{ "cells": [ { "cell_type": "markdown", "id": "629f2603", "metadata": {}, "source": [ "EM27 Ratios\n", "============\n", "This notebook uses data processed by Data_Setup.ipynb to calculate ratios of the EM27 data and create manuscript figures. Paths may need to be altered to match local setup. This notebook was built to create the analysis and figures for the Meyer 2025 paper (https://doi.org/10.1029/2025JD044398). " ] }, { "cell_type": "markdown", "id": "2c1b4caa", "metadata": {}, "source": [ "# Setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "a29e7e8f", "metadata": {}, "outputs": [], "source": [ "#Import Packages\n", "import sys\n", "import pickle\n", "import seaborn as sns\n", "import os\n", "import scipy\n", "import json\n", "import pytz\n", "import datetime\n", "import string\n", "import itertools\n", "import statsmodels.api as sm\n", "import scipy.stats as stats\n", "import pylab\n", "import copy\n", "import re\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker \n", "import matplotlib.dates as mdates\n", "import matplotlib.gridspec as gridspec\n", "import matplotlib.lines as mlines\n", "import matplotlib.patches as mpatches\n", "import matplotlib.legend as mlegend\n", "from matplotlib.colors import Normalize\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots\n", "import cartopy.crs as ccrs\n", "from joblib import Parallel, delayed\n", "import cartopy.io.img_tiles as cimgt\n", "import xarray as xr\n", "from pylr2 import regress2\n", "import warnings\n", "\n", "sys.path.append('/uufs/chpc.utah.edu/common/home/u0890904/LAIR_1/')\n", "from atmos.utils import met_utils, datetime_utils, plot_utils, regression_utils, df_utils, ac_utils\n", "\n", "pd.options.mode.chained_assignment = None\n", "warnings.filterwarnings(\"ignore\")\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "id": "340e9b30", "metadata": {}, "outputs": [], "source": [ "#Define the paths\n", "project_path = '/uufs/chpc.utah.edu/common/home/u0890904/public_html/Projects/SLV_EM27_2025'\n", "project_figures_path = os.path.join(project_path,'Figures')\n", "project_data_path = os.path.join(project_path,'Data')" ] }, { "cell_type": "code", "execution_count": 3, "id": "f4e37838", "metadata": {}, "outputs": [], "source": [ "#Load data from Data_Setup\n", "inst_ids = ['ha','ua']\n", "\n", "oof_df_concat = pd.read_parquet(os.path.join(project_data_path, 'corr_oof_df_concat.parquet'))\n", "oof_dfs = df_utils.get_dict_from_df(oof_df_concat, key_col = 'key', index_col = 'dt')\n", "\n", "surface_ak_df_concat = pd.read_parquet(os.path.join(project_data_path, 'surface_ak_df_concat.parquet'))\n", "surface_ak_dfs = df_utils.get_dict_from_df(surface_ak_df_concat, key_col = 'key', index_col = 'dt')\n", "for ak_df in surface_ak_dfs.values():\n", " ak_df.rename(columns={f'{gas}_surf_ak':f'{gas}(ppm)_surf_ak' for gas in ['xco','xco2','xch4']},inplace=True)\n", "\n", "met_dfs_concat = pd.read_parquet(os.path.join(project_data_path, 'met_dfs_concat.parquet'))\n", "met_dfs = df_utils.get_dict_from_df(met_dfs_concat, key_col = 'key', index_col = 'dt')\n", "\n", "with open(os.path.join(project_data_path, 'smoke_outliers.json'), 'rb') as f:\n", " smoke_outliers = json.load(f)\n", "smoke_outlier_dates = pd.to_datetime(smoke_outliers[\"max\"]).date" ] }, { "cell_type": "markdown", "id": "03c8839d", "metadata": {}, "source": [ "## Define Functions" ] }, { "cell_type": "code", "execution_count": 4, "id": "e1fe37d0", "metadata": {}, "outputs": [], "source": [ "# Extra EM27 Dataframe Functions not yet moved to atmos\n", "\n", "def merge_ak(df, ak_df, resample_freq, resample_kwargs = {'label':'right','closed':'right'}):\n", " \"\"\"\n", " Resample averaging kernel data and merge it with the resampled DataFrame.\n", "\n", " Args:\n", " df: Resampled DataFrame with computed statistics.\n", " ak_df: DataFrame containing averaging kernel information.\n", " resample_freq: Str, resampling frequency.\n", " resample_kwargs: Additional keyword arguments for resampling.\n", " \n", " Returns:\n", " Merged DataFrame with averaging kernel data included.\n", " \"\"\"\n", " ak_resampled = ak_df.resample(resample_freq, **resample_kwargs).mean()\n", " return df.merge(ak_resampled, left_index=True, right_index=True, how='left')\n", "\n", "\n", "def aggregate_full_df(df, ak_df, resample_freq, col_names, err_col_names = None, resample_with_stats_kwargs = {}):\n", " \"\"\"\n", " Resample the DataFrame and compute statistics for specified columns.\n", "\n", " Args:\n", " df: DataFrame to be resampled.\n", " ak_df: DataFrame containing averaging kernel information.\n", " resample_freq: Str, resampling frequency.\n", " col_names: List of column names to compute statistics for.\n", " err_col_names: List of error column names (optional).\n", " resample_with_stats_kwargs: Additional keyword arguments for resampling.\n", "\n", " Returns:\n", " DataFrame with resampled statistics.\n", " \"\"\"\n", "\n", " working_df = df.copy()\n", " if err_col_names is None:\n", " err_col_names = [f'{col}_error' for col in col_names]\n", " if len(col_names) != len(err_col_names):\n", " raise ValueError('col_names and err_col_names must be the same length')\n", "\n", " # Resample the DataFrame and compute statistics for each column\n", " agg_dfs = [] \n", " for col_name, err_col_name in zip(col_names, err_col_names):\n", " agg_df = df_utils.resample_with_stats(working_df, col_name, err_col_name, resample_freq, **resample_with_stats_kwargs)\n", " agg_dfs.append(agg_df)\n", "\n", " agg_df_full = pd.concat(agg_dfs, axis=1)\n", "\n", " # Include numeric columns not in col_names, eunsruing they are numeric\n", " other_col_names = [col for col in df.select_dtypes(include='number').columns if col not in col_names and col not in err_col_names]\n", " if other_col_names:\n", " for other_col_name in other_col_names:\n", " other_agg_mean = df_utils.resample_with_stats(working_df, other_col_name, None, resample_freq, **resample_with_stats_kwargs)\n", " agg_df_full = pd.concat([agg_df_full, other_agg_mean], axis=1)\n", "\n", " # Add averaging kernel data if provided\n", " if ak_df is not None:\n", " agg_df_full = merge_ak(agg_df_full, ak_df, resample_freq)\n", "\n", " return agg_df_full\n", "\n", "def resample_and_get_excess(df,ak_df,resample_freq,gases,quantile,resample_with_stats_kwargs = {}):\n", " \"\"\"\n", " Resample the DataFrame and compute excess values for specified gases.\n", "\n", " Args:\n", " df: DataFrame to be resampled.\n", " ak_df: DataFrame containing averaging kernel information.\n", " resample_freq: Str, resampling frequency.\n", " gases: List of gas names to compute excess values for.\n", " quantile: Float, quantile value for excess calculation.\n", " resample_with_stats_kwargs: Additional keyword arguments for resampling.\n", "\n", " Returns:\n", " DataFrame with excess values for specified gases.\n", " col_quantiles: Dictionary of quantile values for each gas.\n", " \"\"\"\n", "\n", " out_df = df.copy()\n", " aggregate_df = aggregate_full_df(out_df,ak_df, resample_freq, gases, resample_with_stats_kwargs = resample_with_stats_kwargs) # resample the data\n", " quantile_gas_names = [f'{gas}_wmean' for gas in gases] # get the gas names for the quantile calculation\n", " quantile_df,col_quantiles = df_utils.subtract_quantile(aggregate_df, quantile_gas_names,quantile) #subtract the quantile\n", "\n", " # Divide by the averaging kernel for each gas\n", " for gas in gases:\n", " ak_col_name = f'{gas}_surf_ak'\n", " for col in quantile_df.columns:\n", " if col.startswith(gas) and not col.endswith('surf_ak'):\n", " quantile_df = ac_utils.div_by_ak(quantile_df,col,ak_col_name)\n", "\n", " return quantile_df, col_quantiles\n", "\n", "def build_anom(day_oof_df,ak_df,gases,sza_bin_size,co2_thresh):\n", " \"\"\"Build daily anomaly and skipped DataFrames.\n", " Args:\n", " day_oof_df: DataFrame containing daily OOF data.\n", " ak_df: DataFrame containing averaging kernel information.\n", " gases: List of gas names to compute anomalies for.\n", " sza_bin_size: Float, size of the solar zenith angle bins.\n", " co2_thresh: Float, CO2 threshold for anomaly calculation.\n", "\n", " Returns:\n", " anom_df: DataFrame containing daily anomalies.\n", " skipped_df: DataFrame containing skipped rows.\n", " \"\"\"\n", "\n", " if len(day_oof_df.dropna()) == 0:\n", " return None, None\n", " binned_summary_df = ac_utils.create_binned_summary(day_oof_df,ak_df,sza_bin_size,gases)\n", " anom_df, skipped_df = ac_utils.daily_anomaly_creator(binned_summary_df,gases,co2_thresh) #get the anomaly and skipped rows dataframes \n", " date = day_oof_df.index[0].date() #get the date \n", " anom_df['date'] = date #add date columns to each of the dataframes\n", " skipped_df['date'] = date\n", "\n", " return anom_df, skipped_df \n", "\n", "def get_day_dfs(daily_oof_dict,daily_met_dict,ak_df,date_str,gases,oof_resample,oof_background_quantile,oof_filter_dict = None,resample_with_stats_kwargs = {}):\n", " \"\"\"Get daily DataFrames for a specific date.\n", "\n", " Args:\n", " daily_oof_dict: Dictionary of daily OOF DataFrames.\n", " daily_met_dict: Dictionary of daily MET DataFrames.\n", " ak_df: DataFrame containing averaging kernel information.\n", " date_str: Str, date string in 'YYYY-MM-DD' format.\n", " gases: List of gas names to compute excess values for.\n", " oof_resample: Str, resampling frequency for OOF data.\n", " oof_background_quantile: Float, quantile value for excess calculation.\n", " oof_filter_dict: Dictionary of filters to apply to OOF data (optional).\n", " resample_with_stats_kwargs: Additional keyword arguments for resampling.\n", " Returns:\n", " day_dfs: Dictionary containing daily DataFrames for OOF, MET, and quantile data.\n", " \"\"\"\n", " \n", " oof_df = daily_oof_dict[date_str].copy()\n", " met_df = daily_met_dict[date_str].copy()\n", " if oof_filter_dict is not None: #apply the filters to the oof_df\n", " oof_df = df_utils.apply_filters(oof_df, oof_filter_dict)\n", "\n", " if len(oof_df) == 0: #check if the oof_df is empty after filtering\n", " print(f'No data after filter for {date_str}')\n", " return None\n", " q = int(oof_background_quantile*100) \n", "\n", " #resample the oof_df \n", " quantile_df, col_quantiles = resample_and_get_excess(oof_df,ak_df,oof_resample,gases,oof_background_quantile,resample_with_stats_kwargs = resample_with_stats_kwargs)\n", " \n", " if len(quantile_df.dropna()) == 0:\n", " print(f'No quantile data {date_str}')\n", " return None\n", " \n", " day_dfs = {\n", " 'date_str':date_str,\n", " 'oof_df':oof_df,\n", " 'quantile_df':quantile_df,\n", " 'met_df':met_df,\n", " 'col_quantiles':col_quantiles\n", " }\n", " return day_dfs" ] }, { "cell_type": "code", "execution_count": 5, "id": "63659e18", "metadata": {}, "outputs": [], "source": [ "# Rolling Ratio Functions\n", "def get_regressions(df,regr_params,regr_type,keep_outputs):\n", " \"\"\"\n", " Perform full regression analysis on a DataFrame.\n", "\n", " Args:\n", " df: DataFrame to perform regression on.\n", " regr_params: Dictionary containing regression parameters.\n", " regr_type: Str, type of regression to perform ('york', 'odr', 'ols', 'rma').\n", " keep_outputs: List of regression output keys to keep.\n", "\n", " Returns: \n", " regr_outputs: Dictionary containing regression results.\n", " \"\"\"\n", "\n", " working_df = df.copy()\n", " regr_outputs = {}\n", " for regr_label,xy in regr_params['regr_labels'].items():\n", " regr_outputs[regr_label] = {}\n", " x_name = xy['x_name']\n", " y_name = xy['y_name']\n", " x_err_name = xy['x_err_name']\n", " y_err_name = xy['y_err_name']\n", " if regr_type == 'york': #if the regression type is york, use the york regression function\n", " regr_output = regression_utils.york_regression(working_df,x_name,y_name,x_err_name,y_err_name)\n", " elif regr_type == 'odr':\n", " regr_output = regression_utils.odr_regression(working_df,x_name,y_name,x_err_name,y_err_name,odr_kwargs={'beta0': (0.007, 0)},out_keychange={'res_var': 'chi_squared'})\n", " elif regr_type == 'ols':\n", " regr_output = regression_utils.ols_regression(working_df,x_name,y_name)\n", " elif regr_type == 'rma':\n", " regr_output = regression_utils.rma_regression(working_df,x_name,y_name)\n", " else:\n", " raise ValueError(f\"Unsupported regression type: {regr_type}\")\n", " for key in regr_output.keys():\n", " if key in keep_outputs:\n", " regr_outputs[regr_label][key] = regr_output[key]\n", " return regr_outputs\n", "\n", "def flatten_regr_dict(d, regr_type,sep='_'):\n", " \"\"\"\n", " Flatten a nested dictionary of regression results.\n", "\n", " Args:\n", " d: Nested dictionary of regression results.\n", " regr_type: Str, type of regression.\n", " sep: Str, separator for flattening keys.\n", "\n", " Returns:\n", " flat_dict: Flattened dictionary of regression results. \n", " \"\"\"\n", "\n", " items = []\n", " for regr_label, regr_dict in d.items():\n", " for k, v in regr_dict.items():\n", " new_key = f\"{regr_label}{sep}{regr_type}{sep}{k}\"\n", " items.append((new_key, v))\n", " return dict(items)\n", "\n", "\n", "def rolling_regression_creator(df, regr_params, rolling_window, regr_resample=None,\n", " resample_eq_or_all='eq',\n", " n_jobs=-1):\n", " \"\"\"\n", " Parallelized rolling regression computation that produces deterministic results.\n", "\n", " Args:\n", " df: pandas DataFrame with DatetimeIndex\n", " regr_params: dict, regression parameters and labels\n", " regr_resample: str, optional resample frequency\n", " resample_eq_or_all: 'eq' or 'all', determines which data to use after resampling\n", " min_obs_per_window: int, minimum observations per window\n", " n_jobs: int, number of parallel jobs (-1 = all cores)\n", "\n", " Returns:\n", " rolling_regr_df: DataFrame containing rolling regression results\n", " \"\"\"\n", " df = df.sort_index()\n", "\n", " # Resample if needed\n", " if regr_resample is None:\n", " resampled_regr_df = df_for_regression = df\n", " else:\n", " resampled = df.resample(regr_resample).mean(numeric_only=True).dropna()\n", " resampled_regr_df = resampled\n", " df_for_regression = resampled if resample_eq_or_all == 'eq' else df\n", "\n", "\n", " # Only pass necessary columns to workers\n", " needed_cols = []\n", " for xy in regr_params['regr_labels'].values():\n", " needed_cols += [xy['x_name'], xy['y_name'], xy['x_err_name'], xy['y_err_name']]\n", " needed_cols = list(set(needed_cols)) # unique columns\n", " df_for_regression = df_for_regression[needed_cols].copy()\n", " resampled_regr_df = resampled_regr_df[needed_cols].copy()\n", "\n", "\n", " def safe_loc(df, idx, col):\n", " \"\"\"Robust lookup for tz-aware timestamps\"\"\"\n", " pos = df.index.get_indexer([idx])[0]\n", " if pos == -1:\n", " return None\n", " return df.iloc[pos][col]\n", "\n", " def compute_window(dt):\n", " \"\"\"Compute one rolling window\"\"\"\n", "\n", " window_df = get_window_df(df_for_regression, dt, rolling_window, 'before')\n", " window_nobs = len(window_df.dropna())\n", " result = {'dt': dt, 'window_nobs': window_nobs}\n", "\n", " if window_nobs <= 1:\n", " return result\n", "\n", " for regr_label, xy in regr_params['regr_labels'].items():\n", " x_name, y_name = xy['x_name'], xy['y_name']\n", " x_err_name, y_err_name = xy['x_err_name'], xy['y_err_name']\n", "\n", " x_vals = window_df[x_name]\n", " y_vals = window_df[y_name]\n", "\n", " # Basic stats\n", " x_min, x_max = x_vals.min(), x_vals.max()\n", " y_min, y_max = y_vals.min(), y_vals.max()\n", " x_mean, y_mean = x_vals.mean(), y_vals.mean()\n", " x_std, y_std = x_vals.std(), y_vals.std()\n", " x_range, y_range = x_max - x_min, y_max - y_min\n", "\n", " # Time differences\n", " x_time_diff = safe_time_diff(window_df,x_name)# (x_vals.idxmax() - x_vals.idxmin()).total_seconds() if len(x_vals) > 1 else None\n", " y_time_diff = safe_time_diff(window_df,x_name)#(y_vals.idxmax() - y_vals.idxmin()).total_seconds() if len(y_vals) > 1 else None\n", "\n", " # Current values at dt\n", " current_values = {\n", " f'{x_name}': safe_loc(resampled_regr_df, dt, x_name),\n", " f'{y_name}': safe_loc(resampled_regr_df, dt, y_name),\n", " f'{x_err_name}': safe_loc(resampled_regr_df, dt, x_err_name),\n", " f'{y_err_name}': safe_loc(resampled_regr_df, dt, y_err_name),\n", " }\n", "\n", " stats = {\n", " f'{x_name}_mean': x_mean, f'{y_name}_mean': y_mean,\n", " f'{x_name}_std': x_std, f'{y_name}_std': y_std,\n", " f'{x_name}_min': x_min, f'{y_name}_min': y_min,\n", " f'{x_name}_max': x_max, f'{y_name}_max': y_max,\n", " f'{x_name}_range': x_range, f'{y_name}_range': y_range,\n", " f'{x_name}_time_diff': x_time_diff, f'{y_name}_time_diff': y_time_diff,\n", " }\n", "\n", " result.update(stats)\n", " result.update(current_values)\n", "\n", " # Regressions \n", " for regr_type, keep_outputs in regr_params['regr_type_details'].items():\n", " window_regr_out = get_regressions(window_df, regr_params, regr_type, keep_outputs)\n", " result.update(flatten_regr_dict(window_regr_out, regr_type))\n", "\n", " return result\n", "\n", "\n", " #Run parallel\n", " rolling_results = Parallel(n_jobs=n_jobs)(\n", " delayed(compute_window)(dt) for dt in resampled_regr_df.index\n", " )\n", "\n", "\n", " rolling_regr_df = pd.DataFrame(rolling_results).set_index('dt').sort_index()\n", " return rolling_regr_df\n", "\n", "def safe_time_diff(df, col):\n", " \"\"\"Return time difference between min and max values in seconds, or NaN if not computable.\n", " \n", " Args:\n", " df: DataFrame with DatetimeIndex\n", " col: Column name to compute time difference for\n", "\n", " Returns:\n", " Time difference in seconds, or NaN if not computable. \n", " \"\"\"\n", " if col not in df or df[col].empty:\n", " return np.nan\n", " \n", " try:\n", " col_min = df[col].min()\n", " col_max = df[col].max()\n", " \n", " # ensure scalar values\n", " if hasattr(col_min, \"item\"):\n", " col_min = col_min.item()\n", " if hasattr(col_max, \"item\"):\n", " col_max = col_max.item()\n", "\n", " # if all values are identical\n", " if col_min == col_max:\n", " return np.nan\n", "\n", " min_idx = df[df[col] == col_min].index\n", " max_idx = df[df[col] == col_max].index\n", " if min_idx.empty or max_idx.empty:\n", " return np.nan\n", "\n", " return (max_idx[0] - min_idx[0]).total_seconds()\n", " \n", " except Exception:\n", " return np.nan\n", "\n", "def get_window_df(df, dt, window_size, how='before'):\n", " \"\"\"\n", " Get a window of data around a specific datetime.\n", "\n", " Args:\n", " df: DataFrame with a sorted DatetimeIndex\n", " dt: Datetime to center the window around\n", " window_size: time delta or str convertible to Timedelta\n", " how: 'before', 'after', or 'center'\n", " Returns:\n", " DataFrame window\n", " \"\"\"\n", " window_tdelt = pd.to_timedelta(window_size)\n", "\n", " if how == 'before':\n", " return df.loc[(df.index > dt - window_tdelt) & (df.index <= dt)]\n", " elif how == 'after':\n", " return df.loc[(df.index >= dt) & (df.index < dt + window_tdelt)]\n", " elif how == 'center':\n", " half = window_tdelt / 2\n", " return df.loc[(df.index >= dt - half) & (df.index < dt + half)]\n", " \n", "def compute_min_obs(dt_raw, dt_resample, pct_required = 0.5):\n", " \"\"\"Compute the minimum number of observations required in a resampling window.\n", "\n", " Args:\n", " dt_raw: Raw data time interval (str or Timedelta)\n", " dt_resample: Resampling time interval (str or Timedelta)\n", " pct_required: Float, percentage of expected observations required (default 0.5)\n", "\n", " Returns:\n", " min_obs: Int, minimum number of observations required\n", " \"\"\"\n", " \n", " if type(dt_raw) == str:\n", " dt_raw = pd.to_timedelta(dt_raw)\n", " expected = dt_resample/dt_raw\n", " min_obs = int(np.ceil(expected*pct_required))\n", " return min_obs\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "6cafaa4b", "metadata": {}, "outputs": [], "source": [ "# Define some extra functions for filtering and grouping\n", "def find_grouped_periods(df, grouping_details):\n", " \"\"\"\n", " Groups periods of time based on a specified threshold.\n", "\n", " Parameters:\n", " df (pd.DataFrame): Input DataFrame with a DateTime index.\n", " grouping_details (dict): Dictionary containing grouping details:\n", " - 'tdelta': Time delta threshold for grouping.\n", " - 'nratio_good_thresh': Minimum number of \"good\" ratios in a group.\n", "\n", " Returns:\n", " pd.DataFrame: DataFrame with a new column 'good_group' indicating the grouped periods.\n", " list: List of dictionaries containing grouped periods with start and end datetimes.\n", " \"\"\"\n", "\n", " deltas = df.index.to_series().diff() # create a column with the difference between rows\n", " dt_groups = [] # initialize a list of \"groups\"\n", " \n", " for i in range(len(df)): # loop through the rows\n", " dt = df.index[i] # get the datetime\n", " delta = deltas.iloc[i] # get the difference between that row and the previous row\n", " \n", " if i == 0: # always get the first row\n", " dt_groups.append([dt]) # and append it to the group as a list\n", " continue\n", " \n", " if delta <= grouping_details['tdelta']: # if the previous row is within the threshold for \"within group\"\n", " dt_groups[-1].append(dt) # append it to the most recently created group\n", " else:\n", " dt_groups.append([dt]) # otherwise, start a new group and append that datetime as a list\n", "\n", " grouped_periods = [] # initialize the grouped periods\n", " for dt_group in dt_groups: # loop through the groups\n", " if len(dt_group) >= grouping_details['nratio_good_thresh']: # if there are more than the minimum number of \"good\" ratios in the group\n", " grouped_periods.append(dict(dt1=dt_group[0],\n", " dt2=dt_group[-1],\n", " n_good=len(dt_group))) # append it to the good grouped periods \n", " mask = pd.Series(False, index=df.index)\n", " for period in grouped_periods: # loop through the good grouped periods\n", " mask |= (df.index >= period['dt1']) & (df.index <= period['dt2'])\n", "\n", " df['good_group'] = mask\n", " return df, grouped_periods\n", "\n", "def assign_time_groups(df, gap_threshold='30min'):\n", " \"\"\"\n", " Identifies time gaps in a DataFrame with a datetime index and assigns group labels.\n", "\n", " Parameters:\n", " df (pd.DataFrame): Input DataFrame with a DateTime index.\n", " gap_threshold (str or pd.Timedelta, optional): Time gap threshold to define groups (default: '30min').\n", "\n", " Returns:\n", " pd.DataFrame: Copy of the original DataFrame with an added 'group' column.\n", " \"\"\"\n", " if not isinstance(df.index, pd.DatetimeIndex):\n", " raise ValueError(\"DataFrame index must be a DateTimeIndex.\")\n", "\n", " df = df.copy() # Avoid modifying the original DataFrame\n", " df['time_diff'] = df.index.to_series().diff() # Compute time differences\n", " gap_threshold = pd.Timedelta(gap_threshold) if isinstance(gap_threshold, str) else gap_threshold\n", " df['group'] = (df['time_diff'] > gap_threshold).cumsum() # Assign group labels\n", " \n", " return df.drop(columns=['time_diff']) # Drop helper column\n", "\n", "def add_filter_and_group_cols(df, filters_dict, grouping_details):\n", " \"\"\"\n", " Apply filters and group periods in a DataFrame.\n", "\n", " Parameters:\n", " df (pd.DataFrame): Input DataFrame with a DateTime index.\n", " filters_dict (dict): Dictionary of filters to apply.\n", " grouping_details (dict): Dictionary containing grouping details.\n", "\n", " Returns:\n", " pd.DataFrame: DataFrame with added filter and group columns.\n", " \"\"\"\n", " \n", " working_df = df.copy()\n", " for regr_label, filters in filters_dict.items():\n", " filtered_df = df_utils.apply_filters(working_df, filters)\n", " grouped_df, grouped_periods = find_grouped_periods(filtered_df, grouping_details)\n", " grouped_df = grouped_df.loc[grouped_df['good_group']]\n", " \n", " working_df[f'{regr_label}_pass_filter'] = working_df.index.isin(filtered_df.index)\n", " working_df[f'{regr_label}_good_group'] = working_df.index.isin(grouped_df.index)\n", " \n", " good_df = working_df.loc[working_df[f'{regr_label}_good_group']]\n", " good_df = assign_time_groups(good_df, gap_threshold=grouping_details['tdelta'])\n", "\n", " working_df[f'{regr_label}_good_group'] = np.nan\n", " for group in good_df['group'].unique():\n", " group_df = good_df[good_df['group'] == group]\n", " working_df.loc[working_df.index.isin(group_df.index), f'{regr_label}_good_group'] = group\n", " working_df[f'{regr_label}_good_group'] = working_df[f'{regr_label}_good_group'].astype('Int64')\n", " \n", " return working_df\n", "\n", "def build_filter_sets(q, param_grid):\n", " \"\"\"\n", " Build a dictionary of filter sets based on parameter grid. \n", "\n", " Args:\n", " q: Int, quantile value (0-100)\n", " param_grid: Dict, parameter grid with keys:\n", " - 'window_nobs': List of minimum observations in window\n", " - 'r2': List of minimum R-squared values\n", " - 'range': List of minimum range values\n", " - 'tdelta': List of time delta thresholds (as Timedelta)\n", " - 'nratio_good_thresh': List of minimum good ratio thresholds\n", "\n", " Returns:\n", " filter_sets: Dict, dictionary of filter sets with keys as filter names and values as tuples of (filters, grouping_details, params)\n", " \"\"\" \n", "\n", " filter_sets = {}\n", " \n", " for combo in itertools.product(*param_grid.values()):\n", " params = dict(zip(param_grid.keys(), combo))\n", " \n", " filt_name = (\n", " f\"nobs{params['window_nobs']}_\"\n", " f\"r2{params['r2']}_\"\n", " f\"rng{params['range']}_\"\n", " f\"tdelta{int(params['tdelta'].total_seconds()/60)}m_\"\n", " f\"ngood{params['nratio_good_thresh']}\"\n", " )\n", " \n", " filters = {\n", " 'ch4_co2': {\n", " 'window_nobs': ('>', params['window_nobs']),\n", " f'ch4_co2_york_r_squared': ('>', params['r2']),\n", " f'xco2(ppm)_wmean_ex{q}q_divak_range': ('>', params['range']),\n", " f'xco2(ppm)_wmean_ex{q}q_divak_time_diff': ('>', params['time_diff']),\n", " },\n", " 'co_co2': {\n", " 'window_nobs': ('>', params['window_nobs']),\n", " f'co_co2_york_r_squared': ('>', params['r2']),\n", " f'xco2(ppm)_wmean_ex{q}q_divak_range': ('>', params['range']),\n", " f'xco2(ppm)_wmean_ex{q}q_divak_time_diff': ('>', params['time_diff']),\n", " }\n", " }\n", " \n", " grouping_details = {\n", " 'tdelta': params['tdelta'],\n", " 'nratio_good_thresh': params['nratio_good_thresh']\n", " }\n", " \n", " # Keep filters, grouping, and raw parameters\n", " filter_sets[filt_name] = (filters, grouping_details, params)\n", " \n", " return filter_sets\n", "\n", "def build_sensitivity_paths(inst_data_path, oof_resample_freqs, rolling_windows, rolling_regr_params,\n", " save=False):\n", " \"\"\" Build paths for sensitivity analysis rolling regression files.\n", "\n", " Args:\n", " inst_data_path: Str, path to instrument data directory.\n", " oof_resample_freqs: List of str, resampling frequencies for OOF data.\n", " rolling_windows: List of str, rolling window sizes.\n", " rolling_regr_params: Dict, parameters for rolling regression.\n", " save: Bool, whether to compute and save rolling regression files.\n", "\n", " Returns:\n", " sensitivity_paths: Dict, keys are (resample, rolling_window) tuples, values are file paths. \n", " \"\"\"\n", "\n", " sensitivity_paths = {}\n", " for resample in oof_resample_freqs:\n", " #print(\"Resample:\", resample)\n", "\n", " if save:\n", " all_quantile_df = pd.read_parquet(os.path.join(inst_data_path, \"quantile\", f\"all_quantile_{resample}.parquet\"))\n", "\n", " for rolling_window in rolling_windows:\n", " #print(\" Rolling window:\", rolling_window)\n", "\n", " if resample == \"1min\":\n", " regr_resample = \"5min\"\n", " else:\n", " regr_resample = resample\n", "\n", " regr_id = f\"all_rolling_regr_{resample}res_{rolling_window}win.parquet\"\n", " regr_path = os.path.join(inst_data_path, \"rolling\", regr_id)\n", "\n", " if save:\n", " rolling_regr_df = rolling_regression_creator(\n", " all_quantile_df, rolling_regr_params, rolling_window,\n", " regr_resample=regr_resample, resample_eq_or_all=\"all\"\n", " )\n", " rolling_regr_df.to_parquet(regr_path, index=True)\n", "\n", " sensitivity_paths[(resample, rolling_window)] = regr_path\n", "\n", " return sensitivity_paths\n", "\n", "def build_sensitivity_dfs(sensitivity_paths,filter_sets):\n", " \"\"\"Build sensitivity DataFrames by applying filters and grouping.\n", " \n", " Args:\n", " sensitivity_paths: Dict, keys are (resample, rolling_window) tuples, values are file paths.\n", " filter_sets: Dict, keys are filter names, values are tuples of (filters, grouping_details, params).\n", "\n", " Returns:\n", " sensitivity_dfs: Dict, keys are (resample, rolling_window, filter_name) tuples, values are (filtered_df, params).\n", " \"\"\"\n", "\n", " sensitivity_dfs = {}\n", " for (resample, rolling_window), path in sensitivity_paths.items():\n", " #print(f\"Processing: Resample={resample}, Window={rolling_window}\")\n", " rolling_regr_df = pd.read_parquet(path)\n", " for filt_name, (filters,grouping_details,params) in filter_sets.items():\n", "\n", " filtered_df = add_filter_and_group_cols(rolling_regr_df, filters, grouping_details)\n", " #filtered_df = df_utils.get_season_df(filtered_df,'JJA')\n", " \n", " key = (resample, rolling_window, filt_name)\n", " sensitivity_dfs[key] = (filtered_df, params)\n", "\n", " return sensitivity_dfs\n", "\n", "def build_summary_df(sensitivity_dfs, regr_label):\n", " \"\"\"Build summary DataFrame from sensitivity DataFrames.\n", "\n", " Args:\n", " sensitivity_dfs: Dict, keys are (resample, rolling_window, filter_name) tuples, values are (filtered_df, params).\n", " regr_label: Str, regression label to summarize.\n", "\n", " Returns:\n", " summary_df: DataFrame summarizing regression results.\n", " \"\"\"\n", " \n", " summary_records = []\n", " for key, (df, params) in sensitivity_dfs.items():\n", " resample, window, filt = key\n", " slope_col = f'{regr_label}_york_slope'\n", " se_col = f'{regr_label}_york_se_slope'\n", " \n", " good = df[df[f'{regr_label}_good_group'].notnull()]\n", " #good = df[df[f'{regr_label}_pass_filter']]\n", " try:\n", " weighted_mean_slope = np.average(good[slope_col], weights=1/good[se_col]**2)\n", " except:\n", " weighted_mean_slope = np.nan\n", "\n", " record = {\n", " 'resample': resample,\n", " 'window': window,\n", " 'filter': filt,\n", " 'mean_slope': good[slope_col].mean(),\n", " 'weighted_mean_slope': weighted_mean_slope,\n", " 'std_slope': good[slope_col].std(),\n", " 'mean_se_slope': good[se_col].mean(),\n", " 'n_groups': good[f'{regr_label}_good_group'].nunique(),\n", " 'n_points': len(good),\n", "\n", " }\n", " \n", " # expand params into columns\n", " record.update(params)\n", " \n", " summary_records.append(record)\n", "\n", " summary_df = pd.DataFrame(summary_records)\n", " summary_df['window_mins'] = summary_df['window'].apply(lambda x: int(x.replace('min', '')))\n", "\n", " return summary_df\n" ] }, { "cell_type": "markdown", "id": "8351bbca", "metadata": {}, "source": [ "## Define Plotting Styles" ] }, { "cell_type": "code", "execution_count": 7, "id": "275a0025", "metadata": {}, "outputs": [], "source": [ "# These plotting dictionaries are used to define the style and labels for the plots\n", "quantile_regr_plot_dict = {\n", " 'co_co2': {\n", " 'x_label': '${\\Delta}X_{CO2}$' + ' (ppm)', \n", " 'y_label': '${\\Delta}X_{CO}$' + ' (ppm)', \n", " 'permil': True,\n", " 'line_label': [\n", " (False, r'${{\\alpha}}_{{CO}}$: '), \n", " (True, '{slope:.2f}'), \n", " (False, r\"$^o/_{oo}$\"), \n", " (False, '\\n'), \n", " (False, r'$r^2$: '), \n", " (True, '{r_squared:.2f}')\n", " ],\n", " 'annotate': True,\n", " 'scatter_style': {\"s\": 15, \"c\": \"#f08918\", \"zorder\": 2},\n", " 'errorbar_style': {\"fmt\": \"o\", \"markersize\": 0, \"c\": \"darkorange\", \"alpha\": 0.2, \"zorder\": 1, \"linestyle\": \"none\"},\n", " 'linestyle': {\"c\": \"k\", \"linewidth\": 1.5,'linestyle':'-'}\n", " },\n", " 'ch4_co2': {\n", " 'x_label': '${\\Delta}X_{CO2}$' + ' (ppm)', \n", " 'y_label': '${\\Delta}X_{CH4}$' + ' (ppm)', \n", " 'permil': True,\n", " 'line_label': [\n", " (False, r'${{\\alpha}}_{{CH4,frr}}$: '), \n", " (True, '{slope:.2f}'), \n", " (False, r\"$^o/_{oo}$\"), \n", " (False, '\\n'), \n", " (False, r'$r^2$: '), \n", " (True, '{r_squared:.2f}')\n", " ],\n", " 'annotate': True,\n", " 'scatter_style': {\"s\": 15, \"c\": \"firebrick\", \"zorder\": 2},\n", " 'errorbar_style': {\"fmt\": \"o\", \"markersize\": 0, \"c\": \"firebrick\", \"alpha\": 0.2, \"zorder\": 1, \"linestyle\": \"none\"},\n", " 'linestyle': {\"c\": \"k\", \"linewidth\": 1.5,'linestyle':'-'}\n", " }\n", "}\n", "\n", "anom_regr_plot_dict = {\n", " 'co_co2': {\n", " 'x_label': '${\\Delta}X_{CO2,anom}$' + ' (ppm)', \n", " 'y_label': '${\\Delta}X_{CO,anom}$' + ' (ppm)', \n", " 'permil': True,\n", " 'line_label': [\n", " (False, r'${{\\alpha}}_{{CO}}$: '), \n", " (True, '{slope:.2f}'), \n", " (False, r\"$^o/_{oo}$\"), \n", " (False, '\\n'), \n", " (False, r'$r^2$: '), \n", " (True, '{r_squared:.2f}')\n", " ],\n", " 'annotate': True,\n", " 'scatter_style': {\"s\": 15, \"c\": \"#f08918\", \"zorder\": 2},\n", " 'errorbar_style': {\"fmt\": \"o\", \"markersize\": 0, \"c\": \"darkorange\", \"alpha\": 0.2, \"zorder\": 1, \"linestyle\": \"none\"},\n", " 'linestyle': {\"c\": \"k\", \"linewidth\": 1.5,'linestyle':'-'}\n", " },\n", " 'ch4_co2': {\n", " 'x_label': '${\\Delta}X_{CO2,anom}$' + ' (ppm)', \n", " 'y_label': '${\\Delta}X_{CH4,anom}$' + ' (ppm)', \n", " 'permil': True,\n", " 'line_label': [\n", " (False, r'${{\\alpha}}_{{CH4}}$: '), \n", " (True, '{slope:.2f}'), \n", " (False, r\"$^o/_{oo}$\"), \n", " (False, '\\n'), \n", " (False, r'$r^2$: '), \n", " (True, '{r_squared:.2f}')\n", " ],\n", " 'annotate': True,\n", " 'scatter_style': {\"s\": 15, \"c\": \"firebrick\", \"zorder\": 2},\n", " 'errorbar_style': {\"fmt\": \"o\", \"markersize\": 0, \"c\": \"firebrick\", \"alpha\": 0.2, \"zorder\": 1, \"linestyle\": \"none\"},\n", " 'linestyle': {\"c\": \"k\", \"linewidth\": 1.5,'linestyle':'-'}\n", " }\n", "}\n", "\n", "rolling_regr_plot_dict = {\n", " 'co_co2': {\n", " 'x_label': '${\\Delta}X_{CO2}$' + ' (ppm)', \n", " 'y_label': '${\\Delta}X_{CO}$' + ' (ppm)', \n", " 'permil': True,\n", " 'scatter_style': {\"s\": 15, \"c\": \"#f08918\", \"zorder\": 2, \"edgecolors\": \"#c1721b\"},\n", " 'errorbar_style': {\"fmt\": \"o\", \"markersize\": 0, \"c\": \"darkorange\", \"alpha\": 0.2, \"zorder\": 1, \"linestyle\": \"none\"},\n", " 'linestyle': {\"c\": \"k\", \"linewidth\": 1.5, 'linestyle': '-','alpha' : 0.4}\n", " },\n", " 'ch4_co2': {\n", " 'x_label': '${\\Delta}X_{CO2}$' + ' (ppm)', \n", " 'y_label': '${\\Delta}X_{CH4}$' + ' (ppm)', \n", " 'permil': True,\n", " 'scatter_style': {\"s\": 15, \"c\": \"firebrick\", \"zorder\": 2, 'edgecolors':'#921f1e','linewidth':1},\n", " 'errorbar_style': {\"fmt\": \"o\", \"markersize\": 0, \"c\": \"firebrick\", \"alpha\": 0.2, \"zorder\": 1, \"linestyle\": \"none\"},\n", " 'linestyle': {\"c\": \"k\", \"linewidth\": 1.5, 'linestyle': '-','alpha' : 0.5}\n", " }\n", "}\n", "\n", "seasonal_regr_plot_dict = {\n", " 'co_co2': {\n", " 'x_label': '', \n", " 'y_label': '${\\\\alpha}_{CO}$' +\" ($^o/_{oo}$)\",\n", " 'permil': True,\n", " 'scatter_style': {\"s\": 1000, \"c\": \"#f08918\", \"zorder\": 2, \"edgecolors\": \"#c1721b\"},\n", " 'errorbar_style': {\"fmt\": \"o\", \"markersize\": 0, \"c\": \"darkorange\", \"alpha\": 0.9, \"zorder\": 1,\"linewidth\":3,\"capsize\":7,'capthick':3},\n", " 'inventory_style': {\"s\": 400,'marker':'s', \"c\": \"k\", \"zorder\": 2,'alpha':0.9}\n", "\n", " },\n", " 'ch4_co2': {\n", " \n", " 'x_label': '', \n", " 'y_label': '${\\\\alpha}_{CH4}$' +\" ($^o/_{oo}$)\",\n", " 'permil': True,\n", " 'scatter_style': {\"s\": 1000, \"c\": \"firebrick\", \"zorder\": 2, 'edgecolors':'#921f1e','linewidth':1},\n", " 'errorbar_style': {\"fmt\": \"o\", \"markersize\": 0, \"c\": \"firebrick\",\"alpha\":0.9 ,\"linewidth\":3,\"capsize\":7,'capthick':3},\n", " 'inventory_style': {\"s\": 400,'marker':'s', \"c\": \"k\", \"zorder\": 2}\n", " }\n", "}\n" ] }, { "cell_type": "markdown", "id": "d5f882c6", "metadata": {}, "source": [ "# Analyze Specific Instrument\n", "This code was made to be modular so that it can be used for other instruments. For this project we focus on EM27 \"ha\" located at WBB. " ] }, { "cell_type": "code", "execution_count": 8, "id": "d0abaa63", "metadata": {}, "outputs": [], "source": [ "# Load data from specific instrument\n", "inst_id = 'ha' #instrument ID\n", "inst_site = 'WBB' #instrument site\n", "\n", "oof_df_full = oof_dfs[inst_id].loc[oof_dfs[inst_id]['site'] == inst_site] #filter to the specific site\n", "oof_df_full = ac_utils.add_rise_set(oof_df_full) #add rise / set column\n", "oof_df = oof_df_full.copy() #make a copy to work with\n", "oof_df = oof_df[~pd.Series(oof_df.index.date).isin(smoke_outlier_dates).values] #remove smoke outlier dates\n", "oof_df = oof_df.loc[oof_df.index.date != datetime.date(2023, 8, 9)] #remove 2023-08-09 due to large ch4 spike\n", "# oof_df.loc[oof_df['xco2(ppm)_error'] >= 1.0] = np.nan #filter out high error values\n", "# oof_df.loc[oof_df['xch4(ppm)_error'] >= 0.005] = np.nan\n", "# oof_df.loc[oof_df['xco(ppm)_error'] >= 0.005] = np.nan\n", "\n", "gases = ['xco2(ppm)','xch4(ppm)','xco(ppm)'] #gases of interest\n", "err_tags = ['wstd_divak'] #error tags to use as the the error in calculating the regressions\n", "oof_filter_dict = { # filters to apply to the oof data for high error retrievals\n", " 'xco2(ppm)_error': ('<', 1),\n", " 'xch4(ppm)_error': ('<', 0.005),\n", " 'xco(ppm)_error': ('<', 0.005)\n", " }\n", "\n", "# Define parameters for daily quantile or excess processing\n", "oof_background_quantile = 0.05 #quantile for excess calculation\n", "q = int(oof_background_quantile*100) #quantile as integer for easier labeling\n", "oof_dt_raw = pd.Timedelta('8sec') #original data time resolution of OOF data\n", "pct_required = 0.5 #percent of expected obs to require per resample period\n", "\n", "ak_df = surface_ak_dfs[inst_id] #get the averaging kernel dataframe for the instrument\n", "met_df = met_dfs[inst_site] #get the met dataframe for the site\n", "\n", "daily_oof_dict = df_utils.separate_daily_dfs(oof_df) #separate the oof dataframe into a dictionary of daily dataframes\n", "daily_met_dict = df_utils.separate_daily_dfs(met_df) #separate the met dataframe into a dictionary of daily dataframes\n", "\n", "inst_figures_path = os.path.join(project_figures_path,inst_id) #path to save figures for the instrument\n", "inst_data_path = os.path.join(project_data_path,inst_id) #path to save data for the instrument\n", "\n", "if not os.path.exists(inst_figures_path): #create the figure directory if it doesn't exist\n", " os.makedirs(inst_figures_path)\n", "if not os.path.exists(inst_data_path): #create the data directory if it doesn't exist\n", " os.makedirs(inst_data_path)" ] }, { "cell_type": "code", "execution_count": 9, "id": "203d37b3", "metadata": {}, "outputs": [], "source": [ "global_savefig = False #whether to save the figures\n", "global_showfig = True #whether to show the figures" ] }, { "cell_type": "markdown", "id": "29c2bd41", "metadata": {}, "source": [ "# Load/Create Full Quantile (excess), Anomaly, and Rolling Ratio Data" ] }, { "cell_type": "markdown", "id": "7a3bd50c", "metadata": {}, "source": [ "## Anomaly" ] }, { "cell_type": "code", "execution_count": 10, "id": "bc877a90", "metadata": {}, "outputs": [], "source": [ "# # Load and save the full anomaly dataframes. This only needs to be run once, as the dataframes are saved to disk. After that, they can be loaded directly form the cell below.\n", "# save_anom_dfs = True\n", "# sza_bin_size = 0.5\n", "# co2_thresh = 1\n", "\n", "# all_anom_df = pd.DataFrame() #initialize the anomaly dataframe\n", "# all_skipped_df = pd.DataFrame() #initialize the skipped details dataframe\n", "# for date_str, df in daily_oof_dict.items(): #for each day in the set of daily dataframes\n", "# anom_df, skipped_df = build_anom(df,ak_df,gases,sza_bin_size,co2_thresh) #build the anomaly and skipped dataframes\n", "# all_anom_df = pd.concat([all_anom_df,anom_df]) #concat with the previous date's dataframes\n", "# all_skipped_df = pd.concat([all_skipped_df,skipped_df])\n", "\n", "# all_anom_df = all_anom_df.reset_index(drop=True) #reset the indicies for better viewing\n", "# all_skipped_df = all_skipped_df.reset_index(drop = True)\n", "\n", "# if save_anom_dfs:\n", "# os.makedirs(os.path.join(inst_data_path,'anom'),exist_ok=True) #make the anomaly directory if it doesn't exist\n", "# all_anom_df.to_parquet(os.path.join(inst_data_path,'anom',f'all_anom_df_{sza_bin_size}deg_{co2_thresh}ppm.parquet'),index = False) #save the anomaly dataframe\n", "# all_skipped_df.to_parquet(os.path.join(inst_data_path,'anom',f'all_skipped_df_{sza_bin_size}deg_{co2_thresh}ppm.parquet'),index = False) #save the skipped details dataframe" ] }, { "cell_type": "code", "execution_count": 11, "id": "5c7cb1f3", "metadata": {}, "outputs": [], "source": [ "#Read from parquet instead of recalculating\n", "sza_bin_size = 0.5\n", "co2_thresh = 1\n", "all_anom_df = pd.read_parquet(os.path.join(inst_data_path,'anom',f'all_anom_df_{sza_bin_size}deg_{co2_thresh}ppm.parquet'))\n", "all_skipped_df = pd.read_parquet(os.path.join(inst_data_path,'anom',f'all_skipped_df_{sza_bin_size}deg_{co2_thresh}ppm.parquet'))" ] }, { "cell_type": "markdown", "id": "af4f65ab", "metadata": {}, "source": [ "## Quantile" ] }, { "cell_type": "code", "execution_count": 12, "id": "6503b5fe", "metadata": {}, "outputs": [], "source": [ "# Create and save the daily quantile dataframes. This only needs to be run once, as the dataframes are saved to disk. After that, they can be loaded directly form the cell below.\n", "\n", "# oof_resample_freqs = ['1min','5min','10min']\n", "\n", "# save_day_dfs = False\n", "# save_quantile_dfs = True\n", "\n", "# for oof_resample in oof_resample_freqs:\n", "# print(oof_resample)\n", "# min_obs = compute_min_obs(oof_dt_raw, pd.Timedelta(oof_resample), pct_required)\n", "# resample_with_stats_kwargs = {'min_obs': min_obs}\n", "# all_quantile_df = pd.DataFrame() #initialize the quantile dataframe\n", "# for date_str, df in daily_oof_dict.items(): #for each day in the set of daily dataframes\n", "# print(date_str)\n", "# day_dfs = get_day_dfs(daily_oof_dict,daily_met_dict,ak_df,\n", "# date_str,gases,oof_resample,oof_background_quantile,\n", "# oof_filter_dict,resample_with_stats_kwargs = resample_with_stats_kwargs)\n", "# if day_dfs is None:\n", "# continue\n", " \n", "# quantile_df = day_dfs['quantile_df']\n", "# quantile_df['date'] = pd.to_datetime(date_str).date() #add date columns to each of the dataframes\n", "# all_quantile_df = pd.concat([all_quantile_df,quantile_df]) #\n", "\n", "# if save_day_dfs:\n", "# os.makedirs(os.path.join(inst_data_path,'day_dfs'),exist_ok=True) #make the day_dfs directory if it doesn't exist\n", "# pkl_id = f\"{date_str}_{oof_resample}.pkl\"\n", "# save_path = os.path.join(inst_data_path,'day_dfs',pkl_id)\n", "# with open(save_path,'wb') as f:\n", "# pickle.dump(day_dfs,f)\n", "\n", "\n", "# if save_quantile_dfs:\n", "# os.makedirs(os.path.join(inst_data_path,'quantile'),exist_ok=True) #make the quantile directory if it doesn't exist\n", "# quantile_id = f\"all_quantile_{oof_resample}.parquet\"\n", "# quantile_path = os.path.join(inst_data_path,'quantile',quantile_id)\n", "# all_quantile_df.to_parquet(quantile_path,index = True)" ] }, { "cell_type": "code", "execution_count": 13, "id": "dc99285d", "metadata": {}, "outputs": [], "source": [ "#Read from parquet instead of recalculating\n", "oof_resample = '5min'\n", "all_quantile_df = pd.read_parquet(os.path.join(inst_data_path,'quantile',f'all_quantile_{oof_resample}.parquet'))" ] }, { "cell_type": "markdown", "id": "b971b569", "metadata": {}, "source": [ "## Rolling Ratios" ] }, { "cell_type": "code", "execution_count": 14, "id": "6b0ff473", "metadata": {}, "outputs": [], "source": [ "# Define parameters for rolling regressions\n", "rolling_regr_params = {'regr_labels': {'ch4_co2':{'x_name':f'xco2(ppm)_wmean_ex{q}q_divak',\n", " 'y_name':f'xch4(ppm)_wmean_ex{q}q_divak',\n", " 'x_err_name':f'xco2(ppm)_wstd_divak',\n", " 'y_err_name':f'xch4(ppm)_wstd_divak',\n", " 'permil':True},\n", " 'co_co2': {'x_name':f'xco2(ppm)_wmean_ex{q}q_divak',\n", " 'y_name':f'xco(ppm)_wmean_ex{q}q_divak',\n", " 'x_err_name':f'xco2(ppm)_wstd_divak',\n", " 'y_err_name':f'xco(ppm)_wstd_divak',\n", " 'permil':True},\n", " }, \n", " 'regr_type_details':{'york': ['slope','intercept','r','r_squared','R_squared','S','se_slope']},\n", " }\n", "\n", "oof_resample_freqs = ['5min']#['1min', '5min','10min']\n", "rolling_windows = ['15min','30min','45min','60min','75min','90min','120min','180min','240min','360min','480min','1440min','2880min']" ] }, { "cell_type": "code", "execution_count": 15, "id": "1db57db4", "metadata": {}, "outputs": [], "source": [ "# Build all of the rolling regression dataframes for each resample frequency and window. This only needs to be run once, as the dataframes are saved to disk. After that, they can be loaded directly where needed. \n", "# sensitivity_paths = {}\n", "# for resample in oof_resample_freqs:\n", "# print('Resample: ',resample)\n", "# all_quantile_df = pd.read_parquet(os.path.join(inst_data_path,'quantile',f'all_quantile_{resample}.parquet')) \n", "# for rolling_window in rolling_windows:\n", "# print(' Rolling window: ',rolling_window)\n", "# if resample == '1min':\n", "# regr_resample = '5min'\n", "# else:\n", "# regr_resample = resample\n", "# rolling_regr_df = rolling_regression_creator(all_quantile_df,rolling_regr_params,rolling_window,\n", "# regr_resample=regr_resample,resample_eq_or_all = 'all')\n", "# regr_id = f'all_rolling_regr_{resample}res_{rolling_window}win.parquet'\n", "# os.makedirs(os.path.join(inst_data_path,'rolling'),exist_ok=True)\n", "# regr_path = os.path.join(inst_data_path,'rolling',regr_id)\n", "# rolling_regr_df.to_parquet(regr_path,index = True)\n", "# sensitivity_paths[(resample,rolling_window)] = regr_path" ] }, { "cell_type": "code", "execution_count": 16, "id": "d66ebf53", "metadata": {}, "outputs": [], "source": [ "# Build the sesitivity paths dictionary. This can be done directly if the rolling regression files have already been created and saved to disk.\n", "sensitivity_paths = {}\n", "for resample in oof_resample_freqs:\n", " for rolling_window in rolling_windows:\n", " regr_id = f'all_rolling_regr_{resample}res_{rolling_window}win.parquet'\n", " regr_path = os.path.join(inst_data_path,'rolling',regr_id)\n", " sensitivity_paths[(resample,rolling_window)] = regr_path" ] }, { "cell_type": "markdown", "id": "f92705d2", "metadata": {}, "source": [ "## Rolling ratio sensitivity " ] }, { "cell_type": "markdown", "id": "2e05e77d", "metadata": {}, "source": [ "### Varying R² and Range (Figures S16 and S17)" ] }, { "cell_type": "code", "execution_count": 17, "id": "476d22f8", "metadata": {}, "outputs": [], "source": [ "oof_resample_freqs = ['5min']\n", "rolling_windows = ['90min']\n", "filter_param_grid = {\n", " \"window_nobs\": [1],\n", " \"r2\": [0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,0.95,0.99],\n", " \"range\": [0, 0.25,0.5,0.75,1],\n", " \"time_diff\": [0], \n", " \"tdelta\": [pd.to_timedelta(\"20min\")],\n", " \"nratio_good_thresh\": [4]\n", "}\n", "filter_sets = build_filter_sets(q, filter_param_grid)\n", "sensitivity_paths = build_sensitivity_paths(inst_data_path, oof_resample_freqs, rolling_windows,rolling_regr_params,save=False)\n", "sensitivity_dfs = build_sensitivity_dfs(sensitivity_paths, filter_sets)\n", "summary_df = build_summary_df(sensitivity_dfs, regr_label='ch4_co2')" ] }, { "cell_type": "code", "execution_count": 18, "id": "1c55071f", "metadata": {}, "outputs": [ { "data": { "image/png": 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ELYJERPKJj4+Hv79/uePSJUlCXFycZXcTs0WQ9KBXQelvvvkGkydP1k4ead++PcLCwnDs2DHUr19f5zGEw4YNs/okkIiI5BUbGwuFovyvO4VCgfXr15soIiLzoVfXcHx8PFq2bKn9H6voZI+xY8di4sSJmDNnjk7XOnToEGJjY5GUlFRirKEkSfj111/1CZGIiAgAkJycDIVCUW45MoVCgeTkZBNGRWQe9GoRdHZ2xoMHDyBJEtzd3ZGUlKQ9Vr16daSkpOh0nVWrVuH555/Hd999h3v37kEIUWyraO1LIiKiinh5eem0lrKXl5eJIjISpRJ48UXNxvJrpCO9xgh26dIFISEhGD16NPr3749bt25hy5YtqFatGoYMGYL79+/j1KlTFV6nWbNmaNmyJdasWVNilRJrwjGCRETysZkxgkR60KtF8LXXXsOlS5cAaMrBXLx4EfXr10edOnVw5MgRzJw5U6frJCUlISwszKqTQCIiklfDhg0RFhZWZtkySZIQFhbGJJBskl5jBMPDw7Wvn376aZw/fx5bt26FJEno2bMnmjRpotN1mjVrxjEZRERkdNHR0QBQbh1BIltUpYLSVbVr1y6899572LlzJ5588km5wjA6dg0TEZmHoiuLeHt7Izg42HpaArOygNq1Na/v3GH5GNKJrIlg//798ddffyElJQWtWrUqUUpGkiT8+OOPMkVnOEwEiYjI6FhHkPSgc9dww4YNsWXLFrRs2RJ+fn7lLhFXOOi2IqdPn4ZSqUTt2rVx8+ZN3Lx5s8R1iIiIiMg4dE4Eu3Tpom3N6tKli0GStMTExCpfg4iIiIj0I2vXsK1g1zARERkdu4ZJD5UuH6NSqfDcc89hz549BgkgNzcXy5cvx+uvv46ePXvi8uXLAIAff/wR8fHxOl1j7969GDFiBJo2bQpnZ2c8+eSTGDBgAE6ePFni3FOnTuFf//oXXFxc4ObmhoEDB5b5OUuWLEHTpk3h4OAAPz8/TJ8+HXl5efrfLBEREZEZqXQiWL16dZw5cwZ2dnpVninm7t27aNOmDcaNG4cDBw5g7969yMjIAABs3boV8+fP1+k6X331FRITEzFx4kTs2LEDixcvxp07d9ChQwfs3btXe97FixfRtWtXPHjwAN999x2+/vprXLp0CZ07d8Y///xT7JqzZs3CxIkTMXDgQOzatQvh4eGYPXs2IiIiqnzfRERERGZB6KFXr15i3rx5+ry1mNDQUOHr6ytOnjwp8vLyhCRJ4uTJk0IIIdasWSOaN2+u03WSk5NL7MvIyBBeXl6iR48e2n2vvvqq8PT0FGlpadp9iYmJwt7eXnzwwQfafXfv3hWOjo5i9OjRxa45a9YsIUmSOHfuXKXuMy0tTQAo9rlEREQGlZ0tRJcumi07W+5oyELotbLIggULsHz5cqxduxaZmZl6J6Hbtm3DjBkz0Lp16xKTT3x9fXH9+nWdrlO7sG5SES4uLmjevDmuXbsGAMjPz8e2bdswaNCgYuP06tevj27dumHLli3afTt37kROTg5CQ0OLXTM0NBRCCGzdulXXWyQiIjKN6tWB/fs1W/XqckdDFkKvRLBjx464fv06QkND4erqiho1aqBmzZrazdXVVafrpKeno379+qUey8vLQ35+vj7hAQDS0tJw6tQptGjRAgAQFxcHlUqFoKCgEucGBQXhypUryMnJAQCcPXsWABAYGFjsvDp16sDT01N7nIiIiMiS6TXQb9CgQQYpH+Pn54ejR4+ie/fuJY798ccfOi9VV5qIiAhkZWVh8uTJAICUlBQAgLu7e4lz3d3dIYTAvXv3UKdOHaSkpMDBwQHOpcy4cnd3116rLLm5ucjNzdX+nJ6ervd9EBERERmLXong6tWrDfLhISEhmDdvHgICAtC3b18AmiLSx48fx+LFi7VJXGV98sknWL9+PZYsWYJnnnmm2LGKCmFX9rzSzJkzB9OnT9cxWiIiIgPIygIaNNC8Tkxk+RjSiV5dw4by4Ycf4rnnnsPLL78MLy8vAEDv3r3RoUMHtG/fHhMnTqz0NadPn46ZM2di1qxZeOutt7T7C5evK601LzU1FZIkwc3NTXtuTk4OsrOzSz23tFbFoiIjI5GWlqbdCscpEhERGdXdu5qNSEdVqgFz9uxZXLhwASqVqsSxoUOHVvh+e3t77NixAxs3bsT27duRnJwMT09PvPTSSxgyZAgUisrlqdOnT0dUVBSioqLw8ccfFzvWqFEjbembx505cwb+/v5wdHQE8Ghs4JkzZ9C+fXvtebdv38bdu3cREBBQbhwODg5wcHCoVOxERERVkZiYiAYPX8+bNw+DQ0Ph5+cnZ0hkCfSZapyVlSV69OghJEkSCoVCSJKkfV24mdqMGTMEADFlypQyzxk8eLCoXbu2SE9P1+5LSkoS1apVEx9++KF2X0pKinB0dBRjx44t9v45c+awfAwREZmVBw8eiFGjRglnQIiHW42H382jRo0SDx48kDtEMmN6tQh++umnSExMxIEDB9ClSxds3rwZNWrUwLJly3DmzBls3LhRp+u88sorGDFiBF544YVKt/4VtWDBAkydOhUvvPAC+vbti99//73Y8Q4dOgDQtBi2bdsWL730Ej766CPk5ORg6tSp8PT0xLvvvqs9393dHVOmTMEnn3wCd3d39OrVC8ePH0dUVBTCwsLQvHlzvWMlIiIypIiICMTExKBowZgCtRoCQExMDABgxYoVssRG5k+vtYabN2+OSZMmYcSIEbC3t8eJEyfQunVrAEBwcDBq1qyJZcuWVXidJ598Erdv34aXlxeGDRuGYcOGoWnTppW+ia5du+LAgQNlHi96iydPnsSHH36Io0ePws7ODt27d8f8+fPRqFGjEu/74osvEB0djcTERHh7eyM0NBSTJ0+Gvb19peLjWsNERGQM8fHx8Pf3hxACTgCyHu53BlA4yl2SJMTFxbGbmEqlVyLo5OSEXbt2oXPnzlAqlThw4AA6deoEANi+fTtGjhyJ27dvV3gdtVqNXbt2YfXq1fjpp5/w4MEDtG/fHiNHjsTgwYNRo0aNyt+RGWIiSERExjBz5kxERUWhoKCgzERQqVQiKioKU6ZMkSdIMmt69ce6ubkhK0vz16127dq4fPmy9lheXp72WIUfrlCgT58+2LhxI27duoUlS5YgLy8Po0aNQp06dTBs2DB9wiMiIrIJycnJ2qFVagDHH27qIucoFAokJyfLEB1ZAr0SwcDAQFy6dAkA0K1bN8yePRuHDh3CH3/8gRkzZqBly5aVvqabmxvCw8Nx/PhxHDx4EO7u7li3bp0+4REREdkELy8vqNWatC8HQLuHW06Rc9RqtbZEG9Hj9EoER44ciYyMDADArFmzkJ2djS5duqBjx45ISkrCggUL9Apm9+7dCA4ORq9evXD9+nV07NhRr+sQERHZguDgYG0iWBa1Wo2QkBATRUSWRq8xgo/LysrC3r17IUkSnn322QoLLhcVFxeH1atXY82aNbhx4wbq1KmDN998EyNGjEDjxo2rGppZ4BhBIiIyltGjRyMmJgalfZ1LkoSwsDDOGqYy6ZUIFhQUQKlUVvnDu3TpgkOHDsHe3h79+vXDiBEj0Lt37yqVkjFHTASJiMhY8vLyEBERgfUrV+Lcw32BCgWyhEBYWBiio6MrXe2CbIdeiWBhq93w4cOrVFOvdevWCA0NRUhISKVaES0NE0EiIjK2xHPn0ODhylefTZ2KV4cPZ8kYqpBeieBrr72mLffStm1bjBgxAkOGDNEpyTl48CBat24NFxeXcs+7e/cufvrpJ4wYMaKy4ZkdJoJERGR0WVlA4XdrZibg7CxvPGQR9OqD3bhxI27fvo0vv/wSQgiMHTtW20r466+/lvvebt264fz589qf1Wo1qlWrhj///LPYeXFxcRg1apQ+4RERERGRDvQejOfq6opx48bh2LFjOHv2LMLDw/Hrr7+iV69e5TZFP94AKYRAfn5+qYNciYiIiMh4DDIro3nz5vjss8+wYsUKPPnkk7h69aohLktERERERlTlRPDy5cuYPHky6tWrhwEDBgAAIiMjqxwYERERERmXnT5vyszMxHfffYdVq1bhyJEjqFatGgYMGIDQ0FD06tULkiQZOk4iIiIqjyQBhZU8+D1MOtIrEfT29oZKpcLTTz+NL774AiEhIXBzc9P5/f/73/9gZ6f56IKCAgDAxYsXi53z+M9ERERUDicn4Ny5is8jKkKv8jGTJk3CiBEjEBgYWOkPVCgUJVoMhRBl7itMFC0Zy8cQERGROdKrRXDhwoV6f+CqVav0fi8RERERGY7eaw2npqZi4cKF+PXXX5GSkgJPT0/861//wttvv41atWoZOk6LxhZBIiIyuuxsoG1bzevjxzVdxUQV0CsRvHHjBp577jlcvXoVzZo1g4+PD27evIkLFy6gfv36OHz4MHx8fIwRr0ViIkhEREbHlUVID3qVj/n444+hUqlw7NgxnDt3Drt378a5c+dw7NgxqFQqfPzxx4aOk4iIiIgMTK9EcOfOnZg5cybaFjZBP9S2bVvMmDEDv/zyi0GCIyIiIiLj0SsRTEtLQ4MGDUo95ufnh7S0tKrEREREREQmoFci6Ofnh+3bt5d67Jdffil3rWEiIiIiMg96lY8JDQ3FRx99BLVajWHDhqFOnTq4desW1q1bhyVLlmDu3LmGjpOIiIhsWEJCAtavX4/k5GR4eXkhJCSEDU8GoNesYSEExo4di5UrVxYrBC2EwOjRo7Fs2TKDBmnpOGuYiIiMLjv70RJz589bTfmYvLw8REREICYmBgqFAgqFAmq1Gmq1GmFhYYiOjoa9vb3cYVosvesIApql4vbt24eUlBR4eHige/fueOqppwwZn1VgIkhERKSf0aNHIyYmBqWlK5IkISwsDCtWrJAhMuugcyJ47949hIWFITQ0FC+99FKp52zbtg2rVq3CihUr4OHhYdBALRkTQSIiosqLj4+Hv79/qUlgIUmSEBcXx25iPek8WSQmJgZ///03XnjhhTLPeeGFF3DmzBlER0cbJDgiIiKyXbGxsVAoyk9VFAoF1q9fb6KIrI/OieC3336LUaNGwc6u7PkldnZ2GDVqFH766SeDBEdEREQ6Uqk0S8y1bat5bQWSk5N1SgSTk5NNFJH10TkRvHTpEtq0aVPhea1bt8alS5eqFBQRERFVkloNnDih2dRquaMxCC8vL6gruBe1Wg0vLy8TRWR9dE4E8/PzdZqVY29vj7y8vCoFRURERBQcHKxTIhgSEmKiiKyPzolgnTp1cP78+QrPO3fuHLy9vasUFBEREVHDhg0RFhZWrFRdUYWzhjlRRH86J4JdunTB0qVLy23ty8vLw1dffYVu3boZJDgiIiKybdHR0dpkUKlUwt7eHkqlUpsEcoJq1ehcPub06dNo06YNevXqhRUrVsDHx6fY8Zs3b2LUqFHYs2cPTpw4gcDAQKMEbIlYPoaIiIwuKwtwcdG8zswEnJ3ljcfAiq4s4u3tjeDgYLYEGkClCkqvXLkS4eHhUCgUeOaZZ7QPICEhASdPnoRarcZXX32FsLAwowVsiZgIEhGR0Vl5IkjGUemVRY4ePYrZs2dj3759yM7OBgA4OTmhR48eiIyMRIcOHYwSqCVjIkhEREaXlQU0aKB5nZjIRJB0ovcSc2q1Gnfv3gUAeHp6Vljnx5YxESQiIiJzVHZ16AooFArUrl3bkLEQERERya7oeEQvLy+EhIRY7XhEvVsESXdsESQiIjJ/eXl5iIiIQExMDBQKBRQKBdRqNdRqtXaGsi41lS0J+3OJiIisgUoFdO2q2axkiTlTK0wChRAoKChAXl4eCgoKIIRATEwMIiIi5A7R4NgiaAJsESQiIqPjrOEqiY+Ph7+/P8pLiyRJQlxcnFV1E7NFkIiIiGxebGxshRNfFQoF1q9fb6KITIOJIBEREdm85ORknRLB5ORkE0VkGkwEiYiIyOZ5eXlBrVaXe45arYaXl5eJIjINJoJERERk84KDg3VKBENCQkwUkWkwESQiIiKb17BhQ4SFhUGSpFKPS5KEsLAwq5ooAjARLFdmZibefvtt+Pj4wNHREa1atcK3334rd1hERESlc3LSbKSX6OhobTKoVCphb28PpVKpTQKjo6OrdP2EhATMnDkT48ePx8yZM5GQkGCgyPXH8jHl6NWrF44fP465c+fiqaeeQmxsLGJiYrB+/XoEBwfrfB2WjyEiIrIcRVcW8fb2RnBwcJVaAs25UDUTwTLs2LEDffv2RWxsLF5//XXt/l69euHcuXO4evUqlEqlTtdiIkhERGS7Ro8erS1U/bjC1sYVK1bIEBm7hsu0ZcsWuLi44NVXXy22PzQ0FDdv3sSxY8dkioyIiIgsRXx8fJlJIADtqiVydRMzESzD2bNn0axZM9jZ2RXbHxQUpD1ORERkNnJygL59NVtOjtzR0EPmXqjaruJTbFNKSgoaNmxYYr+7u7v2eFlyc3ORm5ur/Tk9Pd3wARIRERVVUADs2PHoNZmFwkLVBeU8EzkLVbNFsBxlTSGv6NicOXPg6uqq3erWrWuM8IiIiMjMmXuhaiaCZfDw8Ci11S81NRXAo5bB0kRGRiItLU27Xbt2zWhxEhERkfky90LVTATLEBgYiAsXLiA/P7/Y/jNnzgAAAgICynyvg4MDatasWWwjIiIi22PuhaqZCJbh5ZdfRmZmJjZt2lRs/5o1a+Dj44P27dvLFBkRERFZEmMXqq4K1hEsR69evXDixAnMmzcP/v7+2LBhA1auXIl169ZVqgmXdQSJiMjosrIAFxfN68xMwNlZ3nioBEMXqjYEJoLlyMzMxOTJk/Hdd98hNTUVTZs2RWRkJIYMGVKp66SlpcHNzQ3Xrl1jIkhERMaRlQX4+Ghe37zJRJBQo0aNcie3AkwETeL69eucOUxEREQmpUtPJBNBE1Cr1bh586ZOmTmVlJ6ejrp167JF1cLwuVkuPjvLxWdnuYzx7HTJO1hQ2gQUCgV8fX3lDsPicQa2ZeJzs1x8dpaLz85ymfrZcdYwERERkY1iIkhERERko5gIktlzcHDAtGnT4ODgIHcoVAl8bpaLz85y8dlZLrmeHSeLEBEREdkotggSERER2SgmgkREREQ2iokgERERkY1iIkhERERko5gIEhEREdkoJoJERERENoqJIBEREZGNYiJIREREZKOYCBIRERHZKCaCRERERDaKiSARERGRjWIiWIFDhw7hxRdfRK1atVC9enU0btwYn376qdxhEREREVWZndwBmLPY2Fi8+eabGDx4MNauXQsXFxfExcXh5s2bcodGREREVGWSEELIHYQ5unHjBpo0aYKhQ4di6dKlVbqWEAIZGRmoUaMGJEkyUIREREREVcOu4TLExMQgKysLH374YZWvlZGRAVdXV2RkZBggMiIiolJkZQGSpNmysuSOhiwEE8EyHDx4EO7u7rh48SJatWoFOzs71K5dG2PHjkV6errc4WklJAAzZwLjx2v+m5Agd0RERERkKdg1XIamTZsiKSkJ9vb2iIyMRMeOHXH8+HFMmzYNrVu3xm+//VZmN29ubi5yc3O1P6enp6Nu3bpIS0tDzZo1DRJfXh4QEQHExAAKhWZTqzVbWBgQHQ3Y2xvko4iIyBJkZQEuLprXmZmAs7O88ZBF4GSRMqjVauTk5GDatGn46KOPAABdu3ZFtWrV8Pbbb+PXX3/Fv/71r1LfO2fOHEyfPt2o8RUmgUIABQWarVBMjOa/K1YYNQQiIiKycOwaLoOHhwcAoHfv3sX29+nTBwBw6tSpMt8bGRmJtLQ07Xbt2jWDxhYf/ygJLI0QmuPsJiYiIqLyMBEsQ1BQUKn7C3vSFYqy/+gcHBxQs2bNYpshxcZquoLLo1AA69cb9GOJiIjIyjARLMOgQYMAAL/88kux/Tt27AAAdOjQweQxFUpO1i0RTE42TTxERERkmThGsAy9evVCv379MGPGDKjVanTo0AEnTpzA9OnT8dJLL6FTp06yxeblpZkUUh61WnMeERHZCHt7YNq0R6+JdMBZw+VQqVSYPn06YmNjcevWLfj4+CAkJATTpk2Dg4ODztdJT0+Hq6urwWYNx8cD/v5ljxEENGWk4uIAP78qfxwRERFZKSaCJmDoRBAARo8ue8KIJGlKyHDWMBEREZWHXcMWKjpa89/y6ggSEZENUauBCxc0r5s1q3gwORHYImgSxmgRLJSQoJkdnJwMeHsDwcHsDiYiskksKE16YCJoAsZMBImIiAAwESS9sGvYwiUkJGD9+vVITk6Gl5cXQkJC4McmQSIiItIBWwRNwBgtgnl5eYiIiEBMTAwUCgUUCgXUajXUajXCwsIQHR0Ne5YPICKyHWwRJD2wRdBCFSaBQggUFBSgoMhiwzEPFxtewWnDREREVA62CJqA4esIxsPf3x/lPTpJkhAXF2fx3cRFJ8N4eQEhIZwMQ0RUKrYIkh44t9wCxcbGlrvWMaBZC3m9BS82nJenqZXYqBEQFQUsX675b6NGmv15eXJHSEREZPnYNWyBkpOToVAoinUHP06hUCDZghcbjoh4VDC7oECzFXrY882C2URERdnbA++99+g1kQ6YCFogLy8vqCtYbFitVsPLQhcbjo8ve9UUQLM/JgaIjGQ3MRGRVrVqwOefyx0FWRh2DVug4OBgnRLBkJAQE0VkWLGxFRfEVyg0YweJiIhIf0wELVDDhg0RFhYGSZJKPS5JEsLCwix2okhysm6JoAX3fBMRGZ5aDSQmarYKGguICrFr2EJFP1xMuLw6gpbKy6vi32FqteY8IiJ6SKV6NF6Gs4ZJRywfYwLGXWv40coi3t7eCA4OttiWwELx8YC/f9ljBAFAkoC4OI4RJCLSYvkY0oNZJYIPHjxAtWrV5A7D4LjWcOWNHl32hBFJAsLCLH/WMGskEpFBMREkPZjVGMEnn3wSkZGRuHr1qtyhkMyiozXJniQBSqWmEoJS+SgJtOCeb9ZIJCIis2FWLYIjRozAxo0b8eDBA7z00kt466230KNHD7nDqjK2COqvaKuZtzcQHGz5rWa20NpJRDJgiyDpwawSQQC4d+8eVq5ciWXLliEpKQlPPfUUIiIiMGzYMNSoUUPu8PTCRJAKcfwjERkNE0HSg1l1DQNArVq18MEHHyAuLg5btmxB3bp1MXHiRDz55JN46623cPHiRblDJNIbayQSEZE5MbtEsJAkSejfvz/mzZuHLl26IDMzE0uXLkWLFi0waNAg3LlzR+4QiSqNNRKJyGjs7IDwcM1mx+pwpBuzTATz8/OxYcMGdOrUCW3atEF8fDzmzZuHxMRELFq0CL/99huGDh0qd5hElcYaiURkNA4Ompl00dGa10Q6MKsxgjdu3MDy5cuxcuVKJCcno3PnzpgwYQJefvllKIo0o2zevBlvvPEGsrOzZYxWdxwjSIVsZYwgS+MQEVkGs2o7btCgAezs7DBkyBBMnDgRrVq1KvW8hg0bwotNJmSBGjbUzAquaNawpSZNeXlARITm/hQKzaZWA1OnPir7Y28vd5REVkoI4O5dzWtPT80vFKIKmFWL4MyZMzFmzBg88cQTcodiUGwR1F/RlVO8vLwQEhJi8SunlJUsqdWWnyyxNA6RjDhrmPRgVong2rVr0bdvX3h4eJQ4lpqaim3btlnk2EAmgpWXl5eHiIiIctdStrfUbOkha6uRaCvd3kRmi4kg6cGsEkGlUomjR4+iXbt2JY6dPHkS7dq1Q0FBgQyRVQ0TwcobPXo0YmJiUNpfT0mSEBYWhhVsWjIrM2dqVkgp739RpVJzzpQppoqKyIYwESQ9mNWs4fJy0pycHCiVShNGQ3KJj48vMwkENH9PYmJikJCQYOLIqDwsjUNEZHlknyxy9epVJCYman/+888/kZOTU+wclUqFFStWoF69eiaOjuQQGxsLhUJRbuuvQqHA+vXrMYVNS2bDlkrjcFY0EVkL2RPBVatWYfr06ZAkCZIkITw8vMQ5hS1DixcvNnV4JIPk5GSdEsFkNi2ZleBgzezg8qjVmqTJUnFWNBFZG9kTwcGDByMgIABCCAwePBizZ89G48aNi53j4OCAgIAANGjQQJ4gyaS8vLygrqBpSa1Ws4SQmbH20jjAoyRQCM1YyKL/VomJ0fyXQ1eJyJKY1WSRNWvW4KWXXip11rAl42SRyomPj4e/v3+5Y0YlSUJcXJxFl5JhaRzLwlnRZPZyc4ExYzSvly/n6iKkE7NKBM1dTEwMRo0aBWdnZ2RmZur8PiaClWfNs4ZZGscycVY0EVkj2buGH3fo0CHExsYiKSkJKpWq2DFJkvDrr7/KEteNGzfw3nvvwcfHB2lpabLEYEuio6MBoNxkyVIVJoFCCBQUFBQbCxnzsH/RUpPcQn5+1pcMFc6KLi8R5KxoIrI0ZtUiuGrVKowcORLu7u546qmn4FBKs/a+fftkiAzo168fJEmCu7s7fvjhB7YImkjR7lNvb28EBwdbdPeprXR7WyO2CJLZEwLIzta8dnLiEnOkE7NqEfzss88wePBgrFmzptQkUC7r1q3DgQMHcP78eZYrMTE/Pz+r+jNnaRzLZQuzosnCZWezoDRVmlklgklJSViyZIlZJYF37tzB22+/jblz58LX11fucMjCsTSO5bKFWdEAayQS2RqzSgSbNWtmdl+A4eHhaNKkCcaNG6fze3Jzc5Gbm6v9OT093RihkQViaRzLVjg0tbxZ0ZaKNRKJbJNZLTE3e/ZszJ07Fzdu3JA7FADApk2b8PPPP2PlypWQKjHWYs6cOXB1ddVudevWNWKUZEmCg4N1SgRD2L9oluztNXUC4+I0YwHHjAGmT9f8vGKFZSdKj9dIzMvT/FcIzf6ICLkjJCJjMKvJIv3798dff/2FlJQUtGrVqkQ9QUmS8OOPP5oklszMTPj7++ONN94oNlYrPDwcP/30E65fvw57e3s4lzIGo7QWwbp163KyCAGw7tI4hayxRqI1Y41EK5GVxTGCVGlmlQg2aNCg3JY3SZIQHx9vklgSExMr/OIaMGAAtm7dWuG1OGuYirLmOoLWfG/WjDOirQQTQdKDWY0RTExMlDsELW9v71JL1cydOxcHDhzAL7/8Ak9PTxkiI0tnb2+PFStWIDIy0qpK4wC2USPRGrFGIpHtMqsWQUswfPhw1hEkKgVrJFoutghaiZwc4M03Na+/+QZwdJQ3HrIIZjVZhIgsV2GNxPIU1kgk8xIcrJkhXB7WSLQAjo7A999rNiaBpCPZE0GlUok//vgDgOZLQqlUlrnZ2cnfk7169epKtQYS2YrCGonlYY1E81RYI7GsIdrWUiORiEqSPbOaOnWqtlDz1KlTK1WmhYjMhy3VSLTGWdHWXCORiMrGMYImwDGCZAtsYYygLcyKLrqyiLe3ptvYQh+X7eGsYdKD7C2CRGQdGjZsiLCwsAprJFpqEgjYxqxoPz/rnhDCJfSIijPLFsGzZ8/iwoULUKlUJY4NHTq0wvdnZWVh//79OHz4MG7cuAGVSgVPT080b94c3bp1Q4sWLYwRdpnYIki2wppbzGyhxdOalbWEXtGubwv9q/kIWwRJD2aVCGZnZ6N///7Yu3cvJEnS/sItOm6woJz6BpcvX8aCBQsQGxuLzMxMSJIENzc3ODo64t69e8jJyYEkSQgMDMSECRMwfPjwCge3GwITQbI1RcfQWUuNxJkzZyIqKqrc30FKpRJRUVHFViMi8zB69KMl9B5XOBnGwhtzmQiSXmSfNVzUp59+isTERBw4cABCCGzevBm7d+/GwIED0bhxY5w6darM906aNAkBAQE4cuQIPvnkExw7dgy5ublISUnBjRs3kJ2djRs3buD7779HUFAQJk6ciKCgIJw4ccKEd0hkG/z8/DBlyhQsWbIEkydPtvgkEOCsaEsWH192Egg8Wk85IcG0cRGZA7MaI/jjjz/iww8/xLPPPgsAqFevHlq3bo0ePXogODgYX331FZYtW1bqe0+dOoXdu3fj+eefL/P6derUwcCBAzFw4ECkp6dj0aJFOHz4MNq0aWOU+yEi62Ers6KtcUZ0bKxuK6esX2/d4yOJSmNWXcNOTk7YtWsXOnfuDKVSiQMHDqBTp04AgO3bt2PkyJG4ffu2zFFWHruGiSyftY8RtObxnePHA8uXa8YJlsXeHhgzBliyxHRxGRy7hkkPZtU17ObmhqysLABA7dq1cfnyZe2xvLw87TEiIlMrnBVdVq1TS58V/fiM6Ly8PBQUFEAIgZiYGERERMgdot68vHRbOcXCG3M16wC++KJmUyrljoYshFm1CPbu3Rt9+/bFhAkTEBwcjOPHj2PVqlWoVq0axo4dCycnJxw6dKjS1121ahV27twJIQR69+6NESNGmLRwNVsEiayDtbaaWXtrZ3w84O9f9hhBQDNhJC6OpWTI9phVi+DIkSORkZEBAJg1axays7PRpUsXdOzYEUlJSViwYEGlr/nJJ58gKioKdevWhbu7OyZNmoTIyEhDh05ENsDe3h4rVqxAXFwcoqKiMGbMGEyfPh1xcXFYsWKFRSaBgPWvE80l9IjKZlaTRQYPHqx97efnh0uXLmlLyTz77LNwd3ev9DVXr16NQ4cOoX79+gCAzp07491338XcuXMNFjcR2ZbCWdHWonBGdHmlcSx9RjSX0CMqnVklggcPHkTr1q3h8nCwq7OzM/r16wdAUyT64MGD5c4K1oUQgusZExEVYQszou3tNXUCIyOteAm9rCygdm3N6zt3OFmEdGJWXcPdunXD+fPnSz128eJFdOvWrdLXfOONN9ClSxe8//77CA8PR0REBN58882qhkpEZDWCg4N1SgRDQkJMFJExJQCYCWA8hJj58Gcrkp2t2Yh0ZFYtguUNVM7Ly9NrFZBZs2ahQYMG2L17NwBg3rx5GD16tN4xEhFZG1tYJ7qsiT5Tp0616Ik+RFUleyKYnp6O+/fva3++ffs2rl69WuwclUqFNWvWwNvbu9LXVygUCAsLw/PPPw8hBJo0aWKSZeWIiCxJ9MNBcuXNiLZkj5fHKToeMiYmBgCwwuLXmCOqPNnLx0yfPh0zZsyo8DwhBD7++GPMnDmzUtc/d+4cXn75ZcTFxQHQDPLevHkzgoKC9IpXHywfQ0SWwhrXibb28jiFEs9loUGAZoz9vE8yMTjU2XrGP5LRyJ4IHj16FEeOHIEQAh988AHGjx+PevXqFTvHwcEBgYGB6NKlS6Wv361bN3Tq1AkffPABMjIyMG7cONy9exeHDx821C1UiIkgEZF8Zs6ciaioqHJnRSuVSkRFRVnkbPC8PCAiAohdmYVMaBLBmopMZApn7Yxo9npTWWTvGu7YsSM6duwIAEhJSUF4eDjq1q1b6eusXr0aw4cPL7H/77//xs6dO+Hg4IAaNWpgwoQJ+Pe//13FqImIyFJYe3mciAhNWZzqRfYVqAEBzX5AM2OaqDRmM1guJycHn332GU6cOKHX+ydPnowePXrgypUrxfY3atQIsbGxADSz3r7//ns0atSoyvESEZFlsObyOPHxmmRPCEANBfajC/ajC9QPv96F0BxPsLLJ0WQ4ZpMIOjo6wsPDA8561j26cOECmjRpglatWmHWrFnIz88HAMyfPx/vvvsunnjiCbi5ueHbb7/Ff/7zH0OGTkREZsyay+PExmqKYwNADqqjG/ajG/Yjp0j7oEKhqZ1IVBqzSQQBoF+/ftiyZYte761ZsyaWLl2K3bt3Y+PGjWjZsiWOHDmCLl264MqVK1i9ejViY2MRFxeH7t27GzhyIiIyV4XlccpaTMCSy+MkJz9KBMuiUGjOIyqN7GMEixoyZAhGjhyJESNGYODAgahTp06J/3Fbt25d7jU6duyIU6dO4bPPPkOvXr3w5ptvYt68eejbt68xQyciIjNmreVxvLw0y+SVR63WnEdUGtlnDRdVtL7f4wlg4dJw5Q32fdyVK1cwduxYnD9/HosXL8arr75qsFgrg7OGiYjMg7WVx4mPB/z9NWMBnZCFRDQAADRAIrKhGWolSUBcnBUtpUcGZVaJ4Jo1ayo8Z9iwYaXuz8vLw+eff45t27YhJycHzz33HKZNmwZPT0+sXbsW7733Htq3b4+lS5fqNSu5KpgIEhGRsYSFFeC//5XgBBWyHpaPcUbmw0RQjZEjBWJilPIGSWbLrLqGy0rydPHee+9h48aNmDhxIlxcXLBy5UoMGDAAhw8fxtChQ9G3b1+88847aNGiBaZPn45JkyYZMHIiIiK5vAXgaQCvF9mXD0ANIAbAnwC+kiEusgRm1SJY1P/+9z/cvXsXrVq10mkmsZeXF5YuXYpBgwYBAJKSktCwYUMkJiYWawHcu3cvxo0bh//9739Gi/1xbBEkIiJjKLpqihPqIQuaJVqd8R6y8QOARKtYNYWMx6xmDQPA2rVr4evri+bNm+P555/XJmyDBw/GypUry3yfvb09srOztT9nZWVBCAE7u+KNnt27d8fp06eNEzwREZEJxcbGFhlff7XIkfkAEgFoxt+vt4L6MQkJCZg5cybGjx+PmTNnIoHFEQ3CrBLB77//HsOHD0fr1q3x5ZdfFlsXsnXr1vjuu+/KfO/IkSMRERGBcePG4b333kOfPn3Qp08f1KlTp8S5Dg4ORomfiIjIlApXTSmPJa+aAmjmAIwePRoNG/bA1KkPsHRpU0yd+gANG/bA6NGjkZeXJ3eIFs2sEsE5c+YgNDQUP/30E0aPHl3sWLNmzXD+/Pky3zt9+nR8+eWXuHfvHq5cuYKIiAj88MMPxg6ZiIhINta8akqhceMmYOXKNgCuQIipUKtHQYipAK5g5co2GDdugtwhWjSzGiNYvXp1/PTTT+jZsycKCgpgb2+PEydOoHXr1vjtt9/Qs2dP5OTkyB1mpXGMIBERGUPRMYKOAA4+3P88gMJvS0seIxgfH49GjfYACEPpbVcFAP6L+PieFnl/5sCsWgSdnJyQlpZW6rEbN26gVq1aZb43ICCgUquS3Lp1CxMmTMDcuXNLPb53716MGDECTZs2hbOzM5588kkMGDAAJ0+e1PkziIiIjKnoqik5ANo93IomgZa6agoAfPnlDpSdBAKAEkAYvvxyu0E/15bGI5pVIvjcc8+VGBtYaPXq1ejatWuZ7x08eDCGDh2KevXqITIyErt27cI///yjvZZKpcLZs2cRExODfv36oX79+jh58iT69+9f6vW++uorJCYmYuLEidixYwcWL16MO3fuoEOHDti7d69B7peIiKiqoqOjtcmgUqmEvb09lEqlNgm01FVTAODIkQbQlMEpjxqHDzcwyOcVjkds1KgRoqKisHz5ckRFRaFRo0ZWOx7RrLqGT5w4gU6dOiEwMBDBwcF47733EBkZib///hu//vor/vjjDwQEBJT5/lu3bmHRokX4+uuvkZKSAkmSIEkS7O3t8eDBAwCaFUo6d+6MiRMnYuDAgWVe686dO6hdu3axfZmZmfD390dAQAD27Nmj832xa5iIiIzN2lZNAYAOHY7j2LGWAKqVc9YDtG//N37/vW2VP2/06NGIiYkptUGqMLFesWJFlT/HnJhVIggA+/btQ3h4eLE6f40bN8by5cvLbREsKi8vD8eOHcPRo0dx8+ZNqFQqeHp6omnTpujatSt8fX31jq979+64ceNGpeoQMhEkIiKjy84GmjfXvD5/HnBykjceA3jnnVQsXFgT5a9/kY933snAggVlDx/TRdHxlmWx5PGWZTG7RLBQXFwckpOT4enpiaeeekrucAAAaWlpqF+/Prp3747Nmzfr/D4mgkREZHRZWYCLZok5ZGYCOizGYO7i44FGjQQAqZyzBOLjpSqvpTxz5kxERUWhoKCgzHOUSiWioqIwZcqUqn2YGTGrJeaKatSoERo1aiR3GMVEREQgKysLkydPLve83Nxc5Obman9OT083dmhERERWp2FDYORINf77XwmlT2vQrKXs51f1tZQLazJqEsEGAEIAeAFIBrAeQKLF12QsjVlNFpk3bx7Gjx9f6rHx48dj/vz5Jo7okU8++QTr16/HwoUL8cwzz5R77pw5c+Dq6qrdii5xR0RERLr76islRo1SQJIEJEkNhSIfkqSGJAmMGqXAV19VPQkENDUZCwoUAJYDiAMQBWDMw//GAViOggKFRddkLI1ZdQ03b94cEydOxJgxY0oci4mJweLFi3HmzBmTxzV9+nRERUVh1qxZ+Pjjjys8v7QWwbp167JrmIiIjMcKu4aLSkgA1q8HkpMBb28gOBhV7g4uylZrFppV13BSUlKZ4wH9/f2RmJho2oDwKAmMiorSKQkENEvYcRk7IiIiw/HzA4w7NK8hgFEoezyisoLjlsmsuobt7e1x586dUo8lJydDkkz7h//pp59qB4VOmzbNpJ9NREREphMbCygr6GVWKjWtktbErFoE27Rpg5UrV+K1114rcWzlypVo06aNyWJZsGABpk6dihdeeAF9+/bF77//Xux4hw4dTBYLERFRhSTpUfkYEzecWIPkZEChkFDOpGEoFBKsbK6IeSWC7733Hvr27YuuXbsiPDwcTz75JK5fv45ly5bh4MGD2LFjh8li+fnnnwEAO3fuxM6dO0scN6OhlURERJq6gefOyR2FxfLyAtQVLGKiVmvOsyZmNVkEAP773//i3XffRXp6OiRJghACrq6uWLBgAUaMGCF3eHphHUEiIiLzFh8P+PsD5WVFkgTExRl2korczC4RBICsrCwcOXIE//zzD5544gk8++yzcLbg2U9MBImIiMzf6NFATEzpyaAkAWFhgJWtMGeeiaC1YSJIRERGl50NtH243u7x41axxJyp5eUBERGaZFCh0GxqtWYLCwOiowF7e7mjNCyzSwSFEDh+/DiSkpKgUqlKHB86dKgMUVUNE0EiIjI6K68jaErGrlloTswqEbx06RL69++Py5cvlzoZQ5KkctcANFdMBImIyOiYCJIezGrWcEREBHJycrBx40YEBQWxKDMRERGREZlVIvjHH39g5cqVeOWVV+QOhYiIiMjqmdXKIi4uLuw6JSIiIjIRs0oEQ0NDERsbK3cYRERERDbBrLqGAwICsGHDBvTv3x/9+vWDh4dHiXMGDhwoQ2RERERmTpKA+vUfvSbSgVnNGlYoym+g5KxhIiIiIsMxqxbBffv2yR0CERERkc0wqxZBa8UWQSIiIjJHsrcIdu/evcxj9vb28PLyQs+ePfH666/Dzk72cImIiMyTSgU8/7zm9cGDQPXq8sZDFkH2FsGAgABIZQxqzc/Px61bt5Ceno527dph7969cLLAtRPZIkhEREbHlUVID7I3sZ09e7bCc3755Re89tprmDVrFmbNmmWCqIiIiIisn+wtgrqaNWsWvvnmG1y8eFHuUCqNLYJERGR0bBE0ewkJwPr1QHIy4OUFhIQAfn7yxmRWBaXL065dOyQlJckdBhEREVGl5OUBo0cDjRoBUVHA8uWa/zZqpNmflydfbLJ3DetKpVJxsggRERFZnIgIICYGEAIoKNBshWJiNP9dsUKe2CymRXDHjh1o3ry53GEQERER6Sw+/lESWBohNMcTEkwbVyHZm9hSU1PLPFZQUIAbN25g48aNiImJwdKlS00YGRERkYXx9JQ7AnpMbCygUBRvBXycQqEZOzhliuniKiR7Iujp6Vlm+Zii3nrrLYwePdoEEREREVkgZ2fgn3/kjoIek5ysWyKYnGy6mIqSPRGcOnVqmYmgnZ0dvLy80L17dzRs2NDEkRERERFVjZcXoFaXf45arTlPDhZTPsaSsXwMERGRbYqPB/z9yx4jCACSBMTFyVNKxmImixAREVE5VCqga1fNplLJHQ091LAhEBamSfZKI0ma43LVE5S9a5iIiIgMQK0GDhx49JrMRnS05r8xMZrxgAqF5hGp1ZoksPC4HNg1bALsGiYiIqPjyiJmr+jKIt7eQHCw/CuLMBE0ASaCRERkdEwESQ8cI0hERERko5gIEhEREdkoJoJERERENoqzhomIiKyFk5PcEVA5EhISsH79eiQnJ8PLywshISHwk3m2CCeLmAAnixAREdmuvLw8REREICYmBgqFAgqFAmq1Gmq1GmFhYYiOjoa9vb0ssbFruByZmZl4++234ePjA0dHR7Rq1Qrffvut3GERERGRBSlMAoUQKCgoQF5eHgoKCiCEQExMDCIiImSLjS2C5ejVqxeOHz+OuXPn4qmnnkJsbCxiYmKwfv16BAcH63wdtggSERHZpvj4ePj7+6O8dEuSJMTFxcnSTcwWwTLs2LEDu3fvxtKlSzFmzBh069YNK1euRM+ePfH++++joKBA7hCJiIgeyckB+vbVbDk5ckdDD8XGxkKhKD/dUigUWL9+vYkieuyzZflUC7Blyxa4uLjg1VdfLbY/NDQUN2/exLFjx2SKjIiIqBQFBcCOHZqNjRVmIzk5WadEMDk52UQRPfbZsnyqBTh79iyaNWsGO7viE6uDgoK0x4mIiIjK4+XlBXUFaz+r1Wp4eXmZKKLimAiWISUlBe7u7iX2F+5LSUkp8725ublIT08vthEREZHtCQ4O1ikRDAkJMVFExTERLIckSXodmzNnDlxdXbVb3bp1jREeERERmbmGDRsiLCyszLxBkiSEhYXJVk+QiWAZPDw8Sm31S01NBYBSWwsLRUZGIi0tTbtdu3bNaHESERGReYuOjtYmg0qlEvb29lAqldokMDo6WrbYuLJIGQIDA7Fhwwbk5+cXGyd45swZAEBAQECZ73VwcICDg4PRYyQiIiLzZ29vjxUrViAyMlK7soi3tzeCg4O5soi5+uWXX/Diiy/i22+/xWuvvabd36dPH5w+fRpXr16FUqnU6VppaWlwc3PDtWvXWEeQiIiMIysL8PHRvL55E3B2ljcekl2NGjXKHcoGsEWwTH369EHPnj0xbtw4pKenw9/fHxs2bMDOnTuxbt06nZNAAMjIyAAAjhUkIiLTKEwIyabpspAFWwTLkZmZicmTJ+O7775DamoqmjZtisjISAwZMqRS11Gr1bh586ZOmTmVlJ6ejrp167JF1cLwuVkuPjvLxWdnuYzx7HTJO5gIktnjEn2Wic/NcvHZWS4+O8sl17PjrGEiIiIiG8VEkIiIiMhGMREks+fg4IBp06axJI+F4XOzXHx2lovPznLJ9ew4RpCIiIjIRrFFkIiIiMhGMREkIiIislFMBImIiIhsFBNBIiIiIhvFRJCIiIjIRjERJCIiIrJRTASJiIiIbBQTQSIiIiIbxUSQiIiIyEYxESQiIiKyUUwEiYiIiGwUE0EiIiIiG8VEkIiIiMhGMRE0ASEE0tPTIYSQOxQiIiIiLSaCJpCRkQFXV1dkZGTIHQoREVmrrCxAkjRbVpbc0ZCFYCJIREREZKOYCBIRERHZKCaCRERERDaKiSARERGRjbKTOwDS3a1bt3Dr1q1Kv69OnTqoU6eOESIiIiIiS8ZE0IIsX74c06dPr/T7pk2bhqioKMMHRERERBaNiaAFGTNmDPr3719sn0qlQqdOnQAAhw4dQvXq1Uu8j62BREQ2wN4emDbt0WsiHUjCDKocFxQUYNeuXejduzeUSqXc4Rhceno6XF1dkZaWhpo1axr02llZWXBxcQEAZGZmwtnZ2aDXJyIiIutlFpNFlEolXn/9datMAomIiIjMlVkkggDw0ksv4bfffpM7DCIiIsukVgPnzmk2tVruaMhCmE0imJubi0GDBiE6OlqvmbFEREQ2TaUCAgI0m0oldzRkIcwmEXz++efRv39/rFmzBo0bN4aPjw/69OmDDz/8UO7QiIiIiKySWcwaLigogL+/P8LDw2FnZwchBK5cuYLTp0/jzJkzcodHREREZJXMYtYwAO2sWmvEWcNERGR0WVnAw+8DZGYC/D4gHZhFiyDwaLJI586d5Q6FZMKVU4iIiEzLbBLBwski06ZNw8CBA/nFboO4cgoREZFpyd41/Pnnn+P999/HF198gdOnT+P06dM4f/48atasiZYtWyIoKAjz5s2TM8QqY9ewbkprEdR15RT+w4GIbB67hkkPsrcIzp49G++//z7279+PzZs3AwAni9io0hK6rKws7etWrVpZbKLLbm8iMjp7e+C99x69JtKB7Imgt7c3tmzZgj179mj3SZKExo0bo3Hjxhg0aJCM0REZBru9icjoqlUDPv9c7ijIwsieCC5duhQTJ05EdnY2WrVqhcDAQAQFBSEoKAiBgYHw8fGRO0SiKhszZgz69+9fbJ+u3d5ERETGIvsYwUI1atTA7t27teMEz5w5gzNnzkChUODu3btyh1clHCOoP2u+P2u+NyKSgVoNXL2qeV2vHqAwmzUjyIzJ3iJY6Pbt23B2dkaHDh2K7b9+/bpMERGRLjj+kchMqFSAn5/mNSeLkI7MJhEsqzXE19fXxJEQUWVw/CMRkeUym0SQiCwTxz8SEVkuJoJEVCXWXPYHYNc3EVk3s04ER4wYgU6dOmHYsGFQKpVyh0NENohd30Rkzcw6ERRCYMOGDfjPf/6Ds2fPyh0OEdkgdn0TkTUz60Rw1apVAICCggKZIyEiW2XNXd/s9iYis00Ehw8fjoULF6JWrVrsFiYiMgJ2e1sZOzsgPPzRayIdyP43Zfbs2aXu37RpE7y9vVGzZk18/PHHJo6KiMj6sdvbyjg4ANHRckdBFkb2RPCTTz5B+/bt0bRpUxRd5CQ/Px8JCQkW2+VCRGTurLnbm4h0I3sieOjQIUyaNAnu7u6YNm0aatSoAQDYtm0bFi5cyLWGiYhILzY3BlIIoHBJVk9PQJLkjYcsguyJYMeOHXH06FEsX74c7du3x7vvvouRI0fKHRYREVk4mxsDmZ0N1K6tec0l5khHsieCACBJEsaOHYtXX30VH3/8MZYtWwaVSiV3WEREZME4BpKoYmaRCBby8PDA8uXLcfLkSRw6dAhubm5yh0RERBaKYyCJKiZ7Irhhwwa0bNkSTZs2hUKhAAA888wzeOaZZ2SOjIiIiMi6yZ4ILlq0CBcvXsSDBw/QokULtGzZstjGVkEiIqLiSpsIo1Cp0Orh67/++gvqMrq92fVNRcmeCB47dgwAcO3aNZw7dw6DBw9GSkoKli5disuXL8PX1xdJSUkyR0lERGQ+SpsI4wSgsOP7uU6dkF3K+yx2IgwZjeyJYKG6deuibt26cHBwwNKlS+Hj44O0tDScOnVK7tCIiIjMSmkTYXJTU4GePQEAe3bvhoO7e4n3WUproClL/5jys4QQSElJQWZmJlxcXODh4QFJ5jI/ZpMIlsbV1RXdunWTOwwiIiKzUupEmNRUrH74+tXWreFcSiJoKUxZ+scUn3X//n2sWbMGS5YsQVxcnHZ/o0aNMH78eAwbNky2oXCSKLqchwxUKlWx6ftPPPEE/v77b6sqJJ2eng5XV1ekpaWhZs2aBr12VlYWXFxcAACZmZlWNwPOmu+P92a5rPn+rPneAOu+P2u6t9Ja6XQt/WOIFkFDftauXbswaNAgZGdrOuuLpl2FrYFOTk7YtGkTevfuXanYDUH2FkEXFxfUr18fzZs3R/PmzZGTk4NLly7B29tbO4uYiIiIbIcpS/8Y87N27dqFvn37QgiB0trdCvepVCr07dsX27dvN3kyKHsiGBcXh9OnT+Pvv//G33//DW9vb/To0QPVq1dHq1at0KZNGyxatEjuMImIiMybEHAq8prkdf/+fQwaNAhCCKjV6nLPVavVUCgUGDRoEK5fv27SbmLZE8H69eujQYMGxQa9ZmVl4fTp0/jrr79w+vRpGaMjIiKyENnZ2lnDWdnZwMNuYpLHmjVrkJ2dXWpLYGnUajWys7Oxdu1aTJgwwcjRPSJ73+u8efMwYMCAYvucnZ3RsWNHjBs3Dl999ZVMkRERERFVnhACCxcu1Ou9//nPf3ROHg1B9kRwzZo1mD17dqnHRo8ejVWrVpk4Io39+/dDkqRSt99//12WmIiIiMj8paSkICkpqdIJnRACSUlJSE1NNVJkJcneNXzz5k20aNGi1GPDhw/HpEmTEBoaauKoHpk9e3aJEjYBAQEyRUNERETmLjMzs0rvz8jIgIeHh4GiKZ/siaCbmxtu374Nb2/vEsdat26Ny5cvyxDVI40bN0aHDh1kjYGIiIgsh0sVx2fWqFHDQJFUTPau4QEDBmDatGmlHhNCQKlUmjgiIiIiIv15eHigfv36lV41RJIk1K9fH+4mLAYueyIYFRWF/fv34/XXXy/R+rdo0SK0adNGpsg0IiIiYGdnh5o1a6J37944dOiQrPEQERGReZMkCZMmTdLrve+8845Jl52TvWvY3d0dhw8fRnh4OJo