+eb3wwgu64YYbtGnTJj399NN65ZVX9M1vflOSNGjQoCN+3czMTBUUFCgnJ0e5ublKSkpq8dw//elPys7O1uLFi+X1eiVJQ4cOtR//9a9/rXvuuUczZsyQJA0cOFCffvqpHn74YV1xxRX2eaZp6qqrrtKmTZu0YsUKZWZm2o9dffXVWrhwoW655RZJ0osvvqiamhpdcsklR/xeDldXV6fs7GwVFBRIUpPv7bTTTou4//DDDys3N1fLly/X2WefLSn09/zqq6/qu9/9rj755BNddtlluuCCC9q9FgAAgLagkg0AAKCTjjvuOD3zzDNqaGho9vHq6mr99Kc/1fDhw5WTk6OMjAx99tlndiXb2rVrlZSUpEmTJrXr6/7sZz9TRkaG0tPT9cEHH+j+++9v8dy1a9dq4sSJdsAWbt++fSoqKtLVV1+tjIwM++M3v/lNRDupJN1yyy164okn9PWvf115eXkRj82ePVtffPGF3nvvPUnSY489pksuuUTp6en2OeXl5RFf47jjjmt2vfv371dWVlaL38/evXt13XXXaejQocrOzlZ2draqqqoiqgN9Pp+eeuopPfvss6qtrY1oNwUAAIg2KtkAAAA66b777tOMGTOUnp4un8+nQCCglJQU+/FbbrlFS5cu1d13360hQ4YoNTVVF110kerr6yVJqampHfq6t9xyi2bPnq2amho98MADOvfcc/XRRx/J7/c3Obe1r9HY2Cgp1DJ60kknRTx2eAXZhg0b9PLLL2vGjBm69NJLdcYZZ9iP9erVS+ecc44WLlyoQYMG6aWXXtKbb74Z8eczMzMj9k7buXOnJk+eHHFOIBBQUVGRjj766BbXPHv2bO3bt09/+MMfdNRRR8nv92vcuHH236nl3XfflSQdOHBABw4ciAj8AAAAoomQDQAAoJMmTpyo4uJibd++XcFgUM8995x++9vf2o+/9dZbmj17tt2qWFVVpW3bttmPH3/88WpsbNTy5cvtdtG2yM/P15AhQyRJt99+u/r376/169drzJgxTc494YQT9Pjjj6uhoaFJNVvv3r3Vt29fbdmyRd/+9rdb/ZpPPvmkTjvtNP3617/WNddco08++UTZ2dn249dcc41mzpypfv36afDgwZowYULEn/d4PPaaJSk5uenL0ffff18HDx7UKaec0uI63nrrLT344IM666yzJElFRUUqKSmJOGfz5s266aabtGDBAj399NO6/PLL9dprr8njoZkDAABEH68wAAAAoiApKUkDBw7UkCFD1KtXr4jHhgwZoueee05r167VRx99pFmzZtnVY1JoUugVV1yhq666SkuWLNHWrVv15ptv6umnn271a1ZWVqq4uFhbt27Vfffdp5SUlBarv2644QZVVFRo5syZWrVqlT7//HM9+eST2rhxoyRp7ty5mjdvnv7nf/5HmzZt0rp167Rw4ULde++9EZ/HahG96aabdNRRR+mmm26KeHzatGnKzs7Wb37zmw4NPCguLtYvfvELnXzyyUpNTVVxcbGKi4sVDAZVWVlp7303ZMgQPfnkk9qwYYPef/99ffvb346o1gsGg7rssss0depUXXnllVq4cKHWr1+ve+65p91rAgAAaAtCNgAAgBi77777lJubq/Hjx+ucc87RtGnTdOKJJ0acM3/+fF100UW6/vrrNWzYMF177bWqrq5u9fPefvvt6tOnj4YPH64333xTzz33nHr06NHsuT169NDrr7+uqqoqTZo0SWPGjNGCBQvsqrZrrrlGjz76qBYtWqTjjz9ekyZN0qJFizRw4MBmP5/H49HChQu1ePFivfTSSxHHZ8+erWAwqMsvv7w9f02SpJkzZ+qNN97Qe++9pz59+tgfO3bs0O23366///3vkkL7vZWWlmr06NG67LLLdOONN0aEm3feeae2bdumRx55RJJUUFCgRx99VD//+c+1du3adq8LAADgSAzTNM14LwIAAADuce2112rPnj164YUX2v1nJ0+erLlz5zbZp02S5syZo1GjRmn27NmdXyQAAECUsScbAAAAoqK8vFwrV67UX/7yF/3jH//o0OfIy8uTz+dr9rGsrKwOD4kAAACINSrZAAAAEBWTJ0/WBx98oO9973u677774r0cAACALkXIBgAAAAAAAHQSgw8AAAAAAACATiJkAwAAAAAAADqJkA0AAAAAAADoJEI2AAAAAAAAoJMI2QAAAAAAAIBOImQDAAAAAAAAOomQDQAAAAAAAOgkQjYAAAAAAACgk/4fI9DegimLtjQAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(15, 6))\n",
|
||
"#heating rate\n",
|
||
"\n",
|
||
"for key in data.keys():\n",
|
||
" if key == virtual_experiment_key:\n",
|
||
" ax1.plot(data[key]['seconds'], data[key]['PyrometerShifted'] - data[key]['Pyrometer'], color='green')\n",
|
||
" else:\n",
|
||
" ax1.plot(data[key]['seconds'], data[key]['PyrometerShifted'] - data[key]['Pyrometer'], color='gray')\n",
|
||
"sc = ax1.plot(predicted_regime['seconds'], predicted_regime['PyrometerShifted'] - predicted_regime['Pyrometer'], color='red') \n",
|
||
"ax1.set_title('Швидкість нагріву в віртуальному експерименті в порівнянні з реальним даними')\n",
|
||
"ax1.set_xlabel('час в секундах')\n",
|
||
"ax1.set_ylabel('Швидкість °C/c')\n",
|
||
"ax1.set_ylim(-20, 45 )\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 64,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0, 0.5, 'TravelDelta μm/s')"
|
||
]
|
||
},
|
||
"execution_count": 64,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 2000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 2000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(20, 6))\n",
|
||
"fig, ax2 = plt.subplots( figsize=(20, 6))\n",
|
||
"#heating rate\n",
|
||
"\n",
|
||
"ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['Pyrometer'], color='green') \n",
|
||
"ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['PyrometerShifted'] , color='lime') \n",
|
||
"ax1.plot(predicted_regime['seconds'], predicted_regime['Pyrometer'], color='red') \n",
|
||
"ax1.plot(predicted_regime['seconds'], predicted_regime['PyrometerShifted'] , color='orange') \n",
|
||
"\n",
|
||
"\n",
|
||
"ax2.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['TravelDelta'], color='gray')\n",
|
||
"ax2.plot( predicted_regime['seconds'], predicted_regime['TravelRelativeTempCorrected'] - predicted_regime['TravelRelativeTempCorrected'].shift(1), color='red')\n",
|
||
"ax2.plot( predicted_regime['seconds'], calculate_TargetDensificationRate(calculate_densityForVirtualExperiment(predicted_regime['TravelRelativeTempCorrected'], virtual_experiment_weight, virtual_experiment_start_density)), color='green')\n",
|
||
"#ax1.set_title('Швидкість нагріву в віртуальному експерименті в порівнянні з реальним даними')\n",
|
||
"ax1.set_xlabel('час в секундах')\n",
|
||
"ax1.set_ylabel('temperature °C')\n",
|
||
"ax2.set_ylabel('TravelDelta μm/s')\n",
|
||