2bYomTZrA19cX165dw/3797Fnzx5Z4nJ1dcXEiRPRtWtXeHh44MqVK/j888/RtWvXCgs+5ubmIjc3V/tzenq6KUImIiJbplTi+4cvX2RvmuyGDRuGyZMnQ6VSVVhHEAAUCgWqV6+OoUOHmiC6R2RPBAHA09MT3333Ha5cuYJ9+/bhzp07qFevHl566SXUqlVLlpiefvppPP3009qfO3fujJdffhmBgYH44IMPyk0E58yZo9e6hURERHpzdMTghy8zHR1lDYU0cyA2bdqEvn37QqFQlJsMKhQKSJKEzZs3m3zNYdm6hhs0aIA1a9YU2+fv749Ro0Zh8uTJePPNN2VLAsvi5uaGl156CadPn4ZKpSrzvMjISKSlpWm3a9eumTBKIiIiMge9e/fG9u3bUb16dW0JuqIK91WvXh07duxAr169TB6jbIng1atXcebMGezYsQPr1q3D/v37dWo6lVthTaDy+u8dHBxQs2bNYhsRERHZnt69e+P69etYtGgRGjZsWOxYw4YNsWjRIty4cUOWJBCQuWt44cKFWLhwIYQQkCQJnp6emDhxIj7++GM5wyrTvXv3sG3bNrRq1QqObHYnIiJzkpUFoX2ZBTg7yxoOPeLm5oYJEyZg/PjxSE1NRUZGBmrUqAF3d3eTTgwpjayJYO3atTF37lw0a9YM169fx5YtWzBt2jQcPXoUP/74IxQK+SY1BwcHo169emjTpg08PT1x+fJlLFiwAMnJyVi9erVscREREZFlkiQJHh4eJisWrQtZE8HPPvsMb775JgCgXbt2GDhwIMaNG4fevXvjiy++wNtvv63XdbOysrB//34cPnwYN27cgEqlgqenJ5o3b45u3bqVuZJJUUFBQdi4cSOWLVuGzMxMuLu7o1OnTvjmm2/Qtm1bveIiIiIi81d0abi7d+/CyclJ9pY7Y5EtEXR0dISXl1eJ/c8++ywiIyOxatWqSieCha12sbGxyMzMhCRJcHNzg6OjI+7du4ecnBxIkoTAwEBMmDABw4cPL7PV8aOPPsJHH32kz60RERGRBbp//z7WrFmDxYsXa/c1aNAAjRo1wvjx4zFs2DCTz+o1Ntn6Xhs3bozdu3eXeqx9+/a4dOlSpa43adIkBAQE4MiRI/jkk09w7Ngx5ObmIiUlBTdu3EB2djZu3LiB77//HkFBQZg4cSKCgoJw4sQJQ9wOEZFVeLwlpOjPZN6EELgLIBHA3ZQUq3t2xv67uWvXLvj6+mLSpElITEwsdiw+Ph6TJk2Cr68vdu3aZdDPlZtsieAbb7yBxYsX4+uvvy5x7I8//oCTk1Olrnfq1Cns3r0bp0+fxvvvv4+2bdvCzq54g2edOnUwcOBArF27Fjdu3MDgwYNx+PDhKt0HEZVk7cmENd7f/fv3sXjxYgQFBWn3NWjQAI0bN8bixYtx//59+YIzIKt+dh064AkAfgAaNG9uNc/OFH83d+3ahb59+0KlUkEIUeLvReE+lUqFvn37WlcyKGSSn58vhg4dKiRJEi1atBDvv/++WLhwoRg9erSoVq2aCAkJkSs0g0tLSxMARFpamsGvnZmZKQAIACIzM9Pg15dbRkaG9v4SExOFWq2WOySDscZ7u3fvnli0aJHw8/PT3hsA0ahRI7Fo0SJx7949uUOsEmu9v507dwpnZ2chSZKQJKnYvRXuc3Z2Fjt37pQ7VL3x2VnmszPF/d27d084OzsLhUJR7PplbQqFQjg7O1vs35nHyZYIFlq/fr14/vnnhUKh0D7ULl26iH/++Ufu0AzGmImgNSYTQljvL20hrPfe+IVkmfe3c+dOoVQqK/wSVCgUQqlUWtz9CcFnZ6nPzlT3t2jRohJ/LyraJEkSixcvNvAdy0P2RLDQvXv3xOnTp8XVq1cNfu2vv/5aDB48WLz66qsiJibG5MmSMRJBa00mhLDeX9pCWO+98QvJMu/PFlpC+Ows89mZ6v7UarVo1KiRXolgo0aNrKLxxWwSQWOZMmWKqFevnnj33XfFmDFjRI0aNcSHH35o0hgMnQhaazIhhPX+0hbCeu+NX0iWe3/W3hLCZ2e5z85U9/fPP/9U6jMe3+7evWukPwHTkT0RTEpKEnl5ecX2PXjwQCQlJRnk+r6+viIxMVH787p164SXl5dBrq0rQyaC1ppMCGHdv7St+d74hWSZ92cLLSF8dpb57Ex5fwkJCVVKBBMSEoz3B2Ei8i3dAaCgoAB+fn44ffp0sf2nTp2Cn5+fUT5TPFzOzhLdv38fgwYNghCiwnWZ1Wo1hBAYNGiQxcwYW7NmDbKzs3Vec1qtViM7Oxtr1641cmRVZ633JoTAkiVL9HrvF198YfYzNq35/lJSUhAXF1fpGIUQiIuLQ2pqqpEiMww+u5Is5dmZ8v5cXFwqG14xNWrUqNL7zYGsiSAAo//P9sYbb6BLly54//33ER4ejoiICO1qJpbGWpMJwLp/aVvzvfELqXSWcH+ZmZlVen9GRoaBIjEOPruymfuzM+X9eXh4oFGjRpVuIJIkCY0aNYK7u3tlwzM7sieCxjZr1ixERkYiISEBd+7cwbx58zB37ly5w6o0a04mAOv+pW3N98YvpPKZ8/1Ze0sIn13ZzP3ZmfL+JEnC+PHj9fqcCRMmWGwPY1FmkQga8w9SoVAgLCwMn376KWbMmIFRo0aVuaycObPmZAKw7l/a1nxv/EIqnznfn7W3hPDZlWQpz87U9zds2DA4OTnpnBsoFAo4OTlh6NChlfoccyVLRjRixAiMGDECYWFhAICoqCjtPkM7d+4cmjVrhoCAAAQGBqJJkyYlxiRaAmtOJgDr/qVtzffGL6TSWcL9WXtLCJ9d6Szh2Zn6/tzc3LBp0yZIklRhMqhQKCBJEjZv3mw1aw7LkggmJCRoNwC4ceMGEhISSqztZwhvvfUWXnvtNdy/fx/Xrl1DixYtMG7cOIN/jrFZczIBWPcvbWu+N34hlc0S7s+aW0L47IqzpGcHmP7+evfuje3bt6N69eqQJKnE8y/cV716dezYsQO9evXS63PMkrGnJZcnLy9PSJIkTp48WWz/77//LhQKRaWutWrVqlL316pVS+Tk5Gh/3rNnj3Bxcal0rFVhiPIx1l4uQAjrLfUghHXfmzWXxhHC+u+vsiWpdu3aJXfIOuOzs9xnJ4Q893fv3j2xePHiUhdrWLx4sbh//74B7sy8yJoI5ufnGywR9PHxEd27dxeXL18utr9Nmzbi66+/FkIIUVBQIMaMGSNatmxZpbgry1B1BK05mRDCun9pW/O9CcEvJGu4P12K1FvafQnBZ2fJz04I+e6v6PKtSUlJFtGYoi+rSQTT0tLEuHHjhLOzs5g5c6a2SPX+/ftFrVq1hKenp6hRo4ZwdXUVv/76q8HuQdfYDJEIWnsyIYR1/9K25nsTgl9Iln5/1twSwmdnuc9OCHnuLzMzU/s5mZmZBr++OTHbRFCSJL2ueeTIEREYGCiaN28uDh8+LIQQIiUlRWzbtk38/PPPsiwHI+fKIpb4i82af2lb870JwS8kS78/Iay3JYTPzvKZ8v6YCJrQ/v37S/whp6eni/379+t9zby8PDFr1izh7Owsxo4da7A1fvUl11rDlppMCGHdv7St+d4K8QvJcln7FyCfneUy5f1Z+59lUZIQ8lcaLigowK5du9C7d28olUqDXffKlSsYO3Yszp8/j8WLF+PVV1812LUrIz09Ha6urkhLS0PNmjUNcs379+9j7dq1WLRokXb2NQA0atQIEyZMwLBhw+Dq6mqQz5JTZmamdsZzUlIS6tata/az+XRlzfeWlZWlnememZkJZ2dnmSMyLGu+P2u+N8C67y/rzh1ke3kBAJySk+Fcu7bMERmWKZ+dNf89eZxZVFZWKpV4/fXXq5QE5uXlYfbs2Xj22WfRunVrjB8/Hm5ubtizZw/mzp2LiIgI9OvXD9euXTNg5PJxc3PDhAkTitVETEpKwuXLlzFhwgSrSAKB4sXGPTw8rCZRAqz73ohIHk883Ih0ZRaJIAC89NJL+O233/R+/3vvvYcvvvgC/fr1Q2hoKA4cOIABAwYAAIYOHYoLFy7A3d0dLVq0wMKFCw0VtuyYTBAREZG+zCYRzM3NxaBBgxAdHY1bt25V+v3ffvstoqOjERkZifHjx+Pnn3/G77//rm0B9PDwwJo1a7B161YsW7bM0OETERERWRyzSQSff/559O/fH2vWrEHjxo3h4+ODPn364MMPP9Tp/fb29sjOztb+nJWVBSEE7Ozsip3XvXt3i1xijoiIiMjQ7Co+xfgKCgrg7++P8PBw2NnZQQiBK1eu4PTp0zhz5oxO1xg5ciQiIiJw5MgRODs74/vvv0efPn1Qp06dEuc6ODgY+haIiIiILI5ZJIKFk0XS0tIAaMa9NW7cGI0bN8agQYN0usb06dPRqFEj7NixA7du3UJERITe60wSERER2QKzSASBR5NFOnfurPc1hg4dajELahMRERmUQoHjD182V5jNyC8yc2bzN6Wqk0UCAgKwZcsWnc+/desWJkyYgLlz51b6s4iIiMxO9epoB6Ddw9dEupA9Efz8888BVH2yyODBgzF06FDUq1cPkZGR2LVrF/755x8U1stWqVQ4e/YsYmJi0K9fP9SvXx8nT55E//79jXZvREREROZM9q7h2bNn4/3338f+/fuxefNmANBrssjUqVMxatQoLFq0CDExMZg3bx4kSYIkSbC3t8eDBw+01+7cuTO+/fZbDBw40Gj3RURERGTuZE8Evb29sWXLFuzZs0e7T5/JIgBQp04dzJs3DzNnzsSxY8dw9OhR3Lx5EyqVCp6enmjatCm6du0KX19fY9wKERGRfLKzkVDkNax4WTQyHNkTwaVLl2LixInIzs5Gq1atEBgYiKCgIAQFBSEwMBA+Pj6Vvqa9vT06deqETp06GSFiIiIiMyQEGjx8mfVwWBRV7NatWyXmJqhUKu3rv/76C9VLGXNZp06dUkvUWRrZE8Fu3brh9OnTqFGjBpYtW4bTp0/j9OnT2LZtG86cOQOFQoG7d+/KHSYRERFZoeXLl2P69OllHi+rUWnatGmIiooyUlSmI3siWOj27dtwdnZGhw4diu2/fv26TBERERGRtRszZoxeE0etoTUQMKNE0LmMsQwcz0dERETGYi1dvPoym0SQiIiICOC4PVNiIkhERERmxdbH7ZmSWSeCI0aMQKdOnTBs2DAolUq5wyEiIjILpbWY5d67h5oPX6efOQOHWrVKvM9SWsxsfdyeKZl1IiiEwIYNG/Cf//wHZ8+elTscIiIis1BRixn+9a9Sd1tKi5mlJKzWwKwTwVWrVgEACgoKZI6EiIjIfLDFjAzFbBPB4cOHY+HChahVqxa7hYmIiIpgixkZiuyJ4OzZs0vdv2nTJnh7e6NmzZr4+OOPTRwVERGRhcnOBtq21bw+fhxwcpI3HrIIsieCn3zyCdq3b4+mTZtCFFkSJz8/HwkJCWXWFyQiIqIihADOn3/0mkgHsieChw4dwqRJk+Du7o5p06ahRo0aAIBt27Zh4cKFeq01TERExFp0RBWTPRHs2LEjjh49iuXLl6N9+/Z49913MXLkSLnDIiIiC8dadEQVkz0RBABJkjB27Fi8+uqr+Pjjj7Fs2bJi/2ojIiKqLM6sJaqYWSSChTw8PLB8+XKcPHkShw4dgpubm9whERGRhWIXL1HFZE8EN2zYgJYtW6Jp06ZQKBQAgGeeeQbPPPOMzJEREVk3jqEjItkTwUWLFuHixYt48OABWrRogZYtWxbb2CpIRGQcHENnZSQJqF//0WsiHcieCB47dgwAcO3aNZw7dw6DBw9GSkoKli5disuXL8PX1xdJSUmyxJaZmYkpU6bgu+++Q2pqKpo2bYqPPvoIQ4YMkSUeIiJD4hg6K+PkBCQmyh0FWRjZE8FCdevWRd26deHg4IClS5fCx8cHaWlpOHXqlGwxDRw4EMePH8fcuXPx1FNPITY2Fq+//jrUajWCg4Nli4uITMeau08tIUYiMi6zSQRL4+rqim7dusny2Tt27MDu3bu1yR8AdOvWDUlJSXj//ffx2muvcek7IhvA7lMismayJ4IqlarUf03LbcuWLXBxccGrr75abH9oaCiCg4Nx7NgxPPvsszJFR0Smwu5TshgqFfD885rXBw8CZvjdSuZH9kTQxcUF9evXR/PmzdG8eXPk5OTg0qVL8Pb21s4ilsPZs2fRrFkz2NkV/yMKCgrSHmciSGT92H1KFkOtBk6cePSaSAeyJ4JxcXE4ffo0/v77b/z999/w9vZGjx49UL16dbRq1Qpt2rTBokWLTB5XSkoKGjZsWGK/u7u79nhZcnNzkZubq/05PT3d8AESmQlrHkNHRGTtZE8E69evjwYNGhTresnKysLp06fx119/4fTp07LFJpUz/b68Y3PmzCl3TBGRNeEYOiIiyyV7Ijhv3jwcPXoUP/74o3afs7MzOnbsiI4dO8oWl4eHR6mtfqmpqQAetQyWJjIyEu+884725/T0dNStW9fwQRKZAY6hIyKyXLIngmvWrMEPP/xQ6rHRo0ejY8eOCA0NNXFUQGBgIDZs2ID8/Pxi4wTPnDkDAAgICCjzvQ4ODnBwcDB6jETmgF28RESWS77ZGA/dvHkTLVq0KPXY8OHDsWzZMhNHpPHyyy8jMzMTmzZtKrZ/zZo18PHxQfv27WWJi4iIiMhQZG8RdHNzw+3bt+Ht7V3iWOvWrXH58mUZogL69OmDnj17Yty4cUhPT4e/vz82bNiAnTt3Yt26dawhSJXCCRVEZBKennJHQBZGEkIIOQOYMGECcnNzsXz58hLHVCoV6tWrh3/++UeGyDRLzE2ePLnYEnORkZGVXmIuPT0drq6uSEtLQ82aNQ0aY1ZWFlxcXLTxOjs7G/T6crOW+4uKitJrAhEnVBARkTHJngimpqaiY8eOaN26NWbMmIHGjRtrj82ZMwcHDx7EL7/8ImOEVcdEUH/Wcn+ltQjqgi2CRERkTLJ3Dbu7u+Pw4cMIDw9H06ZN0aRJE/j6+uLatWu4f/8+9uzZI3eIRFXGhI6IiMyR7IkgAHh6euK7777DlStXsG/fPty5cwf16tXDSy+9hFq1askdHpkIx9EREVWBSgX06aN5/csvXGKOdCJb1/DcuXPx9ttvw9HRUY6PNyl2DeuG4+iIiKogKwt4+H2AzEzAgr8PyHRkSwQDAgKQlpaGGTNmYPjw4cVW6rhx4wa2b9+O0aNHyxGawTER1A3H0RERVQETQdKDbImgEAKrV6/G+++/jzp16mDWrFlo06YNhBBYvnw5PvvsM+Tk5MgRmsExESQiIqNjIkh6kG2M4JYtWzBx4kRkZmYiNTUV//73v4u1Co4aNUqu0IiIiIhsgmwri3z44Yfo0KEDDh48iDNnzuCvv/7C2LFjoVQqMWTIENlWFCEiIiKyFbJ1DVevXh3bt29H9+7di+0/efIk+vfvjxEjRuDTTz+VIzSDY9cwEREZHbuGSQ+ytQg2btwYf/31V4n9zzzzDBYsWICvvvrK9EERERFZMicnzUakI9kSwfDwcEydOhUbN24scUwIgaysLBmiIiIislDOzppWwawstgaSzmRdYm7w4MH44YcfEBgYiH79+sHPzw///PMPFi5ciPr16+OPP/6QKzSDYtcwERERmSPZ1xpetWoVoqOj8eeff6IwlCeeeAJbt25Fx44d5QzNYJgIEhERkTmSPREsdP/+fVy5cgVKpRItWrRAtWrV5A7JYAyVCJa1BFunTp0AAIcOHeISbEREtionBxg0SPN60ybABlbuoqozm0TQmhkqEeQSbEREVCbOGiY9MBE0AWO2COqCLYJERDaAiSDpQbaVRajymNARERGRIclWPoaIiIiI5MVEkIiIiMhGMREkIiIislEcI2gChfNx0tPTZY6EiIisVtEVudLTgYIC+WIhs1CjRg1IklTuOZw1bALXr19H3bp15Q6DiIiIbIgu1UqYCJqAWq3GzZs3dcrMqaT09HTUrVsX165dM/jKLGQ8fG6Wi8/OcvHZWS5jPDtd8g52DZuAQqGAr6+v3GFYvJo1a/IXmwXic7NcfHaWi8/Ocpn62XGyCBEREZGNYiJIREREZKOYCJLZc3BwwLRp0+Dg4CB3KFQJfG6Wi8/OcvHZWS65nh0nixARERHZKLYIEhEREdkoJoJERERENoqJIBEREZGNYiJIssnMzMTbb78NHx8fODo6olWrVvj2228rfN/mzZvx+uuvw9/fH9WrV0eDBg0QEhKCy5cvmyBq0ve5PW7KlCmQJAkBAQFGiJJKU9Vn9+OPP6JLly6oWbMmnJ2d0aJFC6xYscKIEVOhqjy7ffv2oWfPnqhduzZcXFwQFBSEL774AgVcgs4kMjIy8MEHH6BXr1544oknIEkSoqKidH7/nTt3MHz4cHh6esLJyQkdO3bEr7/+argABZFMevbsKdzc3MSyZcvE3r17RVhYmAAg1q9fX+772rVrJ/r37y++/vprsX//fvHNN9+IZs2aCRcXF3H27FkTRW+79H1uRf3555/CwcFBeHl5iRYtWhgxWiqqKs9uzpw5QqFQiPDwcPHLL7+IPXv2iC+//FIsWbLEBJGTvs9u9+7dQqFQiK5du4qtW7eK3bt3i/HjxwsAYsKECSaK3rYlJCQIV1dX8fzzz2uf27Rp03R6b05OjggICBC+vr5i3bp14v/+7//EgAEDhJ2dndi/f79B4mMiSLLYvn27ACBiY2OL7e/Zs6fw8fER+fn5Zb43OTm5xL4bN24Ie3t7MXLkSIPHSo9U5bkVysvLE61atRITJkwQXbp0YSJoIlV5didOnBAKhULMmzfP2GFSKary7EJCQoSDg4PIzMwstr9Xr16iZs2aRomXilOr1UKtVgshhPjnn38qlQhGR0cLAOLIkSPafXl5eaJ58+aiXbt2BomPXcMkiy1btsDFxQWvvvpqsf2hoaG4efMmjh07VuZ7a9euXWKfj48PfH19ce3aNYPHSo9U5bkVmjt3LlJTUzFr1ixjhUmlqMqz+/LLL+Hg4IDx48cbO0wqRVWenb29PapVq4bq1asX2+/m5gZHR0ejxEvFSZJU4Xq/ZdmyZQuaNGmCjh07avfZ2dnhjTfewB9//IEbN25UOT4mgiSLs2fPolmzZrCzK77cdVBQkPZ4ZcTHxyMpKQktWrQwWIxUUlWf2/nz5zFz5kx89dVXcHFxMVqcVFJVnt3BgwfRrFkzbNq0CU2aNIFSqYSvry8++ugjPHjwwKhxU9We3dixY/HgwQNMmDABN2/exP379/HNN99gy5Yt+OCDD4waN1Xd2bNntc+5qMJ9586dq/JnMBEkWaSkpMDd3b3E/sJ9KSkpOl8rPz8fI0eOhIuLCyZNmmSwGKmkqjw3tVqNESNGYODAgXjxxReNFiOVrirP7saNG7h8+TImTJiACRMmYM+ePRg+fDjmz5+P0NBQo8VMGlV5du3bt8fevXuxZcsWPPnkk6hVqxZCQ0Mxa9YsvPvuu0aLmQzDkN+VZbGr+BQi4yivqVzXZnQhBEaOHInffvsNmzZtQt26dQ0VHpVB3+f2n//8B5cvX8ZPP/1kjLBIB/o+O7VajYyMDGzYsAFDhgwBAHTr1g1ZWVlYtGgRpk+fDn9/f4PHS4/o++xOnjyJl19+Ge3bt8fy5cvh7OyMvXv3YsqUKcjJycEnn3xijHDJgAzxXVkeJoIkCw8Pj1L/JZOamgoApf4L6HFCCISFhWHdunVYs2YNBgwYYPA4qTh9n9vVq1cxdepUzJ07F9WqVcP9+/cBaFpz1Wo17t+/DwcHhxLjmMhwqvL/nIeHB27fvo3evXsX29+nTx8sWrQIp06dYiJoRFV5dhEREfDy8sKWLVugVCoBaJJ4hUKBqKgohISEoGHDhsYJnKrMEN+VFWHXMMkiMDAQFy5cQH5+frH9Z86cAYAKa8sVJoGrVq1CTEwM3njjDaPFSo/o+9zi4+OhUqkwceJE1KpVS7sdPnwYFy5cQK1atRAZGWn0+G1ZVf6fK22MEqD5/xAAFAp+lRhTVZ7dX3/9hWeeeUabBBZq27Yt1Go1Lly4YPiAyWACAwO1z7koXb8rdcH/e0kWL7/8MjIzM7Fp06Zi+9esWQMfHx+0b9++zPcKITBq1CisWrUKy5cv5xglE9L3ubVq1Qr79u0rsbVs2RINGjTAvn378NZbb5niFmxWVf6fGzRoEADgl19+KbZ/x44dUCgUaNu2reEDJq2qPDsfHx+cOHGiRPHoo0ePAgB8fX0NHzAZzMsvv4yLFy8Wmxmen5+PdevWoX379vDx8an6hxikCA2RHnr27Clq1aolVqxYIfbu3StGjRolAIh169ZpzxkxYoRQKpUiMTFRu++tt94SAMSIESPE0aNHi22nTp2S41Zsir7PrTSsI2ha+j67Bw8eiNatWwtXV1exePFisXv3bvHhhx8KpVIp3nrrLTluxebo++y++OILAUD06dNHbN26Vfzf//2f+PDDD4WdnZ3417/+Jcet2KQdO3aI77//Xnz99dcCgHj11VfF999/L77//nuRlZUlhCj9+eXk5IgWLVqIunXrivXr14vdu3eLl19+mQWlyTpkZGSICRMmCG9vb1GtWjURFBQkNmzYUOycYcOGCQAiISFBu69+/foCQKlb/fr1TXsTNkjf51YaJoKmVZVnl5KSIsaMGSO8vLyEvb29eOqpp8Tnn38uCgoKTHgHtqsqz27Tpk2iU6dOwtPTUzg7O4sWLVqITz/9tESRaTKe8r63Cp9XWc/v9u3bYujQocLd3V04OjqKDh06iN27dxssNkmIh4M8iIiIiMimcIwgERERkY1iIkhERERko5gIEhEREdkoJoJERERENoqJIBEREZGNYiJIREREZKOYCBIRERHZKCaCRERERDaKiSARERGRjWIiSEQ2LTc3F6Ghoahbty5q1qyJDh064MiRI3KHRURkEkwEicim5efnw8/PD4cPH8b9+/cxbtw49O/fH9nZ2XKHRkRkdFxrmIjoMe7u7ti3bx9atmwpdyhEREbFFkEisko7duyAJEnazc7ODg0aNMA777yDzMzMMt938eJFqFQqNGrUqNzrHzlyBFFRUbh//36JY1FRUZAkCXfv3q3qbRiEMeJZvXo1JElCYmKizp9PROaHiSARWaVTp04BADZt2oSjR49i165d6N69OxYuXIgJEyaU+p7s7Gy8+eabmDJlClxcXMq9/pEjRzB9+vRSE0EiIkthJ3cARETGcOrUKTg6OmLAgAFQKpUAgG7dumHfvn34+eefS5yfl5eHwYMHo3nz5vj4449NHW4x2dnZcHJykjUGIrINbBEkIqt08uRJNGvWTJsEAoBCocATTzwBO7vi/wZWq9UYOnQolEol/vvf/1bYjRkVFYX3338fAODn56ftft6/f3+x85KTk/H666/D1dUVXl5eGDFiBNLS0kpcS5IknDp1Cq+88gpq1aql7Za+fPkygoODUbt2bTg4OKBZs2aIjo4uEc8///yD0aNHo27dunBwcMATTzyB5557Dnv27Kl0PABw6NAh9OjRAzVq1ICTkxOeffZZbN++vdw/k0Lbt29Hq1at4ODgAD8/P8yfP1+n9xGRPNgiSERWJyUlBVevXkXXrl2L7U9OTsa5c+cwcuTIYvvHjBmDW7duYefOnSWSxNKEhYUhNTUVS5YswebNm1GnTh0AQPPmzYudN2jQILz22msYOXIkzpw5g8jISADA119/XeKaAwcOxJAhQzB27FhkZWXh/PnzePbZZ1GvXj0sWLAA3t7e2LVrFyZMmIC7d+9i2rRp2ve++eabOHXqFGbNmoWnnnoK9+/fx6lTp5CSklLpeA4cOICePXsiKCgI//3vf+Hg4IClS5eiX79+2LBhA1577bUy/1x+/fVXDBgwAB07dsS3336LgoICfPbZZ0hOTq7wz5SIZCKIiKzM//3f/wkAYu7cuSIvL09kZ2eL33//XbRv3168/PLLIiMjQ3tuYmKiACAcHR2Fs7Ozdjt48GC5n/H5558LACIhIaHEsWnTpgkA4rPPPiu2Pzw8XDg6Ogq1Wl3i3KlTpxY7t3fv3sLX11ekpaUV2//WW28JR0dHkZqaqt3n4uIi3n777TJjrUw8HTp0ELVr1y72Z5Sfny8CAgKEr6+v9txVq1aVuP/27dsLHx8foVKptPvS09OFu7u74NcNkXli1zARWZ2TJ08CAD766CPY29vDyckJHTp0QM2aNbFx48ZiE0Hq168PIQRUKhUyMzO1W+fOnascR//+/Yv9HBQUhJycHNy5c6fEuYMGDdK+zsnJwa+//oqXX34ZTk5OyM/P124vvvgicnJy8Pvvv2vPb9euHVavXo2ZM2fi999/R15enl7xZGVl4dixY3jllVeK/RkplUq8+eabuH79Ov73v/+Veu2srCwcP34cAwcOhKOjo3Z/jRo10K9fv7L+iIhIZkwEicjqnDp1CkqlEkeOHMHx48exc+dOdO/eHbt378bKlStNFoeHh0exnx0cHAAAKpWqxLmF3cuApms7Pz8fS5Ysgb29fbHtxRdfBIBipWA2btyIYcOGISYmBh07doS7uzuGDh2K27dvVyqee/fuQQhRLJZCPj4+2thKc+/ePajVanh7e5c4Vto+IjIPHCNIRFbn1KlTaN68OTp27Kjd1759e/j6+iImJgbh4eEyRle6ohNUatWqpW2Fi4iIKPV8Pz8/7WtPT08sWrQIixYtwtWrV/HTTz/ho48+wp07d7Bz506dY6hVqxYUCgVu3bpV4tjNmze1n1XWeyVJKpF8Aih1HxGZB7YIEpFVSUtLQ3x8PNq2bVtsv5ubGwYOHIg///wT8fHxVf6c8lr3qsrJyQndunXDn3/+iaCgILRp06bE9njrXqF69erhrbfeQs+ePbW1FHXl7OyM9u3bY/PmzcXuS61WY926dfD19cVTTz1V5nvbtWuHzZs3IycnR7s/IyOj1HI9RGQemAgSkVU5deoUhBBo165diWOvvPIKAGDLli1V/pzAwEAAwOLFi3H06FGcOHECGRkZVb5uocWLF+Pq1avo3LkzVq9ejf379+Pnn3/GwoUL0b17d+15aWlpaN26NebPn49t27bhwIEDmD9/Pnbu3ImePXtW+nPnzJmDlJQUdOvWDT/88AN++uknvPjiizh79izmz59fbmmdTz/9FLdv30bPnj2xdetWbNq0CT169ICzs7NefwZEZHxMBInIqhS2gj3eIggAvXv3Ro0aNbB169Yqf07Xrl0RGRmJn3/+GZ06dULbtm21k1QMoXnz5jh16hQCAgIwZcoU9OrVCyNHjsQPP/yAHj16aM9zdHRE+/bt8c033yAkJAR9+vRBTEwMPvzwQ73GQ3bp0gV79+6Fs7Mzhg8fjiFDhiAtLQ0//fRTuaVjAGgTwPT0dLz22mt45513MGjQIIwYMaLScRCRaUhCCCF3EERERERkemwRJCIiIrJRTASJiIiIbBQTQSIiIiIbxUSQiIiIyEYxESQiIiKyUUwEiYiIiGwUE0EiIiIiG8VEkIiIiMhGMREkIiIislFMBImIiIhsFBNBIiIiIhvFRJCIiIjIRv0/Z8SEvKwe7ZwAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'ch4_co2'\n", "savefig = global_savefig\n", "showfig = global_showfig\n", "\n", "labsize = 12\n", "marker_size = 40\n", "line_col = 'red'\n", "\n", "# -----------------\n", "# 1) Sensitivity to R² threshold (hold ΔXCO2 fixed)\n", "base_r2 = summary_df.query(\n", " \"(resample == '5min') & (window == '90min') & (range == 0.5)\" # hold ΔXCO2 fixed\n", ").sort_values(\"r2\")\n", "\n", "fig, axes = plt.subplots(3, 1, figsize=(7, 6), sharex=True)\n", "line_r2 = 0.8\n", "\n", "# Number of groups\n", "axes[0].scatter(base_r2[\"r2\"], base_r2[\"n_groups\"], color=\"k\", s=marker_size)\n", "axes[0].axvline(line_r2, color=line_col, linestyle=\"dashed\")\n", "axes[0].set_ylabel(\"Covariation\\nEvents\", size=labsize)\n", "axes[0].tick_params(labelsize=labsize)\n", "axes[0].spines[\"top\"].set_visible(False)\n", "axes[0].spines[\"right\"].set_visible(False)\n", "\n", "# STD and mean SE\n", "axes[1].scatter(base_r2[\"r2\"], base_r2[\"std_slope\"]*1000, color=\"k\", s=marker_size,\n", " label=r\"${{\\sigma}}_{{CH4,frr}}$ (STD)\")\n", "axes[1].scatter(base_r2[\"r2\"], base_r2[\"mean_se_slope\"]*1000, color=\"blue\", s=marker_size,\n", " label=r\"Mean Standard Error ${{\\alpha}}_{{CH4,frr}}$\")\n", "axes[1].axvline(line_r2, color=line_col, linestyle=\"dashed\")\n", "axes[1].set_ylabel(\"Uncertainty\\n(‰)\", size=labsize)\n", "axes[1].tick_params(labelsize=labsize)\n", "axes[1].spines[\"top\"].set_visible(False)\n", "axes[1].spines[\"right\"].set_visible(False)\n", "#axes[1].legend(fontsize=labsize, frameon=False)\n", "\n", "# Mean slope ± std\n", "axes[2].errorbar(base_r2[\"r2\"], base_r2[\"weighted_mean_slope\"]*1000,\n", " yerr=base_r2[\"std_slope\"]*1000, fmt=\"o\", color=\"k\", markersize=10, capsize=5)\n", "axes[2].axvline(line_r2, color=line_col, linestyle=\"dashed\")\n", "axes[2].set_ylabel(r\"${{\\alpha}}_{{CH4,frr}}$±${{\\sigma}}_{{CH4,frr}}$\"+\"\\n(‰)\", size=labsize)\n", "axes[2].tick_params(labelsize=labsize)\n", "axes[2].spines[\"top\"].set_visible(False)\n", "axes[2].spines[\"right\"].set_visible(False)\n", "axes[2].set_xlabel(r\"$R^2$ threshold\", size=labsize)\n", "\n", "plt.subplots_adjust(hspace=0.15)\n", "if savefig:\n", " fig.savefig(os.path.join(inst_figures_path, f\"sens_r2_sweep_{regr_label}.png\"),\n", " dpi=500, bbox_inches=\"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n", "\n", "\n", "# -----------------\n", "# 2) Sensitivity to ΔXCO2 threshold (hold R² fixed)\n", "base_range = summary_df.query(\n", " \"(resample == '5min') & (window == '90min') & (r2 == 0.8)\" # hold R² fixed\n", ").sort_values(\"range\")\n", "\n", "fig, axes = plt.subplots(3, 1, figsize=(7, 6), sharex=True)\n", "line_range = 0.5\n", "\n", "# Number of groups\n", "axes[0].scatter(base_range[\"range\"], base_range[\"n_groups\"], color=\"k\", s=marker_size)\n", "axes[0].axvline(line_range, color=line_col, linestyle=\"dashed\")\n", "axes[0].set_ylabel(\"Covariation\\nEvents\", size=labsize)\n", "axes[0].tick_params(labelsize=labsize)\n", "axes[0].spines[\"top\"].set_visible(False)\n", "axes[0].spines[\"right\"].set_visible(False)\n", "\n", "# STD and mean SE\n", "axes[1].scatter(base_range[\"range\"], base_range[\"std_slope\"]*1000, color=\"k\", s=marker_size,\n", " label=r\"${{\\sigma}}_{{CH4,frr}}$ (STD)\")\n", "axes[1].scatter(base_range[\"range\"], base_range[\"mean_se_slope\"]*1000, color=\"blue\", s=marker_size,\n", " label=r\"Mean Standard Error ${{\\alpha}}_{{CH4,frr}}$\")\n", "axes[1].axvline(line_range, color=line_col, linestyle=\"dashed\")\n", "axes[1].set_ylabel(\"Uncertainty\\n(‰)\", size=labsize)\n", "axes[1].tick_params(labelsize=labsize)\n", "axes[1].spines[\"top\"].set_visible(False)\n", "axes[1].spines[\"right\"].set_visible(False)\n", "#axes[1].legend(fontsize=labsize, frameon=False)\n", "\n", "# Mean slope ± std\n", "axes[2].errorbar(base_range[\"range\"], base_range[\"weighted_mean_slope\"]*1000,\n", " yerr=base_range[\"std_slope\"]*1000, fmt=\"o\", color=\"k\", markersize=10, capsize=5)\n", "axes[2].axvline(line_range, color=line_col, linestyle=\"dashed\")\n", "axes[2].set_ylabel(r\"${{\\alpha}}_{{CH4,frr}}$±${{\\sigma}}_{{CH4,frr}}$\"+\"\\n(‰)\", size=labsize)\n", "axes[2].tick_params(labelsize=labsize)\n", "axes[2].spines[\"top\"].set_visible(False)\n", "axes[2].spines[\"right\"].set_visible(False)\n", "axes[2].set_xlabel(r\"$\\Delta X_{CO2}$ threshold (ppm)\", size=labsize)\n", "\n", "plt.subplots_adjust(hspace=0.15)\n", "if savefig:\n", " fig.savefig(os.path.join(inst_figures_path, f\"sens_range_sweep_{regr_label}.png\"),\n", " dpi=500, bbox_inches=\"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "bb211e6c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'co_co2'\n", "savefig = global_savefig\n", "showfig = global_showfig\n", "\n", "labsize = 12\n", "marker_size = 40\n", "line_col = 'red'\n", "\n", "# -----------------\n", "# 1) Sensitivity to R² threshold (hold ΔXCO2 fixed)\n", "base_r2 = summary_df.query(\n", " \"(resample == '5min') & (window == '90min') & (range == 0.5)\" # hold ΔXCO2 fixed\n", ").sort_values(\"r2\")\n", "\n", "fig, axes = plt.subplots(3, 1, figsize=(7, 6), sharex=True)\n", "line_r2 = 0.8\n", "\n", "# Number of groups\n", "axes[0].scatter(base_r2[\"r2\"], base_r2[\"n_groups\"], color=\"k\", s=marker_size)\n", "axes[0].axvline(line_r2, color=line_col, linestyle=\"dashed\")\n", "axes[0].set_ylabel(\"Covariation\\nEvents\", size=labsize)\n", "axes[0].tick_params(labelsize=labsize)\n", "axes[0].spines[\"top\"].set_visible(False)\n", "axes[0].spines[\"right\"].set_visible(False)\n", "\n", "# STD and mean SE\n", "axes[1].scatter(base_r2[\"r2\"], base_r2[\"std_slope\"]*1000, color=\"k\", s=marker_size,\n", " label=r\"${{\\sigma}}_{{CO,frr}}$ (STD)\")\n", "axes[1].scatter(base_r2[\"r2\"], base_r2[\"mean_se_slope\"]*1000, color=\"blue\", s=marker_size,\n", " label=r\"Mean Standard Error ${{\\alpha}}_{{CO,frr}}$\")\n", "axes[1].axvline(line_r2, color=line_col, linestyle=\"dashed\")\n", "axes[1].set_ylabel(\"Uncertainty\\n(‰)\", size=labsize)\n", "axes[1].tick_params(labelsize=labsize)\n", "axes[1].spines[\"top\"].set_visible(False)\n", "axes[1].spines[\"right\"].set_visible(False)\n", "#axes[1].legend(fontsize=labsize, frameon=False)\n", "\n", "# Mean slope ± std\n", "axes[2].errorbar(base_r2[\"r2\"], base_r2[\"weighted_mean_slope\"]*1000,\n", " yerr=base_r2[\"std_slope\"]*1000, fmt=\"o\", color=\"k\", markersize=10, capsize=5)\n", "axes[2].axvline(line_r2, color=line_col, linestyle=\"dashed\")\n", "axes[2].set_ylabel(r\"${{\\alpha}}_{{CO,frr}}$±${{\\sigma}}_{{CO,frr}}$\"+\"\\n(‰)\", size=labsize)\n", "axes[2].tick_params(labelsize=labsize)\n", "axes[2].spines[\"top\"].set_visible(False)\n", "axes[2].spines[\"right\"].set_visible(False)\n", "axes[2].set_xlabel(r\"$R^2$ threshold\", size=labsize)\n", "\n", "plt.subplots_adjust(hspace=0.15)\n", "if savefig:\n", " fig.savefig(os.path.join(inst_figures_path, f\"sens_r2_sweep_{regr_label}.png\"),\n", " dpi=500, bbox_inches=\"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n", "\n", "\n", "# -----------------\n", "# 2) Sensitivity to ΔXCO2 threshold (hold R² fixed)\n", "base_range = summary_df.query(\n", " \"(resample == '5min') & (window == '90min') & (r2 == 0.8)\" # hold R² fixed\n", ").sort_values(\"range\")\n", "\n", "fig, axes = plt.subplots(3, 1, figsize=(7, 6), sharex=True)\n", "line_range = 0.5\n", "\n", "# Number of groups\n", "axes[0].scatter(base_range[\"range\"], base_range[\"n_groups\"], color=\"k\", s=marker_size)\n", "axes[0].axvline(line_range, color=line_col, linestyle=\"dashed\")\n", "axes[0].set_ylabel(\"Covariation\\nEvents\", size=labsize)\n", "axes[0].tick_params(labelsize=labsize)\n", "axes[0].spines[\"top\"].set_visible(False)\n", "axes[0].spines[\"right\"].set_visible(False)\n", "\n", "# STD and mean SE\n", "axes[1].scatter(base_range[\"range\"], base_range[\"std_slope\"]*1000, color=\"k\", s=marker_size,\n", " label=r\"${{\\sigma}}_{{CO,frr}}$ (STD)\")\n", "axes[1].scatter(base_range[\"range\"], base_range[\"mean_se_slope\"]*1000, color=\"blue\", s=marker_size,\n", " label=r\"Mean Standard Error ${{\\alpha}}_{{CO,frr}}$\")\n", "axes[1].axvline(line_range, color=line_col, linestyle=\"dashed\")\n", "axes[1].set_ylabel(\"Uncertainty\\n(‰)\", size=labsize)\n", "axes[1].tick_params(labelsize=labsize)\n", "axes[1].spines[\"top\"].set_visible(False)\n", "axes[1].spines[\"right\"].set_visible(False)\n", "#axes[1].legend(fontsize=labsize, frameon=False)\n", "\n", "# Mean slope ± std\n", "axes[2].errorbar(base_range[\"range\"], base_range[\"weighted_mean_slope\"]*1000,\n", " yerr=base_range[\"std_slope\"]*1000, fmt=\"o\", color=\"k\", markersize=10, capsize=5)\n", "axes[2].axvline(line_range, color=line_col, linestyle=\"dashed\")\n", "axes[2].set_ylabel(r\"${{\\alpha}}_{{CO,frr}}$±${{\\sigma}}_{{CO,frr}}$\"+\"\\n(‰)\", size=labsize)\n", "axes[2].tick_params(labelsize=labsize)\n", "axes[2].spines[\"top\"].set_visible(False)\n", "axes[2].spines[\"right\"].set_visible(False)\n", "axes[2].set_xlabel(r\"$\\Delta X_{CO2}$ threshold (ppm)\", size=labsize)\n", "\n", "plt.subplots_adjust(hspace=0.15)\n", "if savefig:\n", " fig.savefig(os.path.join(inst_figures_path, f\"sens_range_sweep_{regr_label}.png\"),\n", " dpi=500, bbox_inches=\"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n" ] }, { "cell_type": "markdown", "id": "d2dbc1c8", "metadata": {}, "source": [ "### Window Size Sensitivity (Figure S14)" ] }, { "cell_type": "code", "execution_count": 20, "id": "25781cb7", "metadata": {}, "outputs": [], "source": [ "oof_resample_freqs = ['5min']\n", "rolling_windows = ['15min','30min','45min','60min','75min','90min','120min','180min','240min','360min','480min','1440min','2880min']\n", "filter_param_grid = {\n", " \"window_nobs\": [1],\n", " \"r2\": [0.8],\n", " \"range\": [0.5],\n", " \"time_diff\": [0], \n", " \"tdelta\": [pd.to_timedelta(\"20min\")],\n", " \"nratio_good_thresh\": [3]\n", "}\n", "filter_sets = build_filter_sets(q, filter_param_grid)\n", "sensitivity_paths = build_sensitivity_paths(inst_data_path, oof_resample_freqs, rolling_windows,rolling_regr_params, save=False)\n", "sensitivity_dfs = build_sensitivity_dfs(sensitivity_paths, filter_sets)\n", "summary_dfs = {}\n", "summary_dfs['co_co2'] = build_summary_df(sensitivity_dfs, regr_label='co_co2')\n", "summary_dfs['ch4_co2'] = build_summary_df(sensitivity_dfs, regr_label='ch4_co2')\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "c3d06666", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'ch4_co2'\n", "fig_id = f\"rolling_window_sensitivity_{regr_label}\"\n", "savefig = global_savefig\n", "showfig = global_showfig\n", "\n", "labsize = 12\n", "marker_size = 40\n", "line = 90\n", "line_col = 'red'\n", "\n", "plotdf = summary_dfs[regr_label][1:-4] # drop last 2 rows if needed\n", "\n", "fig, axes = plt.subplots(3, 1, figsize=(7, 6), sharex=True)\n", "\n", "# -----------------\n", "# 1. Number of groups\n", "axes[0].scatter(\n", " plotdf[\"window_mins\"],\n", " plotdf[\"n_groups\"],\n", " color=\"k\",\n", " s=marker_size\n", ")\n", "axes[0].axvline(line, color=\"red\", linestyle=\"dashed\")\n", "axes[0].set_ylabel(\"Covariation\\nEvents\", size=labsize)\n", "axes[0].tick_params(labelsize=labsize)\n", "axes[0].spines[\"top\"].set_visible(False)\n", "axes[0].spines[\"right\"].set_visible(False)\n", "#axes[0].xaxis.grid(True)\n", "\n", "# -----------------\n", "# 2. STD of slope + mean SE slope\n", "axes[1].scatter(\n", " plotdf[\"window_mins\"],\n", " plotdf[\"std_slope\"] * 1000,\n", " color=\"k\",\n", " s=marker_size,\n", " label=r\"${{\\sigma}}_{{CH4,frr}} (STD)$\"\n", ")\n", "axes[1].scatter(\n", " plotdf[\"window_mins\"],\n", " plotdf[\"mean_se_slope\"] * 1000,\n", " color=\"blue\",\n", " s=marker_size,\n", " label=r\"Mean Standard Error ${{\\alpha}}_{{CH4,frr}}$\"\n", ") \n", "axes[1].axvline(line, color=\"red\", linestyle=\"dashed\")\n", "axes[1].set_ylabel(\"Uncertainty\\n(‰)\", size=labsize)\n", "axes[1].tick_params(labelsize=labsize)\n", "axes[1].spines[\"top\"].set_visible(False)\n", "axes[1].spines[\"right\"].set_visible(False)\n", "#axes[1].xaxis.grid(True)\n", "axes[1].legend(fontsize=labsize , frameon=False)\n", "\n", "# -----------------\n", "# 3. Mean slope ± std\n", "axes[2].errorbar(\n", " plotdf[\"window_mins\"],\n", " plotdf[\"weighted_mean_slope\"] * 1000,\n", " yerr=plotdf[\"std_slope\"] * 1000,\n", " fmt=\"o\",\n", " color=\"k\",\n", " markersize=10,\n", " capsize=5\n", ")\n", "axes[2].axvline(line, color=\"red\", linestyle=\"dashed\")\n", "axes[2].set_ylabel(r\"${{\\alpha}}_{{CH4,frr}}$±${{\\sigma}}_{{CH4,frr}}$\"+\"\\n(‰)\", size=labsize)\n", "axes[2].set_ylim(0, 8)\n", "axes[2].tick_params(labelsize=labsize)\n", "axes[2].spines[\"top\"].set_visible(False)\n", "axes[2].spines[\"right\"].set_visible(False)\n", "#axes[2].xaxis.grid(True)\n", "axes[2].set_xlabel(\"Window size (min)\", size=labsize)\n", "\n", "# -----------------\n", "plt.subplots_adjust(hspace=0.15)\n", "\n", "if savefig:\n", " fig_name = f\"{fig_id}.png\"\n", " fig.savefig(os.path.join(inst_figures_path, fig_name),\n", " dpi=500, bbox_inches=\"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "eada91d1", "metadata": {}, "outputs": [ { "data": { "image/png": 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XV4FRERGRsVLIfcEffvgBU6dOxdtvvw0AeOmllxAQEIATJ06gXr16OrXRHD58OJNLogrg6uoKpVJZ5DFKpRKurq4VFBERERkz2dtg2traYvfu3ejcuTPMzMxw7NgxdOjQAQCwfft2TJw4Ebdv3y7x9Y4dO4aNGzfi1q1bBdpzSpKEgwcPyhl+hWMbTDIEbINJRERykr0E08bGBk+ePIEkSXB0dMStW7fU+6ysrJCQkFDia61evRqdO3fGTz/9hEePHkEIobEUV+JCRCXToEEDBAQEQJIk5ALY/XTJqzCXJAkBAQFMLomIqERkb4PZrFkzREdHAwA6dOiAL7/8Ep06dUKVKlWwaNEiNG3atMTXWrRoEQYPHoy1a9cWmBmIiOQVGhoKQDUkUT+FAgqFAkqlEpJSqR4Hk4iIqCRkryJfsWIFbt68icWLF+Ps2bPo3Lkz0tNVlWwWFhbYtm0bXn311RJdy9raGr/88gu6desmZ4gGhVXkZGjyz+Tj5uYGf39/llwSEZFOym0czDx37tzBjh07IEkSunfvrlMJ5vPPP4+PPvoIQ4YMKccI9YsJJhEREZmack8wy2Lfvn2YPHky9u7di1q1auk7nHLBBJMMTloa4OKiWn/wALCx0W88RERkdGRvgymn0NBQJCUloUmTJmjdunWBIYskScLOnTv1FB2RCUtPL/4YIiKiQsiSYDZo0ADbt29Hq1at4OHhUeQ0j3lDnZTEuXPnYGZmBhcXF8TGxiI2NrbAtYiIiIjIsMiSYPr4+Kird318fGRL/GJiYmS5DhERERFVHINug1kZsA0mGZy0NMDWVrWemso2mEREpDNZB1rPyMjAyy+/jAMHDsh2zaysLHz33Xd4++230b17d1y/fh0AsHPnTty8eVO2+xARERGRPGTt5GNlZYXz58/D3Fyey8bHx8PPzw8XL16Em5sb4uLikJKSAgDYsWMH9u3bhxUrVshyLyIiIiKSh+xTRbZv3x4nT56U5VqffvopHj9+jL/++gu3b99G/tp8Pz8/HDlyRJb7EFE+CgXg46NaFLL/iiAiokpA9mGKlixZgn79+sHNzQ0DBgyAbV5brlLYtWsXFi5ciDZt2iA3N1djX+3atXH37t2yhktEz7KyAg4f1ncURERkxMqlBPPu3bsYOXIk7O3tUa1aNdjZ2akXe3v7El8rOTkZ9erV07ovOzsbOTk5coVNRERERDKRvQRz4MCBsg1T5OHhgcjISHTp0qXAvpMnT+o07SQRERERVQzZE8w1a9bIdq0hQ4Zg4cKF8PT0xGuvvQZANbj6qVOnsGzZMkydOlW2exHRU2lpQP36qvWYGA5T9FR0dDQ2bNiAuLg4uLq6YsiQIfDw8NB3WEREBsmgx8HMzs5G3759sW/fPlSvXh2PHj2Cs7MzEhIS0KtXL/z6669QGHknBI6DSQaH42BqyM7ORmBgIMLDw6FQKKBQKKBUKqFUKhEQEIDQ0FBYWFjoO0wiIoNSbnORX7hwAZcvX0ZGRkaBfcOGDSvRNSwsLLBnzx5s3rwZu3fvRlxcHJydndG7d2+89dZbRp9cEpHhy0suhRDIzc3V6HAYHh4OAAgLC9NXeEREBkn2Esz09HT07dsXhw4dgiRJ6qGF8rfLfLZHeGXGEkwyOCzBVLt58yYaNWqEon5NSpKEqKgoVpcTEeUjexHg7NmzERMTgyNHjkAIgW3btmH//v0YMGAAGjdujDNnzpT4Wm+88Qb27NkDpVIpd5hERMXauHFjsTUlCoUCGzZsqKCIiIiMg+wJ5s6dOzFlyhR06NABAFC3bl107doVW7ZsQZs2bfDNN9+U+FqRkZHo06cPateujaCgIFy5ckXucImIChUXF1eiBDMuLq6CIiIiMg6yJ5gxMTFo1qwZzMzMIEkS0tPT1fuGDBmCHTt2lPhad+7cwa5du9CpUycsXboULVu2RIcOHbBy5Ur1lJFEROXF1dW12BoUpVIJV1fXCoqIiMg4yJ5gOjg4IC0tDQDg4uKC69evq/dlZ2er95UoOIUCr7zyCjZv3oz79+9j+fLlyM7OxpgxY1CzZk0MHz5c7vCJSKEAXnhBtVTyjnT+/v4lSjCHDBlSQRERERkH2f96eHl54dq1awBU84XPmzcPx44dw8mTJzFr1iy0atWqVNd1cHDAuHHjcOrUKRw9ehSOjo5Yv369nKETEaCaKvLUKdViZaXvaPSqQYMGCAgIKHTyCEmSEBAQwA4+RETPkH2YotGjR6tLLefOnYuOHTvCx8cHgCpJ3LNnT6mvvX//fqxevRo7duxAZmamup0nEVF5CQ0NBYAix8EkIiJN5T7QelpamnrIog4dOsDR0VGn86OiorBmzRqsXbsW9+7dQ82aNTF06FCMGjUKjRs3LqeoKw6HKSIyDvln8nFzc4O/vz9LLomICiF7gpmbmwszMzNZruXj44Njx47BwsICffr0wahRo9CzZ0+TGmCdCSYZnPR0oEUL1fqlS4C1tX7jISIioyN7FXnt2rUxdOhQjBgxAi3y/kiVUkpKCpYuXYohQ4boXPJJRKUkBHDr1n/rREREOpK9KLBz585Yvnw5vLy80K5dO4SFhSE5ObnE5x89ehSpqakAgDNnzmD8+PFak8v4+HisWrVKtriJiIiISB6yJ5ibN2/Gv//+i//7v/+DEALvvfeeut3kwYMHiz3fz88Ply5dUr9WKpWoUqUKzp49q3FcVFQUxowZI3f4RERERFRG5dKY0d7eHu+//z5OnDiBCxcuYNy4cTh48CB69OhRbKP4Z5uECiGQk5NT5FzARERERGQ4yr23TIsWLbBo0SKEhYWhVq1auH37dnnfkoiIiIj0qFwTzOvXr2Pq1KmoW7cu+vXrBwAICgoqz1sSERERkZ7J3os8NTUVP/30E1avXo3jx4+jSpUq6NevH0aOHIkePXoUOiMGERkISfpvmCJ+X4mIqBRkTzDd3NyQkZGB5557Dl9//TWGDBkCBwcHna5x9epVmJurQsvNzQUAXLlyReOYZ18TkUysrYGLF/UdBRERGTHZB1qfNGkSRo0aBS8vr1Kdr1AoCpRyCiEK3ZaXgBorDrROREREpkb2EsyvvvqqTOevXr1apkiIiIiISB/KZS7yxMREfPXVVzh48CASEhLg7OyMbt264cMPP0T16tXlvl2xUlJSMHv2bPz99984e/Ys4uPjMXPmTAQHB2scN2LECKxdu7bA+U2bNtVaJb98+XKEhoYiOjoa7u7uGDFiBD7//HNYWFiUODaWYJLBSU8HXnxRtX7qFKeKJCIinclegnnv3j28/PLLuH37Npo3b466desiNjYWs2fPxrp16/DHH3/A3d1d7tsWKSEhAWFhYWjVqhVef/11hIeHF3qslZUVDh06VGDbs+bOnYvp06fjs88+Q48ePXDq1ClMmzYN9+7dQ1hYmOzvgajCCKGagzxvnYiISEeyJ5iff/45MjIycOLECbyYVwoC4NSpU+jTpw8+//xzrFmzRu7bFqlevXp49OgRJElCfHx8kQmmQqFAu3btirxeQkIC5syZgzFjxmDevHkAAF9fX2RnZ2PatGn48MMPyzwPOxEREZGxkn0czL1792LOnDkaySUAvPjii5g1axZ+++03uW9ZLEmSZB0eae/evcjMzMTIkSM1to8cORJCCOzYsUO2exEREREZG9kTzKSkJNSvX1/rPg8PDyQlJcl9S1llZGTAzc0NZmZmqF27Nj744AMkJiZqHHPhwgUAKNBTvmbNmnB2dlbv1yYrKwvJyckaCxEREZEpkb2K3MPDA7t370b37t0L7Pvtt9+KnYtcn1q1aoVWrVrB09MTAHDkyBF1Z6VTp07B1tYWgKqK3NLSEjY2NgWu4ejoiISEhELvMX/+fISEhJTPGyAiIiIyALInmCNHjsRnn30GpVKJ4cOHo2bNmrh//z7Wr1+P5cuXY8GCBXLfUjaTJk3SeN29e3c899xzeOONN/D9999r7C+qyr2ofUFBQfjoo4/Ur5OTk1GnTp0yRE1ERERkWGRPMD/55BNERUXh//7v/xAaGqreLoTA2LFjMXnyZLlvWa769+8PGxsb/Pnnn+ptTk5OyMzMRHp6OqyfGcIlMTERzz//fKHXs7S0hKWlZbnFS1RmkgTUq/ffOhERkY5kTzAlScJ3332Hjz76CBEREUhISICTkxO6dOmCJk2ayH27CiGEgELxX3PVvLaX58+fx0svvaTe/u+//yI+Pl5dxU5klKytgZgYfUdBZPSio6OxYcMGxMXFwdXVFUOGDDHoZmJEcpIlwXz06BECAgIwcuRI9O7dG4BqcPKmTZuqj9m1axeCgoIQFhYGJycnOW5bIbZu3Yr09HSNoYt69eqFqlWrYs2aNRoJ5po1ayBJEl5//XU9REpERIYgOzsbgYGBCA8Ph0KhgEKhgFKpxIwZMxAQEIDQ0FCdJuQgMkayJJjh4eH4559/0KtXr0KP6dWrFz766COEhoZixowZctxWJ7/99hvS0tKQkpICALh06RK2bt0KAHj11Vfx8OFD+Pv746233kKjRo0gSRKOHDmCpUuXomXLlggICFBfy9HREdOmTcP06dPh6OioHmg9ODgYAQEBHAOTiKgSy0suhRDIzc1Fbm6uel/eOMyckINMnSxTRT7//PMYPHgwpkyZUuRxX3zxBTZv3oy//vqrrLfUWf369XHr1i2t+6Kjo2Fvb4/Ro0fj7NmziIuLQ25uLurVq4f+/fvj888/h729fYHzvv76a4SGhiImJgZubm4YOXIkpk6dyqkiybhlZACdO6vWjx4FtMxkRUTa3bx5E40aNUJRf1olSUJUVBSry8mkyZJgVqtWDTt27EDXrl2LPO7gwYPo378/x37MhwkmGZy0NODpkFxITQW0DMdFRNrNmTMHwcHBGqWWzzIzM0NwcDCmTZtWgZERVSxZBlrPyckpUamdhYUFsrOz5bglERGRwYmLi9PoFKqNQqFAXFxcBUVEpB+yJJg1a9bEpUuXij3u4sWLcHNzk+OWREREBsfV1RVKpbLIY5RKJVxdXSsoIiL9kCXB9PHxwYoVK4osnczOzsY333wDPz8/OW5JRERkcPz9/UuUYA4ZMqSCIiLSD1kSzEmTJuHKlSvo378/YmNjC+yPjY3F66+/jqtXrxaYLYeIiMhUNGjQAAEBAYXO6CZJEgICAtjBh0yeLMMUeXt7IzQ0FOPGjYOHhweef/559ZcnOjoap0+fhlKpxDfffKMepJyIiMgU5c1i9+w4mEqlUj0OJpGpk6UXeZ7IyEjMmzcPERERSE9PBwBYW1uja9euCAoK0hisnFTYi5wMTloaUL++aj0mhr3IiUop/0w+bm5u8Pf3Z8klVRqyJph5lEol4uPjAQDOzs7F9qirzJhgEhERkamRfS5yQDUEg4uLS3lcmoiIiIgMHIsWiYiIiEhWTDCJSFNGBuDrq1oyMvQdDRERGaFyqSInIiOmVAJHjvy3TkREpCOWYBIRERGRrJhgEhEREZGsmGASERERkayYYBIRERGRrJhgEhEREZGs2IuciAqyttZ3BERElU7+6UVdXV0xZMgQo51etFymiqSS41SRRERElVt2djYCAwMRHh4OhUIBhUIBpVIJpVKJgIAAhIaGwsLCQt9h6oQlmERERER6lJdcCiGQm5uL3Nxc9b7w8HAAQFhYmL7CKxWWYOoZSzCJiIgqr5s3b6JRo0YoKh2TJAlRUVFGVV3OTj5EpCkzE3jtNdWSmanvaIiITNrGjRuhUBSdjikUCmzYsKGCIpIHq8iJSFNuLrBnz3/rRERUbuLi4qBQKDSqxZ+lUCgQFxdXgVGVHUswiYiIiPTE1dUVSqWyyGOUSiVcXV0rKCJ5MMEkIiIi0hN/f/8SJZhDhgypoIjkwQSTiIiISE8aNGiAgIAASJKkdb8kSQgICDCqDj4A22ASERER6VVoaCgAFDkOprHhMEV6xmGKyOCkpQG2tqr11FTAxka/8RARVRL5Z/Jxc3ODv7+/0ZVc5mGCqWdJSUlwcHDAnTt3mGCSYUhLA9zdVeuxsUwwiYhMVLVq1Qqtmi8rJph6dvfuXdSpU0ffYRAREVElU561p0ww9UypVCI2NrZc/xdhzJKTk1GnTh2W8JoQPlPTxOdqevhMTc+zz7Q8cw928tEzhUKB2rVr6zsMg2dnZ8dfcCaGz9Q08bmaHj5T01MRz5TDFBERERGRrJhgEhEREZGsmGCSQbO0tMTMmTNhaWmp71BIJnymponP1fTwmZqeinym7ORDRERERLJiCSYRERERyYoJJhERERHJigkmEREREcmKCSYRERERyYoJJhERERHJigkmEREREcmKCSYRERERyYoJJhERERHJigkmEREREcmKCSYRERERyYoJJhERERHJiglmGR07dgyvvvoqqlevDisrKzRu3BizZ8/Wd1hEREREemOu7wCM2caNGzF06FAMHjwY69atg62tLaKiohAbG6vv0IiIiIj0RhJCCH0HYYzu3buHpk2bYtiwYVixYkWpryOEQEpKCqpVqwZJkmSMkIiIiEg/WEVeSuHh4UhLS8OUKVPKdJ2UlBTY29sjJSVFpsiIyigtDZAk1ZKWpu9oiIjICDHBLKWjR4/C0dERV65cQevWrWFubg4XFxe89957SE5O1nd4atHRwJw5wPjxqn+jo/UdEREREZk6VpGXUrNmzXDr1i1YWFggKCgI7du3x6lTpzBz5ky0adMGv//+u9Yq76ysLGRlZalfJycno06dOkhKSoKdnZ1s8WVnA4GBQHg4oFCoFqVStQQEAKGhgIWFbLcjU5KWBtjaqtZTUwEbG/3GQ0RERoedfEpJqVQiMzMTM2fOxGeffQYA8PX1RZUqVfDhhx/i4MGD6NatW4Hz5s+fj5CQkHKPLy+5FALIzVUtecLDVf+GhZV7GERERFQJsYq8lJycnAAAPXv21Nj+yiuvAADOnDmj9bygoCAkJSWplzt37sge282b/yWX2gih2s/qciIiIioPTDBLydvbW+v2vBYHCoX2H62lpSXs7Ow0Frlt3KiqEi+KQgFs2CD7rYmIiIiYYJbWwIEDAQC//fabxvY9e/YAANq1a1fhMeWJiytZghkXVzHxEBERUeXCNpil1KNHD/Tp0wezZs2CUqlEu3bt8NdffyEkJAS9e/dGx44d9Rabq6uqM09RlErVcUQFWFgAM2f+t05ERKQj9iIvg4yMDISEhGDjxo24f/8+3N3dMWTIEMycOROWlpYlukZycjLs7e1l7UV+8ybQqFHhbTAB1RCHUVGAh4cstyQiIiJSY4KpZ+WRYALA2LGFd/SRJNVQRexFTkREROWBVeQmKjRU9W9R42ASaaVUApcvq9abNy++QS8REdEzWIKpZ+VVgpknOlrVWzwuDnBzA/z9WS1OxeBA60REVEZMMPWsvBNMIp0xwSQiojJi3RcRERERyYoJJhERERHJigkmEREREcmKCSYRERGAWbNmoUWLFlDmm6nixIkT6N+/P+rWrQtLS0u4urqiffv2+Pjjj9XHSJJUouXw4cNYs2aNxraqVavCzc0Nfn5+mD9/Ph48eFAgrpUrV6JWrVpIS0urkJ8DkRzYyUfP2MmHDA47+VAlFBsbiyZNmmDNmjV44403AAC7d+9G37594evrizFjxqBmzZq4f/8+/vrrL/z444+4e/cuAODPP//UuNbs2bMRERGBQ4cOaWxv0aIFtm3bhpEjR2L16tVo1qwZsrOz8eDBAxw7dgyrV6+GmZkZNm/ejG7duqnPy8nJQYsWLfD2228jJCSknH8SRPJggqlnTDDJ4Dx5AkydqlqfOxeoUkW/8RBVgClTpmDDhg24ffs2FE/HfvXx8cG9e/dw5coVmJtrDhutVCrVxz1rxIgR2Lp1K1JTUwvsW7NmDUaOHIlTp07hhRde0Nh3+/ZtdOzYEY8fP8b169fhmm8+3yVLlmD27NmIjY2FtbV1Wd8uUbljFTkRaapSBfjiC9XC5NJgREdHY86cORg/fjzmzJmD6OhovcWSk5ODL774At7e3rCysipQFVy3bl29xVYaT548wcqVK+Hv76+RNCYkJMDZ2blAcgmg0OSyLOrWrYslS5YgJSUF3333nca+IUOGIDk5GT/++KPs9yUqD0wwiYgMWHZ2NsaOHYuGDRsiODgY3333HYKDg9GwYUOMHTsW2dnZFR7T6NGjERQUhG7dumH79u1Ys2YNXFxcAACTJk0yumrcEydOICEhAX5+fhrb27dvjxMnTmDChAk4ceJEhfysX331VZiZmeHo0aMa293c3NCsWTPs3r273GMgkgMTTCLSpFQCMTGqJV9nB9KPwMBAhIeHQwiB3NxcZGdnIzc3F0IIhIeHIzAwsELj2bhxI9atW4dvvvkGX375JXr16oXhw4dj4cKFAIAuXbpg5MiRAFQlgOPHj0fdunVRrVo1NG3aFPPnz0dubi4AIDExEePHj0etWrVgb2+Pl156qUC7xaIcOnQIzZo1g729vfr+pREZGQkAaNOmjcb2BQsWoGPHjli+fDnatWsHGxsbvPzyy1iwYIHW6m852NjYwNnZGbGxsQX2tWnTBn/88Ue53JdIbkwwiUhTRoZqPlEPD9U66c3NmzfVyaU2eUlmRVaXf/fdd2jevDnGjBmjsb158+YAVEkjADx8+BDt27dHZmYmIiMjkZKSgq1bt+L48eOQJAkPHjxA+/btIUkSzp49i4SEBEyePBm9e/fG5cuXSxTLxIkTMXfuXCQlJWHKlCka+3Jycop8nV9sbCwkSYKzs7PGdicnJ/z+++84deoUFixYgH79+uHatWsICgqCl5cX4uPjSxSnrgp73i4uLnjw4EGR74XIUDDBJCIyUBs3biy2rZ9CocCGDRsqJJ5Hjx7h999/x6uvvlpgX16P6tq1awNQlby2bt0a33//PWrVqgUA8PLywq+//gqFQoHPPvsM7dq1w9dffw0XFxeYm5tj0KBB6NWrF1atWlVkHKmpqbC1tcXFixcxfPhwvP7661i2bBkGDhwIf39/VKtWDaGhoRqv9+7dW+j1MjIyYGFhATMzM637X3jhBUyZMgVbtmxBbGwsJk2ahJiYGCxatKhEPzddpKWlISEhAe7u7gX2Va1aFUIIZGZmyn5fIrkZTYL55MkTfYdARFSh4uLiSpRgxsXFVUg8d+7cgRBCa/KzY8cOODs7o3Pnzrhx4wa2bt2KWbNmab3OtWvX8MMPPyA4OLjAPg8Pj2JLZG1tbbF//354enoiNTUVO3bswLlz53DkyBGMHTsWSUlJBV737Nmz0Os5OzvjyZMnJRpn0sLCAjNnzgQAXLhwodjjdbV7927k5ubC19e3wL7ExERYWlrCNm8YMSIDZjQJZq1atRAUFITbt2/rOxQiogrh6uqqMei3NkqlUmM4m/Lk4OAAAAWqsI8fP45NmzZhwoQJMDc3x6FDh9CkSRM0a9ZM63X+97//oWXLlvDw8Ciw7969e6hRo0axsZw7dw5eXl4ar2fMmAFfX18oFIoCry0sLAq9Vl6cUVFRGtvv37+v9fi8968t0S6L27dvY/LkybC3t8e7775bYP/NmzfRokULWe9JVF4Kjr1goPr06YOvv/4aixcvRu/evfHBBx+ga9eu+g6LiKjc+Pv7Y8aMGUUeo1QqMWTIkAqJp27duujcuTPWrFkDDw8PtG3bFidPnsS8efPQo0cPTH06fuqDBw/UVeXaxMfHo2bNmgW2Z2ZmYv/+/QgLCys2lnPnzsHb2xuA6mdw6dIlDBw4UOvr4uSVFv7555/qawJAz549Ubt2bfTp0wfNmjWDUqnE33//jSVLlsDW1hYTJ04s0fW1uXDhAnJycpCTk4MHDx7g999/Vw+0vn379gJJtlKpxMmTJzF69OhS35OoQgkjkpiYKBYuXCg8PDyEQqEQzZo1E8uXLxfJycn6Dq3UkpKSBACRlJSk71CIVFJThQBUS2qqvqOp9MaMGSMkSRIACiySJIkxY8ZUaDxxcXHi7bffFg4ODqJKlSrC09NTLF68WGRnZ6uPWbt2rWjSpEmh11i9erVo2rRpge0LFiwQzZs317hWYTp16iT27NkjhBDi6tWrwtXVVb3v2dcl0alTJ/Hqq69qbNu8ebPw9/cXjRs3Fra2tsLCwkLUrVtXDB06VFy6dKnQaw0fPlzY2Nho3bd69WqNZ1ilShXh4uIifHx8xLx588SDBw+0nnfw4EEBQJw+fVqn90WkL0aVYOZRKpVi586donv37kKhUIhq1aqJwMBAcfnyZX2HpjMmmGRwmGAalCdPnqiTTDMzM2FhYSHMzMzUyeWTJ0/0HWIBCQkJwsXFRcyZM0ekpaWJ9PR08ccff4iAgAAhhBCPHj0SLi4uYsGCBSIjI0MkJyeLRYsWCRcXF/HPP/9oXGv48OFi+PDhBe7h4OAg7ty5I4QQYsuWLaJHjx7qfc++LomtW7cKMzMzcffuXR3fbcV45513RIcOHfQdBlGJGU0bzPwkSULfvn2xcOFC+Pj4IDU1FStWrEDLli0xcOBAPHjwQN8hEhkvc3Ng3DjVomUGE6pYFhYWCAsLQ1RUFIKDg/Huu+8iJCQEUVFRCAsLK7Jtob44OjriwIED+P3331G3bl3UrFkTEydOxEsvvQRA1ZbzwIEDOHDgANzd3eHh4YEzZ84gMjJSo4oaUPVOf/nllzW23blzB5Ikqavhz58/r3Hes69LYsCAAXjxxRcxf/780rzlchUVFYXNmzeXaaxPoopmdHOR5+TkYMuWLQgNDUVkZCTq1KmDwMBAvPnmm9i5cydmz56NNm3aFDkkhSHhXORERNrl5OTA29sb//zzT4Uk0hcuXMAvv/yCzz77rFymgiytiIgIXL9+HWPHjtV3KEQlZjQJ5r179/Ddd9/h+++/R1xcHDp16oQJEyagf//+Gr8Itm3bhnfeeQfp6el6jLbkmGASERGRqTGa+q/69evD3Nwcb731FiZOnIjWrVtrPa5BgwYVNmQHkUkSAsibocTZGZAk/cZDRERGx2hKMOfMmYN33323ROOjGROWYJLBSUsD8gZyTk0FbGz0Gw8RERkdw2lkUoy6desW2iYmMTER69atq+CIiIiIiEgbo0kwR44cWWCWhTzR0dEYOXJkBUdERERERNoYTYJZVE1+ZmYmzMzMKjAaIiIiIiqMQXfyuX37NmJiYtSvz549i8zMTI1jMjIyEBYWhrp161ZwdERERESkjUEnmKtXr0ZISAgkSYIkSRg3blyBY/JKNpctW1bR4RERERGRFgadYA4ePBienp4QQmDw4MGYN28eGjdurHGMpaUlPD09Ub9+ff0ESUREREQaDDrBbN68OZo3bw5AVZrZu3dvODk56TkqKq3oaGDDBiAuDnB1BYYMATw89B0VFWBuDgwf/t86ERGRjoxmHExTVRnGwczOBgIDgfBwQKFQLUqlagkIAEJDAQOcTpmIiIhKyaiKJ44dO4aNGzfi1q1byMjI0NgnSRIOHjyop8ioKHnJpRBAbq5qyRMervo3LEw/sREREZH8jGaYotWrV6Nz58746aef8OjRIwghNBalUqnvEEmLmzf/Sy61EUK1Pzq6YuOiIgihms0nLa3wB0dERFQEo0kwFy1ahMGDB+PevXs4fvw4IiIiCixkeDZuVFWJF0WhULXNJAORnq6aKtLWVrVOlM+aNWvUI3scPny4wH4hBBo1agRJkuDr61vh8enixIkT6N+/P+rWrQtLS0u4urqiffv2+PjjjzWOO378OIKDg/H48WP9BAogODgYkiQZ3P3yfx60Ldo+I1Q5GE0V+a1bt7B8+XJYWlrqOxTSQVycKoHMXy3+LIVCdRwRGY9q1aph5cqVBZLII0eOICoqCtWqVdNPYCW0e/du9O3bF76+vli0aBFq1qyJ+/fv46+//sKPP/6IJUuWqI89fvw4QkJCMGLECDg4OOgvaAO2evVqNGvWrMD2Fi1a6CEaMgRGk2A2b94cccxCjI6rq6ozT1GUStVxRGQ83nzzTWzYsAGhoaEaHRRXrlyJ9u3bIzk5WY/RFW/RokXw8PDAvn37YJ5vtIS33noLixYt0mNkFSM9PR3W1tayXc/T0xMvvPCCbDHIEZ/c75F0YzRV5PPmzcOCBQtw7949fYdCOvD3L1mCOWRIxcRDZKyio4E5c4Dx41X/6rvd8ttvvw0A2LRpk3pbUlISfv75Z4waNUrrOdevX4e/vz9cXFxgaWmJ5s2bIzQ0VOOYGzduYOTIkWjcuDGsra1Rq1Yt9OnTB+fPn9c4Lq8K9+LFi3j77bdhb28PV1dXjBo1CklJScXGn5CQAGdnZ43kMo8iX7ue4OBgfPLJJwAADw8Pjarfksaqa7y7d+9G69atYWlpCQ8PDyxevFjre9D1Z3XmzBm88cYbqF69Oho2bKjz/cqiqBiKi+/YsWPo2rUrqlWrBmtra3To0AG7d+/W6T1qI4TAt99+Cy8vL1StWhWNGjXC1q1boVQq4enpiXnz5sn+c6hMjKYEMzQ0FElJSWjSpAlat25dYDxMSZKwc+dOPUVHhWnQQDUUUWEdfSRJtZ/jYRJpV9gwXzNm6HeYLzs7O7zxxhtYtWoV3n33XQCqZFOhUODNN9/E0qVLNY6/dOkSOnTogLp162LJkiVwc3PDvn37MGHCBMTHx2PmzJkAgNjYWDg5OWHBggWoUaMGEhMTsXbtWrz00ks4e/YsmjZtqnHdgQMH4s0338To0aNx/vx5BAUFAQBWrVpVZPzt27dHeHg4JkyYgCFDhqBNmzaw0PKDDAgIQGJiIpYvX45t27ahZs2aAFRVv3///bdOsZYk3oMHD6Jfv35o3749fvzxR+Tm5mLRokVaa/B0/VkNGDAAb731Ft577z2kpaXpfL+i5ObmIicnR2ObJEkwMzMrNoai9h05cgTdu3eHt7c3Vq5cCUtLS6xYsQJ9+vTBpk2b8Oabb5b4+vkJIfDmm29i165dCAkJwXPPPYeFCxdixIgRSE5OxqNHj/Dhhx/q9DOgZwgjUa9ePVG/fv1CFw8PD32HWCpJSUkCgEhKStJ3KOXmyRMhxowRQpKEMDMTwsJC9a8kqbY/eaLvCElDaqoQqv8PqNZJr/K+O3mPJP+S9x2qSKtXrxYAxKlTp0RERIQAIC5cuCCEEOLFF18UI0aMEEII0bJlS+Hj46M+r2fPnqJ27doFftd98MEHomrVqiIxMVHr/XJycsSTJ09E48aNxaRJk9TbZ86cKQCIRYsWaRw/btw4UbVqVaFUKot8H/Hx8aJjx44CgAAgLCwsRIcOHcT8+fNFSkqKxrFffPGFACCio6OLvGZhseoS70svvSTc3d1FRkaG+pjk5GTh6OgoivuTXdzPasaMGQXOKcv9hPjv86BtMTMzK1EMRe1r166dcHFx0XgmOTk5wtPTU9SuXVv9cyvqGtqsWrVKABAbNmxQbzt69KgAIKpXry6+//57jePj4+PFBx98IOrUqSNsbW1FkyZNxLx580ROTo4QQoiEhATxwQcfCHd3d2FnZyfatm0rDh48WKJYhBDi4MGDomnTpsLOzk4sWLCgxOcZMqOpIo+JiUF0dHShy82bN/UdIhXCwkI1zmVUFBAcDLz7LhASonodFsZB1okKY+jDfPn4+KBhw4ZYtWoVzp8/j1OnTmmtHs/MzMTBgwfRv39/WFtbIycnR728+uqryMzMxJ9//gkAyMnJwbx589CiRQtUqVIF5ubmqFKlCq5fv47Lly8XuHbfvn01Xnt7eyMzMxMPHjwoMnYnJyf8/vvvOHXqFBYsWIB+/frh2rVrCAoKgpeXF+Lj44t9/7rGWly8aWlpOHXqFAYMGICqVauqj6lWrRr69OlT5vsPHDhQ47Wu9yvKunXrcOrUKY3lxIkTxcZQXHwnTpzAG2+8AVtbW/V2MzMzDB06FHfv3sXVq1dLfP38/u///g+enp7w9/dXb6tevToAwM3NDSNHjlRvf/jwIdq3b4/MzExERkYiJSUFW7duxfHjxyFJEh48eID27dtDkiScPXsWCQkJmDx5Mnr37l3o5+BZEydOxNy5c5GUlIQpU6Zo7Hu2ZLiwbYbGaKrIyfh5eADTpuk7CiqWmRnwxhv/rZPe5A3zVdwoDBs26Oe7JUkSRo4cia+//hqZmZlo0qQJOnXqVOC4hIQE5OTkYPny5Vi+fLnWa+UldB999BFCQ0MxZcoU+Pj4oHr16lAoFAgICCgwwQaAAs2l8kYa0XasNi+88IK6c0p2djamTJmCr776CosWLSq2s4+usRYXb3Z2NpRKJdzc3Aqcp22brvfPq97P8+jRI53uV5TmzZuXqJPPszEUF58QQus57u7uAFSfrZJeP/91z549i88++0xje+7TL9rcuXM1qvYDAwPRunVrfP/99+ptXl5e+PXXXwEAn332Gdq1a4evv/5avX/QoEHYtGkTVq1ahS+++KLQWFJTU+Hm5ob09HQMHz4cP/zwA/z8/HD06FFYWlri119/xaZNmxAVFVVgW+/evYt9r/rEBJOINFWtCmzZou8oCMYxzNeIESMwY8YMfPvtt5g7d67WY6pXr64udQoMDNR6jMfThtjr16/HsGHDCnSwiI+PL/chgiwsLDBz5kx89dVXuHDhQrHHyx1r9erVIUkS/v333wL7tG3T9f7Pjmup6/3kUNTYmtriUygUuH//foFjY2NjAQDOzs4lvn6eGzduQAih/szlCXs6pdyLL76ocezWrVtx6dIlrde6du0afvjhB1y7dq3APg8PD0QXU71ga2uL/fv3491338W5c+cAAKNHj8aRI0ewdetWrF+/Hrm5uXjvvfcKbDN0Bl1FbmZmhpMnTwJQ9eozMzMrdNHWE5CIyJgZwzBftWrVwieffII+ffpg+PDhWo+xtraGn58fzp49C29vb3WpYf4lr2RPkqQC4x3v3r1b9hFEtCUtANRVmnklZEDhpaJyx2pjY4O2bdti27ZtyMzMVG9PSUlRl5bJeX9d71fRbGxs8NJLL2Hbtm0aP3ulUon169ejdu3aaNKkic7XzSudfPjwoXrb6dOn1QmmyNcm5dChQ2jSpInWMT4B4H//+x9atmxZIFkFgHv37qFGjRrFxnPu3Dl4eXlpvJ4xYwZ8fX2hUChgYWGhdZuhM+isbMaMGahdu7Z6vSJnMSAi0jd/f1Vv8aIYwjBfCxYsKPaYZcuWoWPHjujUqRPef/991K9fHykpKbhx4wZ+/fVXHDp0CADQu3dvrFmzBs2aNYO3tzdOnz6NL774Qv23QC49e/ZE7dq10adPHzRr1gxKpRJ///03lixZAltbW0ycOFF9bN4f/2XLlmH48OGwsLBA06ZNyyXW2bNno1evXujevTs+/vhj5ObmYuHChbCxsUFiYqLGsXLcX5f7FeXChQta2wU2bNiwRElWYebPn4/u3bvDz88PkydPRpUqVbBixQpcuHABmzZtKlVe0LJlS9SoUQNfffUV6tevD4VCgY8++ghvvPEGfvzxR4SFhWHs2LGoU6cOHjx4UOTPMz4+Xmu1fGZmJvbv369OWoty7tw5eHt7A1Alz5cuXdJoS6ptm1HQcyejSq8y9CInI8Ne5AbFkHuRF+XZXuRCCBEdHS1GjRolatWqJSwsLESNGjVEhw4dxJw5c9THPHr0SIwePVq4uLgIa2tr0bFjR/H7778LHx8fjevl9Rp++PCh1viK6/G9efNm4e/vLxo3bixsbW2FhYWFqFu3rhg6dKi4dOlSgeODgoKEu7u7UCgUAoCIiIgocay6xvvLL78Ib29vUaVKFVG3bl2xYMEC9fn5lfVnpev9tCmqFzkAdW/somIoLr7ff/9ddOnSRdjY2AgrKyvRrl078euvv+p0jWcdO3ZMPP/886JKlSqievXqIigoSCiVSjF27FhhYWEhvvnmGyGEEGvXrhVNmjQp8v03bdq0wPYFCxaI5s2bi+zs7GJj6dSpk9izZ48QQoirV68KV1dXjf3athkDJph6xgSTDA4TTIPCYb6I9CchIUG4uLiIOXPmiLS0NJGeni7++OMPERAQIIRQJfkuLi5iwYIFIiMjQyQnJ4tFixYJFxcX8c8//2hca/jw4WL48OEF7uHg4CDu3LkjhBBiy5YtokePHhr7tW0zBgZdRa7NhQsXcPnyZa095IYNG1bs+WlpaTh8+DD++OMP3Lt3DxkZGXB2dkaLFi3g5+eHli1blkfYRESlkjfMV1CQqrd4XBzg5qaqPucEBUTly9HREQcOHMAnn3yCr776Cjk5OWjcuLF6cgEHBwccOHAAH330ERYuXAiFQoHu3bsjMjISDRo00LjW3bt3CwwMf+fOHUiSpK6GP3/+vLq6PI+2bcZAEqKwEdYMS3p6Ovr27YtDhw5BkiR1I9z87S+K6lV1/fp1LFmyBBs3bkRqaiokSYKDgwOqVq2KR48eITMzE5IkwcvLCxMmTMCIESM0pgsrL8nJybC3t0dSUpLGfL5EepOWBuSNOZeaCtjY6DceIiIjl5OTA29vb/zzzz9G0UFHDgbdizy/2bNnIyYmBkeOHIEQAtu2bcP+/fsxYMAANG7cGGfOnCn03EmTJsHT0xPHjx/H9OnTceLECWRlZSEhIQH37t1Deno67t27hy1btsDb2xsTJ06Et7c3/vrrrwp8h0RERGSKzM3NcenSpUqTXAJGVILZokULTJo0CaNGjYKFhQX++usvtGnTBgDg7+8POzs7fPvtt1rP9fHxwezZs9G5c+cS3Ss5ORlLly6Fvb29Rk/C8sASTDI4LMEkIqIyMpoE09raGvv27UOnTp1gZmaGI0eOoGPHjgBU436NHj263AaGLU9MMMngMMEkIqIyMpoqcgcHB6SlpQEAXFxccP36dfW+7Oxs9T4iKiMzM+DVV1ULp4okIqJSMJoE08vLSz0Vk5+fH+bNm4djx47h5MmTmDVrFlq1alWq665evRpvvvkmBg8ejJUrV6IsBbrh4eGQJAm2eaU/RMaoalVg927VUrWqvqMhIiIjZDTDFI0ePVpdajl37lx07NgRPj4+AFSlm3v27NH5mtOnT8e6deswaNAgpKamYtKkSbh+/XqJZqV41r179zB58mS4u7sjKSlJ5/OpYkVH/zfki6uraiYUDvlCREQkD6Npg/mstLQ09ZBFHTp0gKOjo87XqFOnDo4dO4Z69eoBADZs2ICPP/64VG05+/TpA0mS4OjoiK1btyI1NbVE57ENZsXKzgYCA4HwcEChUC1KpWoJCABCQ1XjDhIREVHpGU0V+dGjRzWSNhsbG/Tp0we9e/eGpaUljh49WuZ7CCFKNa/p+vXrceTIEaxYsaLMMVD5yksuhQByc1UJZ26u6nV4uGp/pZeWpurYY2OjWiciItKR0SSYfn5+uHTpktZ9V65cgZ+fn87XfOedd+Dj44NPPvkE48aNQ2BgIIYOHarTNR48eIAPP/wQCxYsUI/ET4bp5s3/kktt8pLM6OiKjcsgpaerFiIiolIwmjaYRdXkZ2dnl2rWnblz56J+/frYv38/AGDhwoUYO3asTtcYN24cmjZtivfff79Ex2dlZSErK0v9Ojk5Waf7Uelt3KiqEi9iwicoFKq2mdOmVVxcREREpsagE8zk5GQ8fvxY/frff//F7du3NY7JyMjA2rVr4ebmpvP1FQoFAgIC0LlzZwgh0LRpU50S1Z9//hm//vorzp49W+Kq9fnz5yMkJETnWKns4uJKlmDGxVVcTERERKbIoBPMr776CrNmzQKgmnO8f//+Wo8TQuDzzz/X+foXL15E//79ERUVBQDw8PDAtm3bSjSpfGpqKgIDAzF+/Hi4u7urE+EnT54AAB4/fgwLCwvYPDNIdVBQED766CP16+TkZNSpU0fn2El3rq6qzjxFUSpVxxEREVHpGXQv8sjISBw/fhxCCHz66acYP3486tatq3GMpaUlvLy81EMW6cLPzw8dO3bEp59+ipSUFLz//vuIj4/HH3/8Uey5MTEx8ChmXJt+/fphx44dRR7DXuQV5+ZNoFGjwttgAoAkAVFRlXzIIs7kQ0REZWTQJZjt27dH+/btAQAJCQkYN25cqUr71qxZgxEjRhTY/s8//2Dv3r2wtLREtWrVMGHCBLz++usluqabmxsiIiIKbF+wYAGOHDmC3377Dc7OzjrHSuWnQQPVUESFdfSRJNX+Sp1cEhERycCgE8w8mZmZWLRoEdq2bVuqBHPq1Kn44Ycf8N1336FRo0bq7Q0bNsTGjRsxcuRIKJVKbNmyBQ0bNizRNatWrQpfX98C29esWQMzMzOt+0j/QkNV/xY1Dmalp1AAeTUCpeg8R0REZBQJZtWqVeHk5FSgPWNJXb58GZ999hlat26NoKAgTJkyBebm5li8eDH69++PTz/9FFlZWVAoFNi2bZvM0ZMhsbAAwsKAoKD/ZvJxcwP8/VlyqWZlBRw+rO8oiIjIiBl0G8z8Ro8ejSpVquCbb74p9TUiIyPx7rvvIjc3F99//z06dOiAxMREREZGQgiB9u3bw8nJScaoi8c2mERERGRqjCbB3L9/P0aPHo1u3bphwIABqFmzZoGhgdq0aVPsdXJycrBo0SLMmzcPQ4cOxcKFC/Wa2DHBJCIiIlNjNAlm/vEpn00s86Z4zC1qgMNn3LhxA++99x4uXbqEZcuWYdCgQbLFqgsmmGRw0tKA+vVV6zEx7EVOREQ6M4o2mACwevXqUp+bnZ2NL774Art27UJmZiZefvllzJw5EwcOHMC6desQGBiIdevWYcWKFRyTkggA4uP1HQERERkxoynBLIuJEydi8+bNmDhxImxtbfH999+jWrVq6vEuExIS8NFHH2H79u0ICQnBpEmTKiw2lmCSweE4mEREVEZGmWBevXoV8fHxaN26dYl6lru6umLFihUYOHAgAODWrVto0KABYmJiNEosDx06hPfffx9Xr14tt9ifxQSTDA4TTCIiKiOjGuRu3bp1qF27Nlq0aIHOnTurE8HBgwfj+++/L/Q8CwsLpKenq1+npaVBCAFzc80WAl26dMG5c+fKJ3iiQkRHA3PmAOPHq/6NjtZ3RERERGVjNAnmli1bMGLECLRp0wb/93//h/wFr23atMFPP/1U6LmjR49GYGAg3n//fUyePBmvvPIKXnnlFdSsWbPAsZaWluUSP9GzsrOBsWOBhg2B4GDgu+9U/zZsqNqena3vCImIiErHaKrI27Rpg+eeew4rV65Ebm4uLCws8Ndff6FNmzbYuXMnxo0bh3v37hV6/rp167Bnzx5kZmaiQ4cOGD9+PKysrCrwHWjHKvLKa+zY4qetDAur+LhYRU5ERGVlNAmmlZUVfvnlF3Tv3r1Agvn777+je/fuyMzM1HeYOmOCWTndvAk0aqQ9ucwjSUBUlB5mGMrIADp3Vq0fPaqa2YeIiEgHRlNFbm1tjaSkJK377t27h+rVqxd6rqenJ7Zv317ie92/fx8TJkzAggULdI6TqCQ2bix+mm+FQjWdZYWzsgJOnVItTC6JiKgUjCbBfPnllwu0vcyzZs0a+Pr6Fnru4MGDMWzYMNStWxdBQUHYt28fHj58qL5WRkYGLly4gPDwcPTp0wf16tXD6dOn0bdv3/J6O1TJxcWVLMGMi6uYeIiIiORkNAOtz5gxAx07dkTbtm3h7+8PSZKwbds2zJw5E0ePHsXJkyeLPHfMmDFYunQpwsPDsXDhQkiSBEmSYGFhgSdPngBQzQjUqVMn/PjjjxgwYEBFvTWqhFxdAaWy6GOUStVxRERExsZo2mACQEREBMaNG6cxTmXjxo3x3XffFVmCmV92djZOnDiByMhIxMbGIiMjA87OzmjWrBl8fX1Ru3btcopeO7bBrJwMug1mejrQooVq/dIlwNq6ggMgIiJjZ1QJZp6oqCjExcXB2dkZTZo00Xc4ZcIEs/JiL3IiIjJVRlNFnl/Dhg3RsGFDfYdBVCahoap/w8NV7S0VClW1uFKpSi7z9hMRERkboynBXLhwIe7evYvly5cX2Dd+/HjUq1cPkydP1kNkZcMSTIqOVvUWj4sD3NwAf389VIvnxxJMIiIqI6PpRb527Vp4enpq3deqVSusXbu2giMikoeHBzBtGrB8OTB1qp6TSwAxMf+tL1zIqSuJiEh3RpNg3rp1q9D2lo0aNUJM/r+KRKSzvKkr8/8/bu5cTl1JRES6M5o2mBYWFnjw4IHWfXFxcZAkqYIjIjItgYGq9qD5h1bPVQICqu2AnjodERGR0TGaNpjdunUDABw4cEDrPqVSiUOHDlV0WGXGNphkCPIPm2SFdJzCiwCAF3EKGVANU6S3YZOIiMjoGE0J5uTJk/Haa6/B19cX48aNQ61atXD37l18++23OHr0KPbs2aPvEImMVt7Ulbm5QAas4YmLBY7Jm7py2jQ9BGgAoqOjsWHDBsTFxcHV1RVDhgyBB7NtIiKtjCbB7NWrF8LCwvDxxx/jrbfegiRJEELA3t4e33//PXr27KnvEImMVt7Ulbm5hR9TWaeuzM7ORmBgIMLDw6FQKKBQKKBUKjFjxgwEBAQgNDQUFhYW+g6TiMigGE2CCQCjR4/GW2+9hePHj+Phw4eoUaMGOnToABsOo0JUJpy6snB5yaUQArm5ucjNl4WHP22cGsbGqUQkA1OqKTGaNpimim0wyRCwDaZ2N2/eRKNGjVDUr0lJkhAVFWW0fwSo/JhSskDlq7CaEqVSabQ1JUZVgimEwKlTp3Dr1i1kZGQU2D9s2DA9REVk/Bo0UM0eFB4OSEKgJS4BACSoEqu8qSsr29/GjRs3QqFQaJRaPkuhUGDDhg2YVlkbp1IBbFZBujLFmhKjSTCvXbuGvn374vr161pLEyRJYoJJVAZLl2bj998jcfvKc/m25gBQomnTY1i6tD2AyvVHMS4urkQJZlxlbJxKhTLFZIHKz82bN9WfF22EEAgPD0dQUJBRlYAbzUDrgYGByMzMxObNm3HlyhVER0drLDdv3tR3iESlEh0djTlz5mD8+PGYM2cOovU0dc6HHwbi6lVfAPlnzJoDoCGuXvXFhx8G6iUufXJ1dYWymMapSqUSrpWxcSppVdJkQV/fczI8eTUlRcmrKTEqwkjY2dmJzZs36zsM2SUlJQkAIikpSd+hUAV78uSJGDNmjJAkSZiZmQkLCwthZmYmJEkSY8aMEU+ePKmwWKKiooQkSQKAsFY1xRTi6TqeLpIkiZs3b1ZYTIYg/8+lsKUy/lyocLNnzxZmZmZFfmbMzMzE7Nmz9R0qGYgPPvhAWFhYFPmZsbCwEB988IG+Q9WJ0ZRg2trashMMmZRnq9Gys7ORm5urLuEIDKy4EkOT/R90GTVo0AABAQGFzhQmSRICAgKMqtqKyldes4qisFkF5WeqNSVGk2COHDkSGzdu1HcYRLIwtGo0/lEsXGhoqDrJNDMzg4WFBczMzNTJZWhoqL5DJANiqskClR9/f/8SfWaGDBlSQRHJw2g6+Xh6emLTpk3o27cv+vTpAycnpwLHDBgwQA+REenO0Hon5/+jKADEPN2eP/2trH8ULSwsEBYWhqCgIPWQM25ubvD392fJJRXg7++PGTNmFHmMMSYLVH7yakoKK3Qw1poSoxkHs7jSFUmSivxjbag4DmblNH78eHz33XfIzs4u9BgLCwu8++67WL58ebnHw/EeieQzduzYYpMF9iKn/DgOph5FREToOwQi2RhaNZqp/g+aSB/ymk0UlSwQ5WeKNSVGU4JpqliCWTkZYomhKf4PWk7R0cCGDar52F1dgSFDKt/A86Sb/DP5GHuyQKQrg04wu3TpUug+CwsLuLq6onv37nj77bdhbm40hbEamGBWXoZajRZz+TKqdO+O7Oxs/Pj++xg8fHil/qOYnQ0EBqpmOVIoVItSqVoCAoDQUKAS591ERFoZdILp6elZ6PAgOTk5uH//PpKTk9G2bVscOnQI1tbWFRxh2VWmBNOQ5uU1hFgMtsQwLQ2wtVWtp6YCNjYVH4MBGTtWlVxq+02ZN4Umm9MREWky6ASzJH777Te8+eabGD9+PObOnavvcHRWGRJMQ0qkDCmWPAZXjcYEU+3mTaBRI+3JZR5JAqKiWF1ORJSf0SeYADB37lz88MMPuHLlir5D0VllSDANqSrYkGIxWEww1ebMAYKDgaIGqDAzUx1TAaNJEREZDaMZaL0obdu2xa1bt/QdBmlhSAOKG1IsZBzi4lRtLouiUKiOIyKi/5hEgpmRkWG0nXxMnSFNQWhIsZBxcHVVdeYpilKpOo6IiP5jEgnmnj170KJFC32HQVoY0hSEhhQLGQd//5IlmJyUhYhIk0EX+yUmJha6Lzc3F/fu3cPmzZsRHh6OFStWVGBkVFKGNKC4IcVi8Jyd9R2BQWjQQNVLvLhe5OzgQ0SkyaA7+SgUikKHKcrvgw8+wLJlyyogIvmVdycffQ/HY0gDihtSLGQ8OA4mEZHuDDrBDA4OLjTBNDc3h6urK7p06YIGDRpUcGTyKa8E05CG4zGkntuGFAsZl/wz+bi5qarP+f8QIiLtDDrBrAzKK8E0pETKkJJdQ4qFiIjIVDHB1LPySDANtSrYkAYUN6RYDE5GBvDKK6r1334DrKz0Gw8RERkdJph6Vh4J5pw5cxAcHIzcIkaHNjMzQ3BwMKZxdGh6FgdaJyKiMjLoXuRUOnnD8RSVYHI4HiKi8pW/3a6rq2o4K1aUUGXBBNMEcTgeIiL9KWzkgRkzOPIAVR4mMdA6afL39y9RgjmEo0MTEckuL7kUQjWPfXa26l8hVNsDA/UdIVH5Y4Jpgho0aICAgIBCh3jK60XOTi1ERPK6ebPwgfmB/5LM6OiKjYuoojHBNFGhoaHqJNPMzAwWFhYwMzNTJ5ehoaH6DpGIyORs3KiqEi+KQqFqm0lkytgG00RZWFggLCwMQUFBHI6HdGdtre8IiIxSXJwqgSyijyUUCtVxRM8ypY5hTDBNnIeHB4ciIt3Y2KiGKiIinbm6qjr0FEWpVB1HlMcUO4axiryUDh06hFGjRqFZs2awsbFBrVq10K9fP5w+fVrfoRERkZ74+5cswWQfS8rPFDuGMcEspW+++QYxMTGYOHEi9uzZg2XLluHBgwdo164dDh06pO/wiIhIDxo0UJU4FdLHEpKk2m+s1Z4kP1PtGMaZfErpwYMHcHFx0diWmpqKRo0awdPTEwcOHCjRdcprLnKiUsvMBAYOVK3//DNQtap+4yEyMoVVdyqVxlvdSeVnzhwgOLjodrtmZqpjjKnFG9tgltKzySUA2NraokWLFrhz544eIiKSSW4usGfPf+tEpBMLCyAsDAgK+q/DhpubqvqcJZf0LFPtGMYEU0ZJSUk4c+YMunTpUugxWVlZyMrKUr9OTk6uiNCIiKiCeXgYV4kT6YepdgxjG0wZBQYGIi0tDVOnTi30mPnz58Pe3l691KlTpwIjJCIiIkNiqh3DmGDKZPr06diwYQO++uorPP/884UeFxQUhKSkJPXC6nQiIqLKy1Q7hrGKXAYhISGYM2cO5s6diw8++KDIYy0tLWFpaVlBkREREZGhy5tcr6iOYcaGvcjLKCQkBMHBwQgODsbMmTN1Pp+9yMngpKUBtraq9dRU1cDrRERU7vLP5GPsHcOYYJbB7NmzMWPGDEybNg2zZ88u1TWSkpLg4OCAO3fuMMEkw5CWBri7q9ZjY5lgEhGZqGrVqkEqrG6+jJhgltKSJUswefJk9OrVS2vJZbt27Up0nbt377KjDxEREVW48qw9ZYJZSr6+vjhy5Eih+0v6Y1UqlYiNjS3X/0UYs+TkZNSpU4clvCaEz9Q08bmaHj5T0/PsMy3P3IOdfErp8OHDslxHoVCgdu3aslzLlNnZ2fEXnInhMzVNfK6mh8/U9FTEM+UwRUREREQkKyaYRERERCQrJphk0CwtLTFz5kyOHWpC+ExNE5+r6eEzNT0V+UzZyYeIiIiIZMUSTCIiIiKSFRNMIiIiIpIVE0wiIiIikhUTTCIiIiKSFRNMIiIiIpIVE0wiIiIikhUTTCIiIiKSFRNMIiIiIpKVySWYKSkp+PTTT9GjRw/UqFEDkiQhODhY67FnzpxBt27dYGtrCwcHBwwYMAA3b94s8b0OHDiA9u3bw9raGs7OzhgxYgQePHgg0zshIiIiMk4ml2AmJCQgLCwMWVlZeP311ws97sqVK/D19cWTJ0/w008/YdWqVbh27Ro6deqEhw8fFnufI0eO4JVXXoGrqyt27tyJZcuW4cCBA+jatSuysrJkfEdERERExsXkporMezuSJCE+Ph41atTAzJkzC5RiDh48GBEREYiKioKdnR0A4NatW2jcuDEmTZqEhQsXFnmftm3bIi0tDf/88w/Mzc0BAMePH8fLL7+MFStW4P3335f/zREREREZAZMrwZQkCZIkFXlMTk4Odu3ahYEDB6qTSwCoV68e/Pz8sH379iLPv3fvHk6dOoWhQ4eqk0sA6NChA5o0aVLs+URERESmzOQSzJKIiopCRkYGvL29C+zz9vbGjRs3kJmZWej5Fy5cUB+r7fy8/URERESVkXnxh5iehIQEAICjo2OBfY6OjhBC4NGjR6hZs2apzs/br01WVpZGG00hBJ48eQJnZ+diS16JiIiIjEGlLMHMU1RCV5Jkr7Bjijp3/vz5sLe3Vy8ODg5wcXFBSkpK8QETVYS0NECSVEtamr6jISIiI1QpE0wnJycA0FrSmJiYCEmS4ODgUOrztZVs5gkKCkJSUpJ6uXPnjo7RExERERm2SplgNmzYEFZWVjh//nyBfefPn0ejRo1QtWrVQs/39PRUH6vt/Lz92lhaWsLOzk5jISIiIjIllTLBNDc3R58+fbBt2zaNqunbt28jIiICAwYMKPL8WrVqoW3btli/fj1yc3PV2//8809cvXq12POJiIiITJnJjYMJAL/99hvS0tKQkpKCUaNGYdCgQRg8eDAA4NVXX4W1tTWuXLmCF198EW3atMFnn32GzMxMzJgxA4mJifj7779Ro0YN9fXMzc3h4+ODgwcPqrcdPnwY3bt3R58+fTBu3Dg8ePAAn332Gezt7fHXX3/B0tKyRLEmJyfD3t4eSUlJLM0kw5CWBtjaqtZTUwEbG/3GQ0RERsckE8z69evj1q1bWvdFR0ejfv36AIDTp09jypQpiIyMhLm5Obp06YLFixejYcOGGudIkgQfHx8cPnxYY/v+/fsxY8YM/P3337C2tkbv3r3xxRdfwMXFpcSxMsEkg8MEk4iIysgkE0xjwgSTDA4TTCKicnf//n3cv39f5/Nq1qxZ6DCKhqRSjoNJREWwsABmzvxvnYiIZPfdd98hJCRE5/O0TX9tiFiCqWcswSQiIqp8tJVgZmRkoGPHjgCAY8eOwcrKqsB5xlKCyQRTz5hgEhEREQCkpaXB9mkTpdTUVNgYcRMlVpETkSalErh8WbXevDmgqJSjmRERURkwwSQiTRkZQN5kAezkQ1Qipt5hg0hXTDCJiJ7BZIF0ZeodNoh0xQSTiOgZTBZIV++++y769u2rsa2kHTaITBE7+egZO/mQweE4mCbfu5Mqhil12KCKYUqfmVKXYObm5mLfvn3o2bMnzMzM5IyJiEivtCWKaWlp6vXWrVsb9S9+IqLyVuoE08zMDG+//TaSkpLkjIeIKpC2kjpFRgZaP13/+++/oWRJHRER6ahMbTB79+6N33//HZ06dZIrHiKqQNraGloDyCure7ljR6RrOY9tDYmIqChlSjCzsrIwcOBAzJw5EwMGDGCJBlExDK13sraOCZnJyfjCzw8AsD8iAlW1tA3md52IiIpSpgSzc+fOcHBwwNq1azFlyhTY2dmhVatW8Pb2xsKFC+WKkchkGFrv5MLaGr78dD31xRfZ1pCIiHRWpk4+jRo1wrhx42Bubg4hBG7cuIFz587h/PnzcsZIZDI4lAkREVUGZRqmKG94HSo9DlNEhjYsRVpKClo+/SxeTE6GTbVqeo3HUBjacyLDx88M6cqUPjNlmmQ4r5MPEZmQjAzEAIh5uk5ERKQrdvIhk2doHWuIiIhMXakSzC+++AKffPIJO/mQUTC0jjVERESmrlQJ5rx58/DJJ5/g8OHD2LZtGwCwkw9pMKRSQ3asISIiqlilSjDd3Nywfft2HDhwQL1NkiQ0btwYjRs3xsCBA2ULkIyTIZUacto/IiKiilWqBHPFihWYOHEi0tPT0bp1a3h5ecHb2xve3t7w8vKCu7u73HGSkWGpIRERUeVVqgTTz88P586dQ7Vq1fDtt9/i3LlzOHfuHHbt2oXz589DoVAgPj5e7ljJiLDUkIiIqPIqUy/yf//9FzY2NmjXrp3G9rt375YpqIowYsQIrF27ttD9kZGRBd5XnjVr1mDkyJFa992/fx9ubm6yxEikF+bmCH26OsK8TL8iiIiokirTX4/CSqBq165dlstWiOnTp+O9994rsL1Pnz6wtLTEiy++WOw1Vq9ejWbNmmlsc3Jyki1GIr2wtMQHT1dHWFrqNRQiIjJOlbZ4omHDhmjYsKHGtiNHjiA+Ph7Tpk2DmZlZsdfw9PTECy+8UF4h6syQem4TERFR5VVpE0xtVq5cCUmSMGrUKH2HUiqG1HObjJgQcM63TkREpCvZE8xRo0ahY8eOGD58eIlKAQ1FUlIStm7diq5du8LDw6NE5/Tu3RsPHz6Evb09fH19MWvWLHh6epZzpIVjz22SRXo6Hj5dTUtPB57Oi0tERFRSsieYQghs2rQJX375JS5cuCD35cvNpk2bkJGRgdGjRxd7rJubG6ZOnYp27drBzs4O58+fx4IFC9CuXTv88ccfaNWqVaHnZmVlISsrS/06OTlZlvgB9twmIiIiwyAJUT51YLm5uUZVgvniiy8iOjoa9+7dg2UpOjbExMTAy8sLXbp0wc6dOws9Ljg4WGs1dlJSEuzs7HS+b3HS0tJg+7QEKjU1Va8JJmMx/FgAIO3BA9i4uqrW4+Jg4+Ki13gMhaE9JzJ8/MyQrkzpM6Mo7YlXr17FlClTMHjwYAQGBmLHjh1QKpXq/caUXJ47dw5//fUX3nnnnVIllwBQv359dOzYEX/++WeRxwUFBSEpKUm93Llzp1T3IyIiIjJUpUowIyIi0KZNG9y4cQN169ZFYmIiAgIC4O3tjYsXL8odY7lbuXIlACAgIKBM1xFCQKEo+kdqaWkJOzs7jYWIiIjIlJSqDebnn3+OtWvX4o033lBvy8rKwtKlS9GtWzdERkaifv36csVYrrKysrB+/Xq0bdu2TB10oqOj8ccff6Bbt24yRkdERERkfEqVYF65cgUDBgzQ2GZpaYkpU6ZAoVBg6tSp2LBhgywBlrcdO3aoS2C1GT16NNauXYuoqCjUq1cPANCtWzd07twZ3t7e6k4+ixYtgiRJmD17dkWGT0RERGRwSpVg2tjYIDExEc7OzgX2vf/++2jQoEGZA6soK1euhI2NDd566y2t+3Nzc5Gbm4v8faG8vLywefNmLF68GBkZGXBxcUGXLl0wffp0NGnSpKJCJyof5uZY83R1EKeKJCKqMPlzjfj4eFhbW0OSJD1GVHql6kU+YcIEKBQKLF26tMC+rKwsuLu7IyEhQY74TF5ycjLs7e3Zi5yxGEQshhiPoeDPhXTFzwyV1OPHj7F27VosW7YM0dHR6u0NGzbE+PHjMXz4cDg4OOgvwFIoVSefkJAQ7N27F6NGjcLt27c19n399dd4/vnnZQmOiIiIyJTt27cPtWvXxqRJkxATE6Ox7+bNm5g0aRJq166Nffv26SfAUipV/Vf16tXx+++/Y8qUKWjUqBE8PT1Rs2ZNREdH49GjRzhw4IDccRJRRREC1vnWiYiofOzbtw+vvfYahBDQVqGcty0jIwOvvfYadu/ejZ49e1Z0mKVSqhJMIQRq1KiBVatW4cKFCxg9ejTatm2LKVOm4MqVK2jZsqXccRJRRUlPRxqAtKfrREQkv8ePH2PgwIEQQmiMI66NUqmEEAIDBw7E48ePKybAMipVCebChQsRGRmJnTt3okmTJuzYQkRE9AxT6rBB8lu7di3S09O1llxqo1QqkZ6ejnXr1mHChAnlHF3ZlaoEc+3atZg3b57WfWPHjsWqVavKFBQREZGxevz4MZYtWwZvb2/1tvr166Nx48ZYtmyZ0ZRAUfkRQmD58uWlOvfrr78ucVKqT6VKMGNjYwutBh8xYgS+++67MgVFRERkjEy1wwbJKyEhAVFRUTonikIIREVFITExsZwik0+pEkwHBwf8+++/Wve1adMG169fL1NQRESG5tnqTmMoQaCKlddhIyMjQ2unjbxteR02mGRWXqmpqWU6PyUlRaZIyk+pEsx+/fph5syZWvcJIWBmZlamoIiIDAWrO6kkTL3DBskrb3zU0qpWrZpMkZSfUiWYwcHBOHz4MN5+++0CpZVLly7FCy+8IEtwRFTxhBCIBxADID4hoVKX1LG6k0oqr8NGccllnvwdNqjycXJyQsOGDXXu9CVJEho2bAhHR8dyikw+pUowHR0d8ccffyA3NxfNmjVDixYt0KNHDzRv3hxff/01Fi9eLHecRCbLUKpe1SV17dqhBgAPAPVbtKi0JXWs7qSSqgwdNkhekiRh/PjxpTp3woQJRjEaQammiszvxo0biIiIwIMHD1C3bl307t0b1atXlys+k8epIvUjNTVVXcUQExODunXrVvgX1pCmBtu3bx8GDhyI9KfjXub/tZD3c7G2tsbPP/9sNIP8lsXjx49Ru3ZtZGRklKhESqFQwMrKCnfv3jW66dyo7OLj41GjRo0yne/k5CRjRGQMTP73jNBBvXr1xJo1a3Q5hYqRlJQkAIikpKRyuX5qaqoAIACI1NTUcrmHMcXy6NEjsXTpUuHh4aGOBYBo2LChWLp0qXj06FGFxLF3715hY2MjJEkSkiRpxJK3zcbGRuzdu7dCYjEzMxMKhUIjjmcXhUIhzMzMKiQmfVu6dGmB51LcIkmSWLZsmb5DJz2Ijo7W6bPy7BIdHa3vt0B6ouvv33379uk75BLTqQRToVDgo48+QpcuXZCYmIjatWujc+fOUChKVdNOqFwlmPouNTSUUrr8U4MV9b9WhUIBSZLKdWowk/8fdCkIIdC4cWPcvHlTp6pLSZLQoEEDXL9+3Siqr0g+LMGksijp36Zt27ahR48eeomxVHTKRiVJKBQKoVAo1OsuLi5i7ty5sme+lUVlKME0hFJDQymle/TokbCxsSk2jvzx2NjYlNvPiCV1BT18+LBMpVHx8fH6fgtUwZRKpWjYsGGpvksNGzYUSqVS32+B9OzRo0di2bJlWv9OLlu2TDx+/FjfIepM5wTTzc1NrFmzRpw4cUL8/PPP4p133hHm5uaid+/eIjc3t7ziNFmmnmAaQlWwISV1hpTQ8Y+idqzupNIwpO82Ga+UlBT15+PWrVtG/XtW5yrytWvXYujQoRrbjx8/jp49e2L27Nn48MMPS3o5DWlpaTh8+DD++OMP3Lt3DxkZGXB2dkaLFi3g5+dX6MxBxq68q8j1WS1tKFXBy5Ytw6RJk3Su7ly6dKms870KA6t6ZbWedvy5UGmwuQnJwZCatZWZLtmolZVVoQ1M586dK7y9vXXOcK9duybeffddUa1aNXW1u6Ojo3B3dxdWVlbqba1atRIrV640uVLS8irB1He1tKGUGhpSKZ2hVb2ypE47Q/rMkHEx5Q4bVDH0XesoJ5165zRu3Bj79+/Xuu+ll17CtWvXdLkcJk2aBE9PTxw/fhzTp0/HiRMnkJWVhYSEBNy7dw/p6em4d+8etmzZAm9vb0ycOBHe3t7466+/dLpPZWMIg0MbyqDDhjTfq6FNDVYZZpIojcowPh2Vj549e2L37t2wsrKCJEkFPgt526ysrLBnzx7j6rBBpCtdstFFixYJCwsLsXLlygL75s2bJxwdHXXKbjt37iyOHDlS4uOTkpJESEiIWLp0qU73MWRyl2AaQmcWQyoBMqRSOkMrwTSk52RoDKUEnoyTKXbYoIphSiWYOrXBzM3NxahRo/DDDz+gRYsWePXVV+Hu7o7Lly9jzZo1GDRoENavX1/SyxHkbYNpKG2ADKkNmyHFIgysDSZgOO1TDZGubYhZIkXPyt8G/tatW6hTpw5LuKlIptQGU6cqcjMzM6xduxbr16+Hk5MTlixZgo8++gjff/892rdvj6VLl5ZTmFQShlItbUhVwYY036shVr0OHz4c1tbWJR7LVqFQwNraGsOGDZM9FkPD6k4qq/yfGScnJyaXVKmUaoR0f39/HDlyBAkJCfjnn39w69YtHD58GM7OzrIFtnr1arz55psYPHgwVq5cyblaiyEMaC5cQ2rbZ2hJnaEldA4ODvj5558hSVKxMeWV1G3btq3S9Hrt2bMn7t69i6VLl6J+/foa+xo0aIClS5fi3r17TC6JiJ6lt8r5IkybNk3UrVtXfPzxx+oe5lOmTJH1HhEREYW2p4qMjCz2/Li4ODF8+HDh5OQkrKysRLt27cSBAwd0jkOuNpiG1L7P0Nr2GVp7OkPsaVrS8Uorc69XUxqfjiqGKbWno4phSp+ZUpVg3r59Gzk5ORrbsrOzcfv27dJcroA1a9bg6NGjWLx4Mb799lt88803WLNmjSzXfta8efMQGRmpsXh6ehZ5TlZWFrp27YqDBw9i2bJl2LlzJ1xdXdGrVy8cOXKkXOIsjiFVSxtaqaGhldIZYtUrS+qKx+pOIiId6JqR5uTkCIVCIU6fPq2x/c8//xQKhUKWrLd27doiJiZG/fqHH34Qbm5uslw7T14J5pYtW3Q+NzQ0VAAQx48fV2/Lzs4WLVq0EG3bttXpWqZYgimE4ZUaCmF4pXSG2tM05d9/xS1AXATErcuXWVL3lCmVLFDF4GeGdGVKn5lSlWCKcm4P+c4778DHxweffPIJxo0bh8DAwAKzB+nT9u3b0bRpU7Rv3169zdzcHO+88w5OnjyJe/fuVXhMhtSZBTC8UkPA8ErpHBwcMGHCBJw7d0697datW7h+/TomTJgAe3v7ConjWZIkoS6AFgCcHB1ZUkdERDorVYJZ3ubOnYugoCBER0fjwYMHWLhwIRYsWFAu9woMDIS5uTns7OzQs2dPHDt2rNhzLly4AG9v7wLb87ZdvHhR9jiLY2jV0oBhVgUbYlLHqlciIjI15qU9sTz/CCoUCgQEBKBz584QQqBp06Yl7nVbUvb29pg4cSJ8fX3h5OSEGzdu4IsvvoCvr2+xc2InJCRoLfHL25aQkFDouVlZWcjKylK/Tk5OLsO70DR8+HBMnTpV53Ewy3PImbxSw3Xr1mHp0qWIjo5W72vQoAEmTJiA4cOHV3hix6SOiIio/JQ4wRw1ahSA/6rHg4OD1QNQr1q1StagLl68iP79+yMqKgoA4OHhgW3btmktNSyt5557Ds8995z6dadOndC/f394eXnh008/LTLBBIpOsIvaN3/+fISEhOgecAnkVUu/9tprUCgUJRocuiKGnMkrNRw1ahQHHSYiIqoESlwsGB0drV4A4N69e4iOji4w17UcPvjgA7z55pt4/Pgx7ty5g5YtW+L999+X/T7PcnBwQO/evXHu3DlkZGQUepyTk5PWUsq8eauLas8YFBSEpKQk9XLnzp2yB56PIVZL5793HpYaEhERma4Sl2BGREQAAHJyclClShWEhYWhTZs2Zbr5mjVrMGLEiALb//nnH+zduxeWlpaoVq0aJkyYgNdff71M9yqpvBLaopIfLy8vnD9/vsD2vG1FDXNkaWkJS0vLMkZZNEOtliYiIqLKQeeGjXKWOk2dOhVdu3bFjRs3NLY3bNgQGzduBKCaznDLli1o2LChbPctzKNHj7Br1y60bt0aVatWLfS4/v3748qVKzhx4oR6W05ODtavX4+XXnoJ7u7u5R5rcQyxMwsZCYUChwEcfrpORESkK73+9bh8+TKaNm2K1q1bY+7cuerB2xcvXoyPP/4YNWrUgIODA3788Ud8+eWXst7b398fn332GbZu3YrDhw+r51OPi4vDF198oT5u9OjRMDc3x61bt9TbRo0ahZYtW2LQoEHYuHEjDhw4gMGDB+Pq1atYuHChrHGWFaulSWdWVvAD4Pd0nYiISFel7kWuja7jY9rZ2WHFihUYOnQo3n33XWzcuBHff/89fHx8cOPGDURGRkIIgfbt26s7FMnF29sbmzdvxrfffovU1FQ4OjqiY8eO+OGHH/Diiy+qj8vNzUVubq7Ge7O0tMTBgwfx6aefYvz48UhPT0fr1q3x22+/wcfHR9Y4iYiIiIyNJEoxavqRI0fwwgsvwMbGRr0tJSUFZ86cKXWClZOTg0WLFmHevHkYOnQoFi5cCDs7u1Jdy5gkJyfD3t4eSUlJ5fJ+09LSYGtrC0A1nWT+Z1bRGIvhx2KI8RgK/lxIV/zMkK5M6TNTqipyHx8fVK1aFXv27EFubi4AoFq1amUqvTM3N8fnn3+Ov//+G9evX0ezZs2wZcuWUl+PiEopLQ0PADx4uk5ERKSrUrfBNDMzw9tvvw0zM7NS3zw7Oxvz5s1Dhw4d0KZNG4wfPx4ODg44cOAAFixYgMDAQPTp00f2oXyIqGg1ni5ERESlUaZOPr1798bvv/9e6vMnT56Mr7/+Gn369MHIkSNx5MgR9OvXDwAwbNgwXL58GY6OjmjZsiW++uqrsoRKRERERBWkTAlmVlYWBg4ciNDQUNy/f1/n83/88UeEhoYiKCgI48ePx6+//oo///xTXWLp5OSEtWvXYseOHfj222/LEioRERERVZAyJZidO3dG3759sXbtWjRu3Bju7u545ZVXMGXKlBKdb2FhgfT0dPXrtLQ0CCFgbq7Zub1Lly4a4zkSERERkeEq9TBFubm5aNSoEcaNGwdzc3MIIXDjxg2cO3dO6yw32owePRqBgYE4fvw4bGxssGXLFrzyyiuoWbNmgWPLe/YbIiIiIpJHqRPMvE4+SUlJAFQDejdu3BiNGzfGwIEDS3SNkJAQNGzYEHv27MH9+/cRGBiI8ePHlzYkIiIiIjIAZRpoPa+TT6dOnUp9jWHDhmHYsGFlCYOI5KRQ4NTT1RacKpKIiEpBr518PD09sX379hIff//+fUyYMAELFizQ+V5EVEJWVmgLoO3TdSIiIl2VKsHMm6u7rJ18Bg8ejGHDhqFu3boICgrCvn378PDhQ/W0jBkZGbhw4QLCw8PRp08f1KtXD6dPn0bfvn1LEzYRERERVYBSVZHPmzcPn3zyCQ4fPoxt27YBQKk6+cyYMQNjxozB0qVLER4ejoULF0KSJEiSBAsLCzx58kR97U6dOuHHH3/EgAEDShMyEREREVWQUiWYbm5u2L59Ow4cOKDeVppOPgBQs2ZNLFy4EHPmzMGJEycQGRmJ2NhYZGRkwNnZGc2aNYOvry9q165dmlCJSFfp6YjOtw4jnguXiIj0o1QJ5ooVKzBx4kSkp6ejdevW8PLygre3N7y9veHl5QV3d3edr2lhYYGOHTuiY8eOpQmJiOQiBOo/XU172lyFiIjkdf/+/QL9VzIyMtTrf//9N6y0tIOvWbOm1uEcDU2pEkw/Pz+cO3cO1apVw7fffotz587h3Llz2LVrF86fPw+FQoH4+Hi5YyUiIiIyCd999x1CQkIK3V9YgdvMmTMRHBxcTlHJp0zDFP3777+wsbFBu3btNLbfvXu3TEERERERmbJ33323VJ2WjaH0EihjgmlTSNsstpckIiIiKpyxVHWXFkdRJiIiIiJZlakEk4iIiEy/wwaRrmRPMEeNGoWOHTti+PDhMDMzk/vyRDrjL34dSRIuPl2tL0l6DYXIWJh6hw0iXcmeYAohsGnTJnz55Ze4cOGC3Jcn0hl/8evI2hqeT1dTra31GgqRsTD1DhtEupI9wVy9ejUAIDc3V+5LUzEMqaTOkGLhL37SlSF9fsk48NkTaSp1gnn16lWsWrUK0dHRqFGjBrp3746+fftCoVD1G2L1eMUzpJI6Q4rFkH7xG1riYmjxGApD+vwSERkjSQjdp+qIiIhA79690atXL3h4eODevXvYv38/3NzcsHnzZrRs2bI8YpXVoUOHsH79ehw/fhx37tyBg4MDXnjhBcyYMQPPP/98keeuWbMGI0eO1Lrv/v37cHNzK3EcycnJsLe3R1JSEuzs7HR6D9ru/WyyUBIVVYKpr1gMSXBwcJGJS2HKK3HRFo8VgFNP118EkPHsSeUYj6Hg55eIqGxKlWC2b98eH3/8Md544w31tqysLCxduhRLly5FZGQk6tevL2ecshs0aBASEhIwaNAgtGjRAg8fPsSSJUvw119/Yd++fejSpUuh5+YlmKtXr0azZs009j3//POwsLAocRxyJphk+AwtcdEWjyIjA62fltD9fewYlJWwBJOIiMqmVAlm9erVkZCQoK4Oz++LL77A33//jQ0bNsgSYHl58OABXFxcNLalpqaiUaNG8PT0xIEDBwo9Ny/BPHXqFF544YUyxcEEkwxOWhpga6taT00FCplQgYiIqDClaoNpY2ODxMREODs7F9j3/vvvo0GDBmUOrLw9m1wCgK2tLVq0aIE7d+7oISIiIiIi01CqmXwGDBiAOXPmaN1nYWFhtD3Ik5KScObMmRK3Ie3duzfMzMzg6OiIAQMGcFgmIiIiIpQywQwJCcHevXsxatQo3L59W2Pf119/XWwnGUMVGBiItLQ0TJ06tcjj3NzcMHXqVISHhyMiIgKzZ8/GqVOn0K5dO/zzzz9FnpuVlYXk5GSNhYiIiMiUlKoNJgA8fPgQU6ZMwfr16+Hp6YmaNWsiOjoajx49woEDB4yiJ3l+06dPx5w5c7B8+XJ88MEHOp8fExMDLy8vdOnSBTt37iz0uMJ6EbMNJhkMtsEkIqIyKlWCKYSA9HQKuWvXrmH//v2Ij49H/fr18frrr8Pe3l72QMtTSEgIgoODMXfuXHz++eelvs4rr7yCM2fOIC4urtBjsrKykJWVpX6dnJyMOnXqMMEkw5GeDrRooVq/dAngbD5ERKSjUnXyWbhwISIjI7Fz5040adIETZo0kTuuCpOXXAYHB5cpuQRUibe2nvX5WVpawtLSskz3ISpX1tZATIy+oyAiIiNWqjaYa9euxbx587TuGzt2LFatWlWmoCrK7NmzERwcjGnTpmHmzJllulZ0dDT++OMPtGvXTqboiIiIiIxTqarI88Zt1Ob48eOYNGkSTpw4UebgytOSJUswefJk9OrVS2tymZcojh49GmvXrkVUVBTq1asHAOjWrRs6d+4Mb29v2NnZ4fz581i0aBFSUlJw/PhxeHp6ljgOjoNJREREpqZUVeQODg74999/tU6J2KZNG1y/fr3MgZW3X3/9FQCwd+9e7N27t8D+vLw7NzcXubm5yJ+He3l5YfPmzVi8eDEyMjLg4uKCLl26YPr06UbdXIAIAJCRAXTurFo/ehTQMpMPERFRUUpVgjlhwgRkZWXhu+++K7AvIyMDdevWxcOHD2UJ0NSxBJMMDnuRExFRGZWqDWZwcDAOHz6Mt99+u0Bp5dKlS8s8fSIRERERGa9SVZE7Ojrijz/+wLhx49CsWTM0bdoUtWvXxp07d/D48eMi5/EmIiIiItNW6oHW89y4cQMRERF48OAB6tati969e6N69epyxWfyWEVOBodV5EREVEY6lWAuWLAAH374IapWrare1qhRIzRq1Ej2wIiIiIjIOOnUBnP9+vVo3LgxVq9ejWcLPu/du4ewsDBZgyMiIiIi46NTgnn+/HnMmjULn3zyCby9vfHLL78gNjYW9+7dw3fffYcJEyaUV5xEVJGcnVULERFRKehURb59+3ZMnDgRqampSExMxOuvv66ekxwAxowZI3uARFTBbGwADjNGRERloFMJ5pQpU9CuXTscPXoU58+fx99//4333nsPZmZmeOutt/Dtt9+WV5xEREREZCR06kVuZWWF3bt3o0uXLhrbT58+jb59+2LUqFGYPXu27EGaMvYiJyIiIlOjUwlm48aN8ffffxfY/vzzz2PJkiX45ptv5IqLiPQlIwPw9VUtGRn6joaIiIyQTm0wx40bh8mTJ6NWrVp48803NfYJIZCWliZrcESkB0olcOTIf+tEREQ60nmg9cGDB2Pr1q3w8vJCnz594OHhgYcPH+Krr75CvXr1cPLkyfKK1SSxipwMDgdaJyKiMirVTD6rV69GaGgozp49qx4Ps0aNGtixYwfat28ve5CmjAkmGRwmmEREVEZlmiry8ePHuHHjBszMzNCyZUtUqVJFztgqBSaYZHCYYBIRURnp1AbzWQ4ODnjhhRfkioWIiIiITIBOvciJiIiIiIpTphJMIjJR1tb6joCIiIwYE0wi0mRjo2qHSUREVEqsIiciIiIiWTHBJCIiIiJZMcEkIk2ZmcBrr6mWzEx9R0NEREaIbTCJSFNuLrBnz3/rREREOqrUJZipqan48MMP4e7ujqpVq6J169b48ccfS3TugwcPMGLECDg7O8Pa2hrt27fHwYMHyzliIiIiIsNXqUswBwwYgFOnTmHBggVo0qQJNm7ciLfffhtKpRL+/v6FnpeVlYWuXbvi8ePHWLZsGVxcXBAaGopevXrhwIED8PHxqcB3QURERGRYyjRVpDHbs2cPXnvtNXVSmadHjx64ePEibt++DTMzM63nrlixAoGBgTh+/Lh67vWcnBy0atUKtra2OHHiRInj4FSRZHA4VSQREZVRpa0i3759O2xtbTFo0CCN7SNHjkRsbGyRSeL27dvRtGlTdXIJAObm5njnnXdw8uRJ3Lt3r9ziJiIiIjJ0lTbBvHDhApo3bw5zc81WAt7e3ur9RZ2bd5y2cy9evChjpERERETGpdK2wUxISECDBg0KbHd0dFTvL+rcvON0PTcrKwtZWVnq10lJSQBUVeVEBiH/LD7JyexJTkRkoqpVqwZJksrl2pU2wQRQ5A+1uB94ac+dP38+QkJCCmyvU6dOkfcj0gt3d31HQERE5aQ8+39U2gTTyclJa0ljYmIiAGgtoZTj3KCgIHz00Ufq10qlEomJiXByciq3/0UYs+TkZNSpUwd37txhJygTwWdqmvhcTQ+fqel59plWq1at3O5VaRNMLy8vbNq0CTk5ORrtMM+fPw8A8PT0LPLcvOPyK8m5lpaWsLS01Njm4OCgS+iVkp2dHX/BmRg+U9PE52p6+ExNT0U800rbyad///5ITU3Fzz//rLF97dq1cHd3x0svvVTkuVeuXNHoaZ6Tk4P169fjpZdegjurFYmIiKgSq7QlmK+88gq6d++O999/H8nJyWjUqBE2bdqEvXv3Yv369eoxMEePHo21a9ciKioK9erVAwCMGjUKoaGhGDRoEBYsWAAXFxesWLECV69exYEDB/T5toiIiIj0rtImmACwbds2TJ06FTNmzEBiYiKaNWuGTZs24a233lIfk5ubi9zcXOQfj97S0hIHDx7Ep59+ivHjxyM9PR2tW7fGb7/9xll8ZGZpaYmZM2cWaFZAxovP1DTxuZoePlPTU5HPtNLO5ENERERE5aPStsEkIiIiovLBBJOIiIiIZMUEk4iIiIhkxQST9Obw4cOQJEnr8ueff2oce+bMGXTr1g22trZwcHDAgAEDcPPmTT1FTnlSUlLw6aefokePHqhRowYkSUJwcLDWY3V5hsuXL0ezZs1gaWkJDw8PhISEIDs7uxzfCeVX0uc6YsQIrd/fZs2aab0un6t+HDp0CKNGjUKzZs1gY2ODWrVqoV+/fjh9+nSBY/k9NR4lfa76+p4ywSS9mzdvHiIjIzWW/IPVX7lyBb6+vnjy5Al++uknrFq1CteuXUOnTp3w8OFDPUZOCQkJCAsLQ1ZWFl5//fVCj9PlGc6dOxcTJ07EgAEDsG/fPowbNw7z5s1DYGBgOb8bylPS5woAVlZWBb6/mzdvLnAcn6v+fPPNN4iJicHEiROxZ88eLFu2DA8ePEC7du1w6NAh9XH8nhqXkj5XQE/fU0GkJxEREQKA2LJlS5HHDRo0SDg7O4ukpCT1tpiYGGFhYSE+/fTT8g6TiqBUKoVSqRRCCPHw4UMBQMycObPAcSV9hvHx8aJq1api7NixGufPnTtXSJIkLl68WD5vhDSU9LkOHz5c2NjYFHs9Plf9iouLK7AtJSVFuLq6iq5du6q38XtqXEr6XPX1PWUJJhm0nJwc7Nq1CwMHDtSY1qpevXrw8/PD9u3b9Rgd5VW1FEWXZ7h3715kZmZi5MiRGtcYOXIkhBDYsWOHrPGTdiV5rrrgc9UvFxeXAttsbW3RokUL3LlzBwC/p8aoJM9VF3I/VyaYpHeBgYEwNzeHnZ0devbsiWPHjqn3RUVFISMjA97e3gXO8/b2xo0bN5CZmVmR4ZKOdHmGFy5cAAB4eXlpHFezZk04Ozur95PhyMjIgJubG8zMzFC7dm188MEHSExM1DiGz9XwJCUl4cyZM2jZsiUAfk9NxbPPNY8+vqeVeiYf0i97e3tMnDgRvr6+cHJywo0bN/DFF1/A19cXu3fvRs+ePZGQkAAAcHR0LHC+o6MjhBB49OgRatasWdHhUwnp8gwTEhJgaWkJGxsbrcfmXYsMQ6tWrdCqVSt1m+kjR47gq6++wsGDB3Hq1CnY2toCAJ+rAQoMDERaWhqmTp0KgN9TU/HscwX09z1lgkl689xzz+G5555Tv+7UqRP69+8PLy8vfPrpp+jZs6d6X1HVdXJW5VH5Kekz5LM2HpMmTdJ43b17dzz33HN444038P3332vs53M1HNOnT8eGDRuwfPlyPP/88xr7+D01XoU9V319T1lFTgbFwcEBvXv3xrlz55CRkQEnJycA0Po/p8TEREiSBAcHhwqOknShyzN0cnJCZmYm0tPTtR6rrXSFDEv//v1hY2OjMdQYn6vhCAkJwZw5czB37lx88MEH6u38nhq3wp5rYSrie8oEkwyOEAKA6n9LDRs2hJWVFc6fP1/guPPnz6NRo0aoWrVqRYdIOtDlGea1/Xn22H///Rfx8fEaw1eR4RJCQKH4788Ln6thCAkJQXBwMIKDg/H5559r7OP31HgV9VyLUt7fUyaYZFAePXqEXbt2oXXr1qhatSrMzc3Rp08fbNu2DSkpKerjbt++jYiICAwYMECP0VJJ6PIMe/XqhapVq2LNmjUa11izZg0kSSp2TEbSv61btyI9PR3t2rVTb+Nz1b/Zs2cjODgY06ZNw8yZMwvs5/fUOBX3XAtTId9TnQY1IpLR22+/LaZMmSK2bNkiIiIiRFhYmGjatKkwNzcX+/fvVx93+fJlYWtrKzp37iz27Nkjtm3bJjw9PYW7u7t48OCBHt8BCSHEnj17xJYtW8SqVasEADFo0CCxZcsWsWXLFpGWliaE0O0ZzpkzR0iSJD7//HNx+PBh8cUXXwhLS0sxZswYfby9Squ45xoTEyM6dOggvv76a7Fnzx7x22+/ic8++0xUrVpVtGzZUqSmpmpcj89VfxYvXiwAiF69eonIyMgCSx5+T41LSZ6rPr+nTDBJb+bPny9at24t7O3thZmZmahRo4bo37+/OHnyZIFj//rrL9G1a1dhbW0t7OzsxOuvvy5u3Lihh6jpWfXq1RMAtC7R0dHq43R5hsuWLRNNmjQRVapUEXXr1hUzZ84UT548qaB3REIU/1wTExNF//79Rf369YWVlZWoUqWKaNy4sfj000/F48ePtV6Tz1U/fHx8Cn2Wz5Yz8XtqPEryXPX5PZWEeNrgjYiIiIhIBmyDSURERESyYoJJRERERLJigklEREREsmKCSURERESyYoJJRERERLJigklEREREsmKCSURERESyYoJJRERERLJigklEBmPr1q2QJAmbN28usK9Vq1aQJAn79u0rsK9hw4Zo06YNAODw4cOQJAmHDx+WLa6YmBhIklRgjl5D5OvrC19fX73cu2vXrnjvvfdkvaYkSQgODi7VuZ07d8aHH34oazxEVDJMMInIYPj6+kKSJERERGhsT0xMxPnz52FjY1Ng3927d3Hz5k34+fkBANq0aYPIyEh1wlnZrFixAitWrKjw++7cuRN//PEHpk+fLut1IyMjERAQUKpzZ8+ejRUrVuDq1auyxkRExWOCSUQGw9nZGZ6engVKH48cOQJzc3OMHj26QIKZ9zovwbSzs0O7du1gZ2dXITEbmhYtWqBFixYVft958+ahf//+qFWrlqzXbdeuHWrXrl2qc318fNC0aVMsWbJE1piIqHhMMInIoPj5+eHq1au4f/++etvhw4fx4osv4tVXX8Xp06eRkpKisc/MzAydOnVSv362inzEiBGwtbXFjRs38Oqrr8LW1hZ16tTBxx9/jKysLI37x8bGYvDgwahWrRrs7e3x5ptv4t9//9Ua6y+//IL27dvD2toa1apVQ/fu3REZGanef/HiRUiShC1btqi3nT59GpIkoWXLlhrX6tu3L55//vkifzY3b97EW2+9BXd3d1haWsLV1RVdu3bF33//rT7m2SryESNGQJIkrUv+qufk5GRMnjwZHh4eqFKlCmrVqoUPP/wQaWlpRcYEAGfPnsXJkycxdOhQje1r1qyBJEk4dOgQxowZAycnJ9jZ2WHYsGFIS0vDv//+i8GDB8PBwQE1a9bE5MmTkZ2drXGNZ+PMu2ZERATef/99ODs7w8nJCQMGDEBsbGyB2IYOHYqNGzdqfGaIqPwxwSQig5JXEpk/QYyIiICPjw9efvllSJKE33//XWNfmzZtYG9vX+R1s7Oz0bdvX3Tt2hU7d+7EqFGj8NVXX2HhwoXqYzIyMtCtWzf873//w/z587Flyxa4ubnhzTffLHC9jRs3ol+/frCzs8OmTZuwcuVKPHr0CL6+vjh27BgAoGXLlqhZsyYOHDigPu/AgQOwsrLCpUuX1AlRTk4Ojhw5gm7duhX5HvIS7EWLFmH//v345ptv8Nxzz+Hx48eFnjN9+nRERkZqLO+88w4AqEs609PT4ePjg7Vr12LChAn47bffMGXKFKxZswZ9+/aFEKLIuHbt2gUzMzN07txZ6/6AgADY29vjxx9/xLRp07Bx40aMGTMGr732Glq1aoWtW7di+PDhWLJkCZYvX17kvfJf08LCAhs3bsSiRYtw+PBh9fvKz9fXF2lpabK2ySWiEhBERAYkMTFRKBQKMXbsWCGEEPHx8UKSJLF3714hhBBt27YVkydPFkIIcfv2bQFAfPrpp+rzIyIiBAARERGh3jZ8+HABQPz0008a93r11VdF06ZN1a+/+eYbAUDs3LlT47gxY8YIAGL16tVCCCFyc3OFu7u78PLyErm5uerjUlJShIuLi+jQoYN62zvvvCMaNGigft2tWzcxZswYUb16dbF27VohhBB//PGHACD+97//FfpziY+PFwDE0qVLC//hCSF8fHyEj49Poft/+uknIUmS+Pzzz9Xb5s+fLxQKhTh16pTGsVu3bhUAxJ49e4q85yuvvCKaNWtWYPvq1asFADF+/HiN7a+//roAIL788kuN7a1btxZt2rTR2AZAzJw5s8A1x40bp3HcokWLBABx//59je1PnjwRkiSJKVOmFPkeiEheLMEkIoNSvXp1tGrVSl3idOTIEZiZmeHll18GoGpXl9fu8tn2l0WRJAl9+vTR2Obt7Y1bt26pX0dERKBatWro27evxnH+/v4ar69evYrY2FgMHToUCsV/v0ZtbW0xcOBA/Pnnn0hPTweg6ll98+ZNREdHIzMzE8eOHUOvXr3g5+eH/fv3A1CValpaWqJjx46Fxu/o6IiGDRviiy++wJdffomzZ89CqVQW+77zO3LkCIYOHYp33nkHc+fOVW/ftWsXPD090bp1a+Tk5KiXnj17lqhHfmxsLFxcXArd37t3b43XzZs3BwC89tprBbbnfx5FefYZeXt7A0CB8y0sLODg4IB79+6V6LpEJA8mmERkcPz8/HDt2jXExsYiIiICzz//PGxtbQGoEsyzZ88iKSkJERERMDc3LzIxy2NtbY2qVatqbLO0tERmZqb6dUJCAlxdXQuc6+bmpvE6ISEBAFCzZs0Cx7q7u0OpVOLRo0cAoK72PnDgAI4dO4bs7Gx06dIF3bp1w8GDB9X7Xn75ZVhZWRUavyRJOHjwIHr27IlFixahTZs2qFGjBiZMmFCi9oUXL17E66+/jk6dOmHlypUa++Li4nDu3DlYWFhoLNWqVYMQAvHx8UVeOyMjo8DPNj9HR0eN11WqVCl0e/7nURQnJyeN15aWlupYnlW1alWt24mo/JjrOwAiomf5+fnhyy+/xOHDh3H48GG8+uqr6n15yeTRo0fVnX/yks+ycnJywsmTJwtsf7aTT15yk78jUp7Y2FgoFApUr14dAFC7dm00adIEBw4cQP369fHCCy/AwcEBXbt2xbhx43DixAn8+eefCAkJKTa+evXqqZPDa9eu4aeffkJwcDCePHmCb7/9ttDz7t69i169eqFu3br4+eefYWFhobHf2dkZVlZWWLVqldbznZ2di4zL2dkZiYmJxcavL48ePSr2PRCRvFiCSUQGp3PnzjAzM8PWrVtx8eJFjV7R9vb2aN26NdauXYuYmJgSVY+XlJ+fH1JSUvDLL79obN+4caPG66ZNm6JWrVrYuHGjRgeYtLQ0/Pzzz+qe5Xm6deuGQ4cOYf/+/ejevTsAoEmTJqhbty5mzJiB7OzsYjv4PKtJkyaYNm0avLy8cObMmUKPS0pKwiuvvAJJkrBnzx6twzf17t0bUVFRcHJywgsvvFBgqV+/fpGxNGvWDDdv3tQp/ooSGxuLzMxMvQzdRFSZMcEkIoNjZ2eHNm3aYMeOHVAoFOr2l3l8fHywbds2ACVrf1lSw4YNQ5MmTTBs2DCEhobif//7Hz788MMCswcpFAosWrQIf//9N3r37o1ffvkFW7ZsgZ+fHx4/fowFCxZoHN+1a1fEx8fj7Nmz6gQzb/v//vc/VK9evdghis6dO4fOnTtj+fLl2Lt3Lw4dOoRp06bh3LlzGtd8lr+/Py5duoSZM2fizp07+PPPP9XL3bt3AQAffvghmjZtis6dO+PLL7/EgQMH8L///Q/h4eEYPHgwTpw4UWRsvr6+SExMxLVr14o8Th/+/PNPAPJ+ToioeEwwicgg+fn5QQiB5557rkCpm4+PD4QQqFKlCjp06CDbPa2trXHo0CF069YNn332Gd544w3cvXsXP/74Y4Fj/f39sWPHDiQkJODNN9/EyJEjYWdnh/9v5+5RFQaiMAx/N9hFbCMiaayzgJRJa5FGrBW0dAdW9iFgkSJY2KQMKKmDhWtwCW7ABeitbkDuj4XDjeD7wDRDBk75cSZzDofDt39CwzCUZVmybVu+79f7X13LIAjuHgv9pNvtajAYKE1TjUYjRVGksiwVx7FWq9Wv506nk67Xq2azmXzfv1ubzUaSZNu2jsejJpOJsizTcDjUeDzWer1Wv99/2MGMokjtdlv7/f7P75qw2+3keZ48z2u6FOCtfNxuDwacAQDwwGKxUFVV9XD5V3C5XNTr9ZQkiebzedPlAG+FDiYA4GnL5VLn81lFUTRdSi1JErmuq+l02nQpwNshYAIAnuY4jvI8f6lxQJ1OR9vtVq0WA1OA/8YVOQAAAIyigwkAAACjCJgAAAAwioAJAAAAowiYAAAAMIqACQAAAKMImAAAADCKgAkAAACjCJgAAAAw6hMNCWxbhN5VeQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'co_co2'\n", "fig_id = f\"rolling_window_sensitivity_{regr_label}\"\n", "savefig = global_savefig\n", "showfig = global_showfig\n", "\n", "labsize = 12\n", "marker_size = 40\n", "line = 90\n", "line_col = 'red'\n", "\n", "plotdf = summary_dfs[regr_label][1:-4] # drop last 2 rows if needed\n", "\n", "fig, axes = plt.subplots(3, 1, figsize=(7, 6), sharex=True)\n", "\n", "# -----------------\n", "# 1. Number of groups\n", "axes[0].scatter(\n", " plotdf[\"window_mins\"],\n", " plotdf[\"n_groups\"],\n", " color=\"k\",\n", " s=marker_size\n", ")\n", "axes[0].axvline(line, color=\"red\", linestyle=\"dashed\")\n", "axes[0].set_ylabel(\"Covariation\\nEvents\", size=labsize)\n", "axes[0].tick_params(labelsize=labsize)\n", "axes[0].spines[\"top\"].set_visible(False)\n", "axes[0].spines[\"right\"].set_visible(False)\n", "#axes[0].xaxis.grid(True)\n", "\n", "# -----------------\n", "# 2. STD of slope + mean SE slope\n", "axes[1].scatter(\n", " plotdf[\"window_mins\"],\n", " plotdf[\"std_slope\"] * 1000,\n", " color=\"k\",\n", " s=marker_size,\n", " label=r\"${{\\sigma}}_{{CO,frr}}$ (STD)\"\n", ")\n", "axes[1].scatter(\n", " plotdf[\"window_mins\"],\n", " plotdf[\"mean_se_slope\"] * 1000,\n", " color=\"blue\",\n", " s=marker_size,\n", " label=r\"Mean Standard Error ${{\\alpha}}_{{CO,frr}}$\"\n", ") \n", "axes[1].axvline(line, color=\"red\", linestyle=\"dashed\")\n", "axes[1].set_ylabel(\"Uncertainty\\n(‰)\", size=labsize)\n", "axes[1].tick_params(labelsize=labsize)\n", "axes[1].spines[\"top\"].set_visible(False)\n", "axes[1].spines[\"right\"].set_visible(False)\n", "#axes[1].xaxis.grid(True)\n", "axes[1].legend(fontsize=labsize , frameon=False)\n", "\n", "# -----------------\n", "# 3. Mean slope ± std\n", "axes[2].errorbar(\n", " plotdf[\"window_mins\"],\n", " plotdf[\"weighted_mean_slope\"] * 1000,\n", " yerr=plotdf[\"std_slope\"] * 1000,\n", " fmt=\"o\",\n", " color=\"k\",\n", " markersize=10,\n", " capsize=5\n", ")\n", "axes[2].axvline(line, color=\"red\", linestyle=\"dashed\")\n", "axes[2].set_ylabel(r\"${{\\alpha}}_{{CO,frr}}$±${{\\sigma}}_{{CO,frr}}$\"+\"\\n(‰)\", size=labsize)\n", "axes[2].set_ylim(0, 10)\n", "axes[2].tick_params(labelsize=labsize)\n", "axes[2].spines[\"top\"].set_visible(False)\n", "axes[2].spines[\"right\"].set_visible(False)\n", "axes[2].set_xlabel(\"Window size (min)\", size=labsize)\n", "\n", "# -----------------\n", "plt.subplots_adjust(hspace=0.15)\n", "\n", "if savefig:\n", " fig_name = f\"{fig_id}.png\"\n", " fig.savefig(os.path.join(inst_figures_path, fig_name),\n", " dpi=500, bbox_inches=\"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n" ] }, { "cell_type": "markdown", "id": "237fadab", "metadata": {}, "source": [ "## Rolling Ratio Final selection\n", "After exploring sensitivity to various parameters, we select a final set of parameters for the rolling regression. " ] }, { "cell_type": "code", "execution_count": 23, "id": "09deac77", "metadata": {}, "outputs": [], "source": [ "# Define filters and grouping details for final filtering of rolling regression results\n", "oof_resample = '5min'\n", "rolling_window = '90min'\n", "all_rolling_regr_df = pd.read_parquet(os.path.join(inst_data_path,'rolling',f'all_rolling_regr_{oof_resample}res_{rolling_window}win.parquet'))\n", "\n", "rolling_regr_filters = {\n", " 'ch4_co2':{\n", " 'window_nobs': ('>',10),\n", " 'ch4_co2_york_r_squared': ('>',0.8),\n", " 'xco2(ppm)_wmean_ex5q_divak_range': ('>',0.5),\n", " 'xco2(ppm)_wmean_ex5q_divak_time_diff': ('>',0)\n", " },\n", " 'co_co2':{\n", " 'window_nobs': ('>',10),\n", " 'co_co2_york_r_squared': ('>',0.8),\n", " 'xco2(ppm)_wmean_ex5q_divak_range': ('>',0.5),\n", " 'xco2(ppm)_wmean_ex5q_divak_time_diff': ('>',0)\n", " }\n", "}\n", "grouping_details = {\n", " 'tdelta':pd.to_timedelta('5min')*2,\n", " 'nratio_good_thresh': 4,\n", "}\n", "\n", "all_rolling_regr_df_filtered = add_filter_and_group_cols(all_rolling_regr_df,rolling_regr_filters,grouping_details)" ] }, { "cell_type": "code", "execution_count": 24, "id": "13550f67", "metadata": {}, "outputs": [], "source": [ "#Add met data to the final filtered rolling regression dataframe\n", "met_resampled = met_df[['u','v']].resample('5min',label='right',closed='right').mean()\n", "met_resampled['ws'],met_resampled['wd'] = np.vectorize(met_utils.uv_to_wswd)(met_resampled['u'],met_resampled['v'])\n", "all_rolling_regr_df_filtered = all_rolling_regr_df_filtered.merge(met_resampled[['u','v','wd','ws']],left_index=True,right_index=True,how='left')" ] }, { "cell_type": "code", "execution_count": 25, "id": "d4080a8f", "metadata": {}, "outputs": [], "source": [ "# This cell is for saving the dataframes to csv files for R use in OpenAir\n", "csv_for_r_path = os.path.join(inst_data_path,'all_rolling_regr_df_filtered.csv')\n", "all_rolling_regr_df_filtered.reset_index().to_csv(csv_for_r_path,index=False)" ] }, { "cell_type": "markdown", "id": "20f57d5d", "metadata": {}, "source": [ "# Create Figures" ] }, { "cell_type": "markdown", "id": "3fcf2b72", "metadata": {}, "source": [ "## Full Timeseries and Filter (Figure 2)" ] }, { "cell_type": "code", "execution_count": 26, "id": "af90f8b1", "metadata": {}, "outputs": [ { "data": { "image/png": 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5sn9X0WfcOEv96zMy/P5drjl0yNLcVvv7I+/Xv+7weG5OjlaOHauav/xF8cePt67yfPy4qpcs0Yorr7Q9LimCyT6zZs3SyJMv4qZpatOmTXrkkUdsm9/tduu2225TTU2NpBOJPrNnz9YIXjwBAADConn317w8GScXYhmmqbi8vIBLYHZXteXlli7qcGMeAAAAQFeVmJjYvMFXZwzDUGJiYogjQqxZP3++Vp57buud9849l+oLp8h78slO+xiS4ouLA7rO05U2iGl+LOPHn3gs48dbfix2Jgqtnz9fzs8/tzyu4eDB5s+tXItqjyFp58qVQc4Cq+qPHQtonKkTu5+ic5UlJYprbPRrY6a4xkaSSgEAQJf0wQcf+N2Xysv+cbtcrdZWBMrRohp2cnJysGFFpYqiItsqmh597bU2262sdzEc1pZht9ffU1traR6r/SNlmB9VXFrqc/vtIYokOPVut6X+hiQ1NIQklq5g5gcfKO6KK2Q6HM3JM6Yk0zAUd8UV+p8tWyIZXrusJqJFY+JaoAZYrBY34Lbb/O7bo1cvS3O31z/Qa5qGpPgOrs02/Z8Qf+xYm/M3bY7l3LNHq264IYAIOhaxZJ+EhAT97W9/U0pKigzDkGmamj9/vh544AE1NjYGNfeRI0d01VVX6b333muee9y4cXrqqadsih4AAAAdabX76ykXowzTtFwCs7tzOJ2WdoZwOJ2hDAcAAAAAIsbpdCorK0uOTm6iOxwOjRw5Uk7eH6GFVTfcoOplyxRfW9t6573aWlUvWaJVM2dGMryo4Xa55Ny3z68bo003Mq1c5wnHBjHhqrLT/FhaVGQ2JMXl5vr1WEKR9FS+fHlA4+paVPKprajw+1pUe0xJRcuWBTkLrErooov5osmeDz6wtDHTHgsLYQEAAGKBx+NRYWGh3/2pvOyf2vLyoBN9JKmxxbWw3r17Bz1fNDqye3fQ71mbJBw96nPtwOp6lz4WF8C3199p8f2c1f6Rcvrw4ZbWu5x7882hDCdgbosVkE1J6UOHhiSWriJ70SJ9bdcuXbhmjYb++te6cM0afe3zz5W9aFGkQ2vX4bw8S9cEDuflhTKcsEobNMjS7/JoC9faz7jgAkuxtNc/OSMj4P8fDEnlbVRMa/V/gh9zOD75xPb1kBFL9pGk8ePH6/XXX2/+o8I0Tf3mN7/RuHHjlJOTI9PiHy81NTX63e9+pxEjRuiDDz6QaZoyTVMTJ07UmjVr1LNnzxA8CgAAAJzKr/LShqGC558PT0Ax7nhFhaU3i8crKkIZDgAAAABE1JQpU+RtsUtpW7xeryZPnhymiBAL1s+fL8cnn7R5U66pzbF9OxV+JFUUF1vfAdHP6zyh3iAmnBWDOrrR608SVCiSnipLSlols1nS4nX14H/+Y0tlH+e+fSFPuEJr/SZMCGgc1cL957b4PFntDwAAEO0CSdzpbNMWBLdAuaXGHj0kSf369euym+Ds/tvfbKvs09bibivrXV657jodnj/f0jkTUlLabHckJFjbBDYhwdJ5I8Xr8Vha7+KN0kpgx44csdTfkJScnh6aYLqYfsOH69zrrlO/4cMjHUqn6ixe57LaP5qF8nd50HnnWXr9G3TeeW0eS0pNVUNycsD/nza0UTE779FHLc+T/8ADAUbQtoj/FXXJJZdo69atuvTSSyWdSPjJzc3Vtddeq4EDB+ree+/Viy++qO3bt+vw4cM6fvy4TNOUy+XSgQMH9P777+uZZ57RTTfdpH79+un+++9XZWWlTNNUXFyc5syZo/fee099+/aN7AMFAADoJvwtL22Yphy5udzw98Oxo0dD2j9cu90CAAAAgB0yMzOVnZ0tyXexSNPX2dnZyszMDHtsCFyo35tW+FlhpGLJkpCcP5YEcjPU3+s8odwgJhwVg1ry90Zvbhv9QpX0VFFUFPiCpxZxeBsaAp2lFUMnkscQPn0s7JjckqkTiwvRuV5DhoS0PwAAQLRLTEy0PKazTVtwYoFyo9MZdMJP/Mn35dOnTw8+qChlWlwP0ZnaFkkcn/zznyeq9/qz3mXnTsV9+ql9cZSVWVpIX1tWZtu5Q8lKIls0vzd17d1rqb8pydFFE+66s+TTTrP283zaaaEMJ6xi4XfZ7XIFvhGSfK+Lu10uOS28Nksnq77X1dl6nyPetpksiouLa7PdMIzmijyHDh3Ss88+6/ecTZWAjJM3Cbxer55++mk9/fTTAcVoGIYabLqYDQAA0F1YKS9tmKZqy8uVlJoa4qhim+vw4ZD0z83JUcHChScuVunEm5bG0aM18q67NOrkwjkAAAAAiEaTJk1S3759tWnTJuXn58s0TRmGoaysLE2ePJlEnxgSjvemlSUlipNv9ZVTGZLiTvbvPWCALeeORRmZmTLV+fN1qs6u8wSyQYy/14xaJs+ojeQZ6WTyzNixtvxc+Xuj15DkLCvzeSwFCxcqzjB8Ym09+ETSk6V4DSOg750kOVvsNusIYPFeezxt7IiJ0Km1UCH8VFZ+57ozz/HjIe0PAAAQ7ZxOp84++2x9/vnnfo+hsk/n3C6X4ixUTWhPotutaV18E5yEQYMkGxN+mjap2LBgwX+vLfgh0O9Var9+bbYn9+nj93t6U1LhqlUadtFFAUYRPkmpqWocPbr52l97TEneMWOi9n1pz379ZOXdnSGp5NNPu/U1xq6o9uhRa0l5NicnRlIof5dry8utPa/tXIO2Mk9bnD17tvq6NC8voPkMSQVr12rc9dcHEc1/ReyvqKaEnpYfTe2GYTR/tNWvvY+mMe3NH8gHAAAArEnOyJDZ2Q6tJ5mGEbW7ckSThJOltu3s37zbbYs3YYakuNzckOx2CwAAAAB2y8zM1I033qi5c+fq/vvv19y5c3XjjTd26cUMXU243pvuXLHC0s3CnStW2HLe7qazHRsD2SDGXwULF/rXL4CKQW0pzc+39DNVmp/f/HUoq2J/sW5dwDe0+02Z8t9z+3ltzx/HLHwfEbxAv3OGTlSGQueq9+wJaX8AAIBYMGnSJEv9qezTucMBLihuyZQ0ceZMy9+fWJM4bJit8zXU1rbeRMRPga4urm9nQwBnQoKlaw3HX3klwAjCL+uuu/zrd+edIY4kcPFJSZbHlG7bFoJIEEnHq6tD2j/ahep3ec9771mqGtRe1Swr1Yfamtd16FCrNncQ378D774b8NhTRTRlumVST8uLxi0TbU7t09FHMGPbiwUAAADWJKWmqnHUqE7/eDYleUePjtpdOaJJr0GDLL2p6TVoUId9Wl6oOvUv36a2qsWLlZeTYzlWAAAAAAg3p9OplJQUOdu5wYPoFM73poct3liz2r+rsZLIcqqqU26ItmTlZmtniUMtuV2uTneUlE78TDl27rSUPNOefZs2Bdw/lElPtbt3W4qrpcEXX9z8ucftDnieUx2vqLBtLnSuR3p6QIsaTEnpQ4faHE3XlHbmmSHtDwAAEAu++OILS/0Tbawe2lWV790b9ByGpKwLL7Q0xuPxqKamRh6PJ+jzh0vqGWfYOt/pI0cq78knLY8L9NpJRYsNQVpyOJ2W3s85vF5VlpQEGEV4jc7OVq9Zs2RKPpsHmyerFPeaNcu2Kt+hkH7WWZbHuEpLQxAJIqnR4jUzq/2jldvlUvnevTrzS18Kye/ynoULrSU7tnO9MZjrvoakvevWtWpLPv30gJOHGm28Jhpv20w2sCPJhkQdAACAyEvo31+Nubmd9nP27x+GaGKfp7bW0psaT21th33yn3rKrzcCeb/+dVRfTAEAAAAAxK68J5+UP+lZuU89FfR702MHDqi3xf7dWaA7ThqS9r7/vvoNH25vQJ2oLS+3dN2ktrw86M1nXPv2BdTf7XKprqZGpvxbFGS5KnZamqW4ms8jqd+oUc1f11dVBTRPW/MO7OI7SkebI7t2Bb0bODrWMz09pP0BAABiwccff2yp/759+3QmSdAdarBhQXhH1Q5OVVxcrI0bN6qgoECmacowDGVlZWnKlClRXzW7zznnyK5aGaakPsOHy7lvX9jeS1Xu399m+/GKCksxGJJ2rV2r82+7zZa4Qm3a3LnKGztWBc8/L0durgzTlGkY8o4eraw774z6tSmDJkxQrqwleZkk+3Q5AydN0n75eV1PsX9dLDcnRwULFzZXKTcNQ42jRin99ttVuWmTLb/LbpdLCQcPWhrT3rq4iqKioF7L60/5v9jKej0fPXsGEUlrEU32Mf3ctQoAAACxpW7TJr/+0KzbuDHksXQF6UOH+r8IRB3vwul2uRRfXOzXbrfxe/fK7XJRfQkAAABAVPN4PKqrq1NiYiLVfWKE2+XyaxGFIclZXBz0e1OHxQUzcTU1AZ+rK+idmen3dYhTJaSktHvMSsUg42T/zPPP77Rv0863/l438XfhU0c8R45Y63/0qF6ZMaNVBaLOYm66SW7pZz/AHSM9PXq0Ok9jXV1A87TUdBc43Mlf3V1pXl5A4wxJpbm56j1ggL0BdUF1FneJtdofAAAg2lUFsDnA//3f/+maa67RhRarznQnNTZUaDEkef2o0LN582atXr26VZtpmsrPz1d+fr6ys7M1KYoXqKecdpptczX07Gk5ySZY3nYSQDzHjlme69CWLZKNyT5ul0sVxcUyJWVkZtq+VmRUdrZGZWfL7XKptrxcyRkZMbMeJSk1VXWSkiyMcUZ54hys62VxU2ur/aPJhgULVLV0qeIMo7lKuWGaisvLU3VurtJnzdKFf/1r0L/LFX6sYfPRTv6JlfV1bYmPb73aMdD5TEnDvvKVAKPwFbFkH6/XG6lTAwAAIIQqS0oU70dmuyEpvrZWlSUl3ETuRNPz0+kikFP6t6Xcwpsk42T/AWPG+DkCAAAAAMInlncg7e6s3MAzTvY/I4j3pl6Hw1L/BBt2041lzoSEgG6ImpJO7yCxo/rQIUvztezf0SIQK4tyjJP9g70W5d6wwdLiDnP9esXpv9d1DP33Ok77g0xl3Xmnpbjq339fCZZGnNA4cGCrrxNTUmR9iVFrTY9x//btGjR+vN/jYnHBTzRJCGLX0COff64RV15pYzRdU0NDQ0j7AwAARLuSAJNS1qxZo7y8PF1++eVctzlFbk6ODv/lLwq2BoApdVodtri42CfR51Q5OTnq27dv1H6f7CoyYEo6++c/1zGLG3oErZ3qn/GBvJ+zacOa3JycE1W4W2zOY0pqyMzUqB/+0PaqO0mpqTH5nj/p8suldev87p/YwaY4iE3dZc1Vbk6OqpYuPfFYT3nNbUr8qVq8WHvGjg369eHY0aPWx5SXt9ke7OtKXFLrK76BzmdIGnjuuUHF0pK1uxsAAABAB3JzcvT2rbdaW7BTVBTCiLqG/du3S+p8p4Cm4039O+rjr3DuYAMAAAAA/tq8ebOWLVumwsLC5hv8pmmqsLBQy5Yt05YtWyIcITpidUlGsEs44pOTLfVPaGyUuxtXYmiqlGOVIaly3752j6dZ3MkyrX9/5ebk6JUZM/Tm+PH64PLL9eb48Xplxgzl5eQ096uxuCjHav9TuV0uJVocY8j3GkvLxTMtmYYhU1KvWbMs3Sx3u1wKtGZR8imLDnoOHhzgTK0Zkna/8YZfff35XqNzvYJYjHf0ww9tjKTrqrdYQctqfwAAgGiXkBDIFgMn7N27l+s2p9iwYIE+nzNHybW1Qc1jSvKOGdPpwuR1fiYq+NsvEpxBbHLQxJTU6HRq7MyZYa/GmdHORinJ6elBXwMLRNPP4KlVuA1J8cXF2jVnjjY8/ngEIos+/b/0Jb+/R6ak1ChNmEPgai1eV7TaP1oULFzoX7/nnw/6XDXtVDvryNGCgjbba8vLg1rnVn/K/8Vv3nFHwJtidZZ8awXJPgAAALBF8wUAC8k7pqTkPn1CFlNXUfzBB5YSqIo/+KDd4+mZmZYuPqRz8QEAAABAlGm5A6nX6211rOnrnJwcFRcXhz02+MfK4gVT0sH//Ceo86WcdZal/oZO3BjsrmotVMo5Vf5TT7WbnJHYu7el73v+yy/r8zlzFJeb26oiTlxubquFJkcLCy3FaLX/qfZv22b75ihNz4tpGPKOHq3hf/iDps2da2mOgrVrA775PP6221q1eY4FW9fnv+r9mKvpumJn32t0znP8eMBjj5WV2RhJ12UkWanrZb0/AABAtDvjjDOCnoPrNie0rJxgx/vMzqrDejwe7d2716+59u7dK4/HY0NU9suwsOahIyN//WtJkuEMdOuMwCSkpbXZbqVycZNjhw8HFUtnP4NN7VWLF7MZhyR3WZmltTtu3md3OVaTA8OdTGgHt8vV6hpdewxJjp07g940K5BqbXHtJB4nZ2QE9f+Dp8XfJsXFxTI//jjguezcTIxkHwAAAAQt0ItQhiRnEDv/dBeJFrP9O+qflJoqz+DBnb65MSV5MjNjsnQyAAAAgK5t48aNcjg6vr3hcDi0adOmMEUEq6wsXjAkHfj5z4Na7F9XXW2pv6kTCS/dVTALjBL27283OaPW6oKIFSvarYjTcqFJxeefW4qx7L33LPU/VXVJSVDjT9X0+Ca++qqu+s9/dN2rr1qq6NOkeM0ay2Oarg8NGj++VXulxee0I519zzu6rsiiIutqDh0KfPApCbRom9UFFizIAAAAXU2yxeq57YnmyjHhkvfoo7bNFX/11Z2+l6ypqbE0p9X+4ZKUmqq63r0DGmue/GhZTbc2gKoSoRDIAvWeAwYEdc78p57yu68dFTxiXVyitVrPVvsj+qX07RvS/tHASnUcOzbNMuLiLPU3JQ2eMqXNY8Em2LgrKyVJmzdv1otPPx3wdXJD0gfz5wcVS0tcWwIAAEDQAr0IZXfZyq7Ka3HHnM76n3bllX7Nc9qXv2zpvAAAAAAQah6PRwUFBT4VfU7l9XqVn58ftTuQdneHCwos9Q92sX+9xV00DUlfrF0b0Lm6AitVgU/VUXJGcp8+lir7+CP3qaeU0LOnhQiluiAr+/QdNcqWHYRbMiQ1HDsW1KYr9QHeWG8cO9anzW3jQicjPr7D43lPPunXPLkWFiB1Z4m9egU81mBTJr+kDx1qrXL60KEhjAYAurbKkhLt+fBDVdqcbA0gOHZda4nmyjHh4Ha55LSwKUZnRtx0k00zxYa0q6+2PMaU5B0zplU13dycHO195BF7g+tEQ11dm+2BVCxypqcHHIfb5VJ8cbFfP4N2VfCIdckWEzes9kf06zVokKVrAr0GDQplOCHhcDotPUZHkNXRDm7ZYqm/0cE5S/2oSNShxkYVFxdr9erV6lFVFdRcjW+8oVUzZwYTTTOSfQAAABCUQC9CNV1IoXJM5+os7ibcWf+jfi5YOvrWW5bOCwAAAAChVldXJ9P071aTaZqqa+fmOSKr9D//CWhcoDuIOgK49lB7+HBA5wqW2+VS+d69EV084W9V4M7kP/BAq4Sfxvp6S7tCdtbXkOQsLtagqVMtxZpQVhbU8+v1eGxbjNXS0b17gxof10nFs7Y09Oih6195xfdAjx5BxdLS6eee2+4xt8sl5759fn+vX/vOd2yLq6uK6yS5qiOek7uXomOHP/vM0mvZ4c8+C2U4ANAlrZ8/XyvPPVfvXnKJPrv1Vr17ySVaee65Wv/YY5EODYBk67WWaK0cEw6leXm2vrdM8ON9XEpKiqU5rfYPp4xRo6z1nzNHV23f3qqa7oYFC/T5nDkKbpm6dfHtVLFISk2V22LForQhQwKOo9zPRJ8mdlTwiHVWq7QcP3qUpOUuxsp1QUPWN3eOBtUHDlh6jNUHDgR1vvo9eyyPaS8+V5AbGPU86yxt3LhRkuT18z5UewxJju3bbXkPQ7IPAAAAghLMRajekyfbGktXVfb++5b6V3zxRbvHrC6i6O47swAAAACILomJiTIM/96FGoahxMTEEEeEQHhqay2PCWYH0Z4B7KCYMXq05THByM3J0SszZujN8eP1weWX683x4/XKjBkBVzMKlr9VgdtjSIqrq9OuOXO04fHHm9vsZkgq3707rItTDuflBTy2I41BLpiLs1jRxZR0wV/+0uaxHhYXF3Wk74gR7R6rsLCwyJBkbtigFVOn2hJXV5WUlhbwWEcAr83dUXVRUUj7A0B3t+qGG1S9bJnia2ub/04wJMXX1qp6yRLbdscGEDhHABsNtKehocG2uWJNeZAbPpwq3mLV21hXZ/F9vSm12og2NydHVUuX+rXZiJ1MSZkXX9zu8TNuvtnSfH3POSfgWCr377fU35SUnJER8Pm6An+S6lo68uSTJC13MckZGZaq3sTi70z1oUMh7X8qh8VrWaZOVKZvS22QsSQNGqT8/HxJkvPYsaDmalLRzvVXK0j2AQAAQFDc1dUBj63ctMnGSLqmDQsWKG7bNktjjm3f3u4xq4soKoqLLZ0bAAAAAELJ6XQqKyur04UlDodDI0eOlNMZ7r054Q9vgDv3BpqkkXnNNZbH9OzTx/KYQDXtJBuXm9tqQWNcbm6rZJlwqvjoo6DnaFowU7V4sfJyctQjPT3oakFtOfLEE5b6B3uj3WVxMYy/aoKct/fIkZaeX0NS5b59bR7zHj8eVCxNOrr5LkkHduywNJ8hyXnokHLuuCO4wLqwhOTkgMc6Bw+2MZKuq9+kSSHtDwDd2fr58+X45JM2F143tdm1OzaAwHm93kiH0CU0uN22zWVKqvNj3YbVqkzRXDE73uJ7n1P75/30p3aGY0m/4cPbPXbWV75iaa7k008POA53ANfYuv1msX5uQtVqiEhaRmyps5jkYrW/D4vjPQkJrZI3W0o788ygQjFaVMyOt+H/6aYNsYKt8EWyDwAAAILSd/TogBZqGJIcublcDOhAy91kLOlg1x6r36tQLMIBAAAAgGBMmTKl04UlXq9Xk6kmG7Xqy8oCGmdKcgSQwJV15ZWW39/u/v73teLLXw55ZZ2OdpI9NVkmXNwul+KCqOTcltwf/1hHdu0K62657anr27fdG8L+MBsbbYzmvw5v3BjUdbLKTz+1/Py2VyktwaZdR+v79+/wuS61uMFNk4Z33gk0pC7PGUSyz4hvftPGSLqutP79Le3im9a/fyjDAYAuxd9drytefDHEkQDoiJ1VlONbLKrtbuzcSMKQtHf9+k77Wf3eRXPFbK/FRKSW/d0ul5xVVRG5RnG8k5/5jMxMS+83MjrYYKMzfUeNsrxpyIEA38d3FYG+5yZpuevoDhssH925M6T9T9VYX29tQFxcu4f6dpBM6Y+egwY1f96YkBDUXE0MSaVBVoq3LdmnK5RU7AqPAQAAINyCWRxhmGZAO/J2F3mPPhrQuPSJE9s9Fs6LQwAAAAAQCpmZmRozZkyHfc455xxl8n4maiWkpwc0zpBUHcBimKTUVDUkJlpewOD84gvtmjNHK6680vI5/ZX34x/71S/Xz352qC0vl2Hat/2HIclZW6vDHVQiDiezg01S/HH6OefYFElryZ99pjcnTNArM2YElNx17NAhS/1NSQPPO6/NYw0BVt861aBOkkcSe/WyPKchyfB6dXjXrgCj6trSLVz7a8nUicRIdO6T3/7W0sKekq1bQxkOgBjjdrlUvncvG+G1obKkRHEeT6evsYakOI8n6N2xAQTOzirKKSkpts0Va8q3bLF1Po+NlYKa/OEPf9DmzZttn9cO5V98EXD/fdu2RWwzkvq0tA6PJ6WmqsGP93WmpIYhQ4Jar+M6dMjy81Bz8GDA5+sK7KhaXf7SS7bEgsjoDhss11l8r2K1/6lSLF5rdR4/3u77qUCvi0knK5S3uO/UaOPfOw0eT1DjbUv2GTlypP7xj3/YNV1YHThwQN/5znf0xBNPRDoUAACAmFNbXh7whRBTUrJNO4V2NW6XS86ysoCe25QOSjUnpaaq0Y8FTqakxsTEoC4OAQAAAEAoFBcXa2cnu8V99tlnKo7BXfO6jSB2xTu6d29A40Y++aTlMU27bjr37NGKSZMCOm9H3C6XnLW1fi1odNbWhm1RaHJGhu03og1JlTbuWhyUIK919B0xwqZAfBmmqbi8PO2aM0cbHn/c2mCHtdu+pqTeAwa0eez0ceOsnbud+cfffHOHfc7oYMOajhiSSoPcNbQzh3ft0qerVsVcUlFSaqo8gwdb+h02JTUkJXEd0E/eHTss9U8/++wQRQIgluTm5OiVGTP05oQJ+uDyy4NK8O2q9m/daimZcj/JlEDE1NbWRjqELsFTWWnrfIl+/D1fafGcNTU1Wr16tVasWBFgVKFjWtxUtmX/3WvW2B2O3+L8qAwz8oc/9GuuUfffH1Qsxe+/b3lMY4iqHccKrx+JyR0xJMXX1pK0HMO6xQbLVVWh7X+KxuPHLfU3JNs3FjcleePj1euMM/57nnYqogci2IQo25J9vvjiC91888268MIL9dZbb9k1bUgdOXJEP/7xjzVixAj9+c9/7vb/EQEAAATC4XTG5E4E/orULmuleXkBXyRIPO20do+5XS7F1dX5tzNaXR27ywEAAACIOhs3buz0RothGNq0aVOYIoJlIdhttjOjs7PVa9YsmbK+o6IhyVlRoZw77rA1pi8++MDSgsYvPvjA1vOHm7e0NNIhSJKccXFBjXckJIT0WphhmjIkVS1ebGkBcMqoUZbO4+kgaWno5MlBPUZTkiczs9PkkcoAE2lMSQkhSkzJmT1b/xo+XB9dc42K7r9fH11zjf41fLjtv/+hNOqBB6yP+dWvQhBJ11NZUqJ4C7uxmpLOnDo1dAEBMag7VrbZsGCBPp8zR3F5ec3VE4NK8O2i3BYXCVrtD8A+FRUVts11yGKF0q4kqYMNPAOR3L9/p32qq6sDmvuzzz6Lvgo/Vqv2tuhfHeLNIzrSo1+/Tvt0dA2rqa3XrFkalZ0dVCzxiYmWx/SxeO2hq7FjgxxDUkVRkQ3RIBK6wwbLdRYTQ632b2nDggWqs1hoxpRU287fIuXFxQGvtev9zW8qPj7+vw025pQcD/K6uG3JPk02b96sa665RpMmTdLKlSvtnt4WxcXFuvfeezVkyBA9+eSTOm4xKwwAAAD/FczOFaHItrdLpHdZqz58OOCxvQcPbveYlUpM0fz9AQAAANA9eTwe5efnyzQ7vp1mmqby8vLksbAgF+FTH8TCvJS+fQMeO23uXA3/wx/k6ds3oBvzDe+8E/C523I0P99S/4IlS2w9f3uCqeLckWB3MLRLXZC7UNcGWIk5EAXPP+933z5jxliae/CNN7Z7LNidaiVptB87ER/+/e8DmtuQVPbZZwGN7ciKqVPVuG6dDK+3+fEbkgyvV41vv60VMZK00XJhWEfsXCTWXVQUFVn63fBQMQlo1nzPZfz4E/dcxo/vFpVtcnNyVLV06Yn/T055DxNogm9X1dl7vGD7B6M7Jql1Rfu3b9dHixdr//btkQ4l5tlZ2aewsNC2uWKNYbE6a2d6+1E94siRIwHP//bbbwc8NhQGWHx/1rJ/XQTXQMS3qBrRkaZrWN4xY5rf25mSvGPGaPgf/qBpc+cGHUvWjBmWq8IOPu+8oM8by5JSU9U4enTQG6TUsA4nZnWHDZY72mDajv5NWr5XssLQiQ202ztmRdO1Me/48br0oYdaJfskHDtmcbb2HQ1yEy/bk30Mw5Bpmtq2bZu+/vWv66yzztITTzyh0gjv1mWaplavXq3rrrtOZ599tp599lkdP35cpmnaWmoJAAAg1KLtQmQwO1eYJ8dHm2jYZW3PK68EPDahR492j9VWVFgqKdvebggAAAASix0AhF9dXV1I+yNMCgoCvpYQ7D2dUdnZmrlxo67avl2DfvlL/8+rEwv+DwdYiaQtyRYTl+K2bdOqmTNtO397kjMyZIbg3llDgDsI2y7ITQCT+/QJS5VrQ5Jj506//85qtLjgrqP+wV7v8yd5xO1yKZgaSxU2XxvNmT1bzkOHTvyun3Ksqc156FDMVPiZNneuzjpZraflwrBQLRLrLtKHDrV0bXUozy0gqcU9l9zcVsmUcbm5Xb6yTcHChf71s5Dg21XFJyWFtH8gumuSWlfzynXX6dWzztK2mTNV+vjj2jZzpl496yy9cv31kQ4tZh2zcfFrd072iRs0yNb5evqx2PrgwYMBz19XV2drolewBowbF3B/IwIVp5v0svB9H5WdretefVVXbd+uqevW6art23Xdq6/atlnDoPHjJflXAduU5Ondm80MJGXddVdQ4w1JRa+/bk8wCLvusMHy6RMnhrR/k7wf/zigcZKUlJ7eZnt6Zqal6zYNyclKu/12XbdihSQpsUXFM4eNmwvU7N0b1Pj4zrv4Z8GCBXrsscd07Nix5hstpmlqz549euihh/Szn/1MX/nKV/T1r39dM2bMUFpaml2n7tBHH32kFStWaPny5dq/f39zXJJaxTl16lTddNNNYYmpqzl69Ki2bNmi0tJSlZWVye12KzU1VZmZmRo7dqyGDRsW1niqqqq0bds2FRYWqrKyUo2NjUpLS9OwYcM0fvx4DRw4MKzxAABgl1euu05xn34q6cQbgsOStklqHDtW1weRGBKsQBd2Nv3RHG0XA1rtHNDGLmvSyV3Wxo4N6Y6Xng0b5AxwrLODktW716619MZz99q1zRd5AAAAmuTm5Khg4cLm5GjTMNQ4apRG3nUXu4IDCCmHxV1PrfZH6LldLjnd7oCrhlQGeWOsSVJqqk4bOlT7LYwxJJXu3Kl+w4fbEoPDae2dvyHJsX271j/2mC596KGAz7tn40bt++ADDZ46VcOmTPE5npSaqobBgxVfXGxvBRuPR6as77BoO4vP+6nqKirC9hiaFgX4c/3stJEjdUT+Pb/myf7tadqptuWibH8Z06b5lTyy45//DOp5dH3xRRCjfTWsW+dXPA1Rtpt1R7Kuvlq7V6/WFR98oPrq6uZNl2rLy5WckRF112VjQe8BA9SYmNjpLr6mJK/DoYm33BKu0GKW2+XiZ7KL62i35qa2cNxziQS3y+XX/6UtE3y78++B1b/NTxs6NFShSDqRpFa1dKnipDaT1Ep37CBhNgasHDdO8TU1klp/H01JcTt2aOW4cbrhk08iFV7M2rZtm21zlZaWyuPxyBnk+7RYNPCCC7R/5Upb5jJ1YoFzZ4LdFKesrExDhgwJag67NC3o9vc9cMvnx0hICFVYnRpwwQWWxySlpobsbwTP0KFyFhX51Xf0vHkhiSHWjM7OVtmOHapavFgyDJ/qjf6oO3w4BJF1L5F6L9m0SZI/33fTMKJyA+zOeCwm9VrtL528R1BbG/i1wXY2qkpKTZUnLU3O6upOr9t4UlI085S/A71eb/PnnrhgtilqrTE+uHQd25J95s6dq1tvvVX33XefVq5cKcMwWiXTeDwevfbaa3rttdfkdDo1bdo0XXbZZbr00kt1/vnnK86mJ2X//v1av3691q9frzfffFMHDhxojqFJy7j69eunJ554Qrfddpst5+/Inj17tGXLFm3durX5o6KNndLfeecdXXrppSGPJxjV1dV65pln9Morr2jbtm2tfsBPNWzYMN1yyy26++67dYafZQitMk1TK1eu1LPPPqt3331XDQ0N7fY999xzNWvWLN1+++3q2cFCWAAAokk0X4gszcsL6I9vQ1J8bW3U3bwoWLhQcYbhk+jTimGo4PnnQ3bjqbKkJOA/1Du7kFft54WaQPsDAICur3mxQ4uL2S2rILLYAUAodXQt2o7+CL1927YFtcDfY+Musvu3bLHU35R0rKzMtvM3BrjIpvKFF6QAkn1WXHFF8wIOQ1Llc8/pU0meYcM0c+3aVn1NG3cubJK8f3/kE32koCv7uEpLbQqkc6b8TwpL6NHD0gYvHVWGlk7sVPv5nDl+zniCKenc2bP96ns4yKQZr407MR/etavNij6najp+eNcu25L+wiExJUUpLXY8jaZrsbHIm5amuE7+LzAkObxerTz3XGXcfHNQCZpdVfMGEicTIUxJjaNHs4FEF5T36KN+bWyWN3dul/veB7Lrd3d+jU4bONDSou20EG70252T1LqSV667TvE1NR1+H+NravTK9ddHdGPNWLN582bt27fP1jlramqU3s4O/V3ZsKlTtU/Bb4hhSvL4uclqfX19UOeqqqoKarydklJT5Rk8WM59+zpf0P3/s3fm8VFVd///3JlMMlkmGySBQEIQYhZkExQQEQS0tFMqikuttS2CwvM8LV3UWlC7idBFuuDv6YOIRVtrpYogbShSQEAWWWQJkoWwJhBIAtkmmUwyy/39kZlxZjLL+d5lZhLO+/XyJblz7rlnZu7ce+73fL+fT26u1+eTXFwMRKDYQgQw+NZbw37cYGgSEkLef0UA1sxMfs/zYOqSJSgfNQqVr70GTVkZueAnHA6FfZVIP0vqDQbYi4rcYoiBEAUBjuLiXjm/7yRe66ntAeDc/v2y7n+WII5JGkbRco2fIiVP8Tid3U4fWABiEhJk7a+opN3gwYPx/vvvY9euXZg0aZKXg44gCBBFEaIooqurC9u3b8fzzz+PyZMnw2AwYPz48XjiiSewcuVK/OMf/8C+fftw/vx5NDQ0oK2tDTabDRaLBU1NTaitrcWJEyewZcsWvP7663j22Wcxa9YsZGdnY8iQIfj2t7+NdevW4dKlS+5jusbgGkdSUhJ++tOf4vTp06oU+pw/fx7vvfcefvKTn+Cee+5Beno6brrpJjz88MP49a9/je3bt/st9Il2HA4HXnnlFQwdOhTPP/88jhw5EnKx9Pz583jppZeQn5+PX/3qV4ovrpaVlWHSpEl48MEHsXPnzqCFPgBw8uRJfP/730dhYSH++c9/KjoWDofD4XDUwDMQ6TvRdW1zBSIjQZyMB5Nosyy1mEwhH8iA7mRWTVmZZFejUEgtoBIBWAcNCvqw6Lh+ndSnECLxg8PhKEdzbS3O79+P5traSA+Fw+FwAuKZ7OA7ZxJEEQKcyQ4lJREZH4fD6fvExcW5Bb1CIQgC4uLiVB4Rh0qTTDcOjYLqq/U7d5LaCwAaFFQw7pSwTiQA0Njt5OeGjUVFXoU+nv/XnT+PjUVF7rYWkylksowUoqLQB0ACg9pxMASZSoykYwE4/OqrTG3T8vLAmloiOtsHo9hoRMqCBRCd7Vn6BODXLcovMpW7NTIXyT2p/PBDUjJ25YcfKnZsTu/CYjJBd+0a0/niErtqfeMNbJo7V+2hkbCYTGi8eFG1+HYodr/8Ms4sXuzleOLplrF7xYqIjIujPJ1tbdA1NDAVU8a0t6N0w4ZwDCtsaHQ60r2Z6vrY1+gguCcKzvZqUfHKK0ztyleuVG0MHPloT55ka1daqvJIej9WqxVtbW2wWq34+OOPIz2cPkNqdjaUSCMWAGhlFvGwEk3FPgBQ9OyzTO2Kn3nG6+/sGTPUGE5QRADWlJSoSvx35ceESiIXAOgaGiL2/BCtFBmNmLN5M+49dgwmYhGyRUExoRuJaHmWLFi0KLiANACIIgoWLgzLeJQmMStL1fYAcOYvfyHv40IEMGj8eL+vNdfWQutcrw6GAEArij1i7J71De39+kkeYw9kFg6pEo2+6667sHfvXpSUlOBnP/uZ27rRcwHOUxHMYrHg6NGjOHbsmKzj+qqM+S74uYp8Fi1ahJ/85CdIV9Eea+zYsVE3uZFLW1sbHnvsMWzevFnS/u3t7ViyZAl2796NDRs2IEGBIPzWrVvx8MMPwyRhInHp0iXcd999eOmll/D888/LHguHw+FwOGpQVlIS9YHIrKIiZqUtX6LNstTc2MisuCGIomoqa5Vvvy153+Lnngv6uuXzz0GZhQkhCqk5HI48mmtrcWDFCnR8/DFiOjrc6jO2hASu/MrhcKKSaHBB5HA4NzY6nQ4FBQWorKwM6jwiCAIKCwuhu8ET5qKRpOxsyNFOVXIxXCulGMxq7bHJYjLB3NiIhPR0UpygWaKbrgDgwv79GPPgg0ztN8yYAV1XV1BFa21XFzbMnIm527eTVOh7IxlTp8raXwxjrEQE0LZhA+BMVgh2rqVmZ8OWkIAYszmkIq8tIQGp2dkhj+9Sqi1/9lnEdHaGPC+sQ4eG7NNNcjJ7Wz/EKRhTbCH+FqntOX0HSvwY+OIaqzl+HLuWL494nCfSCsiuMXC3jBuH3b/8Jal4o2rFCoyKsuI4OVwpLSW9/yulpUz3574K1VdSeR/KbiwmE2Kqq9mK1JyFk9GUuM3p5sD//i8ANudGEcCl48cxeMwYlUelDlarFZ2dnYiLi1M8BlJdXY0DBw6goqJC0X59uZGFWmLuvhtQoIBKY7OhubY25H1Erkh7a2urrP2VpthoRENpKVrWrgXg/Zt33SdSFizoMa+M1HW7+KWXInLcQERLfkxvR28wkN2HbVH2W+oNRNOzpNe1RxC8fkeicw3V37Wnt9Dlx/FGyfYA0FZZCTlXk7jERL/bz+zYQXoGO/jqq/iSR5GYp7OPNSVFxgi9EWUW5Srq7OOL0WjEkSNHsHPnThidJ62v24/rP9drcv4L1uegQYPw61//GjU1NfjNb36jaqFPX8RsNmPq1KlBC31ycnIwceJE3HXXXSgoKPA66T3ZunUrjEajbFvIXbt24f777w9Y6DNgwABMmTIFd999N4YNG+a3jSiKeOGFF/Cb3/xG1lg4HA6Hw1EDlyIBwBaIBLoDkeFGbzDA6rT2pSACsPnYJUeahPT07gcvBtQqVNr0wAMQ9+wh7ycCcIweHfRh0WIyId5sJvXraG4mj4XD4YRm17Jl+GDkSOyZMgW2LVvchT5AdCu/cjicG5tocUHkcDicSZMmBS30AbpjvxMnTgzTiDgUKEnS/tAp6Oahzckh72P1EHorKynBxtmzsW3MGOybPh3bxozBxtmzmR3uqO67nrRdvszcVsdYmKA7fx4AYO3qUi15MhrIlpnER3X2kfNZCgC0djs+e/ttpnMt/ZFHmPpNf/RR5jEUGY14oKwM9thYvy4/rm322FjM3b6dud+QCqghyJw8Wdb+nsT3769qe07fISE9XfJvuvHvf1d0LFSiRQG57Je/ZGu3bJnKI+GEA9tHH5Ha65qa+lQsoY64Zkdt39dIz80lOSGly3RrDEQjQ6GPC8HZnhNdlDz2GBp+9zvS93j5yBE1h6QK1dXVWL9+PVasWIGVK1dixYoVWL9+PaoVOicPHz6MdevWqV7oA8gvQOnN3PP73yvy/C0AaGJ49k8MkBztD43FAn1TEzQeRQxy8z3VYOqSJchftQqOESPcn6UIwDFiBPJXrcLUJUt67JOUmRnWMQKAuV+/qEv8j4b8mD6DVqtue07UOS+6rz3Fxe7fkSgIcBQXB7z29BZMp0+r2h4AHHo9eR8Xwe55lJg5ALRt2+b1d2dn5xfHUXB+IsTGyto/LD7z06ZNw7Rp03Du3Dm8+eab+Nvf/obzzgUDAF7FOUrgWuSLi4uD0WjEt771LRiNRmj5BVIyCxYscDs0eaLT6fC9730PCxcuxM033+z1WkNDA95991388pe/xLVr17xe27VrF773ve/htddekzSeK1eu4JFHHoHFT0Xsvffei5deegm333671/YLFy5g5cqV+NOf/tTjIWHJkiW49dZbMXPmTEnj4XA4HA5HKVzqnJcOHw6oSBAIAcCp99+PiOqQxo+qLQuhkrPCjd5ggL2oKGQSq+sBTU6hUl1VFepPnULmiBHIys8H0J38rzlxQpJ6bmdaGh764IOgbSgLFC46ZCQecTgc/2x64AFoTpxADOCVXOFJtCm/cjgcDsBV3jgcTvSQm5sLo9GIkpISaDQar3iv62+j0YhclZK/OPJorKyUtX+sgop6NgnPybpBgwB0J023/PnP0AJ+k6brnnoKKCwM2pfI4JQScF+7nand+QMH3GMLhkvR+vyBA7CGcIbpzYjodqmW1UeYXZAFAJd/9rOA51p9aak7gWDaCy9g07Fj0DiThf2pGjvGjJH0jHl/eTk2zJwJ3fnzbpdvV5/WoUNphT4AEvr3B02S5gtEACO//nWJe/fEMGgQOojtORwKLmEXFrV1NYgWBWSLyYTYa9eY7km6+nrulnEDIgCoKy/HEJ9cj95IWUkJ6jdvRjxhn9ikJNXG0xvQGwyw5eaGdNURAdiGDFHt+mAjKpNT23PUR/j8c9LzjAggleJQGQUcPnwYW7ZsgUajca+3i6KI06dPo6KiAkajEePHj5fcf3V1NbZs2aLUcEMSSFD8RsAlrKqT+RwuAkjLywvZbsCAATh16lTQNv0rKjDg5EnonEKFIgBrfDyujhqF1LvukjFK9SgyGlFkNDI7L6cMHux+rg0XMVH4HBnO/Ji+jp1YFEBtf6MTrc6L1GtPr4FamCKhkCVl6FDgyhXyfkDwe178gAGgyEfompu9zhebR9xXwxh/ZyEuNVXW/mGdKd1000345S9/ibNnz2Lv3r34yU9+gtGjR/dw6KHgu29qaioeeeQRvPXWW7hy5Qref/99fO1rX4uKQp/c3Fzcf//9ePnll7F161Yc6SWqAG+99Rb+7kdpKDMzEwcPHsTKlSt7FPoAQEZGBr73ve+hoqICEyZM6PH6mjVr8J///EfSmL7//e+jvr6+x/YXX3wRH330UY9CHwDIy8vDq6++is2bN/ew/3Q4HHjyySfR0UEJ5XM4HA6HoxxuJdixY7Fv+nRceO45Sf10RaAwo7m2FlqrlRwIEQDoqqslq7Q119bi/P79aK6tlbR/IAoWLQqtLCqKKFi4UFL/JU8+iQ/z83Fw1ixcePppHJw1Cx/m56PkqafQ9M47kvoEgGE/+lHINlYJCw5ahe3eOZwbHc+iPtbrZtO6dWoOicPhcJihqFiLzvYcDhWLyYRG52IMhxOM8ePHY968eSgoKHCLiQmCgIKCAsybN09WUktvxWq1oq2tDVaJghzhwiZTBVYrQ/XPF1HCwnrGiBFeSdP+CvcFAC1vvRWyL6pDjCd2xs/xTEkJSdH6TEkJNDLGFc2IAKyZmbIX3akKwLrZs/064lAIeq6tXevl8DNnwwYkz58Pm4cTtwjAlpCA5PnzMWfDBsnjmLt9O7529ixGvv02Uv7rvzDy7bfxtbNnyYU+AFDwta9J/kxEQNGCCW08JRWb3p7Td5AipuSCVW1dDaLFTeezdetI96S68nI1h8NRkc62NgDSEmir9+5VdjAKwrou5XLSiqurI/WvS06WM7w+QeEzzzC1K3r6adXGoCO4Xkhpz1GPvb/9LQD6tUcAYOtF+WKehTi+Yteuv0tKSmQ5/OzYsUP6ACXQfoMXzRX96ley+7DrdEzPSLEhErLz9uxBzqFD7kIfwJnX0dGBnIMHce13v5M9VjXRGwxIZygIdUjIb/GF+jwbF6X3C7XzY24UYojXMWr7G51od15kvfb0FlJuuknV9gCQ4BTFpuKKcQa652mINSi+50uMR1y802BQxH0PAGIHD5a1f8Si9XfccQfuuOMOLF++HHV1dfj0009x5MgRfPbZZzhz5gxqamq87JD8kZmZiby8PIwcORK33XYbbrvtNowePToqqr1zc3MxfPhwjBs3DuPGjcP48ePR38fS/UKEgnkUbDYbfukn+KfX67F9+3aMHDkyZB/9+vXDf/7zH4wfPx6nfey6Fi9ejFOnTpG+s/379+O9997rsX3evHl+x+qL0WjEmjVr8O1vf9tr+4ULF/DHP/4RP/nJT5jHwuFwOByOEriVYAXBrZYhNbCgiUCAoK68XNYCJ1XxfdeyZWhcvx4xTnUb10Q+/dFHFXG+KDYa0VBaipa1awGP7wToViyBKCJlwQJJCocbJk+G7upVrwQNAQAcDth37PBSaKUgAsgsLg7ZrploVwoAiRIfsHocu7YWTRcuIC0vLyLqlRxOtND89tsk1Q0BgNbhiJjyK4fD4XA44aKspASVq1dDW1bmnufbi4tRuGiRqurinN5Nbm4ucnNzYbVa0dnZibi4OOhuQMGC6upqHDhwAJWVlRBF0V30NGnSpKh0N4pNS5O1f5yCiueajAxJ+5X/9rdQ4kzT5ebCun+/pH1ZHY6sRAVCq92ORJ/1rHCjprpu8QsvyO7DYbczj1EEUPjII7Dccw8qX3sNmlOnVHlvZa+84nW/nLZ0KbB0qWrxmKGTJmHopEmy+hg8ZgyOQtr3Ld52m6xj9+hP5facvoMc9wYRQILE+44coslN5/I775BcTi4fOdInHF5uRMxNTZL3bXC6EkYTlHWpYEXhIYmCXKdIsmvZMjS9/TZYpJzrTpxQLVZgaW0lzfUsra2qjONGQwlF/OZ//AOaX/xC0r6NlZXAV78qad9wc+DAgR4ux75oNBp8+umnkmICVqtVVqGQFMxmqZ6ffYNioxE1u3ah84MPJD8vxkycyNTuehDx2P4VFUi7cCGoG2RcWRl2LV+uSF5GJHEJmylR8MN6vxiqoDutkqiZH3MjIRoMAKFwVOwjRSHhQkohL0c6iTk5aCG2p6JPT0c7pH1X6Y8+GvC1tJtuwlVif55j8DQScej1sMXGIqarS7b73nCZ19CokObKysrCfffdh/vuu89r+9WrV9Hc3Ayz2Qyz2QydToeEhAQkJSVh4MCB0Cuo3qY0paWlkR6CIrz77rs4d+5cj+0///nPmQp9XBgMBrz55pu44447vLZXVFRgw4YNeOihh5j7+pWfavbMzEz84Q9/YO7jW9/6Ft555x189NFHXtv/8Ic/4Ac/+EFUn1scDofD6Vt4Bv1DqmUw4AhRLK0GcoLYIgANIRFr0wMPQHPiBGLgXSwTYzaj9Y03sOmzz2Spk7qYumQJykeN6k7CKCuDIIpua+KChQslBTJKnnzSXejji9wHTQHdC5+6xERkBSnOqT96lNx32rBhMkamfnEWh9ObaK6thUaiE9qZHTsw/vHHg7brc/bQHA4n6qivqCApZ9VXVCBX4URMTt/ELYAA73m+tqwMVYsXo760FFOXLIngCDnRjk6nuyGLfADg8OHD2LJlCzQaDURnXEEURZw+fRoVFRUwGo1R53KkZyxSCYTDZlNoJEAKceESABoOHoSupoYpaVpEt7K9LkCBkxzxupaKCqZ2if36gRK5SezXD2m5uaoW3ARDjSIKV59KJaec3bKFNCc6u2ULZr70EoqMRlhMJvzj3nuRVl8vexyex3C5Z/s+C6ZmZ0e1cIR95EhoT54k7SMCGK+wcJ+dqORObc/pO8h16DLV1gaN36oBRazL5aajRoGNxWSCvqGBtM/1srKQffJYWHSSIKO426LgPVIJqOtSlatXMxWr+KOrhToz7V0E+826PmdWUbzGv/8dUGmNqZ5QnC0428stgu5NKH3tdYu/lJe712PtRUVk8Zfm2lpoZLjItl+lpoVGBqvV6hb6CIbD4UBFRQWsVis5XtLmdGcLJwkJCWE/ZrTxpd/+Fps/+EDy/oO+9CWmdi53bH9kM+YSNP3lL6pdg8OF3mCAvbjYLTxFwfXri5k5EzYGl1tX+5FRXFCoRn7MjUbqlCkQCblKqVOmqDiavkd8WhqpuC5eptjUjY6V+FxCbQ8AjRIEkUQAjjFjguaa9c/PJ8W1RQCtV69i4IgRAIA6H3fWK2PGIOfQIeJIvREAZAwfLquPqCj2CcSAAQMwYMCASA/jhmbTpk09tiUnJ+N//ud/yH1NmjQJ06ZNw65du7y2/9///R9zsc/ly5dRUlLSY/uPfvQjJBMtjX/+85/3KPapq6vDhx9+iEceeYTUF4fD4XA4UqlcvRpapxqGIphMpOZKBGQ7m5sl7Qd0T2gdVitT213LlkFz4kTQYhnN8eOKKckUGY3uJAwlgtb2nTtljykQIoD6FStQt2IFRI0GMXffDeOaNT3aWYiLqQCgkVEEHa7iLA6nt3D56FHJyXJXjhwBAhT7KLUYxuFwOKHoIBZ5U9tzbky8BBB8cG1rWbsW5aNG8fsah+NDdXU1tmzZAgA9FH1df5eUlCAzMzOqHH4ooh/+sCtY7ENVKQQA8eOPSfP65kuXkBRggVkXHw8psi0igPbdu5naJufmkop9knNzoTcY3Oqt4S74EaZOhaWyEnqFku1EAI4RIxRNTmmvqiI5trZXVbn/rTcYoA2iwC0VAUBTdbV7Ybq3cP+mTfhg9GjEOBMKQ51vrgjq4DFjFB2HNoa2ZE5tz1GHSDiJ6xITZe1/+l//wvCpUxUaDRtnfdbDQ9GmUqGFubFRMZcTHguLflxOjFKKhzVRdI1lXZfaeP/9uH/jRlhMJklJwy4iIegXDkL9ZoN9zv5wrTM119aqcv0fNH486sCeTDooysQV1EINR2a3+IuHk4QgitCWl5PFX+qdxa1SV9z1EXY3ZaWzszNkoY8LURTR2dlJLvbpiEBhe2pqatiP6Us0FBFb8vIQf+ECeT8RQGZRkaxjaywWaG02JmETrdWq2jU4nBQsWoQzixeT9vGNMWwoLoauszPk59YVBed4KJTOj7nRGHz77agh5L4M5g6mJK5VVZHmiteqqnr9NSqSUOPvUuL12pQU0PzoAduoUXggyO/MYjKhKYBDXSAEAGdKSlAwYwYAoLa21uv1a4WFSKqvR5rz/izlWU9Et6OcHG5sD1hOUERR7FGYAwD3338/kpzBGSrf+ta3emzbtWsXLl26xLT/+vXreyxaxsTE4IknniCPZeLEibjlllt6bH/nnXfIfXE4HA6HIwWLyeQObIebspISbJw9G9vGjsW+6dOxbexYbJw9G+V+impDYRg4UPI4KBPaJsZ7dNPbb0sejz/0BgPShwyRFciocyZ1qJUg41lIIzgcsO/YgQ2TJ/dsKOFc08XHSxqT5+KM7/t2bXMVZ3E4NwpXjh+XvK95/36/23e//DLOLF7sdT/xXAzbvWKF5GNyOByOL4n9+jEvmIvO9pHCYjKh8eJFWIjF8JzwU/7b3zK1K3vlFZVHwuH0Pg4cOBBUkRXoVmz99NNPwzQiNjqbmmTtb1YwCbn5zBnyPtRn+8ogsZaEzEzy8V1jiDWZmO5zqTk5pPt3ak4OmmtrIUSg0AcA7O3tuOe995Rx+LnrLtx7/DjmbN6saPK3SCzW8W2vJYrXsVLvUVTUm3jgxAnYR40CwJac6WqrJLl33kn6neTeeafiY+B8Qai5/K5ly/DByJHYM2UKPn/8ceyZMgUfjBwZljhjutP5TCqtIZxq1KDx3/8mtTdIvDeFQqPTkT+71Jtu6rGNx8J6B59/+CEAaWsisVGkwt24fj1TO21pKTbNnSutqM2JCGDo9OkS945eWH6zzRLW9QQATRIS4llwFRWzXrNMly+rMo5owv09ehSzeToyS7n2eoq/+K6Vu55FWtauZV67Nsl8ToyT6UAbLuLi4lRtDwBXw+xyFBcXFzG3ZovJhCNvvomNRiO2jRnTnTcxZozkvAm53LFypaS5pgBAy/gZdgVwwIpraSEl0l/67DPG1tFLsdGIlAULIILtmi8CyPv1r71iDHPLyiAKgt8+XNtEQcCDvejzUiI/5kYkligMQW1/o9N07pyq7TneWM1mVdsDQKKE4pf+d9zhd7tnDuTnjz9Ovpc6PMQr/c2dLtx1Fy7feqvkQh/HiBGyr6m82IcTkKqqKly/fr3H9jsC/GBYmOTHulYURfybMcjor92UKVOQkZEhaTwPPvhgj207duwIOLHlcDgcDkdJzI2Nihf6tFdXh2yj9GKY1GIQCs21tdAyKKIIALSdnWj2qbSPNId+/euwJci4Cml0V6+i5KmnvF+TkEwSK/GBg3Vxpukvf5HUvz/qqqpwctMmd3EVhxNtNB8+LHnf+MbGHtuUXgzjcDicULRcukRa8GthFHdREiWL2jnqYzGZoKupYZrn66qrefHWDQ4v4vPGarWioqIipKKvKIooLy+HldFVNxwkyVRVjJepgueJWaUEQU8aPvkk4GuJWVmS+xUA1JWXh2xHUTN0JU1SFRCVxNrZCYfVqsjx9Tk5qiSnJPkRkqO0N4wereRw3NT1ouQhX+7fuBFfO3sWtoSEoElStqQk3L9xo+LHz8rPZ0rwciVqZeXnKz4GDttcftMDD6B13TrEmM3+ncTnzo3I2JmxU3Vr5WExmRBbV8fcXgSQPHiwKmMxNzWRru0igNThw7228VhY7+Eso6iDP8Kx5sRCc22t17UmEJ7iZgd+/3tZBYFy3cNcRMuzE+tvViNh7icCSMvLU2agfrCPHMnctvK111QbRzTg9T36vObaJuXaW7l6NVs7xs/XdPEi6fi+JMh4Ngsn1Gd7KbEAVsFupZCa8ycH97xzzBhceeklaCsqFCtkkwO12NAT1n2SA+QLxF27RjreVRkCh9HE1CVLkL9qFazOZ1F/uIp5UhYswCg/uab3nTnjdu7x7aMrNRX3SRCa4fQ+tLGxqra/0UkbNkzV9hxvqHliUvLKknJzyfvE+xEj95sDSexXP2iQ+9+B1lsaCgshhhBeC0TBwoWS9vOEF/twAlIXIPBXXFwsuc+CggJotdoe27dv3x5yX6vVir179/bYPsNpnyUFf/u2t7fj0KFDkvvkcDicaCBagric4CSkpyujUurZ58WLQYNOaiyGOWQkDAnoLnoKhct6nbXPeoZkl3BiilCyhX3HDp8N9MXkmJgY8j7NtbVMizOeNt9yKHnySXyYn4+Ds2bhwtNP4+CsWfgwP79HsROHE0l2v/wyYj//XFYfvoVslatXA6ECCoLQ5xcbORxO+Gi7ckXV9nLhCs+9j6bqaloCOoO4Aafv4ZmAEUhh1Wq1oq2tLaoKWtSms7NT1fZK4hunSpORRCwCSFEwCdlCTGaRhCbwUlxGYaGs2FAnQ+zPQCyuMmRnIy0vT/GYFSuCVqtYzKw/IUmTwsBbb5XVXq3E1M4+oCr/wMmTPVx+XP+3jxqFB06cUO3YMYxuCqztODRY5vLR4CR+bv9+ecWIftbJ1aSRMN8Guj9DOfH+UH1T2185eNBrG4+F9Q4sJhN0ctYnBwxQbjAykFL8bP3nPyVfIwQAFTILWqNNAIW1mENKoY8tIQGpMkUEgvHlv/6VqZ0AQFNW1qfX5CsYnZbLV65k7tNiMnm5BAVCAKA5dYrp87XJFHW2trfL2j9cmIjn2oEDB8jHsIe5ODlPxcI9fwRyqvJETiGbXCjFhi5EdDtQsjAsQAK8vqWFdMxGCedWtFJkNGLuyZO49/hxGBYsQOeAAV88jwoCHMXFyF+1ClOXLAnYx4OffYavnT2LoX/8I3RO15+vnDjRqxx9OPJIJbjAis72HHYGjx1L+nwHjx2r5nD6PMNmzCB93sMk5PBrJeSiZd58s9ffwXIgKSR6FB63erj8eCLGxKA5JwcOxoIfz0JRJRzn6Z8W54bhWoBFrlRnJbIUBEFASkoKGn2Seo8cORJy388//xwWi6XH9ttvv13yeMaNGwetVtvjQeWzzz7DnXfeKblfDofDiRRlJSWoXL3avSAmCgLsRUUoXLRIkYkDR1kqP/pI8T7dQadRo/x+55WrV0MrCECwSa5zMYz1nMksLkYF6MF4oHvSb25qQvqQIUHbxRFVAKjt1cZhs4X9mAK6P9+6qiq32qhIXKgVAWQWFZGPffnoUVLS5uWjRyUvymyYPBm6q1e9FvkFAHA4YN+xAxsmT8bcffsk9c3hKIVnkEEqAoDLR464f88Wk8krASbgfqLoXmzkduscDkcurURVR2p7OXhda/0UtQPB58mcyEANvUcq8ZwTOXa//DJa/vxnaOE933cprF44cACtI0eisrISoihCEAQUFBRg0qRJyO3jC6aaIAUkSrRXAnecyplAIwKwFxdj0Jw5ECEtjiAAuHL8OIZOmqTIGO1hSOhKCJK4ZLpyRfJzggggoV+/kO1ybr0V5WD7vEVne9ezg9TvSQ5xGRnQGwywFxczJQAGQgQwdPJkJYfmZtCtt+Is2D/TQT7FPg6VkuesARajexsu555Lx4/j8pEjGDR+vFvhWk2Mr7/ujjMB3t+vaw5iHTAAX1uzRvWx3GiwzuXtcXFgKZVp/PvfgaVLFR8nAFzYtk3W/okKutOxICWBXqPTqTEUXDt/nnxf6fBQQeexsN6DS7xN8vNbfb2Co5FOQkYG6ZwVIF9tubWyUvK+7mcnQfBbNFlfWho0SVlpKMUcUkh/9FGJe7Jhbmxk/+5FEebGxj55zbGYTIhhKBwVAMQ4BR5YPgfS5+tsH7Jfh4OxR/9c2bYN+OY3ZfURDvR6Pan93r17cfnyZXzrW99i3mfgwIEoLS2lDk0yaWlpQV+3Wq3o7OxEXFwcdDLnKVLW68pefDGs8eT7N23ChlGjoGtvZ37mtBJcbfsFiCPYieeWpg+ITfiiNxgwbckSYMkSWEwmmBsbkZCeTrq+j/zqV1H4pS9hy5YtKo6UE43oYmNJ9zYdd/YhoTcYYE1Jga6lJejnLAKwpqT0yXlZOHE5YAPB5+sul2wpDtiBHHSCHSvLJ3+tcvVqpjhRKJo9HCKDraPUFxUhlUGUUATgKC5GwcKFis0huLMPJyAdHR1+t8fFxcnq19+Dx7lz5wJWxLk4EUCta6QMZbb4+Hi/FeuBjsXhcDjRDFex7n2cee011RImyl56qcc2KYthasPqwpMyeDBJNUBJlV8lEBMSInJcAUDp22+7/9anpJD2d2i1kopwWjwehNRo76LkySd7FPq4cG3TXb3KHX44Eafyhz9UpJ94jwUPc2MjszqJa7GRAncJ5HA4/rCZzaT2nolZasOqFssVntWHcg9JSEsjzfMTQiz+c/oWXqpsPq+5tln//ndc+uQT98KQKIo4ffo01q1bxyQw1Ztpbm4mtd+/fz+pvdz5YCClXG1ZGa4uXy4rHnK9okLG3t4khkE5XpOYGPC1y4cOSe5XAFD1739L3j8YLgfecBf6AEC6c9G2YNEiyX2IAOwSYxospGZnw67ThbyHiQDsOl2PcegZirSkoOtj98nBY8ZgwoIFYSn0cTF33z5oZ8yAqNF4OQuJGg20M2ZwQRmVYHFrEQFoOzvZko3NZtlO4oGw1NTI2l8TZscSu9VKKrhQ09mn6q23yPeVDo95iNqxMI5yXJcY73cjQeFZDRxdXZIcqeQgSnTjDKZoLYhiRNwpKMUcFEQAjjFjME2lok4XCenpEAmq3QlhLuYMFxSHOMHZngUNw1zaBWshas6UKbJEYizHj8vYO3xoJbgEnj9/Hu+//z5z+xTierJcbAFEM6urq7F+/XqsWLECK1euxIoVK7B+/XpUy3D+ZnIJ9EAAoGtpCfta2dzSUtj1euZzuvjZZ5n7bg8geiIQ3bFi29r69Bqi3mBA+pAhvGCAwwzFpVp0tufQKPKTB+ePYsZ2nOAwO2BLcPUBEFIU3JeutDSvazKruAALdg9jlAFB4jbtWVmomTCh+5nEZz7hcvKJf+QR3Hv8OOZs3qxosTAv9uEEJJCDTwvRttGXQIuQZ8+eDbqfv9eTkpKC/rhYGD58OHksHA6HE21EYxCXE5zOtjbozp1TpW8BgK6hoUdwRa3FsHqZk2erH+c+X8xNTTSFp6YmGSP6AqWS3XUqJXGwYPGY12SOG0faVyvR6fD6qVOqtndh27lT0XYcjhpYTCZo7XZFggypOTnuf6u12FhWUoKNs2dj29ix2Dd9OraNHYuNs2fzOQSHwwEAZN9xB6l9V5jU/ShqsZpTp/r0ImQkcd9DxozpvoeMGRPyHvLJsmWkeX5DVVXQNq75e2dbG/vAOVFL+W9/y9RuwNGjXn87nGq+JSUlshJAop3r16+T2n/22Wfufwd71pXyW/bXR6hCLTlJWB0Kfq8po0Yp1ldAgri4tMhMKGv7/POQbaSoZsuN9cjB9RsuNhqRsmBBd6GF7+IpQz9p3/mO4mPz6p9R9TvNj4J25s03Kz2cboIUlnHYMa5Zg/uqqjBh61bkrVyJCVu34r6qKhi5o48qsApUaUBz12i6cEHmyPyjk1mEoCUklypB9aefkq7naiadSbl/eybyUJPnLvXxwu9opkmu8AfRWUAtIuEsaw0gyBsKpuR1QQirAIq1q0uVz7Br2DDM2bBBhZ690RsMsBcVhYzBi4IAR3Fxn00GtxGdUFnbO6xW0n2dpRA1Y/hwWc8wce3tvSJmKNW199SpU8wxkmseCa/hwJ+y/+HDh7Fu3TqcPn1aMYEX1nmnLwKAS8eOkY8nl4Lf/CZkGxGAduZMUjKxOYCgl474e6cU+HE4NwIul2oWYRjHiBF9du6gJl6xQp/XXNtSFiwIqxtbX8b4+uuwDhgQ9PO2DhggOV6WVVREesa/2celVElxgUQPZ6JQhdXXCgpwetYstOTkuJ8VXM8E+atWYeby5ar8vnmxDycggWwbrzrt66VgMpkCThovhAi6XvSjAJOtgCrboEGDyGPhcDicaIOrWPc+KMUrUhAA1Pso3aqlJMGiphSMZoYi23CrpymR3ORJoh8nwXCRUFDg/jc1mWT8009LOmZ7ZaWq7QGgrqrKb+KYL64iyLoQiaEcjlqUvv++Itd7EUBabq77b/diI8N+rIuN3CWQw+GEomDmTFKiRmxNTVgWyaUkMXOUJZiDR7B7iPWjj0jHuRRATd+3WHWHs2i9ktg/J3qwmEzQ1dQwzfcNdXUQ/KjAajQafPrpp6qMrzdisVhw/IMPgj7rSv0t+1Lxyish28iZIzskJkH6o/8ttyjWVyAcQZzxLDITkdNvvz1kGylCATaVXB1YSB461P3vqUuWIH/VKjiKi70WT22JiUEXmsOh9j7thRfgGDNG0jgyCYvZFDp5opWiZOXnY+ScOcjyWPDnKA9FoIoVEUBCRoaifbpIklkkaiUqpsullXhd6OzXT7WkM1HCvSXDQ3DiGlGs89xPfkI+HkcZ2svLZe1PFS1Ti/Tc3LAX/NgkJNizJq8LoghNWVnYihnMDQ2qrIOmTJyoQq/+KVi0CAh1jxJFFCxcGJ4BRQAdsZictb0aa9aUPv0hANjbC9ZAOiU6gAHAPkaXSguDUKeS6H2KPKurq7FlyxYAX4hBuJAj8CJn3tkUAdFwlqT2mJkzYSTmACUkJPjdLkrI+Wg4fZq8D4fTl2F1qe7Lcwe1cccKR4zwcmR2jBiB/FWrMNWnIIQjDzUdsPUGA7r692fKd7ElJmLU3Lle281NTYo9r2k9hF1YzFDaMzNxfto0HH/0UZQ+9BDuPnRIcScfX3ixDycguR6JZJ4cOnRIcp/B9q2vrw+6r7/Xs7KyJI8lWB8NDQ2y++VwOJxwwVWseycJaWmqLxKY6upUPkI3sQECQqzYGAKG8YTPS3S2l4pSyU2eDLj99oiowAFAemGh+99phMUp38ICClbighS1PQBU791LSuqt3ruXfAwORwmubtumSD9d2dk9ki3SJkxg2jeVYQGUuwRyOL0bpdwIQ6E3GGAnKFkrVVgT6v1pdDrSHEdusTrHGxYHD3/3kObaWlB10dv8LOIHKlYFgLM//jEvVu2lNFVXk+b7MX6eKx0OByoqKmCNYNGCmly5coXUvn9lJaqffTbgs+6WhQsl/ZZ9sZhMiCF8f5LwU9wlFanPvRSshw/73W4xmaCXeX4OnTkzZBspquQOBT9jKpk+hRVFRiPmbN6Me48dw+SdO3HvsWN4oLQUyfPnw5aQ4LXQbEtIQPL8+WFReweAORs2SBqH3mCANSND+ViRwgUTHE44oBQksiIA0MXGKtqniwS5Du5hnpdQC2ziVCxuo37PIoARHsk8Z7dtI80PNQ4HXw+LFEFcDVkYGIZibBb0BgPMEh00pKKTsK5HSV4XRDFsAihpeXmqrIsl5+Wp0Kt/gjpNCsINoR6viY2lxdwY7796g8FrDh2sT1tCAlMhqt5ggEWmO515/fo+vQZSVVXFFCMJpWivNOk+39uBAwcghJg3CIJAFniRM++0MCT+qkGgpHZ7URHyV63CVySI/aampvrd7pAwf75y8CB5Hw6nL8PnDuHBHSs8frw7Vnj8uOqFFjcyajpgF//0p0ztivys813YvVuxNQjPYp9QcxBPxJgY6NLTYVDJIdkTXuzDCcjAgQMxzI8K/TYZyWrB9r1+/XrQfRv9BB1SUlIkj8VFcnJyj20dHR3oUFAdkMPhcNSEq1j3TuKSkmDLz1e1ACQpM9Prb7XOFX/W2hTiGSa9FCckwdleClITFUPRfumSuolOQfAMgOsNBlhzcpiC59bcXMkqjlqi4hO1PQDYiYlH1PYcjlI4ZC5uu8h5/PEe2679859M+15naFe5ejUQKnAhCNwlkBNVhKvAJZpR2o2QBXtqqipukf7wdWvZNnas3/fnsFpJc0VHH038jxTlL73E1K7Mp119eTl9juyTaBWsWBWQPn/nRB5rECcUf/hz9gG6n1flqN5GM5cvX2Zum1hXh5yDB4M+69q2b2fqy/e37Euj2oU+AHQyBD58oYhiSCWmrc3vfKW+okLWZyUC0DIm41BVyVsJ55eSBBMe0RsMSB8yxB2rmLZ0KR44eRJ3ffIJbvnrX3HXJ5/ggZMnVXf08SXQOCZ+73tB56pFL77I1D9l3jXkgQcYW3M40YPeYICNMV4ZrueQYNiIcxRf+st0BqKSOXYsqf0gFZOjtD6q/aEQAaRmZ7v/proUCQCO/u1vpH04CiGzKK49itYxHX5ySdQkxmolx7nUcEhRArVcwhxhdkjzcpp0bhMBOIqLbwj1+CsnTpBibldOnGBqazGZEGM2M4mZxpjNzL8L3aBBTO2CUb5ypew+1MQsYy7CGiNpb2+XfAwpJCUluf9ttVpRWVkZMv9AFEWywAurEIY/mmUIo8vFX1L7/f/6l+Skdp1Oh35+7tX2uDhyX12XLkkaA4fTlwnkUn2jzB3CiW+skKMuajhgs7jYBSqQa1fQ0EPjIXKeQXSKnjZtmmLjCAYv9uEExd+JePDgQRw9epTcl8ViwZ///OeAr4d6WGhra+uxzXPCL5VAfbA+vHR2dqK1tdXrPw6Hwwkn1q4uUhDXGuYgKCcwScSFNgoigKyiIq9tFLUaURCYA/5yk3gSGSbK1GNIHZPURMVQaOPjpQxHEXzVeIuefZZpv+JnnpF8TFtioqrtASCG+JlS23M4SqGV6X4GdF/TB91+u9c2i8mE2GvXmBbDdPX1QRfDLCaTlxtCwL5EEZqyshu6sCKS8MKWL2AtAOnrqOFGGArWaw/wRVBWapA9kFuLtry8x/uL1sSWGwGLyQRdQwPb/aihAaUeDgeV69fTD9jZ6XUdrFy9mmk3Xqza+9AR51BiENexOAnJCtGOxWSC2NoasMjJlyH79zO1Y/0tB5uPmCU4t1JJHzdOsb70BgO6Bg1SteBHAFBXXt5je4fMtQQBgJlxUZOqLNpSVSVrbFIQAVgHDSLPHVKzszH0jju8EsIjgWsctceOMc1Vgy1mA18saFOSK7M83J05nN6E2NysXF8AHFqtask+sTILTpMVSEKmkEI8HrU9hYzp00ntrSNGeP3dfuEC+ZjVmzeT9+HIRy/zmbuN6GCpJg7qc4nM4wnoLgjvC1AECClowuw4AjjnZT6xc7lCiL0F6vMda3vVxExlunEJAGKiPAZ/QcL90BOr1RqyQMYiQaRRDp55e52dncy/LykCL0xCGH5oDyFgHg6UTGr/yle+0mObTUL8jDUmweHcaPhzqebOMxyOfwK52DlGjAhaICfbedmDTI/8SqpJiD+zETXgxT6coDzuRz0aAL73ve/B4XCQ+vrZz36Ga0Ee7LpCJJ/7e9iICbKIy4pOp5M0HhcrVqxASkqK+7+cnBzZY+JwOBwKZobEKheUJABOcC4dP46Da9fi0vHjkvto/eijsLq9sKrVuFQlWANFZe++K2tcSQMHhmxDUdoVATRIWAyhJipSAr03G42qKwUHIs7ne5SjjMBKMlHJgdoeALqIdunU9hyOYgR43qAgoNv9wJM6ghtCoORCF+bGxpCFPu6+RJG7BIaZSDi3RDOUAhAlqKuqwslNm1AXgYTXYKjlRhiKJoJbg6vd0ffeIx8nmFuLIIru91f6/vsAnGrgDPNFEYCNq3wpCsWdRwBw4cc/xu4VK1BWUgJxxw76AXftcl8HS99/36vYLdhxNadORXWiBqcn8WlppGdAuwJx4t6AZ8FrxqpVGPP3v2Porl1IrK8PuI9gsyHOZGL6rbAgACi5//6A95g2YtyJ4tTgInXYMOIewSl+7jlF+/NHp59rUKpMVyERQFpeHnN7irJo+i23yBiZdMLxXagJda7q+k6sPueCa84S9+CDpOP3leRgzo2FxWSCrrWV6T7Fcq8SAGjsdtXmfmlDhsjaX1AgTkTB3/1HyfYURn3rW6T53RQfZ4WuujryMUVikg5HGRwynTVZ1ozChkKu7RSuExP5qbGaJqJLllRqDh9WZV1MiiOHHLzmd85tAqBaLDLaiEtJUaW9Rqcj3RM0jPfPGAXE1wR0O9ZGK/6EsimsWrUKK1aswPr161Ed4H2GK2kVALKysrzy9jTEgi1qe891cgpiH3OKv+mmm2DwiZHbiS6MAGDn6+8cTlC48wyHw4Y/F7tQBXLUOUAgRAD9PXLW7MRnQGp7qfBiH05Qpk6dikmTJvXYvn//fvzoRz9i7ue9997DyhBWp6GKh/z9KLQKqHYE6sPGqIq4ZMkStLS0uP+rqamRPSYOh8OhkJaXRwqGUZIAOD3ZOGcONg8bhqNz56J+xQocnTsXm4cNw8b77yf109nWhlgVgx+BApFMajWiiIKFC5mOs+mBB9D14YeSA/YigP4FBSHb6Q0GWHNymI9z4cc/xhbG9+CivqKCtCBCSaDIys+XlMCkCH4WPqQqI7BS9NRTpOtS0VNPkY/RdP68qu05HMVQSGlQ6xNkry0tJe0frD13xIheIuHcEs2wFoAoUeBS8uST+DA/HwdnzcKFp5/GwVmz8GF+Pkok3LPUoOKVV5jalYeIxVCxms2k9gKASx9+SD5O5erVfucwvn1feO45d/EbRfGRoxzVhw6R2rt/p0SnTN8+tGVluPDcc+qowHKiAofVSvp+NUF+21SV12glUBFBSk0Nbt66Ff0rK/3uF9vSorjQiO78+YBzkXaiErvw5S+Tj58uM9Hal2KjETEzZ6r2zC7CWx3QhS42VtZ3Y9fpyG42rMqiA3zcFNRGBOAYPbpXK5xKnasWGY2Y+/HHuPf4cYzfvBnjnAvbD+zciZShQ0ljsLW3y3wXHE74oRSPsyIAuHTsmMK9dpPYv7+s/WPC7EjRSCwC9BWOUhJHVxdpfufwEeaMkbCekpSbS96HI58umUnyKVEkrkrNR7Ho9bLnlHaiowY5YZ3YXipnfv1rVfoN53wnnLHIaKUjiLCEnPbUZ34HY6GFUqKn4S0po9GuwG9AFEWcPn0a69atw5EjR3q8LregiMIIn2dPqvC4lBy9Cd/9Lnkf1nOwN/Ggj7hEe2Ym/R4RAbc1DofD4fRdKAVyHa2tihzTd67p6TjIArW9VHixDyckK1as8FsF98c//hGPPvoo6oKo6HR2duLll1/Go48+GrKCTR+iQtyfiw9rQU4wAvURyPHHl7i4OCQnJ3v9x+FwOOGEqgDAFQOk88Ho0dCePAkAXgm3AKAtLcUHo0cz99Vw+rTqgUJ//RcbjXCMHh3U1cUxZgxTcsWuZcugOXGCWVUx0Bhba2uZ2hY9+yxznwIA2/btKCEU/FAfBKjtY6ZPD9lGjUWWuhMn/G6XoozASsGMGQBCvx/X6672FKi63XZiwhknfDTX1uL8/v1oZrwW9Db0WVmK9BPj83xiJn5ewdrrDQaIgsD0mxUFgc8lwkSknFuiGZYCEAgCKl97zWsT9TqzYfJk2HfuhOBweM35BIcD9h07sGHyZPrgFcRiMiGGQbVVABBz8aKiitZt16+T9xGI1wyLyeSVyB60b3xR/KarqWFzaKyu5g4vCnJ93z5J+7E4agbDdR1UQwWWEx2Ym5pI3y8CuLQLgoC4uDilhhUxgiWZaZxJZjkHD/p1+NGrUOgWbC5iaW6mddbYSLoeiABSBg+mHYOBr7z2GsyDBinerwt/c2hK0b0/Ym6/XdZ4gi2c6hITJfcthc60NMz54IOwHlNppM5VXegNBgwcMQLZI0a4v5cYopI6tT2HEw1YFErO8KUhiMOxHCjug76IADKLi5UcTlB2v/wymv7v/0j7JMgsZgqG3IIEUYJabs5995H3CScWkwmNCj+3RwPt1PmgByKAhLQ0xcYil6SbbiK1jx8/HjSZlJ7oU1NJ7ROIrqjh+HwtJhN0xHk+K1KuBVKRO7+LBEpfV1ouXVKlvbWri3TeWgM88/tiJxYnBTpeWhQXi8bHxyvSj6uopqSkpIfDT1UYXe779evn9Tc1hnNMQoH37p//nHx90vbBuGJubi5mzZrl/tuelESeryVHyBWYw+FwOJwOhUw5fMVuU4nPY9T2UuHFPpyQTJ06Fb/85S/9vvbuu+9i+PDh+OY3v4k333wT//nPf7Br1y6sX78e3//+9zFs2DC88MILXoU+N998MxL9LBQlhLBT9TehtypQOd8V4KGwLywCczicG4NT//oXSfnm1L/+peZw+iwb58xBTFtb0ITbmLY2ZoefDpUXb0QANQcP9theVlISsEDHtU1z/DhT4nDTW28pMFLAxJh462mrzRJoEgDYt29nToKOTUggBZZjiVbwxtdfh3XAgKCFVvaYGMULfsxXrwZ9XS3r4K7MTLZ2EgshMiZMIH1fnWEMTHPY2LVsGT4YORJ7pkzB548/jj1TpuCDkSOxa/nySA9NUQSFFgB8+zETk2GCtW+urXUrEQYdA7qTS/tqYVa0ESnnlmiFtQBEEEVoyspgMZkkXWdKnnwSuqtXg86VdFevRtThp5Gh0MdFILdHqbRcuEDeJ2HgQFJ7c2MjU6GPC8HjP9b23OFFOTok3BPkiAX464u1nbmpKWS7vpps1xuhqPwLAPR+VGc1Gg0KCwuZRZ2iGZYkM1EQkFlW1mN7DNGVjYrvXCRpwADS/u3XrpHas/6epRCnUKG+L4HuPXqDAV0ylOsz775bxqiCk56bG1Z34sFR4p4oFSlzVRZaiS7F1PYcTjSgS0xU5Xrj6wqjFOamJslzWYdWS3Zkk4pnoTArIrqv/2pBubf4HQsxuVkEUHjPPaR9wkVZSQk2zp6NbWPGYN/06dg2ZozbtbZPIEOwVQBwLZpi+dQC6MRExN16q+TDiQAGjxtH2kcthxQ51FdUqCZ4aFagmIMFteZ3aqHWdcVBdJFhbX+tspJ03l4L4GTri43oChOIlhBrq0pDiUcpLUCt0Wjw6aefuv+2Wq1hdUj2dfLR6XQQQhXZeXD69GlS7mBZSQk6N21ibu8iMYoLwOQwYcIEDPFwT24ixvL7y7jncTgcDocjC6Ijqj9EAA4P4SWA7u5KbS8VXuzDYWLp0qVYsGCB39fa2trwt7/9DfPmzcO9996Lu+++G1//+texatUqXL582attRkYG1q9f79dWNDNEQqjBTwJqqwJqT6YAD0v+jsfhcDjRSNUbb5Da1+7Zo9JI+jYuR5+Q7UpLmdqZrlxRNWlCAHDpD3/osb38xReZ9i/76U+Dvt5cWwuth9q9VEQAmUVFzO2nLlmCvF//mnSMCkZHoMuHDpECy5cPHSKNAwDm7tsH7YwZEDUa9/cvAhA1GmhnzEDB735H7jMUCYxFN0rz4IEDcGi1wV2ktFo8uH+/pP4t166Rvq+469cjvtjC+YJNDzyA1nXrEGM2e7lmxJjNaH3jDWyaOzeSw1OUDoWS7H2TVDqJSVzB2tcRk2nrVFLH5XxBJJ1bohVKAYggitjy6KOSrjP2nTuZjmHfsYOpnRo0E68r1PbBECQELFPy80ntpboccIeXyGAnFGZFGnOQgoI+n2zXC9EQhZjsfhJBHA4HJk6cqNSQIgZrkplGFJFaUwPBJ7nSrqKolb+5SJyPKm8oOiXMY2zEhDNWYlRS4fNVB/RkqFPURApUt08KeoMBtjAW/DjCmEymBtS5KmvhcfvZs6RxUNtzONFAAyHZl4Kto0OFXuUVrdtHjFBsHKEof+EFUnsRgE0FQShPWO8tgcaiIzqs2KPUnXr3yy/jzOLF0JaVecUrXK61u1esiOTwFEGXlCRr/8Zz5xQaiXysDQ3k9ncsXy55DiWlKJASRwk2L1WS6xLEYpgJU0xHrfmdGqh5XYkjrjGytheJ8STW9joFnn8FAKVvvy27Hxbc8aixY7vjUWPHhoxHUQphWHA4HKioqHAXzLT5EVNRkxQfd1Kz2Uw6P0RRJBUnlf/2t8xtPUkfO1bSfr2B6dOnu/99adIk0j3lJo99ORwOh8MJJ5aWFkX6KVi40OtvqklIuExFeLEPhwlBEPD666/jlVdekVyJNnz4cOzatavHRN3FwBDV4b7WnQDQLMMC2kWLnx99cnJyn1B85HA4NwZxVMXGMNqb+2K1WtHW1qaIM1s4uXT8OIDQC3mu113tg1G3c6dqqlYuYtrbvRJuLCYTdC0tTO9D19wcNHH4zI4dioxfAJCQlkbaJyEzk5SUru3sZEqCthLVjqntXRjXrMF9VVWYsHUr8lauxIStW3FfVRWMa9aQ3YtYaLp4UaGe6Mw5fdrt3ONZ3AR0O/rMOX1act/NxGufAKBJwWRnjnR2LVvG5DDWVxx+EhRS+6rZvt3rb0FDe5z3bO+rEhdPVIKjtufQiaRzS7RCTVyIcRaxUa4zdU7lWNY536E//5lxRMpy5bPPVG0fDANR2Q8A4onJVVKL16JNxfZGQe1nGiWpfPddv9tvhGS73kgHMVFK61EYrXHOe4xGI3L7gPIqNclM63ONsxJdaan4zkU66upI+8dKSMbWURXWWSHOsZVg3De/6RbKoCACiA2w1qIUhc88I3lf6vvRxMZKPlY0oFqSbUwMbSDU9hxOFKBR6bylxk1Y0cTGSo7bZk6dquhYAmExmaBrbSXP1YueflqV8XjCem/xN5YBd91FOlbMl75Eah8OPB2XAsUrWtau7fWiA7lz5sha30gjFnZFG1n5+ZLWeEQASQ89RD4eNY4SDtGgWKITF4WsMCXcJ6SnQ2QsqhAFISxFVP5Q+7rSSXRSYm0/eNw40vyZ1fEq6eabGXsNTuORI4r0Ewx3PMpD3EMQRWjLy4PGo/R6veJj8SyYsclwZ5OC7/tpIjr5CoLAnGRrMZmgq6mRFM+0KCBGHq3k5ubCaDQCAETn+h9LcTbQfc/jcDgcDicSSBGodCEKAkQAKQsWoMh5D3Sh0+lQWFjI1E9RUVHY6gx4sQ+HxNNPP42TJ0/i4YcfZlYL0Ov1+NGPfoSjR4+iuLi4h9uPi5tDPHQNGDCgx7Y64sKhP65cucJ0LA6Hw4lGmmtrQZ262IgBEiWorq7G+vXrsXz5cqxcuRLLly/H+vXrUd1LElMvHzlCc3xhCQCGobJbAFBz9Kj775qjR0nvw3NfX64eOyZrbC6kKKuf80l4D4UAoJJBfT9v2jRSYDlv2jTSOHzJys/HyDlzegTBpi5Zgn6LFyuWOCmqpHjMyoP79+NrZ8+iYM0axH/jGyhYswZfO3tWsqOPCwu10BHKFVBx5NH0zjtM7ZrfekvlkYSHhLQ02eeeCMD6r395OZFYiepq1ra2gK4FV0tLSde/OJUUzzlfQFWrV0vdPprQGwywJSQwLzKx0OJTrFO5aRNtzvfyy4SjKYf56lVV2wdj0K23kq9pccRin8uEOasUwqVie6OgiUKlbH+IALp27eqx/UZJtuuNdF6/Tmqvs1gAdCd5FBQUYN68eRg/frwaQws71CICu88ztk2twhgP9s+b5/63QHzGF4jK5SKANJWKuMx+1gqUQACCKn2nfutbkvpsliGgwUIwQRLR4z9/223E4p2UIUOkDjMqUC3JlloE1cuLpjg3JpkKJeX6olUp0byFIM7hS4yKye+eXCI+UwVKcFEDlntLoLEU3HcfaU50+w9+IGeoqlD54x8ztatgbBetDLvrLsm/ExFARhQlDlNdQlztY4hOB67zf6aEWFM0urZLiR+xklVQoFLP3ugNBtiLikIW/IiCAEdxccScxFhdSspeeUXaAahJlIztU7OzmYriXG1YHa/63X47U7tQdAZxh1YCr3iUj7iHIIpB41FqJJR6FsyEu9inw0cAREMs2M7Ly2P+TE68847k+5O+j4vgjR8/HvPmzUNBQQHqi4qY9tHOmKHyqDgcDofDCQzV0dktUO2cv+evWoWpS5b4bTtp0iSmPidOnEgagxx4sQ+HTFFREdavX48LFy5gzZo1eOihh3DLLbdgwIABiI2NhV6vR15eHmbPno1XX30VNTU1WLlyJQzOh9vP/CjKxsfHY/jw4UGPO3To0B7bLl++DLtMh4qamhqmY3E4HE40cumzz8gBiVY1rdP9cPjwYaxbtw4VFRVe2ysqKrBu3TocCYMyjlzqP/mEtIikY1BWDZfV85VDh9z/rmNwHPIkWPu2kycljsgbAcAnzz1H2sfsVN2ncOavfw3ZJi45mbQgEqdiUG/EQw8pthCSLbMoSSkKZszAzJdeQoFCgT9q4rIIQMuTXiJOc20ttJ2dTK4ZGpsNn739djiGpSqXnQs2cvDrREJdZGtqCuhacHX5ctL1z9zQQDs2h6MAFpMJMWYzs+sOSztBFNFcW+ve1nLiBGlMWqivhtpcW4vz+/d7jTOR6K5DbR8MSYkLjGIxLrokODxwIkfq6NGRHgITArqdXzx/SwBQ/tJLTPuXMbbjKEcaMYHrzgcfxNNPP40lS5bg4Ycf7hOOPkrhCIPYSOz16yh56ikAQBzRbSZl1ChS+67+/VVLpItTyQVJBGD1cJ/yZdoLL8AxZgw5DuBwKi+rydQlS5C/ahUcI0Z4OfY6RoyAdsYMr2JsEYAtIQHJ8+cj7fHHScfpTU5x/qgnJtnWsybZUtWj+7DaNKfvEqeASIpfVEpU7ZDxO2v0WSNRi+p9+0jthenTAya4qEGwe0uwZBtWtxRXm2hTmreYTNBaLEzxCq3FEhb3FbWgFKv7IgBokLAGpBoSC2+Nr78O64ABJIeflPnzacdyEo2u7a5CDqURAcSnpanQs38KFi0CQrmsiiIKFi4Mz4B8YHUpEQDoqqux8+c/Jx+DKtjI2t5iMvkVXvHF1Yb1mpinkIuetrlZkX4CUbl6NVu7117rsY1VmJtCamqqu2DGbDYr3n8wOn2ea6nORUMIwhE1r75K6tuFCCBbQiGZxWRC48WLveaenpubi4cffhjf3rgRXVlZQYuzrQMGwLhmTfgHyeFwOByOEy0xlt9xyy2YvHMn7j12DHM2bw4qeOLpeudbiOz622g0hnUdivu5cySTm5uLJ598Ek8++SRpvwMHDvTYNmHChJDV+fl+AnJdXV24ePEibpJh5Xzaj/qdv2NxOBxONNLqp2AxFLogSqJKU11djS1btgRtU1JSgszMzIgl4lhMJtSVl6PTZEJmUZFfZSDr3r1gDWUKAJoYFu10YSo66PRYfDQRiyOCtRfOnZM8Jk9EANi/HxsmT8ZcxkVIS0MDqLrEVgY3QGpoVM1EFKUSl0QAg/uImnUPWlpIzQV0K29G2yLvjQZVZbB62TKM++Y31RySqvxz3jzEKrwo1PT228DSpcieNg0tBBXGhIYGv5+9a5sItuuaCCAtL4/5uBxpUIsdboTiCHNjI+n6wdquvKQEk5xxjfa6OtIcQwBw9G9/wx2LFhH2YmPXsmVoXL/eXeDkSp5Nf/RRWIhOnUlEx4RgUBWiAaBs3jycLC5G4aJFTErR/fLycEna8JhwuStESnG1r5E7ZQrOrl8f6WEw4VIwdj3zWUwm6ALcH3330zU0wGIy8fMmjKRlZ4PiBdw/JwdJSUmqjSeSNBIcBAQAMR0dsHqcqza9nnmuJweb01E3jvg9JOfkgBKpGkgsIqGgHzoU1sOHFe/XXTAf5Hl0zoYNeHfGDCRSRHqoAgASKTIaUWQ0wmIywdzYiIT0dK/rYXNtLZouXEBaXp77Gnto3TpQvEhNKrkqhQtTfb0q7Qd99au4tHcv87Pa4K9+lTQODicaOP3Pf6pzj4pRJw2iS0acxyFTwJKVDqJIiyYCc6hQ95ZAxEyfDvvOnaHbRaHSfOWOHaQ5XeWOHRg9Z46KI1IPvcEAR2GhZOXhy4cOIV+hhH25pI4Ygebdu0ntXczdtw8lTz0F28cfAw6HO77jeR64kqgdY8Zg2tKlksaYWVhIiu1mFhZKOg4FVyGH0ggAHFarCj37p9hoRENpKVrWrgUEwcuBRRQEQBTD5ozmjybis2LbX/+KTSdPYs6GDczH0CYmwkEYk5bRWfb8vn2ksZ/ftw9Fs2aFbJs5bBhQWcnYc2BiVHS3sZhMXqJsgRAAaE6d6hGPaiGuj7LQ7DG/iVFpDhWIzMxMr7+psZ0rjM+SFpMJsRLXUQQAzZfYI9ZlJSWoXL0a2vJyCKIIURBgLypijo9HGp1Ohwf37/d7DxM1GsTcfTe+xgt9OBwOhxNhkgoKYCOIniePGIF0QpHw+PHjkZmZiU8//RQVFRUQRRGCIKCgoAATJ04Me54rd/bhhJ39+/f32DadwcZ4bAAHhONElwJPrl+/jkt+JuRjxoyR3CeHw+GEkw6VLaTlEqrQx8U777yD6mpKGo98ykpK8P6ECdg2ZgxKH30UlU89hT1TpmBjcfEXrgnoTlighrTMPmrR/kjIyiL2Kg2HR+BZIC4mBmpvMZkQL2tUHsdw/qe7etWtAhwKhwRFoUSGxYu03FySg1OaihN3SjJXMAQADWFSjAw3Uj6fOJ6cGXGoCVBaq7XXKF75smHyZIh79ii6qCkA0HZ2orm2FgZCIILT+6AqmEaV4qlKmJuaVFEEvbZnj/vfVLtvALjqTGxWkk0PPIDWdeu8nIwEADFmM1rfeAO2jRtJ/dUr5MgI0J0igS9cxKoWL8buFStCtnclqaiFCLoqKScIIcR7oo02DxEA1VwYOByFsba3k9oLDu9ULDEmBqbMTFWvra5n+7qqKojE2EMCYWwigHHf/jZxdOwkqzTHFgEkZGSEbJf95S+T+k2RIYImBb3BgPQhQ3okY6dmZ2PoHXd4CegkEZ0Fqe2jjXriHIm1/a0PPQSAzcXCsz2H05u4/J//qNJv6+XLqvQrxzk1JSdHwZEEJpV4f6C2V5JA9xbAvxp+MLeUaFear96+XdX20cbwJ56QvG87UbjOhRoOCkPuuktWe+OaNbivqgoTtm4Fpk2DPT7erysipfiiN0AR7aEgojtGGE7cbmTFxd0FPugu9HEUFwd1IwsH1Gc8AYDm+HGvdfBQ2Im/J9b2tYcOkfqltpeLVsWCF6qoldlHyDVBBUdaURTdRUQZDM+uSiL3/Zw+fRpWhiJAKSJWnjQxrsHsfvllnFm82F3oAwCCKEJbXs4cH48WPO9heStXYsLWrbivqioq51kcDofDufFIHzpU1fbAF653S5YswdNPP40lS5bg4Ycfjoigfe9ajeX0evbs2YMaPy4Uc+fODbnvsGHD0K9fvx7b/TkFsRJo3wkTJkjuk8PhcMJJXHo6eR97GOzZAcBqtaKOwU0F6LZnXrduHY4cOaLyqLpxBVlir13zCuq4kqhb33gDm5z3pnoGZR1frAzuSUkSvjspODySgvoHKJwNRKD2lKQ4CjYGRT4A0KSkkPvuz+BuozcYYM3JYUqgsObmqqrqbSMmcwWDNfjY24ghOouIALKKilQZC4edDqJas0vFsrdR8uST0F29qpp6YV15OWydneT95Lzu2e6CHwEHjrJcIz7nmnu5EjoLTRcuqPKbaj571v1vamE0oLwy865ly6A5ccKdNO2J4PEfhXaP9yiXDokq1q5xt6xdi/KSkqBt9QYDHDqdaknpAoBWghIjJzhtDEIH0cSlf/7T/W+LhwsqC9T2HHlwl7sv0DEqI7sQ/RThXWGIB8i97goATpeUkEUWDJmZsGZksD2LZ2So+iw+bMYMVe4/AtgcnmPiadIq1PbhJJWY0E5tH23YiEnJlPZWxuQ3K/FaweFEC3aVkrZtKs35k/ysVbPSf+RIBUcSGD1xjNT2alNWUoKNs2dj25gx2Dd9OraNGYONs2e7nyXn7tsH7YwZEDUar6IJUaOBdsYMzN23L2JjD4bj+nVV20cbhV/6EoDu74biCgIADqKjhvucGTu2+5wZO9brnJEDRZAkmGtOVn4+Zr/xBu7//HPc9cknuOWvf8Vdn3yCB06elOzo40Ju4YAaJKSnqzavPq9SkWgwioxGzNm8GfceO4bJO3fi3mPHMGfz5og7dGhjYyV9zo1//ztzW8OgQaS+WdsLRPEYanu5xNpsqgnRNZw5Q7quNJw547VNLeedeqdYX0JCArRhcpEFuvNEXFhMJtSdOQOBcB8QRdGrj0BcPXZM0vhcsAiFlZWUoOXPf+6OhYve37Igiszx8WgjKz8fI+fMQVYQt2IOh8PhcMJN4oABqrb3RKfTISkpCboIiknyYh9OWHnjjTd6bBs7diyKi4tD7isIAmb4sdz+6KOPJI/H374DBgzALbfcIrlPDofDCSepEhRHU6dNU34gfmiWkAhYUlKiusOPV5DFz+uu7S5lI5uEBE4Lw4I9NVlHCiKA5GHD3H8LAi01NFD76xcvyhmW/2OhO8hVx1CYYpCyKCqyhU2Lnn2WqV3xM8/Qx0BAyUWQVj+F1n2BbOK1zJqUpGpSGIeNZAlqGQ0ynDwjBWvxolS0Oh0sjAW1atDVS92WehNdu3aR2mtUVBqMFjJHjFAlSUDrsUink+C8SC1iDEXj+vWK9gcAYlubYn1RE278UbZsWdDXLSYTNFarKsVdLmpPnFCxd3VRQ6lYDmo6haiBZ/GbLjGRlFwRjmc4zhd0Es9xavveBCWBSwTg8PMs356VheQnngiqgm/XamX/phsPHACIsQcIAopefJGpaTFjO6lk5eercl1jdZUzDBlC+q6j2e0zneienB4BNUQloTpwUdrPPXnS/TsN9PsVAcwtLSWNgcOJFrRpaep0nJqqTr+McWZ/hKuwsYMYM6K2VxO3Gr6HCJs/t9jeqDRPFc+QKrYRbQz7zW9gIYrfxRFEC9V2UNAbDIoXpvtzRZQDpbBGdLZXG73BALNK8cpmFdYoWQnmRhYJWi5eJMfPXO7hzYziLVm33ko6v7JuvZWprY7o5kJtr4SYxV6VHFgubt9OKtC76OP01q6gYKQnnkVEM2fOVOUYvgiCgLi4OK+izWNf/SrG/P3vGLprFxKdBUgsfYRC7n2VJUG4cvVqpvtF5WuvyRoLh8PhcDgcIIMozJARQJiht8CLfThh49y5c/jHP/7RY/sPfvAD5j5mz57dY9vJkydRXl5OHo/dbscGP3bI/o7B4XA44YKauDV43DhSsEoEcPt//7eksVExm82S9vvwww8VHok3Fa+8wty2ad06iAy2zz1whNYpSx08WPXEOAGA5do199/1n31G2j9Q+y6njbfSCAAuHz4csp0+KYncd8v580ztio1GpCxYEDSBImXBAtXVupRMJIzv31+xvqKJNKJ6UPqDD6o0Eg6FRAkLiWk336zCSNSjrqpKkvMGlQ6P63s4EQFkE53iODQsJhOomjDhVjbsS9g87rk599xD3l9QcF7UXFuLGLNZ+euHgkqMSTJUjwCns0F9fdDnHYoirVSuSYgjRRo1lYrl0MGw6B5N2Dx+D7WHD5OSK2oZnlWoRFvxVjRBdYehtu9NXKusJJ2rcX6KPNPS0jDt+eeRv2oVHB4FtCIAx4gRyF+1CgW//73ssXbU1sLR1UXax9HVFTXP4gDQddNNivcpAHAwxJc6GhpI33VHQ4OcYamK3mCAjaHgRwRgi6KESalYiec9tf19Z8+6nXs8f79At6PPfQo6OXI44SbrrrtU6Xfgbbep0q/UmH44CxsNREf0LgUFIuQQTKgtkFtsb1KatxPn/NT20UrBl76EUS+9RNonZ/JkpnbhclCIlsL0QFCfJ8P1/Jk4daoq/QoMSf03CnpCYZwnAoAd8+a5/25pacH58+fR4ifO2V5XR3pGaWcsIKW6blPbKxFbNK9fH/T6ITWm4yDG8m0A2traYHU+U1osFtL+rHR4iGKNGzdOlWP4UlhYiP2/+Y3fos2UmhrcvHUr+ldWhuyDRWVfrkiM733GF4vJBG1ZWchEXA0AzalTPBbI4XA4HI5MdLGxpHmqLjZWzeGoTt+XfuVEDf/1X//V46Fj2LBhePTRR5n7uP/++5GYmNhDqeDVV1/Fn/70J9J4NmzYgCt+FHi/+c1vkvrhcDgcOVhMJpgbG3Hp8GGcfestdxBDFATYi4pQuGhR0ESG1Oxs2HU6aBmUr13hh3AtemgkJp02Njbi3LlzuEmF5AqLyYSY6mqmyZ4AQOtwSFLKT2RQ47KEaQEtzqPQw0ZMJAjU/uqOHapVjMczFAIk5+WBWkoWQ1B8mrpkCcpHjULla69Bc+oUBHyRAFWwcGFYkoscVitEKBOMTlHhtxQNDB43DufA9hmJAMbOn6/yiDgs1BKLDgEgZfBgFUaiHtV796qepG5paUH6qFG44kdMQW0EAAlqqe5yAACVBGU/F/EZGaqMJZqod96TlSbWo4i46P77sed3vyMdR8kxNV24oMp7tHss1MpFlKFi7UIAUFdejiG33+73dZcirZrX0uZjx1TsXXl2v/wyWv78Z2gFwa9ScX1pKaYuWRKRscX164fetDSt8TiHGxlcRT2p378fWLxYkXGUlZSgcvVqt2K5CMBeWIjC//5vWc8bzbW1aLpwAWl5eYqpREeKBKJogT41FW1tbYiLi2NK8uhNUK+9oh9nnTlz5gAAioxGFBmN7nhUQnq6V5FFQ2kpWtauBSDxOmwwILO4GBWM+4sAMouLAUTHszgA3PWnP+HgrFmK3odYnX0E4rlLbR9uCp95BmcYrptFTz8dhtGoC/UZiaW97+/U5dxz9L33cPk//8Hge+7BrQ89JGm8HE40kTN5Msqd9x6lEAHkTJyoaJ8upIg0iQDscXE4v2dPWO5nsfHxpPaNW7YAESpS8KT8t79lEj8pe+WVsM0LlIRlLiCnfTQzdPJkVIF9fjiUsdincvVqsMibVL72Gvmc8bwPFxuNAefJrpl6uArT/XF+3z5Sktv5ffswNgxziJx77kHNjh2K96vtQ78NuSQ7hSWlPLvozpzBu9Om4czMmbDb7e7tWq0Wt912G770pS+5j3GZOCYWHEQBJWp7RWKLguD3+uE3plNcHDKvw0VcYiIoUqNVFy7g8MqVEAQBBQUFkgVXQ+FZ7NXZ2anKMXwZ1NmJ686iTV/3RFcML+fgQXSkpaE9M9NvHxMZ53waAPaQrQLT0dQU9HWKgJXgbN/bRS84HA6Hw4kk1q4u5jmfCLr4UrRxQxX7PPnkk7Db7RAEAW+88UakhxMWvvOd7+Ctt97qsf38+fPII6r6yGH58uXYtm1bj+2///3vSYuviYmJ+M53voP//d//9dr+xhtv4Ac/+AFuZlT97urqwot+gpajRo3CXSopSHE4HI4n7iCQq7gHgBZfTEAoiVtp3/wmWtetYzqudsYM2WNnxV9BJSsffPABnnnmGQVH000jY6GPCwFA05kz5ICgpl+/kG2qP/1U9WRwANB4KrlTC4z8tC8rKYFw6JDMUQWmiyEZNX/mTFz5xS9In1//W24hjSNUApTalL7zjmLnRxtR7aq3wFrsKAKw63S9Ptmxr9BSVkbep+7kSQzvRXP0cCTc6VNSoE9OhvQ7rXRYExU50qn+6CPyPvZeHpxiIdZgUL0AJDU7m3wMh4KuObqEBFXeo91HMEUObZcpy/tB+omwG4z2+vWIHp+Cp1Kx76K3q/CnZe1alI8aFZHEouxRoxAZrzlpeCUFNTaS9rVXVCgyBnfxFjxiAAC0FRWoWrwY5zdvxldee43U565ly9C4fr3bHUwEYEtIQPqjj2La0qWKjDvcJKSlkRZq/vH//h9Mgwe7k18mTZqE3DCp56tNRmEhSeigyycJ2Wg09vgs9AaD32dcV8HN57/6FfS1teSxCl1d5Gdnz/aRfhYHukVyXFdbpe7JrM4+mTffjKuEfjOj3AU12hNjlSTjzjvRsHcvqX0gQiUP3vrQQ7zIh9OnSGSIpVNRU7E13elaRl1n0HZ1ha1Qv/niRVL7WKf7aiQTTi0mE3Q1NSE/VwGArro64uOVQlJREVBdzdw+pg8p/usNBtgSExHT3h4ylm9LTGT6bl0OCiznjMtBgaXfHuu3HuKMmatWRbww3R8W4rMttb1U0oYMQY0K/apx3+itdDQ1SX5mEQAk1NQgrawM1woK3Nvtdjs+/fRTVFdX48knn8TgsWNRBvbn0cFjxzId39baSktYJBayOgoLIZw4IeuZThBFaMrKvK4fAWM6ZWXM93l9ejooK/Z255xGFEWcPn0aDoeD/F5YiPEQQI2Li4MgCIoIPwXCaDSi5he/gFYQesQ8PREFAZllZTjvp9jnlltuYY796NPTISdKrg8hWHqjJRxzOBwOhxNpWgg5oIKzfW9wBQ6EWqLsUcmbb76Jt956C2+++Wakh9LraJPoPiCKIn7xi1/g+eef7/Ha448/jtmzZ5P7fPbZZxHnY83b1dWFxx57zMtWNBg//OEPcfr06R7bX3jhBfJ4OBwOh8rul1/uaUWMng/+rBbz0154AY4xYyDii4VyT1zbrQMGwLhmjSLvIRT//ve/8e9//1vy/u3t7W4raiVp8HPtD0X1+++TA4HZU6aEbGMOUzC90SOx3tzQQNq3/ejRHtsqV6+WPaZgXPv885BtUrOz4YD/890fIoC8O+6QNB69wYD0IUPCvnBoCmFJTqGztVWxvqKNNEZHxrRvfUvlkXBY0Utw6emIcEI4GQUT/wOh0+uZkgXVQADQQHRC4NBwSLhuayU4EfY2Ln70kTqFPj6ft5m4cKxVcI7QcumSKu9RyfPDVF6uSD+2INcwigqiVDoJro+RpnL1asCPS4cXTqXRSJBVVMQ8L48GUiZN+uIP4m8j1mSCRWbCnWfxVo8YgPM/2/btKFm4kLnPTQ88gNZ169yFPq6+YsxmtL7xBjbNnStrzJHCweBg7EIAkOF8hnIlv/zl1VdR8sc/oq4PzFs6m5tJn4XWZgMAFBUVYd68eRg/fjzpeEVGI8a+/DJtkE5iLl2SpGbrS6SexV3ETJ+uaH8iup3rQkG5porO9tHO1CVLkL9qFRwjRrjfmysxNn/Vqog50ylNodFI+u4KAyQEu+PGHsnLnsmDu1esUGC0HE50keYsnlES1uuuFPQGA2wSxsy63qMEoZJRfREANBGKUNSgiZikE+nxSiH3nntI7eOamrBr+XKVRhN+ChnvYUWM7ZSYc/rid/3WR5xxzubNuPf4cUzeuRP3Hj+OOZs3R7xwOXXIEFXbS0WteEF2AKfoGxGrAg4v2Z995nd7bW0tPpIgSsVK59mzpPYaYsx2+BNPkNoHQhBF9/WDJabDcp8fMHo06dnBkprq/lutQh/Au9hHp9OhoKAAGo28tNJsP0KMQ4YMwbx583BLQYHX9TYQGlFEak0NBGesw5PPP/8c1YxzAkNODtugAxDqnmNuaKDdl4h5GxwOh8PhcLyJI64dUNtHGzdUsQ8AVavO+zKzZ8/G3LlzsWXLFma7zv3792PChAn4+c9/3uO1W265pYc7DytDhgzBc88912P7kSNHYDQace1aYD1Rm82GH/7wh/jTn/7U47WpU6fiIa6GxuFwVMYrCMR6T2JI3JqzYQOS58+HXav1Cg6J6FY70c6Ygbn79kkdNjPV1dVYtWoVDing/CLHGSgQLIUkviTU1JCC0SKAEV/9auh2YbK/TrnpJve/LcQFsASf5FeLydQddFNkZP6J8SnoDUTqvHlM7UR0K+73NleXfuPGKdZXWpQr/cohWLGja5tjzJheq2beFxlKTJoTAeT0IlcfAOgKQzHntTNnkDJkCGlBSEnqjx9XuEeOJ/qhQ8n72MI0r4gUu19+GZYNG1TpW++j/Jc0cyZpf4OCCQamqxQtf3aSGRU1Q7H75ZcRe/KkIn211QTWdtXodKoXj8SGKp6JEtzz7xDPjp5Ko+FGbzDAopJquhp4zkWErCzSvqwJYoEoKylB5bPPMh3Hvn07UxLormXLoHEq1QZKNNEcP94rkwQT0tNJ14KUy5ch2GwYdPgwRv3lLxj1wQdwrFqFg7Nm4cP8fJQ89ZRqY1WbDmIh8FdmzMDSpUvx8MMPS3Y3MgwcKOlarLNa3Wq2LESra6Tx9dfRpWCSuFhUxFS4pDcY0NW/f8jPTwRgzcwMezGUxWRC48WL5PtNkdEYlYmxSpKanQ2HIDB9dw5B8BunUip5kMPpbegNBlhzchR7BnA5HKp5jSx85hnpO4ehUH/o5Mnkz7M+wgXSdUTxK2r7aCBDQpy+6S9/UWEkkaHYaETKggVBY/msjn8WkwmmujpF55zB1m99i/UiXZjuC9XpJlzOOKxzWwoigP69WI1bac5t3y5rf5dYhMZi8fv6oUOHVCmss5hMSGhpYR4nADiI8ZjCL30p4DWHggjg0pEjAIDy3/6WaZ+yV14J+rrVQ6wlFAKAGLudsbU8fMW1J02aJLu46NFHH8XSpUuxePFiLF68GEuXLsV3vvMd5Obmdp9bjPkygihCG0A8asuWLUx9ZBYWMo/bH03nzgV9XZeQQLov6XqRGBWHw+FwONFIXxTOCsYNV+wTLi5cuABBEIL+NzRAAs/dd98dct9du3aF9f1YrVZ88MEHMBqN6NevH4xGI55//nn87W9/w9atW7F3717885//xBtvvIEf/vCHGD58OCZPnozDhw/36CsvLw9bt26FQUbw4/nnn8ftfhJqPv74YxQWFuKll15CaWkpOjo6YLVace7cOaxZswajRo3CH/7whx77paWlcccnDocTFqS4orAmbk1buhT3nz6Nuz75BIN/9SsMeOEFTNi6FfedOaO6o4/FZMKekhK8+frraGpqUqRPVhUWCjF6vaT91EgFbL5wQYVeezLkzjsBAIcPH4ZWglOfpwoyJegmlSRG149pL7wAa1YW08Q99TvfkTWmSDDeGYCWiwggd+JEBXqKXlzFjjaPIKprUT95/nzMUSk5nCONwWPHks5tAUDygAFqDUcV+hUWqp6kfuXQIehiY0kLQkoSLne6GxXDwIHkfdpVKhKJBjyTLdQgw8eR8ZZHHiEFBm955BHFxiKqtHBb9I1vyO5D6e/B1tUV8LWOpibVnX00aWkqH0EZqIvekbo+x40eHZHjSsErwYvokicCsAY5d4PhVoju7GQ+v8sYkkia3n6bqa/emCRITZwTANz8738js7wcgsPh5YghOByw79iBDZMnKz3MsBBLTBhJ7tcPOpkFNM0EdX1PBACn3n2XNE+NlGNlKG6TKFbmj+GMgiUAUPzTn7K1e+EFqcMhU1ZSgo2zZ2Pb2LHYN306to0di42zZ5OLTqItMVZpWONPqQFUxst++Uum/cuWLWMdEofTayhiKIhmxeVwqGYhfLCihVCEo1A/NTsb1KfL1vPnVRkLKzUbN6raXinOHziAPa+8gvMHDpD3TSc6QgkAtFYrmmtryceKVuQ6/nnOSUoffZQ05+xoagpatMzkqgtEzFU3GF1Edxdqezmwzm1ZcX2XnG4aGGMCwRAAxDU3+33N4XDAFhNDeh5lcdaT4urdKeF793fNkULVq6/CYjJBV1MTctwCAF11ddD7vKmujnR8IUAxltLE+Dhg5+bmwihToCEuLg46nQ5paWlIS0vzilVQRF5EAPYAcY66ujpYGeIKct3GHO3tQV9vZjg/XAjO9hwOh8PhcKQT7cJZShMTuklkeUIha03A284yUL+CIOCNN95Q7Jh9kfb2dmzZsoW5Ot6TMWPGYMuWLRgoIXnJk9jYWHzwwQeYMmUKzvsEH69fv46f/vSn+Clj4CA+Ph4bNmxAXl6erDFxOBxOKCwmE7RlZdKSJZyJWywTj9TsbIwNk1NZWUkJKlevdr+vMQCac3NRX1yM9sxMWX23SShMCUXGqFGg6eF2B1tEsCdKu1SLQn1XMYmJ6Gk2zQbreER0q9RUV1djy5YtGE4s1BEAVO/diyynSpYr6KZm8qWdkDw3d/9+bLjjDuicQVHPcbneaW91dXEpvMr9vAUAul6ktC6VaUuXAkuXorm2Fk0XLiAtL6/XuTndKOgNBnQlJiIuRFDck97mzepPhVlpRIfD7XwRCW+Kzgg4R9xI6BITyfvoU1JUGEl0UP7SS1BT7z/Fx/Ggi6isqGSCREpeHgJ7FUtDBDD41ltl91P+4ouKfg/Xdu0CAqhhh+O6nxjlhaQWkwnmxsbua70gMBX8iILAlFChBprk5Igcl4qvcpdWpyM9kwkAGioq3M9HrEgplhMA6GpqYDGZAj5bNtfWQmu1MiWauJIEe9McuY6oLi8CSAhQLOjaprt6FSVPPaW6IIrStNXVke5NbcTEIX/IKcBpc4pqscYtotHZBwCuX7woa74teri8FHzpS8z7FRuNaCgtRcvatQD8xzpYVe+VYPfLL6Plz3+G1uN+JIgitOXlqFq8GPWlpSETc28Upr3wAjYdOwaN0wmVEqeymEyIvXaNLXmwvj7o/YHD6Y0Eu/ZJgTVGL4epS5agfNQoVL72GjSnTtHmeoT1HqkI48YBn33G3D4mwury7fv3gxINaVbIdZaVDTNmQOcUcBMANP/f/+EkAOvQoZjL6KyhNxhgy81FDKGoWgBw6bPPetU8PhRFRiOKjEb3c29CejrTb8HfnIQVEcDhr32te71PEGAvKkLhokXu+RSzqy4AzalTUXcfpsZqwxnbZZnbUq/5vW29QC0sJhPiFCoCiW1uRkeAWNnlixdJfbH8Pir/9S/ys5Zd4jOq65pTtXs3KiTkH7riM/Xl5aRrd1N1NQaOGOH3dRNR8DTObEY4SvT6+XH9Gj9+PK5evYrPCHMKF0VFRUGFSFqIAmYaiwX2pCS/rzU3NyMjI4PUH5XEnJygr9fu20fqjxcucjgcDocjn/6zZ6N13bqQ7frNnh2G0ahL1Bf7vPnmmxAYFDQoiKKIt956y+92XuyjDlqtFt/73vewYsUK6CW6KvgyaNAg7N69G/fddx+OHTsmqY/+/fvj/fffx9SpUxUZE4fD4QRDikqNCxGApa2NKUBGDZBLxR1YxxfBOAFAanU1UqurUTNhAq4VFEju32aTWgoTBIlW05TvjVW1SKfXyyr2AYKPSwRgzciA3mDATqezSVdyMtBKK3fyTBI69eGHtIFKwO5jER6Kufv3Y9fy5Wh65x1oOzrcxVm2hASkP/poryz0cZE8bx7TQ0kwWM/HvkJqdnafWvjsq+T/9Ke4+NxzzMl/6T6J+NHO9dOnVT9GnMGATxg/QzUQAyxChGsO0tcZOHYsroA2/8i45Ra1hhNRLCYTdA0Nqp3rIoDB48Z5bYsnFi1Q2wcjVqF4iSfW+HjZv0eLyQRdS4ui30NMRUXA1xLS0lQvZhR378buFSuiLjnZLabgTDISBQG2+HjEdHQETToSBQGO4uKIXXv1AwciPBqj8rDrdF5zRZsEV7Q2Ce5J5b/9raRiuVDJIZePHiUlmlw+erRXzZUP/epX5AIplqQv28cfSxxR5Ehyutqyzp+TsrJkH7OhtFTyvtTvLVqdfS7/85/keBAAdxKpo7gYw596CmclOPf5SyB3qd4XLFwYtkIfr2JFn/uQ677UsnYtykeNCtuYop05GzZg1/LlaPz73xHjLCJniVN9tm4d6ZpeV16OIbffrtCoOZzowHXtK/v97xEr02UmXIXwnkULTdXV7mKCaBhf2rhxaCUk5nYFcHUIF9RSI00YixU2FhVB5xQp81wLEwHozp/HxqIi3F9eztRX4TPP4MzixaTjt/ZRN2e9wcD8DBtsTsKK+7vzU7RMctUFcOqDDzDu29+WNA41MBDn/9T2cgk2t9X27w/s3s3cV29cL1CL+ooKxWJnhitX0FJY6Pe1JmKRS6gCRVd+AXXsCTLFm63E9WdPBACtRFGNYFeU+P79QbmLWePiSMeWSiDRbn9FQCxMnDgx6Otnd+wgnVuJDQ1oDVDs08UgJionVwcABoQQ1DK99x4o8psd15SW/eJwOBwO58aj6eBBaBnaNX/6qepjUZuoL/ZxIboUwxQu/OGw8ZWvfAU1NTWoJioMxMbG4v7778dPf/pTFBcXKz6unJwc7N+/H8uWLcPKlSthYVSuEAQBDz30EH73u99h0KBBio+Lw+Fw/CFVgd8VDPrsa1/zqzjlwl9imL2oCMO+/W0Mvu02RRNvgykTu7blHDyIjrQ0yQ4/LEEZKm0qL4qIAOwFBUyfc3JuLiSHFSdOBBgmosUvvgir1Yrqs2cRY7XCkpFBLvbp9Ag0nVu1CsqnoHrTSFRvBvquqwuLImyogi/HiBE84Z4TdYx+8EGcWb48ZOK4CMA2ZEivO4evSRQioKDV6+HYvz8sLkL+6Lh+3etvX6c/EYC9uNjvfIUTmoS0NPL3mhpCVa63QlFMlIJdq+0xZ6DM2ZV2IzDV1yvWlwv9tGmy+7h07Jji34MgiqirqvLrkGIO4Myh6PERfcnJgZwTYljco0QRBQsXqjzCwAydMQPlb78dseOzEnv33V5/m86fB3WWsf/jj3FRr8ekSZOQy5BgZDGZoKupkXxOtwVZ+L9CnHNcOXYMI776VYkjCS9lJSUQd+0if24sjhhwOAJef6KVSLjO1f/jH4iFDFcbxn1FAC21tUgfMkTikdSjrbYW/tOI/OMAMOv4ca/id6vVirNbtkg6vlTVeyWpXL0aWkEInlQrCKh87bWouZ9GA1LiVFfWrAElha/xwgVe7MPpkxQZjdDGxaFSxtw2EoXweoMBA0eMgDUnJ+TcTwRgzclRfXyWtjZV2ysJ1dERCF88bMOMGdB1dQVdC9N2dWHDzJlMDj/FRiNO/e//Ql9ZyTyGVpnFb30BpjlJEHy/P9+i5aF33UWav1a/915UFfvEpaaSxh+XmqrugPwQaG77z+9/n9RPV1JSr1svUIsO4npvMDJqamCprPQr4km9PwQrqpHifOxGoqCni/YrV2Ttr4mNJf3OEtLSAr7eLz8flCiwNUznfCAXnmsSilKMRmPIuJnY2UnrNMg5EBMTOv01IT1dlsBUapD3YzGZyEI/bTLPSQ6Hw+FwbnTcDq0h2gkANGVlUefQSqXXFPsIggBRFN1FP3JRqp9ADBw4EAcOHFCtf9bCmTfffBNvvvmm7OMtXboUS5cuRXl5Ofbv34/Dhw+jsrISFy5cQGNjI9rb2xETE4Pk5GTk5eVhxIgRuPvuu/GVr3wF/fv3l338YOj1eixbtgzf//73sW7dOmzevBlHjhxBp8+DgUajQVFREWbNmoX58+ejqKhI1XFxOByOLx0yktaCKU4BgRPDtGVluPDcc7gI/9b0UqlYsoRpEpG3Zw9OPfigpGMYVJhgaVVQS/cl9xvfYGp307RpuAppAaXcOXPQesstQW3vUxYsgAhg85w5GONUd5Iy+0l1KjlZTCbE+SR3q4FDguKti77o6hJIEdYeFwctQxA0kkmfHE4wil56iUnFsujpp8Mwmt6HLj4+YoU+AODwcN8L5PSnLSvrMV/hsGHt6iItOokA4oMsHvZm6gjJL1REACl+5m1NFy6QEqqbLlzA4DFjFBnT9SBuN1JRwi3hsgpqRwKAy0eOeCXb+xYOhoOyZcuiIjk5qHOC8/8iAHg87wHdz3gQRaQsWBDR9zF47FiUIXL3JRZEAON/9COvbQ4JAhMxZjMqKipQUVEBo9GI8ePHB23fVF0t63PpDJK8YyYWRJoZ1cajgcrVq6GBOueUAKD+1KleVewTbtc5i8mEWJmFl5R76dktWzB00iQZR1OJ9nZS887ERJJCPStq9MmCe7E0xFqaIIp9YrFUDVjjVBaTCbFEpfF2FYrEOZxooa2pSZ7TZyQL4VkTr1ta1B0HABvxGNT2SnLszTfpInlhcjnQXbjA1o5QkJMwfDgchHhHx3vvAcuXM7fva7DOSaTiKlp2u+qGaC8A0FZURNXcp5nw3Ck420fqeajH3JZRzNeFMHy4wiPqvST266eYM7aAwCKe8QMGgFLukx7Egady9Wom5XV/mInC1L5oZOYIdLW2kn5nrZcvB3wWoLoMCTLWzim0tbUhzc86QzPR/S87OztkvAzoFsygkFVWBrvB4FdotqGhAVkhXMv0BgNs+fnQSSgyFgFUvPcesgO4b1du307+LaZEoegJh8PhcDi9CZJDqyjC3NgYNc9wUug1xT6iKCI7OxvLly/HEAkTHlEUMXPmTDgcDgiCgJ07d6owyi+Ii4sLaUnZGykqKkJRURHmz58f6aH0ICMjAz/+8Y/x4x//GHa7HTU1NWhubobdbkdycjJycnKgD0OSN4fD4QRCahg6lOKUCIRMDHPt569QiIrFZEJMeztTwDvWbIZgs0FkUFPxJTExUdL4gmEnBo2pCAAMASyufUkZMAB2jQZah4MU/BEBDJ08GakPPRTQ9r5g4ULUHz+OM4sXQwfv5GsKIoChU6cCABplJqmxou+jycpyCKQIu3vFiu6CryhN+uRwglFsNKKhtDRk0WJvPIf1GRlQ924DtIbpmhwIVxCExekv2pwzegPmhgbS9ysAaLl0qcfiYSRV4JWiobRUlX5FAA6NBtN//vMer6Xl5eE82FUa04IsYFNpOnpUURdFEQC2b3crDEs9J8wqFXx7CvF4iReocrSeCAB09fVRkaDDolIsArC7ko+cTq6O4mIULFwY8Wus3mCANSUlpGtfJBEAdPokJwgSnLl0HgX3JSUlyMzMDKpUKjcdrb2hIeBrQnw8qS9q+0hhMZlULfoTAbReuuS1LdpdYsPtOqe2s54vHbW1YTwaO/G5uQChoCKuj4mL3WiLpZHk0tGj5N+cSWayI4cTzdQdOCDpPhTpmKjFZGKaDwsAdC0tqj+H9B87FvUlJaT2kaK9ogKxxH2S77lHlbF4ct4p7MrynYrO9iwFzMPvuw+VJSXMczutTDeL3g5lTkJFAKA5dQrNtbVMhT7u/aJs7qMhrsFS26tJSn4+WhhcsVxkRKNIQISwEhxgWRmybx/K7r/fa9tN48bhBNifR7MCPBfJfdaPTUiQuGc3Dhk5AiKAtro60j71FRXIve02/68RY95xzc2w+ClwURqL8zOyWq3o7OxEXFwcdDoduohiORqNhqkd1bkuqakJN2/dipoJE/y6ULEwbMECXHzuOUnnYdtf/4pNJ09izoYNPV67LkFgJ2vkSAmj4HA4HA6H4yIhPR2iT75cIERBQEJ6ehhGpR7R8xQXgO9+97v405/+BAC4cuUK/ud//gc/+9nP8MMf/hBaLa3mXxC+mK5NdSaucvomWq0WeQom3HA4HI4SpOfmKqaw46LytdcgiiKzfb1voZCURa/z+/aRlGvirl+HJYSSij/SVZhkpd10E2ihODomQrAv7dvfRuu6dcztRQB2rdadfBTI9l6WDboHAgBdbPcym42oaCsVbSx1We/GwVcRduqSJV8UfJWVRV3SJ4cTCq9z2E/RYqTO4bqqKtSfOoXMESMkKRxmjh+P6nffVWFkX5CYnU1S01Oafs5F1fKXXgJLKmnZSy9FxTWptxS/pOXlkeeMbR6JqL7uKCIAe3GxIu6O4aazulq1wFXBH/7gd7u9q4s017VLcAYJhBIuPJ643ofu/Hl8MGpUt0ugc75Acfy0MbgJSqHLZAIQ3NVGbQQAdeXlGHL77WE9riesKsUaAILZjLs++QQOqzXqrmWsrn2R5PqFC16JFtrkZODKFVIfNp8iip07d+I73/lOwPYJaWmy4gD1hw4BTzzh/0Vq0l8vSRI0NzaqWmgiALj68cfAd7+LnT/7GVo2bIDWmdgnArAlJCD90Ue7RReihHC7zrUSk5jkogtD0pIUBn31q7h65AipfV/iRlssjSSN586R97EFKQblcHo7+qwscswjGmKilGJZwdk+V8XnkNzbbwfFA0zNsYQi7qabIB4/Ttpn3FNPqTMYD85t3Ur6Ts9t3cpU7NNFcHRwzVEP//WvuO3xx5n360skpKcrvrbqiQBgx+OPkwrORCCq5j5J/fur2l5NCu67Dwf/7/+YC0kK7rtP7SH1GnQJCYr+NgQAcSZTDxHPjOxsdPXvj9hr14IeSwRgzcwMGKuS+6xvM5tl7N29piIVAUBnUxNpH2uQdfXWU6dIfWkVjD8Ho7a2Fnv27EGFh/t8YWEh4oniMZmMz/ip+floJPTrOn/8uVD5cyTyx+gHH8SZV16BToLgGgBojh/HruXLe8SMDDk5aAPt95gQRddiDofD4XB6I3qDAfaiopBrrK6YUTStqUqBrZw6gqxatQp79+5FcXExRFGE2WzGc889h3HjxuHgwYORHh6Hw+FwOMy0XL2qaH8uxSmtM8mftrOAytdek3Tcc//5D6l9EjF5ykUwdWSp5Nx6q2xl5VCYCd/ztBdegGPMGIhgV3xO85NIpjcYkD5kiHtiWvnDHzKPIRieCxZtjZRwm3TiubMPiSKjEXM2b8a9x45h8s6duPfYMczZvLnXJXNzblzc5/Dx493n8PHjETuHS558Eh/m5+PgrFm48PTTODhrFj7Mz0cJMXlA7YVeEYA+wosA+n79uhVrGRZEBAC6hgZYnEn9kaCspAQbZ8/GtrFjsW/6dGwbOxYbZ89GOUHhNpykZmfDKtCWPl3OD7tffhlnFi/2UkkUAGjLylC1eDF2r1ih7GBVJkZCwXgwXHOuYErPncRzldo+GHoVnC2B7nMgpr3d/czg6fjJdE60tqoyLpfKY+Xq1ar0z8rlw4cjenyScwKAw6++6jX3jxaKjUYkfP3rqj9vycHX6TV5xAh6Hz7FPhcvXoQ1SKGew2qVl3gTJBHQQkw0obaPFNauLtXPI0tdHT4YNQptb7/tpeAtAIgxm9H6xhvYNHeuyqNgJykri/kzEZ3t5aCV6QxEJWPUKEX6sZhMaLx4UbF5Z/6MGaTPPX/GDEWOGy24FkvFEPPSvrJYGkk0erq3oxxlcg4n2km96SZS+/4//nFUxESvX7yoansqaU7xORZEZ/tIUTh7Nqm9iG5xPbXREJObWdufX7+enGB8ceNG0lj6EuGIKeouXCD9XmwJCVE199HExpLGr4ki0T2X2Fao8btelyLO1VcxX7+ueBGcACC2pcVrm8PhQH/G63S/IO1cjrWSx+bj0EslbfBgWfvbiAU3upSUgK91nD5N6qsrKYnUXir/+te/vAp9AKCiogJVVVWkfgoLC5naxWdmSj4nBh475vV3EyHmVfTiixKP2k3LG294/V1WUoJzq1aRfo/hmstwOBwOh9PXKVi0KLSQpCiiYOHC8AxIRaK+2AcAJk6ciGPHjuEXv/gFYmNjIYoiSktLMXnyZPz3f/83WnweNjgcDofDiUbqna4FSiJAmmKPIIrQlJVJCpJbL18mtY+RGIhPkGnH7Q+9wQBrSoqqiUMiUS15zoYNSJ4/HzanAhPQM6jtSkx1jBkTUl3YYjJBa7fLPtdc7hquBQupiWGUQiYRwE0zZ0o6zo2Ob8EXh9PbiPQ5vGHyZNh37oTgcHglewoOB+w7dmDD5MnMfXWqlBTvQgAAqzWiydS29nbUV1TQFGt9FonChbv4xUPRhVzoEAEcN99Man+9rMzLHcX3u3Fta1m7NmqLnPwx7MtfVqwvEYA9Nhb5q1Zh6pIlAdtlFhWR5i4miYXt/uhQUaG9xzkhiuznhArzcgDQxMV1z109itMiwfVDhyJ49C9UilkQAZj+9S81hyOLmS+/DIB9VwCh+AABAABJREFU/h9uOn1iyNkS1Mvtfn4PbW2Btecp369fNIHD96ES8OW2jxSf/eEPql8TDFeudBdB+nnNdc90qbVGBc5rNgtKuKTVnTgha38qJpnJzmoVdqdmZ8Oh0TAlHjo0Gi8n3r7CjbRYGklsEtY49cRiCA6nN2G32UjtdcnJURETvV5ermp7KnqDAdacHKb7mDU3N6Kf4eCxY0nPRNacnLCMV0cs9mFtb5VQsBkroTC0r3Dps89Ufz6grLW6BAIiKWzki5ngUCE420cT2unT2dr1seJ6uWhi1PFDj/VZ34iLi0MToxB386efBnxNrhhKbGurrN8dpQjWH03E+OGVAJ+ZxWSCvp7ivQdYo2CeQ6E/o1jd5f/8R1qeCwBDXR0EjzljB8E1r9hoRMqCBd05DMRYmet+0VxbC+CL9ad4omhqV5TMXzkcDofD6e0Eu6+LghBSBLQ30SuKfQAgJiYGL774Io4fP44777wTQLeCwGuvvYbCwkK8++67ER4hh8PhcDjBScvLUzzpiVJI4YsgijBLcGvRxsXRdpCgCDts2DDyPqwUvfSSan0DQAtR3QYApi1digdOnsRdn3yCmK98Bfb4eK/CH1tCApLnz8ecDRtC9nXi/fcVW/jwTNagJL66cNx+O+49fpzpPHW14apcHA4n3JQ8+SR0V68GLZDQXb3K7PCTPGAA6fjUa6sIIHXo0IgmxscmJ6OV6FhIba8EXsUvPkmKpEKHCKDPySG1t7W2opxRka5MpnJdOLnpzjsVmz8LALQMCoyp2dmwx8UxH/fyz36mXNFYEHcQ1WBx/FRpXPFpafjXzJkRvZ4BgJ2wGKwGeoOB+bnOlVTkWlBWCznuGMnz5qkwImXo8Hn+zZs8mXyNsTsVkLVtbUi8ehXaIIU+QPf36ynsQEXcsyfgNcZ6/TqpL2r7SFBWUgLr1q2qF4yxJvM1vfmmyiNhgxJPEp3tAcBqtaKpqQlNTU1BHah8aTl+nDrEHmOgYDp/XvKx1C7sTv32t9naRfG1Tw430mJpJGmTkHCbNny4CiPhcKKDKzt2kNpLicergenzz1VtL4WiZ59lalf8zDMqj0RZ8r/3vbAcx0p8VmRtHyshuVegrsv1IaQUR6mNAEhaX1WLhIwM0vNCQkaGmsMhY3z9dVgHDPAbG3Ftsw4YAOOaNeEfXDSjkqCH4PHsGBcXB7vFwiTUIwDQnDoVMJYkVwxF7u9ObzCga+BAyWOwEUUqTPv2+d1ubmwkx0I1nZ3EPSJLEqMTUbsM4Q8BQIzH/UETRCzHH1OXLEH+qlVwFBdLKvg5uX59UPG1YIgAMh99lHRMDofD4XA4gfF3X3e50YcSAe1NqFPqryIFBQXYs2cPVq9ejSVLlqClpQV1dXV47LHH8Oabb+JPf/oTbuKKVhwOh8OJQhxdXao4+1iHDUPMuXM9klhDIQoCEtLTFR5RTxxEpxsAyFAx0FxsNKKhtBQta9cCkOaMFIyOujrJ+6ZmZ+PLr74KoFsRpunCBaTl5ZHUYeu2bycHlDzbi4IAiGKPZI2EtDRyv9lf+Qr0BgNipk+HfefOkPvEcFUuDocTAWwff8x0fbMxXMcAILOwsMe1NRhS7kOiTLV2uXQ0NCB50CDSPnHJySqNJjCVq1dD67yvBcRZ6BBtCYqd9fWgpHF0XLkCfUsL06KrrqWlW0GwFyjHucZI+U2Fouz550N+32nf+AZa160L2ZdrTC1r16J81CjZ51HiLbcAKhdx+OLp+BnwnNBqFT+uCGDwuHE4d+2aot+vFMhiBgrTXFtLVhFuunBBFQeJspKS7munM4lDBGAvLkbhokXM5/e0F17ApmPHoDl+POKFXL6kDB3q/rfFZILDaoUDAOUMzzp1Cqnbt7vdAEUAezZtQszdd/tNPLKYTIgxmyV/Fu7CVH/XmPZ2WmfU9mFm98svS0qSUAsBgNZuR3NtbcQdW1Kzs2HXakO6+IoA7FotWm02bFy3DtXV1V6vDxkyBNOnT0dubm7Q42kkiLZ4jsE2ejRiTpxg+h5FADqJMSDPxBrf+Z4rRib3Hu15TQN84ifO/7O4MPdmpi5ZgvJRo1D52mvQlJVBEEX3YmnBwoVRN4/ujXQQC95EAEOcoogcTl+kc9cu0vOwTiUnUioxxPsntb0Ugq2FuO5j0VC0SUl8FgAMHj9ezeG4aausJLW/tn8/U7vsmTNRu3s3qe+WM2dI7fsS/fLycCnSg/BBBMKyvsoKZf1ZcLaPNubu24eSp56C7eOPAY/nbVGjQczdd+NrvNCnB50+DjxKEedRuNjZ2YmWujqac1Rjo98Yo1w3LCV+d8VLluDM4sWS9tUSxZBiA7h3uoqeKHEPvcmEyEoVsTNkyBDoWOc4cgWmPOIArAVGnhQZjSgyGmExmfCvxx9H3MmTzPteP3wYDZs3S0q6FQAYnCItHA6Hw+FwlMHzvm5ubERCenqvyIWg0GucfXxZtGgRysrKMGfOHADdyU7/+c9/cMstt2D58uWwES2+ORwOh8NRG4tKQTfU1ARPYvWDa1FeysSmvaaG1D5OQvDu008/xZEjR8j7seKq6rZptYorBlsVStBMzc7G0DvuICcVicQ5kFWn+8JFSBDQefPNfivbqYpLAgBdfDwArsrF4XCil7qqKrfDSzBczjB1DGqxeoOBvPBCvb42nT5NPIKyaPV6nPvoI9I+rVeuqDQa/1hMJi+F90B4FjpEE10BFgMDYamvJy26Xjp2jDymSOByL1Eq6VsAoDOZQn7f0154AY4xY0gummU/+Ync4SElQuI1oRw/YxUu1hMBOGJiUFde3n18RXun0y6jWF8Jmi5cIBfVq6HC63bH8FBrFQBoy8rI7hhzNmyA/pFHVHdnoSACyJ8xA2UlJdg4eza2jR2LfdOnk4PjaZcvuwt9AOccweGAfccObJg8uUd7KYqt/vDnwGUnFuJR24cTqWqoaiMAOB9AjTfcaOx25nbr/BT6AMDFixexbt26kPEWqoq9JwK6HYUo85IOYiKti8rVq0OrWbM42IVgzoYNSJ4/38uli+rCrDZWqxVtbW0kBycKRUYj5mzejHuPHcPknTtx77FjmLN5c8STw/sKmrQ08j7cGZvTV7GYTIglrnVk33abSqOhkTxmDHGH8IiiuBVuR4zwuo85RoyIGoXbhPR0ZlX9cInYAYDNbCa11zLOaUbMnk1+VtIEcBSV48raW3AJK3ECI8U5PhoxrlmD+6qqMGHrVuStXIkJW7fivqoqvnYYgKTMTHU69nGRMXd2kpyjAolHUONfvliHDpWdsFlsNMJKcM71hJqBGGu3+7026w0GWIhxPVuMPB33RYsW4Utf+hIMPp+fwWDAxIkTZfXty/Tp05nbJsgQVhEB2D3OtVinE7cU9AYDWaxOCyCmulryOd0iw9WIw+FwOBxOYPQGA9KHDOlzhT5AL3T28WTgwIH44IMP8MEHH2Dx4sWora2FxWLBiy++iL/97W9YvXo1pkyZEulhcjh9AqkOExwO5wsyi4tRAeUTV2K6umCLj0dMRwcgCGwOP6KIgoULJR2PWlArMiak+FJSUoLMzMyQirNSKTIaMfSuu7CNuggXiggrYjlEkZSwFmO14vg3vgGt1Qq7TodJd92Fonvu6dFOymKRZzI6V+XicDjRSPXevaRExOq9e5mSqhwZGUBDA/M4OvR6xFsszOrnQgRdKEQAORMmYN+qVaBo59bu2oVxX/+6WsPqgbmxkdn10FXoEKmgj99nLeJ8QmuxkNo3nT0L3HUXaZ9IcGbHDlWcMS8dO4bhId7/rDffxLYxY5iOLwDQmc2yHZNsEZpHhkqWShk+HOxXNDZSv/1tVLzxRlSoEKlROEOJoXR1dJAd4XQyFrD94eWO4ed4AN0dY/zChdi3fr1iY5SDCMCh0eDEunVo+fOfofV4bqZeY4J9RrqrV1Hy1FNeiUi7/ud/ECPhOL79a06d6nGNiU1NBa5fZ+4nNjVVxijUpfy3v4X62vbSsAQphgwXdVVVTIVQrte1bW2wB1G1DRVv6aitlfx9iABE4rzEJRRCQUpht5x79LSlS4GlS6MuRl5dXY0DBw6goqLCva2wsBCTJk1SJZ6mNxj65EJppLnpnntwZtMm5vb20aPVGwyHE2HOEeI0gNMx9NZb1RoOicI5c3Bw9Wrm2I71wAG1h+Qm2hVu9QYD7EVFIe/tckTspBAzaBBAEKWLsdmY5hx6gwE2gDTfsvk4WCnhysqRjgCgvqICuVFSbJiQlsYcVxCd7aOZrPx8XtjMQFZRkSpu2fbERK+/21tbac5RAQQI0pxFNlLGKwLI/6//krBnT+bu2IF/DBsG6lOoRhBI4qsCgJJ77sHcTz/t8Vp/oxHtb77J3JfN5zuhkp6ejqysLEycOBFmsxkmkwkGgwEJCQk4ePCgrL49MRqNpOdQ8/XrkPrOBAAaUYTD+XerXNFdYqzVbreTnMJ9aa+vl7E3h8PhcDicG5FoWFOXzQMPPICysjIsWLAAgiBAFEWUl5dj2rRpmD9/PpqamiI9RA6n17Jr2TJ8MHIk9kyZgs8ffxx7pkzBByNHYtfy5ZEeGifC3AhqUUqj1gKEACCmowPaGTPgKC52K6D5dVERBIgAUhYskBzwj6WqpiVQUoG92URY6JaCUirLnhhMJpLqtdLEEJWcBACCzQZbfDzEmBhcu3bNbzspiksOn8IwrsrF4XAiib+5i4NYkMraPomYaJIwYQKp/cDRoyOmwCgAcHR1IZ6YxOmrCKg2FEc60dk+nFhMJmx77jm/z1olTz0FDSF5GwDsxCTZdkIxWiS59vnnqvR7cc+ekG2o80QBwDmZ7g8Co5KxkrAkS+lkLih7HQ+ANS0N05YuhSlKFAzjhw9XrK9AMZSdP/uZ3+dni8mEmk8+oTv7KHzNKnvhBbZ2L77I3CfVGVRtdHff/YVzDFEtnoJtxw73v3ctW4aY8nJFnjkFoIcDV+KwYaQ+qO3DhcVkgq6mJqocfTzJKCyM9BBw+fBhUnJVPIND4M6dOwO+Jra3Mx7N//ETzp0j7ZMpQbBNSmG3Ekh1YVaDw4cPY926dV6FPgBQUVHB5ODEiR6GTp5Menb58ltvqTkcDieiXN6/n9TeFhsbNUUrWfn5zO6wrK6zShPNCrcFixaFTqKWIWInhXji5yQAuHT0KFPbLmJRbly/fu5/K+nK2huoV+iZSmlar16N9BDcdDQ10Zw1ef4UJwidPg4n+tRUReLsqdnZXm6prIgAbHo9Rs2dS9wzMGmPPUbeR5SQ76BraEDJU0/12H7r/Pmkz7RThnhLbm4udB4OOAkJCcjKykKC8/2YiS52o0ePRlFRkde2oqIizJs3D+PHjyf1JchwLBIBODxi6XaJ4rNuiOsrciOL9suXZfbA4XA4HA7nRqNXO/t4kpycjDVr1uCb3/wmnnrqKZw+fRqiKOLNN9/Ev/71L/zmN7+J9BA5nF7HpgcegObECS8FUgFAjNmM1jfewKbPPsOcDRsiOEJOJHCrRTkVtkRBgL2oiKtFMXDp6FFVA9K2HTsw5+xZtzrbpSNHcO6tt6ApK3N/V47iYhQsXCjruxr+2GO49JOfMCtEXZOhvtTU1ASr1eoVhFISjU6nuOqRALrqtZJo4+JACWcJAOLr69HuXFxqCZAUdO3sWfJnFRvA8pqrcnE4nHASbO5S8/77oHjksAbw+40ahesffcTcr7Z/f+ZrtwDA2t7eXdwriorcw6jX99a6OvJxU8OsPu1KXAn13lzfabgSXXyVV/09a9l37CC5JgGAVkvTkWsgJlBFCuulS6r0e+3QodDH7uoi/zYu79uH4lmzJI8rRkaRvGQYkqWul5XRunT+X/CzzZqUhLmu5OMocMsAAJtCCXbBYihtb7+NfW+/7b4HpU2ciKZPP2VypfCla8AARa9ZFpMJsQwqrQIAXUsLsztGSxgTnzw/Qd/3IQIQx4yBtbRUdecY17HrqqqQlZ+PpnfekaXy6YmI7uuSJwPvuANXtm1j7mPgHXcoNBplaaqujsrkPaD7c+8fBc+uWmLSiV0TWuPt4sWLAeMtDpnuYS51eda4UYGE2ElCejpERnfrUA52vZHq6mps2bIlaBu1HbM5yqE3GGBNSIDObA757GJNTIzKJH0ORyksFy6Q2tuirJjZMXYsYo4dY2rrKgwZPnWquoPqJRQbjWgoLUXL2rWAzz3eFQOTI2LHgq/z0bBZs3Dy7bdJc9XG8+cBhu/05v/+b9I6W/7jjwNQx5U12rHIdWtQCVsA95JIYCUW61Pbc6KT8/v2qfMs7XNuWxU819MfeQSt69aR9ytSON8vY+RI1BD3sSUmAhJ+O56iMC5Ss7Ph0OmgsVpDzv/tOh0cej35uC7GjRsX9PXDhw+T+jObzfjGN74Bq9WKzs5OxMXFSc7jSMjLA4hxZxe+zj4pKSmS+nFDLII0XboEOR5pVqqYHofD4XA4nBuePuHs48ldd92F0tJSLF26FDqdDqIooqGhAU888QQcDkfoDjgcDoBu9VHNiRPdiqc+r7m2aY4fj7jDD3eXCS9utSiPhCRBFKEtL++TalFK01pbq1rfrt9lc22tW51t1Ny5mLN5M+49dgyTd+7EvceOYc7mzbID/NQExs6sLFnHC+Q0owQUtSsKIoDK115ToefQ2CUEXROvXHH/O5Ci/NXt28mfVbOPuiyHw+GEm1Bzl9iqKlJ/NsbFHKpbhZ3osqKJjUXM3XeT9gkFRUnu/D/+Qe4/Tob6nBTqnN8tS/K6Z/tQyHn+cJ2PGh/lVd/x+HsGCwXVEcbeS56f2j3mKEriqK8P2ebK8ePk76GLqIToS6BCaTVQwvEzEJacHIgajfu64lK31s6YgbknTrjbaX0KFyKBCKCdMRkvGCwxFMB5DyorQ+uf/9xd9CfBYcZw110yR+sNRZSColRdtWVLWAo4RAB2vR7J8+d7KcS6/p/8rW9h6KOPQtfQEJbxCADO7dyJ5tpaaDs7FTumAKC5utprW87EiaT7d87EiQqNRlnqifOxcCIAOPuf/0R6GDAT4yJaxqSRtrY2v9vJjs4BCHV+upR4pbjk6A0G2IuK2I4RwsGuN1JSUsLULlRBECd6KPrVr5jaFfP4O6ePQ42n2KKsCGAw8dmqieiG19eZumQJ8letgqO4uLvAB1+40eavWoWpS5aoctyykhJsnD0b28aOxb7p07Ft7FhsnD0bFgkCFUkDBzK1u/WhhwCwzZc825czuq2WvfIKU7veQMqQIVHlGuuiNYp+v+3Ec5XanhOdNJ05o0q/CT5x486WFlLcKJir6rQXXoBjzBi/Tnj+/lYrdplHcNZ0EdfZST6OKybob+0h9ZvfZOqj9tZbycf1ZGCI+1JHRwepv+bmZgCATqdDUlKSLMHW1KFDJe8rAhA93HxSZa4/tRNFx3TENT1fbDabrP05HA6Hw+HcePS5Yh8AiI2NxbJly3DkyBHcfvvtkR4Oh9MraVy/nqldswTlDSUIFHgtZ1zo5NDxVIvyTUgSnKryLWvX3nDfQV1VFU5u2sSUIJrJkIQgBwHAST+/XVfxj1KJDebGRlJQTytT8efgwYOy9g+GWupVGgCaU6ciUoiYkJFB3ifWIyCVHiipR4KVdkcY1bw5HA7HF5a5CxWBQSUdAFrLy0n9thOvl4n9+sH4+uuwDhjgd2GMFde+jpEjaftJcIUxDBhA3kcO9adOkeYr9adOBW0j9/nD83xUOhAjAoghJuXGhrn4SjLEIiZWbAwOCR0SCs5Zk3oC0RymhHcR3Z9B8vz5TMlS6cXFpP5vWrgQ91VVYcLWrchbuRITtm7FfWfPwrhmjVc7O9GRSg0EALHV1bLn7c1vv006ppSiPheZY8dK3NM/9UQFTdb2zcRETTkU/uY3mLZ0KR44eRJ3ffIJbvnrXzHZ6bB359NPo+qPfwyrc0zH9euo9yjsVAqNzzOZvauLdK+zR0GBnT+unTwZ6SEERARQvWxZxIWGTD6FXqGIkxnrGPbYY7LjV6znZuoTT0g+Rizj/FIX5nmo2litVtQzFC4DQF1dnaJK3Bz1KDYa4Rg9OmDiowjAMWZMn3Fp4HAC4SDew6jt1Yb6rN1rns3DSJHRqIqIXSBCCQV1JSWR+ksdPJi5rZXR3deamAgAOPH++9AxJN0LAHQKPOdGC7rY2Kh0Am2XmeitJFc++0zV9pzoZOC4carkHZh97k1pAweShEZCuarO2bDBr2CLr3CQY8QI1Qo9U7OzQZUKtxMdd10IAM59/HGP7aEKn0QATXl5uFZQIOm4LmKCrO9fv35d0f6oxMkQGhEAxHoUKllkOuXEZWaS2tuI8wNfNFEQF+dwOBwOh9O76JPFPi5GjhyJAwcO4Pe//z0SExMhSlDL5HCiFUqBAZXm2lrEmM1MwUKNw4Htzz+v+BiCwd1lws9HH32EI6+84lbSCoggRMzNJNyUPPkkPszPx8FZs3Dh6adxcNYsfJifj5Knngq4T0JamuoB6YYDB1Q+QneQLuS54EQUBNhlKLoAQGVlpaz9gxHjXCRRg1DqRWpRMHs2Obgb46FGlBjgM4mVorQrM9DF4XA4cqhcvTpkoQD1vtzJqBhrpyabdHWRFszScnMBAHP37YN2xgyvhbBQ+3oumNkSEpA8fz7uIiRBS53LJCqkEM9K5ogRpM80c8SIgK8r8fxRuXo142joCABi9XrSPjoZReBhdVeNi1OlW5ZidJ2EpKtYmcX1XQEcFpRGABDT0YHWN95gOn+1xEVcV/us/HyMnDMHWfn5AHqeO1pCEpSayJ23N9fWQmO1hi35KC4lRdH+qOcta/tOYnEClUAKr6nZ2Rh6xx1IcSb3d7a1IVZFl11/tNfXw8SYiE/B9xyjileoJXYhlxiJCTPhQACgdTi6C33HjImY0BD1M2ItptQEKGS/7fHHAUgvKHchACELF6YtXSq5f+vOnWztduyQfIxoxKWkrFZ7TmQoKykJ6RKoOX78hhPa4tyAUBMfoyxRMoa4FkJtfyOhtIidP1iEgmLb2kjxpXRnzI6FuSdPuudFgeZLIoAJf/kLDq5di9OvvkqK3zWp/EwWLjQ6XVQ6+9iiSEyhq6VF1fac6IQiAELBqnDcyR++gi13ffIJ7quqwr3Hj3cXeh4/rmqhJwBov/xl0vU95eabJR/LHsANfs6GDbg+fTqs8fFe6zbW+HjUTJiACwq4eycFWav//PPPyf0pKSYxRILDkieeOaB2D5cfKWROnkxqnzRsmKzjxUVxLIzD4XA4HE50olzJdZQiCAK+//3vY+HCheiUYKvJ4UQbJU8+CduuXRAcDggAzqM7mV4zaRLu+dOfFAl6Nl24QAoWmjZtAl5+WfZxWfAMvMJP4BVwusuMGsVV7hRizZo1uFpTgzE1NT2C3b4IoghNWRksJpOqAfhIs2HyZOiuXvVafBUAwOGAfccObJg8GXP37euxn7mpCSKkJ8kyITOQwYLeYIC9qMgr4dUfDkFAS04ORJ/kwKSkJLQREhktFgusVqssG+hAaGNjmb8T6ncnovs7Tx8yRNLYpDJ4zBgcJe7jWZAVFyCpNmfyZJx95x3mPkUAQ7/+deJIOBwORxksJlPI+5QU2s+fZ2qXdscd6Dp3jrnftDvvRJvdDl1NTdB7jQjAmpvrNc9yOWUcXLsWdStWhLxXDfrlL5E+dCjS8vKQ6izkPH/ggGr3Qxc6FQts/ZGVnw9RowGcz02BcKkGuooRfFHi+cNiMkGrgsODCxGAbvBgOI4cYd5HisJ9WUkJKlevdr8XEYC9uBiFixap9uylJRYxscKi3NhQWkru9zrR1cuXjFGj0LBli6w+WAnn83OgcyfpppuAMLq/BIJFdTQYl48eDavKcIzCCY0ZN9+MK8T2LFivXUOstCGFRARgzchA8Ysvhjx3my9dCrsKtNjQgE4VhB/afAqIBKL7GbV9uGiXoCQbTjzjPtqyMlQtXoz60lJV1IUDkZybC0qplpVx3mWxWJASIJHLGhcHnQLrKWaDAbF2u1tYylVwnv7oo7IKfZpra6FB6Hmpy1WxubbWPfft7TQQVeQ3b96M+fPnqzQajlJUrl4NrSD0eObwwim0xdc9OH0ZgZj4SG2vNhZGkRip7TnKwnrttcfGQtvZGTK+ZJNQnHTf2bPYMGoUdO3t7pibazR2jQZahwNH586FAIAqhxKNBTJS6GhqikpnH0RRwUxCZiYoo0kgOlhwopOGigpV+tX4FHNcPnuWlDtkbmxkvhamZmd7PafpDYaw5ZhMfvZZ7Pv3v5naCoAsB/rOIHkRqV/5CkoHD4bGYkFsRwe64uPhUCgmPmTIkKD5FVKEIWw2m4wReZOVn+++V0n5dDWOL6L8csXfh3/lKzi4ahXzGpkuOxviUWpGxhck3nKL5H05HA6Hw+HcmPRpZx9P9Ho9UlJS3P9xONEEqzLyhsmTYd+5013oA+ALtaH9+xVTmPz8rbdIAUCtxYLmMKmksii030juMmrz0Ucf4cqVK9BarczJsoIoBlRFtlqtaGtrU1TxI9yUPPlkj0IfF65tuqtX/Tr8HPt//0/1gHS4EmkLFi0KvgCC7nOhvri4x3Yp9s5qFeyaGxpIAUrKtVEAcOnTT+mDUgBzAHXegHgkDPbr189vk5skqOvkT51K3IPD4XCUwdzYqHihDwB0MS5+DL7tNlK/g2+7DUXPPsvUtviZZ/xun7BgAVIWLAiqBpqyYAHGPfYYht5xh9ciWsW776rq7OPpRhROYqZNY2t3990BX1Pi+cPc2KhqoY+9qAhZY8aQ9ssN8p794XY38iha8kx6VstdVa9S0bSDQX214+xZcr+izESPQqMx/Mk4DM/PcUS3Rs/2wc4d8eOPoyL5qDMlRVYiQVdHh4KjCY4IINPPM5YcsoqKSEqmWUVFTG11AZ4r5OB2Axk5EnM//ZQp2bktAoUk8fn5GDhunOLnt29/uoQE0v7U9uGiZe/eSA+BGVfcp2Xt2rC5azTX1sJKdNOzMV63g8Vn5paVBVSap2AFeig2P3DypKxCHwA4+fe/k+avJ//+d1nHiyaoCVmXLl1SZyAcxWAVq/AU2uJw+ioxxGcPanu1aSQmXlPbc5SDcu3VMq5PFT39tKSxzC0txdfOnsXgX/0KmDEDg3/1K9iSkqB1JjF7iQ4yQnUZimaiIW7glyhy5mqvq1O1PSc6EahrwYzENTV5/d1ssZDiRnIEdcJJQno67X3ddJPkYzX4EYl1ke1cp3Ho9bCkpSlW6AMA06dPD/q6VoKgUILCsaWYEGMMhj32C5khh4NF3ks5DDId67VRKsjD4XA4HA4neon6Yp8rVyjakhxO76KspAQbZ8/GtrFjsW/6dGwbOzZgsU6oAgPX/5VIturauZMUMBTQ7QakNnzRK/wcPnwYQLfrh5wgTnV1Nd555x0sX74cK1euxPLly7F+/XpU90ILeduuXWztPv64x7Z2xn3loAtT8L7YaHQnFDt8ghEOQYAIoGbCBLT7UYeSEmwJ5DYjl7S8PNK5LRCLV7oIDkZK0kVU5bJ7fCeBgnR6gwFWglKiS72Jw+FwIkFCejpEFYLlsYzXV0NWFqlfQ1aW1701WLFOsMTmqUuWIH/VKjhGjHD3IQJwjBiB/FWrAirQt6k8R7HHxETE9dH4+uuwJSUF/UxtSUludyRflHr+0BDm0lLQlpfjys9/TprT3HTHHcz9e7obBSp2VyPpedeyZejavFnRPl2wOBXEylywk0JqdrZ7Lh0uWJ6fzcRiCVd7lnMnGpY1RQlOV570y8tTZiAhENH9bN5rnCkUSDrxvH673ECS58/HnE2bmPugFknIRQQw6rHH0FBRofj5bfdRT9U4nWpZx6WJVctrSR42hgLMaKRcZWefXcuW4YORI7FnyhRce+UV2s6MRe8WiyXo6/edPQurMx4j9d6kcV4LUrOzexScy6Hps89UbR/NSBFRuh7lDlo3OhSximBCWxxOX+Cmr3+d9mwbZc7yFmJBJrU9RzlI114ACY88Iitmx8KtDz2E2WvW4OLf/oaYtjbZz8wtV6/KGk+0kJ6bG50FPyoITUklLi1N1fac6CRJZjwrEHHXrnn9rTcYYEtICPk7dMVtIrEOIAXq+7rFeR+Qgj2IO+sAlb5Ho9GI3BB5I1KcfaQUCAXD+PrrsA4YIO2z9chvaPIpUqNyce9ekqDI9UOHZB0vKQJrDxwOh8PhcHo3UV/sM2jQIAwYMABf/vKXsXTpUrz33nuoqqqK9LA4HNm41W09kscEUYS2vNxvsY6/wgF/yE22aq6thY6YiC8CqCVYlLI6GfnCF73CS0tLC+x2OwBAjImBXatlCnbYtVqvIM7777+PdevW9bh2V1RUYN26dThy5IjCI1ePQ2vXejlrBUIAIDgcqPN4zxaTCQlhCPzG+lF7kfqbC8XUJUuQ+9vfoiUnx51QLQoCWnJycHrWLFwrKPC7H9XeWRCEoBbTckjNzoY9Lo7t3I6LwwBGhwAXHRFKpoglJrjHeiTiBSusGk5JJBaEXqPexOFw+h56gwHW5GTFF4JT8/OZ2mUWFpKSUzILCwFIL9bxpMhoxJzNm3Hv8eOYvHMn7j1+HHM2bw6YcGAxmRCncnGqlnjv90TOPKaspCRgcoRrW0xbW8DnJqWePxxWq+IJ354JJp7iDyxzGitx0bWCMcG47Kc/Ze4zFJseeACt69ZBLY1UgWERdcRDD5GvIWkjR0obkAep3/mO7D6ohHp+dhB/w672rOdOpImXuah++dChsCUeOVRwZqG4jwkAPlm+nKltrELO6oN++UtZbiDtPkkqVKR8t1n5+ajbs0fWcf1xvbTU6++W6mrSd9cSpYIrMVHqOBQMAUBMe7usOEuwOY7rPhhjNkuaQ2gYY7utra0h28wtK8PXzp7FwJ//HBaCAIgLrUqJSwJRFIbaPppplBDzPn36tAoj4SgFRayCx9s4fZ3bHn8cANuzrWf7aKGvOC/eCFCvvXcqELNjRXvypOw+BABntmyRP5goQG8wwBatBT9RwsBbb1W1PSc6Sc3JUeV3ofcpmojTaJieTQUAMWZzrxHktZhMpPeV4ixIkfKZ64N8JhkZGRJ6/ILk5GQIzvuZIAgoKirCvHnzMH78+JD7Ssm/SFOhWHDuvn3okCBoG+txrsp1tI0lukXay8okH0sEMHzGDMn7czgcDofDuTGJifQAWGhoaMC2bduwbds297bExESMHj0aY8eOdf83YsQI1ZKBORwl8VS39VV9cSWTtaxdi/JRo1BkNKKuqgqCKJIXdytfe42sItR04QL5OAKAmo8+Ar773aDtykpKULl6NbRlZe5ENHtxMYbOm4cRs2eH/P26rHRZxtcbLIKtVis6OzsRFxcXldcuz4VjwWaD1m5nCnZo7XZYTCboDQa89dZbuBDC9amkpASZmZkhlUUize6XX/7id8uAAKD+1ClkOZOCmwhJOHIweKhKu39zzqJCURBgLypC4aJFshXGXAydMQMfnjzZfY5Yrd0uUDHBpxcJCQkwm83MxxBFEVarVbXfiSM5Gdogijqe7ZKIjjkd//gHIMNpTSqJI0YABHfENo9AYrCg4ugHH8SZV16BrqEh6PksCgIcxcW9Rr2Jw+H0TXQtLYr3qU9NZWtnMMCakRH6egnAmpHhdb0sMhpRZDTCYjLB3NiIhPR0SddTvcHAtF9deXlY5ih1VVXueRELSsxjKlevhlYQgittCkLA5yZX4gdLwU+wpDvKcwwLvkU+nrAco/hXv2I+lsVkQgzDPFYAoGtuRumGDRg1dy5z//7YtWwZNCdOqHpe5s+b12Ob728uLjmZPIZ+xcWyxzbx+9/HtnXrZPdDIVTS6JDJk3EV7M/iQyZPZj53ogFtv36S96U+J8pBQPe9rbm2Fg6rVfL9wRfStQ7dzzibTp/GnA0bgrbNvOMO1DMK1/Q4jvPanbJgAcY99pikPlyY6+rox8cXBZTWuDjEMriBebJh5kzox44F3dM2OJZz57z+PvPhh6T946L0+SxhwAAgSguRgiEAOPj//h85sTNQfNQ1x/nomWdk3QdFAJ2M33VtbS2KioqY2t72+ONIzMzE2f/+b9qAVHDbBABQY0RRGHuVSgNDDMsXuYlPHHXRGwywFxWFdBXl8TbOjYI1Lo7JjdUahYWc1Pmf0vNFDjvM117Afe1VKmYXjEvHjwNQJoYUrcX+Uih85hmcWbw40sPwor2mJtJDcJNIjGtQ23OiE6tEcYhQCO3tXn+nxceDVW5AQLeoTG+Yr1LFb8yNjYiZPh32nTvJx9LZbPj4F7/A3T/7WY/XEmQW/mZkZOC73/2upLwjKccerJIjzeA5c9C4ahVpn/jr12Fy5eLIdPbpn5+ParDff+NCOCUHwlUw1muc2zkcDofD4UQNUe/s44soihBFEW1tbdi/fz/+93//FwsWLMC4ceOQlJSEsWPH4oknnsCrr76KvXv3wtRLVAM4NxaVq1eztXvtNQBANcEy1IUAQHPqFFk5IyEjQ5IaRSi7VreTkXMh2zVGbVkZqp99Fmu+/W2sX78e1UECj9T3Eq2qIdXV1Vi/fj1WrFiBlStXYsWKFSHfeyTwfLiPbW0lBTsuHT2Kw4cPhyz0cbFp0ybq8MKKV4EeIyKApKwsr7/VRgSQP306ALp7mFQszkCGGBMDW3x8yEIfAIiXoATbSUyuYsViMkF37RpbAuu1a7h8+DCpfw0icy2iqpOLiYkAgNjY2JCBvaIXX2ToUETBwoWkMXA4HI6SuNz1lFzsEgHk3nknc3um6yWA4gDt9AYD0ocMUX1hrK2+XtX+ge7voYqgJqrEPMZiMoVM2HD1qykr83u/diV+hFJ6DZV0pzcYYC8uVmw+GM7iiUaia8Tp3/9e9jGb3nmHvA9FVVEEMMKjuKuspAQbZ8/GtrFjsW/6dGwbOxYbZ8/G+R07yOPQKJBITFloVgLPxKVAZOXnM33GIrp/D1n5+aRzJ5KIAIoeeEDSvlKeE+UiANgzZYrXuSrF1dkT1mud6/gCAM3x49gVwuGHKpTgVsd2XlOVUsceMH48+for3nYbTt9/P048/DBOzZ1L2l8AoDt/Hu2ffko8amjMPgn+li1bSNc+h9O9OZqwWq3okFCQFS00/OMfpPbB4qNVixfjw+HD0blxo6xCHwBw+HF99gfVedmfm3RIiA7yzFCdI2U4TUYbdgm/ZbmJTxz1KVi0KLhIAcDjbZwbhrllZe7nD99fhef2uTIU1dWi5dAhVdtzlIXp2gtAN3Cg199qxuyOrVmj2DOmg9GtujdQbDQiZcGCqHL3iSZnLu4qdmMiNa8nFIJP3k+OMy7IQm8Q5HUhxV3T+PrrsDodfigIAEx/+UvAGN5tt91G7PELXAU+SUlJZOHUnJwc8vH0UuICDDQ61/QoeMY+YhhyVIJx5eRJ0v3XJd5CxRVbjdZcNg6Hw+FwONFL1Bf7TJkyBSkpKe4iHxeCx6Tb9ZrVasWJEyfw1ltv4Qc/+AGmTp2KtLQ05Ofn4+GHH8aKFSuwdetW1PXiBURO78diMnkt6AbCs1inQ+JinEthgoIuNlZSEDExiEq3ZwKMb9+ubTkHD6Jmzx6sW7cOR44c6dGHxWRCzaFDpESzJsZCk3By+PBhrFu3DqdPn3Zf00RRxOnTpwO+92hAR3BhAYDW2lpsISR0NjU1wWq1UocVNipXryYrkQoA2q9dc/+tjY1VNQgtAnAIAlKzs71/c37cwwQ43cNKSmAxmdB48aLkgIKUwEmcBMU9KYkMLJgbG5kUrIHuz+7a3r2k/gUAn/35zxJGJo/+o0eT2pudltszZ84M2dZzUcU3CCoKAkQAKQsWKOYexeFwOFI48+9/K17oIwIkZxqv62WA/qLhehkulf+migqmdpR5TDCo9/hAz01KJd0VLFrENBZWJJ/fTicjVpqJKqWxV67IWqhqrq2FtrNT0vtzOOchwRAB2GNj/z97dx4fVX3vf/x9kkwSQgaSsEQjBBAhJCiyrwq41IW4oFBbrbVSsNBeS3urvTZUr7117XZvL/15Kxa1rba2VdzBWveFolYFQRIQVGSVsIaBEDLJnN8fyYyTZWbOd5bMJLyej4cPyZnv+Z7vTGZO5nzP9/P5BBbkhAss2/e//2t0fFtSocPqCOGY3GiOl7yJEyO2yWhOKuC0nbdVFtBYJOo6yt/voEmTotq/6he/iN9gDAQCBOKYzMHpIrdgB3//+7CPpxleK9b36aMpL7+s81av1synn47b38feJ59sfE4pnjVLp37pS/JlZ8vOyJCnb1/jgJ/snTsNjxpZY9Dn6uDOncowqAJuSdr13ntxH1O0/Ilw/nzBBcr57LNkDydqmYcOOf6752R+NJrK7q37kaT0w4cdtTed04kmSLwxymy3keSdempC26eyEwwTvEhKyaryaIn5NqClSz/+OFC5JxAU3vx/b1aWLv3446SMK5KGzz9PaHt0PEtS44svxpxkwSnPunVx68tOQNXzZJpWUSFr6tRkDyOgp+F9uETKLy42CsbILy5O5HDQQY4dPJiQBDT1zQkipaZ1eV31WiLaRF+zVq5UbV5eVMfc8B//0e724cOHR9WfJPXo0SPqffv06RP1vvHWEMV8w9GgwLJaw/VMrX1umPBVcnY/oj2WmpKsAQAAmEj5YJ/XXntN+/fv1yeffKLHH39ct9xyiy6++GL169cvZACQf7tt2/L5fPr444+1bNky3XzzzSovL1dRUZGKioo0Y8YM/fjHP9Zjjz2mj1N0UhBdTzTlYL0Ob9C2Zkvy1tcb7ZNTUBBdZZ/MzJCPVf3oR476KF65UpK0fPnyQJWb4CzLW264wWyiauBAh607xtatWwMBML5WWS39Pwc/92QLvuF/NC/P6LU/sm+f44UFfnuDAmNSidOs8O2pCVqwUpPgzNaWpPTmRWpOg5OqfvSjNhnMTW9YHI7i/BTNxFFdghaHmGbtkeE5VZK2Pfec8T6xGvalLxl9Zuuas247nUycVlGhIYsXy1dWFnj94p2BGwBiUZeAm9kZ55xjvE/gfDl8eIvFKb7hw4+/86XDmy2Ovsc4CFiJJjNfu+P53e8c9bFh6dKwj4dbvNeRwlUyas/2f/7TrH9JB2K4nql2kBgjmD9wznvCCRrqMDhn2C9/KclZYJnJ96nGrCzlFRU53CM0kyor8bLvhRcitgnOXBkqgNF7wgkqv+8+SU2BCPGUqICf+gEDokp+UOfxyLVtW9KrF5kEQUoKmewhXIBqu8eVlNbYGPb3bPqaZu7Zo5yCgqiyY4dLYpGTn2/0/rElDZoyRQcPHgxs2zVqlPGYEiEj6LXZXVVl/P7LP+WU+A4oSv5EOHuffFL5W7Yk/XMUC5O/e1W33eaov1hZkro5/C7sMfycZkSRwTctQfM5J44dm9D2qWzw4MHG+4xKkfMYwmO+DWhpVmWlLvn4Y534k59IU6boxJ/8RJd8/HFKVvTxS4/cJKb2iK+N997rvK1B4pRYxDNQ+kiKJpiMxbBrr032EAJ6EDCDJDt66FBC+rWDgkdycnKiWt/UWUSb6CszinVIlqT0urp2565iCboZNmxY1PvmNycDNdGrV6+ojxdO/bFjxvu4gpLimFYubu3Y9u3G+zSUlEQ9jxPPRFkAAOD4EFsdww40cOBADRw4UDNnzgxsO3DggFavXq01a9YE/vvwww9bBP1YrTNgNX9R//zzz/X888/r+eefDzyWm5urkSNH6rXXXkv8E8Jxy1tfL1vObt76g3V6nnyyoslDYEnas2GDUQbybLdbtRkZ6m54MXTk0UelO+5os/3ln/xErtpaR5WMsj0eWQ0NsjMy9PLLL2vQjh2qeeABpVvWF1mWpYivny2pIScnLgut4mnVqlVK9/lkHTumRpdLdjvZM9PS0vTWW2+pOI4ThAd37tSBLVuUP3Cg0WsSHMThM7yZf/B//kcjJNlpaaoeNkw7HdxQ37dvn0488USj43QEk6zwrVW/8op0/fWSOiZrfr9LLnEcnGRJygj6bAZnha5eu9bxzeNjUUy85EWR7cadoNfPv5gy0mvmv7HevaBAMlzA6k1CGeZst1sNWVnKiJAZ35bkzcwMnI88Ho9ycnIcHaO0vFyl5eWq83hUu39/1AvzACARisaN0+YIFQecsiV5c3N1SfMCdlOpfr7cs2mTUXun1zKtdR86NGIbx99jggJWQr2Wpn/jQ/WT7jCjavratRHbTKuoUNWIEdq4ZInSKitl2XZgAbqT65x48VcycvI+PLppk3GWmJ0ffKATo8xGmG2YidCSVN+tm2Y1J47Ys3atapoDr4JfS//rHJwNfeO99zpaWOX095J/9dUORx1ZyYIF2rxwYdz6C8eS5Nq6NeznyW/WypVa/q1vqeGVVySfL/C+tdPSlHHWWS3Ok4c++cRoHMGfhdbbMs49Vw0vvmjUX6R+/T9nfvaZVp59dlPAVlmZhi1Y4Chj/oEEJ3MwZatp8VmosVcuX970nm8OqGvv+U6rqNALtbWq+/OfHR3TkvTpypUa9eUvx+U5+BeEmPyNDPe8TjnvPElSVm6uGsvKHFXZtiU1pqere58+2rhxY2D7kcJCbZswQf3ffttogUu8ndD8nKKpAm5LOnHEiIjtEv19JTgRTtH778e9/2RwMmNU5/HItWdPh503hrz0ko4UFOijiy4K264gRLBzKP3GjNEnMnt/uxI015djuMDItH0qi2b+NJZM0ehYqX79CCTDuK9/Xfr615M9DEfShwyRPvzQrD2Sos7jcXSNIDUnO1i/3tF1c8zimPgj5/BhPTlrlmYuWxa3PpOt/+jRqlLHzJ+FY0saMGVKkkfxhe3vv290rbr9/fd1yrRpiRwSOkBhaak2Kv6fh6NBASBpaWl69957jdY3pXWiSkBl5eVfzCcHrUmSmhN22Xa71TVdUf4tsCRtfOklnR607lFqCqrKysqKat1FLME3OTk5ys7ONkq6mqhqQK4wyaVD7hMUMBNN4FKwhtpaZZnu4/Ua7+P3+fr1GjB+fJR7AwCA41HKV/YJJz8/X2effbZ+8IMf6I9//KPWrl2r9PQvlmpcddVVKi0tVVpaWsgqQNIXlYA8Ho/efPPNDn0OOP7sXLPGaLJl55o1OqV54Uk0TG/+S5KaKzyYyGhs1FOtsgpWLl+uww89ZPR8e27ZIkna+847obMsO+krRbKV+q17+mkdu/dejXj4YY149FGN/POfNejVV9W9VTlan8+nDRs2yOv1xnzMV2+/XY+fdppeP/NMffj1r+v1M8/U46edplfvvNO4L9fhw8YLWixJls+nwspKlTz7bMT90tJS80+SSVb41qygRZ89+/VLWDZq6YvswybBSa2flWlWaEkt/rY60b9/f9UYVltwuVyOA1CiYZK1pzCaye8kZWYZ9otfOGr36dlnB/4dTVBVttutggEDWHgAIKUMmjLFqCJHuEoV9Xl5mvXBBzGPKVXPlw2GQanRfCuyJQ2/4oqI7Yy+xzQHrIQTbWY+v+1r1jQdK9JYWrUPp7S8XDOfflrnrV6tKS+/rPPWrNF5a9Zo4K9+1WELFWwpZCWj1hqiuMH4aQyLSLIMK3BIkuvo0UBGRKfVtJwu6nGcpGPQIE1ftMhw5KF1dCUoS9KaRx5x1Lb8vvt06aZNmvD3v2vgr36lCX//uy7dtClQ0ccvx3Ahcrcrrwz5e5uxZIlR1Rk/W9Kx5nEE99vimjXo3+mVldq0cKFeu+uuiH17HVYr6yhp+mLxWWuv3XGHNi9c2OI9H+r5uvv1MzrusTDnYdO/dybnJiny81r53/8daFuyYIHjfvOvvVbHjh1rc627t6RE1UnO3JwmNVW/HjlS2266yWhfS5IvzFxToLL2yJFN1X9Hjoyq+m8kL730kqSmai/pDQ1JX6QXK1tSgYP3RXUUlZhi1X3/fp3+8MNh25gG++QVFanRcBz5CaooU1BcbPR938nvqbMwTaKTlpYmVydacIcmqXr9CCA8t4NEJ7G0R/yYVKqQOrBaxdGjcevKkpS2Zk1U94WPZ5G+Y/rnJkySrSbajnfeSWh7pKa8oiI1ZmU5es+aOBq0Vsjlcqn20UeN1omEm3tIRVFV14wyUawkbX3uuXa3n3POOVH1l5UVbbhJk7OD1glEUlBQkLBrS1cUa0EacnMD/z4lxvVh2T17Gu/ji2F+eO/q1VHvCwAAjk+pubI6Rv6bsQ8//LA+/PBDHT58WO+8846WLFmib3/725o0aZJycnLaBAABHeHARx8Zt88rKlJjWlpUgQImCyX8GhtNb9t+sUhmWVCW0KpbbjHu58Tm4Ii+VVXG+wazN2+Oaf94eu2OO/Tpv/+78oIy/1qS8rZu1dC//129g7LFSk3nsGiydgR78vLLdejBB1tWblFTJZdD99+vJ2fNithHbtDFcXqUZW/974uc/ftV5LBcfJ3Ho/2ffdbuIqVkyHa71dC/f1SfvzSfTwd37pQk7d20KWELO/zZh/OKipqCk+LQ58YlSxy1yzas+nTOOefohBNOMNon0dlHwy2mtC1Ltr7IAh9VNqIkTWq2eF6tHvNv2zZhgo40T9q63e6EBlUBQEfKdrvV0L27oxtdDd27q8fcuWrIyWmxGLwhK0s95s7V7PfeS+xgk6zfxIlGCyVNmdwANwmyti0r4rWOyd/49ux4912jG5k7HH7flVou3st2u9V//PiEBoZHK5pAk2OffRb18WqjqHrQesFNIKBqzZpAQNXMp59u8Xs2WdQTqF7Tart/W+Ppp2tWlFVnwmlxoznuvbdV/bOfOQpy8SscMkSnzZwZ8rPtM7yGzCspCft7878ekrNzkb/Nl998U6c07yeFD+DyX786SX5QH8cFWPHS3uKzyuXLv0ik0k771s+3d2mp0THDtU9P4MJyR8/rD38IbAt3bSR98Xn2jRyp6YsWKSsrq021eEmqTWJlEFvSwSVLHGcfb2//UH83TQLCYuH1erW1uVJu1sGDnT7QR5Ia5CywbX8Mfxuj4f8cpPl8GhomAU/37t2N+8648EKj744nn3uu8TGcyHa71eAg4MeW1NDFAiZcLpcKCwsdt//GN76RwNEAAIKlG2alN22P+DG9l2aanCBa2QlILHHwwQfj3meymAZpmXL6nmgwDL5OtKN79iS0PVJX/lVXOWpncg1XHxT00M22lWawpq6zVfbxa5Oga/XqNvPJwQpGj476WEc+/bTd7ePGjdNQwyDgwYMHxxx8M27cOA0aNMhR20svvTSmY4Vj9e5tvM/RoL/LAwYMiOn4PaNIVOLq3TvqefusKJ4vAAA4vnXJYJ/WsrKyNHbsWF133XW65557tHLlSh06dEgbNmzQX/7yF/3oRz/S+eefb3SDBIhW/eHDUbXPj+KmnC3ppCguNBvr64338fOXSq3zeOSqqTGecMs+fFhpdXUtAmNM+YNa/EEWyeRkAUr/t99uU+Enlgwcr95+u9I++CDsMZ1kcmoIWpzl3rkz5gVmfSsrwz7+2SuvNGWRHTWqKYvsqFEJySIbjWizcliSdrz/viRpf4iJm3jJv/bauPVlKXRW6NZMSzX36dNH/QyzRU+dOtWofTScZu0xXbQoSVYSMxhNq6iQ64YbdDBoAYwt6WBxsT664ALtLSkJtD3zzDOTMkYASJRhDhemlt51l6YvWqTL163T1Dfe0KkPPaSpb7yhyysr41qpI1X1LCoyruBowpKUNnmyo7bZbrcaS0sjBpj4/0Y7WbQZVWa+ZnmDBhndCM1zeFMs2Uyy0TZEU6EwhuDh/IEDja87Qi24CZcNvcbg+saWVPDd77apOtMwdKiGLF6syx5/3HDEzvlvNI90WHUnFqYVPiMJV/ElXPtwv7fS8nI1nnaa4z69zZ/JjffeazQWSar85S/DPt6YgllKbUneVvM5VQ6rffqfb79Ro4w+G/3C3AjvW1pq9Hk2OTdtiPD7aY//74G3b98W47IlNTYH+M5srkzmcrlUUlLSpgLxsSQF+/jH2948j4nlF1zQZptpQFgsDgfNiWYYzo+mKm96uqN2DXV1CR5JaN3DfK7qo5gDnvLDH5pVcS8qMj6GU8NuvNFRu9IbbkjYGJJlxowZjtpNmjRJxV2oqhEApLqhF11k9H166EUXJXI4CCPb7W6R+Cccf+XZRAcP13k8iq0+Q1v+APBUuGceD/FKeBiOkyrQrpqalElaKUlyeF0SdXukrOk33yzfyJFhExX5Ro6Ut0cPR4kSjrndsjMyAtt6Gq73sSTVHjhgsEdqcVpdMyeG69yGMK/P7Nmzjfqa7PC+SyTXXHNNxOSr5eXlCb22PGHkSON9GoPuQ5hWwG2t76mnGu+TlZMT9Txddo8eUe4JAACOVxmRm3RNlmVp6NChGjp0qK644orA9upWC+6BeGs0XCjubz/95pu17M03lblpk+N9bTWV7zWVGWX2B3/G4/cffVQ9CgujXgyY5fHEnJXHknRgy5aonn88Vd1yi5y8mgNWrlTlZZfF5ZgH/vxnOZmiO/Dww1KYBawZQRM5J65ZE9PvxL9v+uHDagyqGOTXe+NGef/4R6Vblqzm7DCWbSu9qkqbFi5U9dq1YRdiJlKdx6PMvXujfv7+jM+5J56o3fEbVkBw9mFJ2v7++3HJauVfaBVxMisnR5ZlOaqUZ1lWVJVjYi0/7VRpeblKy8tV5/Godv9+5RQUtHn+A6ZM0ecyXGCV5OyxF37nO1pWWKg1a9Yo3etVo8vVYqJWkk499VSNGzcuSSMEgMQoKy/XnrVrVbN0qaSW527/X63WVV3yioqS/v2xo/lvkieyAuF5//d/jtuXLFigzQsXRujUVsn8+Y77dPI3vj17P/zQaDFrvcejOo8nqsUf2997z/h3ELz422g/B1WR/KwosgznnnSS8T5+eUVF8koyOWqjnFVVCPbJiy8a/W6PeTya+fTTxu+hePEHTXREFYzK228PmbXSRO5JJ8nk1r7T981lTz6px08/PRAo0Po18X8uGjMzNevFF1Xn8RhXQrEkubZuDft5zmsOpk+lyiSWmqpjqbnaUp3HI9e2bc4WKjU/33jKKypSY2am0uvrHb1OTjNl13k8ynCQIMY/R3Xs8GG58vMltfx7sLuqSsc8HvUtLW33b/+kSZO0YcOGFtuONS+OSaXfu1OWJNfnn2v5t76l8vvuC2zf8MtfOrpBUPWrX8Xl3OCXGWNF61TRrbFRT86aFQgUC6W+pqaDRtSS/3OQuWeP6ttJ1lIXRRCSyXfHRGfAj+b7fldRXFys8vJyLQ8TiDdp0iSdd955HTgqAMCgSZO0Tor4t9IOao/kqPN4lFFb6/i7/ckdUClvW5zu77VmSdr00ksa9/WvJ6D3jpXtdqs2L0/dDx6Ma7+mc2yWbTu6h9pRXN26ySQliatbt4SNBR1v5rJlevXOO7X/kUcC5zVbUkNOjgquvFLTFy1S5fLlkefcJX02ZUqLn60oqkB1xjkTU67s7Kj3tcKse3C5XBowYIA+c1AduKCgQCeffHLU42ht9uzZGj9+vFauXKmPPvqoaayWpWHDhmnixIkJTyLRf+JE7ZTz948tqaH595CZmRlzhaOTRo/WxwbHl6Raj0fm9ZKbZCWxejgAAOicjovKPib69u2b7CGgi/MZZrcNbl/+6KPGWVGjWaxx0pe/HHVWHEvSRw8+qB3vvBNlD1LakSMxZ+Wx1ZQVOpmcVjcKBDgFBYIdjjLD6cGdO5V+7JijY6YfOxY2k9PB5onStLq6uPyxsCR1b2dCqPvu3er/9ttNGWNbBYxYth33DNOmDsRQZUqS3P6/Kz5fXMbTWvr557dYVLL5H/+IS79Oy2x7vV5HgT6SZNu2vF6vfIavhWn7WIXL2lM4ZIjx+ck9eHB8BhaDWbNm6cJLLlG3vn1bBPq43W7NmDFDs2bNSuLoACBxAlVdWlXk8A0fHrGqy/Ei2+1WY1mZo8x+0VRcMc18WlZerp7z5jUdr1WFH9uyZCv6RZtOM/P5ff7ss0YZebfccIP+MXJkVNUp6wwXAduSTvjxj9u8tyP+Hg2qIklSTv/+RuOSpKwBA4z3CWZaLyWaurS127ZF1d70PRQv2W63vP37d0j2Wld1dVyCPgZOnmz0+RlokIny8g8+UOOIEYF9g/uRmir6XFZVJakpgUG0iUgObN0a8nHPrl0pt3jBluQKSq5gci3rf74mr5eTSjw9gxIsxct+w2v0A9u3t9mW7XZrwPjxGnrOOSGDfP0L6SUFKvykNzQk5fcea0WfYA0vvRT4t0ngVMZnn8V8bmhRKSmGquKRhMpmnAhOq2fve+utBI0gMktSXoiFQhkZ5rngTL47dkQG/OP5+/7YsWM1Z84clZaWttheUlKiOXPmEOgDAEnidXhv0ttJqgN3VabXPv3Gjk3kcCRJngRW3/n89dcT1ndH6zNzZly/3/u/Ow782c8iVhsP7GOQSKcj5DUn/UhUe6S+6YsW6fJ16zT1jTd06kMPaeobb+jydesCyUJbzLm32te/bduECTrSar1chmEiKFtS/nFQWbTfmDFRn4fcEV6fs88+21E/l156aZQjCK24uFhXXnmlFi1apBtuuEEVFRW64oorOqRarCsz02ju63Dv3oE1D16vV94Yq7DnFRWp0XCf7oWFUR8vP8Z7KAAA4Phz3Fb2AZLFd+SIUeCE78iRwL+z3W55CwqU6TBgyGlljtbO/MEP9PQ99xjtE6zh4EHtXbXKKBtzsNzq6rgsYnjthht06SOPxKGn6GxfvdpoojizpkbHYszgUF1VZXTM6qqqkAtbXnzxRUlS9oEDcVtUktZOxtC+zYuwItm4ZInxos6DO3fqwJYtyh84MOos/bFOGOf07i1J2vH22zH21JYtacrNN7fYdvDtt6POIBLMkuRzMClyzDAb77Fjx4wr9SSiss/2NWu04913ddLYsepnWBb62MCB6rZli+P2+SlSMWfcuHEaN26camtr5fF45Ha7o6q0BACdTbRVXY4njqrpKLqFxiYVePymVVSoasQIbVyyRGmVlbJsOxCkUjJ/fodkZ6/zeOT65BOj79b+/6dXVhpXp+yWl2c0PktSvwkTNP6b3wy8t7f/61/actNN4Xc0rIrU/cQTdSRysxaKzzrLcI+WGvLzpQPOa8J4myt2mKg/eNDoerU+zhljo9Hr3HN16MEHE34cS9LuqioNGD8+pn4+fvnl+AwohMueeEJS0/f6ymXLZB89qqGzZrXJjJ3mckVdieXw3r0hH/t89eooekwsS9KRffu0/7PPApU3TNiStrzzjlHFji3vvKOCMDenR37zm1r58MOOju90Dsv0dxnLfMbYsWPVt29fvfXWW9qwYYMyU+BcEAv/a/HM1Vfr4ocfNgqcstQUaFU0fHjUxw+uIuNKwGvZOvjPn83Y262b6vPylLtrV9yP6VfzwANhq2cfWbs2LnM10fKltT8bnR1lNmKn3x2j+R4YjeP5+35xcbGKi4vl9XoDc26xZjQGAMRm1ksv6YnSUqU3Bze3V3nOX4kUyWNyreg0OV6sTho7VtuVmKoYh1pVLe3MRl1zjVb+/vcx92NLGvv00yooLg58d/z4D39QelVVm+SULfYzTKTTEeoNk4iatkfnkVdUFHJNxLSKCr01cKA+uu8+5TXPB9iSDhYXq7qsrE2gjyTlDR4s07QfqfTZSJS8oiI1ulxK93rN56kivD5OqriWl5cnNADH5XJ1+HWlaRXhXaNGffGzbevYsWMxjzlj0iRp1SrH7ftMmKDqV15JuYRQAACgayLYB+hgDfX1RouKGlpluhz4ve9px623Or7IOVxdHdUNzkZFf4LIyMmRb82aKPeW0vfujXoxjp8lyY6hulA8bPr7343a5+7cGQj2iSa4Yfl116nh5ZeNgskawwRzfP7555Ik16FDxmMJJa2xZT4Mq6EhMJkUjiUpbf161Xk8jt7Lr95+u/b/9a8hS1Wb8Hm9Ub8fbUkFzRMtddXVUfQQvu/GrKw2E3Z2bW3c+o+0cEtqeq9aluWouo9lWYFFB8OGDdPGjRvD7ucvDR3PyaQnZs5U+rp1Tf1L2i3pfUmNI0YEFgxGMvrWW1U1Z47jYxZNmGA+0ATKyckhyAfAcSnb7T4ubjRFo6y8XHvWrlXN0qWSZbW4oW1blmTb0vjxkuH3a9fFF0cdmJPsRZvRVgORvvjeWLN0qapGjHD0GvQuKdHHMvvO6W1ODOF/bxcMGKADmzaF/T2aVkXqNXy4UbCPLelkgwot7elz/vmq/8tfjNqbCrdoIx7tE+HA228rvYOOdTgO1y6f/OY3crqEPFIiinD6jRwZNnh/57p1UX+W68NUMTm8e3eUvSaOLWnjt76lj5r/3TBkiDLk/CZ5Tn6+djz7rFHwx45nn9XoL385ZBvTG/VOMiOnZWYaXaNbMV5PBi+kf/1//ke1HZwR2yfFpdqynyXJ17xw4WA7VY/CObh9e9TBPl6vt0Vln6w4LS4LDuqRpP0DB+qzqVOVVlenzKNHVd+tmwYPHiz3a69JCQr2sSTJtnVw5852z2N1Ho9yjpiGzsZXfW5uu9szDbM0+zn57hhtJcZYHM/f95OxGAsAENplVVVadu65cn36aZvvK95Bgwj0SQE127cbXfvUbN8edVJBpwqHDIn5/ngotmHivlRmcp0ZTkN6epvrG0dB7YaJdDrC3n/+07z9ddclaDRIZWNmz9bzH30kq6FB6V6vGl2uQHWU9vTo08c42Gf3pk0qPA6qR+VffXVUiZkyHST/bZ18xrbtwLqJiRMndkilnY7mryKcVlkZdh7MllSbn6/DJ54Y2OZfgxKr07/3PX1gEOxTNHKktvfurcy9e43/Ju3duFGnTJ1quBcAADieEewDdDSH5Z9bt9+9aZOq169Xt169jCYfP/jqV5uCAsrKNGzBAkc3WZede65cUkwBDrFcSmXW18dlItNScicTat57zyhrZ7ddu6TTTmvat6bGaDH+skmT5IqiIlLNtm3tb6+p+eKH9PgtKcvYt6/FzybZTpxm+X3y8suV9sEHLRY1WZIyamt16P779eR772nmsmWOx7xzzZroF4f17h0Yb+G4cdr9/POO93Xy+cu/+uo229J69ZLisPDMkrTj5ZfDLtySmhYTlJSU6KOPPpLP5wvZLi0tTSUlJYGFB5MmTdKGCJnEbNvWxIkTjcceyuOnn66M5gVFwe8NW1L62rV6/PTTdfkHH0Tsp9+oUaqU8wVr/YIyywAAkKoiVdM5uH279hoE+9iSzrrttpjHlaxFm7FUAwlWedttjq7BfFFcA9UfPdpmW7yrIvUZOlRbDdo3dOsW8+9rwr/9m17/y18cf9ea8G//ZnwMV1GR9P77Zu2T6IPHHlN6ZaXj1yTW9627sDCm/es8HmWFqYrTnqNxTDIRbMcbb0S9b1aY9/KxTz+NawBGPFit/p2xaZPR9fbRAwdUf+SIWdWrCAEM2W63GnJyAok4QvEn6HBy/qjds8foPX7U8L0YisvlUsl55+n9JUs6NGOn/5o1nsf0z5ftMFwQtuOf/1SZYYDl1q1btWrVqjbJPrLjVNnHkvTppEny9O2rhp49A9t92dnK3bJFJ6xbJ1c7fy/jzZL01v/8jy74xS/aPBZLAHG82CGCQMLN40SSCpUYAQBIZf6Ank9XrdK2lSvVf8qUNpVIkTymSS7ikRTDibSpU2W//nr8vz9GWdEx1VQuX66N994bl2Qote1cf6ZqUHskR/fvVzeT9lu2JGooSHEul0t5eXk6ePCgGsIE+UhSfn6+Dhu+VyxJ1evXHxfBPtNvvllPrl6tNMO1JLknnOCo3fFYxdVpFeHtQYlWW69BiUXfYcOMkhb1HTZMZf/5n47G3NqR5sTLAAAAThHsA3SwTMOFTw3bt+upIUNk+XxR3+C3JKVXVmrTwoWqXrtW0yoqQrZ94rLL5Pr005gmEX01NbHtH8ON5mCWpB3/+lfyJhNaVWWKxGpoCPx73759OjEoG0UolcuXq/Lmm5V56FBUr3ldq+Abv+AgDG8cJ4C779nTckN9vdEFc+2BA2Erzbx6++1K++CDdvvzb0tbs0av3nmn4wo/aTEEOxUFBeOcMHy4TEJwGrp1U0bzgpTg5+OfVvaNHNnuc2iM04IZSep20kmO2jkJ3PH5fC0Cd4JLUKelpbX43Pt/jmcJ6idmzlTG4cNh3xsZhw/ricsui1jhJ9vtlrdnT7kinOtsSd6ePY/brLIAgM4nXDWdV9tZvBpOfffunfpvoM8gKD0US5Jrzx5H1SmPhPheHo4v6PohWDyrIhUUFxt9X8+bPTuq4wTLKyoKfOeN9F3Lbm5vqmDoUO03bJ8sr91xh2oeeMAoaCOWwAD/jcpYHHBQvbU1z1aTsDLnaj/+OOqgnHD1nI4eOWKU3COaY8f6uzTd78i+ffIePWoU7OONEERR5/FEDPSRvkjQ4eR8mT9woNHrkhehWq2JfiNHynmYoHO21GYhma/55x2jR6ufQXCiE5akzc89p0Pr1hn9vg81V8l16l//+pdWrFihtLS0FoE+VkODcuJUMc2WdHDQIFmZmVLQvMLA119XfvOipI4KtKl//HG9VlDQZt41XpnHY9HQrf2lf8HVlqKR7EqMAAB0BoMmTSLIJwUdDVPJNR7to3Xxgw/qqcGDJcX3+2NGiEqPnYl/fiTdsuLy2mT07t3u9s4Y1F501lk68OGHjtunddD7Ganpsssu04MOKtLMnDlT6xYvNurblpQbYxKhzmTmsmV65lvfkl56yfE+XsPKv8dTFddwAZc+Nf1d3DZhgo707fvF9lZrUGKR7XbL26ePXBESDdmSvH36KNvtVll5uT5+5BHJoCKQJKUfJ79TAAAQP6mWhBLo8o7s2mXUvtvevYFAHym2RR6WpJqlS1W1fHm7bSqXL1f62rUxT5A1er0x7Z/TXHkjHtJD3MyORZ3Ho/2ffaa6CBNh3U85xajfY0Ele51csL92xx3avHBh1IE+ktQt6EI42L6gxYYuwwmHsGprW/yYs2+f0aK1rREukg/+4Q+O+jpoUFLZFcMEeF5QoJmru9lSsEl//at6zJ2rhpycwCIzf7bjHnPnhq5O1NgY3WDb0aukxFE7f+CO1HahiP/n9gJ3xo4dqzlz5qikpERWcxUzy7JUUlKiOXPmaOzYsbE+hYB0h4uS0teuddSu1GGlgrI4VDQAAKCjZbvdKhgwoMViTY+D6nfBfP37R318p9+3E8m/MDdWlqTqqqqI7XyGiQJsSYWlpWHbtPd7NJXtdquhOeDHiUNxWpDec84cZ+3mzo2q/5wQ10Hxah8vlcuXGwX6SE2ZZj+44gptGz48YeOKOIYo9slIUJZhTwzZasNlbu6ewGpP/tdv7NNPJ+wY7TlcXa3uDrOL+kVqb1LRxF/NN5K8oqIW18mh+B/vaficIqnNy4trf1LTc28YOLApU7SaPsc1/fvrowsu0P7+/ePy96i1/R9/bJxsJ7j99jVr9PbSpfp01ap2/2Zv3bpVK1asaLOfJGXU1cVlcZ4tyTd8uK697roW8wq9N2xQ/pYtgbnQjhJq3jXb7daxJFeIC6Xe8PtHKPH4zgEAANCRjhrerzdtH4shhovrncgKqoLZGQXPj1hxShwQ7rq+tLxcM59+WuetXq0pL7+s81av1synn07JQB9JOmnCBKPrxswDB5I674rkCr6vH4r/vr7pnLUlqTaKpFad2Zjvfc+o/f5XX03MQLqIaRUVGrJ4sXxlZS3nyYqL9dEFF2hv8/qVcGtQYlF6yy2O2pUFtTspRf82AACAroXKPkBH++QTo+aJuCldefvt7U5GVf7kJ0YZPUNJi7EyTzzDc3wxBh4FC5QGr6wMZNhtLCvTsAUL2n09bQfZa1sICtLoFiFIKZpFX+0JNUHjXyAhNWXXjZeM1hlDDSdk7RDjrVy+XBu+/31lBAXGhWKp6T16cOdOR1nAd737rtEYg33+/vsqu+ACSVK3/HyjrOjd8vObKvcsWqSDO3fqwJYtyh84MOKY3ePGSc8+G/WYg/kMAofGjh2rvn376q233tKGDRtk23YgcGfixIkhJ1k6ogT19jVrJEV+7f2f66euvFKXPvJI2LYtMsu06juwqGzevJSd+AcAwFim2ZVCtygy+AW+b1dVBbJmNpaWhvy+3VnsXLtWxePHh23Tc8AA46z/HbWgdvC//Zs+u+mmiO0sSWmVlY4qc0Qy/eab9eTq1Upr53tcpEqXTrgNg3dM28dL1S23yOSbsa85QMCXnS3r2LGojukPuIjld5iemWn0frYlFY4YEfXxwophTiAzzHV5tz59FL6mTWwaR4xQVm5uhwYq1B04oIJRo7Tv1VcdX7f2GjUqbJucggLZrTJxhusvp6DA0VgLvvIVHTJI4hFPvS++WEcfeiiufdqSRt12m5755z/l2bNHjS6X7Iymafvun3+ekPfBse3bVTB+vGoNqvUUjB+vJ2bODCTTsCTtltqdI1u1alWbKr5+aXV1cXkOklQyf36beYUXRo+OW//GLEsblyxp872l8JJLVHPvvUkalNQY4nxWF8ffBQAAQGeSU1Skg4btO0rw/ad4XQskKsFGR9l4771Ktyzj+8rhOEname12d4qA9u2rVhm9VyxJ+7duVVESE8UguYLv61cFJaoqLS1tcV8/p3dvma4UseP4Oe0MCpoTZTn9DGZs3hyX+fOurHUV4f21tXp/3TrVbtggOVyDEq1o1oCcNHastsvs3k6+w6S7AAAAfikf7PPEE0/o9NNP18knn5zsoQAxq/N4lBNjIEysLEmu6uo2F5B1Ho8yDTKuhmNbsfUSz0UMrjhV9gmUBtcX47MkpVdWatPChapeu1bTKipa7FO7a5dMarlkHDoU+Hd6enrYthsqKuJyArdCHKc2KMAnniXgjrQqiZ4d9JydSGtnkan/d5Mh5+8dS9Kml17SuK9/PWLbw1VVyjIa5ReO7NgR+LfP6zUaX3CgWl5RkaPAJEkaf/31evvZZ+PyOTLNgh1L4E4iS1B/9uabRq+93nnHUdtpFRWqGjFCG5csUdr69YEFTr7hw1Uyf36nXpQMAEBrR3bvNvpue2T3bqP+A9+3gxaFW7at9KqqkN+3E8mkGkUkdXv3RmzjysxM2Zvy/ceN01aHbS3bjjlQxG/msmV69c47tf+RR5TRnEjBX+my4Morow70kZpuVCeyfTzUeTxy1dSYvS9sW9VlZZKktIaGqI5rS9qzebMKBgyIan9J2rNhg/H72RvPirJB0t1u6cAB4/1sSRlh5hPcAwbEPdjHf8O4ITdXlz/xhOo8HuMgwFg01tbqyM6dRtdOR7ZtC9sm2+1WY2lpIIgzFP8jf7/22tBVbIM4CQi0R4xIyGuX2aNH3H/3lqSd77+vA4cPS63ed8e6dUvI++Doxx/r5NmzjRbt1PzpT8poDg5pXYE8eI5s95o12tjYGHKBT0aMASahFle4XC4d2bNH6Y2NcascZNqPZdvtBr6O+NrX9Pq993ZoAJ+fLckbotq0aXUnAACAriItwn3YWNvHalpFhdYOGaItN90Un++QMd67T6Y6jyfiNWU0CrrQQuvsPn2M96l1MF+Jrs3Jff2SSy7R+3/4g1FCn35jxsR9rKks2+2Wt6hImTt3Omofj0RLxwt/wGWBpFNKSxOaPDaY6RqQaKqK9xk6ND6DBQAAx414ruFOiFmzZmnIkCHKy8vT1KlTtXDhQj3wwAN6//33VW9YMhRItnguGIuFJWl3UIYOSaquqorb2Kw4BdjEKl6TCS1Kg7d6zL+tZulSVS1f3vLB1lVsIgmapMzPzw/ZrM7jUcaRI3H5faWHyOR0JGihlS+OF8oNeXktfs7fvNlo/5pWlbHC/W4iqf7gA0ftGj7/3LDnL2T06BH4t7e+3nEJdbu5fTQKhwwJ9BGrzNzcqPZzuVzKzc1N6CSLiWhuwuzetMlRu9Lycs18+mmdt2aNprz8ss5bs0Yzn36aQB8AQJfj2+o03MO8fYvvdK1u3Fu2Hfi+vfaxx4zGEIucgoK4fJ+SpMyePRNyvM3PPRfdgAz5K3M4YVuW48ocTkxftEiXr1unqW+8oVMfekhT33hDl69bF1Ogj/RFxkUn7Ob2HW376tXG1zg7Ro/WkeYqRL6s6FIWWJI+e/nlqPb1qzE8X0hSdtC1UzzllpZGtZ+l8NeMveJ0Q9Zu9f/GESN0ucNr1XhLz8lRpmFgm5P2JQsWRMy+7L+mT1uzRq/eeaejY89ctkw95s5VQ05Oi9exISdHPebOVXmcq+/4HYoQ4BStI0dDhBAZBoM6lVFbq4YjR4zOhRl1dWHnX/yPHXrgAeWECfp1HT5sNNbW4/D26qUhixe3GwT86cqVcQv0ORxl9nN/4GswkwQwkZh+X/CmpwcqRbXWq1ev2AcEAADQCYWr5BqP9vFQPHly3Prq1okT69bu3x/3QB9b0sA4vr7JVjxxovF1QvWHHyZkLOh8wt3X7zdypCRn16G2pEaXy3EC067klO99z/n8Spznz48nHbkGxWQNiOk6wGTdbwAAAJ1bygf7+B06dEgrV67UPffco+uuu07jxo2T2+3WiBEjdM011+i///u/9XKMixGARIvngrFYHfjssxY/1xlWWAnFltQ9hgzA8Xx9bCkukwkbv/99R+023HBDyw2GiwLs5qo1aWlpysnJCdkuXgsXJKlbq+Abv6NBi0xq43njPyhjqNXQoJxQi1lCyG5euOZX9aMfRT+UY8cctXMZZqUPFpyRpXbPHqMMybV79kR93PSzz45632D1Ccqu3dFq9+0zam9J2vHuu0b7ZLvdKhgwgCw8AIAuqzGB7Tfee2/ENpakLTfdpCcuvrhtkH0CZLvd8sZpIcRhh1n9TFX/858J6bc1f2WOSAE/tmXJV1aWkO9DeUVFGjR5ctxuFme73WpwEPBjS2pI0ne8va0SdERiS9o3cGDg5yNRZBT0OxbjdUCtYcIEW1KPfv1iOmYoJ0ycGPW+GWGSH8RrodexwkL1rajQ6GXLdMnHH+uyJ54IPFZtWCEpVunZ2TpqeB3qpH1Zebl6zpsnW87mfPY/8ojj4ycqIDAc2+OJf5+SMgYPbvexRpcrIXOJ9S6XthkGRJm8H09cvTrkY7FU9rEkDfvP/wyZYGPX229H3bef/9xvR7n4pr2FO2lx/D3WGv4trAnz96BPFBnAAQAAuoKTRo82Cnw/afToRA6nXZWPPx63a8IeJ50Up546nlESGkW+7rQl+dLTu1RAgmnFcEk61GqtCBBK42mnOW6bf801CRxJ6jp99mx5+/SJfP5J4Pw5EsPJGhDTv1Pe/v15DwAAAGOdJtjHCvpiZNu2bNuW1+vVhx9+qD/96U/64Q9/qC996UvyBS0k//Wvf61XXnlFBw4cSMaQgTay3W7VFRYmexiS2k502ZYVl5vOtqSME0+Met94OhaHC6QPHntM6T5fxAkyS1K616u6oEUf3Q1fh4bm8fp8Pnm93pDtNj/+uFG/odiSXCGCinoGZR9viOOFZlpDQ+Df/oywTtmS7MYvlo3WeTxy1dZGP9HtYIHOwZ07FUtekMPV1YF/5w8caHTjID9ooZ6p8t/9Tt4TToj5M1Xz/vsx9pAasqKoUNSjC03yAwAQD2lhKk/G0r7O41F6ZaWj73SWpPSqKm1auFCv3XWX0Xiiccr8+XG5Rqn7+OOIbaKpAptl+DuJhZPKHLJtlcyf3zEDioNhN97oqF1p66QOHaQx6NrJCUtSVk1N4Of6WDJExpgMJMuwSo+lpqoXiTDk3HOj/hyfNGpUyMd2rVsXZa8t5U6cqAnz5gUypQbbt2VLXI7hlK+uTg2GiRKctj/9G9+QFDlYxFJTxZmDhkGS8Q4IDKt794R0WxeiGpedkaHDffvGfc4sLTNTru3bjZKSOGVJcu/eLSvEeSzaymN+Bz/9NORjno8+iqlvv9IbbpDVaBrq3LxwsJ2FO3s2bYrbQs0sw2DOwyE+FwUFBSlTkRkAAKCj5RUVyecgINuW5EtSpYp977wTl35sSQPOOCMufSWDSRIab6ukkaHkXXttHEaWOqJJOJs3ZEhCxoKu57Inn1RDbm7IYDr/dt/IkQlNvpLqSm+5JXKjTjZ/DmcCf6ccti/74Q8TOh4AANA1pXywT0VFhS688EKdcMIJgSAfP8uyAkFAwY9ZliXbtnXDDTfo3HPPVe/evTVw4EDNnDlTP/nJT/TUU0/pMzJVIEkGfvObKVHdp6bVopEN998fl5vO9UOGdGjm2VBsSdkej56cNSumfjb99KdGCx/WP/NM4Oe84cONjlUftFjvWJiqM4fiVFbbkrTrX/9q97GSkpLAvxuys+P2nm0MWhQTatFHKJakvW+9Ffj5kxgrHB3evDlimwNbtsR0jIZduwL/zisqUkNOjrPs4Tk5Md84mLVypeqHDo2pj6NdpLLPwOnTjd7DtqR+ScjSBgBAKis899yEtDcNcrFsW5akmqVLE17h5/TZs+Xt2TPm78K1e/dGbBNNxv+sKJMsRKNFZY5Wiyv8iSN6zpsXstJCKgpXbcS/LZnPyTa8XpKk/kEBPg3dukX/3nWYiTCUovHjjdrbUpsqGPGSV1QkX1qa8WthS8oKUQlXkqoNK4GGMvC880I+Fq/qQU5ZGRmSaRCGw/Ym19ZWc/tUld5clTneDoUJnErEPKJlmIDFuH+FruBzqKgopudkhwnCORZDdebW5/5oK5fntVNRzBOnKn+2Ws41OXE0xPn10ksvjcOIAAAAOq+8q6921i5JlSqOOJhPcsKWVNjJAzucJqEpu/lm+UaODDvX0xUDErLdbjUMGWKUdHJYJ5rDQ/Jd/sEHahwxQlLLz5YtyU5LU4+5czVz2bKkjC1VdMX5czhXsmBBxDa2pPRzz+U9AAAAopLywT533HGHnn32We3YsUOff/65nnvuOd1555264oordMopp0hSiwCg1gE//v+2bt2qZ555Rrfddpsuv/xynXzyySooKNBZZ52lH/zgB/rjH/+otWvXqiGKxRSAifHz5klKzI16E55WASNH47SQwn3aaXJHsejM/3rEa6GB1fxf2po1evXOO6Pqo87jUaZhsMPO554L/HuQQYCBLelIULahtLTQp2dfHKuV2UHV0IL169fvizYZGfLEKYtsQ3Owj2VZKnKYXSlYdp8+gX9/+o9/xDQWn4MFbDkOyi2H09BqYUvBV77iaL+CK6+M4ahf6DFmTEz7d+/dOy7jSLY0l8vo3OJ1uymdDABAK0MvuCAh7aMJcvHbuGRJlHsaiEP1nMygqpmh+Lxe42shdwyVIKMxraJCQxYvlq+sLHDD0rYs+crKNGTxYk2rqOjQ8cRD4DkNHx54H9qSfMOHJ/05+aKoKNEz6FrczsjQ4WivZzIyotkroN/o0UbXwo2lpQn9/p3XXFXGhCVpz4YNIR/vFsX1bHvy+vcP+dhJBq9jrPyZnq3sbKP9nLY3uba2m9unqowYPx/tsdQU/NruYw0Ncu/ZE/fAnI54b3UPMdfY4ODvYii2mhJ6hJJ++LBxf/7/tz73n3D++VGNcd9f/tJmW1+DDK+h2JLqe/dWlmGwT3uVlMrLy1VcXBzjiAAAADq36SkeGFL/+ecx92FLSps2LfbBJJnJIvqZy5apx9y5LRIw+hMtduWAhAEOg9eAaF32xBO65OOPNXrZMuVdf71O/K//0tQ33tClmzZ1uQC6aHXF+XM44ySxWMa556q8I+5pAQCALin+dycTqG/fvjr//PN1ftCNtsOHD+uDDz7Q6tWrtXr1aq1Zs0br169XfX19i32toIt+f0DQwYMH9frrr+v1118PPJaZmamjR48m+JngeJd+9tlqfPnlpI6hV6sskzkDBkgxZL8MyMpSumEm2EQvMNj/yCNSFBMM1VVVxospamtqAv/Oyc83ylyroOywx44dU05OTrtt0zMypFbnuGiF+l3ltcpgvGvUKLmffz6mY9mSLr3xRvUqKVFWVpY+fPJJbTftJGhRjWf9enUP0zQSy0E2XldmZmyVfVoFZk2/+WY9uXq10tasaRpD0GP+z0E8bxzYkbJcRdBr7Ni4jCPZTH+HJ33nOwkZBwAAnZl/kaqTv6t2c3snoglyUfM40tavV53Hk7AggVdvv12uGCs9Ss6ud3IKChy/vn59kpCVtbS8XKXl5arzeFS7f79yCgo6fZB0qj6nuiiSPDR4vS1+3jl6tIZGcR1XH2P24Gy3W/U9eijz0CFH7+lh3/52TMeLJPg6zKiSWJgEEQPPOktVDz0U07hsSflhFtvnFRWp0eVSepTnSVM9TzhBOb17yyTlSY7DBBGHdu40mh85tHNnymae7n7SSapT/JLVSE3vhb0hglTSvV5ZMV7bt9tvAvpsreemTTp46qntPnagf3/lb9sW1evYe/DgkI81hKmU3e44JF388svtnvvz+/VTteHYLEmuI0fafD9JN0xCEsqg73xHO3/6U7MxNZ/LLMvSsGHDNHHiRAJ9AAAAms1ctkyv3nmn9j/yiDJqa2Xpi8CQgiuvTOoC9owY16z4K25c8sAD8RlQkk2rqFDViBHauGSJ0iorZdl2YBF9yfz5LSolTF+0SFq0SAd37tSBLVuUP3Cg8oqKkjj6xKurqTG67l7/xBOa8m//lsghoYvqN3Kk+o0cmexhpKxUnWtG4rX7d0pNia6GffvbVPQBAAAx6VTBPu3Jzc3VlClTNGXKlMC2hoYGrV+/PhAAtHr1aq1du1aHDh1qsW/rm/a2bbcJEgISofx3v9OyKVPkas7I0xGLNoLZkka3yu5idY8lbCJIfb2s9HSjXaqLi9V369aEvA6WpIzaWh3cuVPdDTPDfvzKK8bHs4POISYL9mxJjS6Xo2N0Ky2V3nvPeGzt8bVaDObncrlUWFio3c0BYEcKC7VtwgT1f/vtqH5P/iUkA2KsNCOPJ/DPxhgXoKU5WAASzaLLYBm9erXZ1pE3Drwx3gjo21yOu7PLLy42+iyOjFNlJQAAupJst1vePn3kilBdwJbk7dPH8Q2sWL5v+SshJOpm2f6//jUukyZOnlu22636/v2VtW1bHI6YeNldsBJiqj0nb6sqoZHYkqzCQumTTwLbjhQWqrqsTH0rK40+Yy7D6i7tKbv9dm1euDBsG1tS+rnndsiNzpnLlmn597+vxmeecXxd0DOo4m1r/UaPVqWiv1a0JXmLiyO+5/KvvlqHHnwwyqM45z+fuouLjYJ93A4DBj5fvdpoPJ+vXq0hKZp9ev+HH8Z9/qq+b18dDVFtvtHlkm1ZcQ/4SQ8xHxRPGbW1IR/bctZZ6vnHP8psBrHpvXpg61adOHx4u49nZWVJBufPrOxsFQwY0O5jfcvKtEHmn3NL0qcrV6o0qMqhN8xrEYn/N99z3jwNv/xy7fjpT43G9LVvfEP5gwcrKytLLodzjwAAAMeTVA0M8eXlSdWm4ectDf31r+MyllRhuog+r6goJX6XHWF/c6LJRLUHYCbV5prRMQj2AgAAiZKW7AEkQkZGhk4//XRde+21+t///V+9/vrrOnjwoDZt2qS//e1vqqio0AUXXKC+ffvKtu3Af0BHmrVypazJk5MS6NOYltbmgqK+VTBctHoUFyvNQcWUYHW9eyf0dbAkHdiyxXi/3UFVv5xqDCqpnu12q7GsLGImb1vSweJi2UFVa7LCVEca+OUvG48rlMIwWVdmzJjR4ue9JSXa9KUvRV2JqbFV4Ehu377GfaQHBWwFv17RyO7fP3Ibt1t1hkFiwU4O8buavmiRLl+3TlPfeEOnPvSQpr7xhi5fty7+GcJi/NvWvZ1gpc7If75z8lkMbg8AAFoqveUWR+3KHLaTpLqgYG5TtiRvghJ2HNy5MxCYHatugwY5atdz6lSjfj0xLvhAavNF8dnw+Hxttu0YO1b78vON+rEM27enrLxcPefNa8ok3Oox/7aMc89V+ZIlMR/L8ZiuuMIoy224xfnZbrcaYx3PjTdGbDP95pvlGzmy3dcxnmw1BV+aJklx2n6P4fyK3QGBKNFqDKroHA+2pKJrrw39eEaGDvbvL1+YSlPR6BbX3trXGCEZ0I5Ro6LqN2zgzEknmXUWpn1eUZEas7Ki+uzt/Ne/WvzsClG9OxQ76P++4cM1ZPFiTauoUE3QvKPTfvqcfLJyc3MJ9AEAAIggr6hIgyZPTpngkO5hElCE479+7DlvXpetIpDtdqtgwADu5wVJz8tLaHsAgHP8nQIAAPHWJYN9Qhk8eLBmz56tO+64QytWrNCuXbu0a9curVixQnfccYdmz56tk08+OdnDxHHkS//3fwldrBHKsHay+Hg3bYpL3/3Gj5fdzgKjcPr375/wRSv5Awca79d44IDxPm6PR6/ddVfg55IFCxztV11W1uJnX5jXcNCUKXF5vezmvkIpLi5WeatJ4MMnnqijPXs6Pr5/QrkhN1eXPfFEi8eyupktLbEl9T/nnMDPPVu9ZqZcJ5zgqN3g66+P6vW2JQ2/+OKwbRJ94yCWBVK2miridAW7m89vkZZG+R/fHafzIQAAXY2TxfumCwkObNkSdUCNJWnbW29FuXd4sYwrmC1p2GWXOWpbNH68Ud+Zht+n0ckYLuy3JHULsc+xwkKzY8cpiG5aRYWGLF4s3/DhLRauN5aWasjixZrRgYE+UtO8gMm1bLh5hDqPx7giib9f03PlzGXL1GPuXDXk5LR4HRPhmGEimJ0rV0ZsU7l8uTI++MCo35rt243ad6T0eFXG1hfvh5OCKsC0p7q0NO6VfToi+ZAdIbjElxbdrYnD+/aFfKz3mWca9RWpff5VVxn1F9DqfOyvOOyELWnqG29oyssv67w1azTz6acD54utb75p9Lur79WLhSUAAACdVP3Ro8b7tA4Wx/Ej/5RTEtoeAAAAAJA8x1WwT3sKCwt1wQUXqKKiQn/729+0iQW+OE7lHDoU82IRW1JWfr4827YZ7bdr/fqELzI4duSI8T4NUQT7WJJqli5V1fLlklouiGydhdVnWbIlbZswQUdaVbkJV9knr6hIjenpMf2+bEkN3bpFvOE/duxYzZkzR92CFhJumzjR8TGkpoo+l7ezsMdluEDGkrTz7bcDPw/+6leN9m+th4PKPpI05uqrJZkvpmrMyEj6goqGPXui2s+W5C0uTvr442XTihVGGbw3rViRyOEAANCphVq8H+1Cgpw+fWL6Xnvwo49i2Du0WMflZ0nq6TCw+6TRo40WAp80enS0w0JnUFdn1NyWlBYiAKy2oMCor3gGM5SWl2vm00/rvDVrAgvXL3v22U6fXbh2/37jeQxbki8zM6pzZevqsLVxTlZkSaquqlKD4fuu5umnI7bZeO+9xudTT9C1f6rJHTw4rv1lnHOOdu/eHbbNkcJCbZswIa5BXh2RfMjXo0fYx71RVpqpCzNfN+zii43+lg6LkKQluLqWiR6tkqdku93yOkh2ZEvy9usnn9ernIKCNvMylmGVa3dQ0hwAAAB0LjmGiTt8Eya0CRbH8aO/wTWj3dweAAAAANA5dIpgn82bN6tv376aOnWqFi5cqAceeEB1hjefgVQUzeKQmFmWNrbKnrt9zZqmh2LtWlLN1q1Kz8422s82zFhsypK09uGHjffLiiGbcdWvfhX497SKChX/8peq6d8/8Fxty1JN//766IILtLekpM3+3ggVWfKvuSbqsUlNr0nfefMctS0uLtZ//Md/aNGiRbrmmms09dpr5Zs61dGE4ZDFi9tU9PFr9HqNF0vs+cc/Av8+efLkmBanuA2q1vSYM8e4/6IbbjDeJ94yYlikV3bjjXEcSXId+PDDhLYHAOB4097i/WgXEhw7eDCm6xBXz54x7B1aY3193Cr75DgMtMgrKpLP5XK0ENjnciWsOiRSQ22YyhXtqc/JUW1DQ/t9nXCC0YKPo+++a3RsJ7LdbhUMGJDUhAK7q6qMkgDsrqoK+XhOQYHR9agtyZo4UTOrqmJadOWvDuseMSLqPkLZv3WrGo8dM9rH5fGozuMJ+Xidx6P0qirjCWhfFBmsO0q/yZNj7sNf0cd7wgkqv+8+7d27N+I+e0tK9OkZZ8R8bP/xO2I+8mheXtjH0wwDV6TmYNexY0M+3m/kyEC7SP0Etw9n5rJlyrjoIifDC+g7bFibbaU//KGjfV3bt2vl2WfrH6NG6YmLLw4kFJKknoYVmE+OUDUKAAAAqcttWHml52mndZkkfjCXk59vNOeRk5+fyOEAAAAAAOKoUwT7XH/99dq7d69Wrlype+65R++//76yDYMJgFSUU1CQ8ECX1izbVlplZYvFGJueey5uN/kbvV75IgSqtBlTWuJPRfveecd4n4Yox2VJyvjssxavcZ/x4/Xp9Olac+WVWvvlL2vNlVfq0+nT21T08TsQoapQcGbRaAJebEmnXnGF0T4ul0uDBg3S+PHjNfPBB5V+7rntHt+/ree8eWEXMe1avdr4fWcFLTzKdrvljeFvQYHBAonpN98s32mnGS2QO/3KK6MaVzx1HzTIeB9bkjcvr0tl/Wo4dCih7QEAOF7FY/H+0Rj/7ubFucKC3544VAzyVzwyeX3ymqtKRmwXY/A/OgHb7EqvoVevkI9Z6elGCz5cO3eGDeDorNINq4iEa5/tdquxrMzRNaKtpoQfF//pT0bHD+eEMWPi1pefbduyGxuN9okUFFW7f78sw/eyJFkpPO/b36AKW3v8+6afc45mrVwpSXI7/DtRU1wct6pzHcGXmxv28SO9ehkHzdmWpcIhQ8K2azztNEf9NRoEzZ19++1Gc0KFpaVttgdX/w41lyZ98fuxbFvpVVXatHChXrvrLklSbu/ejsccTXsAAACkjlMuvNDoO+gpF16YyOEgxZkkJTFJTgQAAAAASL6UD/b517/+pX/84x+ymgMiLrzwQv3mN79J8qiA+Mh2u+Xt1y8uN+pNWLat2v37Az+7cnLi1nej16ssw8V+DR2xiCOKoKqMdiruOD6cmrLi+mVmZkqS7IwMNXTrJjtC9lJ/+3BmLlumHnPnyk5LM14c0ZCTE3Mm8PIlSzRk8WI1lpYGju9f0Dhk8WJNq6gIu39d0HvQKbtHjxY/91u40LgPqWmcfdtZeBHOzCeflLdnT0fZYRuSnLHab+jFFxufXyxJroMHu9TivowI2YRjbQ8AAKJXGPRdMhoZhov3nTq8Y0dc+imZP9+ofbigfv8238iRmr5oUVzGh9SVZph8Ir1nT2WEus6srzf6nLW+nu0qcsIEREXTvmTBAsd99fzmN42OHUl2q2vjuPTpdqvnwIHG+1Vv3BjysWiT3GQaVhjqSNlut6O5gXDSzzlH5ffdF/jZcvga2RkZOpqf3+HziNHqESEgd9iUKZLMkthknH12xDaXPfmkGnJzw/4tbcjNDVmJuj3Zbrfqe/d2NCfk7ds35JzQtIoKDVm8WL7hw1vMpUlN597W7wTLtpsqqS9dqqrly5VvEPBlS8o3rAQEAACA1JGIqpXoupwmJYkmOREAAAAAILlSPthnyZIlkpqyS3br1k333nuv4xugkWzYsEENDQ1x6QuIVrzezyZsy2qRrWXgtGlxWyiQ1aOH8iJk2GwznjgdO1z/hVOnGu9XNH16TMdd+b3vBf7dvXt3o32dtp++aJGG/PrXRn1LUkGcqs6Ulpfrsmef1Xlr1mjKyy/rvDVrNPPppx1VhTm0fbvx8Xq2Kll/+lVXGb9/bEnePn2imsQsve02Z+1uuMG470RweiOgNUvSgS60uC+tW7eEtgcAANHLKypSY1ZW1NcEDYZVRZ0qGjPGaDFti58ty1Gly1D8Qf0NOTktFgI35OSox9y5mrlsmXGf6HwafT7j9n1DVI7NOnrUuJKH98gRwz1SX4HhIvlI1WDDVenw95GoAD13iN91LNJcLuX162e83+41a0I+lu12q7G0VGbvZinL40npBBRO5wba483ObhHoIzXNezu1bfz4qI6bjAChSWefrRkzZrSpXOR2uzVjxgzNmjXLURUe/2fJe8IJbV67UC7/4INA5Z7WQTWNI0bo8g8+cPYkgvS++GJH7XpFaFdaXq6ZTz8dmEtrHDYscpIiy9LGJUuags3693cWdFRczAI+AACATi4RVSvRdTlNSmKanAgAAAAAkFzhS0ukgCeffDIQDHHDDTeoXxQ3nUN55plndMstt+jUU0/V6NGjNXv2bJ133nlx6x+IpM7jUca2bcaLbmJhW5Z8ZWUtbvbm5OfHbQy1+/fLZxhEl1VTE6ejt8+SlJmba7xfyaWX6u3f/jbq1ybr00+1bMoUzVq5UkcMF0odOXJEOQ4rLpWVl2vP2rWqWbpUsixZIRaJ+LcmYqFRttttvIDA9H0iSTmtsgz7Fzm4DD9HZbfcYnxsqdVrrZYZV/2vb7SLOhOl8bTTlL5unfF+XWlxX/cTT5TJMrHuJ56YsLEAAIC28q+6SocefDCqfT0JClDuWVTk+Pulpabvgpa+uN4qmT8/pu+E0xctkhYt0sGdO3VgyxblDxwYc2VOdC6mlX3S0tJCzpkd69Yt8B51KhmJSRIt2+1WQ3GxMrZuDftamFRrnVZRoaoRI1R5++1yVVc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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_id = f\"full_EM27_ts_withfilter\" #Set the figure id\n", "savefig = global_savefig \n", "showfig = global_showfig\n", "\n", "fig,axes = plt.subplots(3,1,figsize = (40,17))\n", "labsize = 40\n", "marker_size = 50\n", "\n", "resample_freq = '5T'\n", "gases = ['xch4(ppm)','xco2(ppm)','xco(ppm)']\n", "oof_df_full_resampled = oof_df_full[gases].resample(resample_freq).mean()\n", "oof_df_resampled = oof_df[gases].resample(resample_freq).mean()\n", "\n", "xlims = [oof_df_full_resampled.index[0]-datetime.timedelta(days=4),oof_df_full_resampled.index[-1]+datetime.timedelta(days=4)]\n", "\n", "row = 0\n", "axes[row].scatter(oof_df_full_resampled.index,oof_df_full_resampled['xch4(ppm)'],color = 'grey',s=marker_size)\n", "axes[row].scatter(oof_df_resampled.index,oof_df_resampled['xch4(ppm)'],color = 'firebrick',s=marker_size)\n", "axes[row].tick_params(labelsize = labsize)\n", "axes[row].set_ylabel(r'$X_{CH4}$ (ppm)',size = labsize)\n", "axes[row].set_xlim(xlims)\n", "axes[row].spines['top'].set_visible(False)\n", "axes[row].spines['right'].set_visible(False)\n", "axes[row].xaxis.grid(True)\n", "axes[row].set_ylim([1.82,2.0])\n", "axes[row].set_yticks([1.85,1.9,1.95,2.0])\n", "\n", "row = 1\n", "axes[row].scatter(oof_df_full_resampled.index,oof_df_full_resampled['xco2(ppm)'],color = 'grey',s=marker_size)\n", "axes[row].scatter(oof_df_resampled.index,oof_df_resampled['xco2(ppm)'],color = 'darkblue',s=marker_size)\n", "axes[row].tick_params(labelsize = labsize)\n", "axes[row].set_ylabel(r'$X_{CO2}$ (ppm)',size = labsize)\n", "axes[row].set_xlim(xlims)\n", "axes[row].spines['top'].set_visible(False)\n", "axes[row].spines['right'].set_visible(False)\n", "axes[row].xaxis.grid(True)\n", "axes[row].set_ylim([410,435])\n", "axes[row].set_yticks([415,420,425,430])\n", "\n", "row = 2\n", "axes[row].scatter(oof_df_full_resampled.index,oof_df_full_resampled['xco(ppm)'],color = 'grey',s=marker_size)\n", "axes[row].scatter(oof_df_resampled.index,oof_df_resampled['xco(ppm)'],color = 'darkorange',s=marker_size)\n", "axes[row].tick_params(labelsize = labsize)\n", "axes[row].set_ylabel(r'$X_{CO}$ (ppm)',size = labsize)\n", "axes[row].set_xlim(xlims)\n", "axes[row].spines['top'].set_visible(False)\n", "axes[row].spines['right'].set_visible(False)\n", "axes[row].xaxis.grid(True)\n", "axes[row].set_ylim([0.05,0.2])\n", "axes[row].xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d', tz = oof_df_resampled.index.tz))\n", "\n", "plt.subplots_adjust(hspace=0.1)\n", "plt.gcf().autofmt_xdate()\n", "\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=500,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "54735ecf", "metadata": {}, "source": [ "## Averaging Kernel Figure (Figure S6)" ] }, { "cell_type": "code", "execution_count": 27, "id": "fe3fef70", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "date_str = '2022-06-16'\n", "fig_id = f'ak_example_{date_str}' #Set the figure id\n", "savefig = global_savefig \n", "showfig = global_showfig\n", "\n", "plotdf = ak_df.resample('5T').mean()\n", "single_day = plotdf.loc[date_str]\n", "marker_size = 10\n", "labsize = 18\n", "\n", "fig, axes = plt.subplots(3, 2, figsize=(15, 8), gridspec_kw={'width_ratios': [2, 1], 'wspace': 0.1})\n", "\n", "row = 0\n", "col = 0\n", "name = 'xch4(ppm)_surf_ak'\n", "color = 'firebrick'\n", "ylims = [0.8,1.2]\n", "axes[row,col].scatter(plotdf.index,plotdf[name],s=marker_size,c=color)\n", "axes[row,col].set_ylim(ylims)\n", "axes[row,col].set_ylabel(r'$X_{CH4}$'+'\\n Surf AK',size = labsize)\n", "axes[row,col].set_yticklabels([f'{i:.2f}' for i in np.arange(0.8,1.3,0.2)])\n", "col = 1\n", "axes[row,col].scatter(single_day.index,single_day[name],s=marker_size,c=color)\n", "axes[row,col].set_ylim(ylims)\n", "\n", "row = 1\n", "col = 0\n", "name = 'xco2(ppm)_surf_ak'\n", "color = 'darkblue'\n", "ylims = [0.75,1.35]\n", "axes[row,col].scatter(plotdf.index,plotdf[name],s=marker_size,c=color)\n", "axes[row,col].set_ylim(ylims)\n", "axes[row,col].set_ylabel(r'$X_{CO2}$'+'\\n Surf AK',size = labsize)\n", "col = 1\n", "axes[row,col].scatter(single_day.index,single_day[name],s=marker_size,c=color)\n", "axes[row,col].set_ylim(ylims)\n", "\n", "row = 2\n", "col = 0\n", "name = 'xco(ppm)_surf_ak'\n", "color = 'darkorange'\n", "ylims = [0.64,0.75]\n", "axes[row,col].scatter(plotdf.index,plotdf[name],s=marker_size,c=color)\n", "axes[row,col].set_ylim(ylims)\n", "axes[row,col].set_ylabel(r'$X_{CO}$'+'\\n Surf AK',size = labsize)\n", "axes[row, col].xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%Y-%m-%d', tz=plotdf.index[0].tz))\n", "col = 1\n", "axes[row,col].scatter(single_day.index,single_day[name],s=marker_size,c=color)\n", "axes[row,col].set_ylim(ylims)\n", "axes[row, col].xaxis.set_major_locator(mdates.HourLocator(interval=2))\n", "axes[row, col].xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%H:%M', tz=plotdf.index[0].tz))\n", "axes[row, col].set_xlabel(f\"{datetime.datetime.strftime(single_day.index[0],'%Y-%m-%d')} MST\",size = labsize)\n", "\n", "for ax in axes.flat:\n", " ax.tick_params(axis='both', which='major', labelsize=labsize)\n", "for ax in axes[:-1, :].flat:\n", " ax.set_xticklabels([])\n", "for ax in axes[:, 1].flat:\n", " ax.set_yticklabels([])\n", "plt.gcf().autofmt_xdate()\n", "plt.tight_layout()\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=500,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "b2c20674", "metadata": {}, "source": [ "### Lag Plots of Full OOF Data (Figure S3)" ] }, { "cell_type": "code", "execution_count": 28, "id": "919330cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_id = 'lag_plots' #Set the figure id\n", "savefig = global_savefig \n", "showfig = global_showfig\n", "\n", "fig,axs = plt.subplots(1,3,figsize=(15,4))\n", "labsize = 15\n", "\n", "axs[0].scatter(\n", " oof_df_full['xch4(ppm)_error'].shift(1),\n", " oof_df_full['xch4(ppm)_error'],\n", " s = 3,\n", " c = 'k'\n", ")\n", "axs[0].plot([oof_df_full['xch4(ppm)_error'].min(),0.01],[oof_df_full['xch4(ppm)_error'].min(),0.01],c='r',label='1:1 line')\n", "axs[0].set_ylabel(r'$X_{CH_{4}}$ '+'Error (ppm)' ,fontsize=labsize)\n", "axs[0].set_xlabel(r'$X_{CH_{4}}$ '+'Error, Lag 1 (ppm)',fontsize=labsize)\n", "axs[0].set_ylim(oof_df_full['xch4(ppm)_error'].min(),0.01)\n", "axs[0].set_xlim(oof_df_full['xch4(ppm)_error'].min(),0.01)\n", "axs[0].tick_params(labelsize=labsize)\n", "\n", "axs[1].scatter(\n", " oof_df_full['xco2(ppm)_error'].shift(1),\n", " oof_df_full['xco2(ppm)_error'],\n", " s = 1,\n", " c = 'k'\n", ")\n", "axs[1].plot([oof_df_full['xco2(ppm)_error'].min(),0.98],[oof_df_full['xco2(ppm)_error'].min(),0.98],c='r',label='1:1 line')\n", "axs[1].set_ylabel(r'$X_{CO_{2}}$ '+'Error (ppm)',fontsize=labsize)\n", "axs[1].set_xlabel(r'$X_{CO_{2}}$ '+'Error, Lag 1 (ppm)',fontsize=labsize)\n", "axs[1].set_ylim(oof_df_full['xco2(ppm)_error'].min(),1)\n", "axs[1].set_xlim(oof_df_full['xco2(ppm)_error'].min(),1)\n", "axs[1].tick_params(labelsize=labsize)\n", "\n", "axs[2].scatter(\n", " oof_df_full['xco(ppm)_error'].shift(1),\n", " oof_df_full['xco(ppm)_error'],\n", " s = 3,\n", " c = 'k'\n", ")\n", "axs[2].plot([oof_df_full['xco(ppm)_error'].min(),0.005],[oof_df_full['xco(ppm)_error'].min(),0.005],c='r',label='1:1 line')\n", "axs[2].set_ylabel(r'$X_{CO}$ '+'Error (ppm)',fontsize=labsize)\n", "axs[2].set_xlabel(r'$X_{CO}$ '+'Error, Lag 1 (ppm)',fontsize=labsize)\n", "axs[2].set_ylim(oof_df_full['xco(ppm)_error'].min(),0.005)\n", "axs[2].set_xlim(oof_df_full['xco(ppm)_error'].min(),0.005)\n", "axs[2].tick_params(labelsize=labsize)\n", "\n", "axs[2].legend(fontsize=labsize)\n", "fig.tight_layout()\n", "plt.show()\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=500,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "16f93f6e", "metadata": {}, "source": [ "## Anomaly Illustration (Figure S4)" ] }, { "cell_type": "code", "execution_count": 29, "id": "129a596f", "metadata": {}, "outputs": [], "source": [ "#Define an instrument, date, sza bin size, and the species we want \n", "date_str = '2023-09-29'\n", "gases = ['xco2(ppm)','xch4(ppm)','xco(ppm)']\n", "sza_bin_size = 0.5\n", "co2_thresh = 1\n", "\n", "day_df = daily_oof_dict[date_str].copy() #get the specific day's df for that instrument\n", "binned_summary_df = ac_utils.create_binned_summary(day_df,ak_df,sza_bin_size,gases) #create the binned summary \n", "anom_df, skipped_df = ac_utils.daily_anomaly_creator(binned_summary_df,gases,co2_thresh) #get the anomaly and skipped rows dataframes " ] }, { "cell_type": "code", "execution_count": 30, "id": "dc118cc7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_id = f'anomaly_example_ts_{date_str}' #Set the figure id\n", "savefig = global_savefig \n", "showfig = global_showfig\n", "\n", "#Setup the fig\n", "fig, axs = plt.subplots(4, 1, figsize=(15, 9))\n", "labsize = 15\n", "\n", "# Get the min and max 'solzen(deg)' values in the DataFrame 'df'\n", "min_sza = day_df['solzen(deg)'].min()\n", "max_sza = day_df['solzen(deg)'].max()\n", "# Create a ScalarMappable object for color mapping\n", "cmap = 'plasma_r'#'autumn_r'\n", "norm = Normalize(vmin=min_sza, vmax=max_sza)\n", "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n", "sm.set_array([]) # To satisfy ScalarMappable\n", "\n", "min_sza_idx = day_df['solzen(deg)'].idxmin() #for drawing the vertical line indicating change from \"rise\" to \"set\"\n", "\n", "row = 0\n", "spec = 'xco2(ppm)' #get the species\n", "axs[row].scatter(\n", " day_df.index,\n", " day_df[spec],\n", " s=3,\n", " c='grey',\n", " alpha=0.8,\n", " label='Collected Data'\n", ") #plot the raw data in grey \n", "scatter = axs[row].scatter(\n", " binned_summary_df['tmid'],\n", " binned_summary_df[spec],\n", " s=80,\n", " edgecolors = 'k',\n", " c=binned_summary_df['sza_mid'],\n", " cmap=cmap,\n", " norm=norm, # Apply the same normalization to ensure consistent color scale\n", ")#plot the sza binned data, and color by like sza bins\n", "axs[row].tick_params(labelsize=labsize)\n", "axs[row].set_ylabel(r'$X_{CO2}$ (ppm)',size = labsize)\n", "axs[row].spines['top'].set_visible(False)\n", "axs[row].spines['right'].set_visible(False)\n", "axs[row].axvline(min_sza_idx, c='grey', alpha=0.5)\n", "\n", "row = 1\n", "spec = 'xch4(ppm)' #get the species\n", "axs[row].scatter(\n", " day_df.index,\n", " day_df[spec],\n", " s=3,\n", " c='grey',\n", " alpha=0.8,\n", " label='Collected Data'\n", ") #plot the raw data in grey \n", "scatter = axs[row].scatter(\n", " binned_summary_df['tmid'],\n", " binned_summary_df[spec],\n", " s=80,\n", " edgecolors = 'k',\n", " c=binned_summary_df['sza_mid'],\n", " cmap=cmap,\n", " norm=norm, # Apply the same normalization to ensure consistent color scale\n", ")#plot the sza binned data, and color by like sza bins\n", "axs[row].tick_params(labelsize=labsize)\n", "axs[row].set_ylabel(r'$X_{CH4}$ (ppm)',size = labsize)\n", "axs[row].spines['top'].set_visible(False)\n", "axs[row].spines['right'].set_visible(False)\n", "axs[row].axvline(min_sza_idx, c='grey', alpha=0.5)\n", "\n", "\n", "row = 2\n", "spec = 'xco(ppm)' #get the species\n", "axs[row].scatter(\n", " day_df.index,\n", " day_df[spec],\n", " s=3,\n", " c='grey',\n", " alpha=0.8,\n", " label='Collected Data'\n", ") #plot the raw data in grey \n", "scatter = axs[row].scatter(\n", " binned_summary_df['tmid'],\n", " binned_summary_df[spec],\n", " s=80,\n", " edgecolors = 'k',\n", " c=binned_summary_df['sza_mid'],\n", " cmap=cmap,\n", " norm=norm, # Apply the same normalization to ensure consistent color scale\n", ")#plot the sza binned data, and color by like sza bins\n", "axs[row].tick_params(labelsize=labsize)\n", "axs[row].set_ylabel(r'$X_{CO}$ (ppm)',size = labsize)\n", "axs[row].spines['top'].set_visible(False)\n", "axs[row].spines['right'].set_visible(False)\n", "axs[row].axvline(min_sza_idx, c='grey', alpha=0.5)\n", "\n", "\n", "# Adjusting the last subplot for 'solzen(deg)' visualization\n", "row = 3\n", "axs[row].scatter(\n", " day_df.index,\n", " day_df['solzen(deg)'],\n", " s=50,\n", " c=day_df['solzen(deg)'],\n", " cmap=cmap,\n", " norm=norm # Apply the same normalization to ensure consistent color scale\n", ")\n", "axs[row].set_ylim(axs[row].get_ylim()[::-1]) #swap the direction of the y axis for sun \"rising\" idea\n", "axs[row].axvline(min_sza_idx, c='grey', alpha=0.5) #vertical line for showing change from 'rise' to 'set'\n", "axs[row].tick_params(labelsize=labsize)\n", "axs[row].set_ylabel('SZA ($^\\circ$)', size=labsize)\n", "axs[row].spines['top'].set_visible(False)\n", "axs[row].spines['right'].set_visible(False)\n", "axs[row].xaxis.set_major_formatter(mdates.DateFormatter('%H:%M', tz=day_df.index.tz))\n", "axs[row].set_xlabel(datetime.datetime.strftime(day_df.index[0], '%Y-%m-%d %Z'), size=labsize)\n", "\n", "# Adjusting layout and formatting\n", "plt.subplots_adjust(hspace=0.1)\n", "plt.gcf().autofmt_xdate()\n", "plt.tight_layout()\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=500,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "code", "execution_count": 31, "id": "d69dbdd7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_id = f'anomaly_example_ch4_co2_{date_str}' #Set the figure id\n", "savefig = global_savefig \n", "showfig = global_showfig\n", "\n", "#Setup the fig\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "labsize = 15\n", "\n", "x_name = 'xco2(ppm)_anom'\n", "y_name = 'xch4(ppm)_anom'\n", "x_err_name = 'xco2(ppm)_std'\n", "y_err_name = 'xch4(ppm)_std'\n", "regression_output = regression_utils.york_regression(anom_df,x_name,y_name,x_err_name,y_err_name)\n", "\n", "ax.errorbar(\n", " anom_df[x_name],\n", " anom_df[y_name],\n", " xerr=anom_df[x_err_name],\n", " yerr=anom_df[y_err_name],\n", " fmt='o',\n", " markersize=0,\n", " c='grey',\n", " zorder =1\n", ")\n", "ax.scatter(\n", " anom_df[x_name],\n", " anom_df[y_name],\n", " s=80,\n", " c=anom_df['sza_mid'],\n", " cmap=cmap,\n", " norm=norm,\n", " zorder = 2\n", ")\n", "\n", "\n", "# Regression Plotter\n", "xline = np.array([anom_df[x_name].min(), anom_df[x_name].max()])\n", "yline = regression_utils.linear_model([regression_output['slope'], regression_output['intercept']], xline)\n", "label = r'${\\alpha}_{CH4}$: ' + f'{regression_output[\"slope\"]*1000:.2f}' + r\"$^o/_{oo}$\" + '\\n' + r'$r^2$: ' + f'{regression_output[\"r_squared\"]:.2f}'\n", "ax.plot(xline, yline, c='k', label=label)\n", "ax.legend(fontsize=labsize)\n", "\n", "ax.set_xlabel(r'$X_{CO2}$ Anomaly'+' (ppm)', size=labsize)\n", "ax.set_ylabel(r'$X_{CH4}$ Anomaly'+' (ppm)', size=labsize)\n", "\n", "ax.tick_params(labelsize=labsize)\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=500,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "code", "execution_count": 32, "id": "3b92590a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_id = f'anomaly_example_co_co2_{date_str}' #Set the figure id\n", "savefig = global_savefig \n", "showfig = global_showfig\n", "\n", "#Setup the fig\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "labsize = 15\n", "\n", "x_name = 'xco2(ppm)_anom'\n", "y_name = 'xco(ppm)_anom'\n", "x_err_name = 'xco2(ppm)_std'\n", "y_err_name = 'xco(ppm)_std'\n", "regression_output = regression_utils.york_regression(anom_df,x_name,y_name,x_err_name,y_err_name)\n", "\n", "ax.errorbar(\n", " anom_df[x_name],\n", " anom_df[y_name],\n", " xerr=anom_df[x_err_name],\n", " yerr=anom_df[y_err_name],\n", " fmt='o',\n", " markersize=0,\n", " c='grey',\n", " zorder =1\n", ")\n", "ax.scatter(\n", " anom_df[x_name],\n", " anom_df[y_name],\n", " s=80,\n", " c=anom_df['sza_mid'],\n", " cmap=cmap,\n", " norm=norm,\n", " zorder = 2\n", ")\n", "\n", "\n", "# Regression Plotter\n", "xline = np.array([anom_df[x_name].min(), anom_df[x_name].max()])\n", "yline = regression_utils.linear_model([regression_output['slope'], regression_output['intercept']], xline)\n", "label = r'${\\alpha}_{CO}$: ' + f'{regression_output[\"slope\"]*1000:.2f}' + r\"$^o/_{oo}$\" + '\\n' + r'$r^2$: ' + f'{regression_output[\"r_squared\"]:.2f}'\n", "ax.plot(xline, yline, c='k', label=label)\n", "ax.legend(fontsize=labsize)\n", "\n", "ax.set_xlabel(r'$X_{CO2}$ Anomaly'+' (ppm)', size=labsize)\n", "ax.set_ylabel(r'$X_{CO}$ Anomaly'+' (ppm)', size=labsize)\n", "\n", "ax.tick_params(labelsize=labsize)\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=500,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "ee2c04da", "metadata": {}, "source": [ "## Quantile Illustration (Figure S5)" ] }, { "cell_type": "code", "execution_count": 33, "id": "c627d4e0", "metadata": {}, "outputs": [], "source": [ "resample_freq = '5T'\n", "min_obs = compute_min_obs(oof_dt_raw,resample_freq,pct_required)\n", "resample_with_stats_kwargs = {'min_obs':min_obs}\n", "date_str = '2023-09-29'#'2023-03-17'\n", "df = daily_oof_dict[date_str].copy()\n", "\n", "quantile_df, col_quantiles = resample_and_get_excess(df,ak_df,resample_freq,gases,oof_background_quantile,resample_with_stats_kwargs = resample_with_stats_kwargs)\n", "\n", "#Compute regressions\n", "quantile_regression_outputs = {}\n", "\n", "x_name = f'xco2(ppm)_wmean_ex{q}q_divak'\n", "y_name = f'xch4(ppm)_wmean_ex{q}q_divak'\n", "quantile_regression_outputs['ch4_co2'] = regression_utils.calculate_all_regressions(quantile_df.dropna(),x_name,y_name,err_tags)\n", "\n", "x_name = f'xco2(ppm)_wmean_ex{q}q_divak'\n", "y_name = f'xco(ppm)_wmean_ex{q}q_divak'\n", "quantile_regression_outputs['co_co2'] = regression_utils.calculate_all_regressions(quantile_df.dropna(),x_name,y_name,err_tags)" ] }, { "cell_type": "code", "execution_count": 34, "id": "55034ba0", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_id = f'quantile_example_ts_{date_str}' #Set the figure id\n", "savefig = global_savefig \n", "showfig = global_showfig\n", "\n", "fig,axes = plt.subplots(3,1,figsize = (40,17))\n", "labsize = 40\n", "linewidth = 4\n", "capsize = 8\n", "markeredgewidth = 4\n", "\n", "xlims = [quantile_df.index[0]-datetime.timedelta(minutes=30),quantile_df.index[-1]+datetime.timedelta(minutes=30)]\n", "\n", "row = 0\n", "axes[row].errorbar(df.index,df['xch4(ppm)'],yerr = df['xch4(ppm)_error'],c = 'grey',fmt='o',markersize=0,zorder = 0)\n", "axes[row].scatter(df.index,df['xch4(ppm)'],s=5,c='grey',zorder = 1)\n", "axes[row].hlines(col_quantiles['xch4(ppm)_wmean'],xmin = xlims[0],xmax = xlims[1],colors = 'black',linestyles = 'dashed',zorder = 3,linewidth = 4)\n", "axes[row].tick_params(labelsize = labsize)\n", "axes[row].set_ylabel(r'$X_{CH4}$ (ppm)',size = labsize)\n", "axes[row].set_xlim(xlims)\n", "axes[row].spines['top'].set_visible(False)\n", "axes[row].spines['right'].set_visible(False)\n", "ax = axes[row].twinx()\n", "ax.errorbar(quantile_df.index, quantile_df['xch4(ppm)_wmean_ex5q'], yerr=quantile_df['xch4(ppm)_wstd'], c='firebrick',\n", " fmt='o', markersize=10, linewidth=linewidth, zorder=2, capsize=capsize, markeredgewidth=markeredgewidth)\n", "ax.set_ylim(axes[row].get_ylim()[0] - col_quantiles['xch4(ppm)_wmean'], axes[row].get_ylim()[1] - col_quantiles['xch4(ppm)_wmean'])\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.tick_params(labelsize = labsize)\n", "ax.set_ylabel(r'${\\Delta}X_{CH4}$ (ppm)',size = labsize)\n", "\n", "row = 1\n", "axes[row].errorbar(df.index,df['xco2(ppm)'],yerr = df['xco2(ppm)_error'],c = 'grey',fmt='o',markersize=0,zorder = 0)\n", "axes[row].scatter(df.index,df['xco2(ppm)'],s=5,c='grey',zorder = 1)\n", "axes[row].hlines(col_quantiles['xco2(ppm)_wmean'],xmin = xlims[0],xmax = xlims[1],colors = 'black',linestyles = 'dashed',zorder = 3,linewidth = 4)\n", "axes[row].tick_params(labelsize = labsize)\n", "axes[row].set_ylabel(r'$X_{CO2}$ (ppm)',size = labsize)\n", "axes[row].set_xlim(xlims)\n", "axes[row].spines['top'].set_visible(False)\n", "axes[row].spines['right'].set_visible(False)\n", "ax = axes[row].twinx()\n", "ax.errorbar(quantile_df.index, quantile_df['xco2(ppm)_wmean_ex5q'], yerr=quantile_df['xco2(ppm)_wstd'], c='darkblue',\n", " fmt='o', markersize=10, linewidth=linewidth, zorder=2, capsize=capsize, markeredgewidth=markeredgewidth)\n", "ax.set_ylim(axes[row].get_ylim()[0] - col_quantiles['xco2(ppm)_wmean'], axes[row].get_ylim()[1] - col_quantiles['xco2(ppm)_wmean'])\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.tick_params(labelsize = labsize)\n", "ax.set_ylabel(r'${\\Delta}X_{CO2}$ (ppm)',size = labsize)\n", "\n", "row = 2\n", "axes[row].errorbar(df.index,df['xco(ppm)'],yerr = df['xco(ppm)_error'],c = 'grey',fmt='o',markersize=0,zorder = 0)\n", "axes[row].scatter(df.index,df['xco(ppm)'],s=5,c='grey',zorder = 1)\n", "axes[row].hlines(col_quantiles['xco(ppm)_wmean'],xmin = xlims[0],xmax = xlims[1],colors = 'black',linestyles = 'dashed',zorder = 3,linewidth = 4, label = '0.05 Quantile')\n", "axes[row].tick_params(labelsize = labsize)\n", "axes[row].set_ylabel(r'$X_{CO}$ (ppm)',size = labsize)\n", "axes[row].set_xlim(xlims)\n", "axes[row].spines['top'].set_visible(False)\n", "axes[row].spines['right'].set_visible(False)\n", "axes[row].xaxis.set_major_formatter(mdates.DateFormatter('%H:%M', tz = df.index.tz))\n", "axes[row].set_xlabel(f'{df.index[0].date()} (MDT)',size = labsize)\n", "axes[row].legend(fontsize = labsize,loc = 'upper right')\n", "ax = axes[row].twinx()\n", "ax.errorbar(quantile_df.index, quantile_df['xco(ppm)_wmean_ex5q'], yerr=quantile_df['xco(ppm)_wstd'], c='darkorange',\n", " fmt='o', markersize=10, linewidth=linewidth, zorder=2, capsize=capsize, markeredgewidth=markeredgewidth)\n", "ax.set_ylim(axes[row].get_ylim()[0] - col_quantiles['xco(ppm)_wmean'], axes[row].get_ylim()[1] - col_quantiles['xco(ppm)_wmean'])\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.tick_params(labelsize = labsize)\n", "ax.set_ylabel(r'${\\Delta}X_{CO}$ (ppm)',size = labsize)\n", "\n", "plt.subplots_adjust(hspace=0.3)\n", "plt.gcf().autofmt_xdate()\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=500,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n" ] }, { "cell_type": "code", "execution_count": 35, "id": "66f10cb9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate and plot regression for quantile data\n", "regr_label = 'ch4_co2'\n", "regr_type = 'york'\n", "err_tag = 'wstd_divak'\n", "fig_id = f'quantile_example_{regr_label}_{date_str}' #Set the figure id\n", "\n", "x_name = quantile_regression_outputs[regr_label][err_tag]['details']['x_name']\n", "y_name = quantile_regression_outputs[regr_label][err_tag]['details']['y_name']\n", "x_err_name = quantile_regression_outputs[regr_label][err_tag]['details']['x_err_name']\n", "y_err_name = quantile_regression_outputs[regr_label][err_tag]['details']['y_err_name']\n", "regression_output = regression_utils.york_regression(quantile_df, x_name,y_name,x_err_name,y_err_name) #quantile_regression_outputs[regr_label][err_tag][regr_type]\n", "\n", "# Initialize the plotter\n", "plotter = plot_utils.RegressionPlotter(figures_path=inst_figures_path,regr_plot_dict=quantile_regr_plot_dict)\n", "plotter.update_plot_style('ch4_co2',annotate=True)\n", "\n", "# Plot using the 'co_co2' label\n", "fig = plotter.plot(\n", " quantile_df, x_name, y_name, x_err_name, y_err_name,\n", " regression_output=regression_output,\n", " fig_id=fig_id,\n", " regr_label=regr_label, \n", " savefig=global_savefig,\n", " showfig=global_showfig,\n", " legend_style = {'loc':'upper left','frameon':False},\n", ")" ] }, { "cell_type": "code", "execution_count": 36, "id": "df2ae07a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'co_co2'\n", "regr_type = 'york'\n", "err_tag = 'wstd_divak'\n", "fig_id = f'quantile_example_{regr_label}_{date_str}' #Set the figure id\n", "\n", "x_name = quantile_regression_outputs[regr_label][err_tag]['details']['x_name']\n", "y_name = quantile_regression_outputs[regr_label][err_tag]['details']['y_name']\n", "x_err_name = quantile_regression_outputs[regr_label][err_tag]['details']['x_err_name']\n", "y_err_name = quantile_regression_outputs[regr_label][err_tag]['details']['y_err_name']\n", "regression_output = regression_utils.york_regression(quantile_df, x_name,y_name,x_err_name,y_err_name) #quantile_regression_outputs[regr_label][err_tag][regr_type]\n", "\n", "# Initialize the plotter\n", "plotter = plot_utils.RegressionPlotter(figures_path=inst_figures_path,regr_plot_dict=quantile_regr_plot_dict)\n", "plotter.update_plot_style('co_co2',annotate=True)\n", "# Plot using the 'co_co2' label\n", "fig = plotter.plot(\n", " quantile_df, x_name, y_name, x_err_name, y_err_name,\n", " regression_output=regression_output,\n", " fig_id=fig_id,\n", " regr_label=regr_label, \n", " savefig=global_savefig,\n", " showfig=global_showfig,\n", " legend_style = {'loc':'upper left','frameon':False},\n", ")" ] }, { "cell_type": "markdown", "id": "84ef831e", "metadata": {}, "source": [ "## Rolling Ratio Illustration (Figures 4, S7)\n", "Ensure that the parmeters are correct for the final selection -- I leave them editable to be able to make figures with different parameters." ] }, { "cell_type": "code", "execution_count": 37, "id": "792790ce", "metadata": {}, "outputs": [], "source": [ "oof_resample = '5min' #the resample interval of the EM27 data\n", "min_obs = compute_min_obs(oof_dt_raw,oof_resample,pct_required)\n", "resample_with_stats_kwargs = {'min_obs':min_obs}\n", "\n", "regr_resample = '5min'\n", "rolling_window = '90min'\n", "resample_eq_or_all = 'all'\n", "\n", "rolling_regr_params = {'regr_labels': {'ch4_co2':{'x_name':f'xco2(ppm)_wmean_ex{q}q_divak',\n", " 'y_name':f'xch4(ppm)_wmean_ex{q}q_divak',\n", " 'x_err_name':f'xco2(ppm)_wstd_divak',\n", " 'y_err_name':f'xch4(ppm)_wstd_divak',\n", " 'permil':True},\n", " 'co_co2': {'x_name':f'xco2(ppm)_wmean_ex{q}q_divak',\n", " 'y_name':f'xco(ppm)_wmean_ex{q}q_divak',\n", " 'x_err_name':f'xco2(ppm)_wstd_divak',\n", " 'y_err_name':f'xco(ppm)_wstd_divak',\n", " 'permil':True},\n", " }, \n", " 'regr_type_details':{'ols': ['slope','intercept','r','r_squared','R_squared'],\n", " 'york': ['slope','intercept','r','r_squared','R_squared','S','se_slope'],\n", " 'odr': ['slope','intercept','r','r_squared','R_squared','chi_squared','sd_slope'],\n", " },\n", " }\n", "\n", "rolling_regr_filters = {\n", " 'ch4_co2':{\n", " 'window_nobs': ('>=',10),\n", " 'ch4_co2_york_r_squared': ('>',0.8),\n", " 'xco2(ppm)_wmean_ex5q_divak_range': ('>',0.5),\n", " 'xco2(ppm)_wmean_ex5q_divak_time_diff': ('>',0)\n", " },\n", " 'co_co2':{\n", " 'window_nobs': ('>',10),\n", " 'co_co2_york_r_squared': ('>',0.8),\n", " 'xco2(ppm)_wmean_ex5q_divak_range': ('>',0.5),\n", " 'xco2(ppm)_wmean_ex5q_divak_time_diff': ('>',0)\n", " }\n", "}\n", "grouping_details = {\n", " 'tdelta':pd.to_timedelta(regr_resample)*3,\n", " 'nratio_good_thresh': 3,\n", "}" ] }, { "cell_type": "code", "execution_count": 38, "id": "6bc71930", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2023-03-17\n" ] }, { "data": { "image/png": 