"#ax1.set_ylim(-20, 45 )\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 65,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(15, 6))\n",
|
||
"\n",
|
||
"#densification rate\n",
|
||
"sc = ax1.plot( calculate_densityForVirtualExperiment(predicted_regime['TravelRelativeTempCorrected'], virtual_experiment_weight, virtual_experiment_start_density), predicted_regime['TravelRelativeTempCorrected'] - predicted_regime['TravelRelativeTempCorrected'].shift(1), color='red')\n",
|
||
"sc = ax1.plot( calculate_densityForVirtualExperiment(predicted_regime['TravelRelativeTempCorrected'], virtual_experiment_weight, virtual_experiment_start_density), calculate_TargetDensificationRate(calculate_densityForVirtualExperiment(predicted_regime['TravelRelativeTempCorrected'], virtual_experiment_weight, virtual_experiment_start_density)), color='green')\n",
|
||
"sc = ax1.plot(data[virtual_experiment_key]['Density'], data[virtual_experiment_key]['TravelDelta'], color='grey')\n",
|
||
"\n",
|
||
"#sc = ax1.plot(calulate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48), newRegime['STD'], color='blue') \n",
|
||
"\n",
|
||
"#ax1.set_title('title')\n",
|
||
"ax1.set_xlabel('Щільність')\n",
|
||
"ax1.set_ylabel('Швидкість ущільнення')\n",
|
||
"ax1.grid(True)\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(15, 6))\n",
|
||
"\n",
|
||
"#Temperature\n",
|
||
"sc = ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['Pyrometer'], color='grey')\n",
|
||
"sc = ax1.plot(predicted_regime['seconds'], predicted_regime['Pyrometer'], color='red')\n",
|
||
"\n",
|
||
"ax1.set_title('Порівняння температури з єксперементальними даними')\n",
|
||
"ax1.set_xlabel('Час, с')\n",
|
||
"ax1.set_ylabel('Температура °C')\n",
|
||
"ax1.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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"<Figure size 1500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(15, 6))\n",
|
||
"\n",
|
||
"#Temperature\n",
|
||
"sc = ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['Force'], color='grey')\n",
|
||
"sc = ax1.plot(predicted_regime['seconds'], predicted_regime['Force'], color='red')\n",
|
||
"\n",
|
||
"ax1.set_title('Порівняння зусилля з єксперементальними даними')\n",
|
||
"ax1.set_xlabel('Час, с')\n",
|
||
"ax1.set_ylabel('Температура °C')\n",
|
||
"ax1.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(15, 6))\n",
|
||
"\n",
|
||