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Ax/P1//pEj67/zONL4pnHl8TFl4+LGz85LePfmSejfftaY/GiLbFta2MMG94/Jk0e1muu+wHgRJdJV7zDlZYW/n0X6Mrc2Ru6Zd5HH1oUv/27F0ZRHh72dfh73ukac+rAnNftCzZurM94TFtbh/NRFq68+oz42X+8k/M8550/Jg/V5N+wYf2jvLwkqxBLRMTKFTtiwhlD8lxVbkpKiqN//7LYuzezbr+F6lQ47vT8dPAuVGPFG/MUkGxvz72bXDqKihLRv3/v6iBbCOuz+J0ZceDrVVLidwPk4vDrq5aW9tizpzmKihJRWlYcA/qXpf0Q3NUF7GZ8UEdHMrZs2Zv2/m1tHbFo0ZaYPn34Eb83OzqSWZ/nR42qyWocAH2Px8LDCaq5uTkWLVp0xLYbbrghrbHf//73D/3/4WHOuXPnxvLly+Ott96Kurq6uOeee6JfvwM3FB8Mjz7wwAOxdevWPH0WAAAAmZv/3qb48Q9mH3VzS3Nze/zynnnxw+/NKuiTb4/lZz98J61A5+G++/+9Ev/xvbd77GmUfcWPfzg760DnQY0NLfHP//havPDc8jxVlZ6nfrUko0Dn4X7+k7nx6ksrD/0d3xNeeWnVcQOdh1uzelf8z//xfKxYvj3tuRsamuPeNObuK37y4znxt3/9XMx7r++GVAFOVH/39Wd7uoRDZr22Jv7ya0/Gz3/4TrT38PVrb9XY2BLf+79vxl3/MSfmvrMh1q/bE3Pf2Rj3/vy9+N7/fTN27tCpBwC62/LlOzIec7J0DaTv2dGN14/5eh9o167Mu9CNGTMwL2v3ZtneMO8hOtm74wvn5TzHvn2ZBQwL6fNfOCfrsa+9vKpH36s/nis+enpW4xLd/HPysSsn5G2u6WeNzNtcx1M7qjpvYfCSPIT903GydulcsmRbVuMuuWRsniuBk9P+/W2xYMHmmDN3U6xYuTM+WL4j3n9/a8x9ty42b25M676HLVvTD1fmS1NTe1b3ZLz//tYjxq1dm11X87KyYteoACcRoU44Qa1atSra2498Wth553X9Zlp9fX089dRTRzwtpKysLJ5++uk499xzD21LJBLxG7/xG/GTn/zkiDehkslk/PKXv8zDZwAAAJC5hx9YGG+/ta7TfZLJVPzHv8+OJYsL/0CaVCoVf/vffx0rlqUfZjvc6pU746//9OlYOK8uz5Xlpn5PU/zoB2/Hv/7zG4f+u/8X87N+inU2UqlUfOdbL8eunZnf1HQ87727Kb7zrZdj5YrMb07MRCqVip/++J3YlMWT5A/3wbLt8aPvvx0b1mf3D0S5+Nl/zIlXXlqV0Zh7fz4v/tc3XojW1s6Pk2QyFd/936/lUl6v9fiji+Nv//q5gj2NG4DOPfnI+73yhtKl72+Nv/6Tp+P//P0r0bS/99XXUz5Yui3u/uncTve5/xfz4+knlvbKm2kB4GQ2efKwni4BjtLdD9N7b+7Gbp2/M4OH9OuxtdOVSqWisbElNmzYE+vW7Y6NG+tj9+6mtK/l12f5nmi6XaI4WmlZcVx3/eSc5njwvvm99u+1oqKiuPDi7INdzz3zQR6ryY+yspIoLcs8jNjdPydDhubvHDVs+IC8zXU8H79uUt7myub7kamysuKoqirr9nV6m1x+r1dU6NIJudq9uykWLNwcjcfoEN3W1hGrVu+Kt2at7/T9+IaG5qzWrqmpyGrcQbnc47B48dbo6EhGKpWK/fvbsppj/Pj8dK8GoG/wrgScoNauXXvExwMHDoxRo0Z1Oe7555+PlpaWiDjwhmkikYg777wzJkw49hOxbr/99rj44osP7RsR8cILL+RWPAAA0Oslk6nYk8ENFd2tvT0ZP/jXt2L7tvSf1Pjay6viB//6VsGCh21tHfFXf/J0tLXm3mXp/rvnxV/+8VOxt7ElD5VlL5VKxS/ufi/u/tm70dJ85Ndx+7a98aPvvx2/fmpZt9eRTCbjf//9K902/yMPLYrvfOvlqK/P7h+OOpPsSMaPvv92Xo6Lg555cln88Huzork5u38oykQymYq//avnYu2a7G6aamtLxv/3P1+KN19fc9x9/tc3X8y2vD7jf3/7lZ4uAeCkN/uNtfHmK8f/fdQbbKlrjP/535+Nb/z5M7Eni+48J5Lnf/1BvPj8irT2XbtmV3z/X96KHdsL/1R3ADjRZftAjJEjuz9wAZlavbJ7H+zWk1KpiDmz18cD980/9N/bs9ZFW1v+3pPMRXNzWyxZsi1WrNgR27fvi50798e2bXtjzZpdsXTptti6tbHLOfbsyf97t3RtxMjqGHvaoJzmePShhXmqJv+mnTki67GbNtbH3r09+284x3LVVdl1xSwu6Z5bjW+4aUre57z62ol5n/OgCROHRFFRfr8Wo0bX5HW+D7v+pqndOn9vlUv37RdeWJV1GAtONNk+mPaD5Tuio6Pre0nmzd983G6cCxdl95DuyZOGZDXuoESOTTKXLNkWa9bsynrtkm76nQtA71TS0wUA3aOu7siuLaNHj05r3Msvv3zUti9/+cudjvnc5z4Xs2bNiogDN/TOnz8/vSKhl3vl8aXx2H/MjW0bG6Kqf1l89NYp8Rv/7yVR5EmNAMBJKpVKxdOPL423Xjv6Zvfrb5kal14xrgeqiqivb45f3v1e1uN/+qN34qJLxsaMc7t+EE62Ghqa49t/m/9g2rf+5oWYcf6ouP3zZx960E6h7NvXGj/90Ttd7rdyxY74139+I7745fOjujq3p2IeS2trR/zzPxami+O/f29WjBgxIO744rl5eTJ1S3N73PWTOXmo7Nh+/pO5ccakofHRK8d3y/HR1NQW3/5fR7+PkI3nn10Rzz+7Iv7fP/lIDBpUeWj7E79aEh0nQRfLlub2WLhgc5x19sieLgU4ybS0tMcv75kXuz4UELzo4rFxyWWn9UxRPWDpoi3x2AOLerqMtDU3tR+6tvzDP7s8arv55r/eJJlMxQ/+9a2sxj7wywUx5tSBceMtUwt+7QwAJ6rly7dnNc7vYnqjOe9s6OkSupRtQOyhBxYctW39ut2xft3uOPOskTFl6vBcS8vavn2tsXLl8W/6b25uj02bGmLTpoaYMaM2ioqOPn/s359dwHzECAHzfPjYVWfEz/6j638rOJ6GhpZYunhLTJmWfYCyO9326TPj0Qeze8/ggV/Mjy//7oV5rig3lZWlWY1LJBIxbMSA2Lal65B1ugYMKO+WDpJjTh0UZ0waGis+yO46pTOXXX563uf8yBWnx333zsv7vBERVVWlWX/P+7pc/x3vtdfWxIUXjjni36zgZJTNQ4/Ly0syCoOuXLkzdu9uiimThx7alku33dLS3Lrt9u+f+++mffuyC4ZPnJhbIBWAvkcqBU5Q+/b955OGEolEVFdXpzXu1VdfPeIfUIYOHRoXX3xxp2MuuuiiIz7evHlzNDbm7w0cKLQFb66L3zj33+KH33gptm1siIiI/Xtb4+l7FsSdF3w/7v/Xt3u4QgBSqVS88viS+Ic/eir+++fui0d/NCfq+1CXkg93s4O+YPu2vfFXf/L0MQOdERFPP74k/vKPn4rGhsI+DXv1qp05BToPevutdfGDf30rmrK8+aMzmzbWd0ug86D5czfFX/3J07FqeeGeJL961c60Ap2H+/lP5sbbb63Lax0N9c0FC3QetGVLY/zjd16Nt95Ym9M89fVN3RroPGjFB9vjR99/O9avza6T5vFs3dKYt0Dn4f7PP74eD9y3IFKpVCxbui3enbMx72v0Vo881HfCRP8/9s47PIqqbeP3bnY3vfde6YSQAKH3JkUQEQVFFBBR7L338qpYPisiShNQBEQQ6b13QktCSCW992y2nu+PmJiybWbObAnzu673emV35jlPNpuZM+c893MLCAh0Do4fy8L335zoIOgEgNOncvDl0iMoplioZ63cyq7E2hX835P54tvPjuK1p//GzVT6hYrWRn2dgrWgs5ncW1VY9u1Jk5x+BAQEBAQEBIxTWMj8nurr68xDJgIC3KmrtT5Hvfbk5lZRj3n1SiGSLuVTj2sKhBDk5laZ5OIEAElJBZDLOxbIp6eXsxpfcA2mx9yH+nM6/8zpW6hhIRoxB56eTvDgIOrKsEIX4PETurA6r6K8AVOn0XN9HDeBP0fNYSOiENOFrjCmT98gXhpTiEQizLgnlnpcALhjCn0nVFuBhijrzJlc5OdXU8hGQMB2YSPqZOPuXF7egOMnckBI07wwI5Od02U3ji6dQJMo1MHBMr5pMpng1yYgICBwuyEizXc/AQGBTsXHH3+MN998s2UhYdy4cdizZ4/Bc2pqauDp6QmgaeFUJBLhvvvuw4YNGwyeV1FRAR8fH4hEopbzMjMzER4eTueHaZWfu7s7qqurTRapCggw5dMn/8blk7dMOnb1ycWQWejhTUBAQOB2ZtOyM9i28oLO9/yC3fDJxtmQ2Vvf9fnYzhtYtfRYh9dnLU7EpNl9LJCRgIDpHNp3E/t3pZl8/Ix7Y9F/UBiPGTVx7Egmrl8toh43vl8wBg6m8zxz6lg2dmy9TiWWKUgkYrz+/njY8zhP3bMzFTc5CkgXPTaIc46VFQ1YsfwMpxg0mPNAPELDPBidk5VRjn17TP+bosmD8/tz7sp89UohtpjDzew2NO1494MJlk5BQEDgNkCt1uKbrzo+m+ijb3wQxoxjV+xn7ZSV1OGLD+k3KbAk9zzQF/0Ghlo6DercyqnEjm3JVGMGBblh+szeglOYgICAgIAASwgh2LXrBuPzhg+PhKurPQ8ZCQiwR63WYtUKftcaY+MCMWhIBKcY+/bcQGWlnE5C7ZgxM5azqxFTqqsbkZHBXJAZEuIOPz8XAE3XokuXCliNn5AQzOo8Ad2Ul9Xj723c9kPmzR+g043V0mg0Wqz5hX1DqPmLEq3u2XPrn9dYnRcU7IY+fQKxYzv3Z3SpzA53zejNOY4hjh7OQMZNOsLa+Yv4dV1VKNT4c9MVavFcXe0xdXovavFskd276ezFRUZ6ols3X+MHCgh0Qi5ezEdFBbP5p5OzjJPT5oD+wTh3nl3TkWFD6dR5NDaqkZ5eBnOqbKKjvXhxsL4dEfQGAgICtoTg1Ckg0Emxs2u70CqXG59Unzx5Eu113sOHDzd6nqtrx851NTU1Rs+zJs7uT8fs2G/b/O/5O39FQx19lx4B66SqrB73J3xvsqATAB4eshypLDcHBAQEBASYU1/TiLkDftAr6ASAkvwaLBj2E7JSSsyYmWGqKxqwYPTPOgWdALBp+VksGP2z1TuN1lbKcfFoNi4cyYJGrbV0OgJmQqPR4p2XdzESdALA1j+uYukHBzkt1BuCEIKffjjFi6ATAC5dyMeP351ELcfO7JvWJ5lV0Ak0FR+9//oe7P0nlZfY3/3fcc6CTgBY8eNpJF9n//srLKixCkEnAPy2/hI++98hNJjo8pqWWmoxQScA/LrqPA7sS+vw/G8qq34+Jwg6BXhDqyVIulSAv7cl4+/tySjIt631JQEBW6Agv5qRoBMAki4V4MulR6BUanjKyjLU1So6naATADavT8JrT/+NI/vSLZ0KNU6dyKYu6ASAgoIaLPv2JIoKhfuNgICAgIAAG0pL61mdJwg6BayR1ORi3seIi+cuIORL0AkAJ45l8RZbH3V17Nbg8/KqkZxcDEIIysvZ7a9FR3uzOk9AP94+zugTF8Qpxm/r9O8DWxI7OzESOTQz3UdJWEaTMWOiWZ1XkF8DBwcJJk/pzjkHlVKDXTvp72e1ZsSoaETH0Pl737uL31zt7SWYeS+9ZtBRlH5uWyY2NoBKnKysSpw7l0clloCArVFVZX4nbbaCTg93B2o5ODhI4O3tRC2eKQiCTgEBAYHbE8GpU8BmeP/99y2dgkm8/fbblk4BAPDjjz9iyZIlLe6Z3bp1Q0pKisFzXn/9dXzyySdtHDevXLmCXr0Md2xSKpVwcHBoc965c+eQkJBA80fipXNGSV41np601uAx0x/phznPDKEyHm1UKg1+X3YGF45nQ16vQtdYf0ydE4ducYGWTs2mOPRXMla8z76Aa+S07lj87liKGQkICAgItOf4zhv48Z0DjM6ZvqAfZj3Ob7dMY+zddBW//2C66OiJ98ai34hIHjNizv5N17DqkyM63/t00xyERHmZOSMBc1GQV43vvzzOOc4zL4+AX0DHRjBskTcosWbleWrxjNGztz9GjGK+sf3z96eQlVHBQ0bMWPL8MASHuHOOU1Zah9/XJ3FPqB1SmR0eWTwQdnam9x3LSC/HFoqdimkSFe2NmbNi9XbcPn82FxfPW8+m74RJ3RARafp1/N039/KYTStuY0Hn7erUSQjBhnWXkJ1VqfP9O6f3RB9hrUNAgDN7d9/ANY5NMWbcE4tIBvcOa0WpUOOdl3ZZOg2z8O7SSbC358/FnU8IIVj27UmzjOUf4Iq7DczjzIVWS3D8aBaSrxdDLlfBP8AVAweHCQXnAgICAgJWydGjmahj0SR58mTuIhABAdqsWnEGap4bWi56fDDnGH/8nsQ9EQPcO7svr/Hbk5NTyVqUyRXBpZM/fl19DhoN+5LUuPggxCeEUMyIHit/Yt9s8r4H4uHsbF1iDbZunZGRXugbH4Sa6kbs2c3ctbs9Pj7OGD02hnMcQxw5mI5MFs7A7QkJ9cD4O7pRyEg/KpUGmzdephIroX8IunX3oxLLVrl0qQDFxXVUYonFIowfH2Px9SMBAXOyfz/z5oFBwW6M3T1pMDAxhLrzfH5+tVl+lvBwD7i50ROl3u4ITp0CAgK2hCDqFLAZxGKxTTwMaTTW0a1848aNmDNnTovQ0t7eHrW1tZBI9BdvxMfH4/Llyy3neHp6orzc+GJGcXExAgMD24g6U1JS0LVrV5o/EvVJ1ppPj2LXOtMWQNy9nfDjoQVW8x0khOCrN/bixmX9RVj/WzUTXn4uZszK9tBqCZ6b9itKC2qpxPv56CI4uVjXAqyAgICAraPVaPHMtF9RWcKu47fMXoIVhx+BncR0sRANlAo1HrtjNatz+w2PwBPvj6ObEAuqKxqwZPwqo8eNndkLC14fxX9CtxEnD6Tj0ulbKCuuQ/ygMIya3A1uHo5mzWH33yk4diiTWrxR42IwfjL3Dc7Skjps+cMyYr7ZD8TDw9P474EQgg9e3wuFQm2GrEzD29cZT780HBIJuw2MUyeycYHn7rPT7+6N0DAPo8dduVyI3Tx3babB+IldEd+uKGjf7hvIyrS80FcXcx/uZ7Dzp0ajxQfv7DdfQtbx6G12AgJd8dgS7sV9tsatnEr8uuai0ePcPRzwxFNDrGZtRsD8JF8vxqaNbecBPXv5Y+asWIjFwvfCEAqFGt9/c4JavMgoL8yYGUstnrnRaLR487l/LJ2GWfno/6ba3N+JQqHGLxZwZr9rZm8EBXNvisKGPbtuIPm6foeoBx/qBx9fZzNmJCAgICAgYJidLNZooqO90a2bLw/ZCNBAo9EiNaUUDQ1KiO3ECAlxg78/vYZ91syKZad4H0MQdXbk1q0qlJWx2wPkgpOTFN1vc5ETn2i1BGtXneMU487pveDtY33PP5UVDdi6+Srr8xc8atmGxO0pL6/H0SPsXHrvmtELIpEIFRUNOLDvJudcgoLdMHQYv82PbUnYqVZrsOl3OsLOuPgg9OxFx7HSVrl8uRCFhXTqAwFg/PgYRg1rBQRsGTaizj59ApB2k/v1linDhobzEre0tA5FRXTE4fqg5Sws0IQg6hQQELAlBFGngM3QLOq05q+sSCSyGlHn1atXERcX10ZoefDgQYwcOVLn8RkZGejSpUub46dOnYpt27YZHSslJQW9evVqc25+fj4CAuhOMmlNsiqK67BknHGBgi6WH14Id28n1mPTIO1aEb54ZY9Jxz7xzhj0SQzlOSPbJD+rEi/N3EA97svfTkVfnh4OBQQEBG43Mq4X452Ht1CJtXTz/QgM96ASyxhJJ3PwzRv7OMdZtvMh2DtKKWTEnC0/ncWfy03fbHVwkmLFkUU2VyRsbWxZfQFHdqfpfM/d0xFvfT0VMhm/DjsqlQbvvrKbt/jvfnIHpDJ2wsLka0U4epie0JQNUTHeGD+xq15BEd+fH1emzuiFwcMjTD6eEILvv6YnADGGf4Ar7rmvj97P98SxLJw4nm22fGjw0IL+8Pd3xW/rLqK2RmHpdAwSGe2FcRM6fr/r6hT4XI9jMy9wvJU8/dwwiMUibFh3CSWUOi+bizfeHku9e6w1QwjBLyvOobiIWSHFCy+PgIODZeZIApahqLAWy5edNnjMvbPj0KOnUIypi6zMcmzdws51wRiLlwy2OocJYxBC8PozOyydhtnp2tMP8x+zrsJRQ5SU1GEzpcJFNvj4OOOe2XFme8YtK63Hr2sumHTsuAldENtHcK8WEBAQELA8Go0We/boXss0xPjxXW6rZ19bQasl2Lf3JrRa3fU4vXr7I8yEhmy2ikKhxtqV3ARoxuifGIr4ftycB2trGrGL54Z35hZ11tQ0Ij3d/AX/vXv7877fAjT9balUGtjb8z+WtVFdJcfWLezFjwDw4MP9rVI0tWXjZVRXN7I6d9TYGERFe1POiBts3Tq7dvNFr17+AICiolocO8J9Dy8i0gsDeK5zO3zgJpUGnKFhHhg3kW9hpxabKIn5Y/sEovdtvp6QmVmBtLQyavFGj466La/vArcfbESdY8dGI/VGmVkd2bt384EPjw0hKivlyMur5iV2UJAbvC1cl97ZEESdAgICtoQg6hSwGazdqbNZzGgtok61Wg0XFxeoVKqW3ObMmYN169bpPP6ll17CF1980UaY+cUXX+DZZ581OtaWLVswa9aslnNlMhnkcjn13xeNSdYf351mJFDQxRs/TUfs4DBOMdig0Wjx/pLtKGL4YDD+7l64Z2F/nrKyTVZ8cAiHtibzFj9+eARe+noKb/EFrBe5XIWKsnoQAoR04o1NAQFz8MOb+3ByD/eOnq2Z9+IwTLivD9WYrdFqCd5dtBV5FF3Y3vh+GqLNWJxeVVaPJyauZn3+sv0L4GaCk6FAW/JzKvGpiULAN7+cAr8gfhYck68VYf1K0wqJubBwySBExTDbsN69MxXZVuRweM99cR0ccmprGvHJuwcslBEzXnhjNLyMbAo01CuxcsVZM2XUltlz4ztsuOz6JwVXrxRZJB+ueLg7WDoFRoyf2BWR/xaV5OdXY8UyMzpkcVxGmDkrtoPI4cL5PPy9jb/nP1rcOb0n+vXnVthnS5jqzqmPhxf0R3CIZVzUBMwH0RKs/PmcyZvkg4aEYSLPHfJtjWXfnYRcruJ1jImTuqFXb9vpIP3a039bOgWL8b9v7rR0CiZx9XIhlUJQGkyb0QshoR68xSeEYOuWa8jJrmR0XpeuPpg6rSdPWQkICAgICJhGeno50tJKGZ83eXJ3HrIR4IJWS7BHT7PB1vTs6YfwCE8zZGR+zp+9hUsX8nkd4+FHEjkLmpOvF+HaVX7XSM0t6iSE4Nq1YqhU5q21SkgI5i22SqXRKxqKifG+rQRA168V4dyZW5xiPLwwkVI29NBotFjzC/vas/mLEq2qBrKoqBanTuawOnfG3b1b/jszoxwXzudxzqdrN1/E9Q3iHMcQ2/68igoKQqPQcA+Mm8DveqRGo8UfvyVRidWzlz/i4vm7/tkCJSV1uHixgFq8oUPD4epqTy2egIA1wkbUOW5cDDQaLU6dzuUhI93w5dLZmro6BbKymK3lmoLg0kkfQdQpICBgSwiiTgGbQSym23mr/eKIoT8FU4+1JlEnAEybNg07duxoEVuKxWJs3LgRM2fObHNcUlISBg8eDKVSCeA/gWp6ejoiIyONjvP666/jk08+aRmna9euSE2l3x2QyySrpkKOR0f+TC2XyQ/2xbyXh1OLZ4zLZ3Lxw/sHWZ/vE+CCD3++26oWBS2BUqHGw4OXm228Hw8IwpbbhcP7bmLvzhs633vrowlwdLIt1woBgeqKBqz47Ciybvy34Rg/OAwPPDmI9+9zRUkdnp6ylrf4AWHuWLr5fur3xFvp5Xh30VaqMZuZ8kAcZj4ygJfYrdm87Ay2/nyec5w3f7oLPfrd3ptBpqLVavHV2/uRw7AL9aKXRiCW8me8evlZ3LzBvAiLLb3jAjHnoQSjx2m1BD/9cMoMGTEnOMQdU6f3hEgkQkFeNb7/8rilU2JEVBdvzF88UKf7UFZGOf75O8UCWf1H955+GDehKwBgw7qLyMvlp+sl39iaoLM1feODsfMffjv/t4Hjrbl3bADuuVd/84b6eiU2bbyMbB422rjyyOKBCLlNBIqENIn0igqZuXPqYsy4GAwewv8GrYBluJlWig3rkhif5+vrjCVPDaGfkI3R0KDEj9+bbw7l5eWEhxb0t/q1x28+PYLC/BpLp2ExXn1vHNytfK1y+9ZrVjfv8/B0xOwH4qm7dhbkV2Pjb9zcSJ95frjZ3EQFBAQEBATas5OlW+CkSd2sft54u7Fnd5peh872DBse0SmFCyuW8f/8tOjxwZxj7NmVytod0BR8/VwwekwMb/H10dCgRFpamcnfQ674+bnwthZXUdGAQiPrXiEhbnB3t+5nM5ps3piEujol6/O79/DDoCER9BKixJWkApw/y06oEhbOv8MjU9i6dfaODUCXLj4t/76VU4kzp7kJeZvj9ujpzzmOIX5dfQ5qlZZznLBwT4z9dz+LL7Rago0bLlGJ1a27HxJuowaTuqipUeAkSyGzLhISguDn50ItnoCANdHYqMLx48z/XsaNa5pTqtUanD7DXfBvDA8PB/Tuxe99o5nGRhVu3qTnNO/j44zAQFdq8QSaEESdAgICtoQg6hSwGd577z1O5x88eBDHjh1r2SBo/dWPiIhAXFwc/Pz84O7uDnt7e9TU1KC6uhppaWm4evUq6uvrAaDN+c7Oznjsscfg4vLfQ9k777zDKU+a/PHHH5g9e3abnMViMR566CFMmTIFrq6uOH36NL788ktUV1e3cekcNmwYjhw5YtI4o0aNwtGjRwE0fT7Tpk3D1q30RQ1sJ1mbl53B5h/oO8w4ucrw8/FHeS2aUCk1eGXeJtTXKqjE+3rz/XBwlFKJZWukXizA+4/wI7YxxNOfTMCgCV3MPq6AecjJqsDyb04aPW72vAT0iee3k6CAAA0a5Sq8/ehW1BvYWLt30QCMnMzPJtOG/zuBneu5FTSayjf/zIMXpYX1l2b/jvLiOiqx9GHvIMH3O+ZBbEe30QkAVJbW48k7VlONOXNxIu5+lH8hqi1z5Xwefv78GOvzJ97dC1MMiJdMRaFQ4/3X9nCOw5bX3x8PZxfdYvH6eiV+XcVdaMw3vXoHYPd2ywoguTB7XjxiW3U83rvrBtLMKPA1BhEB8gZ+Hcb4QCQC3N1sV9BZVdWIBnN+7hQeq3W5dOojJbmYs4iCLVHRXiguqkNIqDsGDQlHRITnbVPMytWdUxeBQa5Y8Ij1desXYI9KqcHnS49AqeDWOO+Nt8ZAwtEBxVZJTSnBzh2WmZvMfyQRnlYqGtyw6gKuXqLXhd8WmTG7DxKtVAyvUWux3EqbuTQzdXpPhIVzd6bSagk2rLuI0pJ6ClkBjz4+CM7OQkM5AQEBAQHzw1bUCQD9+oXA318ofLcGVCoN9u8z3XnH3t4OY8aaX/THN3yLOh0cJHhwPvc9kz9+T+KejAES+oUgppU4y5yUlzcgJ8c8zdj69g3ipc6nsVGFjIwKk47t0sUbMtnt4dhJCMGalexdLQFg0pQe8A+wPrHDyp/OsD539gPxcLKiZ7nc3CqcP8dOdNParROg59gZnxDM+zVp59/JKC7i3oAwLMITY8fbjrCzS1cf9E8MoxLLVlEo1Dh0KJNavG7dfBAZ6UUtnoCAtVBUVItr14oZnePiIsOgQf9dYwghOHsuDyoKQnp9DBoYAonEfHtCKpUGqan0aip69vSDHQ/1YLczgqhTQEDAlhBEnQKdHq1Wi+eeew7fffddy2uEEAwYMAALFizArFmz4OVl+IGKEILTp09j7dq1WLduHerr61sEkOHh4diyZQsSEoy7zJgbrVaL+Ph4XLv2XzetZtFma1q/1vzfO3bswKRJk4yOUVpaiqCgIGi12pZzP/74Y7zyyit0fxgwn2TVVTfikWErqOfRnh8PLYCHjzP1uKf2p2P1Vyeox31n2XQEhXlQj2vNfP/GPpzYlWax8WNi/fHe6pm3TaHu7UCjXIX/vbsfKqXpRaYTp3THyHGdb5NTwDTq65T4Y9V5XL3wXwFp/yFhmH5/X71iJnPz+/KzOLbbtGtlv2HhWPACPcdqlVKD+UPN56TczJIPxmHIHew3V6rKG/D8PRsoZmScT9bfC78geotN3762B6f3ml6wwYTgKE98+scc4f7Xjka5Cq8u3EKl43RUN188+9441uen3yjFquX0m58wZdYDfdG3nfNofl41/v7ruoUyMp3qSjlqKvnrjG5OXnprDNatuWDpNFoghEDeqLZ0GqywE4ts1rGAEIKSknpoNGZeLuR6q2iV7suvj4aTk2nNjBQKNbb/dR3XGW5GcqFnL3/cOzvObONZA4QQfPzBQV7HeOnVUZDJbk8BX2fi3Nlc7NxBzyH42eeHwd3DOgWGfEAIwfq1F1FSwm/DGWMMGx6JxEHWVRS25+8UHGZQqN5Zee6NUfDzt74i2OrqRqy3onmoIVzd7HH/gwmsC2yysyqwdQs79xNDzLqvD0JCPajHFRAQEBAQMAQXUScA2NmJMW5cjNUWrtbXK5F2sww1NU3Nl11cZAgP94SPt5OFM6PL1StFyMtj5pQ+iafGn5aioUHJ+3x02MgoKo5zfIs6p93VCw4OlmsSXlUlR2amaaJILiQkBBs/iAXXrzNbY+xlJjcpa6C+ToFNG7k12XtgXj9IrayBV0V5A/7acpX1+QseHUgxG+6wdetMSAhGeETbJkg3Uktw5XIh55wSB4YiPIJfodyBfWm4lc1dVB4e4YkxNiTsjIz2xqDB1tn8y1xoNFrso7hmGBjoirg405qPCgjYCqmppYyfF4KD3dCjh1+H1zMzK1BgxNGcLcOGmv96ptFokZxcQi1e9+6+VjfXsWUEUaeAgIAtIYg6BTo1Wq0W9957L7Zu3drizOnn54cvv/wS999/P6uYBQUFePbZZ7F58+YWYaezszN2796NoUOH0kyfCqdOncLo0aOhUv3nsNH+z759of3kyZPx999/mxR/+fLlePzxx9u4fB4+fBjDh9MTejTDZJK1e8NlrP7fUeo56OOVH+5E/PAIKrHk9Uo8e+9vVGLpY/4LwzBoTDSvY1gDddWNeHT0L5ZOo4Xvdj9EzRWOLVmppbiVXg6RWITE0VG3rXMrF/7adBVnT+awOjchMQT3zOlLNyGOVJQ3YM+uVDTUt3Vm7D8wFHF9+dnQup1olKuw9M19qCxv0HvM3XP7YpgFBb9Xz+Xhx48PMz4vOMITr381hfP4187m4ZMntnOOw5ae/YPx+rLpjM/b/ccV/LHMMmK4h18cjhFTuBVN8OHOqY+fjy6CoxV1mrUkOzddxW4eCni/Wn8f4+KnDasv4PqVIuq5sMXP3wVPvzwCIpEI58/m4vzZXEunZJTSojo02qCDpC4kUjF8A62nwN+WBZ0SiRguNnrNI4SgsNACQiCKgs5mhg6PwPiJzIonsrMqsHqledyB3/1gglnGsQZysiuxbi1dd059PLI4Ef5WKFYSME5drQJfLOVnHe/BhxIQFe3NS2xroqamET8vZ+8OQRuxWISnnh1mFQX6Z45n468/2BdYdib+982dlk6hAxk3y7Bn1w1Lp8GYyVN7ICLK9KJSjUaLb746zmNGwLARkRiQGMrrGAICAgICAs1oNFrs2UOnoW7Pnv6IiODuhk0LrZbg4qUC1LfbN2vNsKHhVjHXpcHZs7koL9O/h6WLkaMi4eRkm+tfusjMKMeBvfw2iF746ECIKXxn+BZ13ju7L6/xTUGl0uDqVf72LqKivODBQwMorZYgJYVZUX/Pnn63VWPU9JulOH40i1OMhxcmUsqGHpt/T2ppAMCUMeO6MHq25JvMjHJcZinEbO/WCQDXrhYihYLYZcjQCASHuHOOY4gDe9Nwi4JbcESkF0aP60IhI/0QQvD7ejrCzrBwTwwdHkkllq1CCMG+felUGjIDgJOTFCNG3N6fqUDn4syZXNTWMrvP9erlj0A9tQflFQ1ISaHncAkAkRGeCA62jGhPqyWMG3sYoksXb05NVhQKNZIuF0LZyqjE2VmKHj384GjB5i2WQBB1CggI2BKCqFOgU/P666/jk08+AdAkXIyMjMTevXsRFRXFOfbbb7+NDz/8sEXM6OXlhStXriAoKIhzbNr89ddfuPfee6HRGHaUI4Sgd+/eOHr0KDw8PEyKPXDgQJw/f77lfBcXF5SXl0MqpT8BNGWS1digxMMDze/0BQATZsdiwRujOMXYv/U6Nv1sniLSwWOj8fDzw8wyljFSzufj29f2ourfDaOIHr547L2xCOvCvuju9L50fPPKHlopUuORN0dhzN29zDqmWq3Ft2/uRfLFAp3vf7hqJvyD+V0A7QykpZRg9U/cBVzBIe54gqLDIVvq6xQmLfQ+OL8/ZDKJGTLqXGi1BGu+P42rF/JNOj5hUCjmPmbeTpyVZfV4c9FWTjFEYhG+3Xw/qw1HQgj+t2Q7ks+b9hnxzfIDC+Ds5mD0OEWjGo9PWs1/QkaI7uWHN76bxurc3745iR1r6Gz0mMpHG+5FRDdfs45pTRTn1+CjF/7hdYyPf7obLm7GnQEb6pX46K19vObChdh+QaiqlFs6DYMQQpCfUw1CaXPP0ji7yuDmaT0uZrYs6LSX2cHRRpumaDRaFBfXm39gHgSdrVny9BD4MWyso1ZrsWfXDZzjUVx+O4g6CSFY+fM5FPHUcVcfk6Z0Q0K/ELOOKcCNX1df4N2FY+z4GAzrxMVJly7m49AB63ShvH9uPAICLbdZnnK1CGtXnLPY+NZEcKg7nnxphKXTaMOhA+lIoVjwYm6cnKV48OH+RgUdN1JLqLoQGyIo2A33WVlDOQEBAQGBzgtXp872jB0bA3t7y+9HHTFRcDR8WATEYtsXY50+fQuVFczWY7t08UZMFx+eMjI/F87l4uL5PF7HWPT4YM4xqqvlvDdEsQZRJ9C0rpScXAKFgv46MV8unRUVDShkuA4WHe0NBwfLX/fMyT/br6O0lP06dESkF0aNsVyzZF2o1VqsXcl+7WH+okSrEveydescODAMQToENRfP5yEjo5xrWhgxKor3hn77995Abk4V5zgRUV4YPdZ2hJ0hoe4YPrLzG0MY4+zZXFQwnBMZYsKELp1iriggsH8/872HoUPDDe6ZNyrUOE+5Vqx7d1/4eDtRjWkqhBBcu0ZvnTsy0hMuLsZrf9qTdrMMxcX6GziHhrojItx6GirxjSDqFBAQsCUEUadAp+XatWuIj4+HVqsFIQQODg5ISkpC167MnBoM8fDDD2Pt2rUtiyt33303Nm3aRC0+TS5fvowlS5bg1KlTOt+XSCSYP38+vvjiC7i4mFbwePToUYwaNaqNS+f06dPx559/0ky9BWOTrKPbU/DDG/t5GdtUZA4SrD69mHGXxbrqRrxw/0aestKPzF6Crzffb7FFhBO70vD96/pFBW5ejvhh78OMPk9CCN56cDMyKXR74wu/EDd8+ddc3j93rZZgzZfHcXLvTaPHznliEMZM78lrPrZKXa0CH79NV/wiFovwweeTLbI4r1SqsXXTFdTV6e8w3J65D/e3io10W2H/3ynYueU64/O69wnAo2YQ22s1Wnzz7gHcpLig9M2m+2EnMf1aXZxXjRdmrKc2Pi1e/mYq+gwO0/v+peM5+NbKxHDfbJsLFxPEqABQXlyHpyev4Tkj/cx/dSTGzerYpbUzQwjBsk8OI/WyeRwxX/rfRIRG6u/oe/1KETasvmCWXJgiEgEhkda/gEwIQV5WlaXToIZvoAskUjtLp9GClhA02qig09FRAnsbbYShUKhRXm4BMTXPgs5mwiM88dCC/qyevwoLa7Bm5Xmq30tPL0c885zlm7zwya2cSvy6xjzunLqIjvHG7Pv7Wmx8AdMoLanDD9/pXqfkg6goLzz4cD+zjWcOtFqCFT+eNuggZA30iQvEuAn01uRN5VZ2JZZ9ya8zoi3x8ddTraZIlBCCFctOQ63WWjoVKtwxpbtOR2CVUoMfvjtJzemBCU89OwwSBus0AgICAgICbKAt6gSAiAhP9OzpTz2uqWTnVCLHRDGHk6MUAwbYflOhlJQSZGcxcyZzcpJi5CjujdSthdKSOvy15Spv8d09HHDvnHjOca5dLUQyz01RrEXU2UxxcR3y86upxvTwcEBUFPvm4vrIza1i7NYYHOzGi2uoNUMIwRoOAkgAGDu+K0LDPOgkRInLl/Jx4Rw7cXh4hCfGWmDdRB+pKSWMXWeb0eXWCQCnT+YgN7eKQ1ZNjBkbA28fZ85xDLF/zw3k3qriHCcyygujbEjYGRDohtFjrUswbQlu3ChFFsN5kSHGjo2G1Ir2YQUE2MBG1Dl2bLTRtWitluDkqVts09JJQIALYnSs05qL5ORiaDR01oJDQ90ZzROzcyqRm2t83hwa4o6ICOuvy6GBIOoUEBCwJQRRp0CnZd68eVi3bh2AJpfOt956C++++y7VMaqrqxEeHo7a2loQQiAWi5GcnExVOEqbtLQ07NmzB7m5uaiuroaHhwd69eqFCRMmICAggFGs1157Dbt3727z2htvvIF77rmHZsot6JtkKRVqLBz6E1QKw06k5uSHA/PhZaIbyN/rk7Bjw2WeMzLMl7/PhrMr8+4ubLl0LBtLnzbdrWr1qcWQmdChsCC7Ei/evYFLambly78eQABPi83b1lzEjvVJjM65d3Eixs+8vcQ2hiCE4IPX9/AqLHh/6WSzFVhptQR7d6UiP4/dxtcD8/rBwUqdp1QqDRrqlbB3kMDBwXI5XrtUgJVfn+QUIyzKE8++PZZSRh35fflZHNudxkvsLzbcZ9J3ZPOPZ/HXL+ZxpWbDkDu6YMkH49u8ptUSvL1gCwoodObkg+c/uwO9jRSPrP/qBHauSzJPQgaIHRSKV79n5zBqa2SkluLrd83fcGTukkFIHNHRieqXH04jM517J1w+kEjECAyzftdwjVqLglt0C0gshVgsgn+IdS1ca7UEjRQ7r/v4OqOMQ8dvfTg4SDrMD11cZJAwbOxjLdTXK1FdzazYiAo0NCUMVzTnzI1Ht+7sXKO1WoIjhzNw5FAmq/NbM3VaT/TvBEWfuiCEYNUv51BYYF53Tn288vpoQdBihRBC8Ouai8ji2Z1TH2+9M5ZxMzZrpLy8HmtWWu9zlS6efGYoZGZqgFBWUocvPjxklrFsgTc+mgAXM679GkLeoMKqn89aOg3q2NtL8PDCAS0Nr65cLsCBfZZ10F24KBFu7qY1gRIQEBAQsH7kchWSkgo7vB4W5o7gYMusq5WU1OE8T+6GI0ZEsnIm4YqpLp3NDBsabtS129qpqWnEieM5jM+bNLkbD9lYjhXL+Gs6NG5CV0RSKC7ftTMFtQxFg0zw93fByNHWJ+iRy1WsBWaG6Ns3EGIxvb/f9PQyKBjWLIWHe1jkWmdpGuUq/L6BmxBt9gPxFq0L0MXKn86wPnf23Hg4OckoZsMeQgj+2sq8gTUADBsWAV89tXJHDmegxIB7mKlMmNgV7jyLofftvoE8CiLUyGhv3p1laQo7ff1cLNKYzdrIz6/G1av0miiMGBFhNX/fAgJsYCPqHDfO9Gvf9eQSVFbSaz5sZyfCoIGhFmtweP16MbUmfwEBLvD1NV6D3tiowjkGzqeDBoVCKun8gnNB1CkgIGBLCKJOgU6JUqmEt7c3GhoaWhwkMzIyEBERQX2sZrdOoEk8+t577+HNN9+kPo6A7knWmX3p+Or5XRbOTDcvfTsV/UZ1LKhvprKsHq8+tNmMGRnmta+mIKKrD69jpFwowAePbGV17urTiyEz4BT42zen8PdqyzmBsGXOM4Nx50MJ1OId3pGK9d+wF5XNenQAJtwTSy0fGly9UogD+zq6jY6f2BW9ejMTo5vKlUsF+H2teb5Pb308EY48iiUJITh9MgfJ17i7xM15MMFqFhsJITh6JBOnT3bs2uXh4YAFixLN1vGuMK8aS9+k597o7euMN5ZOohYPAHKzKvDJ8zupxtTFR7/cDQ8vJ53v1VU34rFxK3nPgRa/HFsEewcp0q8V4+On/rZ0OkYZMaUbHn6xo+tXeVEtnp6y1gIZGWb1qccglXXORUK1WoMPn/0HFWX0xWSmMmx8DO5dOABAk+P0/96xrJu9IRydpfDxN60ZiiVRKtQozrcOkRJX7B0l8PLlt5MxUzQaLRRKOk16RCIRXnxlJEQiEaoq5fjpx9NU4jbz8mujUVxUizWrmoQ0HhQL5ZVKDSQSMStHSTZUVsohl1vIGdVMLp3tsbMT4eXXR3Nyoa+oaMC6tRdRUd7A6vx3P5jAemxrxtLunPp4/MnB8NIzPxUwP5kZ5VbxPXnxlZFwdraOZ1s2nDyRjdMnmRddWwMzZvZGJA+OKK2pq1Xgozf28jqGtWLvIIHi3+YTjk5SzLivD2Ljgyyc1X8U5Ffjry3XLJ0Gr4wcE429PDXTYsP0Gb10uogKCAgICNgW2dmVKCw0vC41YECIRZraHD2aibo6fpzjfXycMWBAiNmKcQkhOHosm9E5vXv5w9vb9p85d+28wficzibqPLj/JjJulvESe8z4LoiO4V6H8cfvSdyTMUC/AaGIttK5o1ZLkJRUQD1ut26+1NYHrrNwUe3WzQeS26CgXhe3cipxcH/HGhAmPLwwkVI2dCgvq8e2P9k/8y54dCDFbLhx5XIhMjLYNYrV59YJAHv33EB1VSPbtFqYNLk7782raAk7o6K9MZJnYScA/PHbJSrucF7eTpg4qTuFjGybyko5zpzJpRYvMTFE2KcQsFn4FnUCQGFRLTIy6DYCHZgYYjGn3PT0csjlKiqxvLwcjTZyunq1CFXVpt9f3d0d0CeWn5pba0IQdQoICNgSgqhToFNy8uRJDBs2DCKRCIQQREREIDOTu5uCLtauXYuHH364ZTNh7Nix2Lv39iwa4ZvWkywnR2fMTfjB0ikZZew9vbDonTEdXv9t2Wkc3sF8c4RvZj+WiNF39qAeNyulFG/c/wfnOGvOdBSAaNRaPJi4jHNsS+LoLMVPhx5p6eTOhksncvDDeweo5HPPIwMw8V7LCjsJITh75hZOnTBcpOjgIMHiJYOpbehWVcrx2ft0PkcmvPTWGHjysIB36UIeLlLukjx7boJFi1+1WoI9u2/gio6O1O2Zv3AA/HgUCtXWNOKdp3fwEtvBUYKPl93FOU6jXIV3l2xDLYXNEVN54/+mIijco81rp/bexPdv0BO+mouQrt4osRKnKVNZvmd+y71y2dv7cfwf65tvNPPlX3PhH2r97oxMOHUoA78ttw7XGW8/F9z5YDy2/GZZR3hDePo4wcXN+rtQN9QrUV5MT6S76MnB8PRyxGfvH6QW01Q8vB3haGUiFrVGCyUlQaePjzMWLOpYyHEjtQTbWHaWbs9Lr46CSCSCWq3Byp/o/b3L5aoWYetD8/tzKv7QxYJFifh9wyU01KtACEFxcT21LqGMsZCgszWzH+iL7j38uKVBCM6eycWuf1JNPufp54Z1uo17a3Pn1MVdd/firSGQgGmo1Vp8/eUx3oq92fDI4kSLORqxRaNp+hxtnfAIT8yc1YeX2EqFGu+8ZJ0NAB97dih+/L8TvI4xaXoPjBhrfc46AHD+bC7Onu7YmKszodZoqRRQ0qbfgBCMGBll6TQEBDpw8UIe9u9tW8jfNz4IY8bF3LbiBgEBXZSW1iM93TRRxeDBYTxno5uLF/NRVMTfM+HAgaHw9ua/QVllpRxXrjJrkBoQ4IJuXX15ysh8sBF1TpjYxeZdSltDCMHPlJvDtefB+f05OQvyLeqcPqM3p0Zo5iAnpxLlLBut6SMgwBVBQdyLvNmIOnv18uc8ri1zcP9N3MqpZH2+f4ArJk2hX9/EhT9+S0JdLTtH3THjuyAi0otyRuzg4tY5alSUwdqXv7dfRyOFZpNT7uzBe0PyvbtSkZ9XzTlOVIy3WZyQ/9x0BQoF98/W3d0Bk+/sSSEj26ahQYWjDF3cDdG7tz9CQmxrPVpAgBCCAwcyGJ/HVNQJAJVVcly/TtedvU+sP9zc6DVoZkJJSR2KKThUA4CLiwyRBuYIx45nM445fFgE+4RsBEHUKSAgYEsIok6BTsnKlSvxyCOPtIh8Bg8ejOPHj/My1v79+zFhwoQWAWlISAhu3ercxQmWonmSdejvJPz42lFLp2MyIrEI6y8ugdhOjJyb5fj4WX4EQLSIHRCCJ98dSyVWfmYFXpr5G5VYzbQWdmallOKNB7iLRa2FT36/D2EM3VIvHM3Cjx8eop7L3Qv7Y9J9/BTYGYIQgsMHM3CZYafNZ54fzknYqdUS/Pz9KWRn0u36xITHnx2K0HBPKrGyMso5d7Y0xL33x8OV586H7dFotNi29TpupjHrkvvI4oHUuyRr1Fr83wcHkZ9TRTWuLr5YNZP1d3vTz+dw2EKCvmfeH4eusQHQaglem/078rPYb8hZBBEgszLRExOe+Wg8PnvKuucbzTz9yUQMHG+dRcdMqK1pxBuPsnMj5wsnX2fYWajzoCkEhbvbRNFPdaUcNZX0hPGBoW4YPioacf86Jl04m4s/f79CLb7BscOsb6NQpdZApdJSiWUnFqF/YihGjo7W+T4hBHv3pOHyJW4d3V9+bTTkDSr8uvo8pzitqatXQq3+73N4+tlhcHCU4uzpW0i6mE9ljEeXDAbQ5JD107IzVGI2ExDgApEIUCi1xt0rrUDQ2cyMmb1b/ha5UlurwMbfkpCXq7/A45XXR8PRkX3hnjWSe6sKa1dfsHQaJtGrtz/uMtAlXoA/Ll3Mx/a/ki2dhk7unN4DCf1CLJ2GSRQW1uC3dZcsnQZVFj8+GM4u9J67NBot3nzuH2rxaDN3YX/0igtEVaUc33x6BPIGOp26WxMR7YXFzwylHpcrGzdcQnkZ3cJra4IQAiWlOS1feHg44OGFA8zmdCYgoA+tVos9u9Jw9Yrhhn1z5yUgyMaaLwgI8IFWSxg5BIWGulusULyqSo6TPLrJOzhIMGpUNMRi/u5lxcV1SL1RyugcXx9n9OzJrWmUNcBG1BmfEISAAFcesrEchBCsX3OBmquOLmLjAjFoSATj8wgh2LSR3waO987uy2t8WtTUNJosdjcViUSM2NgATvNlQdTJjtW/cGucOHxkFBUnXFqo1VqsXXmO9fnzFyVazXPb+XO5yDWw3m0IQ26dALD5j8ugUbE8bXov2DvwK0anJeyMjvHBCD37VzTZtvUaGuq5N9ZzdpFh2l3CerparcH+/cwFbfoID/dAD44NRwUEzEltrYKxa61IBIxl0HhQrdbiypVCKJQaEEKgpbzMGhHuYdHnZLb30vZIpWJ07677+iGIOnUjiDoFBARsCUHUKdApWbp0KV555ZWWhY6hQ4fi6FF+RIAHDhzA+PHjW0Sdjo6OqK+n5+Ii8B/Nk6y7e3wKqZ2jpdNhTK+R4cizIVHLD9sfZF1oX1ZYi6cnr6Wc0X+sPfsY1n91Ant+v8rbGJZi2vwEzH5qsNHj8rMr8S7P4pEZ8/th8pw4XsdoRqPRYtc/qUi/yUyw14ydnQhPPTuc1blnTuRg22br+C49ML8fevUJZH1+WWk9tv1pnp9l1uy+cHPnv5uVUqnBH78nIT+vhnWMJU8NoSZC3fbbZRzZw59gVhefr5zJqFDh+oV8/MCD2JspU2bFYsNX/LqQ8IFYKobEyjsRG0IlV0Fr5cWk7Rk5rTsefYdOQwlL8Pkbe3Arw3JNAdojshPBxd96i2lEYhFCIjyoxpw4uTsiIj2xZ2cqsinOt8uK6qgW2wdHeLRczyVSMR5ZPAhA0zxo+TcnkU9pQb89EqkYvoHW951QqjRthIxckNiJIZP9J2Je8Gii3g7NCoUaPy8/g3oWm9qubvaYPacvNv1Or4CqtlYBTTvHzAWLEuHj0+RAoVJp8Pv6S5y/i48uGYzKigZ8/SW9hlciUbOgU9QyRm5uFX7R51hsRYLOZl57awx1B4LCghpcuVKI9LQydO/phwGJoRbrAssXTe6c51FYwH6Obilee3M0xGLrbyrQGWhoUGLpJ0csnYZR+sQFYsZM6y5QOrDvJuPmV7bChDu6oXcsdyddQghef4Z7Y5uQMA88/vwwbPvjCs6epNu4ccTYaEya/p/LgbxBhZ+/O4kCDusd7fELcMFzr4+mFo8rKpUGK5bRdTtK6B8CNzd7HD5Ir6COC2q1tsNczpp58umhLQ0TBQTMiUKhxqaNl1GQb/o1b9Z9cYiMsg6nIgEBS1FcXIdMhs1ILeXWCTTNyZKSClBYyJ9rZ1xcIIJ5En3n5VUjg+HnHRToii5drEdMxJZzZ3NRxrAJh7+/CxL6BfOUkWXJyizH/j1pvI5x96w+8PYx3YFWLlfh723sXPNMxVZEnUCTyObKFWbOuqbQu7c/ZDJ2a4WCqJMdSqUGG37l1jRu1uy+cLaiZr1JF/Nx8Xweq3Mjo7wwelwXyhmxQ6sl2PYXu+vOuPFdDNZnEEKw+Q86DU/vmtGb9+fcPTtTGD3L6CO6iw9GjOJf2PnP9uuoqWHnGNsaBwcJZtxjfjMAa4MQgj0Ua4Q8PR0xcGAotXgCAnySm1uFGzeY1XJ6ejqinwnPCRqtFsnXS1DXbs+eD2Gnq4sMcXHs6zG5UFenQBbFGpbevf07NIAQRJ26EUSdAgICtoQg6hTolHz88cd48803W4SWkZGRyMjgZ5P/119/xUMPPdQylkQigVLJveORQEdsVdQplorhGuhi6TRY8enaWfBg4HBXXdGAZ6f+CoVczWNW4F4MbAOsPrUYMh3FxRUldXhlrvncSac/lICpD/TlLb5KpcHWLVepLIB6eTlh3vz+Jh9fUlyL/7PCAtPJ03ti2KgoRufU1SqwcYP5HTtm3hcHDw9+rsdyuQorfjxDrRvuM88Pg4MDe2ekc8ez8dvP9By5mLL0l7uNCu2rKxrw+sI/zZSRYeSVcijr+etkzBcyii4x5oZoCZR1tjsHFduJsObUYxDbgHNjMwW3qvDJy7ssnUYbpE5SOPB0XaaBVGaHgBC6i6X3z0toI5aqqGjAHxuSOMUkhKAgpxpaisXZIZEeOrsrL35icMvrJUW1+Pozus2InF1lcPOk+52QSsWc3TUVCjW14nepVAyppOOG/bARkeiboH/DqKSkDqt/YdYxe9r0Xjh6mN7aQnVNo85u1C+9OqrD96WkuA5/bWHXvCOhfwg8vZzwK0VHRQcHCby82n63mt1AAWDr5qu4nNTKfccKBZ0AEBXtjXnz+/ETvJNiS+6c+njq2aGdTmhrbezfdxMnjmVbOg2TsbeX4JXXO157LY1SqcF3X9MT41srHh6OmP8INwfBt174B2qO8xOZvR3eWzq55d+EEBzel469O1I5xW3muddHwU+Hk5FapcFvqy8g+SrzAuD23PtgPOIHWIf7bHl5PTauT6Ia8867eiE0zAMAoFJqsOJHuoJRJtiCO6c+5s3vD28Ga/4CAlyorm7EmpXn0NjIbs/o4YUD4Odnm/trAgI0uHatGLW1zAryLSnqbKahQYnDhzN5HWP8+C6QSukKOLKyKnCLYdO1sDAPREZ4Us3DEuTnV+PKZeYCuUmTu/GQjXVACME/25N5bWjl5e2EGff0Mamxa329Ev/8ncxbLoBtiTqBpt/RpUv0GyCFh3vAyUkGuVwFlUoLBwcJHBwkRhvDCaJO9hQW1GDPLm7P3g8t4LauQJuVP51hfe6cuQlwdGJf10CTkyeyUVxcx+pcY26dNIWdM2bGQiLhd4959z8pVO4JMV19MHwk/8LO3f+koLJSzjmORCrGrPv6ck+oE3DsWDarhrH6mDixi1VdtwRub9RqLfLyqpGfXw0HBwl8fJwRFuaBa9eKGd8HIiI8ERPjrfd9QghupJUZvUZptYSKq3NrBg8KZW1yw4XGRhVu3qTnNN+rl3+bZwhB1KkbQdQpICBgSwiiToFOyffff4+nnnqqRWgpEomQlZWFsDD6mxgLFizA6tWrW8by9vZGaWkp9XHMBSEEVVVVUCgU8PDwgIOD9RS52aKo09nPCRIH23X7AoBnP5qAHn0Nd6ppqFXgtTl/oJSCMM8ot9F6xrurZqJrXJNbQX2tAu8s+hPVFdwX3ZgybV487pwbTzWmvEGF5ctOUY0JNHUunD7D8OKwWq3Bt0uPobSE3eKzOUgcHIa77jXe8U6pUOPPTVeoLhwyZcasPvDyolcIVlPTiGXf0f9uAMALL4+ARIfowxDZ6eX4xgpcLwHgsxUzINFRpKDVaPHUPRsskFFHtBotagut929LHyI7EaSO1rE5xgZbdOfUx/d7HoYHg+7UlkCrJfj63f3ISmPnLs0Xzn4uEPO8YckFZ1cZvHzp/m7vua8PfHx1F3ce2n8TN1KZP5cRQpCXVcUxs/+Q2dvBP1j/AnHioDAk9G9beH94fzr27bzBeWzfQBed9w0ulJfU452PJ6KhQYmVP+lxYzSCvFFFbQNGJrODxMjGy+InBhss8rucVIA9u4x/3oOHhCOFRWGOPqqqG/W+9/Jr+h22zp/NZdzlu2fvAOzfS6+LsLu7vc7O561FnUBTAfdXS/8VKlupqBMA3v1wAn/BOxGEEKz+5TwKbNCdUxf3zo5Dl66276ZibZSX1+O7r09aOg3WvPr6aNhbyTpeTnYltmyiU9hmK8xfOACeLNYXvvn0CAoprEl+/PVUvYVUF8/mYtO6JE7x//fNnQbf12oJ/tl6HSePZLEe48OvplikKKU9ydeLcfhAOtWYDy0coHP+kZpcjIP76Yy15OmhOHUiG5cu5Bs8TqXWUm0AYwkmTemO7j38zDpmfl41ki7mo7CgBk5OUsR09UH/xDCTRAwCtkdBfjXWrb1IJdbjTw4x6PIjINCZOXWKuXO4NYg6m0lLK0V6Or3C1fZ06eJD1SUzLa0MhUXMXEajo70QwpNzqDlRq7XYx2LtqDOLOpupqpRj0+9JvI4xamwMunT1NXiMWq3Bn5vZNXwzBT8/F4waE8NbfD7Jy6tCSUk9lVgiESCR2Omdozo7yxAa6t7huYsQguTkEsbjCaLO/zh5PAtpN9jX2rm5O+BuK3IULCurx/Y/r7E+f8GjAylmwx6NRovt29gJyife0RVOToYbKhMtwWZK618z74nlvXkwLWFnl66+GDaSWaN3NuzbcwNlpdyvjyIRcN/98YIAEcDVq0XIp1gbOX58jFWs5QncvhQX1yEpSX+TDJnMDhoNs3XQvn0D4aOj5ocQgktJhVAoTG/8xYdrZ0J8EJws0DxBpdIglUX9ij569vRruX4Iok7dCKJOAQEBW0IQdQp0Svbu3Ys77rijjajz3XffxVtvvUV1nJqaGoSHh6OmpqZlnIEDB+LkSdsoXsrLy8OePXtw9uxZnDlzBjk5OaipafvgKZVK4e3tjb59+yIxMRFDhgzB2LFjIRab/4HSlkSddvZ2cPG3bkECE+58oC+m3h/X4XWFXIUPHvkLmSwWqFlxG64PjZzeHeVl9ci6YVnhyJ1z+2LavATOcWpqGrFyBTsBgKn0iQvEmHFddL53eN9N7KUgkjAH4ZFeWPz0EJ3vaTVa7NmVSsXhlAbTZ8bqXJBhQkV5A1YsZ9+x0lReenWUScVi5SV1+Ojl3bznw5T/Lb+rTSfYY7vT8Ptyfv+mTEVZr4S8Ur9AxVqROkkhstECQlt359THa8umoXdiqKXT0MnVC/lYsZSukyJXRHZiuPjTd63oPygUo8d3wdIPDnKO5ePvDEcdBdhsUTSqUVLQVGA1aVoPvQ7XNTWN2MCgiFSj0aIgh1k3fkO4uNnD08e4MOGxJzve75VKDb746BDqGLoxAIBYLII/ZUdUACjKqwHREnz05ZSW144ezsCV1m6MBiCEQM7SnUUX9jI7kzc6H35kAFxc9BcBE0Lw97ZkpKbofq7p1z8YGRS7ZxoSdD762CB4GHFXVas12Lg+yaTGHvYOUmRlVjDOUR/e3o46u9J7ejlilo5u/pcu5mPb1uvcBuV55VIQdRqnM7hz6qL/gBBMnNT5C1DNASEEG3+7zKqhgrWx5KnB8NXTNMJcbP/rOtJv0l8Huv/BBGz4lY7Ahi+GDovAwMHhJh//2+oLuHKRuzPLR/831aS1gvQbpfjle+bukINHRGDaPbEmH3/sYAZ2/sWsaHLUhBhMnNqDaWrU2bUjhercA2iaLxv6/ahUGvyy/AxnoeWSp4cCAOrrFFiz8nyH97VaApW6czRUAoBevf0x4Q5+74MKhRoH991Efp7+56z4fsHoN8A61wAEmHPhfB4O7KPXUKaZZ18YDpnMOhovCAiYE1sXdQJNa1z799O/LrRm1Kgoo6IRU7ieXIyysgZG5/To7ttpHIV3sdg/vR1Enc1cOMe80RpT5j7U36A73x88i0s9PB0xekwMdRdcc9DYqGIlqmyNSARIpXYmi5bCwz3h4tJ07VGpNEhj0QhUEHW2ZfUv3Pa8Bw4OR4+e1vOZblx/iXVz7nETuiLMSpygDx/KYOX4aGcnwrTpvYwep9VosYWSaP2eWX143/fftSMFRYW2I+w8uP8mihk2rdDH7AcEYScAZGdXUhVmjRoVBQcraTQocHug0Whx7Voxiky4NrARHY8cGdlhPpmTU4mCQnbXIj6EnV27+sCPckNyU9BotJznrK3p1s0XMpmdIOrUgyDqFBAQsCUEUadAp6SmpgY+Pj7QaDQAmiZ2Tk5OuHz5MqKjo6mNs2jRIvzyyy9txKPPP/88li5dSm0MPti5cyeWLVuG3bt3Q/vvjNfYpaD1Q3lgYCAeeeQRLF68GIGBhh0caWIrok6XQGfY2eBCtzHCYrzxxtdTAQBqlQafPvk3rp813LWcGrfpmpCjh71VOW5NfaAvpj/ETthZXl6PX81YBDxkWAQSB/63cZ13qwo/fHXcbOPTQiqzw7uf3NFyDSaE4NTxbKQk03OJosW0Gb3hy2LjuqiwFmtWdSyU45OXXxuld7FZqVDj1cV/mTUfpnz0/TRUljXgo2d3WDoVAE3fy9rCOhAbc6kQiUWQWqD7Gi06kzunLqbNT8B9Tw42fqCZUDSq8OrCP6HRWNdnLnORwd7NgXrcR58ajPBILwBNf+M/fXsKt7IrWcUKjaK76VxV3oDa6rZCR5m9Hd78cILeTYWTx7OMCg+VCjWK8+lsagKAp48TXNxMcxLRJepsJierAj99a7qDtb2jhLojqkqpQVnRfy7MrUWdAFBZ0YD1RsSztAWdDvYSxo4+Cx5NNKnAr6ysHgX51XB3d4SvnzMO7U83WITOBI1Gi1oDYvw5c+MRGuphcryy0jr8uUl3sQMhBEVFddRcUQHA399Z79/ZvXP6dhCjlpbW4/tvTnAb1AzTi9td1KnRaJGaXIy0tFLIG1Rwc3dAn7gghIV7djp3Tl3Y20vwwssjhGIUDtzKqcSqX8z7TMc3s+7rg54WKKyUy1VY9h39ZoEuLjI8snhQy73z0MF0o06EluaZ54cbLRjZ83cKDu/j7tD43ueTGAuFCvNr8M2nR0w+3phLpz6uXCzAbyasp7m5O+C1D8azGoMWGo0Wy783fd5qCl26+WL8xK4mH592oxT796SxHq9Z1NnM2dM5OH82D4Q0iTk7426qVCrGE08PpX4fzMosxwEGbl+R0V4YO97037WAdUEIwamTOTh+lL3TsCm8+MpIizScFRCwJJ1B1NlMXl41rlwxrTEYGwID3dC3byCne1rS5UJUG2jEpYs+sQHwNNKcy1ZgI+ocMSISzi70mvlZO0qlBms4is6M0b2nP4brEflkZJTjwrlcXscHAG9vJ4wcHQOJFdUpmAIhBJcusW/6I5Xqd+g0hKenI1xd7XHrVhWj8+zt7RATQ89tuDOgVmuxbg23Naa7Z/WBGw/7ZmxQq7VYu/Ic6/PnL0q0ijVLlUqDHX+nsDp38uTusDdBrKZWa7F1CyVh5719eP/cdu1IRhFLcVJrunbzxdAR/As7jx7KQH4+nX0uQdjZRElJHS5SaDTXzJAhYVZz7RLovFRVyXHmDLO5JBtR57hx/7m/FxbWIDuninGM9vAh7PT1dUa3ruafi2m1BNev06v7jInxxnkW+z2CqFNAQEDAuhBEnQKdlqlTp2Lnzp0tgksA6Nq1K/bt24fQUO5dfz/66CO89dZbbYQ2IpEIZ86cQf/+/TnH54Ps7GwsXrwY+/fvB9BRyGnooVvXsS4uLvjkk0/w+OOP009WB9Yu6pQ4SODsZ9yJx5YhhEDcqEUNiy5srLkN14LsXaWQ6HC/sQYmz4nDjPn9TD6+oKAGf/yWxF9CBhg/sStiuvhg6QcH0FCvskgOtPjg88lIuV6MM6dyLJ2KQaZO7wX/AFeTjs3JrsTvG5L4TcgAr7w+us2/CSFY/9M5XGRRJGFOCCFQ1irMInAwBbVCjfpSZp2rrQE7ezubbcDQWd05deEb7Iavts21+MbQ/u3J2L7hskVz0IVLgCsv3Wbf/fQOnZ24r18pwgYGDRrEdiIEh3tQzAwoLqiF0oAw8KkXhyMgSPdibH29Er/qaSLQUK9EeXE9lRwBwC/QBfaOpovGDYk6m9m+5RrOnDA8D/DwdqTqiAoA1RVyNLS65sxd0B89encUuRBCsH3rdeTqKFyhLuh0kEDM4rogthNhyVNDjR/4L4QQrP75HFQqDeOxdBEZ7YXIKG/8qaPjtKubPR6a35+1q4RSqcbZ07egaFTDyVmGiAhPLF9G1wE9MNBF7/U4oX8I+rdzWFapNPjo/QPcBjXTfOd2FXXmZFfgxDH9hfeNjWoUFtbpfb+z8ewLw+FM+Rra2dFotPj+25OorDDjGpEZGTQ4zKxOrmk3SrFjOzNnRlMYMzYGfROCO7xeUlyLdQwczS3BnAfiEahnbnfmeDb++oN7sd+bH0+AswE3b2NUVTTgm8+OQt6ge90prl8w7pvHvdgtK70cP32jW/A75+EE9NHxOzYntbUKvXNttoyb2BVdu/kyPk+t1mDVirNQMWyCNPnOHoj4t7FNazIzyrm7jtsAjz8xGA4MnmF0oVCocWj/TeTlsisUTRwchj5xQZxyEDAvGo0WO3ekmrUB4Uuv6m/WJyDQGWEj6hw0KNRq/040Gi2OHMlEI8V1ovYMGRIOD4+mOgJCCBob1RCJmhr6GPtczp3PQ4OeeZ0++iUEwYXDfNKaOHggHQoFs3Ww6BhvdLVAIbSlSb9ZhkM8O9BOv7s3/Pw77rnu/CcFdbUKHWfQx9fPBSNGRrEq5rckublVKC1ltt5vZyeCRGLefUN3dweEhLibdUxboKysHju2cXsGmzd/ACuBLh9cPJ+HpIvsGmtFxXhj1JgY4weagb17bqCeRc2No6MUd5i4vqZSavDX1muMx9CFOYSdO/9OpuKA2bW7L4YO51/YeeJYJm5REFYBgrCzmdpaBU4Y2btlQt++gQgwsd5KQMBUCCG4ebMMWVnsGnizFXWWltYjPaOc1ZiG0GoJ9cZ7Q4eEmf2aRgjBtWv01tOqGDYnAgRRp4CAgIC1IYg6BTotR44cwejRo9tMuAghCAwMxDfffIOZM2eyiltcXIwXXngBv/32W4uQs/n/R44ciYMHD9L6Eaiybt06PP7442hoaGgRaHKZjLaOMWLECGzevBne3t5UctWHNYs6XYNdILaxxWwmEEKgqFZCxXAjizO32RqQ1FECmbP1u8ZNmt0Hdy8wLF7PyqzANkoLrmyprWqEvBMIn5xcZAgMsZ0Hy8l39kBgkP4NqLQbpdi6xbLfDQDw8HDA4iVNLoBH9qRh229XLJyRcdRyFTRKOsISGtSXNUDNY/EFL4gAmQ0X63d2d059rDj8CJxczV8YU1Faj3ef2m72cY0hlojhzMIZ2RjDR0fhjjt7GDxGLlfhwzf2Go1l7yCBXxDdTaf87CpoTXAEfuGN0fDy1t9o5cL5PJw7/V9BXE2lHNWVzBe59REY6gYJQ9H44icGm/Rs1lCvxEdv7dM9bhj94o/Sglqo1f9dc3rHBWDOQ4abexTkV7dxjqQt6HR0MF6AZ4glTw81qZhDq9Hi5+X0RJH9BoSg34D/RI+EENTVKeHiIqO+SVRWWo/vvubojtkKRycpPNzt9ebZKzYAQ4dHdnj93beMXysMYqbVyvvuj0OPnuZ347MUNTWNOHooHTU1+ov/CCEoLKxjXMhpKgn9gpGXW42SEusTjM6dl4DwCLoO083IG1Q4eTwLBe06ort7OOKOyd0hs9LGTvq4eqUQf262/HMd3/j4OOOJp403X+ACIQS/r7+EQgrd/dvzyOKBBju8a7UEP3x7AkqOz5kDB4UhOMRdZ+MCrtw7Jw4hIR5tXku5WoS1K9g7XTTz4ltj4E3J4VyrJUi+UohDe9Ph4ChBj97+iE8M5UUsXphfA4VCjbAIT6soUs3OqsBOlo4d+pjzYDw8Pbk1T0y/WYa9u0x3m2rv0qnVEmxYdxGlJfSav1g7cx6IR0Ag8+e4m2mlOHIwg0oO02b00ileELAuGuUq/P5bEkqKzT+fc3SU4qlnh5l9XAEBS3H69C3GBasDB4ZaxRzBEGVl9Th7lj+3QRcXewQEuqKivAGKf+e6IhFACODkJEWvnn46G2udPJXDuDHEoIGhsLex5zl9pKaWIiuzgtE5Dg4SjB4TzVNG1g0hBH9uuoKKcv4an7q5O+Ce++I6FNNfvJCH9JtlvI3bnoBAVwwdFmlT4s7aWgVuMviMJBKx2X8+Pz8X+FJ6Ju1sXDyfhyuXubmuPjDP9EblfLPyJ/Z7DXMeTIAjxwY8NFAo1Nj5Tyqrc6fe2UNnM1md4zSqsZ2jqBcAxGIRZs7qwzmOMf7Zfp3Kc1G37n4YomOfhTanTmYjm+G9Xh+CsLMJpVKNgwczqcXr0sUb0dH81t8K3B40NChx7lwe54Y6bOZHzi781mTxIexMHBACmcz8xgCpqSU6n0EJafoZRSLTavwFUaduBFGngICALSGIOgU6NXPnzsWGDRs6CDtFIhEGDhyIhQsXYubMmfDw8DAa68yZM1i/fj3Wrl2L2traljjNMe3t7XH27FnExsby9eOw5ocffsBTTz2lV8zJ5DKg79wePXrg6NGjvAo7rVHUKXWSwsnHOnLhC0WNAso6QczJJxJ7O9i72pbI6I77YjFz4YAOr6ckF2MPg4IpPlA2qlFVZnvOge2xd5AgJMLD0mmwYuLk7ggJ9Wjz2uWkAuzeadnvRnvcXWRIu1ho6TSMolVroLIit1mtWovaIusrwjeGWCq2WhdkY2g1Wqv6DliCD36dhaiefryOUV3diIz0Mvj6OmP/n8m4dNr6nHtlrvaw50HgOmFSV4wc38Xk4//8/TIunM3T+Z6bpwPcPenOj3MzmXWO/PCLyQYXtxsbVVj98zmUFdXpdVViQ3CEB6uiOVOcOluTcr0Y635pckKSSMXwZVF4bYzCW21FRz1j/fHAfMNNPZrRagnWrDyH2hoFGhXWI+gEgDumdEdMF8PuAYpGNdas5C4UaWbM+C5Gx6TFjdQS/LYuiVq8+H7BmD6jF4Aml6r9e9Ja3ovp4oNRY6J1Njdau/oCMrl2XxVcOqmhVmtx4VwuMtKNF7Lx7c75xFND4PHvPeL4sSwcOUSv2IEWQ4dHYNRoOgWpKpUG58/mIj2t1Oixw0ZGITLK+os1GuUqfPq/w5ZOw+y88dYYxk0bTKG2VoEVP56mHtc/wBX3zzW9sOr8uVwcPcz+73HUmGgk9AuBSqnBt18fZx1HH/MXDoCnV5PA71Z2JZZ9yX0M70CXFjF1/8RQDB4aLhSiMUTRqMZff15FOeU1uEeXDKLmkKNRa7Fm5TmjxUuPPzWkze8/O6uC14Zk4yd2RUSEJ1ZQbCJCi9FjY9A33rhbpkKhxo5t13lxa577cH84ONjm+k1np7JSjlU/n23T/McShIV7YPb98RbNQUDAXJw5k2tSk7PWDBgQAonE+oVXhBCcO5eLMspzCbFYBHsHqUlrdN7eTujW1adFaHLkaBbj8YYNDbcpoZshamsVOH4sm/F5kyab5sDWWampbsTGDZd4HWP4yCh0b9eUTC5XYffOFMZCZC4EBbthyNBIqxeON6NWa3Hlimn7wFKpndl/rrAwD7haoKGprbB29TloNewXifvGB6NvQjDFjNhTVlqH7VvZCxUXPDqQYjbs2fF3Mqtrjru7A8aMNd1xtKFBiX8oNI9ydJRi6rSenOMYg5qws4cfhgzjX9h57swtao0B7rs/3mbuCXyi1Wqxd286tXgBAS7o29f42oyAgC5yc6uQnFxCLZ41ijqBpuYybBykDdG7lx88PMxfB56VVYG6f01L1GotGhVqnWtvjg4SyGR2OvcxBFGnbgRRp4CAgC0hiDoFOjW1tbUYOnQorl27plPYCTSJFCMjIxEXFwc/Pz+4ublBJpOhtrYW1dXVuHnzJq5cuYK6urqWc5vPax1rxYoVWLBggZl/QuPs3r0bU6ZMafMzA//9HMHBwZg5cyb69euHPn36wM/PD+7u7rC3t0dNTQ2qq6uRlpaGpKQkHDx4EAcOHIBGo9EZa+jQoThy5AjEYn42LqxK1CkC3EM790RPWaeEosYCLoe30XqPnVQMB3fbXaifcE9vzHo0EUBTt8SjRyxbkKvVaFHGYwGyuZBIxQiP9rJ0GpwZf0c3hIV74vSpHKsr1lYrNSjPrrJ0GkYhWgJlrX4XJUugqFWgsdq6cjIFmRkWDfnidnXn1MXcF4Zh0v1x1OIRQnDpQj52bP9vY1AlV6E6t9rAWZbDNYj+3JMQgrp/XaEmzuiFKfeZ3rX2VnYlln9zss1r/sGuVJ3GGuqUKGfhjDN1Ri8MHh6h931CCP73zn7UU3T0/uDzyUhNLmYsiOjTN5DVJi0hBL/8eIaqaBIA3NzskZdd1fLZ9IoNwKy5fU3uotxMUVEt1q46Ty2vhYsS8ds67sVRk6Z2R3SMfoFlTXUjfl9Prwhr2ozerNyO2HDoQDrVOde0u3oioX8I4/POn8vDju3J3AY300rlOx+M79QCniuXC3DNxMI1c7hzTprSvcPrubeqsHb1BV7G5IKnpyMef9I0F+X2aLUE164U4vKlfMbnjhgVjfBI630WPHo4E4coObHpYtCQMEy8oxsUCjU++egQb+Ow5dnnh8Gd4ob+laQC7N93k1q8ZiZP7YHuPZg3Q6mukuOXFWdZjfn4E0Pg6PSfa8TBA+lIusj8b0AfMpkdnnxmGMpK6/HFBwc5x/P0c4aDU0eXi/mPDICrAWdTgX+vcVcLcf1aEaoq5FQ7ovsHuGLmvfy4aFRWNOCvLdcgl7ct9Bl/R1d06erb8m+NRotfVpyl+pzQGrFYhCeeGtIiEtdotPjmK/pCaK5ERnnhrrt763wvO6uiTaMPvli4eGCnnqfZGnm5VdhA4XmMJgn9gjFuQldLpyEgwDvnzuUxFlL37x/MeB3HktTWKnDsGHMxpT4cnWSsxAXBwW7Iz69hfN7IEfyLL8zJLhbNWW93UWczly/l4yzPjSLvn9cPzs5t97saGpTYuSOFsQCcC6GhHhg4ONxmhDw3bpSivt7wHF8qFfNW56SPrq1E5QId0WoJ1q7i1nzxzrt6wdvbOtxQf/v1YodnUlMZf0dXhIZ5Us6IOfIGFXbvZtfEe9r0noyEQbW1Cuzeyc4ZtDUeHg4YP5H/+9SObddRWsK9Vql7Dz8MNoOw88L5XKSlGm9EaAqCsLMJQggOHMig1gTJwUGCUaOiqMQS6PwolRokJRWgspJ+8zWmok6RCHBy5q8+SyazQ1yfQEgkYmg0Wpw6nUs1fmiIO8LDPajGNIW8vGoUFtWa7Kzq6CiBTNok8CSEoLqGeR2fIOoUEBAQsC4EUadAp6e4uBgTJ07ElStXdAoRmzG0Qdz6WF3i0K+++gpPP/00xazpUFdXh65du6KoqKhD3r1798Znn32GiRMnMtocLy4uxtKlS/Htt99Crf5vEtn8WXzyySd46aWXqP4czViLqFPmIoWjV+d151Q1qNBYZQHBzm20xiO2E8HRs3MUiSVO7YZ6FT+Fv6ZCCEFNZSMUFJ22LIFYLEJopAcv7h/mhhCChgY15CYuNpgLrUaLsqwqEDNubLKBEAJ1gwpaC3e9bw0hBDX5tZZOgzEiOxGkjh2LdW0BwZ1TN90TgvDWihmszydaggvn87BzR9uNQEIIKrMrrVJAK5bawdmX/qazoqYRynbFyhFdfPD8B+NNjqFWa/Heq7tBCEFIJN0N5YqSek7F1B99OUXn62q1Fu+8vIt13PYEhbjjieeHtfxbpdJg5U9nTC5wX/wEc9EQIQTrVl9ANYuOi4YoL6nH8JFRGDPRdNdWXWRlVmDTxstUcnJykuLJZ5o+X0IItm6+igIWBXbN3DWzdwc38WaKCms4dctuz+wH4uHmbp45/6qfzyEnm5mjrSEeeWwgQkLcGZ9XUlyHH747afxAQ1CepkmkYqjbXdtn3NMbcZ20y3F1tRz7dt+AUmn6Mxrf7pxLnhoCTwMOzg0NKnz1+VHexufCCy+PNMkpjBCC9JtlOH0im/OY98zuC0crm79WVcrxNc+ioxdfHtmmezMhBEs/OcK62I0vHnwoAVHR3BxVq6vkWPXLOV4Kbh97YjCcnNgXTBBCsG7tRUZFaGKxCM++MKLD68XFtVi/9iLrXNqzaPFAfPzmPs5x3L0d4WTACWXBo4lwcbHdBmx8kZVZjjP/FqhrtQRVlN0ZBw+LQLyFHVRupJZi5w7uTiD6kEjEePKZoTrn/ls3X0U2xbkcLZ55fjjEYhGUCjUOHUhH7q0qs43t4CjF3If6mW08Ad1cv1qEf3j8u+DK2HFd0G8A80Y0AgK2xPnz+VAx3INLSAiCPcWma+YiObmY8/1QKrWj2nDOFARRJzBhYpdO41bKFZVKgw1rLzBal2FKTFcfjBoT02FeWV+vxD9/c2y0xpDwCE8kDgyziWYcZWX1uGVgPmtnJza7y3HPnn428dlZkuoqObZuucopxoMP97eKa5RarcHalewbYc5flGgV35etf15jdZ6vnzOGMRQrVlXJsY9CUyF/fxeMGBXNOY4xdmy7hlIWjWrb072nPwYPjeCekBGSLuUj5XoxlVj3zulrFX9n1sD583lUnegnTOgiiGYF9FJaWo+LFJsrtkckAuOmF3Z2IjjwsMclEgEJ8UGQyTo+7yUlFaLOSAMPJjg6SpAQH2TW+25paT1Sb7AT2zs6SiCXM6vPlNiJMXhwGKvxbAlB1CkgIGBLCKJOgduCuro6vPjii1ixYoXeYwz9KeiaoBFCEBYWhp9++gkTJkygkidtPvzwQ7z99tttXEUB4OWXX8ZHH30EOzv2wqHr169j8uTJyMvLa3mNEAJ3d3fk5eXB2Zl+4bmlRZ0isQhuIeZxWbEEKrkajZV0C8NNho9nIAJMmhuHXevpFJTTQCQWwcmrc4g5g3r7wTPY8g87CrkK1eX0O02159lXR0Gt1uC7z4/xEj8o1A2OPHaqMheEENTVq3hz+GELIQRV+bVQ2oDwV6NUQ81wsYVvVHIVGszwd0YbqZMUIhtd4FZZmajXGll1YjFkJogsgCYh57mzuditpyClsboRdcXW6fRs7+4AGQ/3h/qSOoPfsa/W32fy5ltVpZyqsyEAFOVWQ8VRYKtL1FlXq8D/3tnPKW5rBg4Nx7SZuh1s0tPKsH+v4c1mNoLOhnolVrJ00TJEUV4NiJZg0LBw3KnHlccUrl0tolYMHxLijvsfTOjwel5uFf7awq5w4Ak9hfTpaaU4uD+dVUxdPLRwgFkKKLVagvff5i5wac2Lr45kJWZRKjX4+IMDnMYePCQcYeGe2LghiVOc1rz65mg4OFiXQI42apUG58/lIjOjnNF5fLtzxvcLxmQd7pz6cvnmq+Oo48kZjQvzFw5AkJ5n38KCal7cyh6cP4B6TDYQQrB1yzVcvVLE2xhT7uyO/gNC9b7/15/XcDnJNMdZczFmXAyGMyzcrqlpxPY/ryM9rQxuPDT5ior21uuqx4bUlBKT7+eLFg/U626p0Wix7LuTnAuaiZagjEKTIRd3e7gaEJk38/TzwzmP1RmoqpLj2JHMNo42apUGNdV0mwHePauP2ZzNdaFSavDDdyd5dTaSScWY+3B/uBto+HHpYj4O8+iGzAaJnciijQZ69g7AkNugY7y1QQjB8aNZOHUyx9KpmMSMe2LRpYuPpdMQEDAJQgjq6pSorJRDqyWQSu2gUmkQFOSqszAVAC5ezGf8zBYfH2izz8EKhRoHDrBfn3F0kprdaU8QdQJ9+wYiMMjye8bWRH5eNXbyLLC8865eCAjs+LnX1Sl4bVaii6gob/QbEGIVgjNDKBRqXNcjYBKJmoTh5v4ZoqK8rK65l7Vx/VoRzp3h5oL78MJEStlw48K5XFy+VMDq3JguPhgxmn9hojFqaxXYv+8mq3On39WLsTitvKweBznMDZoJDfPAoMHhnOMY4++/rqGslLuws0dPfwwyg7Dz6uUCXLtKZ+1XEHb+R1paGTIzK6jFGzs2WnB2FmhBq9Xi+vUSFBSwb4JsKmKxiPHcSCazg1RG//vq5+eC6Cgvve/n5lUjJ6eK6piDB4Wa5bqm0WhxgcWzPxfs7e2QaGBvrrMgiDoFBARsCUHUKXBbceTIETz33HNISkoCYNidUxfNfy5OTk5YtGgRPvzwQ17Ei7QIDw9vEV02O2m+8847ePvtt6nEz8vLw5AhQ5Cfn99mjJ9++gkLFy6kMkZrLCnqtHe3h4N75+zSrlaoIS+3kJgT4E3Q2cyH62fhzbmbeBiEASLAycvB6jcyjCESixAaHwBXH8tf9zQaLcp5dJNp5q5ZsUgc8t/ibnWVHJ++x61YvTU+/s5wN6Gg0NohhKCmVslZgMMHdWUNqKfsIMEHWo0WKisrYieEoL60ARoeOgpL7O3g4OGAumLumxrtEYlFkDrxswGqUWlgx+OCueDOyYxfji2Cgx4nIq2WYOeOFFw8r78zoVajRUUGvQ0VqogAVx0FGVzRarSoN1HA+tFPM/QW6DeTfrOMupglL6vSZJdLQ7QXdRYV1OBbis0Z7poViwEmdC9MTSnB4VYbziIRMPPeOPiwcF/NyizHP9vpFuSolBqUFf33nXjsmaEIDfdgFevUyWwcO5JFJa/esQGYPLWH3vc1Gi1W/XwWjQwaIYSGeWC6DsHL+bO5uHg+T8cZ7Hhk8UCIzbDB09CgwmcfH6Ia8813x7HuSP/uW3s5je3oJMUrr40G0HQNX/XzOSpuUM+9OALuHp2jsU57MjPKcJplsb2l3Tn1cWDfTZw+xa1Iiw9aCzsrKxpw5FA6amvoippa4x/gigmTTBPE8kV+XjV+/ol+E4FmHBwleP7FESYVo1y6mI/tf5nXbcQYkZFemDffsINcTU0jfvi/E2j4t7mQvaMEjjw8p8y4JxaRkfqLGdgib1Bh2feG3Zcff2KIST/T+bO5OHokk1UehBCU5XEXdDo4S+Fp4vwrNNwDM2bGch7TFlEo1Dh75hby86o7vCdvUEFOuVlWUIgb7rrbcp/1lcsFOLCPXmOP9kglYojFIjwwLwHuHsbvi4WFNfh9fRKnMR97YjB+/P4UpxiODhKzuxTpY/wd3RAe4WnpNG4L1GotdmxPRhpLVwBL8uDD/RDIwxqKgABN5HIVbtwoNeie4eAgQVSUV5smAJcuFaCxkVkTyLi4QDjxtD5uLrKzK5CcXML4PCdnmdn3YjubqPP8uTyUMhSj+Po6o7/gnNwBQggO7E1DFkVRR3ucnKS474EEnXO32ppG7NqZytvYuojp4oP4hGCrrokghCApqUDnHoSdnQgSiWVEM76+zvD1dbbqz86SbN6YxKkZXPeefhg0OIJeQhxY+dMZ1ufePy/BKho3sHXrDA5xR2IicwFJcVEt63Wl1kTHeCOhH//3q+1br6G8jIKws5c/Bg2J4J6QEZKvFeFyEjuxcXtmze5rNesJlqagoAZXKDZLHD48As6dwChAgD01NY04fTrXoHERbdiIOh0cJbwJIf39XBBlQNhZXdOIq1fpOBA3E983kPe/vfLyBiSnMH/+5YKTkxT9EoLNOqYlEESdAgICtoQg6hS4LTl37hyWL1+OXbt2obDQtG7vUqkUCQkJePDBBzF37lyrv8lfv34dsbGxEIlELWLLwYMH4/jx41TH2bVrF6ZMmdJmnLvvvhubNtEX0ekTdU64LxZXz+SiMLuK+pgiOxHcgjunO6dGqUFDmQWFTnytR+u4q605sxgLhq2AxtyuZyLA0d0eYhtftBJLxIgYEAxHN8sLmwkhqC5rgJLn7kRRMd5Y8PggnZ0CFY1qvPfabk7x3T0d4OPvwimGNaAlBDXVCqg11jedbKxVoNoMwl+uEEKgqlOC8OgIwQaNSsOL4BIAnH2cIPnXYZEQghoKjivN2Nnb8Sa6VLbaLJS50F+0E9w52bHu/JKWhWStRotTJ2/hgAkdYutK6yznUG4EO5kdnHhooNBYLWcsGn7x44kI07MwfuRgBlKS6S2Kq1UaFObS6yjZWtSZcq0Y61aepxb7kSWDEBnjTS2eKezdfQNpqXSLa6sr5GhoVwihy+HUFPbsukFt03fI0AgMM7EgLjWlxGRh8ZKnh3aY2+3dfQPZlAqrZPZ2eGjBALMU3hQX1WLZd9yK9Vvj5++CJU8NYX3+ql/OISe7klMOb783vsPvh8bP+eqbY+BgorOzLVBVKcfhgzdbRGJM4d2dMyHIoCDbFDIzyvEbR0ELbezsROjbNxClJeZ7vhgxOhrhEfSFesbQarT46cczKObRxfyBB+MRw9BRqyC/GiuW8ycyZctb74xtI+RvduRsf89256nR15PPDNXr6kSLsrJ6rF97AZpWz/1T7uyBbt39GMWprpLjF4Zu47QEnVKZHXyCmK3vTpvRCxE8iGWtEa2W4Pq1Ily/pr/QrKaqEWqKz6siEeDh5QiRSIS+8cHo3oPZ94krjY0qqnOp9ri522PAgFB06+HH2L1dLldxEmU+9+IIEELw3dcnGP3O7OxEcLJSh6DZD8TDxdXy69KdFXmDCr+tv4QyCkXHlmTxksEG3XAFBCxJTU0jUlNL28ynTCEszB0lJfWMRZ19+gR0ioJvjUaL/ftvMvrcnF3Mf7/obKLOwoIaJCWZVj/TmkmTu/GQTeegrlaB39Zd5HWMwcMi0Ds2UOd7ZWX1OLifnaseW7p190WfuCCrFijm5VWjRMc6j52dCHZ2YovlLpPZISLCU3BkawchBGtWnuMUY9KUHvAPsHztV0lJHXb8dZ31+QseHUgxG3ZUVcpx6FAGq3PvmtGL1d9Xfl41Tp7IZjVma3r09NN7vaTJ9q1XUV7WwDlOz94BGGgGh9HUlGJcuqC/UTIT7rkvTriG/UtVlRynT+dSizdgQAi8vZ2oxROwfgghyMioQEZGuUXGZyPOdHKW8jqPMibsVKk0OHOWXjNnAIiJ9kIAj3OI/PwaZGaZtxm9m6s94uL4vx9aGkHUKSAgYEsIok6B2568vDycPXsW2dnZqKysRFVVFRQKBdzd3eHh4QEfHx/ExcUhPj4e9va2s3G8YcMGzJ07t43Ycvv27ZgyhV2RriEGDBiACxcutIwVExODtDS6jj2AblHn/+2ch4BQdwDAn8vP4Y/vTlMbz8HTAfau/G161ZfUw9nP/I6HGpUGDaUWdq3j2Z1TF+svLsHWn89j8zLzFAE6uMlgJ7PthSqJzA5Rg0MhtZIiaHm9ErVmEOC8/PZYeBhxldFotHjrxZ2MYzu7yBAQYr6HxHvv7wtXVwds3XwFFeXcF42b0WoJqqoV0FqZEBEAVI1qVNzq6ChhjagbVdDwLFBmg7yqsY2AkSZuwa46F/A4jykCZDwVqmiUGp1upRJHCRUnNr7dOaVOUoglYijrlSBWKMDmyog7u6Hn6GgcOmCau4paoUZVThW/SXHAwdMRUh4KaeuKa1n//h94fCAGjoxq+TchBKt+Pku1wUJtVSOqKLoqP/XicAQENd1vjxxIx95/blCL/cIbo+Flxg0ztVqLH78z7JLFhtKC2g5F3ndM7Y7hY6IZx9r4WxJnQV8zEyd1Q1zfIEbnKBRqrFhm+DnwiWeGdrj/bPj1Iupq6TjtBYe4Y8q0nlRiGePa1SJs3niFWrxBQ8Jwx2T2joBnz9zCzh3cuv6/9OoogwWnu3feYO1I+e6HE9imZTWoVBqcO3ML2Rw39KzVnVMXtbUKfPMV3aZkTBGJAE9PB7hYsBh61py+Zu2+n5JcjD9+p3d9aU9YuAcent8fIh3Nk0yhoV6JpZ8eoZwVd559fjh2bLuOGykdmy/Y2YngyoNbcO8+AZgw0faKpgkhWLfmgsnOP6V5NUbX+4whEgEBLF3IH3tyCGQ2vrZniLzcKhw/ZthlnRCCynK668j2DhI4t2uUNHlKD7iZSYx19swtnDiWzVv8OQ/0RQBHx0A2okwAGDQ4DIOHRrT8e/fOVKQYcTlzcJBAagMNCRcsSqSyBiPwH+XlDfiFg0uQNfL0c8OswrlIQKA1hBBcvlwEuZy/9d/29O7tD9dOJIYvLq7FBRNFBg6OUt5cYfQRFOiKqCgvs4/LFxqNFnv3MBcACqJO41y7WohTx7N5HWPO3AS9zTCqKuXYu4feOrkp9Ojpj96xAVYr7qyrUyAtrazD6yIReG+gZArBwW7w8KCz1tYZqK9TYNPGy5xiPDCvn1WIzTasvcC4aUMz4+/ohtAwD7oJsYCtW2dklBf6MtwDaiYnuwJnz3AXyPWJC2TcrIwN2/68SqVGx1zCzrQbpbhwjo4A8Z574yDtxGtqTJDLVThyxPD6GxN69vRDmBVcAwT4RS5X4cKFPNTzWEdkCmyecdqv+/KBv78Logw0ZCSE4PTpXGgo1jR6eTmiJ0+NCbNzKpGba946R09PR/Tu5W/WMS2BIOoUEBCwJQRRp4BAJ+Xzzz/Hyy+/3CK0dHNzQ1lZGSQS+ouPn376KV577bWWsZycnFBXR79QsLWoc/T0vnjyfx2LM29eLsJbc7m5hIolYrgG8eegp6hVtnGGcg8zz4RRq9aivoSeqIs1FhB0NrP+4hIUZFfhpZkbeEiiCZmL1GpEkGyROUkRMyzMajZY1CoNKnhyDGzN7HkJ6BNv+gIyIQTvv74HChMW3O0dJAiJ8OCQHTOmzegNX7+217G//7qGEo5uKxqNFpVVdMQPtNGotSjLpCMo4RutWsOriI8tREtQU0DPNbM1Dh4OsDeyeKdWqFFfyvw+JZaKIWHofGEqynqlwXuMWCJucR1lCiEEarmaN3dOkZ0IUqe2XfDUCrVVCokZIwK8o73g0810hydCCKrzqqGWs9skNYVJ9/RGr/ggfP7GXuYniwBXjoW/umhq5sH9Hvrse+MQ1c0XikY1Vv1Mt0FGaVEdGlk6zumj2W3ytzUXcO2yfschprz18QSzFoiWldbj9/WXqMct1NH8oP+gUMy4tw/jWMu+P4naGjpzg7vviWXs3NYaeYMKO7Yno7io6V7m5++CyXf2gEs7lwatluDnH+k1A4qNC2xTPM8ne3bdwKkT7MSNuph5byxi+7DvwllUWIsff+DmcjVvfj9ERRl3vq2vV2Lp/w4zij3jnt6MRcLWAiEEGTfLcPbMLSqxrN2dUxdaLcGnHx8yeyMZdzd7uLtbTwH0g/MH8D6GQqHGJx8f4iyeM8RjSwZRcUPQagk+eHc/hYy4QQhpmscb+MwcnKRwcKT/nFJbrcCEO7pi8LAI6rHNRUpyMXb9Y7ghQGVRHdQq7s9KAeHunNa3nn5+OOccrInqKjmOHc1CXZ3x+ZtGo0U15eZqLm72eoWy987u28G1myZ1dQqs+JE/AVtUtDem3dWT6nqqKaLM1jz34ogOr6UkF2P3zrbF+9bsymmIRx4bZOkUOgU52ZXY+FuSpdPgjRdeHtlphFUCnYPS0nqkp5vXVaVXLz+4uXUe51qFQo20G6XIzTNe5CqV2VlUiBUV5YWQYDer2V9ly66dzIV/gqjTNNRqLf7YcAn19fw0VgWAiEgvjJvYVe/3sKKiAfv30m/QbojesQHo2SvArGOaikajxeXLut1prUXc6eIiQ0iIuzDHAZB+sxTHj3ITRz28MJFSNuxRqTT4ddV51ufPX5Ro8XtNWVk9jrH8XbB16wSA9JtluHSRu6Nkv/4hiIo2vi/BlW1brqKignudXq/eAUg0g7AzI70MZ09z35MAgJmz+kDGUw2HraFWa7F/v2kNqk0hLMwdPXt2fjHW7Uh+fjWuXSu2dBpwcJRAJpOgnkVjfnOIOgHjwk4AuJlejmKOdZLtGTI4jPoadkVFA64zWAOmhYe7A7p29YF9J75WC6JOAQEBW0IQdQoIdFI+/vhjvPnmmy1Cy9jYWFy+zK1rmT62bt2KmTNntowlkUigVNJfiG6eZCVfykKPvhF6j2uoVWDBkJ9YjeHo7QiZM38FDTX5ul2SnP2deBOkaDX/ijktfbW3oJizNesvLgHREjw1eS0qKYgcmpE6SSBzsr1imNY4uMoQPSTM0mm0QAhBZUk9lSI+Q8T2DcTseQmsF45XfHcSWRm6XXMkUjHCow0vItCkMK8GL70xBvZ6RGa7dqSgIJ95dye1WouqausUcxItQUVuNdQ2IFQjWgIlJUcw2igbVJBTdMlrjWugi8luCkyFpTKeFgS1ai3UpnZIZeESai53TkuMzRcisQheMV7w6cJ8g01Zp0RNQQ0PWf3HpytnwtGp6XtQW9OINx7davK5dvYSOPHg/CivlENN0QXg5c/uwI7tKdTiAUDBrWpoKAubP/xiMgDgk3cPUHNhBIAPPp/Ma5F5ey5eyMNJyg5CDXVKVOu41s95KAG945gJ+wghWPrJYUqZAXPnJSAo2J1aPH2oVBqsWkFPmDx8VBR6mGnj9MfvT6GokF7zhceeGIyAQPYCK6VSjY8/OMgph2HDIzFuQhdG51y+VICtW4x3Ae+fGIKpZnJPpUllRQMOH0yn5uLCtzvnzFm90b0Hv38DO7Yn43KS7uI6Wjg7S+HtZZ3OB4FBbhjHoyPjyePZ2LeXuQuLqfTrH8zL3+K6NReRkWHe4nhThJzNeHjz832qauWY+MKrI+Fuw44d8gYVln3f0Y1cJAJqyuRUmn5wFXQCQN/4IIwYzdzJ3JpQKtU4dyYXublVJp+jaFSzKtoxhLung8EiZJEIuG9OPNUxmzlyKAMXTXT4YsO8h/vB28eZl9i6RJm6uHd2HIJDdM+ny8rq8evqCzbjyqmP0HAPTJzE3mGeC4QQ5GRV4sL5vJYmMgAgFoswdkIXdOnqa5G8mHDlcoFJ36XOwEuvjrJ4kbuAQDOZmRXUi0iN0aOHHzx4cIs3F4QQ5OVVIzWltINrNTFhMu7oJDPrGp4+evX0gw9P8wO+YSPqHDY8olM5xPJNUWEN/v7rOq9jTL6zp975IQCUl9XjwH7+1gN00ScuCN15cjjiys2bZag1sJ8gkYitQlQZEeEJZ4Z7kp2Nf7ZfRymHOp+ISC+MGhNDMSN2nD97C1dYrnl26eaL4SOjKGfEHLZund26+3ISpKUkF+PaVe4NXQcNDjeL6+lfW66gkkIdRq/YACQO4l/YmZVZjtMn6TQXvfuePnprl243CCHYw8INXR/u7g4YPNh66vsE2KNSaXD5ciHKKTj7csXeXtLmb9aaRZ2AacLOsrJ6pN7o6MzOhQH9g6kKIdVqLU6fuQVLKnm8vZ0QE+MNmRU4mtNEEHUKCAjYEoKoU0Cgk/LNN9/g2Wefbdm4HDVqFA4cOMDLWMeOHcPIkSNbRJ0eHh6oqNAtcOICk0kWIQQv3/0bck3sfiqWiuEayJ87Z2O1Agojgih7NxkcKG6yES1BfUkDiJldLXRiJYLOZjZcegIAsOf3K1jz2TFOaUgc7Iy6z1k7Tl6OiBwQbPZxPTwdMeu+OKzQ4ZTUUKtAnRlEhD6BLojp6otpd/XiFGfb5qs408o1SSwWITTKExIzFUqVFde1cU945Z2xeos79+5KRe6tKpPiqlRaVFNy32JCQKArZt/fF7t33kBqiu5uVIQQ1JbUQ26lYtPWEEKgblDx5sjYGpmrPZR1CpOvkYQQ1BbV6Ww4wBWpkxROLIvjGyrkUBko4hXZiSDlyVVC1aBide+UOkuNFoxZwp1TXx7KWv46QdNCJBbBu4s3vGPYieOJlqA8o5zXxhbznx2K+EEdN0w0Gi2ee2Cj0fMdvZxYu70aoq6oluoc0DPQBYGUO9bmUnZXHjEmGhOndodarcU7L++iFjcw2A1PvmA+hyZCCNatuYDqKrquSHfe1QvhEZ7QaLTIzamCk5MUrm4OcGTRlESj0eKLz45Qy+2RxQPh5UVf2NyeujoFNqy9SC3e5Dt7ICTUg1o8fWg0WnzwDl1XupdfHwUnJ27PMO++xcKVuBWubvZ44aWRrM7VaLT4efkZFOppBDFiVBTGjLN8YY6pqJQanDmdg1s59K6LfLtzurrK4OPT9Hd796w4OPBcmJGaUoItm65SjengIIGvj6NNFPyPHBODsHBPqjFrahrx1efc1kOM8fyLw+HKo0PQiWPZ2L+P3wJUJkJOoKnI04UHp9fGBhUadTjOv//JHdTHMjcnjmfh7OlbsBM3rZ/UVMpRT+E5PyDMHSJKxfxzHoyHry9/68Z8oNUSpCQX4+oV5gWidbUKKCnfPzy9Tbvedu/hh77x9NYoq6rkWPXzOWrx2tM7NgDjJ3blLX4ztbUK/Lxcv8voo48P0lvYfSunEnt3dR4h39ARkWZpqqLRaHEjtRQXz+Whpsa0Z7NFjw2CVI8TraUghODwwQycO5tr6VTMilgswouvjLJ0GgICAIDU1FJUVvLTTFEfkZGeCAhg38TJEtTUNOJGainKykwrZDYk7hSLRXBwNL5Gbi7sZXbo1cvfpgSPhw5moNHUppf/Ehnlhe7drb/JgTVBCMGRgxm4mVbK2xgymR0emNcPEgPF2aUldTh0kJ57mCnEJwRbZVOM8vIG5BhZnxOLRZBaQbG7t7cT/P1drOZaZ04IIVizkttz3tjxXc0i5jPGyp/0P+cZ4/55CXBwsGzT+cLCGpw+xc7VccbdvTmNfTmpAGk3uF8/h42IRGAg/yKPrZuvoIrCnLB3n0AMGMi/kC8nuwInj2dTiXXXzFg48lTXYYucOJGNWop1GhMndrkt7wWdgfLyBpw/n2fpNODl5YjAIDfk5rY1iNBqCeQsGi+aIuoMDHRFTU0j6ik0ow/wd0GkEWGnXK7ChYsFnMdqTc8evlTrG/ILapCZSb/eng1+fs6IjvI2W80rnwiiTgEBAVtCEHUKCHRStm3bhhkzZljEqbNPnz5ISkqiPg6bSda2Xy7gt//r2PW9Nc5+/BTTN1OTZ3pRvZ29HVz8uXXtfH/5XXhhxgaziIdMwsoEnUCTSGT9hSUAgNKCGjwz9VfGMexkYji42c4GnC5c/Z0R1peZKxMNgoLdMGNmbMuGh1KpwQ/fngDQVNBcWULPQVUf7j5ObbpLxfUNwuix3Aq/TxzJxD9/JSMozJ2VQIIN1ZVylBXr/rze+3SS3kKig/vSkGVgMUCp1KDGAoKvqGgvzJjZGxLJf3n/uuYCCvLbOuw1VDWi1gzfExpolBqqTnn6kDhJYddqE1FZpzAq1NQoNajj6XN08XOGHcdCNlWjGg06ijikTlJqxbmtIVpiUEhqCnYyO70/tyXdOXVBCIGyTml5J+92iMQi+HT1hhdHl+OGigad3x9a2Nnb4f3vpsHV1bBQ4cu39iL7ZscmIyKxCC48FFepFWrIKXdxDO3pC1eKC9KNchVKObjGObvI8Pr741v+TQhp2ayqr1Pi47f3cc6xmcQhYZh+Tyy1eMZoqFdiJUUXyWYWLh5IbcNUoVDj6y/piYCeeHqoWTqLl5bUYetmeoKwWbPj4GkmIernn9AT0ALA2++P5+xYsWL5GeTnMXd/b80774/nvNFMCMH5s3nIzqqAvb0EEVFe6MPQddZSEEJwM60U53kosOfbnTMkxLVD8dqcuQm8Fw5UVcnx/TeG13eMIZWK4evjZJMbkffeH0+t8+/2bcm4xKNj3YQ7umLwEP67xgNAVmYF1q6+QDUmUyFnM04uUsgodmdupqaqEVo9z3bRXbzx0MIB1MfkG0IIrl0twqH9bQuH62sVqCnnXuDmH+oGMWUHlSefHWYVjk/GyM+rxrGjmazOJYSgksLn3xqpzA6uDNdPx0/oSsX1ctfOVKQm624URoOFixLh5m5eF7SKigakp5WhuLgWTk4yDB0WAQcd83ylUoMjB9ORk023kY61MOOeWOrOqAqFGpcv5ePCuTxOXfEff2qIVRRTqlQabNt6HZlmdrVuZuasWBQX1+H40SyLjA8AAQGumDe/v8XGFxBo5saNUlRQcGZig52dGNHRXvDysr5mNmq1FpmZFcgwsTmzLoy5dsrsJVYhvGqNu7sDenT3perqwgdpN0qRkcGsoNje3g5jOO6z3q7U1yuxYS3d59r2JA4KQ5yR5inFxbU4ciiD1zza069/CKJjfMw6pjEUCjWuXy826Vip1M7iz4kSiRgREZ5Wf12hTaNchd83XOIUY87cBIt/biXFtdixLZn1+QseHUgxG3awdeuM7ROAGI5//+fO5iI7i7sAZtSYaLM089q66QqqqmxH2Jl7qwrHWa4xtWf63b05NxrtTFy7VoS8vBrjB5rIuHExNrnncTui1RKkppZ0EFBagp49/eDgKEW6nmcytUrDuHGsSCyCk4F6SR8fJ8REe7c8n165Uoh6jjVaABAS4o5QAw71QNNnf5JlIwJ9BAW5GnUKNRVCCNLSylDCwY2cD4ICXRER4WkVjvVsEESdAgICtoQg6hQQ6KTk5OQgMjKyRWjp5uaG8vJy2NnR37z47LPP8Oqrr7ZMuOfNm4dVq1ZRH4ftJCvjWjHemPNHh9dpCCgNIa9obBJLMEQkFsEthHmRPyEE8vJGaJT8OHEwxgrFnK2RSMVYe/bxprCE4PU5G5GTZnzzUCwRw9HDtsWcniFuCOrlZ/Zxu3T1wR2Tu+t80KuukmPphwf1FirSwtFZCldP3c6BQ4dHYkBiKKu4hBAcP5qJtFT+uqm2pqFeicJc44t8H381Ve97Rw+l42ZaWZvXFAo1auv4FyC2p3dsACZN6QaxWPciwHdfn0B9vRLKBhUqKS5uGsLR3R6ufs4QiUQoz6mCmuFilVajhYrFPYApdjI7SPQIdVQNKmhVuvM25oTJFpGdCK4B9DrDEi1Bzb8uXCJxkwslH6gb6bhnvrn8LsgcJfhwyfaW16zFnVMf6ka1xecOIjsRfLr5wCuSuwOVRqVBZRa/haseYR4tDUHebiUu1MeO3y9j71//bcpKHCVw9KQvBpNXNEDNsIO6QURAz6F0BRmDhoSjrKQeh/ayd9Xy83fBM690dPcrLqzFN0uPckmvDdPv6Y1EMwlSgCZRyj/b2W/e68LbxwmzH4indk2uq1Pgh2+5Capa8+wLwyGT8V80kZ1Zgb276bkTPfhwf7M08MjPq8aKH9l36m5PWLgHFixK5Bzn1Mkc7OHo9vTya9ydQm2VivJ6HDqQDoWC4vX6X/h253RxkcHXV/f9y8PTEZOn9uRl3NZoNFp88tEhRufY2Yng7e0Ih05Q3PbgfG7ivaLCWixfdppSNh2xsxPh5VdH8SJsNER1dSP+7wtuDQfYCjkBQCQC3L10rzNwQaslqKk07g734IJ+Vulw0h5CCFKTS7BvT5rO9xsbVFSafPkGuxp0oWGLo5MUix4bRD0uDWqqG3H8WCZqatg7nGq1BFWUBSdOLjLWTs733BvHuhitrLQev67hryh+QGIoho2I5C0+F3JzKjnP02yFeQsGQMahmVhdnQJJF/NxJYm5m60hAgJdcfesPlRjMqG+Xon1ay+gqso0d1HaPLxgAPz8/yuG3rE9GckmiiL4oHdsACZP7WGx8QX4gRCCvNxqFBfXQtGoRpeuPvDzt15XypKSOsbiOL4IDHRFaKi7RYoxCSEoLa1HakoJFTeWNrENTOJFYhEcHCR6954sSYC/C2JivK2yOLauToFjR7MZnzdpcjf6ydxGpCYX49gROuIZfdx3f7zRxiSFhTW859GeAYmhiIzyNuuYhiCE4MqVQmhMrFuwsxO1aVhsKQIDXak6Rlk7t3IqcXA/+70mAHh4Iff1cq6sW30eSpb7tBMnd0NwiAfdhBhy61YVLrB0muPq1gkAJ45ndWgQzoZx47uYpZHnn5suo5rC81psXCD6J/Iv7MzPq8bRw3QE/9Nm9DZLk1dbISenEikp9OrLRo2KtLh7r4B+6uoUOHMmF2oLG7Q4OkrRv38IFAo1Uo24HSsUaqhVzPKVSMRtDDaacXd3QPduvjqbYVy+UogGCrVrCQlBsDeh7uDqtWJUV9NbN5PJ7DCgfzCVegxCCMrLG5BiptpTpoSGuiMs1MPiTU2YIIg6BQQEbAlB1Ckg0ImJjY1FcnJyi3vNjh07MGnSJOrjJCYm4vz58wAAkUiE33//HbNmzaI+DpdJVkOdEgsGL2/5t0ugcxtHM9pU59ZwFiC6h5n2MxJC0FjZCHWj+QQZMlcZJPZ2aCjTU+xj5YLOZuwdJFh1anHLv4/tuIFlb+/XeazITgQnT/N1X08cHYWFr4yESAQ8OpGOSNo32hN+MebfECm/VYXQADc8+toone/v+ScVR9q5M9BGJAK8A12NPlhOuKMrevYKYBT7SlIBzp2h281JHyqVBnlZVdCa6P77+LNDERquXyR14lgmUpNLIG9UU99INwUHBwmcnSTo2s0PI0ZH6z2uvKQOH7282yw5Sezt4BXq3sEJsjK3Gkq58eJ7QghUdUqTHZpZIwJkrvZGF4bUjWpoWokGtBotanlybnL0coSMJ5FLfUUDb4UXbBowrDqxGEf/TkFJfg0aapWYvrAffFq5LirkKjw+eQ3/7pzOUpMdaIZM6IKT7YR0fYeE4ZHXRiIzuQT/e3y7njP5QWQngm93X3hGeFCJRwhBXVEdFLXsC5mNYe9uD9d2RWLxCUG4865eRs+9cj4PP39+DE4+3F1sdVFbyH3u2RqJzA5dE0PoBQQwfWZvBAY2zW9Li+vwf5+ycx+cPL0nho5sW0Sdcr0Y6345zznHZhY+PhBRXczXIXzf7hu4QXlxfvjIKMTFB1GLV17egF9+oicwfOHlkWYpWruSVIDTJ3OoxVvw6ECzdLu9dDEf2/68Ti3eiFFRGDOOu1tCQX4NfvqRmyBs/sIBCI/gLuK3JZRKNc6cykHurSrexrCEO2d7+vUPRbce5mketGnjFaQZ2HAWiQAvT0c4O3euIobgUHeMGdeV8XlES7Dy53PI4+iwa4j75sShu5l+/7pQq7X46P0DjM7hIuRsRioVw5mhC6EpyOuVUDBY53vz/XFmaZTAhrQbpdj9T6rBY5QKNcopXMO8A114FRWPGhONPn3pza+4oFRqcP7cLdzKqeIcS6XUoJaDIFQXbh4OnOdMs++PZ3Q8IQRbt1zj1Z3y0ccHWV0BokqlwZGDGVTcSWyNhYsHmlwwVV5ej4vn83DzRpnxgznywLwEuHvQF/sborS0Dqt+PmfWMZtxc3fA3HkJcHHRfT9c/cs5lJTwN081xohRURg02HwNmwToQghB7q0qXLlcaHD+DwDDR0SaxbGIKSqVBpcuFZgsDDIXrq72iIz05PW+JperkHajDAUF/DfqNObaCTQ5l+pyuLYGIiI8ERbqblWOqrt2Mm8UIYg6uaPRaLF542XUUCw0b09IqAfumNLd6PctP78aJ46Z13V74KBwq1o3LCioQVFRrcnHi0SwimdzJycpQkM9bgvXtoP7b+JWDvtnQP8AV0yaYtkmICqVBr+uYr+/Zctunf36BSPMQC2LqRw8cBPlZQ2c40yc1A1ubvzXhP35x2UqgiJzCTsLC2tw+ACdeq477+ql99nxdqS0tB4XLuRTizd4cBjcjTRvEDAfhBBkZ1ciLY3/tShjREV5ISbGG3V1SlwzsfmWvEFlcm1iMzJ7uzZ7iU6OUvTu7W+0JoCWsHPwINOuiQUFNcik3Ch+0MBQanMvjUaL7OxKFBSaPg81NxERnggJdrOqZ1hdCKJOAQEBW0IQdQoIdGJ++OEHPPnkky2TpyFDhuDYMW6d69uzZ88eTJo0qcURNDAwENnZ2ZBK6W+K0JhkvThzA2ob+RNXNJTRcz77bu/D2PTLOSSdytX5PiEEimoFVA30HT70IXWWwt5N1vKdUis0kJe3EnbyNU/n8U7l5CLDz8cWtfy7urwBj4//T0QpEovg5GW+RQ+NSoN3frwL4d3+c1kghHASdgb28IVXmDuN9BhRfLMcZZn/PQQPGBWJR18f3fLvrIxyrPjuFO95ePo6QcqgqG/63b0RGell9LiszHIc3Met+yMTctIrGHft6trdFw8v1r2QTwjByRM5OH7UvBtyAODkJIFTu83zyGhvjBnXpc1rjXIVPntjL3W3CH34RHnCzsAiS01RHeQGCh3bCyj5QuoiM1nIBwAapQZquQqKOiUaeerU7xbk2kEISwOtlkBBubi0GbVCDS3DznIAYCcRY82pxwweQwjBJ0/8jWtndN/DucLGnXPloUcMvl9d3oAlE+g7rbdGLBHDt7sPPMI9qMZVyVWozuVPpAAAXlFeEOu5PjyyOBFBwYbvs1WVciz94CD1vFRyFRor6V4jnd0dEB7rTzXmQwsHwLHddV+rJfi/Tw4z3mj96Mspbf599GAG9uwwLBRgwvOvj4K3jzO1eIZQq7X48Tt6zpfN3P9gAry86XUUzsurwoZfL1GL99Kro8yywH/4YDpVF/VFjw8yS95/b0vGhXPsOlvrYvYDfakIrRQKNf73Ibfr2MhRURg9lru41BYghOBGagkusuxSzmQcS7lz6mLKtJ5wdzePiOFyUgF2bE9p85qHuz3ceBDYWROjx3VBSKiHycffTCvFhnVJvOUTEOiKRYsHWk1n3mXfnTIoHKEh5GzG2U1mVOzMhprKRsbFEgDw/id3UM+FLRnpZdj5dwpM2XlSqzQozedenODp5wwHMzhpL1iUCBdXy1xnCCFITSnB5aQCajEb6pVoNKGBFRM8vR2pzJkiIjwxaEiESccW5Fdj42+XOY+pj+EjI9F/QChv8dmQe6sKe3bSew6yRdzdHTBrTt8OrxNCUJBXjQvn85DH81qBPpY8PdQs42RmlGPzH1fMMlZ7IiO9cNfM3ibdCz/7HzOnddrcOb0nevSku84hQJ/mgtfLlwqQmVHOKoa7uwMWWoGwoT2VlXKkWqnTBtAkQoqK8oKvrzOne7hW2yTCTUkt5b/ppR5MEXcCgEQqhr29dQo8e3T3hZ+fi/EDeYaNqHP8hC63hYjMHJQU12IbS5GUqdwxubvBxsDN5OZW4dSJbF5zac/goREIZbD2wSf19UrcMNJYQBdSqZ1VrJWEhXnA1ULPsOZi9S9nOZ0/YlQUoqLN1+RTF2dP38K1K4Wszu3W3Q9DR0QaP5BHMtLLcYVl/jTcOgFg185U1FFo/Dt5ag+zNHPasvEyamq412306RuEfmZYryguquXsjNvM1Gk94WoG8aytUFenwPHj9JrTxsUFIjDQ1fiBAryhUKhx4UI+anlsRm4qgwY1CX0bGpS4fKWI0bn1LJrjOzpJIRaLoNUS1NUpAAJMmNDFpOfMpMuFkMu51VybKuoEgNpaBePPxBhxfQKoz7vUag0yMitQUlJPNS5NYqK9EBDgapUCT0HUKSAgYEsIok6B2xK1Wo2rV68iLS0N1dXVqK6uRmNjI2j8Obz99tsUMqSDUqlE3759cePGjRa3zvfeew9vvvkmlfgFBQUYNGgQ8vPzW+KvXLkSDz30EJX47eEyyVIpNXhl3ibU8/TApNVoUZvPvNvwypOPYuuK8zi1+ybKCmvhF+yGxz8ahx79gluOObrrBtZ/19YNRVGjgLLOfK56EkcJHDx0O8K1CDttxJ1TF64eDlh+aGGb195ftBU5WRVmW2zXarSQVzU90G64+ESH95kKO0UiICQuAG7+5t/4K7hegso83Z13+4+MxLznh+Hjt/ZBo2EupmKCk6sMLiy7kM2+vy8CAnVfZ4qLarFjGz3nJGPkZlVCyaFI++Ovprb5NyEEB/bdxIXz9Dq+mYqLsxQODvoFthGRXhg7oSu0WoLV353CtYv0ChUN4RXmDqmBvFqjqlGgoqjt9V6r1kJVz3xBiykSBwnsWLiOEC1BaWopL9dUmYsMjh78LLqrGtVQN/IjklXWK1l/Hv1GRuK5z/U7n2cml+CtBzexzMw4TNw5W2NM1Ak03YvmD10ONQuxqz7EEjF8e/rCI5R+cwFCCCqzK1mJc03F2c8ZjiY4bLz5zli9v5ezJ3OwbTP9AoyG8npoKIt4fMPc4RvmQS2eSAQsenywwfnUhbO5+PN304pQp9zVE0NabU7/vvYiriax2yjWxVsfT4CDg3kKuspK6/H7enpCyWYef2oIVQfMtBul+ItSAZGnpyMWPTaISixjbPnjCsrL6Gxu+Po6Y8asPlRiGYIQgm++PI5KikLtJ54ZCl9fOiLld9/ay+l8T09HPPP8cCq5WDNlZfU4tP8mVCp+RJatsQZ3Tl3cd3+8WZx4AaC0pA4b1l2El6d53bAszX33xxt1I1QpNfh86RFOz5LGeGRxIoKNNLawBPv2pOHkif8KYWgKOYGm+Y27F/3vnEatRW01+3XLEaOjMG4icydXWmRnVWDn3ymMmlFpNFqU5HJ3bnL3doSTGYtUnzbz/aygoBpHD2dSjUkIQTVLAbE+7OxEcPNwoFq8MXJ0NAL1rM8BTeKRDesuopTHopYlTw2BPY8OsExQqTQ4cigD2ZnW4co5ZVpPBAa5oajQvGulrembEIyE/iHISC/DxfN5VNxZaDB6bAx69OJPRHjxQh727zVfs8HW9B8QgtFjYxj9rRNCsPSTw/wlZQL3z41n1BhDgF+0WoLs7ApcvVyIjHR2Ak59JA4Kw7DhlhU26KK0tB7Z2ZWMG3daAn9/F4SFmebwVlUlR2pKKdW1DK6YKuxsRiazg9QKnPXaI5WK0buXv1kcw3TBRtTZJy7AKp8RbZnjRzKRkmyamxIbRGIR5s3vb5K75K2cSpw+RU90YgpDh0daxXdKo9Hi8mV2+xBisYiXhlBM8fBwQGCgm1UITWmjVGqw4dcLnGLMmt3XLEI+Q6z86Qzrcx94qJ/Fn1vZunUOHBSGoCA6Iou/tl6DSsl9LfTOaT3N4u69eWMSaik0tzaXsLO0tA7796RRiTV5ag+4m7D/frugVGpw8GAGtXgxMd6IifGmFk/ANIqKalnPF2gSGOiKXr2a3DEbG9W4xLJBIDtRpwT1dco2zR6lUjuMGRNt0vlchZ0D+ocwajKjVmtxmnKj/shITwRTuq+1R6nUID2jHOXl1rH+qYtuXX04N4yiiSDqFBAQsCUEUafAbYNcLsfGjRuxatUqnD17FkolP+ILjYb/wj0mJCUlYeTIkairq2sRXr766qv48MMPOU2eUlJSMGXKFOTkNC3cEkIwd+5crF27llbqHWA7yTp9MAOrvjjOW171JQ2sRSe/X33KpONuZZTjo6d3QFmnhKKGf+FQM3b2dnD0MlyM01Ahpy4oAGA2QWczHj5O+GHffCgVanz2wk7kpJWZZVxCCOSVjSD/7uN+u+sheBsQYi6asNJgPLGdCGH9guBsgaLWW0mFqC02XETlEuQKR55zs7MTwSvAhfMD4kPz+8PT6z9XmpqaRmz6LYljdqZTmFeDBhaLJK2xd5Dgnf81uXVotVrs2J6ClOQSGukxwtVFBnt70zas3B1lOHmQbrGi3rECXeDAovBToibIz6wA0RIozdBdTWQngtRZxuo7raxXoiq7in5SAFz8nWHHw0YkIQSNHIqZDaFVazkLRVceexQyHSJgQgg+fmwbknkSTPcZHIaHXxuB1+YyF4z2GRiKZz+ZaPLxP71/EEe2pRg/UA9iiRh+vXzhHsLfZntjTSPqivgTsojsRPCK9DLZgdbZRYYXXh7Z5jWtluDLjw+hkge34dffH4fXHvmTasyo+EA4UNy0junqg3ETTBMW1NUq8L939hs8ZvqsWCQObuquSAjBZ+8fRE01PffhDz6fbLaChosX8nDyWDbVmD17+WPM+C7GD2TApQv52LeXzgZtVLQX7rk3jkosQxBCsGLZaeMHmkj3Hn4YMdq0jSYuqFQafPTeAaoxX31zjMFmGkz48YdTKCrk5qL2zvvjrWYDhzYKhRqnT2YjP888TlDW5s6pi/sf7EcpG93cyqnEkYPpvI5h7Tw4f4De986eycWuf/hzb+sTF4gZM+l00eeLSxfysXXzVeprSzJ7Ozi50C/yq69VUik6e+r5YfA1o6tP7q0q7Pw7BQoF82csrZag+Bb366aLuz1czbwGFhrmgRn3xPI6Rm1NI44fy0I1xfluM0RLqD+jODpJ4ciTU+rd98TqLDLPzqrA1i38uReNn9gVvWMDeIvPhLzcKuzm8brOhC5dfTB0RFSHAqnLl/JxjnIRlD4IIdBqCTQa697efuzJIVSfMQkh2L/3Ji5dNH+jPqDpbyI+Idj4gXpQq7X4cukRihkx55HFA+HlxW2eK8AcrZYgK7McV68UIjPDPKL0J58ZapJAydxoNFpkZlagzEoE6Kbg6ChFSIgbXF3tIZPZQa3WIiO9HFlZlZZOzShMxZ1A056aRGJ58VV7XF3t0bOHr9ma0QHAhfP5KClhtv7u7eOExETrcjdvjUKhhlqthUgEODhIbUbcJm9QYd2a87yOkdA/xGRBUFZmOc6dNc+8r5nhI6MMNnsxFxkZ5Zye0azBvbPZndmc1xNzUFhQgz27uD0zPbRggEXXr4uLavHP9mTW5y+wsFt5SnIxa2dyWm6dALBp42Uqcabf1ctoUz0abPo9iYrDaFx8EBL6838PLi+rx97dzBs/6OKOKd3h6dk5n89UKk1L4097e4lJTTC1WoK9FJs3+fk5I4HDM7yAaajVWly9WsR43swH8fFB8Pt3b0Cl0uBSUgGntTM2ok595h7BwW7o3du0ddakywWQy9nVdCUOCIGdnRhaLWkRh0okYshkdnrv8YQQnDufDyWF/Zlm3N3tEWviz8sWhUKNtLQyVPGwf0CLnj384O1t2eu8IOoUEBCwJQRRp8BtwebNm/Hkk0+itLRpAYGvr71IJLI6UScAHD16FHfddReqqqoANOUZGxuLpUuXYvz48YxilZaW4vPPP8fXX38NlUrV8lnOnj0ba9asgVTK3+If00lWY4MKz8zawFs+GqUGdUXcuoCbKuo89GcyVnxwiNNYTBBLxXDycdT5QOPt54wPVtyNQ3+nYiVfOVnozuQZ5AKlGRxVmmmobARp9QD989FFJhUHLr5jVYdO+nZSMSIHhcDeyfwdBLPO5qPBSBdemYsM7uEevOfi5e+M+P4hcHKU4szpW5zjLVo8EBKJHTZtTIKCJ8fA9pQW16Gmks5Dd5/4IMycE4ctm64iJ9v8m+xubjLITBT91VTIkXuDbldufTh7OcLFh/3CASEENTnVqC7lzwmiGZmrvcmistYQQlCdU93kSEkZO5kdnH2deNnYUis1UDXw40StalCBcHQh6TcqEs8t7ejSmXGtGG8/tJlTbEN8uO5eRPbwBdDkpvnE1LWMrkk/7Z0PCUMB7pl96fjm1T0mHy+WiuHfyw9uwfwuhGk1WlTwXADmFuwGGQtx49TpPZDQLwQAUF5ajy//d5hyZkC/xBDcPfs/Ydynr+5CPkfhtkgsQo8hYRwza8vosTHo1sOP8XnpaWVY9WPbbsQhYR6YPS++pdGCWq3FOy/vopInAPgHuuLpl0ZQi2cIQgjWrbmA6iq6i+t33tUL4RGeVGMeOZyBM6e4z6UAIKFfsMkCXy6o1Rqs/OkstXiDhoajT1wQtXj6qK5uxFdLj1KLJxIBb703nlqB0PFjWZxdgF55fTQczdDZ2pwQQpCaXGz2onprdedsT3SMDwYODqeQ0X+UltbhyIF0Tl16OxNh4Z4YOSamzWt1dQp88Rm964kunnl+GDystIt6fZ0SO7Zdx/Wr/LiYuHrY8+JCW10hB82l6nc/nshrkWhBfjV27UhFPYdnTUIIinK4CzodnKXwpORIzZQ77+qFyCgvqjFVKg3On8vldf1GrdaihvJc1NXdnnfnmdn3x7f8t0ajxS8rzrIqLDIFqVSMx5YMZvwMTRuVSoOjhzKQZWWunIb4a8tVlPGwVkZIk4CTprOsOQgOccd0CsXJSqUGW7dYZm0XAO6dHYeISDrXu0a5Ct/8H38NWE3hyWeGwskCeyi3CxqNFpkZFbh6pQDZFhT9ubk74BELCxuMUV3diMzMCjSaad+JFh4eDnB2lkKt1qKgoJaKuxSfsBF2Ak21FE4WdmzTh5+vM7p08WHkQMOGosJaXLrE3NVn0uRuPGTDnMZGFcrLG6BWmeaO6+pmDw8PR4sL7gxx80YpDvPc4GrW7L7wMLFpTkZ6GS6cz+M1n/aMHBUN/wBXs47ZnsrKBs7Cdmtx7/Tzc4GPDz/7vZbg5PEspN1gJyoEAHd3B8y4pw/FjJizdtU5k69b7bljSncEWdDZlhCCv7ZeZ3XusOER8PWl06SMEILNf1yhEmvG3b3Nsjaw6bdLqKOwxhEXH4yE/iEUMjJMZUUDdu+k03hq4qTu8LKw4IcrSqUaFRXyFhGnMZydZfDwcIBY3HEuRwjBoUOZ1MRlMpkdRo+O6jTXeWuislKOs2ZucqELDw8HxMcHtTQ1Uqu1uHqtiMpzJk1RJwDExgaY7Mx8KamA0c/g4iKDi4nPbxKJGD4+zh32rTOzKlBQwK3BcXuGDA4zy/NFg1yF1JQS1PNUa8cViUSMHt19LbK3KIg6BQQEbAlB1CnQ6Xn22Wfx7bffthFy8vGw0uyCaY2iTgDIysrC/PnzcfTof8VdIpEIwcHBmDlzJvr374+4uDj4+fnBzc0NMpkMtbW1qK6uxs2bN5GUlIT9+/fjwIED0Gg0LZ+ns7MzPv74Yzz1lGniRC4wmWQd3J6CjcvpFfS2p664nrM7ZfzwcLzywzSDx5zZl46vXzZdUMEVsUQEJx8ngwKihKHh6NbTDz+9z4Og00J3JJmzFFIn83XtHTGpG1LP56OqrAEBYe54/P1x8AlktgHx+JTVUKu0kDpIED00DHY8b97pIuPkLTTWGn6IF0nE8Onmw3suLh4OLYLY+QsHwN3DEXt330DydW7FnE6OpnVNo0FVhRzlJRQLn0RAVHdflFug67O7uz2kJn4nG+tVyLjCT9Fte/xD3PDie+NQW6PAcpYuXvXlDSjP5L8gReIkZe2CqVFqUH6TH4HsS/83BXFDw/Hekm0o4ejY1RpCCBS1Ss6iS52xtYSKUDRxbDSebud2SQjBB4u24salQs7xddF3WDhe/L8pOueum1ecw84NxruNznt+GEbd2Z3V+CV51Xhu+jq979vJ7ODXyw9uQebZRK8vrYfcSBMBLkidpXALcuP0rPDCyyNx8Wwudu+g76Ky6MnBiNBROL5t/SUc+JvdeDJHCWL60e3See+cOHh581Nc31CvxEdv7aMWb8DgMNw1i1+XpWYa6pVYuYL+88nCxQOpi+W2/3UdqSl0nL1Hjo7GwEF0RcO6kDeo8Otqeh3rJ0zqRq1w2RA52ZVY9fM5avG6dPXBA/MSqMXLy6vGz8vPGD/QAAsWJSIszINOQlZAaUkdDh24CbWaXXENWwghKCqqQ2Oj9bpztmf02C5GxR/GqK1pxLEjmSgv47+ZClMkEjFG/fszplwvwnkLbOCPndC1pVhr185UnD3NXw5jxsZg+Mj/Z+++w+Mo7jeAv3tdp957r5Yl2ZLce8EVYxtjuumdEEIggTQgQCgJCSm/JIQQeu9giinGBdu4d1susiVZvffrtzu/P2QZWdK13dm7k5jP85CAdLs3lk93uzPzfr/psp1frL4gZxmOHm6U7TkUCg4h4Trq57VZeRhczKmIERMbhLt+PoPqOZsae7Dus2PoprBpn1agU61RIspL9yGO3H7XNGg00jb3EUJw4ngzDojYMO8ps8kGo4Huxo6wCO9sfI+NDcLc+dk4cbwFX3x2TLbnWbY8H9k58s9jOuNPXTmzcqIwY5iunM787z/i5tsGGqkhzuFcc30pgkPEfYb09Fjw2it7qXRtEeOmWyYhMor+vX1npwn/FTkvu+TCPCrdyO/95Sy/7MQ30vB8X8fGw4cafBY6dubmWycjJJT+NZwcrFYeZ850jKgOngCg16sRGqpFT7cFtbXdvh6OU2LDnQCgUHLQ6dR+uRk+JSUMaalhsoyN5wV8/ZXnRb58Hers7DBJ7nafmBTit58TgkDw8QeHZF37jYsPxrIVY91+XZWfbPF60bO587IQHUMnACaG1crjyBHp8xAc19e909fvLzqdCikpYX4RNJXq5RekrcFMnpqKMfmxlEbjOavVjtdf3iv6eF936zx4oB4VIgsT0ezWSTPYuWp1oVf2C7371n4qxavGlySiuFT+YGdnpwnrKM3PLFiciygZ7j3l1tNjQWentH0LsbHBw84t7t1bhxaKRbMWLsz268IVIwUhBCdOtODMmU5fDwV5edFISfnhPkAQCMqONaOH0hwSIUTUPLKzUCcATJuWiuBgrVvnchXsVCg4REssThESokNExA9Nb9rbjSg7Jr5AxHBKSxK8VvjYZuNx5GgTlUIBctFqlRiTF+P260AqFupkGGYkYaFOZlR79NFH8fvf/x7A8EFO2i9/uUOdSqX0SbT+8KnYkGv/cY6O4TgOdrs8VUXducjq7TLjvqvekeX5AcButsPQTGeS/PV9dzqs6nVoezWeuvNTKs/jDk7BQR+th0Lp/LVACIHKTtApx0KBDz6N1AEqaIK81zHG3GXBvX9ZguIZaZLP1dZqwGuviJ/QFYsIBOVbz8Bmcv17HpIcCm2IvDdhKo0S4YM6Bt5z3w/dtj547xBqqjs9Pq9Oq/TawoWx14oGigveHAcEhQdA4aUw6kA33zYZkZF6vPHKHpdVs+w2Hif3NlDtSOIIp+QQlRaGX/1u3rnXSlNjD15+0f3wh91sR71MHV8GUmiUUOlUoieeDM0GGGTqIPrilluh0f0QgH/uyU04tEt6FV7BLsAi06SSzWQ7ryOyK6Vz0rF3U+WQr9/91CJMmp953tfKDzfi99d/IHmMjjzx1uVIdbGZtPJ4Cx674xOH3//lM0sxplhalzmblcf1U/9z7r+VGiViC2IQ7GExAinsFjs6ZZ4cD08Lh5LChmwr5U3S/X7/1GKonYxv/45qvPS3bR6dMyRKj6S8aKlDO8+Nt06WvLHdkabGHvyDYvex5ZcUYPJ0ul3kHKmsaMfna8uonjMySo8rri6mvuHj1Zf2oLGRTmh/2fJ85I+VfwNER7sR773tOuTurlWXFiHKC12/du2sxhciA9nDuWBhNmbMohe4MptteOpxaYV85s3Pwqw5GZRG5Dtmsx3bt1Wiod43m1QtFjvq6/2/O+dwLrlsHLRazwooWcx27Pi+CtVn/G9jOABMn5WO9IzIIe+/7799wCddROcvzMHzMhY1A4AHfjMHOp3/dNs19Frx+doyHDkkX5Czn1anQkAg/T97b7dFdOcFd1x65TgUjouXdI6Wll58+flxdLTTLarScKZT8hwgxwFxqWGYMi0VpROToFQq8N9/b/dJp6u7750p6riGhm5s3nia8mgc6+kyw0b5NRceGeC1zceCQNDc1CvbHFJoqA7X3TjBa4XdBrPZeHy36TQqT/tHV86lF40R3eHFbuPx8gueFS0RBAKeF7wyR+gLd9493aPHNzX24JWX6BWs8UREhB5XXVMseyfL+rouvP7qPo+O0evVuOtnM7BlcwW2f39G8hh++as5Pg9QjCR2u4DTp1px6GCDqPUWX7n3l7N9PQSP9Rf0qfLDoKwzKpUCSiWHpkb57l1pkBLuBPr+nFo/ujcaKDcnCrGxQVTf29Z9ccLjYxYvyfHJ+2tXpwmdlDvSJyaFyt4RVay2VgM+fI9OYMmRCxblID0j0u3HHz/WjEMH5S9WM9D8C7JlKULhDkIIjhxppHafpVQq/OL1lpQUitARUhRhOHa7gNdfkXYtverSIoSILMxCw87vz+CoyNBwXn4Mps3wXVE2Kd0658zNRLibnYLdIQgEH1B6n7zk0iKvBOLefXM/DIaRE+zs7jLj80/prH3OX5iDGB+G9T3R22tBB+Ui1HFxQ9doystbcZriPNG8eZmyreGPdgaDFbt21VDroCqWVqvExInJCBzQkZIQgpMnW9FO+TXJ8wLMbuwLHYgQ9wq0zZ+f6XYBleGCnQoFh6hIPdX35bAwHcLD+wrfWix27N5Dt2BJXm6U18LrPC+grKyveLfdLsBgtPrtnKter0ZebvR5r2naWKiTYZiRhIU6mVHr5MmTKCgoGBKy7H/JR0ZGori4GFlZWQgJCUFAAJ3JgYcffpjKeYajUNCbxBs4me7J24Cr4+QMtrq6yPr0jQP4zI2OVWL1NPRCoDQp+8+vrx+2M+PJg/IGRAZTKDgERLsX/uLtAowtoyPMqdIqoQ2Rd2PCQJYeK+xnO7v+5eOrES+hU019XRfepbhp3V02sx0V22tgd2OSQhuqRUiSuI0/noiMCxrSofTOn04fMhH14vM73e4moVErPN50LJbNxqOmspNaZ0JOwSE4wnsb6vppdSrcePPEIYsbb7+xb9hqgoJAUFXWApMMHUmGE5kWBpVGidvvnILQsPM/689UdeDtNw84PZ4IBI3HWqh0enSKAzTBWtF/fwIvoPV4K+VB9bn8rim46Lrhu359+PJefPuJ+CqMFoOV2mfrYFYRQdGf/3kJSl10IBIEgkdv+hDlMm0iL52djp//ZYlHr4WThxrx6Wv70VzfDQ4crrtvBsaUSAtzDtTTbcbfn9gEwcsT/YQQdNd2wyZjQCIgIgCBFCZQBV5wq+CBp6bPTsfSFfluPbahpgtP/vILtx4bnxWB8Dh6wdyQUB2uXEM/YNjveFkTXvsfvU2tN94xGZnZ3unA882XJ3DiON2KjjNnZ2CcxMD2YIQQ/P2ZLdQWpC6/cjxS08KpnMuZ2ppOfPEpvW5NV19bgsAg+StDfvDuIRym+Dmy5roSZFF8TRNC8MhD0rriRkUH4i4PN7D7E0IIyo424eB+73YaGDyGkdadczhXrilx+fnA2wXs21uL42XyF1ERY3xpIsYWxDtdJCaE4HWKHYNd6Xt9GGCSMcR2yaWFKCiMk+38njAYrPj8E+8EOfuFRuhkubbpbDd5ZS7sVw/N8ziU09ZmwFdfnECrTIWCWup73JpXcuXRvywdstFJEAj++betks/tqXHFCZg9N9P1A9FXwX/b1kp0Ut5k4wwhBB1tdJ8vLz8Gzc3eC2wYDFZ0d8nXqfCSSwuRkir/detw/KorZ3YUZsz2rCunI50dJrz/zvDz14QQEIJRHeIc7IJFOcjJdV1Qqby8FR+9f9gLIxoqKzsKy1fme7Ur2ckTLfj4wyNuP/7qa0qQeHbN4eMPj+DkCen32ff/eq7kc4xGdruA8pMtOHyoAbU10rtr+9IVVxcjIWFkb9rr6bGgoqIdRrnXJygzGW2wWOQtuJGaGobMrEhotSrs2lmDtjb31rClBjv7qTVKaDTeWU/0hFLJoWBsLMLCpO99ERPqHEyjUSIiUo+I8ABEROoRFKShep9lt/Ook7FTbFCwFpGR8s+diLV9WxWOHGqQ9TmuvXGiR2vnZUcbceSw9+7dAeCChTmIiPDN31NDQzcaGugUSQT6ihj5w3tLSIgWiYmhI7KzW2tLLz6TWGTz2hsm+vTP/uJ/d4o+9urrSr2232U4u3fVoLZW3DUkzW6dQN9954eU7rFWX1bklX0477y5H0YKwc7i0kSML5E/2NnTY8Znn9AJds67IBuxFNeuaeN5AfUyFv7U6VSIjj4/2NrQ0IODB+l9zs+YkYagIO/tlRzJCCGoru7Eccpr/GKkpoYjJyfqvM8lQggqKzvQJNMcrc3Ke7xnwN1QJ9DXPdbd99SjR5vQfbYDaXCQRtYAYFJSKNRqJQSB4Pvt1VTPHRsbhOws9wumSCEIBEePnr/earPxMPjxvEJIsBY5uVEIoFxEiYU6GYYZSViokxm1rrrqKrz99ttDQogzZszAQw89hPnz54+4KqwKhULymAf/yos5n6Mun/1dQL0d6uxoNeBX170vy3MCgNVgg0nE5hdtgBqWQSGE3JJ4/Pa/K6EZNIlWfbIVv7pcvg6jw/nLx1cjPjUMVrMdP73kDaePtfRYYO2V4cLey59ASrUCujD5N2n3sxpsQwIeb+77iahzVVa045OP3N/kQIupy4yqPfUQ7K5DVwq1ApEuusrREBKug26Ym/Rbbp/i8Ob9b39x3tlLpVIgQOe9ye1x4xPw4dvSKgPOnp+Jzd+ehkLJIdgHC1Xh4QG45rpSBOgd31B/8M5BdHb2vX8SQtBY1YV2L1VqDksMhvbs6+Hue2Y4HOfxY834xEHFyK6GHnTJuBjc74E/L0H5sRZ8/r6433FLtwVdMm2w+fun1yDSxeT55i9O4N3nPe/CYHEzbO0pu8UuOij6xJuXIcVJKObEgQY8etOHYofm0pNvX4GUbO9M5LnS3WXGZ2vLcKq8zSfPbzVY0V0n7+9fRGYEla7GdosdvAzh5DvvnXFuw6K7jAYrfnWT8wIhuVOShxRFkGJccQKmTk+jdr7Btmw8jS8pdjO899dzEOmFLox2u4D//PN76ue96poSRFDeSCQIBH/+4yZq57v+poleqahbdrQJWzdXUDvfDbdMkr1TOyEEf3pyE0wUF03uvncG9U1L//rHNrRIDPQ8/OiCETfnAgDNTT3YsL7c7YVHuYzk7pyDhUfoseTCMUO+TghB2ZFG7NsjvfO7HHLyolE6MdmjcEN3lxmffCh/GMNksqGhUZ7QHdDXDfqOn0z1Wce6fr4IcgKAQskhJIx+Rwar2Q6jTF3dHXn0qcUuH9PZYcJX606giVKnbkc6mg0wU/j8e/xvyxxurGxu7sXbr++X/ByeunJNMaIdXPvYbDz27a1FZYX3OzDyvICuDrrdihYuyUVWdhQsZjs+kvn9ThCIrN2+4uODcflV471+vWK38fhucwUqTvnmXnswKV05nSk/2YLNG06f29DF8z/upeg7fjrN4Wtt965qbPzWe517B5o8NQWzZmf47Lrd3T97QWEcli47/3ry+ed2SO4mHR4RgFtumyLpHCOdzcaj/GQrDh+sR53M83C+MhK7dTpis/E4frwFvSKKGfqS1WqHyWiTHOYPDdUhb0z0sHMghBB8ue6kR+ejFe4EAK1WBZWX7rE9ERSowZj8GOgDxG2M3bSpguoc1nBUKgUiIgIQEaFHeEQAQkJ0bgepTCYbmpu8s+bojeJ1YpnNNrwmc5fvccUJmDQl1aNjjhxuQNlR7xbvWrgoF2EUO/25y2i0yhL6iIzU+8V7fnp6uOyd3Gnbt6cGhyQEoTQaJa66ppTiiDzT2NAtupglx3G44ZZJlEfkPkEg+ORjcd06L1iQjeBguvu57DYeH3lQTMYZrwU739hHpaBHcWkSxpckUhiRc729Fnwq8u98sDnzshDvh0VZrFYeTU3yzp32S0oKPe911tVlxnaK4bIJExK91jFwJLJaeezfX0e9A7wYkyYlD9vBuKamE7Uy37+bzXbwbuwTHUgQiNuNhTQaJea6WSgRALq6zWhp7vXKmlVsbNC5656yY81olzj3NJBCwWHqlGSvfJb0dZUf/lrcauP9unBUeHgAss8WcJKKhToZhhlJWKiTGZXsdjsiIiJgMPRtcOoPGz7wwAN44oknfDw68WiEOuXki1DnW8/uwKbPpFeJdKSnvtetMNtgAUEavLT9tnP/3f+zGayppgs/X/66pDF66sm3L0dq7tDAyr8f24CDO2rO+xohBL1ybRT04qePQsUhIJz+hjxHbCY7rMNs1LvlobmYu9K9blv9yo424esv5XuNO9LTYkDNgUa3u0iGpYdD7STcR8OYglhcfk0JjpU1YffOavT2WpGVHYVx4+ORnOJ8Ma2/+9RgSgUHvczjHmjFJYXnJsiqqzrwn79vE32uO++dgTde8/5mxcSkEFx2xTi3q4R+8sFhlJc1o/50h8wj61M8LQXaEC0ysyKRkxvt1sT/vj21+Obr8nP/bem1oumY/BXXVl1fgvkDOvBt+/Y0PvDg75QQgo7THbDLUPF6wpx03PP0Ercff2hXDZ57crNbj7WZ7bDL1FHoz+9cgaBQHW6c8V9Rx7+64/ZhQ36CQPDw9e+j4miz1CEOa+L8TPzsj4t8fp3X2WnCpx+X+WTDcT8iELSdbpP1OiE4PhhaCouChJBhP++lUig4PPzUYtEdUgSB4J6r3h56XpUCeVOSpQ7vPEuW5SE1LYLqOQd657X9OLS/ntr5Hnx8IXQiNzF5orXVIEug4I6fTqO+WGGz8fjrn50Xv/DE7XdORUio/Nfd32+lW4X+5tunyF5522q144lHN1A9528emke9cvt3myqw4dtTks7xq9/OhY5yJU05mU02fL+1Eo0yB5rc0d990SzTtZK3unMONmFSMnJyYwAAVRVt2EIxkE1TYnIopk5PR4CEz4qjhxtkC6oSQlBd0y1rMObGmyciOSVMtvO7YjBY8cXaMhw+6N0gZz+dXiXLtcJlV47Df/+5g/p5XSmZkISVq4d2OejuMuObr06iTmTnBE91d5hgoNBp8ZE/L3H5ubd5w2kcPEDv+tFdd90z49y1BCEEJ0+0YP8+33V7tlrs6O2hu/n36mtLEDqg41NdbRe2fCfP+3lvjwU9lMc/0JVXj0dcvHc3cdTVdmHdZ/Q6zEuRmR2FmbPSZQmfWC12HDnciL27a2CTofjRSJWaFo4Ll/8wBygIBF9/dQKHDsjbWcuRJRfmobAo3ifPPVhVZTvefXv4zq4AkJsXjRUXD9+x509PbpT8/LljYrBi5VjJ5xkJbFYeJ0604PDBeqodxfzd0mVjkDcmxtfDoI4QguZmAyp8OI8rBs8LMBltsLu59p6XF42U1DC35sPa2ozYtbPG5eMGohnsBPo67Gl1ap8XyBlOVJQeOdlRHhV4Ki9v9VnRx34cB0RE6PuCn5F6hIbqoFQqvBro7OfPwU4AqDjdhm+/9izc7KlLLitCRKT7QRBCCA4dbMCJ4/KsrTmyaEkuQkO9G+4UBIIDMtyLjhkTA4vF7hfFF6Ki9IiJCfL5Wqa7Xn1pt6TCfcUliRhXLH8gzpFXXtgleg5wybI8xCfQL97jrm1bK9HcLG6fGe1unUDffarYoOlgl14+jsp5XHn79X0wmUZOsNNosFJrUjBrTgYSk8KonIsGbwY6+w0OdprNNmzaVEnt/GPGRCM11b+va7ytubkX+ynuSRArJiYIhYVxw+4TaWjsQVWVd/bdGQ1Wj4vy8Lxn84BJSaEYOzbWrceeOdPh1WK8A4OdjY09OHWa7n335ElJXiu8e+JEi8Ouq4QQWG08TCZ51qRpiIrSIyszUvTPi4U6GYYZSViokxmVtm7dilmzZoHjuHNhugsvvBBr16719dAkUSj8bwFgMG+FOk09BA/d+rEszwMAc5blISpSjxce2yTq+OyiODz2xqUOv9/e3IufXfiax1VtpHj4pVXIHe98od5stOHfj23AiUONsFt5UR1KXfLipw6n4KCP9F6Y027lYekefsPRrIvycPsj890+197dNdjyHb1JGXd11Haj3oPQki4iAMHxzrv40fDrRy5AcIi0v0tBIPjHX/uCnRzXV6HWWxYszkXKMJNi7a0G/PlxzzafqDRKBHohLDFYVnYUVlw81qOQUWV5K/7v8U3yDWqACdNScOUtE0UvJH23qQLbvqtE3UH3w8xipedG4eePLxx2YX/PtjN4042ul3azHe2UJ476PfS/i5EzzvONXVUnW/H0A186/D4hBGYKG3mHM3FOOu54+Pz32Bee2ISNH5W5fY4pC7Jw1xMLh3z9+P56PHbzR5LH6Mgf370CSZm+687Z0WHC2o+O4oyXJoCdMXWYYJDYGc4ZpUaJsNQwKgvOAi8M6cZNw/xFOZi3KJvKuf779Hc4srdvI7kuSIMMF9eBnrr62hLJn83OPP3YBnR20LsWffTpJV7ZULV/by22bamies4xY2MxfwGd18VAJpMN//e3rdTOd/c9M7wSmv3sk6Oop7SJJThEiyvXlFA5lzMd7Ub8/Rl6P2tdgAoP/GYu9Q001dWdePH5XZLOcfNtk5HkYZdhXxCEvi6Rhw76fpG2n9zdOe/4yVSEhunwzpveLwxDCIFSoYDNJs98kRThEQGYOSeT6ma/d9/cDwvlwis9PRa0tMowR3PWmPwYXHq5d6rND2Y0WPH52mM4LKGDAg1hkfJs+PzpPTOgVivR023G009skuU5nLntJ1ORmByKnh4Lvv26HNVnvHvdb+ixoJvC/OLvnliIwCD3CrP8Y5iiXnLTBaiw4uICbN502ufdng29VlgoFwe47c6pUA4zH7RtSyVqajqpPQ/PC2huku+eMCMzEstX5nvtvc5u47FlcwVO+0lXziXLxiCR8nVab68FB/fV+yRMPdJce+MEqNVKvP/uIa+F6ge74urxSHFRHNEXLBY7Nm88jQMDNlBGRulx+ZXjEeTkvZ8Qgqef2iT5+W+8ZdKo61RitfI4cbwZhw81oPFHFOB0ZDR163TEYLCivLyNyuZ/bzKZbOddt8TFByMnJwqBItfvNm2sEPUzoB3uBPoK9+kC1H4ZfkpOCkVaWrjLAmcGgxXfbfb+WrWnAgLU0OvVCAxUIyBA3lCtvwc7BYHgs0+OoknGwmVR0YFYsarQowJ5hBAc2F+H8pOtso1rOIuX5iFExjWM4VRUtKOzk+78TWJiCGJjg2G18jhzpsPhxnxvUasVSEuLgEbjfx2KBxIEgldfcr3m7szylQWIiPR+gTygr0jk6y/vFX38jbdOpjgaz/C8gLWfuL9GP9CixTmydIY1m2z4dK24MQ2kViuxUobg6XDeen0vzBTWoksmJHkloGwy2vDxh4epnGvGrHSXhf29wReBzn6Dg512u4D166UVZB18/oIC9wJ1oxXPCzhypMkvCr4WFcUj3sHey9ZWA8q9OLcYFaXHmapOj4/zNNQJAIWFcUhw0Z3X24HOfgODnQaDFfspF2YrLIxFqJeuU6uqOtDT43yvHiEEVisPk0xFh2mIiw1CenqER/tWWaiTYZiRhIU6mVHp9ddfx7XXXnteqHPPnj0oLi729dAYCfovsv764Gc4tle+Cd+nXlmN8LMLuDXlbfjlqjc9Psfjb12GzGFufns6zbh/9ZvokiMs6cAD/1yGcdNTPTrmX7/9BtvWyVDJ0VufOBygj9R5baEsKSMCMxZk4YXHh+9Sd/W903HhmvEuz0MIwdbvKrFXpq4ezkyYlIy0pFA8ctvHbj1eqVUiIkv+ENK1N09EnpuVmdzR02PBO2/s89prY+qMNOSPjXP6GKPBij/87muX51JrldB7eeEJAIrGxWPRklyPFuc62ox47L4vZBzVD2ITgvHzh+dDoxXfpYoQgtf/uR07NsjfMejR51YiMibI6WMO7a3Dy/+33eH3exp6YGqn/zkSFKrFP7+8HiqV+EW4loYe/P7OT4Z83W7lYTPKs6HkwWdXID0vetjvle2pwxN3DB3PcF7Zfvt5m1QFgeDBNe+i6oQ81xyTF2Th7qcWyXJuV9rbjPjko6Ooqe70yfMPxtt4dFTKu7n83j8swKuv0gmx2Cx2CDJ0HPnZA7MQE0u3UEJbcy/+8eQmxGfS7aZ5yx1TZNscw/MCHvrlOmrni4kNws8ekH/zHiEEb7y6j2oQFQAuWjlWls1CXV1mPPdvx581nrr3l7MkfX64gxCCl/+3m1ooLD0zAgsW5VI5lzOnT7XhNQmbLwYbWxiHSy8vona+fiaTDX98QlqnmwWLsjF9RjqlEcmjqbEH334jb9cCT0VE6tHUZEBtjTyb+4vGxeOiAd3hOztM+OIz6RtYXCGEQJCxo6QUGq0Sc+dnU//c7ScIBG+8sofKuXhewJlqebsx/PSe6YiI8O4GNaPBii8+PeazDmUDKVUKBIdK7+I+2ISJSZg1J/O8r+3aXo3PRG5qE4NTcAgK1kAr4X5ZCrPRhg6RnRkG+sWD8xAZ7X7Yxmq14z//pHed44xCySE0TOe1ytrOEELQ0W6iOv+amBSKFS42K75NqVhAd5cZBoN8QZRrry9FpJdCW/V1XfjiUz/pypkViZmzM6h15WxvM2LvnhqUyzRXMloJAoHRR0ErpZLDDTdP8vpnvbfY7Tyeefo7yee5/9dzKYzGNywWO04ca8ahQw1e71o3UkyZmoppM9J8PQzq7HYBlZXtQzopchyg06mh1fnmGlCs8PAApKWFQydh3IJA8NWX4u75CQiCgjTo7aXfLVylUkCrk78QmhjZ2ZGIjwt2uG667osTXh4RfTqdCnq9Gnq9Bnq92qNNwIOpVArqRTLk0N5uxAfvOO6ETcPcC7KRlR3l0TGEEOzdU4uK094terL0wjEICqZ/3+9IZ6eJeidlrVaJ/PzYc3vgWloMaJGxSKq7EhKCER7uv9eZnZ0mfPyBtJDZNddP8FkH5h3bqlB2tEnUsWPGxmLq9DS6A/LAxg2n0Nlp9vg4lUqBi5bnu36gCAaDFV98Jv1ePShYiyVL8yiMyLU3X9tLpXBX6cQkFI2XP9hpNtvw0ft0gp1Tp6chLZ3u+rYneF5Afb1vuyQnJ4ed99+EEHz1VTm18wcHazHdw/2ko0FXlxk7dlT7ehgIDtaitDTR4dx9Z6cJx463eG08oaE65OVGQ6HgRAWIxYQ6AWD69FSHBb3q6rp8WswiMTEEGk3f34/dLmDHzhqq509NCUNysnfuLerru9HWZnTrsYQQWCw8zJSL19KUmBCC1NQwl9doLNTJMMxIwkKdzKj017/+Fffdd9+5Ca24uDjU17NKwSNd/0XW9QuehUZNv3r+sqvH4aKrxg/5utVsx7UTn/XoXG8f/ul5/20yWPHQte+jrsJ71fDv/uNCTFnoWUef3i4zbp37gizjufXhefjv7zfIcu5zOCAgTAuFhMUYTwSFaPHoC5cgeEDXxKoTLag+2YaOFgMmzElHYobrSSZBIPjmqxM4VuZ+h0xaZs3JQElp0rn/rj/TgYdvcdKRjgMiMiOglHlD4ITJybiYYpcQnhfw+doytDR7Z1PD2MI4TJ6a6vb47XbeYYBFE6BCgJvdKGiaMjUFs+ZkePR3YLHY8czD69HS6J2f80PPLEWYxA1J+7dX439/kr7xx5Vb7p+F8VNT3H78iSONeO7P53f0EuwCWmXaNHfTb+dg7ko6CyS93RY8cN17AM5O9nRbIMcdR2xSCB5/eTUULiZpjL1W3Dr3f04f8+rOO84LLh/bW4c/yNgR/E/vX4lELy9CtLYa8MmHR33WDcKRnoYeWFxUhZNiypwMXHV7XzXatjYD/vX370WfixACqwybjIOCtXjg4fkehefd9fnaMqrh3YTEECy/WL4KtEaDFY8/+A218/VfT8jNaLTixf9K6244nJtum4wAGTpfNjf14uUXpVWoHugXD8yR5fU7EM8LeOG5ndTOVzoxCaUTk6mdz5FtWyrxDcUF1iXL8jB5ivvXE+4ihOCRh6T97sXFB+P2O6dSGhFdJpMN27ZU+N0G5znzsgBweOkFer+Pg93+k6mIHKaa/PGyJuzb61kxoajoQAQGapx29yaE9FXM9dPZ5pmzM5CW4Z0O6V2dJqz96Iikc7S3m9ApU6d7AJg5Kx3zLsga9ns8L8BkssFktMFgsMJotMJktMFotMJo6Pt/s9kOhYJDZKQe40oSER3tvHiNPwU5++kD1dDIsNn9mutKEe2gmM+Tj34Lk0wFb4C+TfxBwVqfb+K3Wuxoa5D+vnvnfTORnBrm8XGVFe349OOjkp9/WFzfppsAvf9szBcEgk7KxZ9mzE5H0bgEl4+z2Xh88N4h0c9jtwtooRD+daSgMA4LFuXIdv5+dhuPLd9V4nS5f4QdaXTlJISgvq4be3fXyFZ8wtc0GqWsm8N4XvBZhfuYmCBcftV4We4p/Y3RaMU//75N0jl++as5ftlNbzCLxY5jR5tw+FCDXwQ5RpJ77ptFfe7CYrGjp9uClpZetLcZwfMCjEYburvN6Om2wGBwHQ5cvDQPObnDFywcjBCC1hYDjh1vgcHN4GGAXo34+GB0dJhkmaOXi1qtQEZGBMLDAzz+3Wxo6MaB/eLvOaZNT8G2bWdEH++KVqeSvTCaGBwHFBTEISL8/D0YoyHU6YpGo0Rg4A+hT1cFWyIi9Qj2YkBQit07q3FgX52sz3HN9ROg8/B6gxCC3TurUeVkjkkOF16UL7oTsKdsNh6HDzdSP29hYdx5r1GTyUY9QCpGYKAGycmhPgs/OnP0cAN275IWwrj+pkmURuO5F/8rfl1kzfWl58Io3maz8fhMZLGjpRfmyVagrLvbjK/WSf9si4zSY958z/bjifXmq3thoRCsKZ2YjKLxrud5pLJY7PhQwjzRQJOnpiIj0zvz+YPV1HT65HkHCg7WIixs6P7Y7dvPoIviusGiRdkj4n5YCkIITp1q84vPzJycKKSlhTv8mff0WHBEZKBfDL1ejYKxsed9hnsz1AkA8+dnDSm80ttr8Yt5j4F/V4QQ7NvfABPFwm2BgRoUj4+ndj5nWlsNaGjwrDMtIQRmsx0WH3eKdyYlJQzJSaHDzvmwUCfDMCMJC3Uyo9KTTz6J3/72t+cuqCZPnozvvxe/gZvxD3KGOv/y5uUICnXeAe+J2z7Boe9dV+r55zfXIyqur9uD1WLHk3esxQkJi0eeuul3czD/krEeH7fjm1P4xwNfUR/PoisKcd39swAA29adxL9+Q2+j/kC6UA2UGu8tgj356qXn/p7Fstt4rP3kKKrPdNIZlAcWL81F3pjhO2A2VHfioZs/HPJ1fXQgAmPkrWivVHL4zaMLEKCns6BCCMF3m07j1EnvbKhKSgnDgkWedbXsRwjBM09sRFtrX2UkrV4NnZcWlgaaOz8TkyZ7FhYQBII3ntuF/ZSrUjly9+/mIk1ip9i25l485GZnWimmzMvEmrumiJoErSxvxf89vgkAYOowoafes8kVdz37zQ0IHmYyWAqrxY6frX4TFhmqWgPAnb+fjwmzPesE1lLfjafv+Rz1ZztC5hUn4NaH5yEm8YeJG4EX8Jur3kXNKXmqBE9dlI27nlgoy7mH09Lci08+POrzKpLDsZls6JJ5U+ij/14xJPi98dtT2LK50uNzCXYBNhk2Yi5dkY/pHr6W3cHzAp5/dgfVc06dnoZxxfIt9jU39eDvf6QXsr9o1VhM8UIXhsqKdny+lm7HrYhIPa5cUyzLAtqZqna88xadKu1arQp3/3yG7At9FrMdr1AMoc5b4HkVeTHefG0fTlIsxnD9TRNkq0r892e2oENil9nfP+a9zzd3CALBkUMNOHLYf8JjAJBfEIeicQngOOCN1/Y7DUhKMbg753A+++Qourvdr5a+bMVYhITo8OZr53eeJYSACMRvNwiXTkzGmLGxPtmUcPhQPQ7s9XzzpM3Go6ZWnmv/fpmZ4bJstFt+ccF5GySNRiu+WOtfQU4AAAeERdAvGKdWK/GTu6c7nRPgeQGP/PZrqs/LcUBgkMbjjbRysdt4tNRJfw1fd9sk5I0dfu7KHR++d4hqEC1Ar0ZwiP9t3k5ODsPB/XQLWq6+vMijbsYtzb34dr1nhSyKSxKxd08dmhrle7+76ZZJCHEx5y+VP3XlzDjblVNs51hBIKg41Ya9e2rOzU+ONgWFcRhfmoiQkB9eF//+h7Qw4HDsdsFn1ezzxsTgwovG+OWGxCZ9BgABAABJREFUejm1txvxPwmFgG68ZRKi3OzmSwiB0WBFb7cFvT0W9HZb0NNt/uHfu/r+XRAIUjMiMGF6KpJSwz0ek9lsw7GyZhw62IC2Vt9vZBzpsrKjsHzlD2unNhuPnh4Lerot6Okxn/3/s/90m9HTI0+hQkd+cvf0YX9vTSYbyk+2oq5O3PxuQeH511I2G4/OTjMsFv/dkDmcxMQQJCaGuP3eJiWIGB4RgClTUnDoUANqZSyQmJ8fC7PZjiYvFaP1hF6vRn5+DAL1mh9FqNMVtVpxLvAZGNgX+kx1shHf31gtdOdWh5NfEIfpMz1f5xAEgp07zlAtTOmKQsFh6bIx0FPai+AMIQRlZU3U33MzMiKGhHwEgaC+vhtdXZ53RqQtNTXMYcctX3nv7QNuFVtwZEx+LCZP9U03u4b6bqwT2V1SqeRwnQ8DqV+uOyEq+KLXq7Foca4MI+rT0W7E+m+kF+NMSAgR9d4nxhuv7KFSkGjCpGQUulHASyqr1Y4P3qUT7Jw4OcUra3oD9fZaJK+Z0ZKUFDrsNUdZWROqq+ldq15wwdBQ3WhgMtmwe3ct1RCeGCqVApMnJzv9fDQabTh4yHvrKGq1AuPGxUM9TMEZb4c6AWDhwvPDxZWVvg/gAkBQkGZIQdMzZzpRQ/leceqUZK/M5XV1mVEt8tqbEAKT2e7T7qmuZKSHIyEh5NxriYU6GYYZSViokxmVnn32WfzkJz859+E8d+5crF+/3sejYqSSI9R5+W2TMG/5GLcfv2djBf589+cOv//qnjug0arA2wX87ZdfYu8mz0MDYl1x91Qsv6HE4+MIIXjwmvdRIUOXyMffuAzpY86vMLvlsxN49kF6v4+aYDXUXuw+8PB/ViLJje6bzlgsdrz3zkG0+qCi0MpVBW5tBh8Y7FQFqBAu8c/sjlvumop0ilXWDuyrw97d3gkZBodosfKSImgkBosJIfj4gyM46aUQ6kBLl+WhsMjz6k+b1p3E2nfoTMi6cuUtEzFxurQFE94u4Jnffo0qmX/GGp0KT/xvFQIkBnPPVLThd1e9C8LTv2Sff8lY3PCr2dTPCwD/9+A32L9VnmrW//7iOlk2Kx/dVYsn7viE+nn7Pf3BVUhI83wDl6eamnrw8QdH0OSljrmeIoSg80wneBkn+i65vhSzFzvuxPKoh93obGY7BLu0Sejh3PfbuYgYpnuaVL29Frz+8l7XD/TAyksKEBcv3yTniWPNePV5ehtLbrx9MjJz5F/g++bLEzhxvIXqOWfOTse44kSq5+x39EgjPqe04TwuPhjXXj+Byrmc6e4y4+039lM73/KLCxAXL60wiyuCQPDY79eDCPQ+u3/+i1kIDZMnkLDh21P4blOFpHP8+nfzZKuc7amG+m5s/JZed1QaoqMDMX1WxrnNYvV13T7pzjkYIQRvvb7PrXMGBmqwYlUhgL6F2bff2AdCQPV1TlNefixKSpOg9INNCG+9thd2N68jCCFoajbAaJQvBBIbG4hQmQNOc+dnYdt3VdRDZrSo1AoEyRDMmzkrHRPdLJBUV9uF5/65XdLz+VuQsx/PC2iukV5U5uIrijBpmrT7f0II/u+vWyWdQ61WICzC8w5RcktKCsXEySk4fKgBu7a7LkLoiZtumyzqc33fnlqcPOnetbHNxqO1Rb7Q4MTJyZgh48ZKu13A1u8qvFZEzpXFF+YhKTnM4+NsNh7Hypqwb3ctjDJ2EPYlpZKDQsFh+cUFiHVQoLG7y4zXX5F+D00Igc0mwGrzzcam6TPSMG1Gmt+9X3lTbW0n3nyt7/6xv/CIwBMIvADBLvzw77wA3i7AavDu6/6eh+Yj2cHcoMlkQ9nRJhw+2ID29tEZqpbDwJd7/2u//2sj8Xfh7p/PhCAQ1NR04vixFggS77dCQrRIcdLxXBDI2SCrPIUZ5RIaqkN6erjTTsR2u4BvvhY/NzB9RipCQnQwmWzYuPG06PO4Y/78LBBCcOx4C7q76XVcokWjVqCzw/chMX+m0SgREaFHREQAIiL1CArS+OV70JmqdnxNoTudMytXFw7Z9O4OQSDYvq0KdXXe6w6vViuweOkYr3Q1b2rqER3OdyQ8PADpDvZ8dHebUSNzUVV3hIcHID4+2C9+HwghksPNS5aNQawHxY9oeun5XRC7vXfpRWNkXd9zxmKx44vPj4s6dtlFY0QXLHJHS0svNm2Q/hmflh6BiZOSKYzItddf3gMbhftNbwU7bTYe779Dp8hs6YQk5OTFUDmXO/yhS2c/rVaFmJjhP1urqztRRnGv5+zZ6V75XPSG2touHPVit0tHkpNDkZcX47QIpMVixz4vr6WUFCc4nP+12wVsErFuLDXUGRKixdSzBRQ6Okzo7PSPYDWAYTurdnaacOQo3b3WJcXxXik8YjBYJXetFQQCk9kGm43+PipasrMiERAgICwsjIU6GYYZEViokxmVvvnmGyxatAgcx4EQgsLCQhw8SOdGkfEd2qHOv793FXR6cTejezdVYve3p1Fzqg3p+TG46p5p0AdrIQgE/3t0IzZ94r3q3BddX4Ir7hbXBa6lvhs/W/Ya9TEFBKrx3IaboHIwybZ57TE89/AGSc+h1qugCfTeZMIvnl6C3HGeB94GMvRa8MZr+3yySebyK8cjPsGzm5Mzp9vw7N+3QSFzJaBZ8zKx+CL3w9WunD7Vik3fel41Sqwr1pSc14lEDJ4XsPbjMpw8QTcY4o5VqwuRLSL4cuxQA55/hn4l++HMXpSNFVeOk3ye9Z+U4aOX3du4LsUv/rgY6RTCROWHGvHITUO75tLw5FuXI1lit9PhtDb24P4r36F+XgC45OYJuPDq8dTPK/ACHrj87XMdPGmbcWEu7nj0AlnO3a+xoQcffXAYLc3+XbU/Nz0c276SL2ijD9Tg0X+vgMbFBmSblceTf3B9HUIIkWWDX3RsEH52/yxZFrJrznRQC+31u+6mibIu4GzdVIF1a+mN+ee/noOoaHk7i9vtAv7zz++pn/eqa0pkCfoCwM4d1dhMaRPamPwYXLRirOsHStTY0I21Hx2ldr4rri6WvVOT2WzHU268v3jitw/Pl23zQlVVO15+YY+kc9x6xxQkeHifQZvRaMW27yrQ4oOiOc7MnZ993j0YIQRvvrYfVT7szjmYIBC8/Ybr6+Mr1/QVkKo43Ybvt3iveJUnUlLDMWVaGrReLPoE9P29Wix2GA02GI3Wvn/O/butr4tTr8Xl577JZEMNhSCcIyqVAmlpYU43D0jB2wU0NvSgu8v/NiEPlJkTibY2+kGJG2+ehLBwz+YqP/nwCPbuqvX4uQKDNAgQOZ8pN0EgaKJQIX7eomwsuDCPwoiA3h4LXnx+l0fH5OZFo7PLLHrDpFwCgzSYOSvjXEeWd988gFaKnduCg7VYc32ppPuUjz86DLPJcTCdEIL2dhOsMnYHu+2OKdBLnKdzxJ+6cqZnRmDWnEyPrhNNJhsOHajHvj21ftthW6r+EOdwr+MbbpnksOL9R+8fRkO9uM/hvmsBHnaJm9fEWrY8H/kSuhr7EiEEZpMdvT3mvq6XZzte9pz993NfP9s50eTlEKYcbr13BpIzInD0SBMOH2pAp590f/GV0FAdzGb7uc3pIzmQKYVWq0JUTBD1zZuDu3Q6QwiB2WxHR4dZcpjUm5RKDhkZEYiM1A953VRWtuP4MfFrbkuW/tAh7PTpNpyQcf0uIyMCeWeDCt3dZhw52kwltEEDIWRUvP/6klKl6At8ng1+hoToZLs3d4UQgnWfHUOdjF1ow8IDcMmlRaL2F/C8gG1bK9HY0CPDyIan1aqwaEkedDLPJ5lMNhw7Rr/I+vjxCQ5fT3a7gOrqDpic3KN5g1LJIT09wudFAXt7LZIDZldfWypr0NARi8WONyQUornx1skUR+OZT9eWuV3wbqCwMB3mzsuSYUQ/aGzoxpbvpM915+RGY9x4+UOSAPD6y7upBGgmTE4RVfDdU3Y7j/feprNfd3xJIsbky3/v29Nj8aswGQAkJoY6fK9vazNi927P55gdmTIleUg36JHCZuNx4EA92tt9//c3YUKSy+KrNhuP/QfqwctQ4N+R8ePiXe77aG83Yt8+z0KmGo0S48fHY7vE4oOzZ2dAq1XKto4qVmCgZthwtdXKYxfF3z8AyM6ORKyDIDdNZrMd5eV0ChYKAoFSpfCbDscDGQw9WLK4iIU6GYYZEViokxmVOjo6EBMTA0EQQAhBcHAw2tvboVR6f3LFV9auXYt77rnnvK/97ne/w4033uibAVFAK9R5w30zMGVeJsWRnd2c+bfv8fmrB6ie15m5F+fj5gfniF7c/OL1A3hdhkDW1fdOx4Vrxrt83MaPyvD8oxs9Pr9Kp4Q2WP6qNP1u/e0cTJydIekcnR0mvCyx8p9Y114/QVQ4YO0HR7BjaxX9AQ0QEqrFvb+e6zJ8467Ghm58vraMyrncsXJ1ISIjpYVGbLa+SUxfVMu8ak0xklPCPD6uqb4bf/zN1/QHNIyM3Cjc8ctZkjvsnDnVhj/9ch2lUTm24ppiLFxFJ+Tyj19/hV3r6VeATsqIwBNvXS7LgvHHL+3F2lfpdVMb6C/vXolwGUJaR3bW4Mk711I/b78/f3g14p1UQ5eivq4LH31wBG2t/l29f/KEREyfm4Hf3PKRrM9zx6/nYIwHxRdOlbee694wHN4uwG6mv9C94tICTJoqreOQI7t2VGPfHnqTxgoFh1vuEFc4xF3vvr4fBz1cFHDmd48vlL2CaGurAW+/Tv+97o6fTnO4wViqb746if376qica+q0VMyUeG3sjvKTLdi4nl6Rjutumij7ppGWFgP+9Xd691dhYTr87L6Zsv0OGo1W/OnJTZLOsWhJLqZK7KImliAQHDpYj7IjjT55fkcKiuJRUBg/5Fqrvr4bL/3P9905Hdm2pRJnqoZWZS0pTUJoWAA2fVsuavON3CKjAjFzdgaCQzwPbBNCYLXwP4QvjVYYDQP/ve//5d7QTAhBVVWnrNVsk5JCoJchBMjzApoaetHV6d9dWy65vAiZ2ZH477M7qJ87PCIA1984UfR79UO/+tKtx+kD1bKF1GiIiQ3CBQuz8ZfHPJ/nG2z8hERcfm0JhVH94OCBemx2o/tCUIhWlt8VqabPSENyyg+d3Ww2Hs9Tfj0XlyZi6vQ0KufauOEUmhqHbsK2WnlZ719nzErDxEnudcv1hN0uYNt3FSgfgV05uzpN2L+vDmVHfN+ZQA4cByiVCnCcewGw2LhgXLRy+Hk7QSAeF+4hhMBktvss/HT1NSVITAqV/XkIIbCY7ejtsfwQsOwyo7fbjJ4BX+sPZBp7R1bHP7kplBz0YToEhgVApRlda9SDA5g/1kCmGAoFh/AIPSIkri85ExKqRYqI9Z9+druAzk4zzDLMj8opPj4YSUmhUJ1dU1r3hfiuhImJISgaMN9ss/H45hv5ChYCwKxZGQgK+uG6v7mlF8ckBFNpsdt4WYty/NhxHM7r9BkaqpNtnrhfV6cJ7751QNbnmD03U3RXNZ4XsGVzBZqbeymPyjG9Xo0Fi3JlnUMWBIIDB+h34srLi3ZaGIAQgrY2I5qavPfzdCQ2NmjYIL63lJ9swTaJBeuuv2kSpdF45vutlTgusiPf2II4TPbRPL7RaMVXX54UdezyFfmyvx/WVHdix/Yzks9TUBjnlcAhALz20m4qc/UTJ6egwCvBTgHvvX2AyrmKxsVjbKG8Y/anLp39tFolYmIcdwo2GKzYsqWK2vMVFcX5vJirJ1pbDdi7l846uBRRUXoUFcW7DP/zvIBDhxu9eq9VWBB33n2GMxUV7R53cYyJCURRUbzkDqn94dBOP1xzGq5bJ9B3nbXte2lh1sGiovTIy42mes7h2Gw8jh+nd785ZkwM7HYeJ062orvbPwrAslAnwzAjCQt1MqPWggUL8O233wLoW0DatGkTZs6c6eNRec/f/vY33Hvvvee6lSoUCtTX1yMmRtzEqT+QGuoMCtHiqVcuhZrywunHL+zBu//cSfWczkycl4G7/7hIdMiJtwu4dd4LMMmwuP73z65BtAc39hs+PIr/PbbJrccqNQroQrXiBibCFXdOwfyVnnU5Gay5qQdvyrDp3xWNVolrri0VtbG1/EQLXvqP/K/nu+6biQRKm066Ok2Sqyp6YuGS3PM204lhNtnw+qv7ZOkQ4sr1N05AbJzjCT9HDL1WPHH/Opi80GlWo1Hid39ZiqBgab/zJqMVD97ykexjTsmMwC+eWiw5fAoA7c29uPvCVymMaqif/XERJlIuagAAJoMVP1kmz5gnz8vEbQ/OpX5e3i7ggcveQsOZTurnBoDZy/Nw68PzqZ+3saEH77190C8rnA20ctVYFI6LB8dxWPvWAayXsYN5XlEc7vi1uCIXr7y4B2eGqfJnM9kgyFARUaNXQ6FS4MHf0+3cSgjBu28dQAfFqpPZudGYvyCb2vmG8+c/bKA65kefXiL74u7+vbXYRnFRDADGjI2V9Wf9/jsHPV54cWTBohwUlyRSOZcze3bVUA0o33zbZNk7zx8/1oy33zhA7XwlExKx3MGGcxoIIXjkoW8knSMpORQ3+6DCd31dFzZtoBf4pSEmNgjTZ2YMGyqXuztnYVEc1deKxWKHguNgMFqxecMpdHf538JpQIAas+dnITr6/Eq1gkDQ0WHEkYMNaGrqBe+jblme6O62oLFRvg11er0aiYnBVDfKCQJBY33PiAhyFo3vux4tO9qEL784Tv05Fi7OQYHETUQmow1PPvrtsN/z9yBnZJQei5bkISo6EIQQ/OZnn0k+Z1JKGH7yC3nm7997++CwXfh0ASrZO3mLMbYgDmML4oYUCWhvM+LtN+jONS5bkY+UVGnzXIO1thiwbWslTCYbCCFobTHKWhwgNi4ICgWHK64qpnbOhnrvFo9zJj0jArPmuu7KabPx2PTtKb8JoLqDEDKka6ijkGZyShga6rslFSpz1q3z6OFGbN7oOgAuCARGk286lmk0Slx/00SPu2YQQtDc2IPtGyuwf2cNenv8Y2OVSxzXFxQ8+5oQeAHw810NmgAVwhNDoPJBBycpOA4Ou9z6I41GCX2gBlqdCoQQCDyBIAz8Rzj3Nb7/a7zg0y7FAXo1YmNDqK9RO+JJl87hlJ9sg8XywyZjrU4leyE12oKDtUhJCcW2reKDGnPmDr3Xb2joxv799ENZ/WJiAlFamnTe7yMhBDU1Xaj0Yccaq8UOu4zFiBjnIiP1GDMmBsEhdPdK7N9biz27aqiec7CrrysV3YnYbheweeMpr66nBwVrccGCHGhkfL+uqupAezvdP1N8fAji412v/5vNdlRVtXu1K9hwAgJUSEkJPxfC96bP1h5Fa4tB9PHpGRGYPVfeDpKOvPhf8ft41lxfCo3GN91SP/rwiKjjYmKCMH1GGt3BDKPidBv2UliTKi5JRFZ2FIURuTbSgp08L1ArJjC2IA5FMnVGtVrtkgLwQUFahIXphtxX8byAhoZuSfcjyS4KfFmtPDa4UdTOXRkZEcjJ8c7rWQxBEFBW1oy6uqHzvd5WUBCLxETX+x8FgaDsWDN6vDgnkz8mBqEezn3v21fncbfT7OwopJ4tdn/wYAMahyn45y6pr7ukpNBh51C7usySrr8iI/UIcbIP98TJVrRIuL4YzvRpKbLP0/B83+8SLbm50eeuo41GK46faIXB4LsCcCzUyTDMSMJCncyotW7dOlx44YXnLmxWrVqF9957z8ej8p7HH38cDz744LlQZ2JiImpq5J2QlZuUUOdPHp6HoknJVMdj6LHgzgUvwealypRjShPwq38vl7Tg11TbhZ8vf53iqPpk5MfgsddWi7qRWP/eEbz4xGanj9GGaKDSemehc/HlhVh14wRJN0WEEOzZVYNtMne6HCw8PACXXTle1MIqIQRvvrwXRw/J2+lm8UVjMItiqOzk8WZs2VxB7XzOTJuZTqW6XmVFO95923sh1H633j4Z4RHiuvecOt6Cfz/l/PeUll/+YQHiKQR+z5S34k/3u9f1RIpHnl2BKBEh2eF8/+VJ/PvB9VTONdjzm25GgAwbgk8easRTFDbvDueh/6xEWi79ieK2pl7cvfQV6uft95ePr0acm10z3GUx27Hlu0p87+XPFU+sWl2AsYVx5z4/bVYe9137rqzP+dtnLkSshCqRhBA89vD68/7baqC/MZNTcFAHqM79bBYsyqbWBcdm4/HCc3SLMcy7IEt0BW138LyAhyh2T46KCcTPfzWH2vkceePVvVRDqABw0cqxSE2ju4F+oP/+Zwc6KYXAL76kANk58leE/PrLE6iiFELVapW4VkL3NHdt/PYUNm+kdz264uKxKC6VNzz7l6c3o0dihczfP7aQ0mjcY7XYcWB/HU6V+0dIgeOAufOzERfv+HOoo92If/9zu2xjkNqdczi8XUDZ0UYcoNTdl6Y587KQPEzoiBCCY0ebUHa0CTbbyOgcQgjBmTNdsFrlG29qaijV7hKEEPR0W9DU0OuXXVsBYNVlhRhXnHDe+/5bb+wfNsgn1a13TEFQEJ3NtIcPNuC9t36YI1CpFAgM1rgMb/lCWFgAFl+Yi5jY8++BH7zvc8kbvDVaJR55eqmkc7jy+adlOF3eBqCvc1pwsBZanW82NA4nITEEkyenOhzT8bImbKDYyRwArrtxAgIpvZaH09trwfMyFo8LDdOd1101IzMSkyZL69Zpt/HYs7sWRw41SB2eZIuW5iHZjS5rVqsdB/bV4fChRlhGSEe1/jCnO10uo6IDkZUdhcysSATo1Xjz1X2in3fFqgJExwQ5/P6//7HN4fd82ZkzPiEEl10+TtR71sE9tfj4jQN+WazDEU7BQaFSgnMR4CWEgAgEhBdAfNQxtZ82UI3gqEBo/bDjszNK5cgJcgJ9wUIxBStp6A+Gnh8UPRsgHRgoHfS1gAA1EpPlm/txRGyos7vbguqzhRCjogORlxs9JETW0WFEeXmbzwNB7tJqlWiSUExnydLcIV8TBIItWypl3Zw6e3YGAodZ0+F5AadOt8laIMgRQSCwmGw+DUgzwPjiBLfCe+6y2Xi8/vIeWe/1Fy7ORWp6hOjjbTYeGzecojbX7Y45czOH3PvS1NVlxunTbVTPqVYrUFAQ59ZnOyEEDQ09Pi8im5QU6nHYRCpCCF55cbekc1ywMAdJlNeC3VFf14UvPxdXuEylVuDaGyZSHpF7enosWC+y2/WKlWMlFfZx14njzTh0UPo8wKTJyUhNE/9+54lXX9xF5Xps0pQU2btfAn3XEe+8SadQWd6YGBSXJlE510BNTT2i5+wTEkJcFh/u7bWIft+Niwt2OV8sCARff02vs3xUlB4TJtD/OUtVXd2JY8fohdDECAxUo7Q0ye39mQaDFYcOy7sfc6Cc7CjR64cbN572+L1l4sSk8z7Pv/mmXPT8mdhQZ0iIFpGRgU4fQwiRVIQ33cX1bHOLAScpF9ubOCFR1k7yQN/P5cgR8R1WB8vKihzyu9HTa8Hx4y1e7VALsFAnwzAjCwt1MqPahRdeiHXr+jYMcxyHr7/+GvPn0++a5I/+/Oc/4/777z83YTdx4kTs2LHDx6OSRkyoMz4lFA/+czn1rj31VR14+u7P0VTTRfW8w0nOjsQjL6+CTmQFw36GHgseu/kjVJfTnRy++6mFmLJQWnehr985jJef+m7oNzhAF6KB0guVayfPy8SN98+SPCFot/H47NMyVFV6r1pqYlIoVq4qEL3hj+cFrP3gCHZvr6Y8sh/EJ4bgjntmUKu2SAjB7p3VOExhYtWVwqJ4TJxCp/rR99uqsGVzJYVRuUevV+P6myYiWELHy11bqvDey3tlX6C/6WfTMLaYTkW9I3tq8cKft8AqY+j+xvtmoJRiZciKsmY8cuOH1DsKrbxpAlbfPonqOfs11nThqZ99iu4OupvC4lNC8dhLq2VZoGlr6sXjt30sy+f3nJX5uEWGrqImkw0vPLfT42p4suOA1ZcWIb9g6AYhi9mG55/egpNH6U38DbRgRT4uunIclXN1dpjwj79uBSEEdrOdeodOlU41bBffn907A6EedtYYjBCCb746iYpT9K7tLrtyPCIoB4QGe++NAziwl05YqGRSEi65gs5rwZmD++uof37fdNtkWTsc7NpZjU2UKrJefU0JEil1WHemqqIdX395gsq5EpNCceHyfCrncqamphMvPLeL2vluvn0ykmT+Wa//uhxbt0h7Pf/mwXlerept6LXgq3XHvb7QM5yicQnIH6Zz2mByBjoLCuOw4mL6nVztdgFffX6MeqcAKSZNSUFOXozDezG7XcDW7ypkCe3JhRCC5mYDurrkqcYcFqZDTIzzhWsxmhp60N7mZ9ejGD7I2W//vjps/JZuAC4pORSXXj6Oevjhn3/diuamXmh1KuqdV6QKCtZiyYV5iHdQTOW91/dj3y7p3Qye+Psyr4RKmpt68fmnZdANKLriS3q9GjNnZyA83Pk1eEeHEW+9RrdD5+13TZN1Y2RPjwXvv3tIlo3XHNfXnXO4v8MVKwsQIDJUZTLZ8OlHR9Hd7bvwm7tdOfvZ7Tw++6QM9X7QmcBdhPQFnaSuTnMcoFQqoFRybncYnDErHXlOivZ1dpjw5mtDQ6OEEBiM3u/OWVAYh8VLc6FQeD6nTgjBJ28dxBbKYXC5cUoFlBQKGwhng57EC93bA4K1CKfcHV1uI60zJwCEhOoQFi5tLs3bFAoOarX3C0golRzG5HtesI0QAoVCgcTEEJevDUIIamu7YLcL6Ooyw2Ty/f26M3a7ILpLcWZWpMONxR0dRmyXcW115sx0p+t7Fosdx0+0oLPTN9cuhBDwfF/gmeeJzwP2PyYZGRHIzaNbgK+2phPrPjtG9Zz9lEoO8xfmSA462Ww8vv2m3CvX6xwHjC9OlLXQoc3G4zDlgIdSyWHcOM/W23t7LThzNtDvC2FhOiQkuP7soclssuFtieGyK9eUyB6yGI6Ubp1Ll+cjzkcFMsR260xKDsXEiXQbODhy5HADjlHoVrZ02ZhhCzPI4ZUXdlEpPLTykkLRBeI9QTPYecHCHKdFm8SoqekUdZw7gc5+XV0mdIsouhoSokVoqOv7IUIINm+upLaeFhsbhGJK+7ho+P77M17tdDlYZmYkMjMjPPrMams34tSpNq8UCctIj0BsrLTfi/Ui5pHmzcs8b56ZEHEB44AANZKTPV8n12pVSHCzGLyUYKerUCcAGI027NtfL+r8wwkM1GBcket1aaloBzvz82Mcvi92dZlx7HgzbBILhbqDhToZhhlJWKiTGdVaWlowYcIE1NbWghCCsLAwbNiwAePHj/f10GT34osv4uabbz53EzFr1ixs3LjRx6OSxtNQ531/XIScgjjq4yCE4OHrPsCpw/IEFfpFxATiqXevQBCFynSEEDx+2yco20O328Z/N95EZXwA8OWbB/Hq01vP+5omSA11gLwToTmFcbjnyUWSOqAOtP37KuyUcQFvoOycaCxemis5tLxl42msWyvPIg0A3PvrOYiiPJlWcboNG9fTqzA2nJTUcMxfmEPtxri2phNvUN6A50hklB5rrimBTmJYpKG2C39+8BtZq+4uXV2AC5blUTtfR6sBD9/xCXiZKspOnJWG6+6ZTnVhqaPVgF9f8Q56KVfMf+ajqxEjUzDEbLLhd9e/j/ZmA9Xz/uTRC1A6M43qOfsJvIBfXfE26iroh+6f+XgNYkVMLrpCBIK33zyAcsrV3MRSKjlccmkR8lxsCnr5H9uw73t5Pguf/N8q6p1ktn5Xia8/Pw6e8qShJlDt9L3iwUcukPRecnB/PbZvqxJ9/GA33TqZ2vWQI4f21+MdSp+Fyy7Ox9SZ6VTO5UxVZTs++6SM2vkiIvW4ck2xrBsUmpt78drLe6kUCrjp1snUOwEOp7vbjA/fO0SlIEPhuHhq3XCd6e214Ll/7aC2ePiLX82m1vXNEavVjice2yDpHLffORVxFLsBuCIIBN9+fQItLXSvOTwRFx+MadPTPbq2fvzRb2UZy+13TkFkFP3AHgBs31aFUydbZDm3J8YWxmFccaJb97mHD9bjiBerG9PQ3m5Ca6s8wdmMjHBqhZQG6uo0o77Wf8JCqy4txLiS4YOc/SpOt+FjkZvFHLloxVhki6wS7QohBI8++A3CwnV+Ea4I0Kux5MI8l10nurvMeOYPG2GxSNsk9Pjflnml6wLQt/H9yy+Ow2TyfjhroKnT0tzu2G6x2PHBOwepbdbPyo7CwiVDO07RRAjBay/vRVsb/fe78HCd089kjUaJVauLPD4vIQTrvz6JM14s1DfQoqW5SE7xvJPb11+ewCk/mTNwF88Lsnf4Uiq5c4HPge+rCxbnuvzde++tA0OuPY0mm1c7dM6ak4HJEosMHt5Xh5dl7BovB07BQSlz8RgiEBBB6CvqReGFqNapEJ0W5hef354YaR06VSoFErxQbIo2rdY3nVvDw3WiinPt31cHjUYJjUYJtfrs/2uU0KhV0GiUCA7RIjY2+Nx1m9VqR1PTD90iCSHo7bXKVsBGKquVh1FkZ835F2RB42DelBCCffvqzvtZ0LRkSa5bv689PRYcLWuCRcZip+4IDtJg/PgEKBQcbDYenZ1mtLcZ0d5u9Fn4dLSaOSsdQUF0Q0OEEHzz5QmckdDByBGOA1ZfPp5KQN9qtWP91yfR2ytft9x+CxbluCzCIwUhBMeONVMtZhceHuBW6GAwnhdQU9MlaxdiR5KSQtwKK9F0pqpdUjGwwnHxKJ3gnbDhQBaLHW+8slf08TfeOpniaNzX0WHCpo3iCpGuvHis165d9++txSmJxXTj4oMxY2a618b88v92Qer276joQFy43DtdUWkFO/sL0alU9Na2xYQ6g4I0Hn9OiHketVqBuDj3A0n799dTuz4tKUlADOU9f2I0NvbgoBcaPwymUHCYPDkZISGe74+1Wu3Yf6BB9jml5ORQJCXSuWcWE+q84IKsIV+z2Xhs8LAAdXp6uKiGJp5e9xgMVjQ3e/774e7z8LyA7TtqPD6/I/FxwcjM9E4X6BMnWkR3LB4oLEyHZDe6mre3G1F2rFm2uWIW6mQYZiTxfskghvGi6OhofPPNN7jgggtQW1uLzs5OTJs2DX/6059w++23Q6Uavb8CWVk/XCz3dQGQXk1qpMgpjMO9Ty6UbYJk5/rTsgY61Vol/vbpNQiPprdRs/JYC9VA57Ql2bjr8YXUzgcAi68aB0EgeP0v2wAAnJKDSidfsCA6PhgP/nsFAihWSOvuNmPPLno3ZY6ML07A7LmZVF7jNiuPLRsrKIxqqFWXF2HClBTq5xV4AXt3y/dzDg3TYcWqQtGdT4fTtzFM3hAqAKSkhGH15UXUxv7lR0dlu3EeNyER19w5hfrE8NcfHpUl0KlUKfDUS5dAL0PYYsunx6kGOgsmJeGBf14k60LB7k2V1AOdz35xHbQydq07+H019UDn/EvG4sbfzKF6zoHOnOnweaBTrVZg1aVFbld9bmvuxf7t9N+jr71rKiZQ7I470ISJSVj3Mb3QnkLJQe3Ga/mNV/djzXUlop6Dp/hZGBqqwxUyhwyBvs/CLz+lU0TihtsmIStXvgrZA+3bI73zVL+Zs9MxrjiR2vkc2bzhNJVA550/nSZ7yLDfvj21VAKdM+dkYIyTzjs07dxeTS3Q+eAjF0gu1OKOF57fLen4pcvyvBroBPo21/gi0KlQcJh3QTZiYj3/8+7bS+99o59c3Tn7dXaYfBrojIsPxuy5WdB4UN3eYLDiWJm8xbZoEwSCDhk61sXEBCIsjE7BrcEIIWiWaXOyJy6+tBDjXQQ5B9pDec7gzp9Og04n370Kx3EYWxjr0057Go0SSy8ag5RU90NlX356THKg85E/L/FaoBMAjpU1+SzQOSY/FoVF8R7/ectP0uu+NH9BNnLHeN65y1NVlR3UA51KJYfomECX7wNiN53U1XZ5PdCZlt7XldNRSMSVnm7ziAl0hoXpUDIxGSmpYXjp+d1U7lec4XkCnh/6Wti/txbd3WZkZkZC72BdYNVlRXjuXz+EIQWBeC3QueLiscjNk/47ytsFfPLWQQoj8i7OC/dEnIIDp1BCMeiykxByrrOnJ53mgiICRlQ4Ehh5HToBjMhAJ831JU+J2WxstwsQBAKz2e5WsGjW7AxEDOrmxHEcgoO15zpLWix2dHSYYZepAKenNBolzCZO1Hv6t+tPYcnS4YticByH0tIkGAxWbN5Mf721oqIdmZmRLh8XHKzFlMl9a7KtrQYcpdBpTIyeXiuamnsRHxcMtVqJ6OhARDvY88DzQl/os92IjnYT2tuNshd+GE22fFfp8HUpFsdxWLgkDz3dZrz9Bt1CxYQAhw/VY+bsTMnn0mhUWLosHxaLHV9/eULWe7yD++sxZ97QoAItHMchPz8Wzc29qK3tonLOjg4T0kXUw1QqFUg7WwClo8OE+nrvzVE0NPQgJMS7ha5S0yKQnBKGmupOUcefPN6MoqIE2YulDqbVqpCbF4MTxz1/n+c4wGSyIUDG9XhHwiUEuqsqO5Ce4Z0wS3FpEqxWHtUiXxcA0NjQg4b6biRQCli5cv3Nk/Dy/3ZK+gxtbTGg/ESLV+aMFAoOV1xdLPlzprfHguNlzSgoiqc0MnHCwjx/bYeHB3i8TuBpR7vi4gScPt2G8nJpIWUA2LevHosX50g+j1TeDnQmJIRg7NgYKBTi5ypqartknVOKjwtGaqp/FppSq5WYOjUF2z1ojKLTqcDznv28dDrP9/+L7abM84Jb6/lKpQIzpqfiwMEGKkVIGhp7kJwcKnoO2RO5udGoquqQvAeis9OMyEgb9Hrn1xwREXrMOFusu6XFgOMnfF98mGEYxldGb6KNYc7KycnBzp07ceWVV+K7776D2WzGz372M/zxj3/Etddei9mzZ2Ps2LGIiIhAQIB3K3/JqaSkBGq1GnZ738JLVVUVLBYLtFrvbMr1ld/+YxlS3FjYkGLvpkrZzv3XT9cgVobFyS2fn6B2rof+dzHyShKonW+gpWvGQxAI3vzr91BplLLcdKrUCjz56mUIk6HjUH1dt8c3l56YNiMNkybTDUmWn2hBL6XN6P2ycqJw/W2TZduU195uQjfljob9rlhTIvrm3RmTySZblV4AyM2LxkUr8qmGAex2AYf31lM7X7+IKD1+8dgCyV1EHdm1mf579L1PLESmjBPY331G7z361/9ejrETk6idz5FtX56kdq5Lb52IJVeOo3Y+RzZT7kj817XXICZR3kpepyVWAhVLq1Vh1aWFojoR7dpSJbka6ECxiSH41R+XQClD16l+Rw7R6/Cl0qncHmvF6Tacqepwu0PPQI0NPVQq5I0vScSUaamSz+OO1mYDuihsRr/nV7MR7aVqoL29FmrhiquuKUGEFzpe8rxAZfPHz+6dCa0H4SopCCGopzDmC5fni+pEIdYpCguhsXFBuOOuaRRG456mxh7Rx6amhVO/F3GHt8Nk44oTkT82VtK96DqK99+AvN05+zU2+CZIpjjbISg9M9KjQCcAtDT3ynr/LQej0UZ1zAoFh4yMcFkDcVYrDzvlbubu8jTI2a+724zaGjobIXPzonHhRflUzuUMzwtoEVEZWipCCHq6LPjdowtEHX/6hLQw2e+eWAiNzB3ZBhNTgVsKi8WO7i4LiECwZGmeqN/Xqop2KmO5Yk3xkPCFXGh3UY6IDJD92rSxQfx1kqcWLsn1KEDtyAk/3uQSnxCC0glJSB60sezo4UbZA53OVJ/pRPWZTmwc1HUgOiYIWdmRyMyKQkSkHtNnpWPbd31zjDa7/B3PFi7KwfgSegWAWpp60SFDp1y5KbwQ6nSE4zhwSg4YZgz9nT2JIAADLuU4BYeAkJG35qpSKbzaefbHSsrGX6mCRbwuqyo9u974bnMF8vNjERKqg802/PukVqtCXFzfHB7PC+jqssBo9G23dLVGCYvIbnjV1Z1ISQlz+P3AQA2WLs3D8ePNqKB0/Qb0fd67E+ocKCoqELNnpYMQgrq6bpymOB53dHaaEB/nukiWUqlAZKQekQ7mTAWBoLm5F3W1XTAabTAavds5+8csOESHW+6YikMH67Hz+zPUzlt+ogXTZ2ZQm8fQalW4aMVYmM02fPnFcSprJoM1N/fCbhegknGNCgBiYoIQHKzFsWN0Atk9PZZzIXsxwsMDEB4eAKuVR1VVh8P3elp4nsBisctaUGs48xfk4OUXdok61mLhUVvbifQMefenDWf6rHRRoU5CgMqKNuSPjZNhVK7NmJmGrVuqPD6urKzJa6FOAJg8NRUWqx1NjeLnkJqbe70W6gSA62+ejJee3ynpHI2N3V4JdQJ99180gp005/nEFiIRs5YUGKiRpfjjYJmZkQgM1ODAAelhSEKIT4OD3rwGLClJQHQ0nb0I7e3y/D1HReqRlRXpl2HOgUJCdCgsjMNhN+aKS0oSRAUgHRWQkYPRaPPo+mr8uHjU1nah6kyn5Odu7zAiTkQhYjHS0sJRX98tuWijwWB1GeocqL8gECEETU29KPfRfjmGYRhfYaFOZtRSKodWpui/kO2bwK7DU089haeeeorac3Icdy5E6WtBQUGYPXs21q9fDwAwm83YuHEjFi9e7OORuc9iscBi+SFs1t3teJNh6cw03PLALK/crLTLsKn0j+9dgeQs+Sb72iVMNg308vbbPN5o6all1xZD4Ak+fGEP9XM/9uIliJNxo3enTJMu8xdko1Cm6mImyguoDzw8H6EiKpF5wmiUXsVosItXF8katJBrQm58cQIWLs6R5b2PdtgXAH739BJEyDihwtsFmCm+ppddWYQllxVRO58jnW3Su08plQr877tbvFYNtKudzsawv7x7JdXO1M7Q6oa68PJCXHf/LCrncqWh3nubSgP0aqxaXYhMidcjxl567x33/WEhUmW8PurXRek9WhOo9vj9+JUX9+AhEZvoW1ulv28sWTZGVKBUrDoKob3f/WEhAjyY+JWKRggVAO64a5qsweSB2tuMkjdY3Hf/bK90jexnNtslV6m89IpxCPdSSAHoWzxslBCQBICp01OxaAndavpyuuGmiT553nYK10muxCeEYOr0dFHVXOUkd3fOgdoofK64qz/IOVBiUpjH55HjfkVuNEMsiYnBshQkGsxs8u4858rVBSguTZR0j0vrtbH68iKkpHjnWqmj3eRxtXUpurvM53XIrqnuRLKTDerD6Qsrir9W+sWD8xDopY7g/QSBoIPSvawzPC+ga5iuVG+8ug933j3d4/O1tUof8y13TPFqxzAzpU45arUCkVF6j98T7HYeKpVnf97WFnkDv6lp4Zg9L4tqRXUDhUrvtGRkRqJkYhJiXBTg6aU4Z0BTS3MvWpp7sX3b0NCCXB3mOAABAWooFBy+31pFN9Qp8V7FJ/x4IyKnUJzNeioHfV3cBl5vysiMQGFRPNIzIqFQcLDZeDz7z+99PSzGD3V3e35dV1bWhIkTk916rFKpQEREACIiAs51X6n0codsAIiNDUK1yA21R480ITExxOWcWV5eDDIyIrF+fbmo56GJ4zgkJYUiKSkUPC+gorLDK533enroXKMoFBwC9RpEOSh0RQiBxcLDaLTCYLDBaLSOuOJP/q5oXALyx8bi7df3U+mGyfMEdrtAvcuQTqfGylWFMJlsWPf5MerXb0ajVVQXZE8FBKgxfnwCDhyQXnS5q8ssKdTZT6NRIicnCoT0haxbKdyfOmIyeT/UCQBXXVOKN1/bK+pYi8V3+wMXLc3FV194XlzQl/eRYkNScgS2XZk1OxPffH1S9B6wLpmK1Dtzwy3Sgp3eXCMA6AQ7ac7zebMAlTfvI+PigjF1qtqjbonD6ew0S+q4K1WLzPN24eEBGD8+geo1iiAQ6tckoSFa5OXFyFbok2bx9n4JCSEICtI4fQ0WFsYhOjoIvb2eF6PxdA64n1qt8HhNRszfZ1JSKEJCtDh0uMnjYwcyGLxbICkhIQQajRINEgohir1/4DgOcXHBiIsLPleoqLLK+/MHDMMw3uZfu5UYhiJHF5kcx50X7hzN7rjjDqxfv/7cn/dPf/rTiAp1Pvnkk3jkkUdcPu7R/65ErBcrXNkoThg9+uolyCqUvwqaNkDa2/3Ft0zApXdMpjQa15bfUIKKky04ureOyvl+/fdlyPBSRTGali3PR1a2513SPGGlVFXxqhtKUSBT8HQwnuKkx6KleUhKDqN2Pkdof9xMm5GGGTPTZJ3ss1JchPjJr2cjMzea2vkcsVrpjDkhNQz3P73Eaxse1WolzBA/AbPm3ulY7IVOlwOJnRjrN3VBFm75zRw6g/Giv312DaLj5e3OOVBwsLwb9QODNFi1upBqdVMa79GTZqVhzZ1TKYzGPRqttNezQqWAWkIQqKPD5PEiiF5it+OrryulsqDvCanP9+jTS7waNAQgOeA1Jj8G8xfmUBqNewKDpL1v/PJXc7y+KVWrVUGh4ERXWb3m+gleDfsCfZvKggI16BEZHLrkskLZirbI4bcPzffZc2t1agD0C6SoVArMnZ/ttc6/nrrtzikONy3KIUDi54orCgUHzskis5jnH4lzejSGHBCgQlJSiNfeq+XuRAHQCXIOROM+7qf3zPBqAE4fKP/nWE+XGRbL8HNA/3t2Bx550sM5Y9KXvxHzur7zvpmI9GIF7X4KBQetVgWzyO5MrnR1mp12fhK7iSdAr4bBIG7TZUxsEFZf7t35AgAQKLzhXXl1McIjAvDRB4c9PlbMnIVWps3DtLpyDscb79GOjC2MQ3FJIkJCPdvcLnU+aTRQKDgE6FRDPvc2bTiFOfOy6DyJf+cMHRh513b+FujMzIpE4bh4pKVFONzgKQhE9Oc3478IIbDbeUnda5RKhahrldY2g8edwPs2aAYh7mwnx54eCyorO0Rf73hCr1cjOESLnm5x8zkbvj2NBQuzXT5Oo1Fi6dI81NR0utWVxhuUSgWysyKRnRUJq5XHiRMtaJepIC3VwJ6Tt1qO46DTqaDTqRAxYIlDoeCQnBIGQgiMRhva243oaDehvd0Ik5cLF8mN5wXZ58xVKiXWXD8BDfVd+OyTMsnnE3gBgwsl0BIQoMaq1UUwGqz44vNj1Lp6ebM7mELBoaQkEdXVHZIClFrKhdo5jkNsbDBiY4NhNFplCeYrlb65ttJolFi0JA9frTvu8bFyFYBxh5gieQCdeTMpJk9Jwc4d0sJl3rJgYQ4++7RMVKF8b69n9rv+5kl4+X/ius9qNN7fRi412Cl3U4rRIjRUhzlzMrBpU4XocwRJXH+WSq7Qf35+DJJl2jNI8/pBr1ejYGys7O8tYuY5QkJc7wEJCdFh4cJstLQYUFbWBIuFh16vRkJCCDIyIiTNr3izi6zYpwkJ0WHypCTs3FUr+rk1Pvj8jooKhFqtRHV1p6jjacxdDyxUJAgENTWdqK6RXkyeYRjGH7ErW2ZUG3zBRgg5t+lrYLiTBn/cTHbxxRdj+vTp+P7770EIwebNm/HCCy/gpptu8vXQ3PLrX/8a995777n/7u7uRnLyDxU/5yzLw5VeDBr2GzspCackVk/59bPLUTjFveqlNMQmiw+9Pv3+lUikGPZw1/RF2ZJDnXf/YQEKJ3nv55yYHApsl36e1ZcVeSVoCPRVUZdiXEkCLltT7N1KYgkhkjceTJ+VjrwxsfQG5UJ8fLCoKk+DzV+QjQkTkyiNyrno2CCERQSgs138ou6l15dg6pwMiqNyLkCvQXJGBGoqPK/e1e/hf69ATHwwxVG5Fp8Wjp4DDaKO/b911yHcixv++8WnhqFOZCWsh/+7EqkyB9aHk5oThWN7xVW3XXxlEa75xUzKI3ItTIZqh8EhWqxaXShbh8a07Chs/eaU6OMf+dcKhMvYOXk4EZHif4fUASooJE6enypvxUQPr1eCJVSFvuWOKT5ZTIyIEvf3Ghmlx72/mUt5NO4JDNKIDhtetCIfqenev4YOCFBDp/M8rBAaqsNtXgxTD6RQcAgO0YrqjHrjrZN9tpk9LDxAVKjz9p9MRZyXrzWkuPOuaT7d6BEaqkNjA70uEsWlScgbEyPr/YtWq3QYnHLFm905Bwr2MJDhDk7BgeNcLwJPnpoq6vyxccE44iebY90VILHgVmpqKPVNea6oKXfP6LfykgIUT6AX5BwoKFgLpZIT1aGlpDSRXqDGAwEBamg0SuqdB3q6LU5Dhv3EzK9odSokJIeirtqzBfTrbpuE5NQwz5+QkpAQHcxmepXdDb1W2btcBIdo0driebeEKdNSUTLBO3NIg8XGBaO+Ttznd2ZWJC5akX/u/WHW7Ax8t9n9TWdir1siI/U4TamhlhxdOYcTFuadDgkKBYfSiUkoLIqHTmIhiLBw+Tsc0aZSKmCjsFlbpVJAq1E6/OwrO9KEqdPTqHzWp/tg3k0y4t2NeDQIPPFKmGY4WdlRKBoXj5TUcI86dGi1KkTHBKG5Sd4uJ4z87HbeYTchm433+PMwKioQjSK6/Ir5LNIOKrAXHKxFUVFfAWSbjUdNTReaZHqNarUqTJ+eii/XnRR1vN0uoKmpF7Gx7hWISk4OQ0JCCDZuPC36Wl+Ot0WNRonCs0WnDQYrjpY1U+nC2E/qve9AWhHXU/1zuRzHITBQg8BAjcPN+iaTDR0dJrS3GdHWZoRRRHDHl7z5GRSfEIqbb5+CjevLcfpUm6hzhIbqoJVYSNEd+kANVl82DoZeCz7/7Jikc2m1KoTKMG/mSkpKOMLCAnBK5M86MFC+8I1er8HYsbEQBIK6ui50iwzKD+aLLp394hNCkJ0TjfKTLZ4d58VCwMO56toSvPnqPo+OCXYjfCOnhATPf2ZSi5lKseyifHzw3iGP1wkjvbzW3Y/jONHBTm8WmRyI4zhcuaYE77y53+OfM83Okd5cB/PFHmOdToUFC7Lwjch9HL4OhNP8LNbpVJg4MQl6vbzvLSqVAoGBGknFa9RqBcYVxfv85+9MrpsNHjiOQ0xMEGIoF9s1m+2iCseK2b8pZc5OrVZi+rQU7NhZK6ozsDeuoYcTGqpDRkYEKkTsw6Q9N65QcEhNDUdqajh4XsCZM52oq6e3h4BhGMbXWKiT+VEZSYuBtLz22muYOHEi2tvbQQjBHXfcAa1WizVr1vh6aC5ptVpotcNPKD31ymqfhFgAoHROOj55Ya+oY+/582JMmp9JeUSuXXBpAda+vA82DzaWRicE469rr/FoQZimsRMSodYoRXVGvf6+GZi+yLtdkYC+SVu9Xi16weeqa0qo37y6EhsfjLiEYDTWe75Y+7s/LIRexgUBRwIC1IiNC0Zjg+djLhwXj0lTxG0alkKpVCAjMxInjnu2ENBv2fIxGFsgf1ffgTiOQ2FpIraImNSbPi8Tq64Z75PP3dIZqaJCndfdMx2TZqfLMCLXFl9ZhJMehjqnLc7GnY8tkGlErl1wyVjs2Vzp0TGJ6eF45H+rfPa5Mv+SAnz51iGPj/vH59ciMs434Zvi0kR8v7VKciA8LEyHi1cXIjkljM7AnBg/ORnvv7QXZg83gVx8bTHmLs2TaVTO5Y2NQUSkHu1tnlU91gSqqbzPefqzAoDYuCDExgZ5tMEpMSkUF630flCoX3iEHrn5MThR1uz2McUTErH6qvHyDcoFnU6NMWNjcdTD0NBNt072eufIfhzHoWh8AnZ5UOk4LS0cl105Xr5BuSF/bBy2b6vy6Jhb7pji03v8yVNTUONhZcr7fzNH9kVCZyZOTsbunTVuP/6iFfmIcXOjolzSMyNx8kSzpIIuiUmhmDKNzgZ5d1x7wwQ8/5+dHh/n7e6cA6WkhmP/nlpYLNI6VhSOS0DR+HgoFArs31uLY2XOC2JlZUchM0tc6CAyKhBarUrymL1Jq1WJCv2Ghmrd3jQM/LAphJC+/yEAQID5C3MQGKSBXq8+1ymtpbkX6792vKFZo1EiKFiD3h7pobUVlxSgRKYg50ABAWqMLYjDoYOe3WNdfU0JYn103d//+b1nl/vv0Y709lhg9lL3mbGFcR6FOi++ogh5Y71XYGs4GZmRaG6WFhKIjQtGV4cJ1Wc66QzKhfHFiag87dk8x8WrCxEvYqMkLYVF8dgvoljftTdMGLLxMSExFKlp4TjjZmGphSLnhNPSI7B3d42oQPi555axK+dwcvKisXP7GerdZwODNCidkIS8/BjqnTXTMyIRGqpDV5fnBV18Reo8lkqpOFeIhpz9UHb0WfjS87tw+13TJD0f0FfgICMnChUnWyWfy5sIL4AbYd1cTT1WBIXJG/TIyY1G0bh4JKeEUbmOysiMHHGhTpPR5rN5FrHsdp7qe6ggCLDbBbc2gHd2mhAd7dm9fGJSqKhQp5j3SGcbbtVqJTIyIpCREQFCCFpaDKioaKfSXVap7NtEzHEcSksTsVdkYeF9e+uwaHGO2392pVKBCy7o60qze7fn1/tTpqR4fIwnAgM1mHS2mGx7uxFHjjZJ/nnHx9G7DhVbaMjdQgEBAWoEBPR1Caqp7hwSJrHbBRiNNhiNVhiNNurXXVIEB3t/jpHjOMxbkINJUy146zXPgmQAkJMnb6G1wQKDtLjsivHo6bFg3efiwp0JiSE+m4MOCdGhqCgehw55XhhY74XPTYWCOxeY7uoyo7ZWfNekgAA11GrfFG/sN31mukehzuAQLSJ8FNzrp9OpkZ0bjfIT7o07MEiDdB8U9B9swsQk7NntfrcyuT8LXVm1uhDvv+v+HgOOExdepUVssDPNx6+Ny68qxgfvHvSoEAbNItZi7/3FFPppbfW8eBsNSqUCixZl46uvPKtq5uv3Z1rS08ORnR3l1c/1iIgA0aHOkuIErxf5BIC4uCA0Nro/Z0AzcCtm/ayxsQfpHhbaFhus1kkMVnIch6lTknHqdJtHP2OtVokoH15zBAZqkJ0dhfJy9+cZFQpO1sIoSqXi3NyB3S6gorJdtuJQDMMw3sIRf2wvyDAUKBTev6HgOA48T7eiOg379+/HkiVL0Nzct4Ga4zisWrUKjzzyCPLz8308Ovd1d3cjNDQUXV1dCAnxbcWzN//2PT57Zb/bj7/19/MwZ8UYGUfk2rv/2oGP3Qyj3vLgXMy92PevjR3rT+GFP33n9uNX3lCKC68cJ+OIXKs+04EP3z/s9uMVCg7X3TABoV6qrD6cqop2vPjsDtjdrDh+4x1TkJXj22rfnZ0mfPrREbcn9FLTwjFvgfuLrHIwGKx4+YXd6PWgg8Pqy4qQmSWtm6oURoMVf39sA1rcnExIyQjHXb+eA5UPq4RZzHb8/cFvcMbNyqXF01Jw0y9m+jQUIvACHrvlI5S72QX6kZcvQaaPN8ISQvB/v/sGB753LzT008cWoHiG9wPVg73wxCZs+OCoW49dumY8rv75dJlH5NrmjaexeaP7XUn6RUQE4OLVhUhMEt+tW6xt60/hnf/tduux2gAVHv/PxdD4YEJ6oEP76/HOa+5d2ynVCqgojvfi1QUoLIr3+Lj6ui6s/ci91/O0GWkoGp/g8XPQ1trci388/Z1bG6UvXJmPabN8E7YfqKfbjLde3+/WNUdEpB5XermD+XCsVjteeH4XetyokD2+OAELF+d6YVTOCbyAD947hA43OoRHRwfi4kuLvDAq5wghePH53W4HOx96dIFPr0WBvjE/8tA3bj02KzsSa64tlXlE7tm7uwYnjrsfCAf6NoLOnZ+NqGjfhCQff/Rbtx87tiAWK1cVyDga95SfbMEOD8PVAJCZHYUJk1KGrbhaVdmO77cOXwhk6vQ0pGdIu9dpaOjGpm/Fdwj3BaPRhrq6brc3ya5aXYCo6EAE6jUI0KvPq8hcV9uJDd+4twEjKFiLi1cP/9751uvON2JaLHZUnGoHRKwixCcEIzRch7T0CEyb4b3P9c5OE954bZ9bXSqVSg53/WyGT7psDWS12vHaS3tFbfKQGuQMDdXhvl/P8fg4nhfwn79tQ60b4cZ5i7Kx4ELfFHEZiBCCjd+e8jjYqdWpMGtWBiIHhO//8cwWz86hVeG2n4jrjL7us2OodLOA1Y23TJLcTZGGb78pdztcXVAYhwUuwpjbv69yGeycMy8LcRLC2YcO1HtUHAUAUtLCMWdeJjQa39zTHj7YgC0edDIdTnR0IEomJiE9I9Ir16snT7Tgy8+Py/48NNl5we25835qlcLtzxaO+2ED6cpL6MzltDb34pnfr3frs9BvcIBSo/L5PbUnFEoO4fFB1ObDTb1WmHossJl/mINIzYjA2HFxGDsuHlEUioLyvID33z2EJhEBPl9Kobhh21u0WvGfx4QQ2O0CBMHzYn8hIVpk57jXLWWgI4cbPSqak5gYirh4zz93HXVMdMVgsKKysgM9PeI6wqWmhp0XsPjm63KP39v7BQdrMWNmmsfHEUKwc2cN2tvdLy641AeFEAkhaGjoQbmIDoFxcUHIFfH6c8bd4h4DaTRKj4qcCALxuHgbAAQGqkHAob3diPZ2Izo7vFe4YsHC7HOFI3yl7Ggjtn3nXgHY8IgAXLSywCfhhH7d3WZ8+YX716GBgRpcsDDHp2MG+n4nT5xocbuweGZmpE+6iwJ9HZerqzs9CkBzXN+Yff1zBvqC3K+/ssfl4xQKDgsW5fq0mFI/Qgh2fn8GZUdd7zOYOSdD1DWCHL5cd8KtLtGBQRosXOj9gv6DEULcDnYWFMZhTL5v93IAfWN2N9g5Jj8WU6anyTsgN33y4WG33u+SU8IwY1YG1eeuqen0+BiOA5KSwtx+PCFEVAhep1N5XLjFmR07qtHZ6d51ywUXZFIv+iWGxWLHpk2ez4FNnpyMMB/tyRQEgqNlTR7tExw/Ll5U50laCCH49tvTbj127NhYxIu4J3Sks9OEjg7XewUGS00N92hOs7Gxx63PoME8DY8609pmxHE3G4PkZEd6vUnMcGw23u0xJyQEIzLS+2v0NhuPU6fb0Nrad89tMPRgyeIiv8gbMAzDuMJCnQwzilVX/7ABoaamBrfffjuOHu3b+N2/KDpp0iTMnTsXpaWlSEpKQmhoKPR6aZU9UlLkqZLlT6FOgRfwr9+ux3YX1YvW3DcdS9eM986gXCCE4P3/7MJHzzufhPzXV9cj3EcbX4fz6ev78enrB0AExx9Xcy7Kw1V3TfWbxf4D++uw5btK8E4WA4ODtbji6mIE+qDT5XCOHmrA26/uB887HvP0Wem48GLfdfgarH8Dq7OQRVh4AJZfXHDexldfqq3tC+C4WnS++ppiJIlc2KatpbEHz/7pO3Q6CVlwHPD7vy1DsI8WiAbr6TTjr7/7Gk113U4f98dXViMoxD/GbDJY8ddfrEPZHsfVoSNjg/DXT9ZA4ePNxv1sVh7P/WED9m054/Rxz667HlqJFctoEQSC/z22AZvXOl+0/ccX1yHSx53J+gkCwXebKvCdGxPUUVGBWLm6wKfVP/t9++kxfPLGAaePuf2B2cgv9n3QsN/BvXX44O2DTgOH6gAV9d/BBx+5QPQ1zJmqDnz79Umnn4UXry70Wdep4VSeasPbr+1Hr4PPQq1OhSuvLUF2nn8sLANAW5sBn31c5vTze8asdIwvSfTiqJxrbTVg7cdH0doyfLXX0DAdJk9Jwfhi/xlzb48F33590mEVRV2ACnljYjHJx1WZBzIabfjwvUM4VT78JjelSoHs7ChccfV47w7MCbPZjqce3+D0MeOLE/wiZNjPbhewb28NTrnRaah0QjJy8qJ9fm9ICMETjzn/OQO+7c45GCEEx442Yd+eWpdVauMSQjB9Rjr0bt7Pmkw2VFa0ITBQg7CwAKpFjU6eaMaBfXWSOqtJpVIpoNeroQ/UIEDf1wlTr9dAH3j2//Wa80KvJ0+04J23D0JwMuaFi3MwdZrroignjjW5FUBac/0Eh78XmzacQkO983sng8GKuppup/Mc/eISghEWrhvyfFeuKXF5LE2trQZ8+N4hpxsmps9Iw+Spvi8+06+jw4gvPj2GtlbXm7wNvVaY3NzQ6cpP7pku+nqxo82I11/Yg3oHm5HCwgNw+bXFSMv0XcGqwcxmG3ZuP4OGBtdhlslTUpCWHjHs74+h14oX/ut+Z+bLrhyHuHhx92p2O48N6085/SwMCdHi6utKff4Z2I8Qgq+/POlyY+lNt0xCiJvzSeXlLdjroJvHhRflIzhY6/E4BxIEgt07q3HYjTDqgsU5SE3zfYcTADh0sB5bN7u3mR4AUlLDUDIhCQmJ3i8C1e/EsWZ889XJId2w/JnVxrs1Xo1aSSUcq9EokZkdhcysSKSkhosKbRw71IC3X9jj8P7bH6hUCgSFaBEcokNQiBZKlQIVp9th9bAzgy8pVBzC4zwPdpp6rTB1W2CT8GedOjsdBePikZ4d6VGBip5uMz5dW+ZwzkBuOp0KQcFaBAdrERKiQ3BI37/3/aODPlANjuNQWdGGjz44AqCvW19ySphPxiuFJ8FOnhdgt0t/7XMcUFKaJOrYfXtr3SpAo9WqUFAYJ+o5xIY6B7LbBdTWdrl1PQf0BTrj44PPu07ieQFfe9ilaKC58zJFd2rp7jZj69Yql49bsiTX59d2gkBQWdXhVvggLi4IWZmevR+5Q0yoEwBiYoPc2hBPCEG1G4VqhhMXH+w0iMbzArq6zGhvM6K93YT2diOVzrOz56RDr/ePPQY8L+Ddtw44vd4ICdXhohVj3Z5HkltXpwlffXnC6WP0ejVmzMxAWLjvCnMP1tpqQLWL8HFqaphPNtAPRghBa6vRZUElpZJDQkIIQvxkvR7o+4zZ+l0FqiqHL6ykUHCYMSsdGZm+LYI+ECEE3208jdMOwvgcB0yflYGcXP9ZdyOE4GMXhWvVagUuXDbG55+F/YhAcOxYM8rKmhzuX8vIjERxSaLPC3z2I4Tg0IF6HDpQ77CYRWZWFKbOSPObPVUAcKysCUePNMLmYP07MSkUk6emUg+Diwl1AkB4eACCgtybk/LGc7jr+PEWVLm4zpo4MQmRPu5KPFB9fTcOH250+bi4uGAUFMT6vJAj0FfMsexYi8sQYWFBLPW/Y7HMZhu2bnW+DywpKRR5lPdzWK086urEdf5OSwt36/PCbLa5fR85GM1QZ/9Y9uytd/j9/sIXcX6ydw3ou/Y/c6YDBoPj13NsbBCiowN9/vltsdixf38lpk7N8Yu8AcMwjCss1Mkwo5hCoXB4cdT/q0/74onjONjt8lT+9adQZ79je+rw4fO7UVfRga42I8JjgjBuegqSMyOw+Crfdox05MjOGnz36XHs3lABgRBodSoUTU3BsuuKkeZHk3gDNVR34uOX96HqRAu62o3QBqhRMDEJiWnhWHRZoV/chA/W1WXG9m1VaGjoRneXGRqNColJoVCrFZh3QbZfVBocrKvThK2bKnBofz3MZjt4u4Cs3CgUFMWjcHyC34SyBrKY7Th0sB6VFW0wGW3gBYL4+BDExAZhzNhYv1nQGshq5bFj+xmcOtmKjg4TBIEgITEE+gA1ZsxKR7QfVFcazGblsX1zBb7fUIHuTjPMJhuS08ORPz4eY8fHIynV/6pk83YBuzZXYsOnx9DRYoDZZENsYigmzExF0eRkJPrhmG1WHjvXn8J3nx7Hif0NUKkV0AdrMeuiPFxwaQHC/WTD/0A8L2D/1jPYsu4Eju2rh0KpgC5AhSnzszB/1VhEU6zKRosgEBzdVYtv3j2MI7tqQARArVViyoIszF9dgFQfdyJ2pOJ0Gw7sr0fFqTaYTDaEhOjQ1WVGTEwQVl5SIKoqutzqznRg0xcncHhPHWy2vkWXwtJETJqVjrxx8X6zoDVQQ1039u6swaED9TCbbOB5Ak7JQaVWglNy1K+dExJDcPNtkyWdo7PDhLIjjaiq6kB3lxm6ABVCQ3QYX5qEtHT3Jq+9rbvbjK0bK3DqZCuaGnoQoFcjIlKPqTPSMK7UfxY7BzIarDh6pBGnylvR1mqERqNEULAWReMTMCY/xi+vR202Hrt2VKOqsh0NDT1QKjmER+iRnROFyVNS/KKq6mACL+DI4UacqepAU2MPOAWHkBAtUlLDUVyaNGwnQF8TBIK9e2px/Fgzqio7wKEvNJuVHYXZczP88nqUEIJ1nx/Hrp01Q7536eVFGFsgbmOm3GprOlFxqhUtLb2wWHgEBWvR22NBckoYJk9N9VmHLEcIIdi+7Qw2bhha0Xbh4hxMnJTsg1G51tLSi5PHmtHY0A2j0Qa9Xg2j0YaQUB1mzclEeIT/LOD36+214NCBerS1GT0KLSiVHPRnO2DqAzXnumEODGRqNEpZPku7Ok3YtbMGhw42wGKxQxAIUtPCUVKaiJzcaI820dTWdGLj+uE3I0dFB2LR0jFOP1stZjs+fN91pXmbjUd7qxGGXissFh5KJXcuTOsoyDnQ4gvzEB7u3dePwWDF0cONKCtrQke7EWq1EsEhWhSXJCF/bKzPu5oMx2bjsX9vHc5UdaCxobtvrtXGQ6FUwGiwwuhksVysR59aLOl4QSDYubUK+3bXorW5FxazHfGJocjMicKcBVl+s3F3IEIITp9qQ21NJ1pbDRAEgqBgLbq7zMjJjca48QluXd+Vn2zBus9cd3rJzIrEhcvzJY/55IkWnC5vRU11FwACvV6D5NQwTJiU7DebfgYihKC6uhMH9tWhproTAukLcOXmRqNwXLzoCuMWsx3t7UYEBmkQGKihfi3e2NCNwwcb0NJigNFgRVCQBoQAEVF6zJ2XBY0fzus2NvTgeFkTTpW3gueF84od5OZFo7g0CRF+tAkP6LvmKDvchIMHHG9e8jeCQGC1Dd1UygGyXTMMJy0jAllZkUjPjHQZVjEarPj6kzKUH2tGS1OvWwUaBlMqOQSdDd4FBWsRdDaAOTCMGRTc9++BwVrJn6893Wbs2V6NvTtq0OKg6I+/4ThAF6SB/mwwFQC4Addfph4LTD1WSQFOT4wpjMPYcXEYUxiHIAeBd0EgOHq4EUePNKKzy+R2kLb/eirkbBAzKFh3Npx59jUQqKE6r7NtSyV2Dihikpgc6pfra86oVMphP6sEgYDn3QuMe6p0grhQJ9BXuNZZ0ZzgEC1yJHT5ohHqHIgQgrY2IyoqOsDzAtRqJWw2HiqVAuHhAYiJCXQYFqqp6cSRw647mw0nNFSHadOlFYipqmpHWVnzkK/n5kYjI2P4wiK+ZLPxOHmyFa1tRgToVDCZ7VCpFAgN1SE2pm/jrhwaGrpFh/0jIvQIDnF8nSwl0An0FcuQ8vckCATd3eZzgc/2dpPTz+ro6ECU+On8eW+PBadOteLk8Wb0dFugVCoQFKxBQWE8snKi/HIuuqPDiNOn2s4Gbw1QKhXQB2qQmhqO7Jxov5wzEASCU6dahy1glZsb7TcFxQcym204c6YTGo0SZnPfHJhWq4Jer0ZMTJBf/pwJIaisaEPF6XbU13WB4zhotEqkpoWjsDAegX56/93Y0INDB+rR2mKAzcZDrVYiPTMCObnRiKLY4Y+mioo2HDwwtLDS2LGxfhVCHaij3YgTJ1rQ1mqA0WhDQIAaoWE65I2JodpJkabuLjMO7KtFS7MB3d1m6HQqREYFIi8/Fil+uG8GAIxGK44c6pub6ek2Q6VWIjJSj7T0CIcF2KRqbzfCYHC/o+JAwcFap90gxXbo7JeYGCrL57/FYsfGjUOLi6vVCsyeneGX79F2O48NG04PWyhj/Ph4xMb6374ZQgiaWwxobOyBxcKD5wXo9WqEhugQFh6AMD9poDAQzwvYu7cO3d1D19ymTk2R7Zqj0kFRBXe4Cnb29FjQ2iquuJVKpaB+L9uvq8uM6pouGI022Gw8NGolIiICEBsbJLmIoVyMRhuam3thNttgswlQqRQIDNQgMlLvV9ej/pg3YBiGcYSFOhlmFFMoHN9Y9V/A0n4L4DgOPC/PoqS/X2TZbTyUKsdBWn9DCBkxYx1IEAgIIX65cd4RnhfAcZxfLrA4IwhkRI2ZEAIiEL/pYugOQgh4nvjlRJgzPC+MqN9BoO/1zHH0ixkwjLcRgUAYYZ+DI1H/dVL1mQ68/ILzLudSSOnSORghBIIw8l4bdjvvlxs6nBlp10hAX3VppQzBZDnxvACFYmSNeST+nIGRN+6R+n430hBCIPDk3Kb0kUIQCKxWO7Ra1Yh5TdPS1WnC4UMNfYUHgrTIHeN+0YG3Xt/n0XOJ+SwM0KuxclWhR8fQIldxO7n1vz8//vB6p53Zpfj9E4uoXtcQQmC3C35V3d+V/iCF2J9DTXUnPnr/sMPvJyaF4pLLikSd25GReJ00UtntwoiatxuJc/48L6Cutguny1tx6lQbtS7EcvPHzxZdgAqlE5KRmR057GZSQSDo6TJDH6QZEe/ThBA01nXj6KFGHD3YgPoa8RtgmT7xiSHIHxePgnHxiE8KOW+t2Gy2Q61W+uV7XkVFGz4+27GzH8f1BUwnTExGcmoYbFYeVhsPm5XH3j21UCo5KBQKKJQclAoOCqVixM3lSDG2IBY6nftdQgezWnkcK2s6r6NTUJAGuXkxksYlR4eh4XjyHr3uC+fd+pxZsjRX9LGjgbfW3WxWHvX13ZLOERUdeN7mYkEgaGrskXyflZombxCGEAJCxN+rMO4bqfdYI+36fyS+pkfaz3igkTb2/qIMI2nMvF0YcfPnI209CPDee7QgENFdAvuFhwcgMFBz3r1Wa6sBZrO0BilyhckGGon713i+735lpK0XjrS9Bt4cr5RQJ9A3T5CQEHzevnmDweqye7grCQkhXikw5Y/zja74835Mf88bMAzDDMRCnQwzijnr1CmH/gmhH2uok2EYhmEYhhl93nvnII4dHVox3Zkrrh6PsiNNOHRwaHVZANDr1bjv/tnndW1gGIZhGIbxlbKjjTi4X/5OaVdcXeyXC7v+jucFPPLbrz06JiY2CHf+bDpe+M9O1FR3Dvn+uOIErFxdMOI2vPgrQSDYtf3MeV2ww8MDcMnlRX7ZtZthRgJCCFpaDDhd3orTp9rQ3mb09ZBGrNAwHbKyopCZHYnYuOBR8Vls6LXg2OEmHD3YgLJDjb4ezoinC1Bh7Lh4FJUmIjc/xm9fI50dJjQ19aCj3YT8gliH3RfrarvwzlsHRD3HsuX5Q7pCCQKB3dYXGrVa+XMBUquVx5bNFVAouB/CowrFuf/2ZThIo1GisCjeJ8/tTFJSqN+9vqxWHt+uPyXq2B97qNObzlR1+HoIQ8TEBCFALz48zTAMwzCM/6mp6fT1EIYICwvw2259DEOb2WxDQ0OPr4cxRHp6hK+HwIjA8gYMw4wkLNTJMKMYC3UyDMMwDMMwjHSPPvSNR49/6NEFAPo6q36/7Qz27K6BTqdCVFQgli3Ph1YnfxU/hmEYhmEYdxFC8PYb+2V/nkmTU5CZHSX784xGtTWd+O+/drj9+J/9YiYiowLP/XdjQw8IIdDr1QgdpnsbwzDMSNLdbUbFqTacKm9FfZ20zl0/ViGhOqy4eCzCI/S+HgpVPC+g6nQ7jh5owNFDDehsN/l6SCOSRqvEg39cDI1m5M5fPfP0ZtHH3vvL2W4/dtuWSuzdUyv6uRzi+rqY9QdFL1qZD5tNOBcqtdl+6ExqtfKw2uxnv/5DZ83ikkS/6v4SEqJFaKh/XoeWl7fiVHmbx8exUKf3mIw2yd11aJO7SyfDMAzDMN5ns/FobPSvQJk3unQyjD+R2q2TtpiYIAQGssKNIxHLGzAMM5KwUCfDjGJpaWk+qXZZWVkpy3nZRRbDMAzDMAzjC709Fjzz9HduPXbOvEzMmpMh84gYhmEYhmHoevet/eB5+ZcKrlxTIvtzjFbffl2OzRtOu3xcfkEsrlhT7IURMQzD+BeL2Y7KyvZz3T0Z1yZOTsbU6Wm+HoZXtLUYcPRQA8oONqKSvT7c8vPfzUVcwshcj+3sNOHF53eJOnbajDRMmZrq1mMFgeCff98q6nk8Me+CLBQUetZ5024X0NDgP8F3f9+Mvu6LEx4fw0Kd3uVP3TpjY4OgC2BdOhmGYRhmNPKnbp3h4QEICmJdOpkfF4vFjvp6/7mXZV06Ry6WN2AYZiRhoU6GYUYMdpHFMAzDMAzD+Ep7uxH//Ns2p48pKU3EshX5XhoRwzAMwzAMPS3NvVj/9UnZn2f15eOgVitlf57RavvWKqz77LjD76ekhePm2yd7cUQMwzD+j+cF1NZ04XR5K06daoXZZPf1kPzK/AXZGFsY5+theFVTfTf+9Luvz/03p+DAKRV9/++DYrn+7Ml/Lverbo+eeO7f22EwWEUd+/NfzHL7tfCPv24R9RyeuvvnMz0+pq6uC4Lg++1AoaE6hITofD0Mp0wmGzZtrHD78RMnJSEqKlDGETGDmU02NDX5R7dO1qWTYRiGYUYvf+rW6e+FURhGLv7SrZN16RzZWN6AYZiRhIU6GYYZMdhFFsMwDMMwDONLhl4rXn5xN9pajUO+d/W1JcjMivTBqBiGYRiGYeh46/V9sj9Halo4ps1Il/15RjNDrxUfvHsIp062nvuaXq/G7XdPQ1hYgA9HxjAMM7IQQtDS3ItT5W04faoVHe0mXw/JZ+66Z8aIDe6Jdd+N77t+EMdBoeTAKfoCnz9GxROTcMUNpb4ehigWix3/+ofzAm2O5ORGY9ly9wq3VZ/pwMcfHhH1PJ647c6p0GpVHh0jCAR1dV0yjch9I2UzelVlB44da3brsaxLp2/U1nSB5wWfjiExKRQqlcKnY2AYhmEYRl4tLb0wm31bECo2NggajWfX/wwzWvC8gOrqTp+OQaHgkJrKirmMZCxvwDDMSMJCnQzDjBjsIothGIZhGIbxFwaDFVqtim3gYBiGYRhm1Ni04RQa6rtlf54r15TI/hwMwzAMI0VXlxkVp/rCnvV18n82+tqM2ekoKU3y9TC86uV/bcfhvXWij+fOhj0VytE/L/THf6/w9RBE++C9QzhT1SHq2Lt/PtPteT9vdOvMyo7C0mVjPD7ObLahpcUgw4jck5gYOqJC46dPteHkgOIpw1m8JId19fURQgiqz3T67PkjIvUIDtb67PkZhmEYhvGemppOnz13cLCWFe9jfvR6ey0+vZdNSwtn930jHMsbMAwzkrBSHgzDMAzDMAzDMAzjocBAja+HwDAMwzAMQ9XUaWn48P1Dsj9PR4cR4eF62Z+HYRiGYcQKDdWhuDQRxaWJ533dbLahsqIdp8vbUHG6zUejo2/r5sofXajzsutKJYU6CU9AeB6CjT/v65yC6/tHqWCb//zAxZcU4m9/+U7UsXt212DK1FS3HpuUHIraGnk7Yp4qdx40dESnUyMqKhCtrd7fDJuQEDKiAp0AkJkVicSkUOzaWQODwXre90pKExEbG+SjkTEAwHEcUlLCfNK1JzwigAU6GYZhGOZHJCkpFLW13u96HxSkYYFOhgEQFKQFIfDJvWxqKgt0MgzDMN7FQp3MiDFv3rwhX+M4Dt9++63bj5ebs/EwDMMwDMMwDMMwDMMwDMP4K63OO8sFmzecxspLCr3yXAzDMAxDk06nxpj8WIzJjz3v63a7gNqaTpwu7+vuaTbbfTRCxl36IHmKdRGBgAgEsAvnf4PD2c6efR0+R5LuThNCRuimYoWCw4SJSdizu9bjY7/fWuV2qHPx0jz877mdHj+HpxobexAXF+zxcQEB3g92JiSEQDlCO9nqdCrMmp3u62EwDnAK7wc7wyMCEBKi89rzMQzDMAzjexzHeT3YGRSkYcUQGWaA/qIq3ryXTU0NH3HFiRiGYZiRj4U6mRFj06ZN51W/IIQ4rYYx+PFyczUehmEYhmEYhmEYhmEYhmEYf1Y6MRl7d9fI+hwmk43NpTIMwzCjikqlQFp6BNLSIzB/Yfa5rxNC0NzUi1PlrTh9qg2dHSYfjpIZbMFFY/DNp8e882QEILwAngeAYbp7KhV9/++H10fHjzZj0nT3wo3+aNacTFGhTk/o9fKEhAf7+IPDuP0n00Qd681g50gOdDIjgzeDnRERAQhmgU6GYRiG+VHyZrAzOFjLOnQyzDC8GexkgU6GYRjGV9hMKjPiEEI8frzc/zAMwzAMwzAMwzAMwzAMw4x0ObnRHj2+uDRJ1POcPtUm6jiGYRiGGUk4jkNsXDCmz0zHtTdMwN33zsSc+ZlQqRRQKjm/2igmCD++9c4Fy8f4eggA+rp7CjYevMUOu9mGP/57BYJDtL4e1jnHDjf6egiSLVqSK/tz3HTLZLcfO1VkSNZq5SXtTQgIUCMhIUT08a4YDVYoOLBAJ+MVnIJDalo4AgPlC1UnJIawQCfDMAzD/MhxHIfk5LBzwTI5xMYGsUAnwzgRHKxFcnKobOfX69VIT4/wq3k6hmEY5seFzaYyI46nFUo5jpP9H4ZhGIZhGIZhGIZhGIZhmNFg6UXuBRyKxicgb0yMqOfYvbNa1HEMwzAMM9IVjUvA7XdNQ+6YGCgUHFQqBVQqBTIyI3DzbZNxyx1TsGBRDtIzI7w6ruamHq8+nz9QKhWIjgv29TCGaKrvxpjCOF8P45zjR5p8PQTJxhZ4/vPU69UePT4wSIOp09NcPi5Ar8bESSlYvnKsx2MCgH1760Qd10+pVCA5OQwxMUGSzjMQbxdw8EA9jh1rxtGjI//1wowsUdGBSE4Jg1qtpHbO6OhApKaFUz0nwzAMwzAjW1hYAJKSQqHTqaidMzw8AMnJYdBo6J2TYUYrlUqJ9PQIxMbSu5dVqxVITQ1DbKz/zQ0xDMMwPy4cYW0GmRFCoRiaQeY4DjzPu/14uTkbDyNdd3c3QkND0dXVhZAQ+aqIMgzDMAzDMAzDMAzDMMyPWW+vBZ9+fNTh9ydOSkZWTl9Xzy8/P4aODpPHz7H68nFskyzDMAzDuOn5Z3fAZLLJdv5JU1IwZZq47oEjmd3G44HbPnLrsZdeX4r3Xt4r84iAmPhgXHR5EV75zy7Zn8tdf/z3Cl8PQbLa2k68+9ZBtx9/y22TRXXoa2s14I3X9g37vTnzMlE0LuHcf//jr1s8Pj8A3P3zmaKOG47ZbENLi0HUsbxdwNGjTbDZzt8fsfLiAhpDYxiPCQJBY0M3bDZB1PFRUYEIDJKv8yfDMAzDMKMDIQQtLb2wWMTtEw4LC5C18yfD/BgYDFY0N/eKOlalUiAhIQRKJeuLNpqxvAHDMCMJK/HBjBgbN26U9fE/doIgoLOzEwaDAVKz3pGRkQgMDKQ0MoZhGIZhGIZhGIZhGIZhvCkoSIsrri5GbU0XjpU1oq3ViMBADZJTw1A0LuG8xe4ZszOcBkAd2b2zGtNmpNMcNsMwDMOMWumZESiTsWNiVWX7jzLUqVIrcdt9M/HcX5yH6zJzozBlVjr0gRq88q/tso6puaEHWbnRsj7Hj1FSUhjyxsTg+LFml4+NiNSLCnQCQGRUIO7++UzY7TyOHW0GzwvIzI4adtN2QkII6uu7PX4Oo9EKvZ5O8EynUyM5OQyEEJhMtnP/DLddwGKxo7PThI52EwwGq8Nz2mw8K97C+IRCwSEhMRQAYLXyMBisMBqtsDsIeer1agTo1QjUa8ApOG8OlWEYhmGYEYzjOMTE9HX2s9l4GI1919CDi5300+lUCAhQQ6/XQMGuORiGisBADdLTI0AIOXvdb3N4n6pSKRAYqEFgoAZaLYvNMAzDMP6HfToxI8bs2bNlffyPSXd3Nz7++GNs374dO3bswOnTp2EwiKvAOZz/+7//w5133kntfAzDMAzDMAzDMAzDMAzDeBfHcUhOCUNySpjTxwUFiasqfqaqg4U6GYZhGMZNaenyhjqbm8R1NxgNcsbG4vF/rcBvf/LJsN+/4/5ZyMqLAQAUlSZ6ZUynjrd45XncRQgBx438zcdLl41BY2MPOp10mU9ICMEVVxdLfi6VSonCcfFOH7PkwjF44fmdHp/7q3UncPElhWKHNiyO46DXa4aERT/+6IjH5yo/2Yr8sbG0hsYwomg0Smg0AQgPD/D1UBiGYRiGGcXUaiVCQ5UIDRVXFIZhGGk4jkNQkFb0OhXDMAzD+AMW6mSYH5Ha2lo89dRTePXVV8+FOKV25RxsNCzoMQzDMAzDMAzDMAzDMAzjvty8GJw47rrr0WAdHUaEh+tlGBHDMAzDjC6uiiww0ugC1PjLi6sBAE0NfZ0TY+NDhn1seKQeHW1GWcfzwt+3QaVTy/ocnmhq6EFcwvA/j5HmxpsnoamxB2+8tm/I95YuG4O8MTFeG0tgkLhumzXVnXQH4kRgoMZpV87hnDzZwkKdDMMwDMMwDMMwDMMwDMMwbmChTob5kVi7di1uvPFGdHR0DAly0gpi0g6IMgzDMAzDMAzDMAzDMAzj/8YVJ4gKdW7ecBorKXcZYhiGYZjRSKtly/re4ijM2e/Gn07DX36/3kuj8Q/HDjWOmlAnAMTGBePeX8729TAAAFOmpmLH9jMeH1dT3YHklHAZRnS+gsI47NxRLfvzMAzDMAzDMAzDMAzDMAzD/BgpfD0AhmHk98ILL+Diiy9Ge3s7CCHgOO68f4C+QObAf5wZ/FgW5mQYhmEYhmEYhmEYhmGYHy+lUtxSg8lkY3OLDMMwDOMneF7w9RBGhAQvdU0NDtF65XncUXa40ddDGLUmTk4WddxHHxyhPJLhxcUFizquq8tMeSQMwzAMwzAMwzAMwzAMwzCjDwt1Mswo9/333+MnP/nJeWFO4IdgplqtRmJiIoAfOnZyHIfY2FgkJCQgICBgSHhz4HlUKhVSU1ORkpJy7v9DQkZPpVaGYRiGYRiGYRiGYRiGYVybOTtD1HGnT7VRHgnDMAzDMGI01Hf7eggjxpiiONmfo6vdKPtzuKu6ssPXQxi1OI6DQsmJOlYQ5C+O0r8nwFNHj7IgMMMwDMMwDMMwDMMwDMMwjCss1MmMWjzP+3oIfuG2226D1Wo9L8ypVCpxzz334MCBAzCbzaiurh5y3Mcff4yamhr09vbCZDJh69ateOqpp5Cbm3te9Xye5zF79mwcOXIElZWVqKysxJo1a7z252MYhmEYhmEYhmEYhmEYxveSksNEHbd759C5SYZhGIZhhgoJ1cl6/jMsuOe2K26cKPtzCDzrZv5jseqSQlHH7dh+hvJIhpeY6HlB5+amXhlGwjAMwzAMwzAMwzAMwzAMM7qwUCczaoWHh2PZsmV45plncPDgQV8PxyfWrl2Lo0ePnhfoDAsLw5YtW/DMM8+gqKjIrfNotVpMmzYN999/P8rKyvDxxx8jISHh3Pdfe+01zJ07F+3t7bL8ORiGYRiGYRiGYRiGYRiG8X/h4QGijrPZWIE+hmEYhnElLS1c1vNXVbJ1PncFhWjlfxLCQp0/FgmJoaKO27OrhvJIhpefHyvqOMJewwzDMAzDMAzDMAzDMAzDME6xUCczavX29mLdunX45S9/iZKSEkRHR+Oyyy7Dc889h1OnTvl6eF7x3HPPnft3Qgg4jsObb76JyZMnSzrv8uXLcfjwYcycOROEEBBCsGfPHixfvhw2m03qsBmGYRiGYRiGYRiGYRiGGYFmzM4QdRzr1skwDMMwrqVlRMh6/rY2o6znH23mLM7x9RC8ym4XfD2EUS0tXdzvd0+PhfJIhgoMEhdirqnppDsQhmEYhmEYhmEYhmEYhmGYUYaFOplRrz902NbWhg8++AB33nkncnNzkZKSghtuuAGvv/466uvrfT1M6gRBwLZt28Bx3LlA54UXXojFixdTOX9YWBg+//xzjB8//lwn0O3bt+Oxxx6jcn6GYRiGYRiGYRiGYRiGYUaWIJEbvs9UdVAeCcMwDMOMPklJ4rr5MfJYsqrA10PwqqrTbb4ewqi2UGRIeNuWSsojoefI4UZfD4FhGIZhGIZhGIZhGIZhGMavsVAnM+pxHHfun/6AJyEEtbW1ePXVV3HdddchOTkZY8aMwV133YWPPvoIHR0jfxPRoUOH0N3dfd7Xbr31VqrPERQUhBdeeOG8n+/TTz+NlpYWqs/DMAzDMAzDMAzDMAzDMMzIkJsX4+shMAzDMMyopFIrfT0EZgCV6se11eLY4SZfD2FU0+nUoo4rP+mddfmxY2M9PsZq5WUYCcMwDMMwDMMwDMMwDMMwzOjx41ppYH5UVCrVeSFO4PyA5+CQ54kTJ/Dss89i9erViImJwYQJE/DAAw/g66+/hslk8vGfxnOnT58+778VCgXmzZvn9vFWq9WtxxUXF2P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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This is a loop over days to create daily plots of the rolling regression results, so that you could create all of the daily plots in one go if you wanted. \n", "# However, if you choose single date string, it will only do that date.\n", "\n", "single_date_str = '2023-03-17' #'2023-09-29' #2025-01-22\n", "savefig = global_savefig \n", "showfig = global_showfig\n", "for date_str in daily_oof_dict.keys():\n", " try:\n", " if single_date_str is not None:\n", " if date_str != single_date_str:\n", " continue\n", " print(date_str)\n", " day_dfs = get_day_dfs(daily_oof_dict,daily_met_dict,ak_df,date_str,gases,oof_resample,oof_background_quantile,oof_filter_dict,resample_with_stats_kwargs = resample_with_stats_kwargs)\n", " #rolling_regr_df = rolling_regression_creator(day_dfs['quantile_df'],rolling_regr_params,rolling_window,regr_resample=regr_resample,resample_eq_or_all = resample_eq_or_all)\n", " #rolling_regr_df = add_filter_and_group_cols(rolling_regr_df, rolling_regr_filters, grouping_details)\n", " rolling_regr_df = pd.read_parquet(os.path.join(inst_data_path,'rolling',f'all_rolling_regr_5minres_90minwin.parquet'))\n", " rolling_regr_df = rolling_regr_df[rolling_regr_df.index.date == pd.to_datetime(date_str).date()]\n", " rolling_regr_df = add_filter_and_group_cols(rolling_regr_df, rolling_regr_filters, grouping_details)\n", "\n", " fig_id = os.path.join('rolling_ratio_tss',f\"{date_str}\") #Set the figure id\n", "\n", " fig,axes = plt.subplots(6,1,figsize = (40,30))\n", "\n", " labsize = 40\n", " marker_size = 20\n", " xlims = [rolling_regr_df.index[0]-datetime.timedelta(minutes=30),rolling_regr_df.index[-1]+datetime.timedelta(minutes=30)]\n", " quantile_df = day_dfs['quantile_df']\n", " col_quantiles = day_dfs['col_quantiles']\n", "\n", " row = 0\n", " y_name = 'xch4(ppm)_wmean'\n", " y_err_name = 'xch4(ppm)_wstd'\n", " axes[row].errorbar(quantile_df.index, quantile_df[y_name], yerr=quantile_df[y_err_name], c='firebrick', \n", " fmt='o', markersize=marker_size, linewidth=3, zorder=2, capsize=6, markeredgewidth=2)\n", " axes[row].tick_params(labelsize=labsize)\n", " axes[row].set_ylabel(r'$X_{CH4}$'+'\\n(ppm)', size=labsize)\n", " axes[row].set_xlim(xlims)\n", " axes[row].spines['top'].set_visible(False)\n", " axes[row].spines['right'].set_visible(False)\n", " ax2 = axes[row].twinx()\n", " ax2.set_ylim(axes[row].get_ylim()[0] - col_quantiles[y_name], axes[row].get_ylim()[1] - col_quantiles[y_name])\n", " ax2.spines['top'].set_visible(False)\n", " ax2.spines['left'].set_visible(False)\n", " ax2.tick_params(labelsize=labsize)\n", " ax2.set_ylabel(r'${\\Delta}X_{CH4}$'+'\\n(ppm)', size=labsize)\n", "\n", " row = 1\n", " y_name = 'xco2(ppm)_wmean'\n", " y_err_name = 'xco2(ppm)_wstd'\n", " axes[row].errorbar(quantile_df.index, quantile_df[y_name], yerr=quantile_df[y_err_name], c='darkblue', \n", " fmt='o', markersize=marker_size, linewidth=3, zorder=2, capsize=6, markeredgewidth=2)\n", " axes[row].tick_params(labelsize=labsize)\n", " axes[row].set_ylabel(r'$X_{CO2}$'+'\\n(ppm)', size=labsize)\n", " axes[row].set_xlim(xlims)\n", " axes[row].spines['top'].set_visible(False)\n", " axes[row].spines['right'].set_visible(False)\n", " ax2 = axes[row].twinx()\n", " ax2.set_ylim(axes[row].get_ylim()[0] - col_quantiles[y_name], axes[row].get_ylim()[1] - col_quantiles[y_name])\n", " ax2.spines['top'].set_visible(False)\n", " ax2.spines['left'].set_visible(False)\n", " ax2.tick_params(labelsize=labsize)\n", " ax2.set_ylabel(r'${\\Delta}X_{CO2}$'+'\\n(ppm)', size=labsize)\n", "\n", " row = 2\n", " y_name = 'xco(ppm)_wmean'\n", " y_err_name = 'xco(ppm)_wstd'\n", " axes[row].errorbar(quantile_df.index, quantile_df[y_name], yerr=quantile_df[y_err_name], c='darkorange', \n", " fmt='o', markersize=marker_size, linewidth=3, zorder=2, capsize=6, markeredgewidth=2)\n", " axes[row].tick_params(labelsize=labsize)\n", " axes[row].set_ylabel(r'$X_{CO}$'+'\\n(ppm)', size=labsize)\n", " axes[row].set_xlim(xlims)\n", " axes[row].spines['top'].set_visible(False)\n", " axes[row].spines['right'].set_visible(False)\n", " ax2 = axes[row].twinx()\n", " ax2.set_ylim(axes[row].get_ylim()[0] - col_quantiles[y_name], axes[row].get_ylim()[1] - col_quantiles[y_name])\n", " ax2.spines['top'].set_visible(False)\n", " ax2.spines['left'].set_visible(False)\n", " ax2.tick_params(labelsize=labsize)\n", " ax2.set_ylabel(r'${\\Delta}X_{CO}$'+'\\n(ppm)', size=labsize)\n", "\n", " row = 3\n", " regr_label = 'ch4_co2'\n", " regr_type = 'york'\n", " marker_size = 400\n", " marker_lw = 5\n", " ax = axes[row]\n", " plot_utils.ratio_ts_plot(ax,rolling_regr_df,rolling_regr_params,regr_label,regr_type,labsize,marker_size,marker_lw,ylims=[-2,15])\n", " ax.set_ylabel(r'${\\alpha}_{CH4}$'+\"$^o/_{oo}$\" , size=labsize)\n", " ax.set_xlim(xlims)\n", "\n", " row = 4\n", " regr_label = 'co_co2'\n", " regr_type = 'york'\n", " ax = axes[row]\n", " plot_utils.ratio_ts_plot(ax,rolling_regr_df,rolling_regr_params,regr_label,regr_type,labsize,marker_size,marker_lw,ylims=[-2,15])\n", " ax.set_ylabel(r'${\\alpha}_{CO}$'+\"$^o/_{oo}$\" , size=labsize)\n", " ax.set_xlim(xlims)\n", "\n", " row = 5\n", " ax = axes[row]\n", " windmode = 8\n", " wind_cmap = plot_utils.truncate_colormap(matplotlib.colormaps['Purples'], 0.2, 1)\n", " barbs = ax.barbs(day_dfs['met_df'][::windmode].index,0,day_dfs['met_df']['u'][::windmode],day_dfs['met_df']['v'][::windmode],\n", " day_dfs['met_df']['ws'][::windmode],cmap = wind_cmap,length =11.5,linewidth = 9,barb_increments={'half':1,'full':3,'flag':10})\n", " ax.tick_params(labelsize = labsize)\n", " ax.set_ylabel('wind\\nbarbs',size = labsize)\n", " ax.get_yaxis().set_ticklabels([])\n", " ax.set_ylim(-1,1)\n", " ax.set_xlim(xlims)\n", "\n", " axes[-1].xaxis.set_major_formatter(mdates.DateFormatter('%H:%M', tz = quantile_df.index.tz))\n", " axes[-1].set_xlabel(f\"{datetime.datetime.strftime(quantile_df.index[0],'%Y-%m-%d %Z')}\",size = labsize)#)day_dfs['resampled_oof'][0].index.tz))\n", "\n", "\n", " plt.subplots_adjust(hspace=0.3)\n", " plt.gcf().autofmt_xdate()\n", "\n", " if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=200,bbox_inches = \"tight\")\n", " if showfig:\n", " plt.show()\n", " else:\n", " plt.close()\n", "\n", " # Create a standalone figure for the colorbar\n", " fig, ax = plt.subplots(figsize=(2, 6))\n", " fig.subplots_adjust(right=0.5)\n", " cbar = fig.colorbar(barbs, cax=ax)\n", " cbar.set_label('Wind Speed (m/s)', size=labsize)\n", " cbar.ax.tick_params(labelsize=labsize)\n", "\n", " if savefig:\n", " fig_name = f'{fig_id}_windcolorbar.png'\n", " fig.savefig(os.path.join(inst_figures_path, fig_name), dpi=500, bbox_inches=\"tight\")\n", " if showfig:\n", " plt.show()\n", " else:\n", " plt.close()\n", "\n", " # # Create a standalone figure for the r^2 colorbar\n", " # fig, ax = plt.subplots(figsize=(2, 6))\n", " # fig.subplots_adjust(left=0.4, right=0.6)\n", "\n", " # cmap = plt.cm.Greys\n", " # norm = matplotlib.colors.Normalize(vmin=0, vmax=1)\n", " # sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n", " # sm.set_array([])\n", " # cbar = fig.colorbar(sm, cax=ax)\n", " # cbar.set_label(r'$r^2$', size=labsize*1.5)\n", " # cbar.ax.tick_params(labelsize=labsize*1.5)\n", " # cbar.set_ticks([0, 1])\n", " # if savefig:\n", " # fig_name = f'{fig_id}_r2colorbar.png'\n", " # fig.savefig(os.path.join(inst_figures_path, fig_name), dpi=500, bbox_inches=\"tight\")\n", " # if showfig:\n", " # plt.show()\n", " # else:\n", " # plt.close()\n", " except Exception as e:\n", " print(f\"Error in {date_str}: {e}\")\n", " continue" ] }, { "cell_type": "code", "execution_count": 39, "id": "df29ee5d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "{'slope': 0.005268034112850164,\n", " 'intercept': -0.0012589421951985464,\n", " 'r': 0.991602773171072,\n", " 'r_squared': 0.9832760597605605,\n", " 'R_squared': 0.9832184701210939,\n", " 'S': 0.23489847080340423,\n", " 'se_slope': 0.0014024743037898467}" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Here you can set a specific date and time to look at the rolling regression results in more detail\n", "\n", "window_dt = pd.to_datetime(f'{single_date_str} 15:20:00').tz_localize('America/Denver') #Set the window date and time\n", "#window_dt = pd.to_datetime(f'{single_date_str} 10:30:00').tz_localize('America/Denver') #Set the window date and time\n", "#window_dt = pd.to_datetime(f'{single_date_str} 14:20:00').tz_localize('America/Denver') #Set the window date and time\n", "\n", "regr_label = 'ch4_co2'\n", "regr_type = 'york'\n", "err_tag = 'wstd_divak'\n", "fig_id = f\"rolling_example_{regr_label}_{window_dt.strftime('%Y%m%d_%H%M%S')}\" #Set the figure id\n", "\n", "full_df = day_dfs['quantile_df']\n", "window_df = get_window_df(full_df,window_dt,rolling_window,'before')\n", "\n", "#window_df = window_df.sample(10)\n", "\n", "window_regr_out = get_regressions(window_df,rolling_regr_params,regr_type,rolling_regr_params['regr_type_details'][regr_type])\n", "regression_output = window_regr_out[regr_label]\n", "x_name = rolling_regr_params['regr_labels'][regr_label]['x_name']\n", "y_name = rolling_regr_params['regr_labels'][regr_label]['y_name']\n", "x_err_name = rolling_regr_params['regr_labels'][regr_label]['x_err_name']\n", "y_err_name = rolling_regr_params['regr_labels'][regr_label]['y_err_name']\n", "\n", "\n", "# Initialize the plotter\n", "plotter = plot_utils.RegressionPlotter(figures_path=inst_figures_path,regr_plot_dict=quantile_regr_plot_dict)\n", "plotter.update_plot_style('ch4_co2', scatter_style= {\"s\": 50})\n", "plotter.update_plot_style('co_co2', scatter_style= {\"s\": 50})\n", "plotter.update_plot_style('ch4_co2',annotate=True)\n", "\n", "# Plot using the 'co_co2' label\n", "fig = plotter.plot(\n", " window_df, x_name, y_name, x_err_name, y_err_name,\n", " regression_output=regression_output,\n", " fig_id=fig_id,\n", " regr_label=regr_label, \n", " savefig=global_savefig,\n", " showfig=global_showfig,\n", " legend_style={'loc':'upper left','frameon':False},\n", ")\n", "regression_output" ] }, { "cell_type": "markdown", "id": "fb8a2725", "metadata": {}, "source": [ "### Monte Carlo, points per window (Figure S15)" ] }, { "cell_type": "code", "execution_count": 40, "id": "86b96a2b", "metadata": {}, "outputs": [], "source": [ "def monte_carlo_regressions(window_df, regr_label, regr_params, regr_type, n_iter=200):\n", " \"\"\"Perform Monte Carlo regressions by sampling different numbers of points from the window_df.\n", " \n", " Args:\n", " window_df (pd.DataFrame): DataFrame containing the data for regression.\n", " regr_label (str): Label for the regression (e.g., 'ch4_co2').\n", " regr_params (dict): Dictionary containing regression parameters.\n", " regr_type (str): Type of regression to perform (e.g., 'york').\n", " n_iter (int): Number of iterations for each sample size. \n", " \n", " Returns:\n", " pd.DataFrame: DataFrame containing regression results for each sample size and iteration.\n", " \"\"\"\n", " \n", " outs = []\n", "\n", " # loop over possible sample sizes\n", " for npoints in range(2, len(window_df) + 1):\n", " #print(npoints)\n", " for i in range(n_iter):\n", " df = window_df.sample(npoints, replace=False)\n", "\n", " # run regression\n", " window_regr_out = get_regressions(\n", " df,\n", " regr_params,\n", " regr_type,\n", " regr_params['regr_type_details'][regr_type]\n", " )\n", " regression_output = window_regr_out[regr_label]\n", "\n", " outs.append({\n", " 'npoints': npoints,\n", " 'slope': regression_output['slope'],\n", " 'se_slope': regression_output['se_slope'],\n", " 'r_squared': regression_output['r_squared']\n", " })\n", "\n", " return pd.DataFrame(outs)\n" ] }, { "cell_type": "code", "execution_count": 41, "id": "96d39c08", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "save_fig = global_savefig\n", "show_fig = global_showfig\n", "\n", "regr_label = 'ch4_co2'\n", "fig_id = f'monte_carlo_se_slope_{regr_label}_{window_dt.strftime(\"%Y%m%d_%H%M%S\")}' # Set the figure id\n", "labsize = 20\n", "\n", "# Get window data\n", "window_df = get_window_df(full_df, window_dt, rolling_window, 'before')\n", "\n", "# Run Monte Carlo regressions\n", "mc_results = monte_carlo_regressions(\n", " window_df,\n", " regr_label=regr_label,\n", " regr_params=rolling_regr_params,\n", " regr_type='york',\n", " n_iter=200\n", ")\n", "\n", "# Scale SE slope for plotting\n", "mc_results_plot = mc_results.copy()\n", "mc_results_plot[\"se_slope_scaled\"] = mc_results_plot[\"se_slope\"] * 1000\n", "\n", "# Create figure\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.boxplot(\n", " data=mc_results_plot,\n", " x=\"npoints\",\n", " y=\"se_slope_scaled\",\n", " ax=ax,\n", " color=\"lightgrey\"\n", ")\n", "\n", "ax.set_yscale(\"log\")\n", "ax.set_xlabel(\"Number of points in regression\", size=labsize)\n", "ax.set_ylabel(r\"Standard Error of $\\alpha_{CH4,frr}$ ($^o/_{oo}$)\", size=labsize)\n", "ax.tick_params(labelsize=labsize)\n", "ax.set_xticks(np.arange(0, len(window_df) + 1, 2))\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.xaxis.grid(True)\n", "\n", "plt.subplots_adjust(hspace=0.2)\n", "\n", "# Save or show\n", "if save_fig:\n", " fig_name = f\"{fig_id}.png\"\n", " fig.savefig(os.path.join(inst_figures_path, fig_name), dpi=500, bbox_inches=\"tight\")\n", "if show_fig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "code", "execution_count": 42, "id": "b12923c2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "save_fig = global_savefig\n", "show_fig = global_showfig\n", "\n", "regr_label = 'co_co2'\n", "fig_id = f'monte_carlo_se_slope_{regr_label}_{window_dt.strftime(\"%Y%m%d_%H%M%S\")}' # Set the figure id\n", "labsize = 20\n", "\n", "# Get window data\n", "window_df = get_window_df(full_df, window_dt, rolling_window, 'before')\n", "\n", "# Run Monte Carlo regressions\n", "mc_results = monte_carlo_regressions(\n", " window_df,\n", " regr_label=regr_label,\n", " regr_params=rolling_regr_params,\n", " regr_type='york',\n", " n_iter=200\n", ")\n", "\n", "# Scale SE slope for plotting\n", "mc_results_plot = mc_results.copy()\n", "mc_results_plot[\"se_slope_scaled\"] = mc_results_plot[\"se_slope\"] * 1000\n", "\n", "# Create figure\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.boxplot(\n", " data=mc_results_plot,\n", " x=\"npoints\",\n", " y=\"se_slope_scaled\",\n", " ax=ax,\n", " color=\"lightgrey\"\n", ")\n", "\n", "ax.set_yscale(\"log\")\n", "ax.set_xlabel(\"Number of points in regression\", size=labsize)\n", "ax.set_ylabel(r\"Standard Error of $\\alpha_{CO,frr}$ ($^o/_{oo}$)\", size=labsize)\n", "ax.tick_params(labelsize=labsize)\n", "ax.set_xticks(np.arange(0, len(window_df) + 1, 2))\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.xaxis.grid(True)\n", "\n", "plt.subplots_adjust(hspace=0.2)\n", "\n", "# Save or show\n", "if save_fig:\n", " fig_name = f\"{fig_id}.png\"\n", " fig.savefig(os.path.join(inst_figures_path, fig_name), dpi=500, bbox_inches=\"tight\")\n", "if show_fig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "4dd2c6bd", "metadata": {}, "source": [ "### Window ratio comparisons (Figure S12, S13)" ] }, { "cell_type": "code", "execution_count": 43, "id": "6b319cdb", "metadata": {}, "outputs": [], "source": [ "window_dt = pd.to_datetime(f'{single_date_str} 10:30:00-06:00')\n", "#window_dt = pd.to_datetime(f'{single_date_str} 15:20:00-06:00')\n", "\n", "regr_label = 'ch4_co2'\n", "regr_type = 'york'\n", "err_tag = 'wstd_divak'\n", "fig_id = f\"rolling_example_{regr_label}_{window_dt.strftime('%Y%m%d_%H%M%S')}_regr_comparison\" #Set the figure id\n", "\n", "full_df = day_dfs['quantile_df']\n", "window_df = get_window_df(full_df,window_dt,rolling_window,'before')\n", "\n", "x_name = rolling_regr_params['regr_labels'][regr_label]['x_name']\n", "y_name = rolling_regr_params['regr_labels'][regr_label]['y_name']\n", "x_err_name = rolling_regr_params['regr_labels'][regr_label]['x_err_name']\n", "y_err_name = rolling_regr_params['regr_labels'][regr_label]['y_err_name']\n", "\n", "window_regr_out = regression_utils.calculate_all_regressions(window_df,x_name,y_name,err_tags)\n", "regression_output = window_regr_out[err_tag]\n", "df = window_df.copy()" ] }, { "cell_type": "code", "execution_count": 44, "id": "4777d893", "metadata": {}, "outputs": [ { "data": { "image/png": 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fv35o0aIFrK2t4eHhgXHjxuH06dNG15Geno758+ejU6dOsLe3R6NGjdCpUyfMnz8f6enpRtWRlpaGOXPmoGvXrnBwcICNjQ1at26NN954w6RYiIiIiIiIqkpl7gDkdujQIYwZMwaZmZm6x3JzcxEZGYnIyEisX78ehw8fRuvWrSvdxsOHDzFs2DAcPHiwxONJSUlISkrCtm3bsGDBAsydO7fceiIjIzF48GDcunWrxOPR0dGIjo7G+vXrsX//fnTr1s1gHWFhYRg3bhyysrJKPJ6QkICEhARs3boVM2fOxKeffmpiL4mIiIiIiExXr0YyL1y4gOHDhyMzMxMNGzbEwoUL8d///hfHjx/HP//5TwDA5cuX8corryAnJ6fS7UyYMEGXYAYGBmLfvn2IiIjAhg0b0KZNG4iiiHnz5mH9+vUG60hJScHAgQNx69YtqFQqTJ8+HSdPnsTJkycxffp0qFQqpKamYsCAAUhJSdFbx6lTpzB06FBkZWXBysoKoaGhOHHiBM6cOYMffvgBXbt2hSiKWLhwIVauXFnp/hIRERERERmrXo1kfvDBB8jNzYVKpcKRI0fw1FNP6Y716tULXl5emD59OuLi4rBy5UrMmzfP5DZ+//13bNu2DQAwcOBA7N27F0qlEgDQvXt3DBo0CF27dkVycjKmT5+OoUOHwsHBoUw9s2fPRlpaGgBg27ZtGDZsmO5Yz5490a1bNwwfPhxpaWmYO3cuvv/++xLnS5KEd999FwUFBVAqlTh06BB69+6tO961a1cMGzYMAwYMwNGjRzFnzhyMGDECrq6uJveZiIiIiIjIWPVmJDMyMhK//fYbgMKRxuIJplZISAh8fHwAAKtXr0ZBQYHJ7Xz22WcAAKVSiXXr1ukSTC1nZ2csXboUAHD//n1s2LChTB1paWn44YcfAAD9+vUrkWBqDRs2DP369QMAbNmyRZeQap09exYxMTEAgJEjR5ZIMLUsLS3x5ZdfAgDy8vKwevVqU7pKRERUZ0miiIyYGGTExEASRXOHQ0T0WKk3Sea+fft0t8ePH6+3jEKhwOuvvw6gMAHUJqXGysnJwfHjxwEAffr0QcuWLfWWe/XVV9GoUSMAwJ49e8ocDwsLg0ajKTdWAHjjjTcAABqNBmFhYSWORUZG6m7379/fYB1eXl5o06YNAGDXrl0GyxEREREREcmh3iSZp06dAgDY2tqia9euBss9//zzutt//PGHSW1ERETg0aNHZeopzdLSEj169NCdU3rEVBtrRfWUF+u9e/d0t5s1a1Zu3NrjiYmJSE5OLrcsERERERFRVdSbJPPSpUsAgLZt20KlMnypafv27cucY2obpesprx21Wo0rV67orcfe3h7Nmzc3WEeLFi10I6KlY7W1tdXdLr6Srj7Fj//111/lliUiIiIiIqqKepFkPnz4EHfv3gUAg1NYtRwdHXUJ2o0bN0xqp3j5itpp1aqV3vOK36+ojuL1lK5De20pULgYkSF37txBXFyc7j5HMomIiIiIqDrViyQzOztbd7thw4YVltcmmaZuY2JKO8VHGku3o62nKrH27NkTjRs3BgBs3LixzGip1ty5c3XXfxZv25BHjx4hKyurxA8REREREZGx6kWS+fDhQ91tS0vLCstbWVkBKFxxtbra0bahrx1tPVWJ1cbGBnPmzAFQmIA+//zz2Lp1K9LT05Gfn4/o6GiMHTsW3377bYl2Kurz4sWLYW9vr/spPiJLRERERERUkXqRZFpbW+tu5+fnV1heu3iPjY1NtbWjbUNfO9p6qhrr1KlTMWnSJADArVu38Prrr8PZ2RlWVlbo1KkTfvzxRzg5OWHu3Lm6c+zs7Mptb+bMmcjMzNT9mDqlmIiIiIiIHm/1IsksnjgZMwX2wYMHAIybrlrZdrRt6GtHW48csX711VfYt28fnnvuuRILHjVo0ACvv/46YmJi4ODgoHvc0dGx3PasrKzQqFGjEj9ERERERETGMrwMax1ibW0NZ2dn3L17Fzdv3iy37P3793WJm6lTQYsv1HPz5k1069bNYNniI4Cl22nZsiXS0tIqjLV4PeXFOnjwYAwePBh5eXm4ffs2FAoFXFxcYGFhAQCIjo7Wle3QoUOFbRIREREREVVWvRjJBP632urVq1ehVqsNliu+0mrxFVqNUTxBK15Pee2oVCq0bdtWbz2ZmZm4ffu2wTpu3bqlW3jHmFhtbGzg6ekJd3d3XYIJ/G+PTWtra3Tq1KnCeoiIiIiIiCqr3iSZzz77LIDC6aVRUVEGyxXf7uOZZ54xqY3u3bvrFtEpb9uQ/Px8nD59usw5pWOtqJ6qxKp1/vx53R6bQUFBJZJPIiIiIiIiudWbJDMoKEh3e+PGjXrLiKKILVu2AAAcHBwQGBhoUht2dnbo3bs3AODYsWMGp7vu2bNHNwI5ZMiQMscHDRoEhUJRbqwAsGnTJgCAQqHAoEGDTIpVa/bs2brb77zzTqXqICIiIiIiMla9STL9/f3Rs2dPAMCGDRvw559/limzYsUK3ajelClTyozqbdq0CYIgQBAELFiwQG87oaGhAAC1Wo133323xB6UAHD37l3MmDEDQGEi+9Zbb5Wpo3nz5hgzZgwA4Ndff8WuXbvKlPnpp5/w66+/AgDGjRuH5s2blymTlZWFjIwMvXFKkoRZs2bh8OHDAICxY8fqnh8iIiIiIqLqUi8W/tFas2YNnnnmGeTl5aFv376YNWsWAgMDkZeXh+3bt+Pbb78FAHh7eyMkJKRSbfTq1QsjR47E9u3bERYWhj59+uCDDz6Ai4sLYmJisHDhQiQnJwMAlixZYnA114ULF+KXX37B33//jVGjRuHMmTMYMGAAAODgwYNYsWIFAKBJkyb49NNP9dYRHx+P5557DsOHD8fLL7+M1q1bQ61WIzY2FuvXr9dN2e3SpQs+//zzSvWXiIiotpBEEZmxsQCARiauq0BERDWnXiWZXbp0wY4dOzB27FhkZWVh1qxZZcp4e3vj0KFDFe4XWZ7vv/8eWVlZOHz4ME6cOIETJ06UOK5QKDB37lxMnDjRYB2tWrXCgQMHEBQUhNu3b2Pp0qVYunRpiTLNmzfHvn37SqxqW1peXh42b96MzZs36z0+YMAAbN68ucQ2JkRERERERNWlXiWZADBw4EBER0djzZo1OHToEG7evAlLS0u0bdsWw4YNw3vvvYcGDRpUqQ0bGxscOnQI27Ztw6ZNm3DhwgVkZGSgWbNm6NmzJ9577z089dRTFdYTEBCAmJgYrFmzBvv27UNiYiIAwNPTE4MHD8YHH3wAJycng+e3a9cOX3zxBY4dO4aLFy8iLS0NGo0GzZs3x9NPP42xY8eiX79+VeorERERERGRKQRJkiRzB0G1V1ZWFuzt7ZGZmYlGjRqZOxwiqqOKT3O09/WFoKi7SwLUh75UtQ9yPAfl1WHoWOnpsllF6yzoi8GYOuT+/RlTtzniIiKSi7G5Ad/BiIiIiIiISDZMMomIiIiIiEg2TDKJiIiIiIhINkwyiYiIiIiISDZMMomIiIiIiEg29W4LEyIiIiJTcXVXIiL58B2UiIiIiIiIZMMkk4iIiIiIiGTDJJOIiIiIiIhkwySTiIiIiIiIZMMkk4iIiIiIiGTDJJOIiIiIiIhkwySTiIiIiIiIZMMkk4iIiIiIiGTDJJOIiIiIiIhkozJ3AERERESSKCIzNhYA0MjHx8zREBFRVXAkk4iIiIiIiGTDJJOIiIiIiIhkwySTiIiIiIiIZMMkk4iIiIiIiGTDJJOIiIiIiIhkwySTiIiIiIiIZMMkk4iIiIiIiGTDJJOIiIiIiIhkwySTiIiIiIiIZMMkk4iIiMjMJFFE9tWryL56FZIomjscIqIqYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJhkklERERERESyYZJJREREREREsmGSSURERERERLJRmTsAIiKqPpIoIjM2FgBg7+sLQcHvFomIiKh68dMGERERERERyYZJJhEREREREcmGSSYRERERERHJhkkmERERERERyYZJJhEREREREcmGSSYRERERERHJhkkmERERERERyYZJJhEREREREcmGSSYRERERERHJhkkmERERERERyYZJJhEREREREcmGSSYRERERERHJhkkmERERERERyYZJJhEREREREcmGSSYRERERERHJhkkmERERERERyYZJJhEREREREcmGSSYRERERERHJhkkmERERERERyYZJJhEREREREcmGSSYRERERERHJhkkmERHRY0oSRXOHQERE9ZDK3AEQERFRzUiNicG5HTuQHB6OO1fiIarVUFpYoImXF9z8A9BlxAi4+PmZO0wiIqrjmGQSERHVc+kJCQgLDUFieDgsVSrYiSJcBQWUKhU0ooTcuDicj49HxKaN8AgIwKDlK+Dk6WnusImIqI5ikklERFSPRe/di/0hwVCJItqoLOCgUEBQlv3zL0kSMlQCUqKisK53LwStXAW/oKCaD5iIiOo8JplERET1VPTevdg9+X04KRRwU6qgFASDZQVBgKNSiUaShGSNGrvefw+SJOGJIUNqMOLySaKI7KtXAQB27dqZORoiIjKEC/8QERHVQ+nXr2N/SDCcFAp4VJBgFqcUBHgoVXBSKLA/JBjpCQnVHCkREdU3TDKJiIjqobBpoVCJItyUKghGJphagiDATamCShQRFhpSTRESEVF9xSSTiIionkmNjkZieDhcIRg9glmaUhDgCgGJ4eFIjYmROUIiIqrPmGQSERHVM+d27oSVSgUHRdX+zDsoFLBUqXBuxw6ZIiMioscBF/4hIjJBXdu8XhJFSJKku/24xyGHutCX5PBwNBRFvavImkIQBNiJIm5ERJToqxzPgb46it/XV78pMZRXhymPV7VPpsRVokwtfW3VZkIVv1QhIvkwySQiMkFmbKy5QzCJJIrIuX696I5ktg9htSUOOdSFvty5Eg9XQZ64bAQFUuMvl3jty/EclK4DgO6+pNHgQWJimfpFtRq5N28CKPy/mJucbDAGQzGa+nhV+qSvDkNlSvdNoeJHNFM5+PmZOwQiKlL7/jLKIDk5GaGhofDx8YGtrS0aN24Mf39/LF++HLm5ubK1s337dvTr1w8tWrSAtbU1PDw8MG7cOJw+fdroOtLT0zF//nx06tQJ9vb2aNSoETp16oT58+cjPT3dqDr+/vtvfPrpp3j66afRuHFjWFhYwMHBAV27dsWMGTOQlJRU2S4SEVEdI4kiRLUayspdilmGSihMgDiyRkRExqp3X5MdOnQIY8aMQWZmpu6x3NxcREZGIjIyEuvXr8fhw4fRunXrSrfx8OFDDBs2DAcPHizxeFJSEpKSkrBt2zYsWLAAc+fOLbeeyMhIDB48GLdu3SrxeHR0NKKjo7F+/Xrs378f3bp1M1jH8ePHMWLEiDIJaWZmJs6ePYuzZ8/iiy++wPr16zFq1CgTe0pEpdn7+po7BJNIoggULfxi36GDWUcya0MccqgLfVFaWEAjSrLUpZYK6ys+SiTHc1C6DgC6+43at4egVJapX1SrdSOc9r6+UFhYGIzBUIymPl6VPhkaydRXpkzfOJJJRHVYvXoHu3DhAoYPH47c3Fw0bNgQM2fORGBgIPLy8rB9+3Z89913uHz5Ml555RVERkaiYcOGlWpnwoQJugQzMDAQU6ZMgYuLC2JiYrBo0SJcu3YN8+bNQ4sWLfDWW2/prSMlJQUDBw5EWloaVCoVgoODMWDAAADAwYMHsXLlSqSmpmLAgAGIioqCq6trmToSEhIwaNAg3ejs4MGDMW7cOLi5uSE1NRX79u3D5s2bkZubi3HjxsHDwwNPPfVUpfpMRIVqY0JREe32FYJCYdb4a0sccqjtfWni5YXcuDhZ6sqTRDT19inTTzmeg+J1lKlTT/3F2zFUxpgYTX3c1D5JolhuHUb1rRa+roiIjFWvkswPPvgAubm5UKlUOHLkSImEqlevXvDy8sL06dMRFxeHlStXYt68eSa38fvvv2Pbtm0AgIEDB2Lv3r1QFn3b2r17dwwaNAhdu3ZFcnIypk+fjqFDh8LBwaFMPbNnz0ZaWhoAYNu2bRg2bJjuWM+ePdGtWzcMHz4caWlpmDt3Lr7//vsydaxcuVKXYE6bNg2fffZZieODBw/Gk08+icmTJ0Oj0WDx4sUICwszuc9ERFS3uPkH4Hx8PCRJMnmPzOIkSUK2QoHO3f1ljK7+SY2JwbkdO5AcHo47V+ILpytbWKCJlxfc/APQZcQIuPB6QSJ6jNSbr8kiIyPx22+/ASgcadQ3YhcSEgIfHx8AwOrVq1FQUGByO9pETqlUYt26dboEU8vZ2RlLly4FANy/fx8bNmwoU0daWhp++OEHAEC/fv1KJJhaw4YNQ79+/QAAW7Zs0SWkxf3nP/8BUPiN6Jw5c/TG+95776Fx48YAgP/+979G9ZGIiOq2LiNGIF+tRkYVr6PMEEXkq9XoMmKETJHVL+kJCdj42qv4pv9LOP/DVhRcjoOrBHioVHARJRTExeH8D1vxTf+XsPG1V5GekGDukImIakS9STL37dunuz1+/Hi9ZRQKBV5//XUAhQmgNik1Vk5ODo4fPw4A6NOnD1q2bKm33KuvvopGjRoBAPbs2VPmeFhYGDQaTbmxAsAbb7wBANBoNHpHIPPz8wEATk5OuvZKEwRBd/3po0ePDLZFRET1h4ufHzwCApACCRqpctdmaiQJKZDgERDAUTg9ovfuxbrevXA7KgptVBbwUyjhaWGJZioVnJUqNFOp4GlhCT+FEm1UFrgdFYV1vXshZv8+c4dORFTt6k2SeerUKQCAra0tunbtarDc888/r7v9xx9/mNRGRESELlErXk9plpaW6NGjh+6c0iOm2lgrqqeiWL29vQEUrlCblZVlsJ7rRUula8sTEVH9N2j5CqgVCiRr1Lp9GY0lSRKSNWqoFQoMWr6imiKsu6L37sXuye/DXqOBj0IJR6XS4LRkQRDgqFTCR6GEvUaD3ZMnI+7EiRqOmIioZtWbJPPSpUsAgLZt20JVzops7du3L3OOqW2Urqe8dtRqNa5cuaK3Hnt7ezRv3txgHS1atNCNUOqLdeLEiQAKPwwsWrRIbx1ffvkl7t27V6I8ERHVf06enghauQrpoohEjdroEU2NJCFRo0a6KCJo5So4eXpWc6R1S/r169gfEgwnhQIeShWURl7zqhQEeChVcFIocGTVSmSkplZzpERE5lMvksyHDx/i7t27AGBwCquWo6MjbG1tAQA3btwwqZ3i5Stqp1WrVnrPK36/ojqK16Mv1n79+mHGjBkAgKVLl+K1117Dnj17cObMGRw4cAATJkzA5MmTAQBjxozBhAkTKmyPiIjqD7+gILy29nNkKpW4JGpwX6MxOKopSRLuazS4JGqQqVRi6OdfwC8oqGYDrgPCpoVCJYpwU6pMXlRJEAS4KVWwEEUcXbWymiIkIjK/erG6bHZ2tu62MduS2Nra4sGDB8jJyam2drSJLIAy7WjrMTZWfXVoLVmyBL169cLixYuxZ8+eMteAdunSBR9++CGGDx9eYVtA4XWbxa/dLG8aLhER1X5PDBkC186dERYagmvh4bBUqWAnirARFFAJhftg5kkishUK5KvV8OjRA4OWLecIph6p0dFIDA9HG5WF0SOYpSkFAa6CAtcuXkRqTAxcO3WSOUoiIvOrNyOZWpaWlhWWt7KyAgDk5eVVWzvaNvS1o61Hjlhv3bqFLVu24PTp03qPx8TE4Mcff0SckfulLV68GPb29rqf4iOyRERUNzl5emL87j2Y+PMv6Dx2HCzat0eqACSq1bilEGDp44POY8dh4s+/YPyu3UwwDTi3cyesVCo4VHEPSweFApZKJc7/tFOmyIiIapd6MZJpbW2tu61dcbU82pE6Gxubamun+Ghg6Xasra2Rm5tb5VgvXbqEvn374ubNm3BycsLKlSsxcOBANGvWDPfu3cORI0cwZ84chIWF4eTJkwgLC0PPnj3LbW/mzJkIDg7W3c/KymKiSUQ1Qqridhs1RRJF3ZTTuhKzVgtfX7T4+GNIoojMv/6CJIpw6NgRQrGkyZg+yfEc6Kuj+H199Ze+XV4M5dVhyuPFJYeHo6EoQlBW7eOTIAiwkyQkR0T8r++lY6ljry2qf4QqfplCj7d6kWTa2dnpbhszBfbBgwcAjJuuWtl2tG3oa8fOzg65ublVjnXcuHG4efMmGjRogFOnTun2AAWAZs2aYdy4cejduzeefPJJpKWlYdSoUbh27VqJUdbSrKysyj1ORFRdMmNjzR2CUSRRRE7Rqt2QpDr5Qax4HwRBMLkPcjwHpesAoLsvaTR4kJhYpn5RrUbuzZsACl8vucnJBmMwFKOpjxd350o8XAV5ft82ggKp8fG6133pvinKWcSQqCY4cOsiqoK695dRD2trazg7OwMAbha9QRty//59XeJm6ghd8YV6Kmqn+EI9pdvR1lNRHcXrKV3HhQsXEBUVBaBwUZ/iCWZxLi4ueP/99wEAKSkp+OWXXypsk4iIiEqSRBGiWg1l5S7FLEMlFCaWHLEkovqo3nxN5uPjg1OnTuHq1atQq9UGtzEpfm2iocTMkA4dOuitp7x2VCoV2rZtW6aeqKgoZGZm4vbt2wa3Mbl165Zu4Z3SsRbf0uTJJ58sN5bi+4bGxcVh8ODB5ZYnIjIHe19fc4dgFEkUgaJFX+w7dKizI5lV6YMcz0HpOgDo7jdq3x6CUlmmflGt1o1w2vv6QmFhYTAGQzFqH5dEEfa+vmUeL69PSgsLaETT9hw1RC0V1qcdLSrTN45kElEdVm/ewZ599lmcOnUKDx48QFRUFAICAvSW+/3333W3n3nmGZPa6N69OywtLZGfn4/ff/8dH374od5y+fn5uoV4tOeUjnXr1q26eEaMGGFyrMWTaLVaXW7cBQUFes8jIqpN6lKypt26QlAo6lTcxVW1D3I8B8XrKFNnUSJYvP7i7WjLlBdD8eO3YmNxbscOJIeH486V+MJRSQsLNPHygpt/ADoPGwbbYu3oq6+JlxdyjVxIryJ5koimXj6G+1ZHX1dEREA9mS4LAEHF9vLauHGj3jKiKGLLli0AAAcHBwQGBprUhp2dHXr37g0AOHbsmMHprnv27NGNQA4ZMqTM8UGDBkFR9MfDUKwAsGnTJgCAQqHAoEGDShzzLLby36lTp8qNu3iy6skVA4mIqJZKu3oFJ9atwzf9X8KagQOw+pWX8Umb1viqbx8cmjMHty7GmFxnRmoqNg4bim/6v4TzP2xFweU4uEqAh0oFF1FCQVwczv+wFd++8jJ+mhaKjNRUg3W5+QcgW6EwuNeosSRJQrYgoJV/9yrVQ0RUW9WbJNPf31+3cuqGDRvw559/limzYsUK3TTTKVOmwKJomo3Wpk2bChdAEAQsWLBAbzuhoaEACkcP3333XWg0mhLH7969ixkzZgAoTGTfeuutMnU0b94cY8aMAQD8+uuv2LVrV5kyP/30E3799VcAhQv8lJ5S26VLF7i6ugIAdu/ejePHj+uN9+zZs/j6668BAA0aNECvXr30liMiIjKX9MQEbBw2FNvefx9/HT6EgsuX9SeCAwbg4OpVyPz7b6PqjTtxAlsmTURaVBTaqCzgp1DC08ISzVQqOCtVaKZSwdPCEn4KJdqoLHD30iVsmTQRMfv36a2vy4gRyFerkVHF6ygzRBH5Gg06DzNuD2siorqmXs2dXLNmDZ555hnk5eWhb9++mDVrFgIDA5GXl4ft27fj22+/BQB4e3sjJCSkUm306tULI0eOxPbt2xEWFoY+ffrggw8+gIuLC2JiYrBw4UIkF612t2TJEjg6OuqtZ+HChfjll1/w999/Y9SoUThz5gwGDBgAADh48CBWrFgBAGjSpAk+/fTTMucrFAosXrwYr7/+OjQaDfr374+JEydi4MCBaNq0qW4Lk88//xy5ubkACrcncXBwqFS/iYiIqkPciRM4unoVVKKINioLOBSbBlucJEnIUAm4mZiIPYsWYnDjxnBv185gvdH79uLnz5bCSamEm1IFpZ46tQRBgKNSiUaSAskaNXZPngxAwBOlZiO5+PnBIyAAKVFRaCRJ5dZpiEaSkCKJcPX1hQtX7ySiekqQqjrno5Y5cOAAxo4dq5uuWpq3tzcOHTpUZjEeoHAkc/z48QCA+fPnGxzNzMvLw9ChQ3H48GG9xxUKBebOnWvwfK3w8HAEBQXh9u3beo83b94c+/btM3h9KQAsX74cs2bNKnHdZWmCIGDKlClYuXKl3j/c5cnKyoK9vT0yMzPRqFEjk84lIvOTRFG3RULxRU4e1zjkUB/6UtU+yPEcSKKI8C++MDoR1NJIEpLVaqRLIvpPm472gYFlYki/fh3rXuwNe40GHkqVSX/7JElCokaNTKUS7xz/N5xKXWaSnpCAdb17mVz3A1HEXY0a90UR2pUUSlwTOvQ1iAmJAADXgQO58A8R1UrG5gZ17y9jBQYOHIjo6GhMnToV3t7eaNCgARwcHNCtWzcsXboU586d05tgmsLGxgaHDh3Cjz/+iD59+qBp06awtLREq1atMHr0aPzxxx8VJpgAEBAQgJiYGMyZMwcdO3ZEw4YN0bBhQ/j5+WHOnDm4ePFiuQkmUDh9NyYmBsHBwejatSvs7e2hVCphZ2eHjh07YtKkSYiMjMSqVatMTjCJiIiqS3pCAo6sWgknpRIeRiaYAKAUBHioVHBSKHBk1Uq911CGTQuFShThZmKCCRR+MeumVEEliggLLTvrycnTE0ErVyFdFJGoUUNTwXf1DyURl/PzcakgHxmiCHuFAq2UqipPBSYiqs3q3UgmyYsjmUR1W20ZdastccihPvSlNoxkfv/aq0g7EwUfpbLS004vadRw9vHBW4d/1sWQGh2Nb17ujzYqCzgWbYNSGfc1GlxTF2Diz7/ondYavXcv9ocEQyWKcIWgd5pvukaDRHUBLAC0qmgqsCjipiRCLQgYvGIlOr32WqVjJyKqLo/tSCYRERHVbqnR0UgKD4erIFQqwQQKRzRdBQVuXryI1Jj/rTp7budOWKlUcKhi8u+gUMBSpcK5HTv0Hn9iyBC8c/zfaN61K66pCxAjapBQkI/bajXuatS4np+PBHUBHBUK+FpawVGpNDiqqr0mtINSBQdRwp4PpiB6794qxU9EZE6c8E9EVI9IpVa9lERRt91C6WM1qbbEIYf60Jeq9qGq55/buUO+RFCpxLmdO3Sjjcnh4WgoihCUVfuIIwgC7EQRNyIiDPaxsbs73vhpF1JjYnD+p51IjohAanzhHpwA0FihgKfKosIpuxpJwld37+KFhg3ha20NaNTYHxIMl05PwMmDW4+R+dXFGRtkXkwyiYjqEe0URqBwCp4kiniQkFB4v2hje3OoLXHIoT70pap9qOr5Cb+flC8RlCQknjqFjIsXAQB3rsTDVZDnd2IjKJAaf1lXtyENBAFPDx+Bp4YOw4OEBBxcvQoZiYlwN+KaUEmS8PXduziSnY3fcnIwo1kzPGljg0saNfa88w6GfbZMlr5QzatPa2E4cCVkMhGTTCKieirn2jVIooi8ooVRzJ1k1oY45FAf+lLVPlT1/PTkJHkTwaQk3etdVKuhlGllVpUAiGo1sq9cMaqPkigi5exZ3L52DW1UFkZNBQ7PzcWv2dkAgHxJwqLbt/FB06Z4wsYG1y5eROJvv8G5Vasq94Vqnl0VF5okqsuYZBIR1SP2vr6625IoFiYARR90bT09zZpk1oY45FAf+lLVPlTlfEkUIWo0MieCGth6eEBQKKBQqaCRaUlDtQQoVCqjkwVJFJG8excslUqjpwIHNGiAoQ4O2JWRAQAQADgUnW+pVCLhr7/g8fzzlewBmVPx92Oixw2TTCKieqT4h30HP7/CZKBohU37Dh3Mm2QaiKOuXddYPMFqZMbntCqq2oeqnq+0sIBGlCcTVEuF9Wmn8zX18kLu5cuy1J0niWjarr3RyYIkivj7xg3YSZLRUyUFQcDrjRujoUKBLffuYVqzZuhkYwMAsJMkpF2/xmSFzE6u9+m6+H5JlcMkk4iontL+Mdd+2BUUCrP+gTcUR/HrSOsCSRSRU3Q9IgShTn5oqmofqnp+41atkJuYaNI5huRJIpxaeSDr0iUAQPO2XvgrPh6SCYmePpIkIVsQ0KFNW13dFZ4jikhPTq7UVOBXHRzQw9YWLhYWuscKrwmNN7p9otqO13Y+PureX0YiIiKq01x9OyJbEFDVrbq1iWCLDv8b6evQtw/yNRpkVHHkJUMUka/RoEPfPsbHo50KXMnctniCCfzvmtC6NtpPRMSRTCIiMqu6NhVQEkWgaITMnFOQq6Kqfajq+f6TJuH8gTBkCAo4Fk2jrgxtIhgwaaLudWTv6wv3H35ASlQUGklSpfbh1EgSUiDBPSAA3oODjD5PEsVyrwm9kZ+P5hYWsDAyptJTgYmI6gommUREZFZ1MUmrLVOQq6KqfajK+a6dOsE9IAApZ86gkaSofCIoiWjZsSNcnuhUIobBy1dgXe9eSNao4WHENiLFSZKEZI0aaqUSg5evMLlvTm5ueqcCJ+XnY2ZqKrytrDCzWTNYGVFvniSiqbdPnX2NEdHji+9aREREVOMGLVuGAoUCyRq1ydNmtYlggUKBPlODyxx38vTE4BUrkK7RIFGjhsbI+jWShESNGumiiKCVq+Dk6WlSXID+qcC3Cwow/9Yt5IgizublYd6tW8jRaMqtR5IkZCsUaNXd3+QYiIjMjUkmERER1TgnD0/0DQ6uXCKoLkwE+wYHw8HFRW85v8FB6D99BjIUClwSNbiv0RhMZiVJwn2NBpc0amQoFHht7Vr4BQVVql+lrwkVJQmL09Jwr1hSeenRI/zr/v1y68kQReSr1egyYkSl4iAiMidOlyUiIiKzaP9CICABR1evwiVRA1cIcFAo9E5vlSQJGaKIm5IItULAq8tXw71du/LrDwxE83bt8O9vv8G18HBYqlSwE0XYCAqohMJrHvMkEdkKBfLVarT080OfD6bCvY/xi/2U1qytF1p27IiUuDjdNaHvODvjo9u3kVOUePpYWeH1xo0N1qG9JtQjIAAuvB6TiOogJplERERkNu0DA9F2wCsImzatMBFUKmEnSQYTwRZt2+LZ0WPgM2gQso3YD9PBxQXjf9qFW7GxOLdjB5IjwpEaHw9RrYbSwgJNvX3Qubs/Og8bBluZrn3sMzUYW9+epLsmtJ21NRa7uGD+rVuwVyoxt3lzg9dkFr8mdNDyFbLEQ0RU05hkEhERkVk5eXhi/E+7EL9/H/46chS3r13VnwgOfQ1iQmKl2nDx84OLnx8kUURmbCwkUYSDn59uUR3t43JwcHHB4BUrsHvyZABquClVcLe0xBIXF1gJAhoaWFFXI0lIVquRLokYumZtpa4JJSKqDZhkEhERUa3QrK0XmrX1QiMfH2RdulQmERTVaqRUMsksrbpXbPUbHARAwP6QYN1U4GYq/SvdlpkKvGJNpa8JJSKqDZhkEhERUa1U17bukCQJKbdvw7V5cwDAE0OGwLVzZ4SFhhh1Tah2KnCHwYPN3BMioqphkklEREQkg1mzZ+Obr77Czi+/xIu+vgAKt1MZv3sPUmNiyr8mtApTgYmIahsmmURERERVtGzZMixduhQAMOT//g97mjRB3379dMcruiZUzqnARETmVrfmoRARERHVMvv27cP06dN19x/k5SFoyBDcvn3b4Dl1bSowEZEp+A5HREREVAV9+vTBSy+9VOKxz9euRfOiazOJiB43TDKJiIjIbCRRNHcIVWZra4v9+/djxPDhAIBPQkLw5ptvmjkqIiLzkf2azLt37yIlJQV///030tPTYWNjgyZNmqBJkyZo3bo1FJweQkRE9NjSLYATHo47V/63AE6Ttl5o3rYtOvTtg0Y+PuYO02SWlpb44YcfMOiZZ/ByYKC5wyEiMqsqJ5nZ2dnYv38/fvvtN5w6dQpXr141WNbW1hY9evRAz5498corr+DJJ5+savNERERUB6QnJCAsNASJxbbycBUUUKpU0IgSci/H4a/4yzh/IAzuW7ei18RJcHBxMXfYJlEqlUwwiYhQhSQzKioKa9aswe7du/Hw4UMAhftDlScnJwfHjx/H8ePHsWDBArRr1w7vvvsu3njjDdja2lY2FCIiIqrFovfuxf6QYKhEEW1UFnBQKCAoy34EkSQJGYICKWfPYsukiegbHIyAoq1AaouMjAw4ODiYOwwiolrN5CQzKioKc+bMwZEjRwD8L7Fs0aIFunfvjq5du6Jp06Zo3LgxHB0dkZeXh3v37uH+/fuIj49HZGQkoqOjUVBQgLi4OEyePBkLFizAtGnTMGXKFFhZWcnbQyIiIjKb6L17sXvy+3BSKOCmVEEpCAbLCoIAR6USjSQJyRo1fl66FDauruj06ms1GLFht27dwrPPPothw4Zh8eLFEMrpCxHR48ykJHP8+PHYunUrxKKL9J988kmMGTMGr732Gtzc3IyuJz8/HydPnsS2bduwd+9epKenY+bMmfjqq6+wdetWPPvss6b1goiIiGqd9OvXsT8kGE4KBTyUKqOTMqUgwKNopDMsNBQtuzwJJ0/P6gy1Qvfv30ffvn1x/fp1LF26FPfu3cNXX30FpVJp1riIiGojk1bh2bx5M1QqFf75z38iLi4OZ86cwdSpU01KMIHCi+NffPFFfP/997h9+za2bNmCdu3aISkpCf/+979NqouIiIhqp7BpoVCJItxMSDC1BEGAm1IFlSgiLDSkmiI0jkajwYABA3Dx4kXdY9999x3mzZtnxqiIiGovk5LMt99+G1evXsU333wDb29vWQKwsrLC2LFjERsbi+3bt8PLy0uWeomIiMh8UqOjkRgeDlcI5U6RLY9SEOAKAYnh4UiNiZE5QhPiUCrx1ltvlVghv23btpg8ebLZYiIiqs1MSjK//PJLtGzZsloCEQQBw4cPx6hRo6qlfiIiIqo553buhJVKBYcqbl3moFDAUqXCuR07ZIqscsaPH49du3bB0tISLi4uOHr0KJo1a2bWmIiIaivZ98kkInrc1ObN5CVR1C3QZs44a0sccqgPfalqH4w5Pzk8HA1FUe8qsqYQBAF2oogbEREl2qooBkPHTX28uKDBg3Ho4EG0aNEC7m5uZcoZU0d57YuiiH2nTqGvlxfad+ig93yi4gTuP0+1FJNMIqIqyoyNNXcIBkmiiJzr14vuSGb7QFJb4pBDfehLVftgzPl3rsTDVZDnubERFEiNv4zM2Fjk3rwJoPD/XW5yssEYDMVo6uOldWveHJAkvf/vjanDUJk/z5zBjAULEJOcjJfOncO/vvii4ieGHnsOfn7mDoFIr7r3l5GIiIhqNUkUIarVUMq0w4dKAES1usZGjvMLCmqkHQBITknBm9Om4eU330RMUdL8y8mT+O306RqLgYhIbrKOZKrVahw6dAinTp3C9evXkZ2dDY1GU+45giDg+PHjcoZBRFSj7GvZZvHFSaIIFC26Yt+hg1lHMmtDHHKoD32pah+MOV9pYQGNKFU9WABqqbA+Bz8/3eilva8vFBYWBmMwFGNFj2/Zswffz5+Pn3/+GS1atDApTmOeF22Z7AcP8Nm//oVVq1fj0aNHZcrNXbsW5954g1ukEFGdJFuS+dtvv2H8+PFI1k5dAXTXHOgjCAIkSeJGxkRU59X2JEP7PisoFGaNtbbEIYf60Jeq9qGi85t4eSE3Lq5qQRbJk0Q09fYp0Y6gUFQYg6Hjhh7ff/Qopn78MSRJQs/nnsPRo0fRunVrk2KtKCaNRoMf9u7Fp59/jjvp6Xrr8Pb2xuLFi6FUmb71CxFRbSBLknn+/Hn0798f+fn5kCQJ1tbW8PLygoODQ4nlvomIiOjx4OYfgPPx8VX+QlmSJGQrFOjc3V/G6Mo6fvw4/u/DD3VfkF+/fh3PPvssoqOj4ezsLEsbJ06cwNSpU3HhwgW9x+0bNsQHw4dj5hdfwMrGRpY2iYjMQZYkc8GCBXj06BGsrKywcuVKjB8/HtbW1nJUTURERHVQlxEjELFpIzJUAhyrMOUzQxSRr1ajy4gReo/LdZ1mmzZt0MrFBdeLzch68803ZUkwr1y5gmnTpmH//v16jyuVSrzz9tv4Z/fucLCzg0XRNGAiorpKliTzjz/+gCAImD17Nt5++205qiQiIqI6zMXPDx4BAUiJikIjSYKyEqOZGklCCiR4BATAxc8PolqNuzduIP70n7i37kvcuXKlcIEhCws08fKCm38AuowYAZdKrLjp4eGBnzdvxtC330ZMXBzefvttfPLJJybXU1xGRgY++eQTfP755ygwsJjQK6+8guXLl8O7bVukHDhQpfaIiGoLWZLMhw8fAgBeeuklOaojIiKiemDQ8hVY17sXkjVqeChNu75QkiQka9RQK5UYtHwF0hMSsD8kGEkREbBUKmEnSXAVFFCqVNCIEnLj4nA+Ph4RmzbCIyAAA5ctM/lDTlMnJxxYvx5bT5zArFmzKj3NV61WY91XX2H+/PlIN3DdZfs2bbD6iy/Qr+izk6hWV6otIqLaSJYLJj08PADA4Ld0RERE9Phx8vRE0MpVSBdFJGrU0JSzIGBxGklCokaNdI0Gg1esQMr581jXuxfSzp5FG5UF/JQqeFpYoplKBWelCs1Uhff9FEq0UVngdlQUvnrxRcT9dsLkmO0bNcLsWbMqvabE8f/8Bz2HDcN7772nN8F0dnbGijlzcOqnn9C3b99KtUFEVNvJkmQGBQUBAE6ePClHdURERFRP+AUF4bW1nyNTqcQlUYP7Go3B1eclScJ9jQaXRA0yFAr0nzEDkiRh9+T3Ya/RwEehhKNSaXCEURAKr//0UShhr9Hg56VLEXeibKJZ3ur3lXXp0iUMGDAAQ99+G3HXrpU5bmFhgdDQUFyJj8ebw4dDpZJ1FzkiolpFliRzypQpaNGiBZYvX47ExEQ5qiQiIqJ64okhQ/DO8X+jedeuuKYuQIyoQUJBPm6r1birUeO2Wo2EgnzEaNS4pi5A865d8frX36CZlzfCQkPhpFDAQ6ky+rpOpSDAQ6mCk1KJI6tWIj0xQXfswYMHGDhhAvYdOSJL39LT0/H+++/Dz88Ph3/+WW+ZIUOG4NKlS1i2bBns7e1laZeIqDaTJcls0qQJDh8+DBsbGwQEBGD9+vXIzMyUo2oiIiKqB5w8PTF+9x5M/PkXdB47Dhbt2yNVABLVatxSCLBs74MOL7+C0Z9/jn/s2AkHFxccW70KKlGEm4nXcwKFo5puShUsRBFh06YBAB49eoTXXnsN/zlzBhOmT8d3331X6f7k5+dj1apVaNu2Lb744gtoNJoyZbp06YLffvsNe/bsQZs2bSrdFhFRXSPbXI0nnngCJ0+eREBAACZOnIhJkybB2dkZDRo0KPc8QRBwTc+0EiIiIqp/XPz84OLnB0kUkRkbC0kU4VC0GmxmbKyuXNqVK7h58SLaqCwqtTItUDii6SoocC08HDfOn0fIokU4cvQoAEAURUycNAlqjQbvvPOO0XVKkoSwsDBMmzYNV65c0VummbMzFi1Zgn+88QaUVdi+hYiorpItydy9ezcmTJiA7OxsSJIESZJw586dCs+rygbNREREVLcJBhbY+evoUVgqVXCo5AI8Wg4KBSxVKpz/6Sc0bdq0xLHGjRvjhRdeMLqu6OhoTJ06Ff/+97/1Hre2tsa748ZhyptvoqW/v8G+ERHVd7IkmX/++SdGjhypmyri7u6OJ554Ag4ODpVenY2I6HEg10by5dWvXeSkutuqC3HIoT70pap9kOM50FdH8fspFy/CThIhCFX7qCIIAuxEESmRkVj7889wdHDApwsXomGDBjh04AB82rcvjKWcPqWlpWHuvHn4/vvvIRro78gRI7Bo4UI4PHigt47y+q3vdl19bVHdwy9DqDrIkmR++umn0Gg0sLe3x7Zt29C/f385qiUiqveKTw+sDpIoIuf69aI7ktk+TGjjkETRrHHIobY8p1VR1T7I8RyUrgOA7r6k0SA9OQmugjzPrY2gQGr8ZWT99ReChw2D8tYttHd3RztbW93/QX19evjoEb764QesWr8e2UXJY2nd/PywcPp0+HfqBCknp8LnxdBzJ6rVyL15E0Dh+4KCq89SDdFOVyeSkyzvYFFRURAEAR999BETTCIi0km7egV/HTmKlIsxSE9OhqjRQKFSwcnNDa6+HdGhbx80a+tl7jCplpFEEaJGA6VMiZZKKEzitKODEwYMKL99ScL+I0cwf+VKJKem6i3j2rw55k+Zgtf69+esLSKiUmR5935Q9O3es88+K0d1RESPDXtf32qtXxJFoOjad/sOHWps1C09MQFh06YhKTwclioV7EQRroICSpUKGgnITUzEX8nJOH8gDO4BARi0bBmcPDxrJLaqMtdzKqeq9kGO56B0HQB09xu1bw9F0WtFDmoJUFpYwKFowSF9sWsfPxcbi/nvvYc//vMfvXU1aNAAM2bMQEhwcJnFDY15XgyVEdVqPCjaBs7e15cjmURUp8nyDubp6YnY2Fjk5ubKUR0R0WOjJhIU7QJrgkJRI+1F792L/SHBUIki2qgs4KBQQFCW/XMjSRIyVAJSoqLw1YsvImjlKvgFBVV7fHKo6ee0OlS1D3I8B8XrKH3fyc0NuZXce/tcbi6OZ2djStOmsBAE5Ekimnr76G1H+1hKSgqmzZmD7QcOGKz3H//4BxYtWgQXFxej+mToedFXpnjZuvy6IiICZNon89VXX4UkSfj111/lqI6IiOqo6L17sXvy+7DXaOCjUMJRqTS4irggCHBUKuGjUMJeo8Gu999D9N69NRwx1Vauvh2RLQi6RXKMFffwIRalpeHkgwf45PZt5Go0yFYo0Kq7v97yubm5+Pjjj9GufXuDCeazzz6LyMhIbNq0qdwEk4iICsmSZIaEhMDLywurV6/GmTNn5KiSiIjqmPTr17E/JBhOCgU8lCqj9zZUCgI8lCo4KRTYHxKM9ISEao6U6oIOffsgX6NBhgmrrCbm5+Pj27fxqCgxPZ+Xh9m3biE7Px9dRowoUVYURfzwww9o164d5s+fr3c2lqenJ3766SecPHkS3bp1q1qHiIgeI7IkmXZ2djh+/Dg6duyI5557DrNnz0Z0dDQePnwoR/VERFQHhE0LhUoU4aZUmbwHsiAIcFOqoBJFhIWGVFOEVJc0a+uFlh07IgUSNEaOZuZoNGXKNlSp0LZHD7gUW0Ez/Px59B07Fq//4x+4WbSia3F2dnZYsmQJ/vrrLwwdOpR7ehMRmUiWJFOpVMLd3R0RERF4+PAhlixZgi5dusDW1hZKpbLcHxUvbCciqvNSo6ORGB4OVwhGj2CWphQEuEJAYng4UmNiZI6Q6qI+U4OhViiQrFEbNW22o40NPnVxgV3R9YwdrK0xuIkzgpYvBwAkJSVh1KhReOn11xF18WKZ8xUKBf4xdCjiL1/GjBkzYG1tLW+HiIgeE7IkmZIk6X5K3zfmh4iI6rZzO3fCSqWCQxUXK3FQKGCpUuHcjh0yRUZ1mYOLCwavWIF0UUSiRm3UiKaXlRUWtWiBJxs0wGBHB/QPCYGlkzNmzZqFdu3aYcfOnXrP6927N37fuROr581Ds2bN5O4KEdFjRZZhxPnz58tRDdFjQzLhGiOiqpBE8X9fAFbj6y45PBwNRVHvKrKmEAQBdqKIGxERtfb/SU09p9Wpqn2Q4znQV0fx+9rbHQcOgiRJCAsNxSVRA1cIhSsW6xkxlyQJGaKIbJUSQc2aInDyFESk30NQu3ZIS0vTG4e3tzeWffYZXnn5ZWRdulT4BbiMfdLiarFE9DhhkklkBpmxseYOgR4Tkigi5/r1ojtStX3QvXMlHq6CPHXbCAqkxl+utf9Pauo5rU5V7YMcz0HpOgDo7ksajW7PSEgS3L28Me6rr3Fk5Qpci42FpUIBOxS+VlRC4T6YeZKIbEFAvkaDln5+aPhCIN5euxYXDSwkZd+wIWa8/TYmjBwJSwsLZP31l+x9Kl6HQ7FrQomI6jteEElERFUiiSJEtRpKma6xVwmFG9NLolgnEziqHg4uLhi6ZCku79qFq9EX8O2ZKHSEhKZKJRQqFZzdPdHB1xcNn/DD2t17cPDDD/XWo1QqMa5fP0wdMQKtOnXia4yIqBowySQyA3tfX3OHQI8JSRSBommF9h06VNsHaqWFBTSiPNfYq6XC+mrryE9NPafVqap90J4viSLsfX0rPepXPAYAuvuN2reHoFSWiU9Uq+GakIC1ERH44/ZtRNvZYfvateg3diwys7Lw6cKF+HzKBygoKNDbZv+XXsKyzz6DS9HIafG65fi91ofXBhGRHKo1yVSr1bh//z4AwNHRkSvJEhXhBw+qSdpr1wSFotpee028vJAbFydLXXmSiKbePrX6/0lNPKfVrTJ9SI2JwbkdO5AcHo47V+ILR7AtLNDEywtu/gHoMmJEia1CTImhTEx64hMUCizeuhXbjx0DAGRlZ+O1t9/G+MhI7Ny5E3fv3tXbTocOHbBy5Ur069cPkijqpmKX7rscv9f68NogIqoq2bO+2NhYfP311zh27BiuXLmiuwBeEAR4eXnhxRdfxMSJE9GxY0e5myYiIjNx8w/A+fh4SJJUpT0FJUlCtkKBzt39ZYyOqio9IQFhoSFIDA+HpUoFO1GEq6CAUqWCRpSQGxeH8/HxiNi0ER4BARi0fAWcPD1lj+PRo0c4Gx9f4rGHjx5h3bp1ess7OTpi5jvvYPK8ebCwtJQ9HiIi0k+2r9hEUcQHH3yAzp07Y926dbh8+TLEolXWJEmCKIq4fPky1q1bhy5dumDq1KkQ6+iqfEREVFKXESOQr1Yjo4rv6xmiiHy1Gl1GjJApMqqq6L17sa53L9yOikIblQX8FEp4WliimUoFZ6UKzVQqeFpYwk+hRBuVBW5HRWFd716I2bdP9lisrKzww9y56FHskgN9W6FZWFggJCQEUQcOYMKIEZxJRURUw2R71x05ciR2796te7P39fWFv78/mjVrBkmScOfOHURGRuLixYvQaDRYu3YtUlNTsYN7oRER1Xkufn7wCAhASlQUGkkSlJUYzdRIElIgwSMgwKQpl1R9ovfuxe7J78NJoYCbUlXu71UQBDgqlWgkSUjWqLHr/fcgSRKeGDJEtnjS09OxaMsWRPz1l8EyQ4YMwWeffYY2rVvX2hWKiYjqO1mSzG3btmHXrl0QBAGdOnXCt99+i+7du+ste+bMGUycOBHnzp3Drl27sH37dowcOVKOMIiIyIwGLV+Bdb17IVmjhodSZdK0WakoMVErlRi0fEU1RknGSr9+HftDguGkUJj0+1QKAjyUKgBq7A8JhmvnzlWeOpufn48vv/wSH3/8MTIyMvSW6dy5M1atWoUXXngBQN3dw5SIqD6QZbrsd999B6BwQ+M//vjDYIIJAN26dcPJkyfRrl07SJKEb775Ro4QiIjIzJw8PRG0chXSRRGJGjU0eqYx6qORJCRq1EgXRQStXFUt1/KR6cKmhUIlinAz8QsDoHBU002pgkoUERYaUukYJEnCgQMH0LFjRwQHB+tNMJs6OeG7b7/FmTNndAkmERGZlyxJZnR0NARBwIwZM2Bra1theVtbW8yYMQMAcOHCBTlCICKiWsAvKAivrf0cmUolLoka3Ndo9F4zBxQmEPc1GlwSNchUKjH08y/gFxRUswGTXqnR0UgMD4crhEpNfQYKRzRdISAxPBypMTEmn7//6FF0GzgQg4OCcOXKlTLHraysEPzWWzhz8CAmTJgAZdGWJ0REZH6yTJfNz88HADzxxBNGn6Mta2gvKyIiqpueGDIErp07Iyw0BNeKrUZqIyigEgr3wcyTRGQrFMhXq+HRowcGLVvOEcxa5NzOnbBSqeBQxS04HBQKWKpUOLdjh9HX2d5JT8ekMWOwY+dOg2UGPfssVn3/PRo/fFil+IiIqHrIkmS6u7vj0qVLyMzMNPqcrKws3blERKbgtVbGk4pW+dberimN3d3xxk+7kBoTg/M/7URyRARS4/+3r2JTLx909u+OzsOG65KPuvJ7NddzKqeK+pAcHo6GoghBWbWPCYIgwE4UcSMiokw7pWN4+PAhVm/YgGXffovcvDy99XXv3h0zhwxBt/bt0aJVK2QXbWeirw+G+mjq46Ywpg5JFCGKItLu3sXF+/eRmJSEhMREJCYk4O1nnkGzxo0L66mjry2qedyPlWojWZLM1157DZ988gl2796NwMBAo87RLhQ0RMZV54jo8cAVI40niSJyrl8vuiPV+IcRW4UCz4wYiaeHDUfO9euQRBF2bduWiKOu/T7N/ZzKoaI+3LkSD1dBnn7ZCAqkxl8u83vWxiBJEvYfOYIFq1cjKSVFbx2WFhZYMXcuRr78MtL/+1/k3ryJzNhY5CYnG+yDoT6a+rgpivfpfkYGkm/dQtLNm0hKSUFyaiqSUlIKb6ek4FHRLLDinm/YEHZeXsiMjYWC266QkRy4GjfVQrK8gwUHB+PHH3/EN998g+eeew7Dhw8vt/yuXbvwzTffwNPTE6GhoXKEQEREdUBdTMgeN5IoFo44y5TkqARAVKshiWKZ3/+Fq1fx8caNiLx0yeD5zZyd8duOHWjepAlEtVqWmKrLzdu3MWLqVNz8+29k5+aafn56OgK8vKohMiKimiXLXxB7e3scO3YMI0aMwKhRo7Bt2za88cYb6N69O5o2bQpBEJCWlobIyEhs3rwZYWFh6NatG3bu3Al7e3s5QiCix4h9sY3YqXySKAJFC7fYd+hgtiSvtsQhB21fJFGEva9vnexLRb8PpYUFNKJxqwNXRC0V1ld8tCUlJQWzZs3C1h9+MHhez+7dkZaejt9PnUKz5s0BFCarDxITC+P29YXCwsJgHwz10djHH+XnIykpCYmJiUhISNBNaU1MSsKa1avRo0ePMjErWrXCpaQkk58jrTsFBWjQsmVh3ziSSUR1mCzvYMVXdNMuN37gwAGD5SVJwpkzZ9C6dWuDZQRBgLqWf2NJROZRFz/Um5N2+wlBoTDrc1db4qis1JgYnNuxA8nh4bhz5X/Xlzbx8oKbfwC6jBhh9OI2tUF5v48mXl7IjYuTpZ08SURTbx8ICgVyc3OxYsUKLFmyBLkGRvp6dOmCNevWwdvWFhqNBo2bN9fFVzxOQaGo8DVl6Lj2M0ZScnLhNZEJCbh+/TquXLiApJQU3EhLQ2pqqsE+xV+5gqeefrrM43aNGsHZ0RF379834pkBLC0t4e7uDk9PT3i4u6NTkybl9oeIqK6QJcksvTy9oeXqTS1DRERkbukJCQgLDUFisZVyXQUFlCoVNKKE3Lg4nI+PR8SmjfAICMCg5Svq/Eq5bv4BOB8fD0mSTN4jszhJkpCtUOCJbt3x448/4sMPP8TNmzf1lvXw8MCC997DoD59YN+hA7IuXarStiSSJEGtVkOpJ1nLzcuD+zPPVPrL7MSi0VR93F1ddUmmQqFAy5Yt4enpqfvxcHdHk6Jy7V54QTctWVSrkVLOF/RERHWJLEnm/Pnz5aiGiIioVoneuxf7Q4KhEkW0UVnAQaHQu+KqJEnIUAlIiYrCut69ELRyVZ3e87PLiBGI2LQRGSoBjlVI9DJEEdce5GJ3WBjOLVqkt0zDBg0we+5cTJk8GY+uXTO6bkmScC8jA0kpKbh76ZJuRDIuOhpX4uKQdv8+Bjg6ws/aqsSIc+dhw2BrYwN7OzukGzniWFpCQoLBY/OmTIEkSegYGAg3d3dYFE3p1cUtirpFkBQcrSSieopJJhERkR7Re/di9+T34aRQwE2pgrKcET1BKEzGGkkSkjVq7Hr/PUiShCfq6ArqLn5+8AgIQEpUFBpJUrl9N+RWfj6+uHcPMbm5wN27ZY4LggBJktC8SROMHTMG1tbWeKSnnosXLyJBe13k9eu4dPo0bqSl4eY//oHs7OxyY9Co1fBQ2ZYZcW7ZsSNcnZ2NSjIbN25cOALp4YHWrVvDw8MDXbt2NVj+uYAAAIB969ac8kpEjy1eVU5ERFRK+vXr2B8SDCeFAh5KldFTRpWCAA+lCoAa+0OC4dq5c52dOjto+Qqs690LyRq1Sc9Brihi1/372JeZCUOTUdu3b4+4oms+ryYl4amnn8bxY8fQVE/ZFwIDce/evUr14YFGA+diI8+6EedLl6C5mw4AsLW1LZzK6uEBl0aN4O7qCp+nnkLrNm3g4eGBRo0aVaptIqLHWbUmmWq1GveLviV0dHSEiiulERFRHRA2LRQqUYSbCcmVliAIcFOqcEnUICw0BON376mmKKuXk6cnglauwq733wOgrnA0VyNJ+Hd2Nn64fx/3NRq9ZRo3bgxfX19ERESUePzmzZuIjIzEK506lTnH09Oz0knmnVLXXP5vxFmB4Q72yLZvhLFffIlOr75aYhprXV01mIiotpA964uNjcXXX3+NY8eO4cqVK7oFfgRBgJeXF1588UVMnDgRHTt2lLtpIiKiKkuNjkZieDjaqCwqNU0UKBzRdIWAa+HhSI2JqVOrzhbnFxQESZKwPyQYl0QNXCEUXpda6nm5mJeHNX//jbQKFtK5d+8eTp06VebxgIAAjB49WpfkFefh7o6oqCiDdQoAHJVKuFhYoJlKhWbF/m1u4MttpSCgs5U1EjVqhIWGoGWXLmjs7g6gaCsTIiKqEtmSTFEUERwcjC+//BKiKOpdcfby5cuIj4/H119/jffeew8rVqzgRe9ERFSrnNu5E1YqFRyq+PfJQaGApUqFczt21NkkU5IkuD73HJ5evQZ7Fi3E1evX0bpBA9iJImwEBe6pC7DjfgbO5eVVqR1bW1uDxzxbt0bz5s11K7M6q9Vo1bQpOg8ahDMLP4UmMQkdVeWPsuqjHXH+S6PGxqGvwbaxU73YmoaIqDaQLckcOXIkdu/erUsufX194e/vj2bNmkGSJNy5cweRkZG4ePEiNBoN1q5di9TUVOzYsUOuEIiojuGIQfWTin3pZ87nu7bEYYzk8HA0FEW9q8iaQhAE2IkibkRE1Lo+F/99ZGdlITEpCYmJiboFdhITEpCQmIjExERkZWXpzhv96qvo7NMel//zX2w6G4XTWdmQo2f3790r8xrR3l6yaBE+W7oUQOE2H6mHDhWe5NQYf1y/XuUR55aCAtfS0qC4cweuCqXerWncAwIwaNkyOHmUf32tMa9zQ2VK367O1wynAhNRdZMlydy2bRt27doFQRDQqVMnfPvtt+jevbvesmfOnMHEiRNx7tw57Nq1C9u3b8fIkSPlCIOI6hh9U+NIXpIoIuf69aI7ktk+XNaWOIxx50o8XAV54rMRFEiNv1yrXuvfbtuGP8+exfVr13Dz779xr1gSWZGUlBTE+fhg8YULSM8qf2XX4mxtbODm6gr3oh83V1e4tWiBJpKElk2bwsXPD5mxsbrXiKTR4IF2L8pirxdRrUZu0T6bF3/5GZZKpSwjzhYArAQFmpWaXqtbKOjMGazr3Rt9g4PR/oVAg3UZ8zo3VKZ43zJjY6GoxnUsHDgyS0TVTJZ3sO+++w4A4O3tjT/++KPcaS/dunXDyZMn0a1bN1y+fBnffPMNk0wiouomSWYfyUQdGMmURLFwuqRMH/BVQmHyIKrV1ZZYq9Vq3LpzB0kpKYU/qalwd3HBGAP7dP5++jQO//Zbpdr6b1QUfg8P13vMtkEDuDZrhh5dusCzVSu4ubjAtkED5OXlYVCfPmWu45REEQ+K9pvUvSaKv0YMjfYVPX4rNhZ2kmTywkylCYKARgoFcqSyr8viCwUla9T4eelSSKJoMNE05nVuTN+qeySzNv8fJHnU5i/y6PEgy1/R6OhoCIKAGTNmlJtgatna2mLGjBl48803ceHCBTlCIKI6yN7X19wh1HuSKAKCgJxr1wBBKPwxh+JtmzOOCghKJRQqFTRSxWWNoZYAhUoFQamsdB2SJCHt7l0kpaQguSiRTE5N1d1OSUuDutSCO4FPPYUxBvbodGvZstKxFOhZ2MdCpcL/jR6N0H/+E/bFtvu4n5mJV8aPx9WkJKhFEa/171/yxNKvidL/VnA7/eZNWUec74mGFy3639Y0wNHVq9G8XXs4uLiULWjM69yIvlX3/5HaNLJO1YOj1WRusiSZ+fn5AIAnnnjC6HO0ZQsKCuQIgYjqIH7TWjO0Iz2CIFR51KcKQZSIx2xxGMHJzQ252qmaVZQniXB296xUfz/7+mvs/vlnJKem4uGjRyadm5yaarBND1dXvY83c3YuMaXV2dERf5w5g59/+w2igZGvfv7+WDhnDtp4eJR4PCc3FyPefRdx164BAP5v5kxkZmdjwogR/ytU6jVRnGDg9aL9V5Ik2UecpaJ6DT1v2oWCHmjUOLZ6FYYtW66vkN64jSljqM9ERHWRLO/O7u7uuHTpEjIzM40+R7uQgHvRkuFERFR9GrZpA/sOHcx6Tab2w7U54zCG53PP4XxycrkJhzEkSUK2QoHOz/WE0t29cGGdogV1tIvruLi64ssvvtB7fo5Sifii6aSmunHrFux8fPSu4B44ZAhCCgrQ3Noabq6u6Pjcc/Dw9ISNjQ2Awi9/1331FT7++GPdXtelde7UCR+99x56+vvr/X1uWLUKZ2JiSjwX3/70E96eOVPXTunXBADd/Ubt2+tGf4vXL6rVums1lRYW0IjyDDmrpcKtUCr6fSsFAa6CAtcuXsQDUSyz6qwxr3NDZYr3zd7Xt1qvySQiqm6yvIO99tpr+OSTT7B7924EBhq+IL447UJBQwxM5yEiIvkIggBBoTBrcqcbsTFzHBXpMmIkIjZtQoaq8Ho8YxRIEu4UFCBNrcYdtRppBQW4UVCAmwUFeLjuK9xbuEjvee3atTP4XLRu3dqkuG1tbeHp6Vm41YeHBx7l56NBgwZlyvkHBKB79+66KZPaREeSJBw8eBChoaGIj4/X20azZs2wcOFC/OP115ETFwdA/+9z6tSpuHHjBtasWQMAaNmyJY4cOYIGpS6pKf6aKH1f3+uleDtN2rZF7uXLJjxDhuVJImyM/EJBuzXN+Z9+gmunTmWOG/M6r6hvtf3/CBFRRWRJMoODg/Hjjz/im2++wXPPPYfhw4eXW37Xrl345ptv4OnpidDQUDlCICKix0h1LlzSwtcX7gEBSImKQiNJglIQyh3V/OHePfyUkQGDY2oGRgMBIDExERq1Wu+Io0epmT6WlpZwd3eHp4cH3D08ChNK7b+ennB2dta7uI4+pbfRiImJQUhICI4dP663vJWVFYKDg/HhjBmws7OrcKsOAcDKFSvQuHFjfP755zjy669wa9Wq7DYdperQt4WJoW0+WnXrhgvx8bKMOGeJIhwVxn2hUN7WNHVlCxOqefzSgB43siSZ9vb2OHbsGEaMGIFRo0Zh27ZteOONN9C9e3c0bdoUgiAgLS0NkZGR2Lx5M8LCwtCtWzfs3LkT9vb2coRARESPEbkXLim+uE5SSgri7RrhRPo9ZBcUIFujgY1CgTUGFsxpqFAYTjAr8OjRI8T//jtaNG1a5lh7e3t8tXCh7hrJ5k2a6E1GAQB37iDrzh2j29Vuo3E3IwNrPv4YW/fuNXjd5asvvYT5H3wANxcXiMnJyCx2fmFlhrekmTxkCEY//zycNZoyv7PSdQAwaQuTNl2eROTWrcgQFEaPOOuTIYooAOBkQh2GtqapK1uYUM3jQjz0uJHlHUxZ7I1ZkiQcOHAABw4cMFhekiScOXOm3KlAgiCUWS2PiIiosrJycnA9ORlJN28iOTVVl1AmF63WWt7iOpbljGY2s7AwOobSi+u4u7qiQdE1iqU1b9IEIwcONLpuUzzKz8dXe/fi8127kJOXp7dM144dsXD6dAR07lyltpwbN67S+YY0bdMGzdu0wc3ERDSSFFBWYjRTI0m4qVbDTlDA1oSRJu3WNJIocoSKiEgPWZJM7bQPQ/eNOYeIiMhY+ra/ycnJwa1bt+Dl5aX3nO9WrMD06dMr1V6+JCGxoAAeFhZlEs1mxUacbBQKOKhU8H3ySTzx9NMlprR6eHjoFr0xF0mSsHv3bsz48EMkGFhUyNXVFYsWLsSYMWMMjpwWX7zm7J07eO6556AyceStqgv/2Pv64qWZs7D17UlI1qjhoVSZNG1WkiQkqwtQAAleJnxRABQuFKS0sCgzOsWFf4iICsnyDjZ//nw5qiEiIjLo0aNHSE5OLlyhVc/P3bt30aBBA+Tk5OhNNkxdSKe08w8fIlupgJ0owkZQQCUUJhsaAXi3RXPYAmj/9NMYtGw5nDw9q9RWdYiKisLUqVNx6tQpvccbNGiAGTNmIDQ0VO+CQaUJgoC9v/6KCdOnY9CgQdi+fTusra1NiqmyC/9oRxAdXV3RNzgYP3/2GQA13JQqo0Y0NUUJZroowlNlAWsT99vMk0Q09fbRm0Ry4R8iIiaZRERUyyQlJeHf//63LnnUbv2Rmppa4SyY3Nxc/P3332iq5xpHTyMSP93iOsVWadXedgIQFxaG5IhwpMbHF+7TaGGBpu07oH93f3QZMaLMlha1QWpqKmbNmoUtW7YYfP5ef/11LFq0CK4G9tDU5/h//oOJM2dCkiTs378fL7/8Mvbv3w87Ozu5QtdJjYnBuR07kBx+Gnfi4yFqNFCGhqBxq1Zw9e2IXqGhOLlmDS6JGrhCgEOxJLU4SZKQIYq4qVajABI8VRYmXYuprSNboUDn7v5ydY+IqN7hXAwiIqoRkiThTno6/vrzTyQlJ2PkyJF6E4GIiAi8+eablW4nISFBb5Lp4eEBhUKBli1b6hLH0omki4uL4cV1ALTx94ckisiMjYUkinDw86u1I065ublYsWIFlixZgtzcXL1lArp0wdqvvoJ/QIBJdefk5OD/Zs5EQbG1E06cOIEff/wRkyZNqlLcxWWkpmLPgvlICg+HpUoFO1GEq6CAUqWCRpSQm5iIv5KSkH8gTLedyLULF3Rli48450kiMkURagB2ggJeFqaPYAKFCwXlq9XoMmKEbP0kIqpvmGQSEZEsJEnC/fv3dSOPxX8SExORmJCAvIcPdeX79OkDZ2fnMvUYM+JYnpSUFL2POzo64uHDh7Aw8fo7Q2prcimKIv71r3/hww8/xM2i1UpL8/DwwPz33sPgPn3g0LGjyW00bNgQW1auxKjJk5GdkwMAePfddzFx4sQqxV5c3IkTOLJqJSwkCW1UFoWjk8qyH1skSUKGoEBKbCzUCgV6z5iB7LQ7ZUecvX1gc/cuHt29i7ZGTqstTSNJSIEEj4CAWjlqTURUWzDJJCKiSrly5QrWrVtXIqnMysoy+vyEhIRKJZmOjo56RyErWlxHEATZEsza6s8//8TUqVMRHh6u93jDhg0xe/ZsTJk8GY+uXatSW89064aDGzZg6HvvoW/fvli7dm2V9qssLmb/Pvz82VI4KZUVXmcpCAIclUo0kiQka9Q4/tlneG3t53j544/LjDinJyRgXe9elV8oSKOGWqnEoOUr5OgmEVG9ZVKS+dNPP2HYsGHVFQtu3ryJ5ORkPP3009XWBhERGfbo0SMkJSWVGIWcNWuW3j2N79+/j9WrV1e6rYSEBHTv3r3M440bN4a/vz+aNm2qd1or91cuKzk5GR9++CH+9a9/6T0uCALeeustfPLJJ2jWrBkkUYThDVuM94SPDyLCw+HasmW504xNcT8lBWHTpsFJqTQpEVQKAjyUKgBq7A8JhkunJ6BCyRFnJ09PDF6xArvffx8ATFsoSKNGuihi6Jq1tXJhJyKi2sSkJHPEiBH4+OOPMW/ePFmTzeTkZCxevBgbN27ErFmzmGQSEVUTtVqNlJQUvdNZDS2uM3z4cHTt2rVMXZWd1qpdXMfQIjSCIBgciaOScnJysGTJEqxYsQIPi01FLq5Xr15YuXIlOhVdsyg3d3d3WacOH1u9CipRhJuJI41A4WvHTanCJVGDsGnT8OqCj8qU8RschNwbN3Fk1Uo8MHKhoBRIUCuVGLpmLfyCgirbNSKix4ZJSaaXlxdiY2MxcuRITJs2DaNHj8aYMWPgq2e/soo8ePAAe/fuxY8//ojjx49Do9FAoVCgbdu2JtdFRESGJd28ickLFuDG33/jxo0bUBdbrMUYiYmJepNMZ2dn2Nra4sGDByUeL724joeHBzzc3dEEgLurK9oHBkLJPQCrRKPRYPPmzZg9ezZu376tt4yXlxeWL1+OgQMHVmkaa05ODtLS0tCmTZtK12GstCtXcPPiRbRRWVTqmkmgcETTFQKuhYcj7eoVNGtbdt/U9oGBaN6uHf797Te4VmxRodILBWUrFMhXq+HRo0et3ZqGiKg2MumvfGxsLNauXYslS5YgOTkZS5cuxdKlS+Hl5YUePXqge/fu6NKlC5o2bQpHR0c4OjoiLy8P9+7dw/379xEfH4/IyEhEREQgIiICDx8+1H2T3b9/fyxduhQdK7EAARERGWZjY4OTERGVPj8hIUHv44Ig4J133oGlpWWJayNbtWpV5tpH7YqsAGSbVvm4+v333zF16lScO3dO73EHBwfMnz9f97upikePHmHIkCG4cOECfvnlFzz55JNVqq8ifx09CkulCg5VfI04KBSwVKnw15GjepNMAHBwccH4n3bhVmxs4fYoehYK6lyLt6YhIqrNTEoyVSoVgoODMXHiRKxbtw5ffvklkpOTER8fjytXrmDr1q1G1aNNLJVKJQYPHoxp06YhwMTl04mIyDBJFHX/Ojs6wsbausTKrhXRLa7j4YHWnp66+kpbumRJue0Xv6997zdUV11hrr5cu3YNM2bMwJ69e/UeVyqVmDRpEhbMnw8nJ6dy4zOmD2q1GqNHjcKxY8cAAIGBgQjbvx/PPfecLM+BvjpSLl6EnSRCEKo20i0IAuxEEamxFyFJUokYS7fbwtcXLT7+uPCLkL/+KlwoqGPHElOAje2jMc+LoTJlYqzj/0+o8mrrytVEpqjUu7itrS2mTZuGkJAQHD16FDt37sSJEyeQmJhY4bk2Njbw9/fHK6+8gtGjR8PFxaUyIZQrOTkZa9euxaFDh5CcnAwrKyu0bdsWw4cPxzvvvIMGDRrI0s727duxceNGREdH4/79+2jevDl69uyJd999Fz169DCqjvT0dKxduxb79u1DYmIiJEmCp6cngoKCMHnyZN0HBX0qM/2poo3Miah+0I4aSqKIB9evw9XZGVeLbWdha2MDN1dXuLu6/u9fFxe4t2wJNxcX2NvZ6a2vsiRRRM7160V3pDr9Iaqm+5KZnY0V332Hb378EfkFBXrLvPjss/gkJATt27QBbt9GpoEptFrG9GHFd9+VSGizsrIwZtQoRB08CEuVqsrPQekYACA9OQmuldi7Uh8bQYHUpCTkXLtWIkZDfS/+uCAIsvRJXx2GyohqNXKL/o9mxsZCwSnljy0HjpxTPVCldzCFQoF+/fqhX79+AAr3Jvvvf/+Lmzdv4u+//8a9e/dgbW2NJk2aoEmTJvDz80O3bt2qdQn5Q4cOYcyYMcjMzNQ9lpubi8jISERGRmL9+vU4fPgwWrduXek2Hj58iGHDhuHgwYMlHk9KSkJSUhK2bduGBQsWYO7cueXWExkZicGDB+PWrVslHo+OjkZ0dDTWr1+P/fv3o1u3bpWOtThvb29Z6iGiuid45EhYNWkC95Yt4e7qCidHR9m2m6DqoVarsXn3bixetw7p9+/rLdO+TRt8EhKCF599Vvb2/2/0aPx++jRORUYCAOxsbfHD6tWwsrSsllE2SRQhajSyXa+rEgBRreGIIBGRGcj6NZmrq2u1bnFSkQsXLmD48OHIzc1Fw4YNMXPmTAQGBiIvLw/bt2/Hd999h8uXL+OVV15BZGQkGjZsWKl2JkyYoEswAwMDMWXKFLi4uCAmJgaLFi3CtWvXMG/ePLRo0QJvvfWW3jpSUlIwcOBApKWl6aYhDxgwAABw8OBBrFy5EqmpqRgwYACioqLg6upapo6YmJgKY928eTOWL18OAPjHP/5Rqf4SUd1jX7QgmySKgCBgZJs2sO/QwWwjiNo4AJg1DjnURF+OHDmCkNBQxBoYQXZycsJHH32E//vnP6GqRFJmTB/sAfz6228YNWoUfvn1V+zbvx/PBwYafb6pMQCAQqWCRqYJN2qpsD47L68SMRqKvTr6ZGgkU18ZUa3Gg6IZYfa+vhzJJKI6rV69g33wwQfIzc2FSqXCkSNH8NRTT+mO9erVC15eXpg+fTri4uKwcuVKzJs3z+Q2fv/9d2zbtg0AMHDgQOzduxdKpRIA0L17dwwaNAhdu3ZFcnIypk+fjqFDh8LBwaFMPbNnz0ZaWhoAYNu2bSWS8549e6Jbt24YPnw40tLSMHfuXHz//fdl6jBmkaSTJ08CKJz6M3bsWJP7S0R1U/EPt9oRS0GhMGtyV1vikEN19SUuLg6hoaE4dOiQ3uMWFhZ4//33MXfuXL1/W0xhTB9sGjTArt27cf78+TKzauR4DorXAQBObm7INeLSG2PkSSKc3T11U1+N+T8hd58M1aGvTIk46sH/ESJ6vNWbd7DIyEj89ttvAApHGosnmFohISHw8fEBAKxevRoFBq5tKc9nn30GoHCBhXXr1ukSTC1nZ2csXboUQOFG5Rs2bChTR1paGn744QcAQL9+/fSO/g4bNkw3DXnLli26hNQUly9fRkTRipIvvPAC3NzcTK6DiIiqX3p6OiZPngw/Pz+DCebgwYMRGxuLFStWVDnBNIVKpZLtso2KuPp2RLYgVHn9AEmSkK1QwKUSW6wREVHV1Zskc9++fbrb48eP11tGoVDg9ddfB1CYAGqTUmPl5OTg+PHjAIA+ffqgZcuWesu9+uqraNSoEQBgz549ZY6HhYVBo9GUGysAvPHGGwAK90MLCwszKVagMDnV4lRZIqLap6CgAGvXroWXlxc+//xzvXuYdurUCcePH8e+ffvg5aV/O46qunHjRrXUa6oOffsgX6NBRhWvo8wQReSr1ejQt49MkRERkSnqTZJ56tQpAIUr3+rbNFzr+eef193+448/TGojIiICjx49KlNPaZaWlrrVZSMiIsqMmGpjraieqsQqSRJ+/PFHAIXPyWuvvWbS+UREVH0kScLBgwfh5+eHKVOm4L6ehX2aNWuG7777DlFRUejVq1e1xfKf//wH7du3x8cff2z2FcibtfVCy44dkQIJmkrGopEkpECCe0CAwT0yiYioetWbJPPSpUsAgLZt25a7CEL79u3LnGNqG6XrKa8dtVqNK1eu6K3H3t4ezZs3N1hHixYtdCOipsb622+/ISkpCUDhyGplFzkiIiJ5xcTEoG/fvhg4cCAuX75c5riVlRVmzpyJK1eu4K233ipzWYacLsbHY+CgQcjNzcX8+fPxwQcfQDTzaqx9pgZDrVAgWaM2OemVJAnJGjXUCgUGLVtWTRESEVFF6kWS+fDhQ9y9excADE5h1XJ0dIStrS0A06cHFS9fUTutWrXSe17x+xXVUbweU2MtPlVWO0WYiIjM586dO5g0aRI6d+6MY8eO6S0zfPhwxMXFYdGiRbArtVep3DKzszF00iRkZGToHlu7dq3etQRqkoOLCwYtW450jQaJGrXRI5oaSUKiRo10UUTQylVw8vCs5kiJiMiQepFkZmdn624bM2KnTTJzcnKqrR1tG/ra0dZTXbHm5uZi9+7dAAoTWVOmWT169AhZWVklfoiIqPIePXqEzz77DF5eXvjmm2/0jhR269YNf/zxB3bs2AEPD48aicvezg6h//d/JfZLHTBggG49AHPyGzwY/afPQIZCgUuiBvc1GoOjmpIk4b5Gg0uiBplKJYZ+/gX8goJqNmAiIiqhXmxh8vDhQ91tS0vLCstbWVkBAPLy8qqtHW0b+trR1lNdse7bt0+XyI4dOxYKE5ZBX7x4MT766COjyxMRkX6SJGHPnj2YPn06rl+/rreMq6srFi9ejDFjxpj0Xi2Xt0aOhEuHDvjHG2/g6aefxs6dO2FhYVHjcejTPjAQzdu1w7+//QbXwsNhqVLBThRhIyigEgr3wcyTRGQLAvI1Gnj06IFBy5bDyZMjmERE5lYvkkxra2vd7fz8/ArLaxfvsbGxqbZ2tG3oa8fa2hq5ubnVFmtVpsrOnDkTwcHBuvtZWVklpv4SEVHFzp49i6lTp+r2Ki6tQYMGmD59OkJDQ0vMfDGHUaNGoYWLC5588kmT/y5WNwcXF4z/aRduxcbi3I4dSI4IR+rlyxDVGigtLODUyhMdfH3hP2kSXDt1Mne4RERUpF4kmcWvWzFmWumDBw8AGDddtbLtaNvQ146dnR1yc3OrJdZbt27prvXp3r27bl9QY1lZWZUYhSUiIuOlpqZi9uzZ2Lx5s8HpnePGjcOiRYuMui6/pgQGBpo7hHK5+PnBxc8PolqNlAMHIIkiXAcORHbRwkn23A+TiKhWqRfXZFpbW8PZ2RkAcPPmzXLL3r9/X5e4mTpCV/wDQUXtFF+op3Q72noqqqN4PcbG+uOPP+r24OSCP0RENSMvLw+ffvopvL29sWnTJr0J5jPPPIOIiAhs2bKlxhNMtVpdYl2Buk4ww9RiIiIyntnfpcPCwhAdHV3lerQjdlevXtW7mbVWXFxcmXOM1aFDB731lNeOSqVC27Zt9daTmZmJ27dvG6zj1q1buoV3jI1169atAAALCwuMGjXKqHOIiKhyJEnCtm3b0K5dO8ydO7fELBYtd3d37Ny5E6dOnUL37t3NEuPEiRMRGBiIv//+u8bbJyKix4/Zk8ygoCB8+eWXVa7n2WefBVA4vTQqKspgud9//113+5lnnjGpje7du+sW6yleT2n5+fk4ffp0mXNKx1pRPabGev78eV3C/sorr8DJyanCc4iIqHIiL1zA0888gzFjxujdZqphw4ZYtGgR4uLiMGzYsBKruNYUSZIwffp0fP/994iKikLPnj2RnJxc43EQEdHjpVqvyYyIiDCq3J07d0qU9ff3N7mtoKAgLF68GACwceNGBAQElCkjiqJuURwHBweTr0Gxs7ND79698fPPP+PYsWO4efOm3ilPe/bs0Y1ADhkypMzxQYMG4e2334Yoiti4cSNGjBiht71NmzYBABQKBQYNGlRhfMUX/PnHP/5hTJeIiMhEycnJCJkxA7t//lnvcUEQMGHCBHzyySdo3rx5DUdX0tq1a7F8+XLd/cuXL+PFF1/ExZgYM0ZFRET1XbWOZPbo0QNPPfVUuT+CICAsLKzEY5Xh7++Pnj17AgA2bNiAP//8s0yZFStW4NKlSwCAKVOmlFmmfdOmTRAEAYIgYMGCBXrbCQ0NBVB4fcu7776ru/5R6+7du5gxYwaAwkT2rbfeKlNH8+bNMWbMGADAr7/+il27dpUp89NPP+HXX38FULhIREUfVDQaDf71r38BAJycnPDKK6+UW56IiEyTk5ODuXPnor2Pj8EEMzAwEOfOncN3331n9gQTAF5++WW4u7vr7iuVSixfvrzWbFNCRET1U7WvLmtra4ugoCAolcoyxyRJwpYtW+Dl5YWnn366ym2tWbMGzzzzDPLy8tC3b1/MmjULgYGByMvLw/bt2/Htt98CALy9vRESElKpNnr16oWRI0di+/btCAsLQ58+ffDBBx/AxcUFMTExWLhwoW4q0pIlS+Do6Ki3noULF+KXX37B33//jVGjRuHMmTMYMGAAAODgwYNYsWIFAKBJkyb49NNPK4zr119/1V3fOWrUKH6AICKSiSiK2Lx5M2bPno1bt27pLdO2bVssX74cgwYNMsu0WEO8vLzwn//8B3379sVff/2FjRs3YtCgQZBE0dyhERFRPVatSeaSJUswf/58XLlyBd9//73exWu2bNmC559/XpcAVkWXLl2wY8cOjB07FllZWZg1a1aZMt7e3jh06FCJ7UhM9f333yMrKwuHDx/GiRMncOLEiRLHFQoF5s6di4kTJxqso1WrVjhw4ACCgoJw+/ZtLF26FEuXLi1Rpnnz5ti3b59RqxBWZW9MIiLS7+TJk5g6dSrOnj2r97i9vT3mzZuH9957r8z197WFq6srTp48iaNHj2LkyJHmDoeIiB4D1Tpddvr06Th79iw0Gg2efPJJLFq0qMz0UrkNHDgQ0dHRmDp1Kry9vdGgQQM4ODigW7duWLp0Kc6dO1dmtVdT2djY4NChQ/jxxx/Rp08fNG3aFJaWlmjVqhVGjx6NP/74w+B02+ICAgIQExODOXPmoGPHjmjYsCEaNmwIPz8/zJkzBxcvXtR7bWlpWVlZCAsLAwC0b9/eLKsXEhHVJ9evX8fQoUPx/PPP600wlUol3ho5Elfi4xEcHFxrE0wtJycnJphERFRjqn26rI+PD06fPo0lS5bg448/xu7du/H999+jU6dO1damu7s7Vq5ciZUrV5p03htvvIE33njD6PKjR4/G6NGjTYyuJGdnZ3zyySf45JNPKl1Ho0aNkJubW6U4iIiocGuphQsXYs2aNcjPz9db5qV+/TB/0iS0b9MG9kV7NNcG+fn5tT7ZJSKix0ONbGGiUCgwa9YsnDlzBoIgwN/fH3PmzEFBQUFNNE9ERFQutVqNr7/+Gl5eXli2bJneBNPHxweHDx/G4cOH0b5NGzNEadjVq1fRrl073awWIiIic6rRfTI7duyI8PBwzJ49G8uWLUPnzp1r1QIJRET0+Dl69Ci6dOmCt99+G3///XeZ405OTvjiiy8QHR2N/v37myHC8qWkpKBPnz5ITEzEq6++iq1bt5o7JCIieszVaJIJFF7HMm/ePERERMDCwgKSJNV0CERERIiLi8OAAQPQt29fXLx4scxxCwsLBAcH48qVK3j33XehUlX7FSYmy8jIQN++fZGYmAigcDur119/Xe/WWERERDXFbH8xO3XqhPPnz5ureSIiekzdu3cPH330EdatWwe1Wq23zKBBg7B8+XJ4eXnVcHSmadiwIXr06IG//vpL91iXLl3Qp08fM0ZFRESPu2odyazulWSJiIiMVVBQgLVr16Jt27ZYu3at3gSzU6dOOH78OPbv31/rE0wAUKlUWL9+vW7vZ29vb/zyyy+wt7c3c2RERPQ4q9aRTDs7O/j5+aFLly7o2rUrnnzySTzxxBOwsLCozmaJiIh0JEnC4cOHERISgsuXL+st06xZM3z66acYP348lEplDUdYNYIgYNmyZXB3d8fgwYPRtGlTc4dERESPuWpNMq2trREZGYnIyEjdAj8qlQq+vr548skndT+dO3eGtbV1dYZCRESPoYsXLyI4OBhHjx7Ve9zKygpTp07FrFmzYGdnV8PRyUcQBLz//vvmDoOIiAhANSeZ9+7dw9WrVxEREYHIyEhERETg7NmzOH/+PM6fP4+NGzcCKFwMqF27dnjyySfRtWtXTJ48uTrDIiKieu7OnTuYN28evvvuO4iiqLfM8OHDsXTpUnh4eNRscJUkSRIkSYJCUeNr9hEREZmk2hf+adu2Ldq2bYvRo0cDAMaNG4dt27Zh8+bNOH/+PM6dO4cLFy4gNjYWsbGx+OGHH5hkEhFRpTx69Ahr167Fp59+iqysLL1lunXrhlWrVuHZZ5+t4eiqZsmSJYiNjcXGjRt52QkREdVqZltdduzYsRg7dqzufnJysi7pJCIiMoUkSdizZw+mT5+O69ev6y3j6uqKxYsXY8yYMXVuNPDrr7/GrFmzAACZmZnYuXMnbGxszBwVERGRfrVm0y83Nze4ublh0KBB5g6FiIjqkKioKAQHB+PkyZN6j9vY2GD69OmYNm0abG1tazi6qtu+fTveeecd3f2DBw+if//+OH78eJ1bpIiIiB4PtSbJJCIiMkVqaipmz56NzZs3Q5IkvWXGjh2LxYsXo2XLljUcnXwcHBxgbW2NvLw83WOvvvoqE0wiIqq16tZ8ISIieuzl5eXh008/hbe3NzZt2qQ3wXz66acRHh6OrVu31ukEEwBeeuklHD16FA4ODgCA+fPnc+0CIiKq1ap1JDM1NRUuLi7V2QQRET0mJEnC9u3bMWPGDNy4cUNvGXd3dyxduhTDhw/XbZ1VHzzzzDP4/fffsXv3bsyfP9/c4RAREZWrWpPMli1bwtXVFf7+/vD390dAQAByc3Ors0kiIqqHTp8+jalTp+L06dN6jzds2BCzZs3C1KlT6+2+y0888QSeeOIJc4dBRERUoWpNMjt27Ii4uDjs3bsXe/fuLfGt8siRI9GpUyd07twZnTt3RosWLaozFCIiqoNu3LiBDz/8ENu2bdN7XBAETJgwAZ988gmaN29ew9ERyU8ysK8rEVFdUq1JZnR0NB49eoQLFy7g7NmziIqKwtmzZ3Hx4kXs3LkTO3fu1CWezs7O6Ny5M7p06YIlS5ZUZ1hERFTL5eTkYOnSpVi+fDkePnyot0xgYCBWrlyJzp0712xw1SQ9PR2jR4/G6tWr4ePjY+5wqIakxsTg3I4dSA4/jTvx8RA1GihDQ9DEywtu/gHoMmIEXPz8zB0mEZFJqn11WSsrK910Wa2CggJER0eXSDxjYmJw9OhRHDt2jEkmEdFjShRFbN26FTNnzsStW7f0lmnbti2WLVuGwYMH15vrLrOzs9G/f39ERkaiZ8+e+OWXX9CtWzdzh0XVKCM1FXsWzEdSeDgsVSrYiSJcBQWUKhU0ooTcuDicj49HxKaN8AgIwKDlK+Dk6WnusImIjFLtSebGjRvh5uaG559/HipVYXMWFhbo2rUrunbtin/+858AALVajdjYWERFRVV3SEREVAudPHkSU6dOxdmzZ/Uet7e3x7x58/Dee+/B0tKyhqOrPo8ePcKQIUMQGRkJoHBEMzAwED///DOeffZZM0dH1SHuxAkcWbUSFpKENioLOCgUEJRlP5JJkoQMlYCUqCis690LQStXwS8oqOYDJiIyUbUmmSdOnMCECRPQv39/9O7du/xAVCp06tQJnTp1qs6QiIiolrl+/TqmT5+O3bt36z2uVCoxceJEfPTRR3B2dq7h6KpfXl4ecnJySjzm6OgINzc3M0VE1Sl63178/NlSOCmVcFOqoCxnNF4QBDgqlWgkSUjWqLHr/fcgSRKeGDKkBiMmIjJdte6TuWHDBlhaWmLdunXllpMkCStWrMD+/fuh0WiqMyQiIqolsrKyMGPGDPj4+BhMMF966SVcuHABX375Zb1MMAHAwcEBx44dw4svvgigcI2CI0eOMMmsh9KvX0dYaCiclEp4VJBgFqcUBHgoVXBSKLA/JBjpCQnVHCkRUdVUa5L5n//8By+88ALc3d3LLScIAiwtLfHqq6/i+PHj1RkSERGZmVqtxjfffAMvLy989tlnyM/PL1PGx8cHhw8fxs8//wxfX18zRFmzGjZsiIMHD+KNN97AL7/8gvbt25s7JKoGYdNCoRJFuClVJl9PLAgC3JQqqEQRYaEh1RQhEZE8qjXJvHXrFvyMXBFtwoQJsLOzQ1hYWHWGREREZvTb6dN4smtXTJo0CXfu3ClzvHHjxvj8889x4cIF9O/f3wwRmo+VlRU2btyIrl27mjsUqgap0dFIDA+HKwSjRzBLUwoCXCEgMTwcqTExMkdIRCSfar0m08bGBqKR+z01aNAAPXv2NLjRNhER1V2XL1/GB++9h19PntR7XKVS4f3338fcuXPh6OhYw9ERVb9zO3fCSqWCg6Jq3+87KBSwVKlwbscObm1CRLVWtSaZLi4uuHz5stHlvb29cebMmWqMiIiodpN7I3ZJFCFJUrXUbYz79+/j408+wZdffgm1Wq23zKCBA/HZZ5/B29sbQO3fjL4qz+n27dtx6/ZtTP3gg2qIzHhVfV3I8brSV0fx+/rqL327vBjKq8OUx6vaJ63k8HA0FEW9q8iaQhAE2IkibkRE1Pr/K0RkOqGKX0TVFtWaZL7wwgtYv349bt26hRYtWlQcjEqFe/fuVWdIRES1WmZsrKz1SaKInOvXi+5INfbHq6CgABt/+glLvvoK9zMz9Zbx9fbGwv9v777DoyraPo7/drMEQkISqrRAEAhERB4lNAVpAhaa0gRExYYFlS6itEdBg6CgiDwqRZogSAmggiAt0rEgijSBAAIKQkJPdve8f2D2TUjd5CSbbL6f68p1bfbMmbnPTsreO3NmBg1S04YNpYQE0689p2T1NV29aZMeffll2e12ndy3T8NeeMFj+3xm9+fCjJ+rG+uQ5PrecDh06ciRFPU77XZdPn5c0vXflcsxMWnGkFaM7j6fnWtKWsdfB/argsWc3z8/i1V/7t+Xb35nAGResJfMUMjRdxu9e/eW3W7Xo48+mqlps4cOHVJwcHBOhgQAyEGGYWjVxo1q3LmzXnn77VQTzNIlSmjiiBHasGDB9QSzANjyww96fOBA12ju+I8/1uCxYzN9SwnyN8PplNNul49JnynYLNcTbkYyAeRVOTqSGRERoaeeekqffPKJ7rvvPs2ZM0elS5dOteyJEyf0zTff6O67787JkAAgTwsyeSVVw+mU/h0tC7rllhwdydyzZ48GDRqk1d9+m+px30KF9HyvXhr5zjsKyscfKGblNd23dq2uXL2a7LmiZcoo+NZbPTKamd2fCzN+rm6sQ5Lr+8CaNWXx8UlRv9Nud41wBtWqJWuhQmnGkFaM7j6fnWtKWodPoUJyOA2360yN3bhen7eMeADwPjmaZErShx9+qOPHj+vrr79WjRo11LdvXz388MO6JfEfiqSdO3eqT58+unLlih5//PGcDgkA8qycSAITkxiL1Zoj9f/9998aMWKEPv744zRH5rp07qxhTzyh0IoVFRQcnO/vOXH3Ne3Xr5/8/f3Vp08fGYahRx55RBMnTpTVg69Ddn8uzPi5SlpHijpTqT9pO2mVyUyM7j6f1WtKWkfp6tV1+fffs1Tnja4YTpUJC8/3v0cAvFeO/3Wy2WyKiorSsGHDdOHCBY0ZM0a1a9dWUFCQqlevrsDAQDVo0EA//vijHnzwQXXt2jWnQwIAmODatWsaP368qlWrpqlTp6aaYNatW1cbN27UggULFFqxogeizDuefvppLViwQJ06ddL06dM9mmAi91Wq30AXrFbXwkBZZRiGLlitCqlX36TIAMB8ufIfzsfHR2+++ab279+v5557TiEhIbpw4YIOHTqkixcvqkyZMnrjjTe0YMGC3AgHAJANhmFoyZIlqlWrlgYPHqy4uLgUZcqXL6/PPvtM27dvV5MmTTwQZd7UpUsXLVy4UIX+neaJguP2bt0Ub7frfDbvozzvdCrebtft3bqZFBkAmM/t6bJ79+5VeHh4lhqrUqWKJk+erMmTJ+vs2bP6+++/5e/vr5CQkCzVBwDIXT/++KMGDBig9evXp3rcz89PgwcP1pAhQ+Tv75+7weUTnlpRFp5VvnZthTZooBO7dinQMOSThZ8Dh2HohAyFNmjAHpkA8jS3RzIbNWqkb775JtsNlyxZUjVr1iTBBIB84OTJk3ryySdVt27dNBPMnj17av/+/Ro9enSBTTCvXr2qIUOG6Pz5854OBXlQ+/ETZLdaFeOwuz1t1jAMxTjsslutaj9+Qg5FCADmcDvJjIuLU7t27TRx4sQcCAcAkJdcuXJFY8aMUfXq1TV9+vRU3xg3atRI27Zt05w5c1SxAN93abfb1b17d73zzjtq1qyZTp8+7emQkMeUrFJFHSZM0FmHQ0ccdjkymWg6DENHHHaddTrV8d33VLJKlRyOFACyx+0kMygoSA6HQwMHDtTTTz/t2vMrqy5dupSt8wEA5jMMQ/Pnz1fNmjX1+uuvp/q3unLlypo/f76+//571a9fsBchcTqdevrpp7V06VJJ0s8//6zGjRvryL/bbQCJanfoqPuGvKLzVqv2Oh0653CkOappGIbOORza63Qo1sdHnT+YrNodO+ZuwACQBW4nmdu2bVP16tVlGIamT5+ue+65R2fPnnW74dOnT2vYsGGqXLmy2+cCAHLOtm3bdNddd6l79+6KiYlJcTwgIEBjx47V3r171a1bN+4x1PXpxDfeSnL69Gn9888/HooIeVnN5s316NT/6aa6dXXInqBfnA4dTojXKbtdZxx2nbLbdTghXr84HTpkT1DZiAg9v/Y7EkwA+YbbSWZYWJi2b9+ue+65R4ZhaNOmTWrQoIF+++23TJ2/f/9+PfPMM6pSpYoiIyN17tw5t4MGAJjv2LFj6tmzpxo2bKgtW7akOG6xWPTkk0/qwIEDevXVV+Xn5+eBKPOmChUq6Pvvv9fNN98sSSpSpIiWL1+uO+64w8ORIa8KLl9evRcuUp+vv9F/HumlQjVr6k8ZOmK366TVIt/wcP3nkV7q8/U36r3oS6bIAshX3F5dVro+Zfabb77Ryy+/rA8//FCHDx/WnXfeqXnz5un+++9P9ZzNmzfrnXfe0fLly2UYhmtqCEvbA4BnXbx4UePGjdP48eN15cqVVMs0a9ZM7777rm6//fZcji7/uPnmmxUdHa0HHnhAo0ePVtOmTT0dEvKB8rVrq3zt2nLa7TqxfLkMp1MVO3SQ1Zalt2gAkCdkeZ9Mq9WqDz74QFOnTpXNZlNcXJw6dOigd999N1m5ZcuWqXHjxmrSpImioqJcm3V36NBBmzdv1oYNG7J3BQCALHE6nZo5c6bCwsL0xhtvpJpgVq1aVUuWLNF3331HgpkJ5cqV044dO9SuXTtPh4J8ymLNlS3MASBHZftjsmeeeUZhYWHq0qWLzp49q8GDB+vXX39Vo0aNNGHCBO3fv1/S9ZvXCxcurEceeUSDBw9WWFhYtoMHAGTNpk2b1L9/f+3atSvV44GBgRo+fLhefPFFFS5cOJejy998fHw8HUK+Zvz7YTQAIP8yZS5Gs2bNtH37drVt21Z79+7VzJkzNXPmTNeU2KCgID377LPq16+fbrrpJjOaBABkweHDhzVkyBAtWrQo1eNWq1V9+vTR6NGjVbp06VyOLn+Ijo7WP/v2qWnDhp4OxSucPnhA3y+Yr5ht2/XXgf1y2u3yKVRIJUJCVKHWrar/7LOqUKeOp8MEALjBlCTzxIkTmjJlio4fP+5aZdAwDFksFj3zzDN65513FBAQYEZTAIAsiLt4UWOHDtWkSZMUHx+fapk2bdpowoQJqlWrVi5Hl3/89NNPate+va5cvqxp48apJ69Vlp09clhLBg/S8T175GuzqZjTqQoWq3xsNjmchi4fOaLfjh7VT8ujFNqggdqPn6DiISGeDhsAkAnZSjL37Nmj8ePHa/78+UpISHCNXFapUkWHDx+WJC1YsECdOnXSPffck/1oAQBucTgcmrlokcZOnqy/09hOIzw8XBMmTNB9992Xy9HlLwcOHFCbNm0UGxsrSXps4EDFFyumJ5580sOR5T+7lyzRsoEDZHM4VNVWSMFWqyw+Kd+SGIah8xarTuzapSktW6j9O+NVgnsWASDPy9Jf6nXr1un+++9XnTp1NHv2bMXHx8swDLVs2VKrVq3SoUOH9Mknn8hmsyk2Nlb333+/PvzwQ7NjBwCkY926daobEaH+//1vqglmiRIl9MEHH+jnn38mwcyEKVOm6K+//nJ973Q6FRUV5fqAFZmze8kSffnSiwpyOBTuY1NxH58091q1WCwq7uOjcKuPghwOLe73sg7u3JHLEQMA3OX2SGa9evX0ww8/SLr+CaOPj486d+6sIUOGJFt58Mknn1S1atXUuXNnnT17Vi+99JJ+++03ffDBB7LyKSQA5LjNmzdr9+7dKZ632Wzq27evRowYoeLFi3sgsvxp/Pjxunz5sj7++GNJ0l0REfr888/TTJCQ0tk//tCygQNU0mpVqI8t06+dj8WiUB+bJLs2zZ2r0pVDVT5nQwUAZIPb2d6uXbtkGIb8/Pz0wgsv6MCBA/r8889TXdq+adOm2rp1q2rUqCHDMDR16lTde++9rqlGAICcM2DAAFWqVCnZc+3bt9evv/6q9957jwTTTT4+Ppo6dapeeeUV1QkP17z331eRIkU8HVa+EjV4kGxOpyq5kWAmslgsquRjk80wtGnunByKEABgBreTzFKlSmnUqFE6evSoPvjgA4WGhqZbvmrVqtq2bZtatWolwzC0du1aNWzYUAcPHsxqzACATPDz89NbY8dKkmqFhenb1au1bNkytpDKBovForfGjtXXn32mQBa0c8ufu3fryLZtqiCLfLI4+utjsaiixapThw7p5J49JkeYN7CFCwBv4PZ02aNHj8rPz8+tcwIDA/X111/rpZde0pQpU7R//341aNBAixYtUvPmzd0NAQCQSQ8//LDsp0/rgRYtVOK22zwdjtfwYwTTbT9+8YUK22wKzuYtM8FWq3x9fPTTooVq3L2HSdF5zp+//KIfFyxQzLat+mv/fjkdDvkMGqjS1aurUv0Gur1bN5WvXdvTYQKAW9xOMt1NMBNZrVZNnjxZt9xyi/r166dz587p3nvv1fvvv68+ffpkqU4AyGn5flTBMNTu39W9PXkthtPpWiAnr7+mTqdTc+fOVY8ePeTj45PieH66lrRk9xqycn7Mtm0KcDpTXUXWHRaLRcUMQ8d27JTxcPc0Y0grRnefd0dm6kgsc/7PP7V45Agd3b499S1cfv9dP+3fr+0zZ6hygwZq/847KhlaJUtxAWmxsE4Kcogp+2S64/nnn1f16tXVrVs3nT9/Xs8//zxJJoA8K/bXXz0dQrYYTqcu/vHH9Te8huGxNxSJcVz/xnNxZMQwDL0+frymzJ6tpfPna+qYMfItVCh5mXxyLenJ7jVk5fy/DuxXBYs5r5Wfxao/D+zXxUOH0owhrRjdfd4dmanDcDr10xcLtGnuXBUyjIy3cLFZdGLnTk1p2VKtBwxQzWbMAIN5ghklRw7J9SRTklq1aqUtW7aobdu2+iPxjzEAwDSnDx7Qb6u/1Yk9v+hsTIycDoesNptKVqqkCrVu1S2tW+mmatU9HWaeM+GTTzRl9mxJ0pJvvlHchQua9e67KprFWTy4znA65bTb5WMz522HzSI57XYZTme+S/J/X79O6z/7TCWtPqpks6V7f2riFi6BhlUxDru+joyUDKkmtxoByOM8kmRKUo0aNTR37ly9+uqrngoBADIUVKuWp0Nwy9kjhxU1eLCObtuWcgqeIV0+ckS/xcTop+VRuToFz3A6pX/fTAfdckueTAwOHz6sd/7dniTR+q1bte/iRTWLiHA9lx+uJSPZvYasnO9TqJAcTnP2FLUb1+srVr16mjGkFaO7z7sjozrOHj6sNZMmqaSPTxa3cJG+nfieqrV9gKmzAPK0XE8yjx8/rtmzZ2v27Nnat29fbjcPAG7JTwnE7iVLtGzgANmczsxNwdu1Sx/dc486vvueanfsmOPxJb6htlitefJ1vblqVa1cuVIdO3bUpUuXJEkzZ85U8xYtUpTN69eSGdm9BnfPL129ui7//rvb7aTmiuFU6eo1M4whrePuPu+O9OpYPmRwtrdw2et0aPngwer95eIsxQcAuSFX/jNeunRJn332mVq2bKnQ0FC9/vrr2rdvn+vmeABA9uxeskRfvvSighwOhVt9VNzHJ803sYlT8MKtPgpyOLToxb7avWRJLkecN91zzz1au3atSpQooffff1+PPPKIp0PyGpXqN9AFqzXb//sNw1CcpJAko8v5gVlbuFSQRUe2bdOfv/xicoQAYJ4cG8k0DENr1qzRrFmztHTpUl2+fNn1vCS3P8EDAKTu7B9/aNnAASpptWZxCp5dywYOUIX//EclqzAFr0GDBtq3b59KlSrl6VC8yu3dumn7zBk6b7v+IYc7LjmdOutw6KLh1BXDkCFp17x5OhIdrQq1blX9Z59VhTp1ciZwk5i6hYvNph8XLGBrEwB5lulJ5q+//qrPPvtM8+bN08mTJyX9f2JZqFAhtW7dWj179tSVK1f05JNPmt08AOQbZm1/sWzwIFOm4C0bNFC9Fy4yJaYb5bdtP0qWKJHhFhSJj/MjT2xhUq5WLVVu0EAndu1SoGFkajTvquHU0QS7LhhOFZIUaLWqpNVHPhb9/z3GR4+meo9xXtvCxNQtXJxOHdu+Pd/+/AFwT368LcOUJPPvv//W3LlzNWvWLP3888+Sko9Y3nXXXerZs6e6du2qEiVKSJIWLFhgRtMAkG+ZsT3K6QMHdHTbNlW1Fcr2FLxD27Zp/7KlObLqbF7b9uPQ0aOy+fiocsWKbp+b164lKzyxhYkktXimj2Y920cxDnuGo+5nHQ4dtSeokCz/f49xKuUNw9B5izXFNh95bQsT07dw2b8v32+xBCBz8uNWM1lOMq9du6Zly5Zp1qxZWr16tRwOh6T/Ty5r1aqlnj17qkePHqpUqZI50QIAkvnt22/l62PSFDwfH/22+luv39rkxKlT6vjMM7Lb7fpy6lTdUt27rzcvCS5fXq0HDLi+FYekSj6pb+Fx1uHQYXuCSlqtqpTBByhpbfNRo2nTHLsOd7GFC4CCxu2/dtHR0Zo1a5YWLlyouLg4Sf+fWIaEhKh79+7q2bOnaufDjBt5H1OD4E0Cw8OzXcepgwdUzHDKYjFhCp5h6NShg6bEdSPD6ZT+/V8RGB7usTfGZ86cUZdu3XT839s52j71lFYuX64GDRpkuo68ci3Zkd1ryM759cPD5Ve+vKIGD9Zeh10VLNZko5RXnU4d/TfBDLUVyvI2H1XvvVcB/95jnDTGtGJP63l3ri29LUxyYguX/Di6AaBgcPtdyd133y2LxeJKLEuUKKHOnTurR48euvvuu00PEEiKqUFAcn8dOGDyFLz9itu715T6kjKcTl08fPj6NxaLxxKz/sOHa2+S6zt37pwG9+un5dOmZTqZySvXkh3ZvYbsnl85rIYe+XCKvnn7LR06dEi+Pj4qZhjys1h1xumQTVIlNxLMRK57jB12LXnpRd3X59kUMaYVe1rPu5vIpbWFidlbuJQJy58fcAAoGLL80bfFYtETTzyhSZMmqWjRombGBADIBKbguW/s4ME6ePSotv/0kySpemioZo4fz4rnHhBcvrza9uuvM8eO6fBvv+nkb7/qxJEjMgwj+/cYW6w6tGePzhw7plIhISZHnjWV6jfQT/v3yzCMbP28GYahC1ar/lOvvonRAYC5svTOJPEP5PTp07V06VJ17dpV3bt3V+PGjc2OD0gmqFYtT4cA5Cn5ZQpeetMIc1OQpLUbN6pLly769bfftGb9eoW4mYTklWvJjuxegxmvQWIdAVWrqs7zz0uSlr7YV3u/+tq0bT4O7/1Noc2aJYsxrdhzul+zs4VLUuedTsXb7bq9WzcTowMAc7mdZG7atEmfffaZFi1apPPnz+vs2bOaOnWqpk6dqpCQENdiP7VIBpAD8uObOSAn5dUpeHn5/ml/f38tXbpUp06dcjvBRM76c8+v5t1j7HTqpAm3WLjzs5zeFiZZ2cLlRg7D0AkZqtyggcrVqpWnf8/yM95rANnn9l/xu+66S3fddZcmT56sZcuW6bPPPtPq1atlt9sVExOjt99+W2+//bZuvfVWPfLII3r44Yf5Jw4AOSSvTsG78f7pvLjtR5Cydp93XrwWd3lqC5P06pCkszFHzb3H+OhRXTx0KE9sYSIl2cLFbleozb19bQ3DUIzDrgSrVS2e6cMaBTmIBZWA7MvyX3JfX1916dJFK1as0IkTJzRhwgTVqVNHhmHIMAzt2bNHQ4cOVZUqVdS0aVN98sknOnfunJmxA0CBd3u3boq323U+myMa3jgF7xeTRniROwynU06HQz4m3R5rs0hOhyNPjfYFly+vVv3666zToSN2uxxG5qa6OwxDRxx2nXU41HrAAAWXL5/DkQJA9piyWkTp0qXVv39/9e/fX3v27NHMmTP1+eef6+TJkzIMQ9HR0YqOjtaLL76oe++9Vz169NDly5fNaBoACrTytWsr1KQpeKENGqi8SZ/g33j/dG7fxzjlo4/Ut29fRUZGavCgQabWzT2Z5t6TmViHJFltNjnMucVYduN6fcWqV8+1ezIzU0eDf7cI+nbie7rkdKiCLMm2cElWn2HovNOpEzJk9/FRp4kTVbtDR7fjAoDcZs6ShEnceuutGj9+vMaNG6fVq1dr1qxZWrZsma5cuaL4+HgtX75cy5cvZyU/ADBJ+/ETNKVlC8U47Ar1ydoUPLuPj9qPn2BaTKm9uU5rawezzZs3Ty+++KIk6ZVXXtG5c+c0duxYU//v5Na15KTsXoMZr0HSOiSpZKVKunzkSJbqutEVw6lSlavI8u92JEljTCt2s68prTrCW7RQuZo19d3H/9Ohbdvka7OpmNMpP4tVNsv1BPmK4dQFq1XxdrtCGzZU+3fGq+S/+34CQF6XY/8ZrVar7r33Xs2bN0+nTp3Sxx9/rCZNmki6/qbGmYemrwBAflayShV1fPc9nXU6dcSRhSl4Tqc6vvueV7yB3b9/vx577DHX4iuS9Pbbb2v9+vWeCwqZVqHWrbqQZC/urEq8x7h8Hl6EMLh8efVeuEh9vv5G/3mklwrVrKk/ZeiI3a6TVot8w8P1n0d6qc/X36j3oi+94vcTQMFh+khmaooVK6annnpKTz31lI4cOaJZs2Zpzpw5OnjwYG40DwBer3bHjjIMQ8sGDtBeN6fgdZ70vmp37Jj7QeeAsLAwRUZGauDAga7n/vvf/6p58+YejAqZdUvrVvppeZTOW6ymbPNxS+tWJkaXM8rXrq3ytWvLabfrxPLlMpxOVezQQVaT9r8FAE/I9Tk+oaGhGjFihPbv369Nmzbp6aefzu0QAMAr3fbgg3p+7XcqW7euDtkT9IvTocMJ8Tplt+uMw65TdrsOJ8TrF6dDh+wJKhsRoefXfuc1CWaiAQMGaNq0abJarXr55Zf1+uuvezokZNJN1aqr4q236oSMTI/I3yjpNh83VatucoQ5L79OvwaApDz6MVnidigAAHOUrFJFvb9crD9/+UU/LligmO3b9Of+/XLa7fIpVEhlwsL1n3r1dXu3bqYt8pMXPfHEE7r11lsVERHBGgD5TKv+AzT7uWezf4/xO+9Il1hkEAA8gbkYAOCFEqfgGU6nYn/9VYbTqeDatQvUKEn9+ubs+YncFVy+vNq/M16LX35JklTJx5apVZMd/yaYZ51OdZ70vkqGVmEvSQDwkILzbgMACjBvTC7Pnj2rS5cueToM5IDaHTroviGv6LzVqr1Oh845HGkuBmQYhs45HNrrdCjWx0edP5jsdVPAASC/YSQTAJDvXLhwQffee68KFSqkFStWqESJEp4OCSar2by5ytaokfE2HxaL4h0OtvkAgDyEJBMAkK9cvXpVHTp00M6dOyVJTZs21erVq1WuXDkPRwazJW7zcfLXX///HuN9++S0O+RTqJBKhlTRLbVqqf6zz6pCnTqeDhcA8C+STABAvvLcc89p3bp1ru/37Nmjnj176rvvvvNgVMhJqW3zUaFdO13Yt0+SFJSH98MEgILI+27SAQB4tcGDB6tChQqu70uXLq2pU6d6MCLkNm+8xxgAvAl/pQEA+cott9yi6OhoVatWTYGBgVq1apXCwsI8HVa+YrFaFVy7doFbcRgAkDuYLgsAyHdCQ0MVHR2tw4cP6/bbb/d0OAAAIAmSTABAvnTTTTfppptu8nQYAADgBsyRAQDkWefPn/d0CAAAwE0kmQCAPGnlypUKDQ3V6tWrPR0KAABwA0kmACDP2bhxozp37qzY2Fi1bdtWCxcu9HRIAAAgk0gyAQB5yr59+9SuXTtdvXpVkpSQkKBu3bpp8+bNHo4MAABkBkkmACBPufnmm9W2bdtkzz366KNq2LChhyICAADuIMkEAOQphQoV0uzZs/X8889Lkjp06KBPP/1UVvZzBAAgX2ALEwBAnmO1WjV58mTVrVtXPXr0kM3GvysAAPIL/msDAPIki8WiJ554wtNhAAAANzH3CADgMfHx8TIMw9NhAAAAE5FkAgA8wm63q0uXLnr66aflcDg8HQ4AADAJ02UBALnO6XTqySefVFRUlCQpNjZWc+bMUeHChT0cGQAAyC6STABArhsyZIhmzZrl+n7RokWSpIULF3oqJAAAYBKmywIAcl2TJk2SjVoWKVJEL730kgcjAgAAZiHJBADkug4dOujrr79WQECAbDabFi1apCZNmng6LAAAYAKmywIAPKJ58+Zat26d/vjjDz3wwAOeDgcAAJiEJBMA4DERERGKiIjwdBgAAMBETJcFAOQop9Pp6RAAAEAuIskEAOSYH374QXXr1tXBgwc9HQoAAMglJJkAgByxb98+3Xvvvfrpp5/U5O67tWf/fk+HBAAAcgFJJgDAdMePH1fr1q31999/S5JOnz6ttr1761cSTQAAvJ5XJpkxMTEaNGiQwsPD5e/vrxIlSqh+/foaP368Ll++bFo78+fPV5s2bVSuXDkVKVJEoaGh6tWrl7Zu3ZrpOs6ePauRI0eqTp06CgoKUmBgoOrUqaORI0fq7NmzbsWzd+9eDR48WLfddpuKFy8uPz8/hYaG6p577tHYsWN15MgRN68QALLG19dXJUuWTPbcbTVrqmrlyh6KCAAA5BavW1125cqV6tmzp2JjY13PXb58WTt27NCOHTv06aef6quvvtLNN9+c5TauXr2qLl26aMWKFcmeP3r0qI4ePap58+Zp1KhRGj58eLr17NixQx06dNDJkyeTPb97927t3r1bn376qZYtW5bhyouGYWj48OGKjIyU3W5PNaa1a9eqaNGi6tevX+YvFACyqEyZMlq3bp3atWunTZs2KSIiQnPff19FChf2dGgAACCHedVI5s8//6yuXbsqNjZWAQEBGjNmjDZv3qy1a9fq6aeflnT9HqEHHnhAFy9ezHI7Tz75pCvBbN68uZYuXart27dr2rRpqlq1qpxOp0aMGKFPP/00zTpOnDihdu3a6eTJk7LZbBoyZIg2btyojRs3asiQIbLZbPrzzz/Vtm1bnThxIt14nnnmGY0ZM0Z2u1116tTR+++/rw0bNmj79u368ssv9cYbb6hOnTqyWCxZvmYAcFdQUJBWrVqlF198UV+tXKli/v6eDgkAAOQCrxrJ7Nevny5fviybzabVq1erUaNGrmMtWrRQ9erVNWTIEP3+++969913NWLECLfb2LBhg+bNmydJateunZYsWSIfHx9JUr169dS+fXvVrVtXMTExGjJkiDp37qzg4OAU9bz22ms6ffq0JGnevHnq0qWL61iTJk0UERGhrl276vTp0xo+fLimT5+eajzTp093JbP9+vXThAkTZLX+/2cH9erV00MPPaTXX39d8fHxbl8vAGSHn5+f3n//fRlOp2L//ZsHAAC8m9eMZO7YsUPr16+XdH2kMWmCmWjgwIEKDw+XJE2cOFEJCQlutzNu3DhJko+Pj6ZMmeJKMBOVKlVKkZGRkqRz585p2rRpKeo4ffq05syZI0lq06ZNsgQzUZcuXdSmTRtJ0qxZs1wJaVIXLlzQoEGDJEnNmjXTe++9lyzBvJGvr29mLhEAAGSBxWpVcO3aCq5dW5Z0/h8DgLfzmr+AS5cudT3u3bt3qmWsVqseffRRSdcTwMSkNLMuXryotWvXSpJatWqlihUrplruoYceUmBgoCRp8eLFKY5HRUXJ4XCkG6skPf7445Ikh8OhqKioFMfnzp2rc+fOSZJGjRqV6esAALMYhqEBAwZo6tSpng4FAADkEV6TZG7atEmS5O/vr7p166ZZrmnTpq7H0dHRbrWxfft2Xbt2LUU9N/L19VXDhg1d59w4YpoYa0b1ZBTrwoULJV1fYCOxrGEYOnXqlA4dOpSt+04BIDPeeOMNvffee3ruuef01ltvyTAMT4cEL8CIIADkb17zl3vv3r2SpGrVqslmS/tW05o1a6Y4x902bqwnvXbsdrsOHDiQaj1BQUEqW7ZsmnWUK1fONSJ6Y6xOp1M7duyQJDVs2FDx8fEaPXq0KlSooHLlyqlatWoKDAxURESEZs+ezRs/AKabPHmyRo4c6fp+2LBhGjZsmAcjAgAAeYFXJJlXr17VmTNnJCnNKayJihcvLv9/Vzg8duyYW+0kLZ9ROyEhIamel/T7jOpIWk9qdVy4cEHS9ZHMu+++W6NGjUq2HYphGNq1a5ceffRRPfzwwym2NwGA7LhxL1+LxaLbbrvNQ9EAmcMoKQDkPK/465qYbElSQEBAhuUTk0x3p5O6045/kqX6b2wnsZ7sxPrPP/+4Hs+ePVvbtm1TeHi4VqxYoQsXLujChQtavny5atSoIUn64osv9Prrr2fY3rVr1xQXF5fsCwBSM3LkSE2cONH1/eTJk9W9e3fPBQQAAPIEr9jC5OrVq67HmVlBtfC/m4FfuXIlx9opnGTD8RvbSawnO7FeunTJ9fjatWsKCQlRdHS0SpQo4Xq+bdu2atiwoerUqaM///xT7733nl588UVVqFAhzfbeeustjR49OsO4AECSXn75ZZUoUULHjh3T888/7+lwAABAHuAVI5lFihRxPc7MXpCJi/f4+fnlWDuJbaTWTmI92Yk1aSzS9X03kyaYiUqVKuW6Ryo+Pj7V1W6TevXVVxUbG+v6cndKMYCCp1evXtyLCQAAXLxiJLNYsWKux5mZAps4CpiZ6apZbSfpSOON7RQrVkyXL1/OVqxJY5Gk++67L806EvfblORaLCgthQsXTjYKCwAAAADu8JqRzFKlSkmSjh8/nm7Zc+fOuRK3pIvzZEbShXoyaifpCOCN7STWk1EdSetJrQ6LxeL6Pr0psEnP/euvvzJsEwCSOnbsmB577LFk96UDAACkxSuSTEkKDw+XJB08eDDdVVR///33FOdk1i233JJqPem1Y7PZVK1atVTriY2N1alTp9Ks4+TJk66Fd26M1d/fX5UrV3Z973Q606zH4XC4Hqe3vQsA3Ojvv/9Wq1atNGvWLLVs2TLFirIAAAA38poks3HjxpKuTy/dtWtXmuU2bNjgenzXXXe51Ua9evVci/UkredG8fHx2rp1a4pzbow1o3oyivXuu+92PT506FCa9SQ9lt6IJwAkFRcXp/vuu0/79u2TdH26fZMmTXTixAkPRwYAAPIyr0kyO3bs6Ho8Y8aMVMs4nU7NmjVLkhQcHKzmzZu71UaxYsXUsmVLSdKaNWvSnO66ePFi1wjkgw8+mOJ4+/btZf13b660YpWkmTNnSpKsVqvat2+f4ninTp2StZmWpMeaNGmSZjkASOrYsWM6evRoiudvXHgMAAAgKa9JMuvXr+9KoKZNm6YtW7akKDNhwgTt3btX0vVl9wsVKpTs+MyZM2WxWGSxWDRq1KhU2xk0aJAkyW6364UXXkg2FVWSzpw5o1deeUXS9UT2qaeeSlFH2bJl1bNnT0nSqlWrtGjRohRlFi5cqFWrVkm6vnJj2bJlU5Rp27atbr31VklSZGSka7Qhqb1792r8+PGSpNKlS+uhhx5K9boA4Ea1atXSpk2bXPd1V65cWatXr1bJkiU9HBkAAMjLvCbJlKRJkybJz89PdrtdrVu31ltvvaWtW7dq3bp16tOnj4YMGSJJCgsL08CBA7PURosWLfTwww9LkqKiotSqVStFRUVp586dmjFjhho2bKiYmBhJ0ttvv63ixYunWs+YMWNUunRpSVL37t01dOhQRUdHKzo6WkOHDlWPHj0kXU8M33zzzVTrsFqt+uijj+Tr66u4uDjdeeedGjdunLZt26atW7cqMjJSd911l2sV2w8++EBFixbN0nUDKJhq1qyp6Oho3X333fr222+TLYAGAACQGq9aBeb222/XggUL9MgjjyguLi7VfdvCwsK0cuXKFFuAuGP69OmKi4vTV199pXXr1mndunXJjlutVg0fPlx9+vRJs46QkBAtX75cHTt21KlTpxQZGanIyMhkZcqWLaulS5em+6aucePGmjdvnnr37q1//vnHNYqaVKFChfT++++rW7dubl4pAEiVKlXS+vXrk61oDQAAkBavGsmUpHbt2mn37t3q37+/wsLCVLRoUQUHBysiIkKRkZH68ccfU6z26i4/Pz+tXLlSc+fOVatWrVSmTBn5+voqJCREPXr0UHR0dJrTbZNq0KCBfvnlF73++uu69dZbFRAQoICAANWuXVuvv/669uzZowYNGmRYT6dOnbRnzx4NGjRI4eHhCggIUNGiRVWjRg298MIL+u233/Tss89m65oBFGwkmAAAILMshmEYng4CeVdcXJyCgoIUGxurwMBAT4cDwE2G06nYX3+VJAXVqiWLNfXPFv/3v/+pVq1ayVa/9kQc+YE3XUtWmfEa3FiHpAzrdNrtOrF8uSSp/AMP6MK/axGkVt7dGHOrX9NqJ+m1VWjXTla2HAOQB2U2Nyh4/xkBAMnMnTtXzz77rFq3bq2vvvrK0+EAAIB8jiQTAAqw5cuX67HHHpMkXblyRR06dNDnn3/u4agAAEB+RpIJAAXY3Llzk23FZLfbdejQIQ9GBAAA8juSTAAowObMmaNevXq5vh8wYIBee+01D0YEAADyO+4qB4ACzGazaebMmSpevLguXLig8ePHs5IsAADIFpJMACjgrFarJk6cKKfTSYIJAACyjSQTACCLxSIfHx9PhwF4PYvVquDatT0dBgDkKO7JBIACIO7iRb3372glAABATmIkEwC83JWrV9XjpZf0/c6d+uWXX/TJJ5/IxkbvAAAghzCSCQBeLCEhQU8MHqzvd+6UJM2cOVNdunTR1atXPRwZAADwViSZAODFtm3bpm+jo5M9t3nzZp08edJDEQEAAG9HkgkAXqxx48aaM3GiihQuLEkKCgrS6tWrVaVKFQ9HBgAAvBVJJgB4uXubNtWijz5S2bJltWLFCtWpU8fTIQEAAC/Gyg8AUADcFRGhQwcPqqi/v6dDAQAAXo6RTAAoIPz8/DwdAgAAKABIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlsng4AAAAUPBarVcG1a7u+N5xOD0YDADATI5kAAAAAANOQZAIAAAAATEOSCQAAAAAwDfdkAgBy3I333wEAAO/FSCYAAAAAwDQkmQAAAAAA05BkAgAAAABMQ5IJAAAAADANSSYAAAAAwDQkmQAAAAAA05BkAgAAAABMQ5IJAAAAADANSSYAAAAAwDQkmQAAAAAA05BkAgAAAABMQ5IJAAAAADANSSYAAAAAwDQkmQAAAAAA05BkAgAAAABMQ5IJAAAAADANSSYAAAAAwDQkmQAAAAAA09g8HQAAAICnWaxWBdeu7ekwAMArkGQCAIB8h6QQAPIupssCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANDZPBwAAAGA2i9Wq4Nq1PR0GABRIjGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExj83QAAADkJxarVcG1a3s6DAAA8ixGMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAa9skEAABuYa9QAEB6GMkEAAAAAJiGJBMAAAAAYBqmywIAgHzBYrWqWLVqrscAgLyJv9AAAAAAANOQZAIAAAAATEOSCQAAAAAwDUkmAAAAAMA0JJkAAAAAANOQZAIAAAAATEOSCQAAAAAwDUkmAAAAAMA0JJkAAAAAANOQZAIAAAAATEOSCQAAAAAwDUkmAAAAAMA0JJkAAAAAANOQZAIAAAAATEOSCQAAAAAwjVcmmTExMRo0aJDCw8Pl7++vEiVKqH79+ho/frwuX75sWjvz589XmzZtVK5cORUpUkShoaHq1auXtm7dmuk6zp49q5EjR6pOnToKCgpSYGCg6tSpo5EjR+rs2bPpnrt+/XpZLJZMfY0aNSqbVwsAAAAAGbN5OgCzrVy5Uj179lRsbKzrucuXL2vHjh3asWOHPv30U3311Ve6+eabs9zG1atX1aVLF61YsSLZ80ePHtXRo0c1b948jRo1SsOHD0+3nh07dqhDhw46efJksud3796t3bt369NPP9WyZcsUERGR5VgBAAAAIDd5VZL5888/q2vXrrp8+bICAgL06quvqnnz5rpy5Yrmz5+vTz75RPv27dMDDzygHTt2KCAgIEvtPPnkk64Es3nz5nr55ZdVvnx5/fLLLxo7dqwOHTqkESNGqFy5cnrqqadSrePEiRNq166dTp8+LZvNpgEDBqht27aSpBUrVujdd9/Vn3/+qbZt22rXrl2qUKFCujFNnz5d9erVS/N4mTJlsnStAAAAAOAOr0oy+/Xrp8uXL8tms2n16tVq1KiR61iLFi1UvXp1DRkyRL///rveffddjRgxwu02NmzYoHnz5kmS2rVrpyVLlsjHx0eSVK9ePbVv315169ZVTEyMhgwZos6dOys4ODhFPa+99ppOnz4tSZo3b566dOniOtakSRNFRESoa9euOn36tIYPH67p06enG1eVKlV06623un09AAAAAGAmr7knc8eOHVq/fr2k6yONSRPMRAMHDlR4eLgkaeLEiUpISHC7nXHjxkmSfHx8NGXKFFeCmahUqVKKjIyUJJ07d07Tpk1LUcfp06c1Z84cSVKbNm2SJZiJunTpojZt2kiSZs2a5UpIAQAAACAv85okc+nSpa7HvXv3TrWM1WrVo48+Kul6ApiYlGbWxYsXtXbtWklSq1atVLFixVTLPfTQQwoMDJQkLV68OMXxqKgoORyOdGOVpMcff1yS5HA4FBUV5VasAAAAAOAJXpNkbtq0SZLk7++vunXrplmuadOmrsfR0dFutbF9+3Zdu3YtRT038vX1VcOGDV3n3DhimhhrRvVkJ1YAAAAA8ASvSTL37t0rSapWrZpstrRvNa1Zs2aKc9xt48Z60mvHbrfrwIEDqdYTFBSksmXLpllHuXLlXCOiGcU6bNgwVaxYUb6+vipevLhuv/129e/fX/v370/3PAAAAAAwk1ckmVevXtWZM2ckKc0prImKFy8uf39/SdKxY8fcaidp+YzaCQkJSfW8pN9nVEfSejKKdcuWLTpx4oQSEhJ0/vx5/fTTT5o4caLCw8M1atQoGYaRYVsAAAAAkF1esbrshQsXXI8zsy2Jv7+/Ll26pIsXL+ZYO4mJrKQU7STWk9lYU6sjUbly5fTQQw+pcePGuvnmm2Wz2RQTE6Ply5dr9uzZSkhI0OjRoxUfH6+xY8dm2N61a9dcU4IlKS4uLsNzAAAAACCRVySZV69edT329fXNsHzhwoUlSVeuXMmxdhLbSK2dxHqyG2u9evV09OhRFSpUKNnzd9xxhzp27Kg+ffqodevWio2N1dtvv62uXbvqP//5T7rtvfXWWxo9enSGcQEAAABAarxiumyRIkVcj+Pj4zMsnzhS5+fnl2PtJB0NvLGdxHqyG6u/v3+KBDOp+vXr68MPP5QkGYbhepyeV199VbGxsa4vd6cUAwAAACjYvCLJLFasmOtxZqbAXrp0SVLmpqtmtZ3ENlJrJ7GenIw1Ubdu3RQUFCRJ2rBhQ4blCxcurMDAwGRfAAAAAJBZXpFkFilSRKVKlZIkHT9+PN2y586dcyVuSRfnyYykC/Vk1E7SEcAb20msJ6M6ktbjbqyJbDabwsLCJEknTpzIUh0AAAAAkFlekWRKUnh4uCTp4MGDstvtaZb7/fffU5yTWbfcckuq9aTXjs1mU7Vq1VKtJzY2VqdOnUqzjpMnT7oW3nE31qRYWRYAAABAbvGaJLNx48aSrk8v3bVrV5rlkk4Zveuuu9xqo169eq7FetKbehofH6+tW7emOOfGWDOqJzuxJrLb7a69MsuXL5+lOgAAAAAgs7wmyezYsaPr8YwZM1It43Q6NWvWLElScHCwmjdv7lYbxYoVU8uWLSVJa9asSXO66+LFi10jkA8++GCK4+3bt5fVak03VkmaOXOmJMlqtap9+/ZuxZpo/vz5rliaNm2apToAAAAAILO8JsmsX7++mjRpIkmaNm2atmzZkqLMhAkTtHfvXknSyy+/nGJl1pkzZ8pischisWjUqFGptjNo0CBJ10cIX3jhBTkcjmTHz5w5o1deeUXS9UT2qaeeSlFH2bJl1bNnT0nSqlWrtGjRohRlFi5cqFWrVkmSevXqpbJlyyY7fu7cOa1fvz7VGBNt375dL774oiTJYrHo2WefTbc8AAAAAGSXV+yTmWjSpEm66667dOXKFbVu3VrDhg1T8+bNdeXKFc2fP18ff/yxJCksLEwDBw7MUhstWrTQww8/rPnz5ysqKkqtWrVSv379VL58ef3yyy8aM2aMYmJiJElvv/22ihcvnmo9Y8aM0TfffKO///5b3bt3186dO9W2bVtJ0ooVKzRhwgRJUunSpfXmm2+mOD82NlbNmzfXbbfdpo4dO6pu3boqV66cfHx8FBMTo+XLl2v27NlKSEiQdD05joiIyNI1AwAAAEBmeVWSefvtt2vBggV65JFHFBcXp2HDhqUoExYWppUrVybbjsRd06dPV1xcnL766iutW7dO69atS3bcarVq+PDh6tOnT5p1hISEaPny5erYsaNOnTqlyMhIRUZGJitTtmxZLV26NNmqtjfavXu3du/eneZxHx8fDR8+XCNGjMjk1QEAAABA1nlVkilJ7dq10+7duzVp0iStXLlSx48fl6+vr6pVq6YuXbqob9++Klq0aLba8PPz08qVKzVv3jzNnDlTP//8s86fP6+bbrpJTZo0Ud++fdWoUaMM62nQoIF++eUXTZo0SUuXLtWRI0ckSVWqVFGHDh3Ur18/lSxZMtVzy5cvr4ULF2rLli3avn27Tpw4oTNnzujq1asKCgpSjRo11KxZMz311FMKDQ3N1vUCAAAAQGZZDPa3QDri4uIUFBSk2NhYBQYGejocAG4ynE7F/vqrJCmoVi1ZrF5zKz68TGZ+Vr3559lpt+vE8uWSpArt2slq87pxAABeILO5gff8dQYAAAAAeBxJJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADT2DwdAAAAQGZYrFYF167t6TAAABlgJBMAAAAAYBqSTAAAAACAaUgyAQAAAACmIckEAAAAAJiGJBMAAAAAYBqSTAAAAACAaUgyAQAAAACmIckEAAAAAJiGJBMAAAAAYBqSTAAAAACAaUgyAQAAAACmIckEAAAAAJiGJBMAAAAAYBqSTAAAAACAaUgyAQAAAACmIckEAAAAAJjG5ukAAAA5x2K1Krh2bU+HAQAAChBGMgEAAAAApmEkEwAAwMMsVquKVavmegwA+Rl/xQAAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAakkwAAAAAgGlIMgEAAAAApiHJBAAAAACYhiQTAAAAAGAam6cDAAAAsFitCq5d29NhAABMwEgmAAAAAMA0JJkAAAAAANOQZAIAAAAATMM9mQAAAB7GPakAvAkjmQAAAAAA05BkAgAAAABMQ5IJAAAAADANSSYAAAAAwDQkmQAAAAAA05BkAgAAAABMQ5IJAAAAADANSSYAAAAAwDQkmQAAAAAA03hlkhkTE6NBgwYpPDxc/v7+KlGihOrXr6/x48fr8uXLprUzf/58tWnTRuXKlVORIkUUGhqqXr16aevWrZmu4+zZsxo5cqTq1KmjoKAgBQYGqk6dOho5cqTOnj2bpbicTqcaNWoki8Xi+gIAAACA3GAxDMPwdBBmWrlypXr27KnY2NhUj9eoUUNfffWVbr755iy3cfXqVXXp0kUrVqxI9bjVatWoUaM0fPjwdOvZsWOHOnTooJMnT6Z6vHz58lq2bJkiIiLcim/y5Ml68cUXkz2X1W6Oi4tTUFCQYmNjFRgYmKU6AAAAAOR/mc0NvGok8+eff1bXrl0VGxurgIAAjRkzRps3b9batWv19NNPS5L27dunBx54QBcvXsxyO08++aQrwWzevLmWLl2q7du3a9q0aapataqcTqdGjBihTz/9NM06Tpw4oXbt2unkyZOy2WwaMmSINm7cqI0bN2rIkCGy2Wz6888/1bZtW504cSLTsZ04cUKvvfaaLBaLSpUqleVrBAAAAICs8KqRzObNm2v9+vWy2WzauHGjGjVqlOz4O++8oyFDhkiSRo8erREjRrjdxoYNG9SsWTNJUrt27bRkyRL5+Pi4jp85c0Z169ZVTEyMihcvrj/++EPBwcEp6nn88cf12WefSZK++OILdenSJdnxhQsXqmvXrpKk3r17a/r06ZmK78EHH9TSpUv1xBNP6NChQ9qwYYMkRjIBAAAAZE+BG8ncsWOH1q9fL+n6SOONCaYkDRw4UOHh4ZKkiRMnKiEhwe12xo0bJ0ny8fHRlClTkiWYklSqVClFRkZKks6dO6dp06alqOP06dOaM2eOJKlNmzYpEkxJ6tKli9q0aSNJmjVrlk6fPp1hbIsXL9bSpUtVqlQpV5wAAAAAkJu8JslcunSp63Hv3r1TLWO1WvXoo49Kup4AJialmXXx4kWtXbtWktSqVStVrFgx1XIPPfSQK7NfvHhxiuNRUVFyOBzpxipdH+2UJIfDoaioqHRji4uL00svvSTp+ohtyZIl078YAAAAAMgBXpNkbtq0SZLk7++vunXrplmuadOmrsfR0dFutbF9+3Zdu3YtRT038vX1VcOGDV3n3DhimhhrRvW4E+vQoUN14sQJ3X333a7kFAAAAABym9ckmXv37pUkVatWTTabLc1yNWvWTHGOu23cWE967djtdh04cCDVeoKCglS2bNk06yhXrpxrRDS9WLds2aL//e9/KlSokD766KP0LwIAAAAAcpBXJJlXr17VmTNnJCnNKayJihcvLn9/f0nSsWPH3GonafmM2gkJCUn1vKTfZ1RH0nrSijUhIUHPPPOMnE6nBg0apFtuuSXDOgEAAAAgp6Q95JePXLhwwfU4ICAgw/L+/v66dOmS29uYuNNOYiIrKUU7ifVkNtbU6kgUGRmpPXv2qEqVKhnuy5kZ165dc00Jlq7f6wkAAAAAmeU1I5mJfH19MyxfuHBhSdKVK1dyrJ3ENlJrJ7Ge7MZ64MABjRkzRpI0efJk+fn5ZVhfRt566y0FBQW5vpKOyAIAAABARrwiySxSpIjrcXx8fIblE0fq3E3K3Gkn6Wjgje0k1pPdWPv06aOrV6+qU6dOuv/++zOsKzNeffVVxcbGur7cnVIMAAAAoGDziumyxYoVcz3OzBTYS5cuScrcdNWstpPYRmrtFCtWTJcvX85WrNOnT9e6detUrFgxTZo0KcN6Mqtw4cLJRmEBAAAAwB1ekWQWKVJEpUqV0pkzZ3T8+PF0y547d86VuLk7FTTpQj3Hjx9XREREmmWTjgDe2E7FihV1+vTpDGNNWs+NdURGRkq6vs1J0i1Rkvrrr79cj+fPny/p+j2e7dq1y7BdAAAAAMgKr0gyJSk8PFybNm3SwYMHZbfb09zG5Pfff092jjuSrtyatJ702rHZbKpWrVqKenbt2qXY2FidOnUqzW1MTp486Vp458ZYE6fRrlixQitWrMgw9u7du0uSKleuTJIJAAAAIMd4xT2ZktS4cWNJ16eX7tq1K81yGzZscD2+66673GqjXr16rsV6ktZzo/j4eG3dujXFOTfGmlE92YkVAAAAADzBa5LMjh07uh7PmDEj1TJOp1OzZs2SJAUHB6t58+ZutVGsWDG1bNlSkrRmzZo0p7suXrzYNQL54IMPpjjevn17Wa3WdGOVpJkzZ0qSrFar2rdvn+zYkSNHZBhGul9NmzZ1lU987siRI5m+XgAAAABwl9ckmfXr11eTJk0kSdOmTdOWLVtSlJkwYYL27t0rSXr55ZdVqFChZMdnzpwpi8Uii8WiUaNGpdrOoEGDJEl2u10vvPCCHA5HsuNnzpzRK6+8Iul6IvvUU0+lqKNs2bLq2bOnJGnVqlVatGhRijILFy7UqlWrJEm9evVKc0otAAAAAOQlXpNkStKkSZPk5+cnu92u1q1b66233tLWrVu1bt069enTR0OGDJEkhYWFaeDAgVlqo0WLFnr44YclSVFRUWrVqpWioqK0c+dOzZgxQw0bNlRMTIwk6e2331bx4sVTrWfMmDEqXbq0pOv3Sw4dOlTR0dGKjo7W0KFD1aNHD0lS6dKl9eabb2YpVgAAAADIbV6z8I8k3X777VqwYIEeeeQRxcXFadiwYSnKhIWFaeXKlcm2I3HX9OnTFRcXp6+++krr1q3TunXrkh23Wq0aPny4+vTpk2YdISEhWr58uTp27KhTp04pMjLStWJsorJly2rp0qXJVrUFAAAAgLzMq0YyJaldu3bavXu3+vfvr7CwMBUtWlTBwcGKiIhQZGSkfvzxxxSrvbrLz89PK1eu1Ny5c9WqVSuVKVNGvr6+CgkJUY8ePRQdHZ3mdNukGjRooF9++UWvv/66br31VgUEBCggIEC1a9fW66+/rj179qhBgwbZihUAAAAAcpPFMAzD00Eg74qLi1NQUJBiY2MVGBjo6XAAAAAAeEhmcwOvG8kEAAAAAHgOSSYAAAAAwDRetfAPzJc4mzpx308AAAAABVNiTpDRHZckmUjXhQsXJF1fDRcAAAAALly4oKCgoDSPs/AP0uV0OvXnn3+qWLFislgsaZaLi4tTSEiIjh07xgJB+Qj9lj/Rb/kPfZY/0W/5D32WP9Fv+YdhGLpw4YLKly8vqzXtOy8ZyUS6rFarW/t0BgYG8schH6Lf8if6Lf+hz/In+i3/oc/yJ/otf0hvBDMRC/8AAAAAAExDkgkAAAAAMA1JJkxRuHBhjRw5UoULF/Z0KHAD/ZY/0W/5D32WP9Fv+Q99lj/Rb96HhX8AAAAAAKZhJBMAAAAAYBqSTAAAAACAaUgyAQAAAACmIckEAAAAAJiGJBNZcvnyZb3zzjuqX7++SpQooYCAAIWHh2vQoEGKiYnJsXadTqcaNWoki8Xi+kLm5HSf2e12ffvttxo8eLCaNGmi0qVLq1ChQgoODtYdd9yhQYMG6dChQyZcSf4XExOjQYMGKTw8XP7+/ipRooTq16+v8ePH6/Lly6a1M3/+fLVp00blypVTkSJFFBoaql69emnr1q2mtVGQ5GS/xcXFaf78+Xr66ad1xx13KDg4WL6+vipdurSaNWum8ePH6/z58+ZcSAGTW79vSZ08eVLBwcGu/1PNmjXLkXa8VW722Zo1a/T444+rWrVq8vf3V1BQkMLCwtS5c2d99NFHunjxoqntebPc6LfffvtNL774omrXrq3AwEDX38nmzZvrvffe04ULF0xpByYwADcdPHjQqFGjhiEp1a+goCBj5cqVOdL2Bx98kKI9ZCyn++yvv/4ySpYsmWb9iV++vr7GxIkTTbyy/GfFihVGUFBQmq9RjRo1jEOHDmWrjStXrhht27ZNsw2r1Wr897//NemKCoac7LevvvrKKFy4cIa/PzfddJPx3XffmXxl3i03ft9S06lTp2TtNG3a1PQ2vFVu9dk///xjdOjQIcPfux9//DH7F1UA5Ea/jR8/3rDZbOn2V+XKlY2ff/7ZpKtCdvAOHW65cOGCUbNmTdcv89NPP22sXbvW2Lx5szFmzBgjICDAkGQULVrU9F/y48ePG4GBgYbFYjFKlSpFkplJudFnx44dc9X/n//8xxg5cqTx1VdfGbt27TK+++47Y/DgwUaRIkVcZf73v/+ZfJX5w08//WQULVrUkGQEBAQYY8aMMTZv3mysXbvWePrpp12vT82aNY0LFy5kuZ0ePXq46mrevLmxdOlSY/v27ca0adOMqlWruo598sknJl6d98rpfps9e7Yr+W/Tpo3x3nvvGd99953xww8/GFFRUUa3bt1cbRQtWpQ3vZmUW79vN4qKijIkGWXKlCHJdFNu9dn58+eNunXruup74IEHjNmzZxtbtmwxoqOjjblz5xr9+vUzKlasyO9bJuRGvy1YsCDZB9b9+/c3Vq5caWzbts2YN2+e0bhxY9fxcuXKGefPnzf5KuEu3qHDLSNHjnT9Eo8bNy7F8c2bN7s+ZWrevLmpbXfs2NGQZDzxxBNG06ZNSTIzKTf67Pjx40arVq2MLVu2pFlm69athp+fn2vkNC4uLktt5WfNmjUzJBk2m83YvHlziuPjxo1z9dXo0aOz1Mb69etddbRr186w2+3Jjv/9999GpUqVDElG8eLFjXPnzmWpnYIkp/tt/vz5Rp8+fYyjR4+mWeb99993tdGiRQu32yiIcuP37UYXLlwwQkJCDEnGrFmzSDLdlFt91qtXL1c78+fPT7Oc0+k0EhISstxOQZEb/Xbrrbe66lixYkWqZR566CFXmQkTJmSpHZiHd+jItPj4eCM4ONiQZISHhxsOhyPVcn369HH9ku/cudOUtr/88ktDklGqVCnjzJkzJJmZ5Mk+S83AgQNd7SxevDjH2smLtm/f7rr2Pn36pFrG4XAY4eHhrgQwPj7e7Xbuv/9+Q5Lh4+NjHDt2LNUyn3/+uSuW8ePHu91GQZJb/ZYZERERrhHPM2fO5Egb3sJT/fbiiy8m+8COJDPzcqvPNm3a5Gpn1KhR2Q27wMuNfouNjXW1cccdd6RZ7ueff3aV69Spk1ttwHws/INMW79+vWvhiccee0xWa+o/Po8//rjr8eLFi7PdblxcnF566SVJ0jvvvKOSJUtmu86CwlN9lpbmzZu7Hhe0RYCWLl3qety7d+9Uy1itVj366KOSpHPnzmn9+vVutXHx4kWtXbtWktSqVStVrFgx1XIPPfSQAgMDJeVsf3uD3Oi3zEpcPMbpdOrw4cM50oa38ES/bd++XR9++KF8fX310UcfZauugii3+mzy5MmSpICAAA0cONDt85FcbvRbfHy86/HNN9+cZrmqVau6Hl+7ds2tNmA+kkxk2qZNm1yPmzZtmma5iIgI+fv7S5Kio6Oz3e7QoUN14sQJ3X333cmSIWTMU32WlqR/9NNKeL1VYl/4+/urbt26aZZL2k/u9sX27dtdr3F6/e3r66uGDRu6zklISHCrnYIkN/otswry74+7crvf7Ha7nnnmGTmdTr3yyiuqUaNGlusqqHKjz+Lj47Vs2TJJ0n333aeAgABJ1/vv6NGjiomJSZbQIGO50W+lSpVSiRIlJEl//PFHmuWSfngdFhbmVhswH/+lkGl79+51Pa5Zs2aa5Ww2m+vTpKTnZMWWLVv0v//9T4UKFeKT4SzwRJ+lZ8OGDZmKxxslvq7VqlWTzWZLs1zS18Xdvshsfyc9brfbdeDAAbfaKUhyo98yK/H3x2azqVq1ajnShrfI7X4bP368fv75Z1WtWlXDhg3Lcj0FWW702c8//6yrV69Kkho1aqRTp06pd+/eCg4OVmhoqCpXrqygoCDdf//92rx5cxauouDJrd+1Z555RpL0ww8/6Ouvv061zBtvvCFJ8vHx0VNPPeV2GzAXSSYy7dixY5Kuf1oVHBycbtmQkBBJ0t9//53lKQsJCQmuT4YHDRqkW265JUv1FGS53WfpOXnypGbMmCHp+qeSSafOerurV6/qzJkzkpTmFNZExYsXd40qJ/ZfZiUtn1E7if2dlXYKitzqt8xYuXKldu/eLUlq06aNa7ozUsrtfvvjjz/03//+V5I0ZcoUFSlSJEv1FGS51We//fZbsjZr166tmTNn6tKlS8me//rrr9WkSRNNnDjRrfoLmtz8XXvttdd0zz33SJIefPBBDRo0SF9//bV27NihBQsWqFmzZlq0aJF8fHz0/vvvKzw83O02YC6STGRa4ga3idNL0pP4h0RSljcyjoyM1J49e1SlShUNHz48S3UUdLndZ2kxDEPPPvusK57hw4fLz8/P1DbysqSbQ7vTF+72gzvt5GR/e4vc6reM/PPPP3rhhRckXf+EPvHTeqQut/utT58+unLlirp166bWrVtnqY6CLrf67J9//nE9Hj16tM6cOaO2bdtq586dunr1qk6fPq0pU6YoMDBQTqdTAwYMSHPUDLn7uxYQEKCvv/5an3zyiSpWrKgJEybo/vvvV/369fXwww9rw4YNeuihh/T999/r+eefd7t+mI8kE5mWOMXE19c3w7KFCxd2Pb5y5YrbbR04cEBjxoyRdP0m/YKUkJgpN/ssPWPHjlVUVJSk64v/9O3b19T687rEfpDc6wt3+8GddnKyv71FbvVbehwOh3r27KmjR49Kkl5//XXdfvvtptXvjXKz32bNmqU1a9YoMDBQ7733ntvn47rc6rOkI5bXrl1Tu3bttGzZMtWtW1eFCxdWmTJl9Nxzz2nlypWyWq0yDENDhgyRYRhutVNQ5PbfyJ07d+rzzz9P877MNWvW6LPPPlNcXFyW6oe5SDK9kN1ul8ViyfbXzJkzk9WbOAUoMzfFJ51umZUEsU+fPrp69ao6deqk+++/3+3z8xtv6LO0zJ071zUSHRoaqnnz5hW4RUuSTp9zpy/c7Qd32smp/vYmudVv6Xn++ef1zTffSJIeeOABZnVkQm7125kzZ1yrk44ZM0blypVz63z8P0/8jZSur1if2v+jxo0b66GHHpIk7dmzR3v27HGrnYIiN/9GLlq0SM2aNdN3332n2rVra8mSJTp79qzi4+N16NAhjR07VgkJCfroo49055136tSpU263AXMVrHd6yJZixYpJytw0h6SfFmZmCkVS06dP17p161SsWDFNmjTJvSCRTG71WVpWrlyp3r17yzAM3XTTTfr2229VtmxZU+rOTxL7QXKvL9ztB3fayYn+9ja51W9pefXVV/Xxxx9Luv6md+HChfLx8TGlbm+WW/02YMAAnTlzRhEREUzPyyZP/I2sUqVKuqsAt2nTxvV4x44dbrVTUORWv50+fVqPP/64rl27plq1amnz5s3q2LGjSpQooUKFCunmm2/Wq6++quXLl8tisejXX3/Viy++6N7FwHRpLwOFfMtms5myuuGNn8pWrFhR27Zt06VLl3T+/Pl0F5JJvKm7dOnSyablZUZkZKSk68tdJ92CI6m//vrL9Xj+/PmSrs/1b9eunVtt5RX5vc9Ss379enXu3FkJCQkqXry4Vq9eXWBXxCxSpIhKlSqlM2fO6Pjx4+mWPXfunOsfcdLFeTIj6cILx48fV0RERJplky684G47BUVu9VtqIiMj9fbbb0uS7rjjDq1YsYIR50zKjX77888/NXv2bElSixYt9MUXX6Rb/q+//nL9r6pSpYoaNGiQ6bYKgtz6XUta3p3F0ZK+58D/y61+mz9/vuvcYcOGJVtTIKmWLVuqZcuWWrNmjRYvXqxz586pePHibrUF85Bkeqmc2B7illtu0ZdffilJ+v3331377N3Ibre79irKyupeidMpVqxYoRUrVmRYvnv37pKkypUr59skU8rffXaj7du3q127drp69arrZv3bbrst2/XmZ+Hh4dq0aZMOHjwou92e5lLvv//+e7Jz3JF0Beak9aTXDtthpC83+u1GU6ZM0dChQ111rVq1SkFBQdmqs6DJ6X5LOjVw3LhxGZbfu3ev63/VY489RpKZitz4XatVq5brscPhSLds0uPpbc1R0OVGvyX9EP6OO+5It2zdunW1Zs0aOZ1O7d+/n981D2K6LDKtcePGrsdJ9zu80c6dO12fON111105HhfS5ok+2717t+69915dvHhRRYoU0fLly/kjr//vi0uXLmnXrl1plkvaT+72Rb169VyLL6TX3/Hx8dq6dWuKc5BSbvRbUrNnz3YtjHXzzTdrzZo1KlWqVJbrK6hyu9+QfbnRZ5UrV1alSpUkyfXBalqSHq9QoYJb7RQkudFvSRNXu92ebtmEhIRUz4MHGEAmXbt2zQgKCjIkGeHh4YbT6Uy1XJ8+fQxJhiRj+/btORJL06ZNXW0gbbndZ/v27TNuuukmQ5JRqFAhY+XKlVmuy9ts27bN9Rr36dMn1TIOh8MIDw83JBnBwcFGfHy82+3cd999hiTDZrMZx44dS7XM559/7opl3LhxbrdRkORWvxmGYXz55ZeGj4+PIcmoWLGicfjw4WxEXrDlZr+lJzGGpk2bml63t8mtPuvfv7+rne+//z7Ncs2aNXOVS+tvKXKn38aPH+9qY8qUKemWjYiIMCQZFovFOHPmjFvtwFy8Q4dbhg8fnu6b082bNxs2my3df6qHDx/O9j9ekszMy60+O3r0qBESEmJIMnx8fIyFCxeaeBXeoUmTJq4EcPPmzSmOjxs3zvU6jxw5MsXxGTNmpHvcMAxj7dq1rjLt27c37HZ7suN///23UalSJdc/+3/++ceMS/NqudFvq1atMnx9fQ1JRpkyZYzff//d5KsoeHKj3zJCkume3Oizo0ePGkWKFDEkGXXr1jUuXryYoszs2bNd9TzwwAPZvSyvl9P9tnfvXsNisRiSjAoVKhjHjx9PNY7//e9/rnoaNWqU3ctCNvEOHW6Ji4szwsLCXL/EzzzzjPHdd98ZW7ZsMcaOHWsEBAQYkgw/Pz/jxx9/TLUOkszclRt9dubMGaN69equMkOGDDF++eWXdL/S+ifhzX744QfDz8/PkGQEBAQYY8eONbZs2WJ89913xjPPPON6/cLCwoy4uLgU52f2Te/DDz/sKte8eXNj2bJlxo4dO4zp06cbVatWdR2bOnVqDl6t98jpftuyZYtRtGhR1wyAuXPnZvj7c+7cuZy/8Hwut37f0kOS6Z7c6rOkSc8tt9xizJw509i5c6exdu1a44UXXnDNKAgMDDT279+fg1fsHXKj35544glXmdKlSxtjxowxNm7caPz4449GVFSU0aNHD9dxHx8fY926dTl70cgQ79DhtgMHDiRLKG78CgwMNJYvX57m+SSZuS+n+2zdunVp1p3W12OPPZZzF5yHRUVFGYGBgWm+LmFhYcaBAwdSPTezb6AuX75s3H///Wm2YbVas/ymuaDKyX4bOXKk278/M2bMyNkL9hK58fuWHpJM9+VWnw0dOtQ1OpbaV5kyZVIdlUPqcrrfrl69anTr1i3Dv43+/v7G3Llzc/BKkVks/AO3VatWTT/++KMiIyMVERGh4OBgFS1aVDVq1FD//v21e/dutW3b1tNhIgn6LO9o166ddu/erf79+yssLExFixZVcHCwIiIiFBkZqR9//DHbq736+flp5cqVmjt3rlq1aqUyZcrI19dXISEh6tGjh6KjozVq1ChzLqiAyI1+g/not/wnt/rsrbfe0vfff69evXopNDRUhQsXVlBQkOrVq6c33nhD+/fvV6NGjUy4ooIhp/utcOHCmj9/vr777js9+uijCgsLk7+/v2w2m0qUKKFGjRpp+PDh+v3339WjRw8TrwxZZTEMw/B0EAAAAAAA78BIJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAAADANCSZAAAAAADTkGQCAAAAAExDkgkAAAAAMA1JJgAAyLaEhATVqFFDFotFCxYs8HQ4ecrzzz8vi8Wixx57zNOhAECuIMkEABQo0dHRslgsrq+NGzdm+tzLly+rdOnSslgsqlu3bobl9+/fr+LFi8tisSgwMFC//vprdkLP0z744APt379f4eHh6tKli6fDyVNeffVV+fr6avbs2dqxY4enwwGAHEeSCQAoUGbNmpXu9+kpWrSoXnjhBUnSDz/8oLVr16ZZ9vz582rXrp3Onz8vq9Wqzz//XLVq1cpa0HncxYsX9dZbb0mSRowYIauVtxdJhYSE6LHHHpNhGHr99dc9HQ4A5DiLYRiGp4MAACA3XLt2TWXLltX58+ddzwUGBurUqVPy8/PLVB1nzpxR5cqVdfnyZbVp00bffPNNijIOh0P33Xefvv32W0nS+PHjNXDgQFOuIS965513NGTIEIWEhOjIkSMkmanYt2+fatasKUnavn276tWr5+GIACDn8F8AAFBgLFu2zJVgPvHEE5KkuLg4LVu2LNN1lCpVSr1795YkrVq1Srt3705Rpl+/fq4Es3fv3l6dYDocDk2ePFmS1L17dxLMNNSoUUN33HGHJGnSpEkejgYAchb/CQAABcZnn30mSSpRooQmTZqkEiVKSHJvyqwkDRw4UD4+PpKuj1Im9fHHH7uSrsaNG2vq1KnZDTtP+/bbbxUTEyNJeuSRRzwcTd7Ws2dPSdKXX36p2NhYD0cDADmHJBMAUCD89ddfWr16tSSpS5cuCggIUOfOnSVJq1ev1unTpzNdV5UqVVznzp8/X8eOHZMkrV+/Xn379pUkhYaGavHixfL19TXzMvKcL774QpJUvXp11a5dO81yo0aNci22JF2/Z3XkyJGqVauWAgICVKJECTVr1kxz585Nt72cqicuLk6jRo1S7dq1FRAQoJtuukn333+/Nm/enOy8v/76S6+//rpq1aolf39/lSxZUh06dNCPP/6Y/gslqVOnTpKkq1evujV6DgD5jgEAQAHw7rvvGpIMScaGDRsMwzCM9evXu56bMGGCW/Xt2rXLde6AAQOMQ4cOGSVLljQkGcWKFTN2796dE5eR54SGhhqSjF69eqVbbuTIka7X648//jCqVq3q+v7Gr86dOxsJCQm5Vk9MTIwRFhaWah0+Pj7GF198YRiGYfz8889GhQoVUi1XuHBhY+3atRm+XuXKlTMkGb17986wLADkV4xkAgAKhMSpsiEhIWrSpIkk6e6771ZISIgk96fM3nHHHWrZsqUk6ZNPPlHbtm119uxZWa1WzZ07N91RPW9x/PhxHTlyRJLcWsimW7duOnz4sJ599lmtWbNGO3bs0LRp0xQWFiZJWrRokQYMGJBr9XTp0kXHjx/Xq6++qg0bNmjHjh167733FBgYKIfDoSeffFKHDx9W27ZtdeXKFY0ZM0bR0dHatm2bRo8eLV9fX127dk29e/dWfHx8um0lvk6bNm3KMC4AyLc8neUCAJDTdu/e7RpxeuWVV5IdGzJkiOuYu6OPq1atSjGiNW7cODNDz9MWLFjguu5NmzalWzbpyKEkY968eSnKxMXFGXXq1DEkGVarNdX+yIl6ChcubGzdujVFmZUrV7rKlC5d2ihVqpRx8ODBFOU+/PBDV7nFixen+zqMHj3aVfb06dPplgWA/IqRTACA10scxZT+f/GV1L5PWi4zWrdurSpVqri+f+yxxzR48OAsRpn/HD9+3PW4TJkymT6vbdu26t69e4rnixUrpo8//liS5HQ6M1w0yax6+vXrpwYNGqR4/v7771flypUlSX///bfefPNNVa1aNUW53r17q0iRIpIyHqFM+jqdOHEi3bIAkF+RZAIAvJrD4dC8efMkSbfeemuKaay33XabatWqJUmaN2+eHA5HpuueNm2aDh8+7Pr+zjvvNCHi/OPvv/92PS5evHimz0vcAiY19evXd/XHmjVrcqWehx9+OM1jt912myTJYrGoa9euqZbx8/NT9erVJUl//PFHum0lrmgsJX/9AMCbkGQCALza6tWrdfLkSUkpRzETJT5/8uTJDBOSRBs2bNBzzz2X7LkJEybI6XS6Fd+OHTv0wgsv6JZbblFwcLAKFy6s0NBQ9ezZU999912q5/z444/q27evatasqYCAAAUEBKhOnToaOXKkax/QRCdOnNDEiRPVunVrVapUSb6+vipbtqw6deqkbdu2uRXrjf755x/XY3eSzIzu36xfv74k6cCBA+ne42hWPYn3cKYmODhY0vX9UdO7xsRyFy5cSDempHWcPXs23bIAkF+RZAIAvFrigj4WiyXVqZWS1KNHD9dWFplZAOjQoUPq1KmTEhISFBQUpGeeeUaStH///kxvTZGQkKA+ffqoQYMG+vjjjxUaGqrevXurb9++CgsL08KFC9WyZUtNmzYt2Tl9+/ZVRESEPv30U9WoUUPPPvusnn76aTmdTv33v//V7bffnmx09YMPPlD//v31xx9/qFWrVho4cKAaN26sZcuW6c4773RtQZIViVNEJenKlSuZPi+jqbU33XSTJMkwDJ07dy7H6ylatGiax6xWa4ZlkpbLaCQ86evk5+eXblkAyK9sng4AAICcEhcX50r67rrrLtf9dTeqXLmy7rzzTn3//fdaunSpLly4oGLFiqVaNjY21rWSrI+PjxYsWKA777xTCxYsUGxsrN555x09+OCD6cZlt9vVsWNHffXVV2revLlmzZqlihUrJitz+PBhPf/886pUqZIkKT4+Xg899JBWrlypdu3aadq0aSpdurSrvGEY6t+/vyZNmqRu3bpp+/btkq6P5m3cuNG1om6iTZs2qWXLlnruuefUoUMHFS5cON2YU5O0/X/++SfN1+xGiQl9WgzDyNV6clPS0d+krx8AeBNGMgEAXuuLL75wjRylNVU2UeLxy5cva9GiRamWcTgc6tq1q37//XdJ0rvvvqs2bdqoWLFievbZZyVJW7ZsUXR0dLptjRo1Sl999ZVatmyp1atXp0gwJalKlSpauXKlmjZtKkkaNmyYVq5cqQcffFDLli1LkaBYLBa9/fbbCgkJ0Y4dO/T9999Lkh566KEUCaYkNWnSRM2bN9c///yjX375Jd1405I0hvRGCm90+vTpdI//9ddfkq5fU3pTVM2qJzclfZ1IMgF4K5JMAIDXSpz6WqhQIXXp0iXdsl27dlWhQoWSnXejl19+WatXr5Yk9enTRy+99JLrWL9+/Vyjge+8806a7fzxxx96++23FRQUpLlz58pmS3tSkdVqla+vr3777Te99957uummmzR9+vQ0R/CKFCmixo0bS1Km7rdMvN70YkhP0kWU9u/fn+nzduzYkanj1atXl6+vb47Xk5sSXyd/f3/dfPPNHo4GAHIGSSYAwCsdPnzYNaLYpk0blSxZMt3yJUuWVOvWrSVdX9QnJiYm2fEpU6boww8/lCS1aNFCkydPTna8bNmyeuSRRyRJy5cvd4123ujdd9+Vw+HQCy+84LpnMCPjx4+X0+lU//79XQvMpCVxVDQ2NjbdcjExMVqzZo3Kli2bYsXdzIqIiHDdV5hRwpdUelvF7Ny5U3v27JEk3XPPPblST25KfJ0aNmyY5eQeAPI6kkwAgFeaPXu26568jKbKJkosZxiGZs+e7Xr+22+/1csvvyzp+qjYokWLUk0QBg8eLIvFIsMwNH78+FTbWL58uSSluQjRjZxOp+ucbt26ZVg+ccXS9JLqhIQE9erVS9euXdO4cePk4+OTqVhu5Ovr61rBNfEe0MyIiopKdcGhixcvuhZRslqt6tOnT67Uk1uuXbum3bt3S1KqU5gBwFvwERoAwCslJokWi0WXL1/W/PnzMzznypUrriRx9uzZeu2117Rv3z517dpVdrtdwcHBWr58eZr399WoUUPt27fXsmXLNGfOHL3xxhsqV66c6/iZM2cUExOjgIAA1x6OGTl27JjOnDmjUqVKKTQ0NMPyW7dulSTdfvvtqR53Op164okntHHjRj399NPq1atXpuJIywMPPKANGzZo+/bt6S6YlFRERIR69OihDRs2qHPnzgoMDNTu3bsVGRmpffv2SZJeeOEF1x6VOV1Pbtm4caMSEhIkXX/dAMBrGQAAeJno6GhDUra/tm7dalSrVs2QZNhsNuPbb7/NsO3Nmze7zh86dGiyY7/99pshybj55pszfS27du0yJBlhYWEZlt29e7chyShTpoyRkJCQ4rjT6TSeeOIJQ5LxyCOPGA6HI9NxpOX48eOGj4+PIcn47LPP0iw3cuRI1+vyxx9/GFWqVEnzde/UqVOq8edUPel57LHHDElG5cqV0y3XtGlTQ5LRtGnTNMs8/vjjhiSjRo0a6dYFAPkd02UBAF4nM3tdZsbQoUN18OBBSdKkSZMydW9fo0aNXIvvTJ06VRcuXHAd8/f3l3R9VVQjk9trBAUFSZL+/PPPDMuOGDFCktS/f/8U03mdTqeefPJJTZ8+Xd27d9fMmTNdeztmR4UKFdShQwdJ0ty5czN1TpUqVbRr1y4NGzZM4eHhKlq0qIKCgnT33Xdrzpw5aU5Hzql6csPVq1e1ZMkSSdLzzz/v4WgAIGdZjMz+lwMAANliGIbKlSun06dPa9u2ba77GVPjdDpltVplGIbKli2rv/76S1u3blWDBg1SLf/JJ5/omWee0W233aZt27apSJEiyep66qmnNGPGDHXr1k1z587N8n2Yqdm6dasaNWokHx8fHTx4MNVpvaNGjdLo0aMlZW//SrPqyW1z5sxRr169VKJECR05ciTTe4oCQH7ESCYAALnEYrGob9++kq5vgXL8+PEUZS5duqQPPvhAEyZMSHFO3759U6waGx8fr7ffflvPPvusQkJC9OWXX6ZIMJ988knNmDFDXbp00Zw5c0xNMKXrK6Xed999cjgceuutt0yt2xs4nU6NHTtWkjRo0CASTABeL2/MIQEAoIAYOnSofvjhBy1ZskQ1atTQvffeq6pVq8put2v//v3atGmT4uLitHjxYtc5r776qnbu3KmoqChVr15dHTp0UOnSpXXixAmtWrVKp0+fVqNGjTRv3rwUo4j//e9/NXPmTAUEBCgsLExvvvlmipg6duyo//znP9m6rsjISK1evVozZszQa6+9pkqVKmWrPm+ycOFC7d27VyEhIerXr5+nwwGAHEeSCQBALrLZbFq8eLHmz5+vmTNnauPGjYqKilKJEiVUoUIF9ezZU+3bt1fLli2TnbNkyRLNnj1bM2bM0KJFi3T58mWVKVNGDRo0UI8ePdS1a1dZLJYU7R05ckTS9W09xowZk2pMoaGh2U4ya9eurZkzZ+rgwYOKiYkhyUzC4XBo5MiRatGihWtfUQDwZtyTCQAAclxBvycTAAoS7skEAAAAAJiGkUwAAAAAgGkYyQQAAAAAmIYkEwAAAABgGpJMAAAAAIBpSDIBAAAAAKYhyQQAAAAAmIYkEwAAAABgGpJMAAAAAIBpSDIBAAAAAKYhyQQAAAAAmIYkEwAAAABgGpJMAAAAAIBp/g/5y0XaJoed6gAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "savefig = global_savefig\n", "showfig = global_showfig\n", "fig, ax = plt.subplots(1, 1, figsize=(10,10))\n", "\n", "x_min, x_max = df[x_name].min(), df[x_name].max()\n", "y_min, y_max = df[y_name].min(), df[y_name].max()\n", "\n", "ax.errorbar(df[x_name], df[y_name], xerr=df[x_err_name], yerr=df[y_err_name], c='firebrick', markersize=0, zorder=1, linestyle='none',alpha=0.2)\n", "ax.scatter(df[x_name], df[y_name], s=200, c='firebrick', zorder=2,edgecolors ='#7e1b1a')\n", "\n", "outs = regression_output['york']\n", "slope = outs['slope']\n", "intercept = outs['intercept']\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='k', linewidth=3, linestyle='-', zorder=3,label = 'York')\n", "\n", "outs = regression_output['ols']\n", "slope = outs['slope']\n", "intercept = outs['intercept']\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='k', linewidth=3, linestyle='--', zorder=3,label = 'OLS')\n", "\n", "outs = regression_output['rma']\n", "slope = outs['slope']\n", "intercept = outs['intercept']\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='k', linewidth=3, linestyle='dotted', zorder=3,label = 'RMA')\n", "\n", "ax.set_xlabel(r'${\\Delta}X_{CO2}$' + ' (ppm)', size=labsize)\n", "ax.set_ylabel(r'${\\Delta}X_{CH4}$' + ' (ppm)', size=labsize)\n", "ax.tick_params(labelsize=labsize)\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=500,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n" ] }, { "cell_type": "markdown", "id": "7aec46cd", "metadata": {}, "source": [ "### Full day with selected periods (Figure 10)" ] }, { "cell_type": "code", "execution_count": 45, "id": "9524d16a", "metadata": {}, "outputs": [], "source": [ "date_str = '2025-01-22'\n", "day_dfs = get_day_dfs(daily_oof_dict,daily_met_dict,ak_df,date_str,gases,oof_resample,oof_background_quantile,oof_filter_dict,resample_with_stats_kwargs = resample_with_stats_kwargs)\n", "rolling_regr_df = rolling_regression_creator(day_dfs['quantile_df'],rolling_regr_params,rolling_window,regr_resample=regr_resample,resample_eq_or_all = resample_eq_or_all)\n", "rolling_regr_df = add_filter_and_group_cols(rolling_regr_df, rolling_regr_filters, grouping_details)" ] }, { "cell_type": "code", "execution_count": 46, "id": "33fb061c", "metadata": {}, "outputs": [], "source": [ "# Splitting up into the time periods of interest\n", "\n", "# Select only pass-filter points\n", "pass_filter_df = rolling_regr_df.loc[rolling_regr_df['ch4_co2_pass_filter']]\n", "\n", "# Build a mask for all times within 1h before pass-filter points\n", "mask = pd.Series(False, index=rolling_regr_df.index)\n", "\n", "for t in pass_filter_df.index:\n", " mask |= (rolling_regr_df.index >= t - pd.Timedelta(hours=1.5)) & (rolling_regr_df.index <= t)\n", "\n", "# All times of interest (pre-window + filter points)\n", "combined_df = rolling_regr_df.loc[mask].sort_index()\n", "\n", "# Split into consecutive chunks if gap > 5 minutes\n", "split_dfs = [\n", " g for _, g in combined_df.groupby(\n", " (combined_df.index.to_series().diff().dt.total_seconds() / 60 > 30).cumsum()\n", " )\n", "]\n", "\n", "# For plotting\n", "nopass_filter_df = rolling_regr_df.loc[~rolling_regr_df['ch4_co2_pass_filter']]\n", "\n", "pass_filter_dfs = [\n", " g for _, g in pass_filter_df.groupby(\n", " (pass_filter_df.index.to_series().diff().dt.total_seconds() / 60 > 5).cumsum()\n", " )\n", "]" ] }, { "cell_type": "code", "execution_count": 47, "id": "11862a0a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "savefig = global_savefig\n", "showfig = global_showfig \n", "\n", "fig_id = f'rolling_ratio_tss_mini_{date_str}' #Set the figure id\n", "\n", "#fig,axes = plt.subplots(6,1,figsize = (40,30))\n", "fig,axes = plt.subplots(4,1,figsize = (40,25))\n", "\n", "labsize = 40\n", "marker_size = 20\n", "xlims = [rolling_regr_df.index[0]-datetime.timedelta(minutes=30),rolling_regr_df.index[-1]+datetime.timedelta(minutes=30)]\n", "quantile_df = day_dfs['quantile_df']\n", "col_quantiles = day_dfs['col_quantiles']\n", "\n", "row = 0\n", "y_name = 'xch4(ppm)_wmean'\n", "y_err_name = 'xch4(ppm)_wstd'\n", "axes[row].errorbar(quantile_df.index, quantile_df[y_name], yerr=quantile_df[y_err_name], c='firebrick', \n", "fmt='o', markersize=marker_size, linewidth=3, zorder=2, capsize=6, markeredgewidth=2)\n", "axes[row].tick_params(labelsize=labsize)\n", "axes[row].set_ylabel(r'$X_{CH4}$'+'\\n(ppm)', size=labsize)\n", "axes[row].set_xlim(xlims)\n", "axes[row].spines['top'].set_visible(False)\n", "axes[row].spines['right'].set_visible(False)\n", "ax2 = axes[row].twinx()\n", "ax2.set_ylim(axes[row].get_ylim()[0] - col_quantiles[y_name], axes[row].get_ylim()[1] - col_quantiles[y_name])\n", "ax2.spines['top'].set_visible(False)\n", "ax2.spines['left'].set_visible(False)\n", "ax2.tick_params(labelsize=labsize)\n", "ax2.set_ylabel(r'${\\Delta}X_{CH4}$'+'\\n(ppm)', size=labsize)\n", "\n", "row = 1\n", "y_name = 'xco2(ppm)_wmean'\n", "y_err_name = 'xco2(ppm)_wstd'\n", "axes[row].errorbar(quantile_df.index, quantile_df[y_name], yerr=quantile_df[y_err_name], c='darkblue', \n", "fmt='o', markersize=marker_size, linewidth=3, zorder=2, capsize=6, markeredgewidth=2)\n", "axes[row].tick_params(labelsize=labsize)\n", "axes[row].set_ylabel(r'$X_{CO2}$'+'\\n(ppm)', size=labsize)\n", "axes[row].set_xlim(xlims)\n", "axes[row].spines['top'].set_visible(False)\n", "axes[row].spines['right'].set_visible(False)\n", "ax2 = axes[row].twinx()\n", "ax2.set_ylim(axes[row].get_ylim()[0] - col_quantiles[y_name], axes[row].get_ylim()[1] - col_quantiles[y_name])\n", "ax2.spines['top'].set_visible(False)\n", "ax2.spines['left'].set_visible(False)\n", "ax2.tick_params(labelsize=labsize)\n", "ax2.set_ylabel(r'${\\Delta}X_{CO2}$'+'\\n(ppm)', size=labsize)\n", "\n", "\n", "row = 2#3\n", "regr_label = 'ch4_co2'\n", "regr_type = 'york'\n", "marker_size = 500\n", "marker_lw = 10\n", "ax = axes[row]\n", "#plot_utils.ratio_ts_plot(ax,rolling_regr_df,rolling_regr_params,regr_label,regr_type,labsize,marker_size,marker_lw,ylims=[-2,15])\n", "plot_df = rolling_regr_df.copy()\n", "plot_df[f'{regr_label}_{regr_type}_slope'] = plot_utils.force_to_ylims(plot_df[f'{regr_label}_{regr_type}_slope'],[ylim/1000 for ylim in [-2,15]])\n", "ax.scatter(\n", " plot_df.index,\n", " plot_df[f'{regr_label}_{regr_type}_slope']*1000,\n", " s=marker_size,\n", " c=plot_df[f'{regr_label}_{regr_type}_r_squared'],\n", " cmap='Greys',\n", " edgecolors='grey',\n", " linewidth=5,\n", " vmin=0,\n", " vmax=1,\n", ")\n", "ax.scatter(\n", " pass_filter_dfs[0].index,\n", " pass_filter_dfs[0][f'{regr_label}_{regr_type}_slope']*1000,\n", " s=marker_size,\n", " edgecolors='#00bab8',\n", " linewidth=marker_lw,\n", " c=pass_filter_dfs[0][f'{regr_label}_{regr_type}_r_squared'],\n", " cmap='Greys',\n", " vmin=0,\n", " vmax=1,\n", ")\n", "ax.scatter(\n", " pass_filter_dfs[1].index,\n", " pass_filter_dfs[1][f'{regr_label}_{regr_type}_slope']*1000,\n", " s=marker_size,\n", " edgecolors='#00af00',\n", " linewidth=marker_lw,\n", " c=pass_filter_dfs[1][f'{regr_label}_{regr_type}_r_squared'],\n", " cmap='Greys',\n", " vmin=0,\n", " vmax=1,\n", ")\n", "ax.set_ylim(-2, 15)\n", "ax.set_ylabel(r'${\\alpha}_{CH4}$'+\"$^o/_{oo}$\" , size=labsize)\n", "ax.set_xlim(xlims)\n", "ax.tick_params(labelsize=labsize)\n", "\n", "\n", "row = 3#5\n", "ax = axes[row]\n", "windmode = 8\n", "wind_cmap = plot_utils.truncate_colormap(matplotlib.colormaps['Purples'], 0.2, 1)\n", "barbs = ax.barbs(day_dfs['met_df'][::windmode].index,0,day_dfs['met_df']['u'][::windmode],day_dfs['met_df']['v'][::windmode],\n", " day_dfs['met_df']['ws'][::windmode],cmap = wind_cmap,length =11.5,linewidth = 9,barb_increments={'half':1,'full':3,'flag':10})\n", "ax.tick_params(labelsize = labsize)\n", "ax.set_ylabel('wind\\nbarbs',size = labsize)\n", "ax.get_yaxis().set_ticklabels([])\n", "ax.set_ylim(-1,1)\n", "ax.set_xlim(xlims)\n", "\n", "axes[-1].xaxis.set_major_formatter(mdates.DateFormatter('%H:%M', tz = quantile_df.index.tz))\n", "axes[-1].set_xlabel(f\"{datetime.datetime.strftime(quantile_df.index[0],'%Y-%m-%d %Z')}\",size = labsize)#)day_dfs['resampled_oof'][0].index.tz))\n", "\n", "plt.subplots_adjust(hspace=0.3)\n", "plt.gcf().autofmt_xdate()\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=200,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n", "\n", "# Create a standalone figure for the colorbar\n", "fig, ax = plt.subplots(figsize=(2, 6))\n", "fig.subplots_adjust(right=0.5)\n", "cbar = fig.colorbar(barbs, cax=ax)\n", "cbar.set_label('Wind Speed (m/s)', size=labsize)\n", "cbar.ax.tick_params(labelsize=labsize)\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}_windcolorbar.png'\n", " fig.savefig(os.path.join(inst_figures_path, fig_name), dpi=500, bbox_inches=\"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n", "\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "1eaf0e18", "metadata": {}, "outputs": [], "source": [ "#Get the regressions\n", "regr_label = 'ch4_co2'\n", "regr_type = 'york'\n", "err_tag = 'wstd_divak'\n", "\n", "x_name = rolling_regr_params['regr_labels'][regr_label]['x_name']\n", "y_name = rolling_regr_params['regr_labels'][regr_label]['y_name']\n", "x_err_name = rolling_regr_params['regr_labels'][regr_label]['x_err_name']\n", "y_err_name = rolling_regr_params['regr_labels'][regr_label]['y_err_name']\n", "split_dfs[0] = split_dfs[0].dropna(subset=[x_name,y_name,x_err_name,y_err_name])\n", "split_dfs[1] = split_dfs[1].dropna(subset=[x_name,y_name,x_err_name,y_err_name])\n", "rolling_regr_df = rolling_regr_df.dropna(subset=[x_name,y_name,x_err_name,y_err_name])\n", "\n", "split0_out = regression_utils.calculate_all_regressions(split_dfs[0],x_name,y_name,err_tags)[err_tag][regr_type]\n", "split1_out = regression_utils.calculate_all_regressions(split_dfs[1],x_name,y_name,err_tags)[err_tag][regr_type]\n", "fullday_out = regression_utils.calculate_all_regressions(rolling_regr_df,x_name,y_name,err_tags)[err_tag][regr_type]" ] }, { "cell_type": "code", "execution_count": 49, "id": "76f7e990", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Weighted Mean Slope: 0.005423\n", "Std Dev of Slopes: 0.000184\n", "17 points in first good period\n" ] } ], "source": [ "df_good0 = pass_filter_dfs[0].copy()\n", "weights = 1/(df_good0[f'{regr_label}_{regr_type}_se_slope']**2)\n", "weighted_mean_slope = np.sum(df_good0[f'{regr_label}_{regr_type}_slope'] * weights) / np.sum(weights)\n", "weighted_std_slope = np.sqrt(np.sum(weights * (df_good0[f'{regr_label}_{regr_type}_slope'] - weighted_mean_slope)**2) / np.sum(weights))\n", "print(f\"Weighted Mean Slope: {weighted_mean_slope:.6f}\")\n", "print(f\"Std Dev of Slopes: {df_good0[f'{regr_label}_{regr_type}_slope'].std():.6f}\")\n", "print(len(df_good0), \"points in first good period\")" ] }, { "cell_type": "code", "execution_count": 50, "id": "749933b0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Weighted Mean Slope: 0.008736\n", "Std Dev of Slopes: 0.000174\n", "4 points in first good period\n" ] } ], "source": [ "df_good1 = pass_filter_dfs[1].copy()\n", "weights = 1/(df_good1[f'{regr_label}_{regr_type}_se_slope']**2)\n", "weighted_mean_slope = np.sum(df_good1[f'{regr_label}_{regr_type}_slope'] * weights) / np.sum(weights)\n", "weighted_std_slope = np.sqrt(np.sum(weights * (df_good1[f'{regr_label}_{regr_type}_slope'] - weighted_mean_slope)**2) / np.sum(weights))\n", "print(f\"Weighted Mean Slope: {weighted_mean_slope:.6f}\")\n", "print(f\"Std Dev of Slopes: {df_good1[f'{regr_label}_{regr_type}_slope'].std():.6f}\")\n", "print(len(df_good1), \"points in first good period\")" ] }, { "cell_type": "code", "execution_count": 51, "id": "b1eac6fc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.005476384247171328 0\n", "0.00018398280944682208 0\n", "0.008741986891581097 1\n", "0.00017390364494534994 1\n", "0.004602764863298477 full\n", "0.9611126596443328\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "savefig = global_savefig\n", "showfig = global_showfig\n", "\n", "fig_id = f'rolling_example_combined_{regr_label}_{date_str}' #Set the figure id\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "\n", "labsize = 22\n", "marker_size = 150\n", "linewidth = 3\n", "# Plot points that never pass the filter\n", "ax.scatter(nopass_filter_df[x_name], nopass_filter_df[y_name], c='grey',s=marker_size,zorder = 0)\n", "\n", "# Plot chunks of combined points in alternating colors\n", "ax.scatter(split_dfs[0][x_name], split_dfs[0][y_name], c='#00bab8', s=marker_size,edgecolors = '#239392',zorder=4)\n", "ax.scatter(split_dfs[1][x_name], split_dfs[1][y_name], c='#00af00', s=marker_size,edgecolors = '#118108',zorder = 8)\n", "\n", "slope = pass_filter_dfs[0]['ch4_co2_york_slope'].mean()\n", "intercept = pass_filter_dfs[0]['ch4_co2_york_intercept'].mean()\n", "print(slope,'0')\n", "print(pass_filter_dfs[0]['ch4_co2_york_slope'].std(),'0')\n", "x_min, x_max = split_dfs[0][x_name].min()-0.5, split_dfs[0][x_name].max()+0.5\n", "y_min, y_max = split_dfs[0][y_name].min(), split_dfs[0][y_name].max()\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='#2ecfcd', linewidth=linewidth, linestyle='-', zorder=5)\n", "\n", "slope = pass_filter_dfs[1]['ch4_co2_york_slope'].mean()\n", "intercept = pass_filter_dfs[1]['ch4_co2_york_intercept'].mean()\n", "print(slope,'1')\n", "print(pass_filter_dfs[1]['ch4_co2_york_slope'].std(),'1')\n", "x_min, x_max = split_dfs[1][x_name].min()-0.3, split_dfs[1][x_name].max()\n", "y_min, y_max = split_dfs[1][y_name].min(), split_dfs[1][y_name].max()\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='#118108', linewidth=linewidth, linestyle='-', zorder=10)\n", "\n", "slope = fullday_out['slope']\n", "intercept = fullday_out['intercept']\n", "print(slope,'full')\n", "x_min, x_max = rolling_regr_df[x_name].min()-0.5, rolling_regr_df[x_name].max()+0.5\n", "y_min, y_max = rolling_regr_df[y_name].min(), rolling_regr_df[y_name].max()\n", "print(fullday_out['r_squared'])\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='black', linewidth=linewidth/1.2, linestyle='--', zorder=4)\n", "\n", "ax.set_xlabel(quantile_regr_plot_dict['ch4_co2']['x_label'], size=labsize)\n", "ax.set_ylabel(quantile_regr_plot_dict['ch4_co2']['y_label'], size=labsize)\n", "ax.tick_params(labelsize=labsize)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "\n", "aspect = (ax.get_xlim()[1] - ax.get_xlim()[0]) / (ax.get_ylim()[1] - ax.get_ylim()[0])\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=200,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "code", "execution_count": 52, "id": "518db962", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "savefig = global_savefig\n", "showfig = global_showfig\n", "\n", "fig_id = f'rolling_example_combined_zoomed_{regr_label}_{date_str}' #\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "\n", "labsize = 30\n", "marker_size = 400\n", "\n", "# Plot chunks of combined points in alternating colors\n", "#ax.scatter(split_dfs[0][x_name], split_dfs[0][y_name], c='#00bab8', s=marker_size,edgecolors = '#239392')\n", "ax.scatter(split_dfs[1][x_name], split_dfs[1][y_name], c='#00af00', s=marker_size,edgecolors = '#118108')\n", "ax.scatter(nopass_filter_df[x_name], nopass_filter_df[y_name], c='grey',s=marker_size,zorder = 0)\n", "\n", "slope = pass_filter_dfs[1]['ch4_co2_york_slope'].mean()\n", "intercept = pass_filter_dfs[1]['ch4_co2_york_intercept'].mean()\n", "x_min, x_max = split_dfs[1][x_name].min()-.1, split_dfs[1][x_name].max()\n", "y_min, y_max = split_dfs[1][y_name].min(), split_dfs[1][y_name].max()\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='#00af00', linewidth=4, linestyle='-', zorder=3)\n", "\n", "slope = fullday_out['slope']\n", "intercept = fullday_out['intercept']\n", "x_min, x_max = rolling_regr_df[x_name].min(), rolling_regr_df[x_name].max()\n", "y_min, y_max = rolling_regr_df[y_name].min(), rolling_regr_df[y_name].max()\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='black', linewidth=3, linestyle='--', zorder=3)\n", "\n", "\n", "ax.set_xlabel(quantile_regr_plot_dict['ch4_co2']['x_label'], size=labsize)\n", "ax.set_ylabel(quantile_regr_plot_dict['ch4_co2']['y_label'], size=labsize)\n", "ax.tick_params(labelsize=labsize)\n", "\n", "#ax.ticklabel_format(style='sci',axis = 'y',scilimits=(0,0),useMathText=True)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "\n", "ax.set_xlim(-0.25,1)\n", "ax.set_ylim(-0.002,0.006)\n", "ax.set_aspect(aspect)\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=200,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "52e0531e", "metadata": {}, "source": [ "## Multi-Year Ratios" ] }, { "cell_type": "markdown", "id": "765e9eac", "metadata": {}, "source": [ "## Quantile (Excess, Figure 5)" ] }, { "cell_type": "code", "execution_count": 