"sc = ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['TravelRelativeTempCorrectedShifted'], color='grey') \n",
|
||
"sc = ax1.plot(predicted_regime['seconds'], predicted_regime['TravelRelativeTempCorrected'], color='red') \n",
|
||
" \n",
|
||
"ax1.set_title('Порівняння ходу поршня з єкспериментальними даними')\n",
|
||
"ax1.set_xlabel('час, с')\n",
|
||
"ax1.set_ylabel('хід поршня, μм')\n",
|
||
"ax1.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(40, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(40, 6))\n",
|
||
"\n",
|
||
"sc = ax1.plot(data[virtual_experiment_key]['TravelRelativeTempCorrectedShifted'], data[virtual_experiment_key]['Pyrometer'], color='grey') \n",
|
||
"sc = ax1.plot(predicted_regime['TravelRelativeTempCorrected'], predicted_regime['Pyrometer'], color='red') \n",
|
||
" \n",
|
||
"\n",
|
||
"ax1.set_title('title')\n",
|
||
"ax1.set_xlabel('Microns')\n",
|
||
"ax1.set_ylabel('Pyrometer')\n",
|
||
"ax1.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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XvhDxve9V6v/7/yKe+tRKmOO3fzti+/aNnjVwBFtVgOOtb31rfPjDH46rrroqXv7yl1ePn3rqqfGud71LgAMAAAAAAFikVCpFoVBYFNQYHByMmZmZuuP6+/trBjU6OjoaOHsAAAAAIiKiWKwEM+bXXFjjF7+odNqop7U14qSTFgY05gIbuVzj1sDhqacn4nd+p1KDgxGf/GQlzPGVr0T8679W6rWvjdi1qxLmeO5zI/r6NnrWwBFmVQGOj3zkI/GBD3wgdu3aFa961auqxx/zmMfET37ykzWbHAAAAAAAsPVMT08v6KIxt18oFKJcLtcck06nI5fLLQhobNu2LXK5XLS0tDR4BQAAAABHsNnZxV005lexuPT49vaIE06IOPHESveME0/cH9J46EMjmpoasw6ObAMDEa98ZaXuvTfiH/6hEub49rcr3Tm+8IXKufPPr4Q5LrwworNzo2cNHAFWFeC4995746STTlp0vFwuL/kJWQAAAAAAwOFjfHy8GtCYH9QYHh6uO6a1tbXaSWN+WCObzUY6nW7g7AEAAACOYENDtTto3HVXxM9/vnQXjYiIo46qBDPm11xY46ijIvych83kIQ+J+IM/qNTPfhZx3XWVMMePfxzx6U9Xqrs74jnPqYQ5zjknwofKAOtkVQGORz3qUfHVr341HvrQhy44/olPfCJOO+20NZkYAAAAAACw8aanp6NQKEShUIh8Pl/dHxwcjPHx8brjOjs7q+GM+UGN3t7eSKVSDVwBAAAAwBFodjbiV7+q3UHjrrsiCoWlx7e1VbpozIUy5tcJJ0R0dTVmHbDWTjop4k/+JOKP/zjiBz+oBDmuuy7innsi/u7vKpXNRvzWb0X89m9HPPOZwhzAmlpVgONP//RP4+KLL4577703yuVyXH/99XHnnXfGRz7ykfjsZz+71nMEAAAAAADW0dTUVBSLxQUBjbnat2/fkmP7+vpqBjU6OzsbNHsAAACAI9Tw8NJdNGZnlx6/Y0ftDhonnhhx9NG6aHB4S6UiHvOYSr3tbRHf+EYlzPEP/xDx4IMR/+f/VCqTibjookqYY9euiNbWjZ45sMWtKsDx7Gc/Oz7+8Y/H2972tkilUvGmN70pHv/4x8eNN94YZ5999lrPEQAAAAAAOERTU1OLwhlzXTXGxsaWHNvZ2RnZbHZBDQwMRC6Xi1a/sAQAAABYe6VS5U3kv/hFpX75y4X7d9998C4ara21u2g87GG6aMB8qVTEGWdU6l3virj11oh//MeI66+P2LMn4v/+30r190c85zkRz39+xNlnVzrVAKzQqgIcERHnnntunHvuuWs5FwAAAAAA4BDMD2nk8/kFXTWWG9LI5XKRyWQil8tVwxrt7e0NWgEAAADAESBJKt0zDgxlzN//1a8O3kEjImL79todNE48MeKYY3TRgJVqaqp02ti1K+I974n46lcrYY5PfjLigQciPvzhSvX2RuzeXQlznHtuhJ+hAsu0qgDHiSeeGN/+9rcjl8stOD40NBSPf/zj46677lrWfb7yla/EO97xjrj99tvj/vvvj0996lNx0UUXVc8nSRJvectb4gMf+EAUi8V40pOeFP/7f//veNSjHlW9ZmpqKq644or42Mc+FhMTE7Fr165473vfG8cee2z1mmKxGJdddlnccMMNERGxe/fuuPrqq6O/v381ywcAAAAAgA0zNTVVDWUcWMsJacwPZswvIQ0AAACANTI1VQlgLBXQGB09+H2amiIe8pCI446L2Lmzsp3bf+hDKyGN7u71Xw8cqZqaIs48s1LvfnfEbbdVwhz/+I8R990Xce21lerujnj2sythjmc9K6Kzc6NnDmxiqwpw3HPPPVEqlRYdn5qainvvvXfZ9xkbG4vHPvax8bKXvSye97znLTp/1VVXxTvf+c645ppr4hGPeET8+Z//eZx99tlx5513Rk9PT0REvO51r4sbb7wxrrvuusjlcnH55ZfHhRdeGLfffns0NTVFRMSLX/zi+NWvfhU333xzRES84hWviIsvvjhuvPHG1SwfAAAAAADW1eTkZM2ARj6fj/Hx8SXHdnV1LQpnzHXVENIAAAAAOETlcsSePYuDGfMDGg8+uLx7DQzsD2YcGNA47riIo4+uvIEc2HhNTRFPf3ql3vWuiG98Y3+Y45e/jPjYxyrV2RlxwQURv/3bEeefH9HVtdEzBzaZFQU45jpYRER8/vOfj76+vurrUqkUX/rSl+L4449f9v3OO++8OO+882qeS5Ik/vqv/zr++I//OH7rt34rIiI+/OEPx44dO+Lv//7v45WvfGUMDw/HBz/4wfjoRz8aZ511VkREXHvttbFz58744he/GOeee27ccccdcfPNN8c3vvGNeNKTnhQREX/7t38bZ5xxRtx5551x8sknr+RLAAAAAAAAa6JcLseePXtiaGio2lFjbruckMZcJ41MJrOgq0ZbW1uDVgAAAABwGBoZqd05Y277q19FTE8f/D4dHQvDGAcGNHbu9Cn9sFWl0xFPeUql/vIvI7797UqQ4xOfiPj5zyvbT3yi8ufAeedVwhwXXBDx6w+vB45sKwpwXHTRRRERkUql4pJLLllwrqWlJY4//vj4q7/6qzWZ2N133x0PPPBAnHPOOdVjbW1t8YxnPCNuu+22eOUrXxm33357zMzMLLjmmGOOiUc/+tFx2223xbnnnhtf//rXo6+vrxreiIh48pOfHH19fXHbbbfVDXBMTU3F1NRU9fXIyEhERMzMzMTMzMyarJHDx9z3hO8NALYizzEAtirPMAC2giRJYmRkZFFAI5/Px8jISHz/+9+vO7arqysymUw1pDG3zWQyS4Y0PBsBWG/+PQbAVuUZBke48fGI+++P1AMPRNx3X2U79/qBByJ1//0Rv/pVpIaHD3qrJJ2OOOaYSHbujDj22Mp2585Ifl2xc2dELheRSi19I38esQKeY5vY4x9fqbe+NVLf/W6kPvnJSF9/faTuuivi+usjrr8+kra2SM45J8rPe14kF1wQMe9D9IHDw3L/fF5RgKNcLkdExAknnBDf/va3Y2BgYOUzW6YHHnggIiJ27Nix4PiOHTvi5z//efWa1tbWyGQyi66ZG//AAw/E9u3bF91/+/bt1Wtq+Yu/+It4y1vesuj4F77wheiUeqWOW265ZaOnAACr5jkGwFblGQbAZjA7O1v9YKCpqamYnJys7idJUndcU1NTtLW1RVtbW7S3t0dbW1u0trZGW1tbNDU1Va8bHh6O4eHhuPvuuxuxHABYFv8eA2Cr8gyDw0iSRPPYWLQXi9VqKxajvVDYv//rajlIx9P5pru7Y2JgIMa3bYvJX28ncrmY2LYtJrZti8lMJpLmOm+/vP/+SsE68RzbAp72tIinPjX67r47jrnttjjmttui+777InXjjZG+8cYoNTfH3sc9Lu576lPj/ic8IWa7uzd6xsAaOFh39TkrCnDMmf8LosnJyWhvb1/NbZYldUACNUmSRccOdOA1ta4/2H2uvPLKeP3rX199PTIyEjt37oxzzjknent7lzt9jhAzMzNxyy23xNlnnx0tLS0bPR0AWBHPMQC2Ks8wABqtVCrF0NBQtYvGXCeNfD6/5A/l0+l0ZDKZyOVykc1mI5fLRW9vb/zgBz+IZz3rWdHa2trAVQDAofPvMQC2Ks8w2ELK5Yh8fnGHjAceiNR991W2c8cnJpZ926SzM+LooyM56qiIo46K5OijK9ujjqocP/bYiJ07I9XdHZ0R4aOe2Uw8x7ao17wmIkli5gc/iPT110f6k5+MpjvvjKO+85046jvfiaSlJZJduyqdOZ797IhsdqNnDKzSyMjIsq5bVYCjXC7HW9/61vibv/mbePDBB+OnP/1pnHjiifHGN74xjj/++Lj00ktXc9sFjjrqqIiodNA4+uijq8f37NlT7cpx1FFHxfT0dBSLxQVdOPbs2RNPecpTqtc8+OCDi+6/d+/eRd095pv7xLMDtbS0ePBRl+8PALYyzzEAtirPMADWUpIkMTY2FoODg9VwRj6fj8HBwSgWi0t20+jp6YlcLletgYGByOVy0d/fH+l0esG1MzMzcccdd0Rra6vnGABbln+PAbBVeYbBBpqdjXjwwf1dKurVAw9Url2uvr6Io4+uX8ccE3H00ZHq6YlIpWLpj5CGzc1zbIs6/fRK/fmfR/z4xxGf+ETEP/5jpH70o0jdfHOkb745ork54jd/M+K3fzvioosiBgY2etbACiz3z+ZVBTj+/M//PD784Q/HVVddFS9/+curx0899dR417vetSYBjhNOOCGOOuqouOWWW+K0006LiIjp6en4l3/5l3j7298eERGnn356tLS0xC233BIveMELIiLi/vvvjx/+8Idx1VVXRUTEGWecEcPDw/Gtb30rnvjEJ0ZExDe/+c0YHh6uhjwAAAAAADiyzMzMLAhnzA9rTE1N1R3X0tKyIJwxv2p9KBAAAADAYS1JIsbGIvbujRgcXLzds2dhMGPPnsqY5RoYqBvGqNZRR0V06pUBbBGpVMSjHlWpN7854o47Ij75yUqg4/vfj/jCFyr1qldFPPOZEc9/fsRznxuxfftGzxxYI6sKcHzkIx+JD3zgA7Fr16541ateVT3+mMc8Jn7yk58s+z779u2Ln/3sZ9XXd999d3zve9+LbDYbxx13XLzuda+Lt73tbfHwhz88Hv7wh8fb3va26OzsjBe/+MUREdHX1xeXXnppXH755dXW81dccUWceuqpcdZZZ0VExCmnnBLPetaz4uUvf3m8//3vj4iIV7ziFXHhhRfGySefvJrlAwAAAACwBSRJEsPDwzW7aSzVxjqVSkV/f3/Nbho9PT2RSvmMRgAAAOAwVSpF5PO1wxjzt3P7g4MRk5Mr+2+k0xE7diwdyjj66Mo1ra3rs06AzeKUUyL+5E8q9dOf7g9z/Nu/RXzxi5X6vd+LeMYzKmGO3/qtSnAN2LJWFeC4995746STTlp0vFwux8zMzLLv853vfCee+cxnVl+//vWvj4iISy65JK655pr4wz/8w5iYmIjf+73fi2KxGE960pPiC1/4QvT09FTHvOtd74rm5uZ4wQteEBMTE7Fr16645pproqmpqXrN3/3d38Vll10W55xzTkRE7N69O97znveseN0AAAAAAGw+ExMTNTtp5PP5KJVKdcd1dHTU7KaRzWajuXlVPz4HAAAA2DySJGJ8fOkgxoHbYnFlHTLmtLVFbNtW6Zgxf7tt2+JgxrZtEfPe3wfArz3iERFXXlmp//zP/WGO73wn4stfrtRrXhPx9KfvD3M85CEbPWtghVb1G6hHPepR8dWvfjUe+tCHLjj+iU98Ik477bRl3+fMM8+MZIm/7KVSqXjzm98cb37zm+te097eHldffXVcffXVda/JZrNx7bXXLnteAAAAAABsLqVSKQqFwoIuGnP74+Pjdcc1NTVFNput2U2js7OzgSsAAAAAWKUkiZiejpiYqNTQ0PK6Y+zdu/LuGHMymdqBjHrbrq4IXUsB1s7DHhbxh39YqXvu2R/m+OY3I77ylUpddlnEU58a8bznRVx0UcQJJ2z0rIFlWFWA40//9E/j4osvjnvvvTfK5XJcf/31ceedd8ZHPvKR+OxnP7vWcwQAAAAA4AiQJEns27evZjeNYrG45AcC9fT0xMDAQGSz2WpAY2BgIPr6+iKdTjdwFQAAAMBhL0kipqb2ByomJiqdLua/rlWHcs1qumLMaW3d3w1jOYGMXC5Cd1KAzeP44yMuv7xSv/hFxPXXV8Ict90W8a//WqnXvz7iMY+pBDkuuijicY8TrINNalV/y3r2s58dH//4x+Ntb3tbpFKpeNOb3hSPf/zj48Ybb4yzzz57recIAAAAAMBhZHp6ekEnjUKhUA1sTE9P1x3X2tpas5NGLpeL1tbWBq4AAAAA2DJKpYiRkUrXino1PBwxNrb8YMXk5KEFKg5FKhXR11c7fFEvkNHd7U28AIeL446LeN3rKnXvvZXOHJ/6VKUjx/e/X6k/+7PKdc95TiXM8fSnR7S0bPDEgTmrjsmee+65ce65567lXAAAAAAAOEyUy+UYHh5e1EljcHAwRkdH645LpVLR39+/IJwxF9bo7u6OlDcbAAAAwJGlVKoELJYKYMwPYhx4bGRkfeeXTkd0dkZ0dCxdy7lmOde1tgpjAFDxkIdEXHZZpfL5iH/6p4hPfzri5psrnTquvrpSmUzEhRdWAh3nnlsJ9gEb5pD7nO3bty/K5fKCY729vYd6WwAAAAAAtoDx8fEF4Yy5/UKhEKVSqe64zs7Omt00stlsNDU1NXAFAAAAwLqanT14B4ylaokPgliRzs6I/v5K94r+/oXV1xfR1bW6QEVLi0AFABsvl4v4r/+1UuPjEV/8YsRnPhNxww0Rg4MRH/1opdraIs4+u9KZ49nPjti+faNnDkecVQU47r777njNa14Tt956a0xOTlaPJ0kSqVRqyV/KAQAAAACwtUxMTESxWKzW/MDGxMRE3XFNTU0LQhrzgxodHR0NXAEAAAAcYZKkEpyYmqrU9PT+/QOr3rnVjJl/bny80hFjrQMYq6m+vkrnCgA4EnR2RuzeXalSKeK22yqdOT796Yi77or47GcrlUpFPOUplTDHRRdFnHTSxs4bjhCrCnC85CUviYiID33oQ7Fjxw4t6wEAAAAAtrByuRzDw8MLQhrza/4H+dTS29u7KKCRy+Wir68v0ul0g1YBAAAAW1C5fPDuFMPD+/fHxpYfuEiSDVtWTV1dywtaCGAAwNppaop4+tMr9Zd/GfGjH+0Pc9x+e8S//mul3vCGiEc9KuI5z6mEOU4/PcLP92FdrCrA8f3vfz9uv/32OPnkk9d6PgAAAAAArIPJyckoFotRKBSqwYyhoaHqNjnImzq6u7sjk8lEJpOJbDZbDWtks9lo9QYKAAAAjlSl0soCGAfWyEhjghbpdERb2/5qbV34+mDHV3Ouo2NhAKOlZf3XCQDUl0pFPPrRlfqTP4n45S8jbrihEua49dZKuONHP4p429siHvKQSgePiy6KOPNMQUpYQ6sKcDzhCU+IX/7ylwIcAAAAAACbxKF20WhqaqoGNA6s/v5+IQ0AAAAOT6XS0gGLpc7NBTDWQnv78rpTdHWtLlTRvKq3iQEAh7OdOyP+3/+3UsVixE03RXzmMxGf+1zEvfdGvO99lertjbjggkqY41nPqrwGVm1VfzP/P//n/8SrXvWquPfee+PRj350tByQjn7MYx6zJpMDAAAAAGC/uS4atWp4eDjK5fKS47u6uqodNPr7+xeENHp6eiKVSjVoJQAAABxxkiRidjZiejpiaqp2rfW5A443T03FuSMjlTdMzZ2bnV2b9c3vNrHc6uvbv21vX5t5AACsRiYT8ZKXVGpyMuKf/7nSmeOGGyIefDDiYx+rVGtrxG/+ZiXMsXt3xNFHb/TMYctZVYBj79698Z//+Z/xspe9rHoslUpFkiSRSqWiVCqt2QQBAAAAAI4U5XI5RkZG6oY0JiYmlhw/v4tGf39/ZLNZXTQAAABYudnZiNHRSo2MVGol+/v21Q5VJMmGLisVEXVjEp2dhxbAaGtb38kDADRKe3vE+edX6m/+JuKb36yEOT796Yif/jTi5psr9apXRTzpSZUwx0UXRTzykRs7b9giVhXg+N3f/d047bTT4mMf+1js2LHDp7IBAAAAAKzA5ORk7NmzJ/bu3Rt79uyJfD4fxWIxhoaGlt1Fo1bpogEAAHAEK5cjxsbqhytWEsIYH1//+abTldBDa2tlW6vqnVvNmLa2mE2n46vf+lY8bdeuaOnu3n+ut7cyDgCAhdLpiDPOqNTb3x7xk5/sD3N885v768orI04+OeI5z6mEOZ70pMpYYJFVBTh+/vOfxw033BAnnXTSWs8HAAAAAOCwMTU1FXv37q0GNea2o6Ojdcc0NTVFf39/3ZCGLhoAAACHaGoqYmioElYolSrBh7ntXK3k9aGMXe7rUqkSqlgqdDE6uvYdLubCDT09le1y97u6Dh6saF7V25YOSTIzEyODgxGnnBLR0tLw/z4AwJb3yEdG/Pf/Xqn77ou44YaIz3wm4ktfirjzzoirrqrUUUdF7N5dCXT85m9WunoAEbHKAMdv/uZvxr//+78LcAAAAAAARMTMzEzNoMbw8HDdMb29vbF9+/bYtm1bbNu2LbLZrC4aAAAAyzE5WQlgHFjDw7WPH1iTkxsx68ZpalocqFhNCKOnR1cKAADqO+aYiFe9qlIjIxGf+1ylM8dNN0U88EDEBz5Qqe7uiPPOq3TmOP/8iP7+DZ44bKxVBTie/exnxx/8wR/ED37wgzj11FOj5YBE+u7du9dkcgAAAAAAm8ns7GwMDg4uCmoUi8W6Y7q7u6tBjfmBjXafNgUAAByp6gUwlltTU2szj+7uSheGdLpSTU379w98vdS5lVx7KP+Nzs7lhS46OiJ8MAAAAI3U2xvxwhdWano64tZbK2GOz3ym0qnjE5+oVHNzxNOfHnHBBZU6+WR/d+WIs6oAx6te9aqIiPizP/uzRedSqVSUSqVDmxUAAAAAwAYqlUqRz+cXBTUKhUIkSVJzTGdn56Kgxvbt26Ojo6PBswcAAFilJKm82WpqqnbVOzf/+NjY0uGL4eG1CWCkUhF9fZVP7+3vX7i/nOrpqQQkAACAtdXaGnHOOZV6z3sivvOdSpDj05+O+PGPI7785UpdcUXEwx62P8zxjGdEtLVt9Oxh3a0qwFEul9d6HgAAAAAADVcul6NQKCwKauTz+bo/B21vb68Z1Ojq6mrw7AEAgC2tVFpdQGI5x1d7bmamcetPpVYfvpgLYKTTjZsvAACwcul0xBOfWKm3vjXiZz+L+Kd/qtS//EvEf/5nxP/6X5Xq6oo4++xKmOP88yOOOWajZw/rYlUBDgAAAACArSRJkigWi9WQxlxQY3BwsG5H4dbW1ppBje7u7khp5w0AAFvHXFeJtQpH1Dq+mnvU+bfIptLSUvn03La2xVXveGfn8gIY3d0CGAAAcKQ56aSI1762UqOjEV/8YiXMcdNNEfffX+nS8elPV6497bSICy+sBDqe8AT/fuCwseoAx7/8y7/EX/7lX8Ydd9wRqVQqTjnllHjDG94QT3/609dyfgAAAAAAyzY1NRVDQ0MxNDQUg4ODCzprzM7O1hzT0tKyIKQxt9/b2yuoAQAAK1Uur103iLUaMz290V+V5VlJSGKpc2s1prXVG6QAAID109MT8dznVqpcjvje9yI++9lKoOPb3474t3+r1P/4HxHbtkWcd14lzHHOOZVQOGxRqwpwXHvttfGyl70sfuu3fisuu+yySJIkbrvttti1a1dcc8018eIXv3it5wkAAAAAEJOTk9WAxvDwcHV/riYnJ+uObW5ujoGBgUVdNfr7+wU1AAA4spRKEWNjEfv2Ldyu5tj8/YmJiDrB6U2luXn1gYa1CFLUOt7cHOHfJQAAwJEqnY54/OMr9aY3RezZE/G5z1XCHJ//fMTevREf+Uilmpsjnva0SpjjggsiHvlI/55iS1lVgOOtb31rXHXVVfEHf/AH1WOvfe1r453vfGf8j//xPwQ4AAAAAIBVmR/QqBXUWCqgMaezszP6+/sjm80uCGpkMplI+/RYAAC2giSpBCFmZiLGx1cfrqh3bGqqcWtZyy4Ra9FdorU1oqmpcesHAABg5bZvj7jkkkrNzER87WuVMMc//VPET34SceutlXrDGyJOOCHiwgsrYY5nPCOivX2jZw9LWlWA46677opnP/vZi47v3r07/uiP/uiQJwUAAAAAHJ5qBTTm19Qy3kg2F9CYq76+vgWvW1tbG7ASAAA2VJJU3sAxF3KYv19vu1bXNOLaUqkxX8d0OqK7O6Kra/92/n6tY0ud7+hYGJxoafEpqAAAAByalpaIZz6zUn/5lxH/+Z/7wxy33hpx990RV19dqc7OiLPOqgQ6zj8/4iEP2ejZwyKrCnDs3LkzvvSlL8VJJ5204PiXvvSl2Llz55p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|
||
"text/plain": [
|
||
"<Figure size 4000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(40, 6))\n",
|
||
"fig, ax1 = plt.subplots( figsize=(40, 6))\n",
|
||
"\n",
|
||
"sc = ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['Pyrometer'], color='grey') \n",
|
||
"#sc = ax1.plot(dataN1100['seconds'], dataN1100['Pyrometer'], color='grey') \n",
|
||
"sc = ax1.plot(predicted_regime['seconds'], predicted_regime['Pyrometer'], color='red') \n",
|
||
" \n",
|
||
"\n",
|
||
"ax1.set_title('title')\n",
|
||
"ax1.set_xlabel('seconds')\n",
|
||
"ax1.set_ylabel('Pyrometer')\n",
|
||
"ax1.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "SPS",
|
||
"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": "3.13.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|