53, "id": "48e5b87b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "23579\n", "22009\n" ] } ], "source": [ "#Create the plot df (filter out bad data)\n", "print(len(all_quantile_df))\n", "quantile_plot_df = all_quantile_df.copy()\n", "quantile_plot_df = quantile_plot_df.dropna()\n", "print(len(quantile_plot_df))" ] }, { "cell_type": "code", "execution_count": 54, "id": "66e809d0", "metadata": {}, "outputs": [], "source": [ "#Compute regressions\n", "full_quantile_regression_outputs = {}\n", "err_tags = ['wstd_divak']\n", "\n", "x_name = f'xco2(ppm)_wmean_ex{q}q_divak'\n", "y_name = f'xch4(ppm)_wmean_ex{q}q_divak'\n", "full_quantile_regression_outputs['ch4_co2'] = regression_utils.calculate_all_regressions(quantile_plot_df,x_name,y_name,err_tags)\n", "\n", "x_name = f'xco2(ppm)_wmean_ex{q}q_divak'\n", "y_name = f'xco(ppm)_wmean_ex{q}q_divak'\n", "full_quantile_regression_outputs['co_co2'] = regression_utils.calculate_all_regressions(quantile_plot_df,x_name,y_name,err_tags)" ] }, { "cell_type": "markdown", "id": "3b18dd80", "metadata": {}, "source": [ "### CH4:CO2" ] }, { "cell_type": "code", "execution_count": 55, "id": "6c5f6c8f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'slope': 0.008951359700387086, 'intercept': -0.0013249832691186476, 'r': 0.46747656271803006, 'r_squared': 0.2185343366906643, 'R_squared': -0.41460043114811995, 'S': 21306.402409035312, 'cov': array([[ 6.19328623e-09, -3.88636359e-09],\n", " [-3.88636359e-09, 3.68523958e-09]]), 'se_slope': 7.869743470712981e-05, 'se_intercept': 6.070617411253421e-05}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'ch4_co2'\n", "regr_type = 'york'\n", "err_tag = 'wstd_divak'\n", "annotate = False\n", "\n", "fig_id = f'quantile_fullyear_{regr_label}' #Set the figure id\n", "if annotate:\n", " fig_id = f'{fig_id}_ann'\n", "\n", "x_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['x_name']\n", "y_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['y_name']\n", "x_err_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['x_err_name']\n", "y_err_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['y_err_name']\n", "regression_output = full_quantile_regression_outputs[regr_label][err_tag][regr_type]\n", "print(regression_output)\n", "\n", "# Initialize the plotter\n", "plotter = plot_utils.RegressionPlotter(figures_path=inst_figures_path,regr_plot_dict=quantile_regr_plot_dict)\n", "plotter.update_plot_style('ch4_co2', scatter_style= {\"s\": 8,'edgecolors':'#7e1b1a'},annotate = annotate)\n", "\n", "# Plot using the 'co_co2' label\n", "fig = plotter.plot(\n", " quantile_plot_df, x_name, y_name, x_err_name, y_err_name,\n", " regression_output=regression_output,\n", " fig_id=fig_id,\n", " regr_label=regr_label, \n", " savefig=global_savefig,\n", " showfig=global_showfig,\n", " ylim = [-0.01,0.042],\n", " xlim = [-2,7],\n", " legend_style = {'loc':'upper left','frameon':False},\n", ")" ] }, { "cell_type": "markdown", "id": "2f14fbda", "metadata": {}, "source": [ "### Regression type comparison (Figure S11)" ] }, { "cell_type": "code", "execution_count": 56, "id": "7295e45a", "metadata": {}, "outputs": [], "source": [ "regr_label = 'ch4_co2'\n", "err_tag = 'wstd_divak'\n", "fig_id = f'quantile_fullyear_{regr_label}_regrcomparison' #Set the figure id\n", "\n", "x_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['x_name']\n", "y_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['y_name']\n", "x_err_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['x_err_name']\n", "y_err_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['y_err_name']\n", "\n", "df = quantile_plot_df.copy()" ] }, { "cell_type": "code", "execution_count": 57, "id": "5a9ec5bc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "savefig = global_savefig\n", "showfig = global_showfig\n", "fig_id = f'quantile_fullyear_{regr_label}_regrcomparison' #Set the figure id\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10,10))\n", "labsize = 30\n", "\n", "x_min, x_max = df[x_name].min(), df[x_name].max()\n", "y_min, y_max = df[y_name].min(), df[y_name].max()\n", "\n", "ax.errorbar(df[x_name], df[y_name], xerr=df[x_err_name], yerr=df[y_err_name], c='firebrick', markersize=0, zorder=1, linestyle='none',alpha=0.2)\n", "ax.scatter(df[x_name], df[y_name], s=15, c='firebrick', zorder=2,edgecolors ='#7e1b1a')\n", "\n", "outs = full_quantile_regression_outputs[regr_label][err_tag]['york']\n", "slope = outs['slope']\n", "intercept = outs['intercept']\n", "xline = np.linspace(x_min, x_max-1, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='k', linewidth=3, linestyle='-', zorder=3,label = 'York')\n", "\n", "outs = full_quantile_regression_outputs[regr_label][err_tag]['ols']\n", "slope = outs['slope']\n", "intercept = outs['intercept']\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='k', linewidth=3, linestyle='--', zorder=3,label = 'OLS')\n", "\n", "outs = full_quantile_regression_outputs[regr_label][err_tag]['rma']\n", "slope = outs['slope']\n", "intercept = outs['intercept']\n", "xline = np.linspace(x_min, x_max, 100)\n", "yline = slope * xline + intercept\n", "ax.plot(xline, yline, c='k', linewidth=3, linestyle='dotted', zorder=3,label = 'RMA')\n", "\n", "ax.set_xlabel(r'${\\Delta}X_{CO2}$' + ' (ppm)', size=labsize)\n", "ax.set_ylabel(r'${\\Delta}X_{CH4}$' + ' (ppm)', size=labsize)\n", "ax.tick_params(labelsize=labsize)\n", "\n", "if savefig:\n", " fig_name = f'{fig_id}.png'\n", " fig.savefig(os.path.join(inst_figures_path,fig_name),dpi=500,bbox_inches = \"tight\")\n", "if showfig:\n", " plt.show()\n", "else:\n", " plt.close()\n" ] }, { "cell_type": "markdown", "id": "17b7dd46", "metadata": {}, "source": [ "### CO:CO2 (Figure 5)" ] }, { "cell_type": "code", "execution_count": 58, "id": "c7fa11c8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'slope': 0.014767186187258589, 'intercept': -0.003215421908558112, 'r': 0.5423570473281728, 'r_squared': 0.29415116678653386, 'R_squared': -1.0284656523399502, 'S': 22300.45671606413, 'cov': array([[ 1.89578293e-08, -1.18763308e-08],\n", " [-1.18763308e-08, 9.96689230e-09]]), 'se_slope': 0.00013768743321728694, 'se_intercept': 9.983432427096442e-05}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'co_co2'\n", "regr_type = 'york'\n", "err_tag = 'wstd_divak'\n", "annotate = False\n", "\n", "fig_id = f'quantile_fullyear_{regr_label}' #Set the figure id\n", "if annotate:\n", " fig_id = f'{fig_id}_ann'\n", "\n", "x_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['x_name']\n", "y_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['y_name']\n", "x_err_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['x_err_name']\n", "y_err_name = full_quantile_regression_outputs[regr_label][err_tag]['details']['y_err_name']\n", "regression_output = full_quantile_regression_outputs[regr_label][err_tag][regr_type]\n", "print(regression_output)\n", "\n", "# Initialize the plotter\n", "plotter = plot_utils.RegressionPlotter(figures_path=inst_figures_path,regr_plot_dict=quantile_regr_plot_dict)\n", "plotter.update_plot_style('co_co2', scatter_style= {\"s\": 8,'edgecolors':'#c1721b'},annotate=annotate)\n", "\n", "# Plot using the 'co_co2' label\n", "fig = plotter.plot(\n", " quantile_plot_df, x_name, y_name, x_err_name, y_err_name,\n", " regression_output=regression_output,\n", " fig_id=fig_id,\n", " regr_label=regr_label, \n", " savefig=global_savefig,\n", " showfig=global_showfig,\n", " ylim = [-0.02,0.041],\n", " xlim = [-2,7],\n", " legend_style = {'loc':'lower right','frameon':False},\n", " line_xlim = [-1,3]\n", " \n", ")" ] }, { "cell_type": "markdown", "id": "57221917", "metadata": {}, "source": [ "## Anomaly (Figure 5)" ] }, { "cell_type": "code", "execution_count": 59, "id": "8ff05eba", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9292\n", "8369\n" ] } ], "source": [ "#Create the plot df (filter out bad data)\n", "print(len(all_anom_df))\n", "anom_plot_df = all_anom_df.copy()\n", "anom_plot_df = anom_plot_df.loc[anom_plot_df['co2_above_thresh']==True]\n", "print(len(anom_plot_df))" ] }, { "cell_type": "code", "execution_count": 60, "id": "610fe827", "metadata": {}, "outputs": [], "source": [ "#Compute regressions\n", "anom_regression_outputs = {}\n", "anom_err_tags = ['std_divak']\n", "\n", "x_name = f'xco2(ppm)_anom_divak'\n", "y_name = f'xch4(ppm)_anom_divak'\n", "anom_regression_outputs['ch4_co2'] = regression_utils.calculate_all_regressions(anom_plot_df,x_name,y_name,anom_err_tags)\n", "\n", "x_name = f'xco2(ppm)_anom_divak'\n", "y_name = f'xco(ppm)_anom_divak'\n", "anom_regression_outputs['co_co2'] = regression_utils.calculate_all_regressions(anom_plot_df,x_name,y_name,anom_err_tags)" ] }, { "cell_type": "markdown", "id": "02f48282", "metadata": {}, "source": [ "### CH4:CO2" ] }, { "cell_type": "code", "execution_count": 61, "id": "2e290f29", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'slope': 0.010250811550874355, 'intercept': 0.00382160121869641, 'r': 0.4536321233178534, 'r_squared': 0.20578210330586416, 'R_squared': -0.5886437053919604, 'S': 19086.736055446865, 'cov': array([[1.00052762e-08, 1.66422988e-09],\n", " [1.66422988e-09, 4.49096787e-09]]), 'se_slope': 0.00010002637733259011, 'se_intercept': 6.701468398510795e-05}\n" ] }, { "data": { "image/png": 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2O3daJaGubdtINTbS9v77vLf4BZzptC6ojcVZfvfPOWvezax89E8596/85X3MvuVWiMVySg2JhgYAurZvJ9nUlHOsQyE4cuQJJba99957WbRokeXVVVNTc7SXdEJhByw2NjY2HxM5LcSHaGdgPKnP+9r27GHt4hdQMxmcHg9TLryQkpOG6ttn/wDpRAIllaJElvFJMqARSqeJhkJ93t9VW4ssy/gHDbL0Kja9Wbx4MT/84Q8BfUzK7Nmzj/KKTjzsgMXGxsbmYyInqzKAgCUwfHiv+5RkknUvLsGlKJTKMuFMhrVLljDr5vkIIQgMG4amKLjWrkWJRskbMgSXz0c4mQI0wgKcbjelkybheulFwsmkfj/g9HgIDh2Kr7qawPDhFE2ejNA0ujZtAiA4diwRQ+CbPwDR7YlSDlq/fj1f/vKXEULw1a9+lfnz5x/tJZ2QnBjfFhsbG5vjjIEIU2WHo9dPMhxGSaUokCSrBVlJpUjH4znbCU0jnUwiyTIzv/d9FI+bkKahuF1MuehivMEgZ333u2ScTl1o6/Fw+vU34HS7u4/tdCI7nUgOB5Lxe/btQ/05EQKW1tZWLrroIqLRKOeccw6//e1vj/aSTljsDIuNjY3Nx0TBfuaK9VeAm53dMDMavmHDcPn8VmakC3D5/BSNGkXAaHPeu2IF7/7fP1AzGRzr1zH34Ue44qmnibW14SsoINXYSKCmhopRn0fu6CQVjTLma18juXcvsV27rP2IPlxy9+d0eyIEIwcjk8lw+eWXs3v3bkaMGMHf/vY3XC7X0V7WCYsdsNjY2Nh8TOT4nWTRXwGu0DRitbX69OUdO5BkGf/QoUy75mreW7iQUDqNy+dj2jVXkwyFSDY1Ed6yhaU/vhM1kwH0+UBLb1nAeXf9HNnhIBGJkGxqQgiBmk6TaW9HBmI7dpCoqyPR0KAHJUbrsrkG0FujIzt2kOwKoyQSOLNm5GSLaU/U4OXrX/86y5cvJxgMsnjxYkpKSo72kk5o7IDFxsbG5mOmZ4Bi2eofBLNDxzR4kyQJTVUJBPKYftnlCK+XwlGjSDU3kwiFQAgira2o6TReoECWCWsayXSalvXrcRoZEgnQVBUllSJluNlGduwg1dxMqrUVzdzOCFjMLqGmzZt4/8knUdJpnB4Pp113PWWjR/da90fRCXS0g6CHHnqIRx55BEmSWLRoEePHjz9qa1HTaeLt7QRGjsTl8x21dXzU2AGLjY2NzVFECEFeP9tfhaYh0Z2hMTMsEiAJoYtja2poaW7GsJKz/i0wu39kSGoa4cZGSisqrG2yf/q6r+djqqLw/lNP4cxkKJFlwukM7z35BHN/8lMcLldOEPZRBBdHsx36tdde4+tf/zqgtzKff/75h/T8wx0Umc3elStYumBBryGVR2ow5dEODLOxAxYbGxubj5lsLUvn+vWW1f1BkaTun56/9/wxHvcVFuJwuQhnMiBD2Dh5bXtzOcWXXa675PZ8Xva++ziOqqqEGxt7t0EnkyQjXQRKSq0uqLyRIw/nrTrm2LlzJ1dccQWqqnL11Vfz3e9+95D3MRAPnr5Q02mWLliAI3HgIZWHM5jyWPLJsQMWGxsbm4+Z7JPHIZ9ITC1Jlq6kZ8DjLi0l1tGBJxAgb+hQTp03j3cfeoikkaEpAMKZDMLrxZufj6aqaF4v3kGDcBUVAfrMIdkQkPqqqgjU1CDJMo1r1vDmH/6AkkoCEBYCsw3a5fdTMnkKDrfbWkvBESyVHO2r/a6uLi688ELa29s5/fTT+eMf/9g9FuEoEG9vJxOPU2wGjUIjZAypzCsvP2rr+qiwAxYbGxubj5Ge6fn8ceP6vL8vNEWx7PFBP4HnjRpFJh7XNSnFxTSsXs3KX/0SJZXC6XZz6rXXMvjMGbwnP6KXCYAwIDudEIvR2tHBxqUvoxiC3THTz6CwsjKnI0gIgdA01HSaFb+8D2c6TYks0y4ESePH5fMx6/vfx+F255zEw0ZX05E4sR/Nq31VVbnqqqvYvHkzgwYN4rnnnsObJTI+FPbXLXaoBEaOPOCQSjWTOaG0LXbAYmNjY/Mx0rl+fZ8ut9GdOw/63FhdHamWFuv5kiQRjcdZ9+ISvWXZ4UAAbk3TdSWZDKsWLqR90yaEpuUIb9OaRvvGjWzbshm3EPr2ySSbl7/BuAkTUTUNNRxGiURw5efTuW4dyWiUTCJhXdEXoxESgkmf/Rxl48fj6IrQsnIl/sGDe609eJyXhn7wgx/w0ksv4fV6ef7556mqqhrwvvrKFA1EZ+L0eJjz0EMsXbCAUJaGxenx7Ffbcqjsb11HI9tlByw2NjY2HyPRXbuI79vX6/5kKHTQ56ba2lC6uhAARuZj3ar3cKmq7nKraSSFIN8wkQONkKKw/T//AXKFtyFNI9bZiaZp3fejEdI0UpEInvZ2tFgMNRbDGQwihMDt8+l6GEVBd8kVOFwu8ktLdXO6/Yg8gyNHHrGswtHg6aef5pe//CUAjz/+OKeeeuoRP0bn+vWW5iRv+PB+BwT5BYXM+clPSYbDlE6ditPrpX316v1qW7LLdYfD0ch22QGLjY2NzcdI3ogRfdry+/pxxa4pConGRn0ysySR6OpCffs/lGYFHEkh6BQCSRgBhdOJqihIQFgTIGuENQ1ZlimoqqIh1GQIcY3tHQ78FRUUjBqFf/BgkqEQ/sGDCQwbhiTLuEePYsV99xFKpXD5fJx+zTWUjhptaVyg99V34aRJR11/MlDeffdd5s2bB+hZlv/6r/86yivqjcPlIlBaagUjB9K2BCsrj/JqB84RD1jS6TR79+6lvb2dRCKBz+ejuLiYoUOH2g6ANjY2n3gKJ04csBDVdLoVxjBDTVF4/+9/szQMYcDp9aFqKqF0GqfbzbSrr+HDZ59FxKKkEIQ0PViaMGsWhRWVTBoyhA0vv2SZzk2ZM5eAz0dg6FA9MzJ2LJLTSYHhrFs0ZQqVk6cQb2+n4owziBsmcgUHmCV0vAYr9fX1XHrppaRSKS6++GLuuuuuj+xYBRMmWOLpA72XPTE9ebKfdyBti9Pj+ahewkfOYQcskUiEpUuXsmzZMt555x22bdvWZ31WkiTGjBnD9OnTOffcc5k7dy7BYPBwD29jY2NzXGHOBRoIQtP0iclGwOJ0uXI0DC6/n/MeehgRCtG2eTPe/Hzya2r4/P33s+yWBYh0GtnpZMa3v41U34CmqhQPHcqsBbfgyMujeNIkmv/zHyJ79lCgacgOh2VQl71up8dDflUVLp/PEtMezus6FkkkElxyySU0NjYyceJEnn76aeSP8PVJsjzg97Ln81w+H3MffoSX599saVvO+8Mfjnvh7YADlrfeeosHH3yQF154gWQyad2/v5HpQgi2bNnCli1beOKJJ/B6vVxyySXccsstnHXWWQNdho2Njc0nCjWd1mcAFRbi9HoZPP0MLnviSdrWrqV0yhQKJ0+m4aWX8AQCpCJdqKkUg04/nbNuvImm11+neOJEqiZPoWlfvVWakiUJ4nH2vPbvbufaV5Yx+wc/oGzceBKdnfiHD8fl8/V7ltD+OB6CGiEEN9xwA++//z6lpaUsXrz4uLvAHjJjBlc8/Qzx9nYqzzrruA9WYAABy2uvvcaPfvQj3n33XSA3QHG73dTU1FBSUkJxcTH5+fl0dXXR3t5OW1sbtbW1pNNpQI9en332WZ599llOP/10fv7zn/PpT3/6CL0sGxsbm4+XQ+3yGEhXSN3KlSy99RYy8bhhhX8dJyWTxPfswVdYCLJMx7p11K1cwdolL6IqGZxuN2d2dqK0tSGrKunOTrq2byfZ2qpPcE6nUVIp3G4377/0Io50mgJJIppK8cbPf64bxRnW+7Pu+AGVkydbs4TUdJpEXZ31evoTjBROnNjrvmMtiLnnnnt49tlncTqd/P3vf6emn07ExxoOt5tgZeVxXQbKpt8By44dO7jtttv45z//CeiBisfj4fOf/zxnn30206dP51Of+hTuAyiQ0+k0H374IW+//TZvvvkmr7zyCslkknfeeYfPfe5znHvuufz+979nxIgRh//KbGxsbD5GDtW9NLJjxyFtr6RSLPvxnTjTab3zI53m3ccfR2vvQItEAHAVFaEqCmsXL8alaXrnUCbDW7/+FaNGjUbp6EDTNBRNI1VXRywaZV+oCc0Q4Wqahgq0GfOFRCaDG/T9pNO8+Yu7OWvezSgdHfpr2LNHz86gBy/9CTyEqub8bupijhVeeOEFfvjDHwLw4IMPMnv27KO8IhuTfgcskyZNIp1OI4TgU5/6FPPnz+fKK68kLy+v3wdzu91Mnz6d6dOn881vfpNYLMazzz7LH//4R1atWsWyZcuYNGkS8Xh8QC/GxsbG5nilr1bnbDp27OhthZ/JEG9qwmUayQGJWAzVaHPObm1Ox2LIioKWSqF2daGmkuxrasQt9HbnTk0jBXjIGpKI7opr7SedJlq3F2dG0RclhKXryNZgHIhkU1PO7/7Bg4+ZgGX9+vV8+ctfBuBrX/saN99881FekU02/Q5YUqkUs2fP5n/+53+OWOkmEAhw4403cuONN/L6669z1113sXz58iOybxsbG5uPk0P1GTEdbk06168/4Pbu0lKcy5YSTqfJ9kCpPPtstK4uAHzV1SipFBvfeZuwoiCESqcQONxuAhUVJFIppOJiCiZPpn31arS9ey0PFkUSpIToPSQRkI0WaafHQ8X0M0i3tADgrawk1dxsHXsgpZ28jzGjLjTNyoQVTJiQs96WlhYuuugiYrEYn/70p/nNr39tfSY9tx3I/m0On34HLC+++CLnnXfeR7aQc845h3POOYelS5d+ZMewsbGxOVbpGfD0Ml8bM4Zzy8r4521fI5RI6HdmMrzx//4fZ37zmwSDQQI1NQRHj2banj289+QTNCt6JsQpy8QcDna3NKOFmti1fRujTj0Vh9NJWFUBjaihR7RmAxkBiiZJhJJJXD4fcx54kMFnnEHX5s3WmiJbtwID91o5Fk7q6XSayy+/nN27dzNixAj+9re/2TYcxyD9Dlg+ymAlm7lz534sx7GxsbE5khxpDYtVIspqbBBCMO2CC3nnuf/DpSgUyjLheIwV993Lp875NJ6yMtylpah79yIJgVeSKJAkwqkUu955GzcQlCSiiQRbVq5EgDULSJZlBo8cRePOnYRUBYfTybgzZ+B1OEh2dJA/ciSOjg4aX36ZREMDoI8TMEs8RVOm9Bl8HAsBSU+EEHSuX48ky+SPH89tt93Gm2++STAYZPHixRQXF/cKGD+K7En2PvPHjUNNpw959o8ky8fUROWPEtvp1sbGxuYYwjxRmh2Y2Zb9Qghizc1oRrCSrWWJtbWBLKOqKrG2tl46lqQQZMgS1AqBF4l8SaJTCDJCUFxURNGnPkU6HMZTWIjb7Ubp6kJWFDKdncTq6wGsMpCqaVZ5yAwAIDdIOdZPpg89/LA1dfnZZ59l/ABM/azP7BDbvLO3z+4AO5zZPz33fTSnSR9p7IDFxsbG5ghwuBoWk/CGDYA+TwZyMzFC03AVFeF8+z+EMxn00g043W4KRozAX1mJp6ICVBXH2jWW5X6ncfLsKajNl8AryQTRaBMCV0kJ7rw8lM5OXPn5CK8XVzCIGokQHD0af3U1oIt7Qdet5A0ZAkBs925rncfLoMPl77zDf//3fwNw33339aokCE0jumsXQogDuhObWRJze/0XcdAsjLm9msmw7Mc/xpE8crN/zH0fL59Ff7ADFhsbG5sjwKGWCHpub12Rm1kK4/fsE47pdTL5/AtY99KLlp3+tK9cTSAQwFtVhf+kk0iFQgyaMJG969aSzCop9RTUtgqBJrrbjGOJOIGTTqKruZmti1/QDeTcbsbOOIvy6mr8J51EbPduhKbpwUrW/KBsgmPGWLc1Q0ezvzlDR4tde/dy3Xe+g6qqXH311XznO985amtJhsNkEife7J8jzREPWDRNY+fOnXR0dOQ44B6IWbNmHell2NjY2BxXhDdu1NP4RqDStW1br22EphHftw+fy8W0Cy8Cn4/gsGHEtm0jvGcPsfp6Irt3E9m6lfqNG/AAeZJERAjS5A4/BDCLFgEgBmx5/XW2GZ2abiEoMXxcNr+5nLyiImJ1dWTa2vTnGoFIX0R27rRum7b+wVGjgGOjRNQViXDVf/83nV1dTJ8+3SoJZSM0jejOncTr6wkcxDjOzK71NdfnQJjb+4YMOeKzf7LXcqJwxAKWN998k1//+te8+uqrpFKpfj9PkiSUA3zxbWxsbD4pWOUEINxHm7MQgtju3SjRqD5LKBhEaWkh1diIlkwieb049+0jamhYSiQJv+zAKTRCmkZagpARrDiBAiOYiQFe9AxMh6aRJisbg0ZIVenYuFE/juGT5QgErMGHB8JdXIy3osIKWPrDR9kerKoq8+64g227dlFdXs4//v53vF7vYe0ze32HOg9IkiScHk/OTKgjNfvnRNKvwBEKWH7yk59YUyz3N0vIxsbGxqZvhKaRP25cjgtsT0dY0LMaQlVJdXSApuEpLsZVUgKahhKJ4BsyhFgqya5V7wHQLASFmkoScDgcDBtWw86duibGdLQ1yZcknEgUAC2gZ2Fkvc3Z4XBQNGECvqoqMq2tALjLynqdkPs6QfsHDSI4YoSl2ckWox6N8tBPf/c7/rViBV6Phz/ffz9VVVUf+xr6YsiZJ97snyPNYQcsS5Ys4Wc/+5n1+4gRI5g5cyaVlZV4TpD5BTY2NjYfJVZLdNYVcbahmlUm2rpVb3PWNNJdXSBJOEtLcRcXI8kyQgg2LluGy+gQCmsanUIgu1yMnDQZVzqNJEn6aBVyHW6bhYAsPUuK7mxMzciRpJNJisrKcDgcAPiqqnoFHH2awMkySFKvtu+j0Y771FNP8fsnngDg/jvvZOoAOoIOxkBak02O5OyfE7Hd+bADlvvvv1/fkdPJH/7wB66//vrDXpSNjY3NJ5Gc0kLWbbNTKNnSQqarCyUWQ0skUJ1O0m1tJPftQ41GEYkESjrdbd9viGsnfeazuIUg2dhI9aDB1O+rs0o+QhI0C2GVhMJGADNYkokjaBOCPdu3U7t1K85X/8W4mTMpqqxCcjh6lRzkg5itCU2zPFzKZs60ArFDybQMZGgkwDvvvGNZ7X8+Px/16afYGQgwyZhC3XPfmqKgJJPE29tREgn990SCeHs7vmHDcPl8vda9d+UKli5Y0O/W5ANNvj5WxMnHEocdsHz44YdIksS1115rBys2NjY2A+BgLdHmicw/ZAiSppEIhRCAr6KCkunTaXvnHVItLQTHj2fTu+/k2vc7nVSddhpKezuSEFSWldHU1Gg53HYa+87uIAppGnGE5X7rNiz7wxmFzStWMGv+gr6t+A+mmZCk7m2ysi6HkgnIztT0V4JQ39jIJV/+MulMhql+P9cXFxFJJPnPb/8f7z38ELPvuIPKyVNyWsibt2xh1VNPomYyOJ5+mmGnn8aeVav0zimPh2nXXsfwrDZoNZ1m6fz5OJKpnNbky598qs/WZEmWc9qghap2t4YLcczMVzqWOOyAxewEOlLzhWxsbGw+aRzsarpw4kRAv+qP7dmDQBdU+ocMoWjKFJINDchOJ0XjxzPr9jt48957CaWSyA4HI6edRnDUKFJNTaTa2xFCMPm881m39GVCmQyy04kshOXZEjaCgDZjBhHpNAWSlDMA0ZEfJDhy5CFnAYSmdYtSj4AgNJrVjZR9DDOL46uuJpnJcOX3vkdzWxvVLhffLCslIDuQhUZSE8jJJG/8/OeccfkVKOEwAJqq8sG/X7VKa51Khp1vvYVXkvTOqXSa9x5/DL/Ph8Opn0bjnZ1kEolercmta9YQKC3ttc6B+qN8kucVHXbActJJJ7Ft2zZbbGtjY2NziBxqeUOSZfJGjEBoGknjpJyzPyGonDSJOT/+MXVrVrPh/55j29v/Yff6dZz17e/gLS9HaBqFkydTOGQIqUgEd14eXQ0NrHv5JUKG78qEM8+k4rTTKRo3jhcWzLcyNl2Ay++ndMpU62R5qOUcydDA9Kftty+ys1F9vX/ZQZF/2DC++cMfsrGujqJAgFvKSkkBCaG3dstAoSTRnMkgfD7L8yTe2YmqKJTKMh4kfOianpzATVGQ8wL4S/RgxFNejtPjJZxOYRr6ufx+Sk8+uc8MS8GECQhNQ81kLM1L9ntj05vDDljOOecctm3bxpo1a7jqqquOxJpsbGxsPhEc6vyhbG+QdEsLwthHfN8+Ek1NhN57D29BAYnGRjY+/zwuVT/phuNxlt/zC8afdjoen48CTUPp6EDWNDIdHfj9fk6/9AsIrxeRSKBFIsipFJnWViaffwFrlywmlMng8vs57drrSNTX4/B4BiTsPNS2317PP4jtf3ZQ9MDzz/N/y5bhdDr5x/PPM0ySeOVrX7WGRxZKEhFJwh0IMP4b37DErkoqxaq//X+0R2MoaJiX4+ZgSNMnZdgXv5QjkJ1TWmrt352Xx9wHHqRo8uT9rr/uP2/laF5mfv92qoxS0P6C2UO1/z+RMjCSOMzUyJYtW5g6dSp5eXls3bqVkpKSI7U2m+Ocrq4uCgoKCIfD5OfnH+3l2Nh87BzshNLZh9fKgZ5vBiyxfftItbTgLS+nZPp0tv9//x9rX1yCmsng9HgYc/bZbHzlFSqM8kSnplpaFYfTycTzziPPH0DSNDRJQkIPJDxlZQgg3dqKt6wMb1UVicZGkqEQnqFDKZ0yhVRjI6B3BEmyfEhai/6WM4Sm0b569YBafM1jvPTaa3zFsN3/3zvv5NrLL9cf27qVhjVrWPOPv6OmUrj8fmb/4AdUTZmas5+6d9/hjZ//HDd6YNNhzGICcHq9nH79DZSNHt3r2NG9e0lFoxSOGtVnt49ZClLTaf529VdwJJIUSBAGFLebuT+7i4IxYw743pi6l7zhww9eTjxGOoWOxPngsDMsY8eO5aGHHuKmm27i3HPP5e9//zvDhg073N3a2NjYHPccNINyEB1H9nweMPQZTU2kWlvJdHYiyTJd27ez9sUluIwSRjidZsu//43D5SKsKAihByteJApkibCqsuHlpZx8zjnIDod1tS6BnkmQJJTOTksgq2ka6WQSTzJJsqHBms6cN3Lkfte/v0BNUxRL2BocMwbZ2fcp6FC7bXoee8Pmzcy/4w4A5l15JVdfeqnlIuxwOhl8yilUTZpEKhqhZPIUHG43ke3bAQgY4wZS4S4A0kCrENaQyFMvv4LKT31KD0Z6Xu8bnjX+ggJd29Lz8az3K97eTibew44/mSQZDlPQr1f6yeOIGMfdcMMNFBUVMW/ePMaOHcsFF1zA9OnTKS0tRe5HOuqaa645EsuwsbGxOa4YqPBUCGGVBpLhMGomkzOZOaQojP3MZ9i+fDnNhpN4gZytv8iQSiTwBQK4ioqQhCDT2QlCIIz9o2m0793DupdesmYKnXrttQTzguYi9O37CE72lznSFIV4XZ21TV8Bi5pOs3TBAhyJgQ0CbGlt5Uu33EIskeCsSZP4xmmn0fLmm5TNmmUFYUIIUi0tSJKkt2L36F5SMxnef/RP3UGe4WfjcLupPPVU8keP7jOzkW2HH+hjzlLhxInWfYGRI/u04x/xla8c0IflUO3/TySOmDV/IpGgsLCQ9vZ2nnvuOZ577rl+PU+SJDtgsbGxOSE51AnOPek50VloGuENG2h49VVS0SjuoiJKpkzB6XZnTW8WOFwuhs2cRUlpGclolHWv/ZtwMmU97nS7CVZVITsceMrLkTQNWZZxl5WBEKRlGWdhIeseexRnRjFmCil88MwzfO4HPySTSOjlJ6+3zyxS9oiBbDRFIdncbG3TV8ASa23tnXkwBgHmlZf3Kodkl0jcQ4Zw7Xe+Q0N7O4MLCrj38st1oztJygkOJUlCaBqp1lZiu3blGN5JkkSioyO348fws5l6+RU4PR5kh6PvgMWYmwT0uU3263X5fMx56CFevvlmQsnkIdnxa4ZQN2/UqE+UI+4RCVi+9rWv8fDDD1u/2x1DNjY2n0QOJJTsz3O7Nm0CIP8AV85N69ax4tE/WVmPCR0daJpGUgiShu/K+FmzcBjGbv78fGZ881us/M2vCaVSOBxOJp47RxemmhkSI7OCpgtMhaaRikZRUqluEzo0QokE//z5XSiG9mPW7XdYItFs9jcsUFMUS+PhHTQIl9+f8/pjtbV4Cwr6zDxUnHkmDpfLKrPkjxtnBSwIgRCC7z/wAG9/+CFeWeaagJ/1i/7CzO99n6qpU7uDPyHQVBWhqsiSRKCmRtfTZHXo5I0era8hFscK8rxeRpx3Hu78/P1mNg4l+yE0jcHTz2Duz+4iGQ5Tc+WVuAMBNEUhbHwPCsaPR2gaDS+9BED1+eez7523B1wu68nxlp057IDl//7v/3jooYcAPTL9zGc+Y1vz29jYfCLZn2Yl25Bsf2T7h0R27uzzZKKkUiz/xd04MxlKZJnOdJq1f/mzPpUZ6AJUIfA6nHRs2IASDiNJEoFolGkXX0J4xw6cLhfOVIqYMRPI2dGhl0EiEVLt7biKilDDYRz5+TmZm05zaGJaP3Y4meTNe+/h8iee7FWq2V+hK7RuHW/+4RGUdBrXs4t6BTwSUDB6NHMeeJClt95iDQKc+/AjxHbutIIafWOpO8NSW8sTL7/Mo48/jgTMKy1lisdDOJnizfvuZe7P7rK2jdXWoqkq8YYG0q2tRHfu7CVMdXo8zHngQV5eMJ+Q4TVGMslzN89j1h0/GFDbcc/PM7xxI5qikAqFkIDYjh0knM6cjJEZUMb37QOgffXqwyqX9eRYEeT2l8MOWH7/+98D4PP5WLJkiW0gZ2NjY3MQ9ucfYt6/v4xMorMzx3pfkQQpIUgDbRjCWVUlnUrR0yRfdjjweL39zoA7nE4mX3gRaxe/QCiT0bMbmQwFErnGaGvX9mmM1hM1k+HN++61gq1wMsXye37B3J/dhcPl6g7YZJngsGHM+clPSYbDlEyeTLKhgeY1a/BWVpJsasI/eHDOvleuW8dPH38cgIsKCzkr4O/OCmUJWaO7dpFoaNBLUy0tKJ2dxBsaCG/cmOMyK8kywYICZlx/Ayv+9EdcikKhLBNOJFl+988pHzsWZx8TnnsGG321YJtdTF3btiFUlWRTEwI9qM3v0XXUkz6Fuka5zPSQOZE57IBl06ZNSJLEzTffbAcrNjY2nxj6atHdn2alpxYlvGFDn/szmxT6EmwC+AYNwunxWEZuESP4MAcZhjWNJBAoL6d4yhRkp1MvCw0dSqy2Fp+hURGaRqqtTW9drqwkVl9PKh6ncMQIHC4XycZGymbNIn/cOEZdfjnt69dTOHYsL9x6i1WqCWMYo02d2q+r+0hTU+8SUzKJXFBAXmVljuEbgMPlIlBaau3bP2gQ/qFDkR0O8kaMsEou27Zu5db/9/9QNY2vXHUVM9asJpxI5K7x5JN1ozYjiNAUBSSJtCzjHzRov2tWkkk0I1jJXnO8vZ386uqDvuYDkTdihB6wNDYijN+t74+hsRGqStTILPkHD6birLP6LJdVnnXWERmYeKxz2AFLPB4H4IwzzjjsxdjY2NgcbwhNo3PDBiRJ6uUtst/hfvvTDpj3y3Kf27Rs3ZqjV5GdTlCUnDlASU0jnUohgHh9PZIs4xs61JqajCThGzQIydCDtO7axftPP9U9I+eaawkGg0gOB7LTicvnI1BWhjs/v3ep5qGHKD755D5fSrYOQ5LlXroQ82RbNWsWTo8nx/Atf+zY/d6WXS4koxzUFYlwyRe+QGdXF9MmT+aPf/oTLR98wMvzbyYUj+Py+znrO98h0dGBmslQNHkyRZMnW59ZrLaWvJoaXTPUw4FXUxSKtm41ymIK2e61B/KG6W+ZRTI7k2QZjGDN/J6Yjwnje2AGci6fj7kPP2K9vkMR6p4IHHbAMmTIELZu3Uo6nT4S67GxsbE5YQhv3Ni30VdfZRmjTbjXbQM1nebNe+/FraiWJ0hGiJyMiz7s0IVseKakOzp0fcSuXSRDIRKhEKl4jLxMBrWzE6FpvP/c/3WXadJpVj31JLMX3KLP6RGCWG0t8fp6hKYRHD7cKtWUTp2K0+ula/PmXi+lYMKEXo62ZlfMS/PmEUqlcAUCnN/jZJvznB63zVZuc36Qf+RI/uvKK9myZQvVFRU89dvf4nG7GXzGGVz+xJOEPviAeCTCil/9CsV0nj1EgarD5WLKhRex9sUl+pr9fs77wx9xBwL93kfPTJymKITeeAOhaZSeeSaqopDs6kLt5zl0yIwZXPH0MwMy1TveOeyAZe7cuWzZsoW3336br3zlK0diTTY2NjbHNKbeRBjdKZIQCLNjpY/tzODjUGcHZT8n1tpKJqHrF0AiIwRCVdGM0kZIVXE4HIyZMcMSmJpdK0LTaNu923LDdbhcTJx7Hnklxb3LNKkUya4uApqGpqp6R42xL01VkR0O/IWFSJKElskg9dGavF/7eE1Ygly9tbjbx6Xnc3JuqyqRnTtRkklie/ciSRLfmj+fpcuW4fN6+dN3vkOgs9Pyf9nz71d5b+FCFCMIKJQkklnTk2Wnk+jOnSQaGvT3UFWJ79mjH09VkQ3xqyRJlAwdyrk//gnpWJTSk0+h5JRTDvg5Hey9yN6uce1aVj78kCFCfpa5f3iEIWfOsL5XaBpCUfTp3EKgKYo+rNLlIq+iwtL+HG/dPgPlsAOW2267jUcffZQnn3ySb33rW4zI6me3sbGxORHJzpxY2gtJ6iW0tAzJskzJ9utum/WYyMqwmNkZzbDd70ylSJOlW1FV0rLMqNFjCA4ejLuoSD8BlpaS7uhACIGSTrPupRe73XAzGdYufoFp11zbI0MDTrebRHOIiN+PUFUSjY2kWlqswCHZ1EQiFCJaV4ckSVScfba+5qwOHqGqvUSsajrN0ltuwWmIhnt2uGRnorKfL1SVlpUrSRrHjG3bxrJ9+3hwyRIAfnXLLQxzOGjduNEKUN5buLA7a6RpdAlBKdBsTE/2FxcTb2gg1dxsBQemg68Qopf41eFyESgpPaBWZ38dYj2FuJqikAyFUBWFd7OzW8kkSxcs4PInnyJaW0uisxNvMEiyqYl0e7t1DNnp7CXsPd66fQbKYQcsw4YN489//jNf+tKX+OxnP8tTTz3FzJkzj8TabGxsbI5rpB4BitTDwAyyrsyzgpTYrl1W4JOor7e2nXzBhax54XlEtm4FjZCqQjpNZ0MDe5a/gaqqOF9ZxsgpUygoKSW8a1dOd5Gpdflw0V+YOPc8Nix9We8EcjoRqsqHL72Ew+Vi8gUXkOfTvVIkWSYZCpFqadFdcY3XYgUpWW3ZgZqaXlml7AzRATtcsrxhrOcLgae0FE95Oas++IC7Xn4ZgG/fdBPnTJ7M8nvvQUkmcfn8TJs3r9drDWkanZiTpnUxMkbGSPh8+IYMsVyDfUOGWJOUkSTyhg9HCNFrTEJ/sDIlPX7XVJWulpbe2a14nD0rV/LeHx5BSSZxejxMOu885HSaeFMT5ZEI3sLCnP31dBs+kbMthx2w/OxnPwPgc5/7HIsXL+bss89m6tSpnHHGGf225r/zzjsPdxk2NjY2HxvZJzShaXqZQ5ZzzMKEphHetAkhBHk1Nb0eN+k0O4b2k4nxZXWxDK6qIq+sjLce/RNhVaVbt6L/Kd+9bSsuTbOyKNtXr+aUT38GbzCIw+kkrCggQ9gozaiZDIGSEqZfdjnJaJQ1ryzDrap65kZRWP/SS5z+hcuQHQ58WV0xntJSfNXV+mvpK3vUx21/SQkun59wMkG26LbizDMt0S1CENm5M+dEL4TAW1UFwLbaWr6+aBEZVWVqXh5fOeUUvVU6ZWRtUkne++MfcrNGmr4f1eVi5re+rc9HUlVC27by/lNPo6SSeouyECipFO68POY89BCDp5+hl2SM0htGhklTlJzP2CRgDIPM+WzXrQP07BiAmkzSuGYNb//tb6iKfl+HpiEkQZfxet95+CHchrtwZyrN6hdeAOM46//9KlO+8hVOmqx716jpNJIs075mjfFWS/vNtliC3uM4oDnsgOUnP/lJtzjKEEatWbOGNcYb2B/sgMXGxuZ4wvyjr2UyxFpb8ZeU4HC7CW/caLU3W8JR48fsArHcWU36ENoGhg3bv5OqEN1CUKNMNHjsWHauX68PKjS2LZAkQoqC8HoIDhrExPPOZ+3iF0gaAZYTCeHxUDRyJOmWFgh39p5JlE6Dz4e3sNCaMiwb3TQ9W6+z25J72uBLkoTT42HW7d9n+d13E0qn9SnJt99O3CwDGQZwiYYGhKZ1l2iM29F4nBt//GO6VJWT3C5uKC7iP7/5Naqi9BogOHzyFPZs3GDpeoYNH0FZTQ1qbS31u3fjLC5m1RNP4FIUiiWJ5mQSL5Ie9MTivHzzzTn+MPH6elLNzcT27SOalf0yDd0AEk1NeMvLcz6vri1bcBUVWSUdVVFY8/pruDSNoCGcTgPNxufuBJR0mgJj/ykEaMKaGN0lBGufeQbHpxtxut24i4tz3mtveXm3sZ7+5ls3zc/veC4fHRFr/p5GRIdizT/Q4V82NjY2R5JDFcRmTxR2+f3M+v7tVE6ZkpOizxZPIknW1bnZ8mts1P2vOTm5j9KR8YAuBD3pJGbdPB85EKBg9GgW33oLbiEsL5ZmTcONrr2onH4GwZEjGepwICFYv3QpaiYDPi+zv387BWPGEHO78ZSX4/L5umcOobfRDpkzB4fbbXmEmOvqa3xAX63I2Vml4Jgx+H1+yxAu25rfxD94MIGaGvLHjOn+XCSJb953H3WpFEFZ5o7yCopkmWZFsaZSZ89JGjprFlXjx5OKx3B5fWiRCK6iIjxlZUiSRFtjoxWcOZFAqLnDIZNJOrZupeRgjrZZ5zozKMl+j0yUSEQvOSUSqKpKiSTRKgReuv1z0kAR0AJ0Gr87AYXcidFJIYiEQgQLCnAXFfX6fsSygqjAkCEHXv9xxmEHLK+//vqRWIeNjY3Nx0Zfpm/7E032Ra+JwoYD6qz5CwgOG5YjmDWt1SVZ3q/lvrkmUwMi6Dt1LzSNeGMjScNW3+vx0LltW5+ajRQgC0EiFEJ2uUiEQgSD+Uy/7HLw+ykaPRqnx0Nszx4SRjbj1KuvYdUTCwml0zi9Xk675lqSxprM9UR7WOOb9Gpl7tHWbN42DeGKTC1J1muz5gT1KK3dc999LH3/fRzADWWlZBwyzcb05Bnf/g7/+X+/0duOfT5mffd7VEycSGz3bqsrJxkK4auqIm/kSDRF4fXrrgUgrGnkG+sMawJkPVBzerwUjhxJYNgwfQ1GSchXXZ2T/fIPHWqt31tRYd1vDlM0A9eWFStINjdTUFjI9o0b6Ein0YB8Scr5zMLoAxLNDjAV8BrbdQpBp/H+VJ11Fm6vl0APx9+e3j2DLrzQun08l4JMDjtgmT179pFYh42Njc1xQy+LdKN8kopGCfaxvaoopONx3GVlOD0e8oYP77WN0DS9g6QrjG/w4P1av2NmbAB/dTWeqqrcac1GyacUaFEU5LyA7v8iSd3PGzyYPENzkV3KKR06lNIRI0h2hSmZPAWH2z0gsWlfmJOm4/v24auupmvz5l4BS3jbNpLhMEoqZQVKr+/axa+ffRaAL5WVMcHro0CWCGuCDJBfUMDsBbeQikYpHDUKp8dDvK6OZCikByxAuq1NL9WNG0eiowMlmbRKLGY5Ju10EFIUXH4/p197HU6v11qf5HCgCUGiswO/quJ06YMPpKysXDCrsyjb8djMEEV37SIwbBhDtmym1rjQbxaCQk0laSRqNK+XWd/5Lh6Hg1d/cTdqJoPXyMaYRxpy5pkM/vznrXUdiBNBt5LNESkJ2djY2BzPZHtl9BTOZm9jTlMunz49xyK907jaDw4bRmDYMIJGOUNJJtmzciXvP/onMoZ52bm/f6CXVT9A3VtvsewnPyGT0B1M5zzwIIPPPLP3Os2gxehgCY4dy7Rrr+O9JxYSMsSdhZJEVJJweb2UTplK4aRJFE6aRNemTURrawnU1FA4cWJ3wNLDSbbAeB+AnNKOfseBpxGbBm9mKcwsg5k+LmiaJWAVWaWTxjVrsrp9fJx2zbW0ut0s+OEPAZgdzGO639ddupH1IDHR3k5g0CDyjMnLkixjFmrMqcxoGt6qKr0kNXw47rw8kvE4pUAnoHk8fP6HP8JZUkLFjBkkjCySORG6q6ODN//nR3r5z+dj1u23Uzl5yn6HWlptx3RnzswJ2LWvv55TCuoUAlmWGX36dAZ96lQc0SjxlhbGnDmDTcvfoDOndCRofP99Ijt24HC5yDN0KfvDzBoez7qVbOyAxcbG5hOLpijse+EFhKbpWQ9J0uf8GB09nevXWyJG/9ChVrZB0zQ+ddWXrfIJAOk0//r5XUy58CIGn3EGLdu3897Cx/WrZCS9dBSLs/SWBcz5yU/1YYIGaibDsh/fiTOdtrZ7ecF8S/hpYgpAEaLbvl0I8vLy+NSnP0NUVdm6/A06MxlcXi+nXXsdifp6HOacmSzr95xSzX5KOT0f67VtH2MIojt3IlSVru3b6di6lcItW6wuoNjevUS3byfR3IymaVYGQ81kWH7PL7o9WpIpXv3TH/ldRyeJVIpxXi83FxfTRlbpxvCM0eJxawSBWUozM0rJhgY9w9LaiiRJNLz0EpIsM/N732f5L+6mOZnE6XYz+bzzybS34/L7ie/a1Z1VMnRHS2+9pbv8l0yx/J57mPuzu0iFQgf9jgkhSLW0ABAzWtR7jlIYdcoplA8fgdPweZEkiZLBgxl5+unsePfdrO31IC3Z1UWgtPQTpwG1A5bD5IUXXuDpp59m1apVhEIh8vPzGTFiBJdeeinz58+noKDgiB/zjTfe4PHHH2flypU0Njbi8/kYNmwYF110EfPnz6fKaAE8ENu3b+ef//wnb775JuvXr6euro5kMklBQQGjR4/m7LPP5sYbb7SNAG0+MUR37rRErQCR7du7gwNZRlNVOteuBfQZPc5YjKmzZrPa6PookCTCisLaxS/gcTh47/nncGQyqNBL0Bl6+218we7iUSIS6XMwYDIc7tckZNC7d6pGjaJy3DjS8TiDPvtZUoY25VDo6VB7sN+t52kaSipFrLWVjtZW3vrNr3UvEa+X06+/gdKRI5FkGXdxMZ7ycn0wo9kN0+P1K0LlvoYmGlIpypxOvlNeRtDhRNVUOoUgqekjCaZceJF+kjc+o+yfAxn2VU6axKyb59O1ezfBIUOsEk+PN4LIjh19l/+SSeTCQsoPMl3ZHCUgCYGvupqKigo++PvfCGua0V6uv4c1F1xI8aRJVimpa/NmhKZRlUyy+4brrRZtsxV8+FVX4fR4TphST3854gFLR0cHL730Eu+99x4NDQ1EIhGCwSDV1dWcfvrpnH/++RRmGd8cr0QiEa666ipefPHFnPtbWlpoaWnhnXfe4fe//z1//etfObNHWnegKIrCggULeOyxx3LuTyaTdHR0sHr1au6//34WLlzIxRdfvN/9nHbaaaxatarPx9ra2nj77bd5++23+dWvfsXtt9/Oz372s09cJG9zfNOXqLYnajpNtLkZkclYrbrmcxMNDQjjJGOeAP1Dh5JsbATAV12Nr7ISbfMmVFXNbQVWFNS8PNRMxuoGsU5QQuD0eKmYPj0nc5KfyeBctpRwWteh9Dwx5byuDRuI1tYioXt/FE6cSOGkSdQ9/zzx9nb8+fnk+3wUn3wynRs2EG9vJzBypO5Nkt2dtB+iRplDqGrO+2a6+2a72WY/3rhmNcvv0Us6AC6gQtbnE733xEIuffQxNEVBaBreigr8J51kPd9TWWl1KAmh8nBrGztTKfJ8Pm6trEAVkBAaKUnC4XYz++vfYPhVV5GorbUCzbzhwymYOBHQ24nzRoyg+vzz9d+N122KeU33WYfTia+yUr8vq+MnUFODhC5+9g8d2ueE5KqZMw86IVlTFF2kLMvkjRxJ4aRJTP/u93jnV78kaQQrEy68CE8wiOx0Wk665mgAVyCgl/sWPk4ok7GGHR7KLKP90Z//I8caRyxgicVi3HHHHTz22GMkjS9sTx588EG8Xi/z5s3j7rvvJnAE3vSjgaIoXHbZZfzrX/8CoKKignnz5jF+/Hja29tZtGgRb731Fvv27eP8889n5cqVTNjP2PlD4eabb2bhwoUAFBQUcOONN3LKKacQi8VYvHgxL730Eh0dHXzxi19k2bJlnHPOOX3uZ51hZiRJEqeddhqzZ89m9OjR5Ofn09DQwIsvvsirr76Koij8/Oc/p6OjgwceeOCw129j81HRU2uSPYk3e1ZNeNMmNEVh9yvLrFkzTo+HyRdcyODp0wkYXR+qotC5di2aqlIyfTod772Hmk5TfPrpOaUQ35AhuJ59lnAqBaLbpGz1X5/VBwOm0+SDkRXQcAcCzH3gQQafcUavDMW5ZWX887avETK0LnMeesgqpZgn3LzRo4nu3KkLVwcP1rUgmkbdW2+x9M7/sdxRT7/uejLBIK987asoyaSliQkWFPQyQDMt98E4wRozddRM5oAnsWz9hprJsPwXWSUdo0vJg0QBglAiQfvGjUiJhC6ANSZBZ2uFJhk+MX9ra2dlNIosSfzmppuYPmkib/3mN4SM1zH96mvIr67GHQiQdDh0jY0kWfuE7rKV+bumqsTb28lTVVxuN5qiWGvPbiG3bpveOcZwyTkPPcTSBQsOeUKy+fpURSEaChEcO5ZT5s3DG48TCTUx/KKL8RQWWhki8zsa3blT71CSJMpGjeKMyy5H+HxM+Na38AT7knV/MpDEoZim7Id9+/bxmc98hh07dvTLg0WSJEaNGsW///1vBmW5OB4vPPzww9x6660AjB8/ntdee42Kioqcbb7zne/wm9/8BoAZM2awcuXKwzrm0qVLOe+88wCoqqpi+fLljBo1Kmeb3//+93z9618HoKamhi1btuDuY/ZFWVkZ119/PQsWLGB4H90KAH/+85+59tprUY0/ZMuXL2fWrFmHtOauri4KCgoIh8Pk5+cf0nNtbA4Fc+gd6Ce/yI4dJBoa8FVVWXNifEapNLx7NyseeRiXquplHCHIOBzMmr9Av8I1to/X1eEMBskbOZL4rl04CwrwVlYioXfZgP63rHnrVt57YiFKKgUYg/aQyDj1rI05bHDcZz7LsLPPtq7Ks03HQC+1JBobScXjVJxxhrVddruzp7ycznXrSLe34yosxFdVhae83NK/mK8n7XAgOxxZ94HicTNr3s0oHR14ysvxDxpknSTN/XsrK62yl6e8vN+Z1XhnJysfe5QKI9OUEBohTaNEkohJEqrXy2VPPEmirg7o23QuunMn/3r1VRY8+iiqpnFZeRmzfT7ceXmccuV/ESwv56TLLqPtjTcAqJw7l8iWLTkZlsLJk/XP2AjwCsaPp+4/b1l+OebE5kGnn079kiXE6+tzMiym/sUUNZuBRHDsWDrXrdMnJM+c2e8JyZqisOY3v+G9hY+jpNOW6Dq1YQNC0yg76yxkh8PS3uSPHUvXli2ALoAOb9pEZOtWOtatw1tezsj583PmGR1OVuTjzrAcifPBYWdYMpkMc+bMYfv27QAEAgGuvPJKPvvZzzJq1CgCgQCxWIwdO3bw6quvsmjRImKxGNu2bWPOnDl8+OGHuPqqHx6jqKpqjSMAePrpp3sFKwD33Xcf//73v1mzZg1vvfUWr7zyCueee+6Aj5vtBvzAAw/0ClZAH0T5r3/9iyVLllBbW8vChQuZP39+r+22bt1KcXHxAY/35S9/mQ8++IDf/va3ADz++OOHHLDY2ByLpGNRVGMIYHYZJxWL4TdPBkKgRKO9ZsH0Rdno0cz8+jd4/Ve/pFyS8MsO/YSdyXDqhReBBCSSOCSJRFMTjh4299nIDge+YDCnXNQTIQSZri7dsr6igmRXV2/9i6KgKUovTYwcDOLtcREjybIVgJnlGqDber8feCoqcPn9hBNJzCGKAG1C4A4EOO/hRyg55RT27t5tzevp2ba9OxTi208/jappnFFQwOd9fgpliXAszqonn+CMy68g9M9/0mWcZFVjiGCquRlPWRlIErLhTGt26aipVK5fjjFw8bKFTxCvr9dbn1VVd2nHyMwIQbyhwQpaJEmia/t2y3k3VlXV7/clE4/z3sLHuwccxuMs++qtzJp3M7IsE6utzQmWeg59jO7aRbyhIWf4YXbAcqJ0//SXww5YHnroITZt2oQkSUybNo2///3vDO5pZgOccsopfPGLX+THP/4xV1xxBe+88w6bNm3ikUce4bbbbjvcZXxsLF++nCbjizt79mxO2c+ocYfDwde//nVuuOEGABYtWjTggGXXrl28//77gJ45ufTSS/e77Te/+U2WGFNMFy1a1GfAcrBgxeRLX/qSFbCYZSQbm4+LQ7kCNMWKpsYD9GyBia+6Wp/nI0lkkskcd9ROo1slf9gwiidOBEmia9s2MuEwrqIiys48k063G291Nd6qKto3bkTNZMgfPRrZ6EzxDRqE0+OhK51GytY5zJgBQKKxEUmSKD3zTBxuN/lGi7DQNLo2bwZ0F9iuzZutUlZBVttxdklIQo+BPKWl+KuqujUWsThmsODwePTZQfHcuT3D/+u/iO/cCfTtVJt9rL4e7+szMplbXs7SW2+xyibT/+sqguXl1Fx5Je5AQHcGNspWLr+fWXf8gMpJk4jV1hKORLjx3nvpSiSYOnw4lysZCrOFypkMqXj8gGvJXZggXl9PtKUlVzBrDFxsXbOGVCiUM68o2dKCJEn7DSYHQry9PdfUzzh+KhrFX1hI3ogRvc3zDCRZJjhypB64GAmBTzqHHbD89a9/BaCyspJXXnnloF0xgwYN4uWXX2b8+PGEQiEWLVp0XAUsy5Yts26bJZr9kf340qVLj8gx58yZc8A07cyZM8nLyyMajbJixQqi0Sh5eXkDOm4wu4shkRjQPmxsDhUzUDENtw5Wltifpb6ayZCKRPAEgzniSIfLxbizZrJ55QrLtwRF4Z93/5zTF9zCoFNPJdbepnuGoItzI60t1K1bx7YVb6IaupfZd/yAMVddBegliNOuu473FuptzqZmRO7o0LUiDoeujzA0F6Z+Q2S19jrcbmSXq89tTC8Uh9tN3siRdKxbR7qtDf/gwTh9PuY88CAvL5hPyOjKmX79DRSfdhpLb1lgaT/mPvwIsZ07aVmxAv+gQRRMnJhzsjTfS/NY2RqT/ZFdissvKmLOT35KMhymeOJEOt5/H5JJYjt2ENU0li5Y0D2kMJnkzXt+wWULn0BVFL7229+ys76eysJC/vCd7/Dh/b+zRgR0AU6vl8ozzqD6ggus1l+zJBSrrSUwfDgFEyZYYlUzO+IdNKhPwWzp1Km0JZO6qLaqKmfeU97w4fiHDCHe0YG/qAin10tw7FgiRqmm4BD0iG2NeqmtW3StH79o1CgcLhf548bt1+3XDNLzx41DNjJuhZMm9frMPkkc9ivfsmULkiRxww039LuFt7CwkBtvvJG7776bLcaX4HhhfdZ/0GnTph1w24qKCoYMGUJdXR3Nzc20tLRQVlb2kR7T6XRy8skns2LFCjRNY/PmzQd9Tn+OOzTLgtrG5mjRV3DSuX59jrA2smMHe99ayQZjZo7T7WbCuXMobmjA6fXQtXs3HmDi9Omse+st67laJsPbv7/f2q8sy1RUD+I//99freAFDI1KOs0bP78Lh6Lg8vmQZBmfy820iy8hk0xSfvrpBAIB2tavz8n0fFQMPvNM5v7sLhIdHXgLCnB6PFSdcQZzf3YXyXCY4Vddhcvno+MjzpSatvuOHmWnXq3BRqYh0dnJPc88w/I1a/C6XPzvZZdRUVrKrNtvZ/k991jB1ulXX4PD48Hp9TLksssALCO6aFubPhtJkig0uoSs9bjdzHngwZzMz5yHHsLhduufWWUlecOH07VtG/FwJ968IE3r1rHiV7/snhF1xw/0jFiPjqmDoabT/Osb38AFpNCt9wHO/u9vWr4sfbn9mqMPCidPRpJlZKeze/BkP4LIE5nDDljShmnSxB5flINhbp8xr3COE7Zu3WrdrqmpOej2NTU11BlCs61btw4oYBnIMVesWGE9d6ABy8MPP2zdPt9oD7Sx+bgxnVMBOo1yj8jq8ujato0OYzq8q7SUvW+9xc7VH+IFSmWZcDrD2iWLc/YpAQUeL0LT8KAPl3Mb/3rQjb06NY3Gffr/3Wxn0rAQlEkSzYrCjqeewuv1Inu9OPx+hBAomQyd69ZZrdLmLBtJkiyn2s4NG5AkqU/H24HicLkIlJRYfiNC00iFQkjGYx8FfVnQZ3cd+aqrKZgwgaCq9pnp+GdtLX9crH82v/nqV5k6bBh5NTUMmjiR8nHjibe3U37GGbS89pp1DPO7sHflCpbOn08mkcDpdnPadddTk2Vel2hoQCgKeTU1zLnzxyS7uiiZPBmH203E0KRoikLTxo188OdnUDMZPSCQJFyKmjMjqnTECFJGS7swW5UPgCTLxFpbySQSVMgyHiRiQqNNCPKrq0kaZbmeGqmc2/vJHH6SOeyAZfDgwWzfvv2QSwbm9sdbl1BnZ6d1u7Qfhk4lJSV9PvdYP+YTTzzB8uXLAb0rydTiHIhUKkXK6JQAXRVuY3MomCdzs61Tcjj0LhBDlBg1/tC3f/BB93OEIF5XhxACtbaWXWtWA+S4gyY1oes+AK85SC6l2y840a+Avca/BcYVbDprXd4eQ+o6hUCWJJyyjGx0FkXCYfZs24qqqjjWr2Nafj4jzj8f1QhghKYR2blTt1QfPhwcjpyRAMKwrAddcNm5fr1VEjBfZ+eGDX3awZsDFjVF0QfifUxX4dltydntuJIsoyoKMSP74Q4EmPPQQ7x8881W1qT8a1/jSqOr8euXXcanhw0j2dKiBwOSRNu77wIQLSkhsns3qWgUb3U1Tq+X8NatLL3zf3CmUnpgkcnw7sLH8RranWRzM5n2dhKhELH6etJGRqPNOO8kQiESe/bQuHkz2z/8wApuOxSFtHE7W6y8Z+lS3MZnE9u3L2dKc1/viX/wYKuTKKxpFMgyMeM53oIC8rMbGLL3JQRqOk2yK0z76tU4vV5rrILNEQhYPve5z7Ft2zZee+01rrvuun4/77XXXkOSJD5vDHE6XohGo9Ztbx/DyXriy2p/i0Qix8UxP/jgA7761a9avz/00EP98sy55557+OlPf3rIx7OxORhCCBCCgJFhjO3daz2maRqp1lY9uxGL6R0X6BbuQlKtCbcCfeptizGbxQxcYsZ+wsa/nZqWk2kx5724NZUuc1AeMKiqGndxMU6XC9nvZ9PyN3AarbxdisL7Tz2p/79RVb3LQwgS+/ZZAY7kcPTqConV1hKvr0eoKsE+OgFB1+YkIhE8Ph+xffuQHA7yjG0lWdaFnC6XFTSkolGUVAp3P7QPkiznnBx7ethA3zOEcoItIWhau5Y3H34IJZ3mzft/x0xjgvKcO39MKhrFMWMGMz/zGdKZDOeedhrfuOwyko2NVnZGUxQrS9O4di0rjX05n3maWbffgUPJoCSTuV1QmQzJSARfQYHuuqsoZCIR5MJCNONz07LWqGgaO9eu0V+TsR8h6cMQw0KgD5LUn7fq2UWMmzWLwsoqNHMswn7wVVURqKlBM5ozzHKQ+Yz2DRsoP/XUXqMNAJrWrbXM91x+P7Nuv6PfmplPQqnosAOW2267jccff5xFixYxb948Zs6cedDnrFy5kkWLFuH3+48rwe2xwEftOFtbW8tFF11E3FDkf+tb3+KSSy7p13PvuOMOvvWtb1m/d3V1MWTIkI9imTafJIxgxTyBCU2jZPp06+HIjh2kmpoQQuDIy0OWZWRNI4mwpuCCXgbqFCIncIHcck8S/QQDvee9NPe4qq5vqKexqZGThg5FlR1oRqDTKgT5kkSnMfPFGwjgKipCaBqqopCIRHAWFqK0taEmk0iGLkFTVX1Yn6YPDFTTaeJ79qAkk9bJqHHtGlbcdx9KKoXT7ebUr1xNnhBoioK/utrK2AhVZe/KlSw3TvTv/fVZyzjOX11NYNiwnPLK/jD1QWaJxTdokJXtyvmIjFbiWF0d4V27WPGHR7pbeWNx3vj5XZz+hcuQnU5SisK8e+8lFAoxbuhQfnHFFaSamki1tqJ0dpIIhUCSSLW2oqkq72bvK51hxS/v43M/+KHu3GtY1oeFwOFy4fJ6iWzZQnvdXmq3bkNVFZxuN2NnnEVRZSWS8Rn6yspIRSJoqmoFt8gaXcYgwowsEzLKjoWSRFJR2bJiBbPmLyBg+Nfsj+CIESDLBIzJ3I5UijxJIioEqtuNiMeJ7d5tBZcmajrNm/fdlytMvvceKiZM6KUJ6otPQhbmsAOW0aNHs3DhQq699lrOO+887rvvPm666aY+DcsymQyPPvoo3//+93G5XDzxxBN9+okcy+Tl5dHR0QHolvgH68DJLpUFB+hQmH2M/pTeBnrMuro6PvOZz9BgmEhde+21/PrXv+738z0eD56DWFXb2PQHNZMh0tREwPDXkGSZ6K5d3cP/skg0NZFsbyeVTOLyeCjKC9LWFbYeL5QkkkKQpLvMYwYu0DswMek57wWwrpI9SBTIuknbnt27kSSp1wReh8uFiMVIxuOkOzvpam1lx7q1upGcw0nNmDGUT5qEp7SUdDxGQTxOurWVRFMT7du24f7wQzQjuDH1L+/84++4DH+VcCbDqqee5FOf+SyRujqUtjZAzyQJIXjlf36UEzS8vGC+ZRwXq68nWltLvjELJ9u7JG/4cOuEHNmxg/i+fSSbmwHwVlXlGLX1deJORaO5rbxG9iOdiOPJC/LjJUvYUFtLcV4ev7/2WvxutxWM9tpXPE4mkcid45NI0LV7N5MvuJB1SxYTSqdxOJ2MmzkLh9uNpmns2rKlO9uVybB5xZucftnl3cMfAU9eHg6XCzmTIYUgZGRTRp46jZJRo3j3z8/k+uqk0zjy8wmOGnXAgMW8qHR6PJatfptpHjhzJnLWc83PNbprl6556UOYHG9vJ/gxCLePBw47YDFN1D73uc/x4osvctttt/GjH/2ImTNn9jKOW7FihaWpuOCCC9i4cSMbD6C2zjZLO1YoLCy0ApbW1taDBixtxh8R87kDPaZJa2vrQbcfyDH37dvHOeecQ60hJvvyl7/M448/bs8Qsjli9EdEKDSNxtWrWX7PL/S0uM/HzO99n8pRo3Tb+F27cgS3AJFohA2vvYaqdlvNZwcPXUJQCGQPDMnWp/QMTMwZMklyA5jK/ALcXi97m0O5wwyNrEavCbyzZqNFIqiaRrqzkx1rVuPSNF0IrKnUbtkMbje1//cPq5tp8Ljx1G3cgKooOBwOasaMoVAdop/YXC7UTIZSWcYtwCsESUUhGY/jVxQ9W2A614bDfQ5TTEWjOOg/2RkAJEkvN8myNc06W8OCISB1G5mF7IF9Do+H4KjRPPr66/xz82ZcLhfP3H8/J0+dipJMEm9rw1FYSGTPHtzFxeQNH05w5Eg0RWHtv1+1xLphAS6fj8KRIyl2OqmcOpXOnTvx+P0EhgzBf9JJNG3a1CvblVQU0tEoRWVlBIYNo/3dd5GASeedz4alLyPSaWSj9XzHe++ye+0aHG43XYqS46tTc+WV/Xa5BZg6ahTFQ4cSevcdgtWDCNbUEBw92mpZNj8vJAnfkCF9CpMrzzrroDOLPikcdsDyk5/8JGcOA+hCz55DAUGP+s1tXnzxxT63yeZYDFjGjBljndRra2sZNmzYAbevzVKTjxkzZsDHfP311639nX322Uf0mPX19ZxzzjnsNASN//Vf/8WTTz6ZcyVgY3O49KcVVEkmWX7PL3AaJ9twMsnyX9yNaG9HaW/XLemLiqy/I6qisGHpUlyaPoCwwzhRZQcPIU2jPesYLiC7NzE7MJFlmQlz57Jx2TKcqoofiAOKLFMyciS43Tg62i3TubDxN00yLPFN3YPD4aBs1ChSe/YggFQ63XtIoqaxa/063GYQk8mwe+0aPBjdTZpG7dZtTBs3HofTiauoCKfbTWs6TXY+orU5RGVREUpbm1XmKZ4wwRgmqDvPmie/QZ/9LMmGBgLDhvX29DDe056BiGlUZzrBCiC2cydoWo65nRAC/0knITSNU6++hvefelLPSrjdoKr8710/47EW/YLrytJSTgIaVn9olbhMnG43p159DWWjRyM7HJz1rW/z5n33EkqlcHo8zPzud/XslRA43W4Chp1GKhRCy2TYuvwNvGYGzBRIOxxImQyp1lZkp5NEczPRxkb8FRWcdukXSEYjrH3lFVzGZxROp8k4HGQcDkKZjD5x+upraH71VavFuD/kjxuH0+vFn1+gt1IbQVHX5s1IstwduEjSYc0sGihqOm0Nx/woj3OkOCIONH1ZV+/Pzrq/o4uO1Sv7SZMmWUZuq1at2u+AQYBQKGS1NJeXlw+opdk8psmqVau4/vrr97utoiisXq13SciyzHjDUXN/mJmVHUbnwZe+9CWefvppHI5DuQ6zsTk8utPiLSjJJAWSpJddJCwxpQNwFRXhLivTT5xC0Pnhh1bWAbozJz2zJuWSRJeAlASZrL9BsiRRVlqGPxjEV16OLy+PguEjGHPmmWx96y06NQ2H00n1sBq2rF2DqqrITqd+IlMUHE4nw0eOQgjBnh3bCakqDoeDkSefQqCyksSOHcRaWnA4nTgcDmM9elAjSxKaqnYHV2gkhSBPysreqAqxUAi310uksZEhY8dRu25tznvXsHUrjb/4BSPGjiW/qEjPDjU3M2HOXNYvWUxIUfTyxFVfpv2990iEQrRu2oimqpY9fsH48ZZotpcY1MioCEWxykGSJOklJKNc17VtG23vv0+koQGX240SjTJy/ASEprFj4waakkmeadUzv2cHg5zldvHGz+9CQsKlqTkDEx3pNKueWMikaafhLS4mb8wYTrvkUsI7duArLkYKd9G+cxcC3e031dJiddpE29ut70N2tmvouO4pzc1bt/D+3/+mZ7GcLsaddRapRKLPcQ3Tr74Gh9NJ4ahR1iDK/ZWvzPfqcM5dQ86cwRVPP6PPLDrrLFw+30fW3rx35YpeM5aGGM7MR5IjKQY+7IDFvPL/pDBnzhx+9atfAbp77fe+9739bvvyyy9btw/minuwY5osW7YsJ1PVE9PdFmDWrFkH7O4xMytmsPLFL36RP//5z3awYnPEyP5jeyDPEbOk0GmUM9uEoF2oOI0rz8Lhw8kYj3nNYXWaRrCyEofTRaeSIQ053T9m1qTQ0CFIxkA+IOsKXNDS2sIIvx8pEiEVjVLX3sautWvRNA1Zkhg8bBh1tbtwq0YmRFVJSzITzzwTl9tDxuhQGj16DHJhIR6/H39pKbFolNWvv46q6uWdypGjaDSCGkmSKC8qpqWzozszY550hcApDCGpw0EiGmXT22/rJS9JNtafKxR2aCq1W7cwdvwEZON98rndjBs3nkwmQ9GkSciRCLtXrqR2y2ZUTcPxzDOMmzWLykmTiWzfbg1AzB8/3nKMFZpGOhKhee1aPD4fgZNOygloNFUFVaVu5UrWLlmMqihWZlbTNGQjc/RwqJmUEEz2erm4qJA8SaLNOPGX9siGmY8psoxiZJYymzYhKwpKNEoyFLKOYWa3UkbmzRUI5IxdCAuBw+mkuKJCbxnOZPjgz3/uzqSoCptXrrC6iLoDXT1748vPx+ly4XA6raAoYnqoaN1DI825S8GRIyno4UmWN2IEiYaGnAnRB8LhdhOsrLTKQP3JTB4qajrd54ylK55+pl8C30PhSIqBDztgmT179pFYx3HD7NmzqayspKmpiTfeeIMPP/ywz3lCqqpy//3drplXXnnlgI85fPhwpk2bxqpVq6itreW5557jC1/4Qp/bmrN/DnbM+vp6zj77bCtYueKKK+xgxeaI098/tkLTCG/bxspf/wqvJOkThjU94zB+9tkkW1pQDe1YqrXVyrCo0Sgjp05l+4cfIAy/C58k49ZUmoVAQiIpICG0HPGsqUERkr5dWtOQk0kQgp2banFrwijLCOp27kTL1qigEdJUki2tZFQVNZVCMbItLkki2tREpK6Onf/4B25NtYKc+q1bkGWZ0soq2kNNhNrbkGWZtCQR0jQcThcnTRhP/YaNhFQF2eGgcvBgdq1bi1uI/Za8kppGPtCuqmTSabxGVxXGhY3b7UaSJNRMhtqtW3AZ+worCpuXLye/tIxUSwsZ4/2tX7KE4KhRdG3dyq5lS9n8xht6ZkmWGTx2LHmSjJTJUDh1KsLQzqx76UVcqkqJJNGcpSFq0zQea2mlVVWpcjq5vrQUp9ExY5rZWcGFUX6KGkHGlg8/0HVM//onEz73eXyVlbgKC3NLWUYQEmtvR3bI5FdUMG7mLDa/uVzPgBljGHzl5UiyTCaR6HNQJOiBbZcQVlA7/uxzcBrvXV8tyNljIySp7xESVrt3Vju1VWXoZ7Xho2B/zsPHusD3kzuUYIA4HA7uvPNObr31VgCuueYaXnvtNcrLy3O2u/3221ljuG/OmDFjv4MP33jjDausNHToUHYbngw9+elPf2plab72ta8xefJkRvaopT7wwAPW4MOampr9lo4aGhpyMiuXX345f/nLX3B+gmdU2PSPQ01P93d7oWkkw5053hopSZAUgk3/fIXtK97k1KuvoXTECH26rpFhSTY2EqipIb+qig9efolOVQUZff6Mx8PYT3+GTa8ss3wwipHoQOjlB0lYHi119fUMHjIEr8eDpmnkSxJOJPINX47s1leznOOQZWKRCA2hJjTDSK4oFqMj3GldsWcbziU1DYem0drUaGR4ZMJCkJFlJpw5g2BVFbLDQWlJKa179lC3aycNe/YAffiE9Ch5xdD/NsleL678fIqmTEGoKkpHB+lUisIJE0hFo711NIoCHg/uggK91CEE7R98QGLfPtKpFJuXL8dlZpY0jb2GF0tFMB+5oIB0ZyepRMLqCnIigdDLXF4k/tbWzq5UCp8kcUN5GQ6HPixScTgYMXkKSBI7V39IKKvMohiGeq4sHdP6l19iwimfsrIaZoalta6OdUsWW6MTZJeL8TNmcPollyK8XjyBgJ4dMQIKd3m5ru1JJI3Psvv7mRCCUiM7p7pcDJ05Uw9YZJlAHx1RplgWIFBToz8uSTlBulnqTDY3o4G1DlVRSEUi5BmlJlNL4h8+vNf/jUOZXdRfAiNHHpcCX/sMNQDmzZvHc889x7/+9S82btzIlClTmDdvHuPHj6e9vZ1FixaxcuVKAAoKCvjDH/5w2MecO3cu119/PQsXLqSxsZFTTz2Vm266iVNOOYVYLMbixYstEbPb7eaxxx7rs7U8Go3y6U9/mu3G9M+hQ4fypS996aACaKDffiw2Jy6HnJ7uZz1fCIEWjeF0uwlnFITQDd+s0k0qxaqnnmT2vJsJDBliDatDlunYu5d1y5aiqapl0iU7nHzqyitxxROMGTuOLZs3IYSg3WhmTgJJw0DOLK3s27uXEUbJo1nTQOgnQQmJwUMGU79vnxX4lOXlk0nEqW9qxIV5dQ5tnR14gEIjO5NtOCcBQaAdcruMVBWlrc0qYaUjEep27UQIYY0NMAMU07iuZwdTxuEAIdiydg2OjRuYVliIp7yc1cvfQEmn2fzB+3z6l7/q7V3idKLE48SSSZRwGGdhIbKmEQ+FSBnGcz31IAChSBct769i8NBh5JeWWvqcfLpLK0sjUV6PRpGAm8pKGe92EzUCtHEnn4K3uBglEmH02HF0trTQ2BwC9DKTgNyMlqLQVbcXT7gATdNwulxoqsr61/6N29ABhTWNZCbDpjffZPLp03Hl55MJhUinUrgNB1x3ezujZs5i0z9fIakJZOOz6xSCjMNBs6FRGjltGslQyMqw5I8e3TtgMTIvYOh+ADSN7LyJqXkx5x7FOzqIdIX54M9/RkmlWP67/+VTt97K+w88YGlJZn73e1RNmaIPzczaf3/o73Yun4+5Dz/Cy/Nv/tgEvkcCSfRXBdtPOjo6eOmll3jvvfdoaGggEokQDAaprq7m9NNP5/zzzx9we++xRCQS4aqrrjrgiX7w4MH89a9/5cwzz9zvNv3NsIAuqJ0/fz6PP/74frcpKipi4cKFXHzxxX0+vnv37n7NI+qLQ/2qdHV1UVBQQDgcJj8/f0DHtDm2yJ7OeyTRFIWWlStp27ObtUuWWF0jFcZJK2HoT6ZdfAmFI0aQam5GCEGqtZUP/v0qLlXtLiOhBxnDxo7Foygk29vZ3d6WFUhoVotzz/0PKSlhX3s7HqMEFNY00pLEiFGjUTs6iKaStEYiVgbFREY3o+sUghJJImh6d+wnw5TdxZIETjrpJAoq9FR8oqODHTv0C4py44q8OetEWChJJIQgtb99GkGBQMKtGe+LECguFzWTJrFz9Wo0TcPhcHDS0GEUlJcjAC2RwOHz4Soo0MsbgQCr/u8fuISg0NiHOcLAzA6lJYmxY8eRUFX2bN9mOcluTSR4qLkFAVxSVMh/FRbmvM+jR48h3xioqmYyrH1zOW4hrLUmjWCtMOs4CNCELoIee9ZZeAN5fPDSi70+Q4BxU09Gys9n63/+g6pkdJ+Ws86iYtJkHAUFvPqLX+DUVArQHY4Vh4NpF11Me0MDtR9+iJLRJ3JPu+YaKsaOo/rCC3t9hkLT6Nq82fr+xg4wX2jvypWse/klS8fS/dogKbSc3xWXk9kLbiHPCJ4ht738QEHJoehFhKbRvnp1jsD3o+RInA+OWIYlFotxxx138Nhjj5FMJvvc5sEHH8Tr9TJv3jzuvvvuftm9H6sEg0GWLFnCCy+8wFNPPcWqVatobm4mGAwyYsQIvvCFLzB//vx+T7DuD06nk8cee4yrr76axx57jLfeeovGxka8Xi/Dhg3joosuYsGCBVRVVR2xY9rYZPNRpKfB+IO/axdoGuf+z53EOztZ8fv7Cacz6NkAvd01b9AgPGVlaEYbbSLS1WcWwIlg99atVJWV0dSui1DNDqICWbYyBdkiS1mSQHb08lQJaRrpaBRJUWiNRHALPVPSAr3M4iBXNCtLElrWybfT6IRJIqz5Ri5gX10dHllveY22dzdhNxseMm50B94yICA78BgnZzcQlCTahOiVtTFfq3VfOo3W2saoYTVIeXl69iCdxpmXB5KEApb2xV1YSCQRR5Ik0kLkuPzmank0op0dFAwfwYSSYmKpNO++9y6Pt7YigDMCAT4dDPZ6n50ul94mDWTSabQs/ZHZLaW4XIQMwzVUFTdGEKmqbHnrLaZdeBEOp5OwouaUdyRJIh2NsnvD+ixxrcqmFSsIFJfg0zSGjx3Dzs2bLbdjGehqbWHXBx/gUg1jvnSaVU8+ybk/+Sn1L7xAvL4eX3V1znBJU3QrNH08hEVWZjESjbJ28Qs533fruyhBUpDbGZZOE95da5WPJFnOuVjs2VZ9OF04PQW+xzpHJGDZt28fn/nMZ9ixY8dBr8ITiQS///3vWbZsGf/+97+Pu+GHPbn44ov3m83oD2efffYhZy7OPvvsg3qx7I9hw4Yd8vFsbEz688dRaJpVOjJ9Jvq1X+PH4fHg1DSmXXMNq556yvLfmHz+BTjdbmSHg8CgQXq6XVGMMpIR2BgnrYy+EJpaW3BnZTOajZM8QCHQiR7gyLJMcWEh+4wheT1PsEJRSCaTaELgQg9WoLf4Nej1EUsljbKUg6JAgLauLgp7tF2DHvQUyQ7DZVVDUVUcskxzV7iXj4hJRJKQRfeMm0JJwivJtAu1T2feTvM+o+PIEwjgCgYJDB1KorWVVGenXgZyOhFCkE6lcAqBJgQbXn5Zz3r0yEqZx2k3jrO3oQGME3fa4eCJrggJTVDjcXNraYn+HtNdTpKQUBIJ4g0N4Hbjzs/Pbfk2fFNOu+rLuj9Jfj5v3v+73EApkyHW0cHoM/T285BmlO+Mk/xOI0OVo9dRVVa98Dxjz5qJCz1jk5112/qf/6D11Pik03Ru24acyZBpbyfZ3EzaECcLIVAiESTA2SNj4CoqItPRgaaqbHj9Nau0lz2fKvu7mNMZ5nLh8Qes1+LvOQqgR5n1o7qIOBY57IAlk8kwZ84cSxMRCAS48sor+exnP9vL6fbVV19l0aJFxGIxtm3bxpw5c/jwww9xfUSjz21sbI5fAnlBZt08n3Q8TsGIEVZbs+RwWKJbl9fL2LNmsnn5G1ZWwQUUmx01mkbA9HSRZUJGhqNQkiiUHVY30aDiEva1tuACfOhlgqTR1pzv91PXHLJKMuY4UV2ImxskRJIJJKC6rJxBn/88XatW0dbV1edAxQjgMwSPDoeD/GHDSKdSaHt2WydnU3gMuq9SGkOjI0lISHQBEgIn3UFBji7D6bT8YkZOnozb5UYOBGhva2Xb8jfQVBXHurUMGj+B+k2bjPKJizGzZ/eZuSp0e+hKp6zSS/YJPyEECxsaqUsmKfN4uLmighi64Vy5JOGSZDJCn8kUiUZo3rNbn2ztdFJVU0PDrl3dJTRV5b1nnmbk1JMpHDIkJ6AxA6X1r7+G0+1m9IwzEeEuZJ+PbR9+gEtRyJckQ5wsrOyLBLhUlS1vrTS0JiIr0yERUlXkHoGTw+VCJBJoDgfO4mLcZWXW98C88HOXlOAxvIFM/NXVJBoaiHd2omYyFFpZsNzMneJ2M/5zn2fbv/5JKJ3G6fUy/fobKDNGJkAPt2F6e5R9EoYemhy2huV3v/sd3/zmN5EkiWnTpvH3v/+dwYMH73f7+vp6rrjiCt555x0kSeJ///d/7QGIJyi2huWTyYEyLPt7TE2n2fHwwySbmymYPJn8UaN0kaLRJeMbMoS4MaE5MGyYFbDEdu8muns3iaYmGrZtZc/69ZamoVNV6DSOK6FfnSnoJ9BsH5Y0giK3h7a0rgqRgXywnptNdgkoZeyr5/7d6BmewfkFyJkMnek0naquXehLbwFw0rAa8vPz0TSNLZs24haCfPSSULZmJCPLDB83HjkeJ5FMsq+pUdejuNxoqoJL03QBMKC43Uw6cwbxhga8VVWQSNC+Zw/7Qk3WyTZbD2O1kxvHUVXVOrZZyhrk9pBIp+lAWCWdMklGkuCR1jZej0RwSxL3jR3L0Px86puaEOS+hpTZbg3W8dKSxLDKKmobGnAjurUrwKia4cQTcfY1Nlrvd7ZeJy1JjBk+As3hYOvWLVZwFNPUnM+/3CitNAuR0zqfMj4zxelk6KjR7Nm2VQ+kXC59QnNFJV4jIOlZEoru3YsjP5+SyZMtEz7zu921aRNqOs0/brgeKRrNDViFQPF4uGblW3jz8+lYs4Z4ezsVM2b00pIcLCAZaMAykEzo4XBMaFj++te/AlBZWckrr7xyUM3GoEGDePnllxk/fjyhUIhFixbZAYuNjY2ebm9vJ97YiOx06q2ihi9QfO9ekk1NQLcTq9A0kk1NyA4HaixGgT+gXyGrGkLST1Y9DdZK3R5kWaY1mSBkaEhKnS7a0qlcPYqxpp42/j2vkAFKJImAJFulHb2YAEoijluSKZRl8nBSryq9rvgLgQ4gf9AgnKqKEEI/aW7fpncq0UMzYvihuAIBXIEAowoKcPh85I8YQUdtLds//IBmQ1A76vTpZFpbkRIJUs3NxKMR6poa9fcQ/Y9/lxAE0PUxBVJvDYzZdWVSbwR12e9Vs9BYFYnyekTPPX2ltISxRUXIwSAj3C662tpojcV1rxmHg4r8Apo62ntpYTIIhBGsZN8v5+XhcDiQpO5Aq+csJykYJK+4GHnnDpoVpbvDy+gmcxuvwSyvWa/VzHS4XPpE54oKKidOBL+fwlGjKBgzRm9LbmzEN2gQwREjuidnr1nDisce1b1i/H5m3fEDqqZMsb6jyDIOr5c5DzzI0ltvQcTjVhbM5fdz9g9+gL+4GACnz0f+oEG4A4FPVMbkUDnsgGXLli1IksQNN9zQb4FpYWEhN954I3fffTdbtmw53CXY2NicyGi55ls5/5rdM0LgkGVGTJnCzjVrep/sjZJGazqFLMsUBvPpiHQhgBYl0+e2AEWSRIvonuzcl04kJgROSVj3mbPSmxSFcr8fryTjdDiolGVCnR05AUAHeqnHX1pKurFRz1iMH09eXh6Jzk5qd9fmlCicbjfl06aR6egg1txMwOXCV1aGu6QEhyThDwaJNdQTHDyEwOjRtK1YgaZpaNEo++rq+swQmSWu7NdmioXNrFF2KSsJBMAqs22KJ/hLmy4UnltYwHlDTkJLJFCSSYSi4Bcw2O9HeDz4TzqJVEMDErn6GlmWcXm8OBwOOlUVRRK6gZzDQUoIdm/fhhd6l3qM98RfUoLLmGqdkz2TZWomTWL3hg2WkZxDCMKqmvOennHtdWiRCBj6GU9BAQ6Xi9ju3SQaG0k2N5MIhZAkfQCkpii8ed99OFNpyyvmzXt+weVPPoXD7Sa8caM1/To4bBhzfvwT2rduxenx4CosxFtQQNEnSHtypDjsgCWd1quAE3vYER8Mc/tMJnOQLW1sbD4JeA3zRX9VFXmGQRxCENu3D095OZlUikhdHXmpFMGhQ9EUhXhjI8n2dv1EEwjg1TTGjh1HRpbZtXlT1uyerJlCmqA90tXr+J19BCNdRquteWVuXiGb3T0Z+taOlEgSMQHNsRiVThdOlwuv18vg4hL2trXmaD/SQhDdsQMtGtWdWwElHMaRyTBo8BD21e21shM1I0fS8J//sNssWxhzi8owXFTjcZyawGNcuZtdP4qq5rr1yrmZkwD6kEfrPuP1mn+de2pq2oB2TaVLUXispQUVmFZQwNdOnQbhMGoqBaoKiqJ/NkKA00mktZWmVr3d2czeSJIEmmBX7S5AQgVSxvHLS0rYvXFDzhoKNdUYvSBwutyMPn06ajSqzwPKmSOkZ4pq163TxwQ4HEyYMxdJltnw4hJCqorT7Wbaddfj8ftJxWLW2BPZ4UA2snt9udjG29vJJPp2is2vru5lmOhwufAXFoIQ+EtK+u1PZJPLYQcsgwcPZvv27SQSiYNvnIW5/fHeJWRjY9MbM3Xf8w+3OdW352NC01AVhXgkQl4mY00HNh9r3bGD959+CiWd1qf5Xnstfn+AZHs7sZYWfMZJINPSghKN4ggEOGnkSPZs32F1kJgzhdBUkiJ37hBknUCz1psCS/SaTZlxEjNP8G66rd0lICDJOCVBSBM0KBkkJUOl14u/qAjaWrvLHkbgIOXnIwuBoijIPh+apqGmUvj8foZVVKKl07hLS9FicXbt2YMbYbnP7lj9IQHDOyUTjZJJJGjftg1XKISSSKBEItZ0554ZolJ0V+CY8biZUTExfUrCmoYwnIHNLE2zovBwSwsRTWOQy8UX84PEW1vxAqrTqU9IFkLPhCkKWjpNU/0+o2tLN9ZLoVvVe5Gs7El2FqilpUUPIrLWnv15jJo0Camjg2QqpU/S7iGaBXRdj7G/Ta8s48wbbmT8KZ8iHotRMnYsZaNGdX8XNd291lddTcBwnRVCoKTTpGIxVEUBSdIzOn6/7piLRhhw+f34S0oomDAhxwU3f+xYa5QEQHDECAomTrTGC3xUww1PRA47YPnc5z7Htm3beO2117juuuv6/bzXXnsNSZL4/Oc/f7hLsLGxOUr09cdWaBpRY+xDtlun+ZhpsJX9WP0HH7DikYdRMxmcy5Yy7brrGfbZzyJUFVVReP+Zp3FmMnr6PZPh/aeeYvznz2Xja/+2pu6eNGK41SaqpVJ4fT5GjhpFoqmJfeFOa6aQGaDkSxKtPU6QKbozJwI9EAmgu9Nm0ywEHlMPgX5SN71KXEAKkZvVEYLGjnaGFBbqAwGzyy+yTCwaZe+WzbqAducOqqqqcEkSroIC3B4PIholoSrsq9vbZ3dLOhFHyiiE29r0UQH76pBlmcqiIrxgGbr1DMra6A4MAVRy9SmRrNdnBgqm7f6f29vZl86QJ8t8u6IcpyzT2NFuaXhkoMzlwoOEKoGQZTSy9CeyRkjr1qQ49Npen1kgmb4zWcIYJCkbWZHhU6aya81qYzaTExQlVxOTTtOwZjW1H36Aqqrs3r6NaSUllPXwNsmmZft2Vj2xUA+WPR5dqzJ1KjO/933evPceQskkLp+fWd+/PWdoJNn/N0zHWsOd2dapDIzD7hLatm0bJ598Mul0mtdee42ZM2ce9DkrV67knHPOwev18uGHHzJq1KjDWYLNMYrdJXTi05fzrdA0mt98U78tcieLCyFINTcD4Ckvt+aqLH/4IZyZTHeXitPJrAW3oHZ0EK6rY+3yN3p12MhOp27LntVpMryqGpJJcDp1QzQg09ZGXFUJRXWHWnM1LnRvjL46dypkmZQQOR4oPQW8/cFsnzb3nZ05MjHX48nSXiSNrWRJoswfwCdJ7I1FcQssfxazuyUjSQwrK0c4nexpbMAlBHmSPmAwI0lU+fxoQFM8hhO9AyqKHrz0x/23J17gX+Eu/tbZiQP4XkUFNV6vteZsDUnKuE/0eH7P99GLhB9Be9bj7ZpGT8GAlckCMrLMGddehxoOk6yvxzdkCPkTJ9K1fj3pZJKCiRN549e/xqUq3d8Rh8Nqb852AJ41f4FetqustMTdvupq1EyGZT++M+e7qbg9zP3Zz5AdDqJ795KKRik0ZgLpH6iUYypXdtZZSA4Hke3bdQ3MyJEUTpx41IOWT2SX0OjRo1m4cCHXXnst5513Hvfddx833XRTn3NsMpkMjz76KN///vdxuVw88cQTdrBiY3MC4jesDcxBhSYi6+reV12NJMvE2lqt4XnZxmCy34/L5cJRUIDz7f90m8MZQkklne4eCihU3YhryGDkaAyH34//pJMQQhDduhWvEJR4vUgeN8ExY2l86y12b9sK5JrEAVaWJol+RVxeUEios6OXKLcyGCQUiVizhDqNNlw3uilcG/pAPYemEjUCJfPE3dOXBHIzD0ljLQ4haI5FKXO7+9SgpIHKomKcbjeqsU0aaDOPJwT1cbPgo2eO2rI+p0K5t9C4L2ExYK3/nVicv3V2AnBVSTFVXg9JugW6PTMoTvTMjfnae2Z58jxe4ukUSdH9vptr6Q5u9OAng57JkmWZmjFjcPn9EI/rmhOnE6fTidPjwenx4AsGGTere3IzoGtqoJc5XCIc1qdtl5TkvOZkV1fv72YqSbIrjL+oGIfTib+w0Jo8bWtTPloOO2D52c9+BuiloRdffJHbbruNH/3oR8ycObOXcdyKFSvoNL7oF1xwARs3bmTjAYap3XnnnYe7PBsbm4+Qvlw2haahZjK6r8QZZ1i+Emaq3Jy/kj9uHJIso6RSuH/3O8KxGJYNv8eT420xs6SYFffdp7veut3M+PZ3ePv++wnHY6SMQYkA2z74gLEzzqJk0iT81dX6xOJwmFQiQaCyEqfTScGIEXi8XnwuF12dnTQ0NhLSdNOwispKWpuaCBk+HGNPn44jkaD5ww+sE3mncTJ1utwIoMg4mUlGRkKRZNpEdwkmlZWlMU9nXQIKJEGX0LMoguxp0PrJ3LTjB2g2mhuyJ0aDHgSEOtqRVBWnERj27Ohx0Xenj76/3ODEKv+YrxEoyfJhaUynecYw8LswP58L8vOtLIxK32Z6Cr1nJ5lrB4im9HsK8/LweX00tpo+wtmdW3rwM2r8BN0ZV1UJ1tTgKS0l3dysj2rQNL0jKisYqpw4kUBhIateeN7KquRMuzbM4d57dhFqOo3L52Pa1ddQNmoUgWHD8FZX9xgYqQ8OLJk0WdegGJ+tOc250GgmEZpGlzHZusDMpghhdQ7ZDIzDLgnJstxLQd0zDXyw+/eHmjVy3Ob4wy4JHdt8VGK/vStXsHTBAmv67NyHH2HIjBl0rl+fo2EJ1NRYc1LqP/iAFff8QtejuNxMueACBk2fbmVnhBBE9+yha88ePD4fJaecQiQa5c377kVTlNzBfw4HM268CZfLRdvePax/6WVUVdGH/Y0dx6hLLyXd2krrypUo8TjxTIa6fXUI48p9UPUg8oqLCdbUkGpoINnaSjyTpr6+PmfooRloeIwyjXlSzxZYmsGC+ayCQACv7KDZaKnOxsxg9DI5o+8Sienoa5rfVUoyDULrVdIxg5Ce9zuAnn9hK2SZlKb1MlyLaHrHza8bm+hQVcZ5vfxPZQVdRkanHPDKDrp6mLWJrP1mH9uF3jLeZZjWmeW5ap+fxkTc0hF1B1n6axxWVY3T68Vh+Jw4i4oQiQRqMkmgpoZ0OIxIJvFVV5M3ejTplhYSXV188OKSbkNBrTvAdTidulbJKhEZwwdvuZW8k06iZds23nnsUWtooex0ctp111NpCGutss/Mmb0ClvCmTUiSZJVbPu4SzLHGMVESgr6n+O4vDupvfHQogY2Njc2hEz5AdnOg1zFqOs3SBQtwJJL6yTQe5+X5N3P5U0+TqKvLHRhnlIti+/bRubvWCqA0VSG6Zw/tXm/33wEhSLe3k2psJA1kurrIGz2aMZMms3n1h7lGYopC03/+gyTL7NiwHpemWQPwajduYM/mTQwdNQpnZ5h0KsW+cKcRdOgnxvp9+xiWTqNGIqixGEo8jgZUu9zUp1M5WpMUwihxdL9fHsOMrQ0zs9GdXeiKxfDLDkvQa3YWJek+uZslKcvkzDjRFhtloBK3m7Z0urul1sg+JF0uSKd6ZTji5ufdRzalvcc6zGxJts4kpGlkhODxllY6VJUKp5NrS0tpzfqONANeTbUyQiWShB+JTqELd9s0jXw0y/MlA7QKQb4kkRTCCsQaEnHrcVMzYpaPygIBJKP0IgDJyKoIoxMpHQ6jRKO4g0HcBQX4KyuRJQlXUREOl4uwogCaVeobPVHPwq1+ZVmvIZGJcBhPIsF7TyzErap40IM+TVF4/+mnmHbtdZQafizmdxkhLE2XGZjnjRxpdwEdQQ47YHn99dePxDpsbGyOIaI7dw7oebHWVjLx3v4UratX4y8uzumgiNXVIUkS8aYm1i95EbfWPWhv24cfIICKMWMASLe3k+7qQo3rJ7R0ZyfxxkakTEbvuhEC3W9Fz+JuX78e0+6t1yRnTWP31q1U5wVJpFI9tCH6CToVi6FJEolYlJZYDI3ujEFPjUax7KBd685VeA3n2zZN7bG9HnA0Gtt6AG/WdGIXEDC0MNli1+xAQwLcThdSOp1THpKBjnTK6FDq7q5x0O2lkq0NgW7DOLOkpbd75wZJyJBQVf7W1s7OVAqfJHFTeRl+h54d2J8QOSwE7XQb7il0d1r1NeHazLBki4DDxnuSBpAkmmMxWhNJho4cidecGxUMIhwOCATQAGcggDsYxFtRwaALLySydSvRnTuZcsGFrHvpRULpNA6HgyGVVfj8frzBYO7wTAFOr5eSceNIdoVRUimKJYnW7HWn06x66knm/PgnlldLbPfuXlqt6N69xNraUFMpnF4vhZMmUThpEjYD57ADltmzZx+JddjY2HzMHGjK64GuCiNGy3JfeILBXjV/p9eLJxjM2S7Z2mqViFOJOKqS6RVY7Fy7hpKRI5GNdliEQPZ6UeNxNOMKVu3spLqomIb2NsuETBhllPyeegXjhO9HnxNUH41Y6+m5jSwEmqLQEotZ057Nkk/PTEW7pvY6CQuh9rlv6NaJRICoEdRAt/9Jz06inoFGYzymv29gjQIwZyEVyzIeJDo0lQi9Sz7ZZDA1J4KUpOZ0RGVPZF4eifBOLIYE3FxWymSPxwpQ8g2Le5E1pNF8LdklJy96MNZzAKD5usygymrXlmVLVCxBdwZMaOzZsYNhpaU4DDdeCVBiMd2Z1+8n3dVF15YtNLz0EpIsE6+vx+/3c9qlX0A4nYS3bCHZ0kIimaSwooJp113PqicW6sMHPR5m3/ED8seMIZBO4/L56UwkjHbsrCxMMolcUIDPaC4xy5vWZ7RmDW/+4ZFu2/7b7ziiU5U/aeUkkyNSErKxsTn+ONAfvcO5Epz9gx+w/B7Dn8LvZ/btd1A4bhygB0LmVam3shJJlsnPZHAuW6YHOUa3jgRoqkomkUBOp1G6unRTtGiUdDIJHg8CUDMZPA4Hw6qqyWQy1LXoLdP5kqRnL4Ta64TfSe/MQM9t6uMxijSth2+IHiD03BZ62/qHjWN4jeOZ2+ejG7X1PH65kVnpNLIK2bqXfHTRanP2EEFD01HlcuHUBCKToR1dEJyPHgyZQxgdmMLX3tkQASQRlpGeqZUxX+PmRILnOjoBuKSokDMDgZzX2SkEaS032Ck0yjzZGZcCWe6zC8kMzrIFwc2ahhs9UKn0+mhMJnrMDlKtKc8YJSE1kdDFtkIgGe3siYYGEEKfUdXRAUAskWDL6g91X5q9e9i5ZTOzbr+DOT/9GR3btlI4chSF48frox5cLmZ+73ssv+cXkJ3RQg/CRTRKcPToXv+P1HSaFb/sYdt/7z1UTJiAo4/u2YHwSc3U2AGLjY1NLw4nmMkfN47yceP7nD4rjCxIoKaGfCOIAfhsQQHLvnqrZXvvBITbTfmpp5JqbSXV3Ez9u++yd88eNKHhaGlm2MSJOP1+MoqCOxAgGQ5b+2sWgnwjy9F3C3FugFGCfpJPA2XoGZD2ZMLKQGR35kC37iNsiEb7agU2j+HWVOu45kAAb9bwvaSmoYhuM7heuhfAlOjmS7nlKEnVy0ktQrPs7s0eG9P8TumxHus1SxKxrMCip1amOZPhydZWBHBmIMDZwSAdmu5422W8njSQ7mG+1yUEJZATsJiC4Z4lqxIk2vowi0uji32dxvehe2yCQJYkHA4HajJJIhRCVhSUaFR3B06nUVMpZKeTRHOz7n7c2Um6qwtN09i8ahWapnWvN5XmzXvvYdbN85HTGVItLbSsXGmt2yEE079wGY2bNrFn40ZCqoLT7WbKBRficLn6tO1PdHT0WRaNt7cTrKzEZuDYAYuNjc0hcbB0dNfmzSTq65GA+K5dVicQ5DrdIknWbVc6zciTT2HnmtUIIdCcTiaffz4unw9HdTVaJkNd3V7cdOtcatev1+fnZHUf5pw4zfVYLcT6GnKDEP2EGJAdOI1py630LMnoc2skoFiSaRdar1bm7BlDJmYQYx7XA9Zcok4hcKgKUWPbdrAcYk3diweJgJGtMGkWgkJjtIAMpDWVFuN1myWwnmLenq/ZbMv2I+GUpV6Zj3ZNI65p/LG5hbgmGO3xcH1JMQlJIk23o282lh+OpHc2dfR43Cz5mCWrmNBoE8JSufTMugyWZNLo06HNQCyk6a7A1YMG4xL6fCTZ70dOp5FTKSRNQ3a7cZeU4MrLw1NSogcUqoqmaaTicTRDP5SjWUqlSEWj+MvLLW8gE1NzVS3LVI4dCwE/hSNG4vb7yRsxgoLx43v9fwiMHIk7L49wPA5C/x668/KoPOusbnM5mwHR74Bl/fr1TPoY0lBr1qxh6tSpH/lxbGxs+sehdjkITbP8KcznmroXoWlEdu8mUldHcOdOHE4nkiTRsruW2nVrrdbi6qHD8LrcxBsaSDY307VvH6qq5hp+GaWDIlmmw7gq75lFyPd66UomrYDDLLekEVZnj2mlb57Ie/qVlKGXdTKALPZf1igE8mUHSSOTk51JAPAZowDMe0wDtwC61iNJ9yyfdk3LKQsBVuap09BtlEkyLcZ6CmQZxbC2TwMtQpBPd5bDabzG7G6mfULDaQQ++XSXrlQheLqllWZFocjh4JqyUhKS1GdJydSptGsafmOmDnRndXo+p0PTCNKdaTKFuNkBX7GslwxbNNXSD5lOxhPOnAHJJMl9+3A4nfiKivAWF9O5fTtaVxey14urtBRXXh6BQYOQZMMGX5ZxGxOY1UwmxyzQ5fNRPGYMBWPHkt8jABHa/8/em0dJctVX/p8XEblVZlVm7V2971K31m4tSGgBiU0IC5ttRoMBY0AIsI3tsbGB47EZ/AMbY48ZwzGLACEwMNgGA0ZIgI21skigXS11q/eluvbKrCXXiPd+f7x4kZGRWd0tkFotEfecPlWVFRlbVde78f3e772S0iOPaBG6EOTWr6dn61bmd+3SZMhqt9lPZDK8/JOf4rvXv51xf7T/6k9/Wmu7foXHmp8KnDBh2b59O2984xt5//vfz8Zj5C78onj00Uf58z//c771rW/hGlfCGDFinDQsRUyKjzzS/OIEyEswCRTap/k4sWsnP7vppiDEcPtvvoG+tWt5+Ds3N8ePpeTQnt0c2b+Ps17xa3RlMjiJhA6282RQGQFdSQg/2bcQCSEo9A8wd+Qw/f7kTs2vovRmupitlFFoIhImFlHSI/12EsCUv014gXX8fSwCSSWDiko/urVkqgtFpUjRnIYxC3kZHaZY9UkG6IW807ZmbHgZOj9HKYKWSZ1W35dmg4wW/5ZOxMPIjy3gG7NFHq1WSQnB24cGGbDtjmQQmqLahn88B11FmvNHlaPvqdPqtNuDb64H9KJJ07T0mCEykeUT1Ed/8mO2vPglWNPTuJ5HzbZ56FvfxPOnxQDkYzuwHYfzMhkGN29GNhpUp6YQwOrt29n3058GPz87keAF7/kTLNvWlboOBEQ4DrlNm3T1rMP3DcI+KysvvpjXfemfKM/MsOzSS0lkMvF481OAEyYsnudx00038aUvfYlXv/rVvOMd7+CKK674pQ7ueR633HILX/jCF/jmN7+pI8Bj1hkjxjOCpXxZwiPO5cOHj7ufcF5QeXQ0aNd4rsvPbrqpJcTw51/6ImdcdDFeo94+fux5PHLzdzjt9C3I+XmWFXo5Mj0VVEtAt1uEaibzhgWxQilYXMQCFhU4QgUaiNlKmSSQE4J5f3FdYdmMSq9Nj2Jca5cSrRoyYGzjDaZoR67DpMy4bI73hkMWjdNtpzDAcRQDIbt/Q2Si+pewjsS0nI5FPH60sMBt85q+XN/fz4pkkoIQTEbIoEH0nrg0YwGgXduTBLr9nKMazUpLHk1WDDkzFbNoJSvhuuy49ZZm5engAdKIgOgaAfOc6/GzL32RM8+/AFkuUysWabguB8bHSAIZtD+NJyVqZoaZPXuYffDBFsKipGRhzx7KR46QXrZMi8WFQHkei/v3032cB3c7maR72bK4DfQU4oQJy1133cW73vUuHnroIf71X/+Vf/3Xf2XlypW8+tWv5gUveAEXXXQRy05AUDQ2NsZPf/pTfvjDH/K1r32NyUktEVNKcc455/CP//iPv/jVxIgR4ylHbv364PMTeUoMt4QyIyPBArA4Pd2ey+K6OPk8tuMbe/nVEwtdPZnwPOy+PgASlgXTU0G1ZM5PXg5P7EQFtlJKBtNpJqtVxqXCQtCb6WK6vNiauQNIpehFMEPTrCyM6EJv2jewVKBf+2smUyi6kNc7vGeezlb3Jv15Ukm60JWd4N7TOtUUvjfms6Zwtvm+NNp2/2vTmjJdle9hY7YL0KTQEAqzv250VSZ6T0yLLjp9Ze5lg1ZCY2CqQWZ/FTRhCb9/yP89igYyRq83ISzyQv8MyzMzVBcXGB0bC1yKG/79FmjDt+rsLJl8HgC32hpr6TUaSNcNDOKEEPpzXzsV/v8QmNjx9LlI/6rjSVnzSym56aab+OAHP8iBAwf0DkIK6ZUrV7Jlyxb6+vro6+ujp6eHubk5ZmZmmJmZ4fHHH+fQoUPB9ubQa9eu5QMf+ABvfOMbY4fb5xBia/5nF06YjBzntWhekIFbq3HTJc/HKpcDLxKZ6eKNd9zB6E9/yvff/Xt4/sJQEIIqAq8rw0W/8zv86P/8n+B7xpJ+RioaEYP7YMFXOvF547r1eHNzLDQajE1Pdd5Wdk5fHsrmSNXrHGrU27avAwO+yBU6Jxwbt9cyiukT/DN7vKTkAlogvCC9lpZPGJ0SmAfR1ZuoL4shXbaUvP/IKCUp2d6V4T1DQ8xHRpMNBoGEHwPQaTy7K5ROHZ6+gs73PEWzQhQWD5vPTajkUGgqK7pd9BzmfM3L2lWr2H/oEAnffXimwzmcdeHzcBz97J4qFILrTPT2ooDK/v3Y3d30nHYaluPoaou/fc7PEAK/IuNnBWXXrg22ia35NZ6K9eAXyhLyPI+vfvWr/OM//iM/+clPmjs7AbIRPtwll1zC7/zO7/C6170O2/dmiPHcQUxYnt040afEFo0LrZNA2XXrmlNBwMTjj3PPjZ8PNCwX/vZbGNq8Gbda5fC3v83kkcOMHjkS/J0QjoMFQXBdSbUalDVD9RTVCHnpzebo8jzq9TqTst1C7XjkAGCVsCgDM/7YsEFYe6HP49jkx6AbvxURes0IVwVLt3M6oVMWUCdkaVZhwpNKhkTUpOQfxsY51GiwIpHgw8tH6LWdY96XpRC+DzVgVUiEDO33vF8IHCGCz2dU0x33WISvUy5QFP3dPWTzeQ4ePnTMXKOt27aT8kM2k36lBTRhEULQmJ3FKRTIDA0hLKuFsIQN48K/911r1mD5nitmkkhJycwDD2hdS2TcP4znKpF5xghLGLt27eIb3/gG3//+97n33ntZXFxcctvu7m4uuOACrrrqKl71qlexYcOGX+bQMU5xxITl2Q2Ti3I8RJ1vlZSUDx+mNjFBamioZexYKUX56FEWx8bILltG18gItclJXNeleN99NMpl9hw5TAJdZTELa3SRMQtQp1C9npDo81joRDKipm1RRF1ol4IxbeuUkAy0tJPMfs1r4f2bczQuuyfaeloK5pHSHEMqxRempnigXKHbsvijkWUsd5yW/eWACq2uteHv9wIZYVFWzdBEc41dNHUq5rW+0Mj1UOTzaaWWJGF9tsOM53Y8h06j3EBAFDpWZJTCTSZ58Xvfh+1nFLV5qhw9Sm1qitTgIJnly6mOjQW/z8KyyCxfrrcbHdUk2xfuppctC0ziDKk5ev/93P5XH266377v/Yycc07bdZoAxfA1PBdwSoQfbt68mfe+9728973vRSnF3r172b9/PzMzM9RqNVKpFP39/axdu5Z169bFLZ8YMZ5jCGtcoKlhqU5MoJSiK+RtYb5n2zapwUG6/D/4judhZzLUatp3I5xvo6d/Wn1TjCA1bCgGOgE4LSxmlNexpRBe0Dp5p4RFq4YkDKLbGk+GIOTQ7YeoxqOA1oKEbfjNlFEngpUV2o8lJwS1JWztO71mYKowSxGd78/N80C5gg38weAgfY7T5uTbZ9nBdFWn480CilaiYNo8nVx9w8LkpT7vNCFV9Fz6bJsZr929uMv/uXt+LpPR0hjDuh6/VVXwKzJVf8Dj9IsvZtEn3KmhoZb1yfM8Zu+7D7m4iLIshONQn54mNTQUEBNj/V+bnNT+QZ5HvVIh57okfMKipER6Hrf/1YdxajUtOK9Uuf1D/x8v/+BfBmTJILpG/qq62nbCU2ocJ4Rgw4YNceUkRoznAH6Z7JPCWWch/DZvtGwubBvLccgsX05uwwZ6/JbQ4q5dWKkU9pHDvsBUm25Zlu37prSLL+v+R0sIhNImcR66fZOO+J64SldQwgtrtLWjgB6htzUtkyl0G6Xqtys6CU3rNIWo0Jz2iQpmzbxI2GK/5tc7HP98SjSrGdNKMaO84A91p0md6GvhKpHZTydS83ilwr8WiwD89/4+VqRTgTuugfGoWep4hjyatoypEtX81zuNQ5vXj4WlpqnwmvWXcFWlqBQl1cxl6vI/GmIYNtwTwEg6Q/eaNfT0D6B8bZRsNAKy0LVyJV69jpPLobq6SAwPkz/nHGpjY+TWrQPf4bZnyxZKO3awuH8/k7t28bMvfRG3ViORyXD+G9/E4KZNdK1Zw+LEBG612io4r1YRPT3kRkaOczdiGMROtzFixOiIX7YUnfMfXMJuoMpf5KTnobJZcps2kchkmL7vPlJ9faAUG845lz0PPci465LIZLjw9b8Js7Pc861vkvAXrJJfpVm3chVutYqdzVKamGBmYZ6qv2oVQ+X/GSmZCS3FJu/GtCu60NoSME/6rWLOTsGAZsEu+K2GBY6fUTTuf2xNh9b7Dica02Ff5hyjVZToMTpViaKk5nC9zicmtQj5xd3dXJTLUfevpeILW6HVo8ZUa1pM3oSFjfbAGUEgLRFsX/AJY/jYwfTXcZQIS01The+PqcLVPJcqkWoMgJQdf4Z96QyZri4S3d0gBHWftCma1Q1hWXiex8yhQ+zftRPvP36Ak0xy+iWX0jsyogkLMPWjH5EZGWHx4EF+9sXQyH61xr1fuJEXvOOdOpDT83BSaUr1GiYUNNHVRba/P66gPAnEhCVGjBjHxS/kdrsEjj74YNDLT+ZyvPyTn6IrkwHL0m6ivb1svfhi+s87n+zAALXJSeYPH2bTtu3svv8+xj0P27ZZtX4DVrlMdX6eiYnxILm3P5lEeZIZzyVvaSv4aPjfnFIMhGzvy6HzM1UC895oVaYtTNGMshLO+mknFgadFuJOiFYmcgjSKGYwAt1mqnHLvadp7W9aSeFzrngen52YpK4Up6fTvKK30HYtnRDVliiaHjUAR1EkQk66c74RXjF07ELoGEYA3GnSxxCm8Hmb6TBDwmalRIbcdU+kXZYEitUKGSGwpqawbRtVreLkckHVBKBRKtGo19m383GSUmmfl0aDx+64na3Pfz7pTBe242gKLARzBw60j+zX69QWF8kJgZ1McuGb38w9N35ep0Kn07zw/e/HSaefMxqVk4GYsMSIEeO4WMpULoqws62ZmFCeF/xRdqtVbv/wh3Hqfi+/XOa717+d3/j0Z/TY59QUux+4H8/zcH76U868+hV0pVLU5+bI2DabTjudxsICiVwOr1ymUioxXl4kSXP6ZaZeZwWCGTQhyArR1soJm7VB+3SLoN0evwetyYh6vYTbG6b1UPH33UkMqmitUiTQlYyoxsboc2b8ezoRqhCZ65GylWAcy9ofoKEUn5ucYsbzGHEc3jw4gH0MXWGnkWEzWpxCt26MCZzR4hiYClMYxdDnGf8+orwldTiF0HtMmGBNKGr+fTdBj9F8KIPwa+HqzpFKGevAAdb29NA7NES6v5/k4GCLfmRhZhopZfPckIx7Hg/feSdOKsX5b3oTK178EsYffYT7v3dry/Hm0BWUlS99Kb3nnIOwLEZe/nJWX3ll4H6bzGaXvO8xOiMmLDFixHjKYHwolJRURkf1575AEWBhchK3Furl+0m2Uw89SG16mt0PPNC06G80eOS7N3Per12DUor6wgKqUiGRSGABC67LkYX5ZkpxaCR2wf+sBkEVZSmzNmgP7zOjwOEF2wQVzinVEqZIZLswEaoDU0rR41dzwvqNAtAtLOpCE6iEsEj7olFz7qZ6EiUHANNS4tGqWTGaDTOhFBauznoeX56eYVetRpcleOfQIF2Rp3tzHUtlMyWERQ4ZEIawCZw5trnGcBXIEJ6wR0xRKRJ+ovZSFadi6PMZKekVqqXVZ/bbKStpIJtlplxuaVEZR+ReoKwkex96kHWbT2NFX58OTwzba5QrWJbtn1szrXtICEq1Gvd+4Qt0Dy/jzo/+DYlGg26fMFf9fKILf+vNVEdHmferKEpKqqOjWEAym40rK78AYsISI0aM4+JEBbhhp89At+J5gfNtursbJ5mk1Gige/kKJ5lElStUpqfxPLc14LBeZ/bRRxCVKq7nIS2LVC6HJyVHjhwOKisTSrUsjqZNkERb0ldobS8YgesCBBbwNX8xhKZvSbQqY9NaHenvIA41x4iSmLDeBfRiXPIDCEEnLxdpH2XGP8eoQ6wb+tjJvyUqXL15ocRPFxcRwG8NDFBIJAJiZqo8ef9nZkhVlEg0lGQ+3NLpMC1lrPw7CZRzkZaZqZBEgyLToesxAt4azUmi6H7DlR1TZZpaXGQo04UnJTO1aguRnA1tv/+JXeTyeZKzs6R9V2WE4PDDDyGlmUhSwbUJIagrhWo0+OFH/hrP161khEXSn2p7yYf/ioTnoTwP6bpNchL6/3EsxGSmM2LCEiNGjOPiRP+AGg+JKGEJi24vePNvc+8XbtS9/FSKC3/rzXSvXElt7Vqs++9nVnq4QrGgFLbjkOrJMzM9w+jUFAqFJSxAW6PX6TwJYxY/s+Cn0IuemeLxaBVwVtGVmOiTezGyYId1HEnAWqJ6Ez0frUEheMLvNGY8GXmf67c+zPmHR7RBj1tPsrQdf1i4+kC1wpdm9DL92t4Cl3Z1saBUQMwK6FBCE6KYRk9ZRaMPwmLZpdo4RrtS6nBfFpTCUc3xdNNGGvC3rwf7Fi0/S6PFMQGJne53NOAyCUxVK6zp6yeXyXCwVCTlE7iWPCilmD98mPTsLLVxXxadSjG6e3fbaHxFKUphcuy6eKHfkznATiQQFU3AAa2NsSyy/nQR6Bbrsf5PxULczogJS4wYMU4Y4STm423nVassTk8zdNFFgaunkpL+xx/nsrddR6VUIr9hA04qxdjjj3Hft76JlF5QTQDY9IIXUi+XOTKll3MByIgl/HQH0hA1eMv7EyumXWEIgBF8ZtELdnQRDj/5G9FnWBi6VIUgej7QJEt0OE54JNq8byHccoqMaGeArO1Q81zmaCdWeX9/CjjQaPCxCa2AuSib5TX5PF2WjRNysp2nuTCb80sqKKJIoEe2F/17Z0hGJ9IQVKA63JdU6OvoePokrYj+LM29KNKqAQpjUSk/4LJ1ekulUri1GipUbVKi6ZgshKCrt5dETw9CCK2NKpdbfk7Cv1d1IVr2g9/Ca9i2FoM7DlsvfwFOKkVi5cqW84s9yH55xIQlRowYbViKlBQfeaQlvXkpRC34z3nlr9O/Zg1KKeZ27MCdn0cqxez0NEpK7vvhf5LwvCB117QBdv/wPxG0VyQ6TeOEFzFBU7Ap0JMpEp0UPK0UWSFwfFrT438u/Cf/paZ3enwTt7xlUZU6JyclLI4q3SpyI9t3WlQNOpEZQ6bCi3pw332yZQS8FaDokxVoJ0w1dNbREdfjholJKkqxPpXidf19zYRrf3uLZoXJwIh2QZMTM5mkaBKW8DEN4RqwLBpSMoPWeqSFxaLSpLJGE8nwfYggscT1QLMNZSpBA2jS2G1ZzEvZnA6iOY10YPRIQF6jrT+AFVu2MHTZZQxeeikA5QMHaFSr7H70kbaf0ys+/glu/eM/olSvg9Li2mQuxzUf/wS1+XkyfX0kMhnyZ5wR2PcbCMuKKye/JGLCEiPGryiOVSmJ5gMZLOzZQ/nw4WPu13Nd7rnx801PikaDB771TS5+7etayuCJ7m6Svb1UFxfw3JB2JdQGmF5CC1GMLLrRjBwFZBAUUTg0Ww1GKKv1IPpz47sCxyYZbSZuQN4f642SFQNDMsxkTS9aP9GJlBjthyE/ZknVz/H6Gib9dksVWvQuUR1JFViUkhumpphwXQZsm7cODtArBIu0koFBv5oy71vr9/mJ1dHJKaMjqfjvC5M0I7IN627mlEIIxWJkVLqAbp2YczDTVwadHH/7aHcOHpcy0KLMR4hTOBjSwYRlyo6tv8M7dpBJpQMr/dqU9qc57aUvY+f3vxf8PliJBLMPP8yFb/ot7vniTYwbi/33/AlesYgtJfXxcRqWhbBt+s49t8OVxPhlEBOWGDF+RXGsUeWlqihKStLLlh1zv4vT0+2eFI0GyVWr6OrtpXLkSEs+i/Q8nO99Tz+1ItvaANB5wie86BYipXsBJCyLgpQUQ82hBkvn84St+IGWNkUnYuCi20jH2qbXiFj9azELbJL2qZ+w9sPsa9qvdIQngcKL8bFs+b81W+TxapWkELxlaJBu22aB1twic2/zlhUY7hkiFyUHRkdiYN6vJ3Q0zMc8raQkHNRYRld/DLkMEy0j/oXWiSKjN4r+Hhh/nW70z6vTdJIewRb0hTxrovftifvvI51I4DgOSika9TqZ7u7gnArAvOvyk89/jote81ouv+7t1MtlCps2YScSAYk32UKL+/bFhOVpQExYYsSI0YZoPtCTQbZeJ9HVRalSBd/YK9HVxfAFF2A5DnYigZ1MBtb8wrK4/L3v446/+jDj9eawsZdMQr0etEHMYrNi3Tp60hlmi7OMHT0KtC9kA+gFsstfGAvohW2MdlGrmYwxi22YqISnZ5aaAjIjwKa1ZEaYoSlijU7U1KBl8YdW7YfJEMr7VSa3wz5ar1sFLZsc8IOFBW6b16qYN/T3szKZ7DgKbGz0w+Rvum3f7QQyjGiIY5RUQatYuU6reNeQjGggZKHDPe9UATM/m7LnLjndtagki6oZ/tip9bfjvp+z4owzOPLoDjy3EYw4N/x70gNUGw1UIkHX8uVkLYvs2rVYjkN27dq2+yLd5tU8mamfeEJoacSEJUaMX1H8MllBx8PLP/UpbnnHOxgvl0nmclz9yU/Rf955enrIHw3NrltH/owzEJZFz5YtDJ9xBgsTE5Qeeojy2FFW//pv8O3feRfVai14Im8IwYpzzkUuLJAZGYFqjbHZmZZRYyOwVdLD/OlfoOnpERW1htsY0WpLI/KeTlNAxrtlQilQrX6wtci2ZvFdLiyqSlcODCmy0fb78zTbT+b8O7XFoHXE2mhLHq5W+edpXZO4Jp/nRblsx9FrN7TvMJL+eRRpJQcNmgnaBlESpJZ4PWyK1+fvW9KeqRQ+l6iTLejqlyUspGoKdc3PJnznw0QO/35aQrCstx93YYHJeq3NQbfkeRx88EFS6ImjCc9rG023EwlS+TxzfnWyOj5OdtUqOqF88GDweffGjR236YRY57I0Tiphqdfr/OxnP2N0dJShoSHOOussent7T+YpxIgRw8fT+SS3+tLLeN2X/ilw9TRTQsKyKJx9Ngv79rF44ADCtgNTrcqRI6hKhcr+/dTHx5n+6U+RnkcVFbQrLCEoHz5MfXqa+dkZJvwcGID+RBIrkWCyrJ+zBZoESFqf3MNP6eEMIdBVEmg1lTNeJdEn+2BRPMaocnhbFfZ5Uc2F2JybR6tZnUkabjteqJpioPDFsa7LDZNTeMC5XRle31sg46dXR0lX3r8XYTGsufZoOKED9PmkAzprSqpSLlmRchBkhdaPhMfJO2Uqhc8jOj00CRCKAzCalTD5cGm2DC0hGEplSACpoUFkKs347EzLPo2Drpn4yR3Dgff0K67EsiwafqZV2GPoWFhKLxZXU54cThpheeyxx7jmmmvY59t1G6xevZpt27a1/FuxYsXJOq0YMWIcA0rKQOtiqiEnCjuZpHvZMpxU6vgb+5h9+GFqY2PIapX50VFko9H6VC0lC0ePoioVxotFkoHBmGKmUYdGvWMSMjQ1EWEiUI4cf0IpRMSEbpHOiLZS2hdpgpZOdAonrFMJExxJM8PInGPaP/cS7dWUBJp4lIAFKfnsxCQLUrIikeAN/f3MK4UltPA4XI0x50DoGNFzib4WbuM4vl4oSoJydPZfGQ2RjIJ/3+u0j2N3Op8aTYFv9JzmaYWHbgcKBHYiQcJxwPOQySQikeTg7idIqtYqWrQas6AUtj9AHlj7+waHQ5s2tRwvs3w52RNpny4x0vx0VjmfizhphOXd7343e/fuZd26dVxxxRUUi0Ueeugh9uzZw4EDB/jmN78ZzKkPDAwwbgx8YsSI8axH+AlTSUlu3ToAerZsCSosSkrGf/xjpJQ4vb30n3MO1vduZbLRCJ6qBZCwbeq27S/uou0Jfamn9hogpRa2TuN7saCf2o9nSZ9EC2ijEzNhkahZ+Ir+tfYCGWExHWkTGSxVnTD5R23beS4lmtUUaOorMkrxT9PTHG406LYsrhsaJGtZLaTKaEQStFdQbP9cjxUcmAB6/SrLpGp1/TUwouLo6y2tFZpakuj55dDtojbBb+R146MSJTA5TFVGQaNOFkWl0UDWa7Aw33Zd47LVa2fZmrVMHj7MhOdiWRZ1BOPSw04kOPsVr9CuzKoZNWH5FcKlcDzvlbjC8uRw0gjLPffcw+rVq3nkkUfI+OVhgIWFBR588EHuv/9+7r//fu677z4ee+yxk3VaMWLEOAmITiQJX9A4v3NnQFbMZFJ9dpZGscjEnXeCbDWJqwmB22iA1GF2nQPv2p/aTQtlMlRxqdNc+KN6lOg+CqLVedUQlrawv9AxJ4GCv7B7tOtjwsew0O2NGVrzj8LXE23dGCjgX0slHixXcIC3Dg6yPpGgpJqakEEEliW0+Zn/Wvi+LgKO5wYjy53uY68QdFl2MIkVzQ4KTwJFESUanQTEHu06IyP4LUdeDxvchUnVnH9dxgRvsdEgjaBHNCtEnQTaJcC1bEY2bmR4ZIRGvU66t5d0Xx/1apXuVavoXrOG7k2bWoI9s+vXH7MllPedn2M8NThphKWrq4vnP//5LWQFIJfLcckll3DJJZcEr7nuUq4GMWLEeK7AVF0W9uzRi8ChQzRmZ/EqFRCC4mOPIT2v7Ym4Pj1NQggGLYtJ2ayiFIRg0bRfIi2G6AJpRKBF//tmEZtVnf1YwmZrAt2KCNvXG0RHasPfi15H+Bjm3KE58lzyp4OW8oYxraBHFsvcWtJOJv+9v4/16RTV0Ig0wBQKJ6IRiS72ZlvjSNtWPVEK5Vd5wjAVG0NWOrWXjIZndgmiYY5rtDvRYxuSFX29EzmNugKnBYEmJTpxBppY2rbNpm3bcRwHUSiQApxCga6hIezpae3R4vurIERAuJeqoJjKSVxBeWpx0gjLFVdcwYEDB05oW8eJh5dixHguIdyrN0SlZMzplNJJtn4b2EqnkdWqTs8VIlRFUViA7ThIIXCUZLje4CiKIf/pH+m1kATz9H8sESi0LoTR/JgEnUlDj78wHq+dZFoxnRZXQw7MORuBb3Tk2SBMBuaAQ/U6X/Aza17R08Pzcrnm9XB8IXD4fMKTPObrhLBoKMmEUjRoF8FCMyhyqXsdnE/ESbc34jhr3tdntcccGJFv9JyWcgWOTveYVOiqUsHEmWtZnH/NK6lOT5MdHqb//PMRlhWQjK7Vq6kePkxuzRqy69bp14Vo/oPWz0OItSlPD04a/Xvf+97Hfffdx+23336yDhkjRoxTBGYhEJbF3GOPUdqxg4V9+1jYtw8FlI8epTozQ31uDpFM4gqBlUiwbHCQuvArKygGE0lqUnJ4cYEj9TpH/abHnIKyT1bCEt+CEH7rSFIJOeMeVc0MItBtAYO8ZZEWFt3+QtSzxDUZu3+z0BZMsF3kWKZebBbXcGsn/PmQEAzaDkORBTCNHrM155YRll6MPY/PTkxSV4pzMxmuKeTbzjG8PWhSMWxZgf7EVHoKPuHLhyoCc0rhooLJIBORMGxZpDvcj4IQQdiivv7WdOnwexvoFk1YSxO9b3awvQgmi6LnlPDvjbH6N/X76HUbomXEw3Vg1Vln4aTTpLNZ7EQCy7bp2bQJy3H0v0QCLCuorAjbDkbyDczXbf9CxCfGU4eTVso466yz+MxnPsPrXvc6PvnJT/Ka17zmZB06RowYJwHhiaKeLVtaXm/ZTikWdu9uCVKUrkt5dJS5qSlGx8eQvm/GYD7PSieB53lYSuG5Lkcb9bYnrfDocw5NBAS+e2yH1OFoi2ieZnXD5OgYOhN2szUo0NRbFKUM0qX1uTSncfqFheuPMJv9dcodgmbbaU61t25SiJbR5CnP47OTk8x6HkOOw7UD/dR9cha+21EhcB58cqWYVooc2qOmqlQLWQhfBzTHh6PVk7BuZU4pneETun4zzUSH94aFzFXaq1j9vm6oJrzgZxutqDSghXhKCEhTWAOzDMFRNJk1DsNHHnuMdZdephPBBwaCVo8xTVRSglLkNm4kv3VrS+K4qaqEX4/x9OOk+7Bks1n+23/7b2zdupVf//Vf54ILLuC8885jZSTZMkaMGKcGvHqd8swM2Y0bAz+VE4FSioU9e5jbtYvujRubf9iVQikFQlA+cgSA6sQE7uIio+NjwdhpSSomi0VWWjYuejLFLGdhEWu03WEIhrGMr6r29kqnVGZT7Qjb93cyPgMdejjom5eFXWvDvi5JwEYxfYxzDaNTewOa1vlmNLnieXxleob9tTpZy+J3hwbp8u+tpNk+WUqv0ZBeoJdZ8F8/VoYSNN1oo22ksMg27NQLzWmmAprEHEvI3OnYc4qgxWfaauFIgzqwUliU0eRrZHCIsalJVAcd04JPF417rqMk4/U6djZLMpkks3Jl4LrcgiUqJqbKEldSTi5OGmH56Ec/ynvf+179hwp49NFHefTRR4MffH9/P+eddx7bt29n+/btcQUmRoxfAscKNnwyOHjXndzyjnfQ8B1rX/7JT7EqJJCPHlOFyEF+61bAF9Uq1ZymEIJu38+iMjoKgDc3B8kEssWRVQtqXSGY9LzAc8X4qCyVo9NJDGte7xGi4xQQNIMJ6bDvhLDIi2aVZly1Hs+QkbCvS43mZEqncw2PRENzrHeezkZ3xgjvP+bn+eniIgL448FBNiSTLVUG0z6pKkU/zbFtU2ky9+VESFT4WsLn0unaw/swlZ6otmgpITNoF9sSmhwNAtMoJvzL8miKe821JoC6gEUJlmWR7utFTE8Fv4M2uqK0SNOvRZv8NX1VUt3dNKanya1f31ItMaP2S/mnxHhmcNIIyz/+4z8C8KEPfYhrrrmGUqnEAw88wH333cd9993Hjh07+N73vsf3vvc9hBB43lIDcjFixDgejhVseKLw6nVuecc7sCtVbV1eLvPd69/O6770T0GybRhKShb27vW/8J/g9+7Vn4cJC037cUOsUkND2Lkcu594olVkKwT4WpEeAQ6CPDBFZxErNMlBUnotZmeB1qTD4glNskKHfTeUDCZcoOmi67I0cWKJ/QmaAtUwGpFzCKNfCGwEd5QX+eZsEYDX9BYYSKdayIpBguakD7RPzoTvR9RnxSRLO2iiEN27aZ112ke3f10tic1KtlS5TLWk0xi4oQcJYbFSCFzgqPRQaEfaFIJFX3/kYtxsLdaceRYHHnmEpFQtLsEzoX1uftGL2HPbbYx7vq/Kr11DfXqa2uRkMFJvCEvYHl/5ovDg6xAxP5EHg7gC89ThpBGW8fFxrrjiCt73vvcFr4VHmev1Og8//DA///nPeeCBB07WacWIEWMJlGdmaJTLTetyJRkvlynPzNAdSWwO9Cj+H3IT/KaMhbn/h9189Op1ig8/zMLevWTXrmXk5S/HKxRQX/9XrUfxR3AH+gdxKhXE4kJbVk94wctA4CEStcEn9DpW5xYRtFriRxfTibaqhKJK09ej0/HC9vnhKsmQv4BFJ2EKQlDxyYINDIQ1NkpxuFHnxskpFHBpLstl3d0kaSYahyscZnFfkB4ztE/OVGl3mW2gW1uGbHRylgVanH+jxG6eJkGwaTWGKwhBVdHiPmwQ1paY41tCkLQsBm2biUadkpT0CMG80mLetatWYwlBKpejWK0ipRfofTqd+6oLLqRbWFSmpxl63vPoXruW6tiY9nk5ckS3fyIVljAB79QSmjsBz7A4G+ipw0kjLOvXr6e/v3/J7yeTSc477zzOO++8k3VKMWI8Z/FUjFVmN24kmctRKpdB6THaZC7HsksvbbPbLz7ySMuI5+L+/QCBRkX5i0z5yBGUUhz8+tdZ3L8fpRROTw9Odzf3/Ns3UFK2LF4zM9NknAQKXZUwuowasALBPIoStBieRUdoW173SUO0HQNLj9Wm0ISoCC3tKkOqoscr+Num0KnL00oxiK4KmbqUWeBNXEBJyhajNw/N/Uzyc9GTfHpikopSbE2neefAgBbNRnQgphVjdC/hFlUn3Y65zm7/HkY9Vo5XPQoTO1OhMePgWWAutG1KCFKCwDcnha7G9KN1R+FKkZNK6d+lRIJsIsGw5zFRnA2IoxACz7ZJJ5NIIRjdtTO4r1khOoZFzh86hLewgO152MkkluPQtXIlwrLoWrWqOboc45TFSSMsb3jDG/iHf/gH6vU6yQ7l5BgxYjx1eCr+8CYyGV7+yU/x3evf3kxd/vSnOwpvxRJ+FNWJCUBXGmoTE9RnZvA8j8bcHLXJSWRNP283XBfpV2MK/lMyymNaSubr+pm7Dkz5Uz9VpdoW2PBUStL/GJ0G6gNylk0N1VbhmPUrJdEpnbAgN1pR6IHAXdUcx5xTjxCk/eDBeXSuUNEXwZo7VbBazeTCmPB1Mp5S3Dg1xaTr0mfb/MHQYFM0qxSOksyYaStz3zlGWKN//AGabRij8TDJxZ3ceKGVYFVptnfw78FkiHTN0UoyJ/zJINDaFiG08+4UrRh29IgxjgNC4ClFV3c3lIqkfY1TSUoOHzzAmeedTy1UwZlTKiCP4Rwg23FIdXej8nmEZZFdtYrchg2A/r+S27ChbeInngY69XDSCMsf/dEf8Y1vfIN3v/vdfPKTnzxuxkKMGDGeeay65JKOqctR9GzZgpISt1qlPDPD0EUX4aRSLPpmkemhIVSjQbJQoLRzJ5hF26+82L6Hh6J9rLhIa8vAtF6maW/TmHZDF+2ZNFUpWQASqI5maXWarR8zxgtN91oj5A3caWkSpqiLLf6+Cshm8GCICIVzg8Jjx9E2RgK4ZbbIzmqVpBBcNzRINfS3M1wlOZ6ItpNmBFpJXQ1IIShYVpsbL7QSrKpsZvwQul/Gtbfh39NJf3zaJEMn0ATXXLMhSSWpjfdsz0NWq9Qch8laVY8qz86gWgTZ+rrLpRI9flhu2BSuDjRsi3HPw0kmOecVv0Z+1SpUsYgF5Navp3DWWQjLovecc5YkI/E00KmFk0ZYtm7dyqpVq7jhhhvYuXMnf/7nf84LX/jCmLjEiHGKISowtBIJcsPD2IlER5GhkpLiI49w9IEHuOPDH8Kt13FSKS74rTfjHTyIUorSzp26AlIoUB0fx6tU8PzqivTHnIdy3YwvzLeMFRv3WDMd0umvRaewwzKdx3DrtGoqTDZOVUr6ffLSoDUFONxeCAt5F/3v6eO0ZhoF1v8dSIrtf1S0k4gowbpnfoFb5vXZvHGgn7XJJD0hrUeBJmE4EfGvEfumabaroiRgUcmggpOmdVR5Rkr6QvfT6FlaHHh9cW94Wit8P41YNvy1Of9xKRlVEuFJ8FxSoTTuTrobO53GSSZZffY5HHzowYAUrtx8GsvXrkWmUww/7yISmQzSdQPisbhvH33btsUk5FmGk0ZY9uzZwx5fiX377bfz4he/mEKhwLZt24JR5u3bt7N58+aTdUoxYsTogPCE0VLCwzBxWdizh7l9+7jj05/CaTTotyxK9Tr33Ph5zjzvfP1Q4vuuuFIiMhltu59M4pZKKKWQjQaZZJKhVJqJWjVYRCXa66RTWF5wvh1Er52yZwr+Qm8WyIpSWJ7bbIf431sqCweLlnaR0cBY4LeY/BFmaCFCBTSpMMc91vxj+Fr2VKt8cUYPKf+3QoHndXVRAzIKHH9xL0bee6z2Deix6Rk6m9GZ9xktickqit6PMNnoZApnvh+NLoi2kcI/02i7yFRJwmncValaKkqWZZEbGkIIwcotW8inUrhCMHDOOaRSKerFIqmhIfJbtmA5DkpKhG1TGR2NicqzFCeNsMzMzPDAAw8EqcwPPPAAjz/+OD/84Q/54Q9/GFRastks27Ztiy38Y8Q4hRGQGLSQtr64iFuv028WLiTjjQZ2b6+euKhUkIuLuMUijZmZQIRLvQ5KYVsWSilSjgO1UKvEP0Ynl9QWUhLRnQwJgYdgOuSXkkTgoRdQGz+zJ/SesSWOFRwjtFAfM6MHEKHkY3MNxyJd4WpEVSlmXJfPTU7hARdlu/jN3l6qvu7mMAo7EmTY6Ryj7RtoerREzejCwtk0usLUqd11ImPbBtHoAvP+pUiO+VkIISigW2ph3xTLtgOdk2VZnH7Z5RROOw1hWaSGhxFCkB0Zof/5zwdg+ic/IbN8OYUzzwwIC/ialXXrOl5HjFMbJ42wFAoFXvjCF/LCF74weK1Wq/Hwww+3EJmHHnqIu+6662SdVowYvxII2+bnzzhjySdMJWW7rb5PBnq2bGlWWEI+Sdk1a/DqdRJf/Qqlag3QwlM7meSh//wP3Hody7JYvWYNXV1ZVL2OW6sFmhXluvqBxdIZNwVf9LlUKq+FrpZMqKa1fJRAzCqdORN+fVJJFPrJf/IY5mlL+bv0C0FCKcZoX4TbUpo73NtjLfx5y/Jvs6ImJZ+ZmGRBSlYmE/xmXx9VX3djPFzM4h49f3M/jnUd0DoxFRbONmifngq3gcKj2scaA4cmoYyeh9lH9PVBNFEy1Rbhi6sNGV2+dh2FVArlOOQ3bCATGq3P+iPKWM3Mqq6VK8muW4flOM1xZSNBiCssz0o8o7HIqVSK888/n/PPPz94TSnFrl27nsGzihHjVxdRwzklJfN79lAZHWVh796mfXk4AM62cTIZLvuTP+WOv/5rxmtVnHQaoRSOX3UpKcWhgwc569LLkF1dePv3o9B+LEIIsG2E44DrUkim6HZdaq6L51vbR1s7pjVjFucTfYoH/eSvlnifmfrpbBWvgv1GF9tOY7SgKz3GiO1YBKLoa3WSSvFP0zOMNhp0WxbXDQ6i/PZPJw+XTqJig2jlpC9CzLQZHQF5C+NYbSCD6Bh4Aa0dMhqZHiGYUaqFHBkdj4lNCPREQNZ2sJQMqi1CtWb/jO3dQ9fwMhLd3VTHxqhPTJDo6dHEZnqa8v795NavZ2HPHoRlUTl6FCUlvWef3XbuMZ6deEYIi+d5zM/Pk8/n20S3QghOO+20Z+K0YsR4zsFUVow1vjHEWqraoiKLV/hr5YtjjR4liu6eHl7w9rdTW1gg0d/Pf/3tR1tbRJ5HvV7H8X0yZL0OrovyR1epVKDRACmxlaLLtpnx2mMCi0oFVRajW4mSATPW3IkkRBOCw6O+4RZRGGE9R3RaqNO+DBwEGaEN2TpVIQRGA6Pxg7k57imXcYC3DQ3S6zT/RCcAVzVDFpc6piEbZjQZCMz/lGhWLEwej2mvhX1jfhH33h7LxvZdaM37676rsEHWv3d5IcgKK3CtLQMp36ZfAMsSSY426q3ZP1KSWLaMVDqNk8tpDcvmzS1rSHp4+CnTpwjLik3fTjGcVMKye/du/vAP/5Af/OAHNBoNLMvijDPO4Oqrr+btb387a9euPZmnEyNGjCiiT9uGoET/LfHe+syMttIvl7Edh5LnAU2b/droKK6UuI0GjXpdCyEtC8eysDwPKSWeUthKUZGyxXjMkIawt4dB+GkddAow6PZCp+qAQZREGDJjTNDMyHNUzxG1/Q9XZqzQuVaUbg+l0aPWRkPSFMQ2R7HvXyzz9aI+0hv6+1jnm/OZqkQ4R2ep8w+fY7iqVJKSWkSYbMhMLkRSOglxo22opY49pySVEIE04uFwtaYYIktOKOE6PL01MjhET28v47tDMQ1KZ//0bt6MZVmkhoawLIvByy5rutLu2YOVSJBdsyZIXs7GWpXnFE5aI2///v1cfPHF3HzzzdTrdfr7+0mn0zz00EP89V//NVu2bOFjH/vYyTqdpwzf+ta3eO1rX8uaNWtIp9MMDQ1x8cUX8zd/8zeUSlHfyKcGt912G29605tYv349mUyGvr4+tm/fzgc+8AGOHj36pPZVKpX4m7/5Gy6++GKGhoZIp9OsWbOG1772tXz7299+Ws4/xqkJMxFkBLVGC2BaQGZRmH/iCbx6Hem6Lf8yq1aR7O1FNhrUJyZYs3ETdd8crC5g+bIRUv39VIXgYHGW0UqZo7Uqo5Uyh+ZKFBt1DrsNjnguh6THlK9BGbYs0mhC4ND0S6mj/VKgqauw/Y8lqfNeEqHrC+8L/73miS2JbpGYSZVef+Q5H3laL0lJRckWshSuzCTR5MX8zzfZQD1CIEJD2YYY5S1dbTpcq/PlaZ0zfWVPN9tzOUD/ge5a4vxBE59+IQj7DptzDFddqjTt+Yctq2X7ef9aZqVkXnrY/vamNTNkWeT9Kkb0/Ul02yvt77/mn3OV9uDH8L2s0Sq0DUMIQSqfZ91ZZ2kvFSlxEwnOfPnV2lBOKTIjI2R8/xUAy7bp3rhRm8FFfmYmNsIYwRmTOPO9GM8eCBWtAT9NeOMb38iXv/xl3v3ud/PBD36Qnp4eAA4ePMg///M/85GPfISZmRn+/M//nL/4i784Gaf0S2F+fp7Xv/71fOc731lym5UrV/K1r32N5/uq9V8Wruvyjne8g8997nNLbtPb28uNN97Ir//6rx93f3fddRfXXnstR3z79E545StfyVe+8hWy2eyTPt+5uTny+TylUin4ecc4uZCuy5F//3dACxMtx6Fny5YgAyXcEjJ+KtB09lRSUnrkERb27Qt8LCqjo3rKJ1SKN+2i2vg4C/v2oZTCnZ+nXi5TXVjAdl3sRAJ6etiz+wkUnQWvUf+VYX+xq6jWSkmSpjkcaNIwKCyE6Ky3YIl9hQ3iwgifWw1NiMKhf2EkoMXoLvr+6hKv1/zrmPQ8/s/RMWY8j63pNG8fGiQjRNtIcqfzj75mbO6XwnCo8nQif/ijdvvmePPSY1qptuOb9pJuAi59L3ppGgJ2uk8rl43Q3deHrNXAcciuWEF6aIiq7+uTXrWKRrVK9+rVOIkEXT556d68OSDWldFRMsuX071x4zHbRHHb5+TgqVgPThphWbZsGQMDAzzi/0GMYmJigpe97GU8/PDD3HXXXVx00UUn47R+Ibiuy9VXX80PfvADAIaHh7nuuuvYunUrMzMzfPWrX+Xuu+8G9HTUXXfdxRlPQbbLW97yFm688UYA8vk8b33rW9m+fTuLi4t8+9vf5uabbwZ0LtOtt97KFVdcseS+Hn74YS699FLm5nTR/dJLL+Xaa6+lr6+PHTt2cMMNNzA+Pg7AVVddxXe+8x1s215yf50QE5ZnHk+GsIS3XXHNNcEoaPGRR1jYs4eFgwebNQLfWt2gOj6OUorG7CzV2VncxUW8SiVwv1ULC+A4eOk0+48cBo69AJf9lkunULxwDlD4+3X/e6Z6EV0ow74khoQQ2o/092vaTWbBDROV6PmY1k8U0Wuz0f4r0dcbSvHx8XH21+oMOQ5/NLKMjGUx5Fd4wvfmWARvKXfbMMIp0YYoGJ1LKvJ6p/2JDu8LH78ODPjTWwbRe2n5931EWIwq2U64fJfcumWx5dxtWH6IZmp4mGRfH5WDB5krFdm/axeeT4K3Xn45I+ecC0DXqlUoKSkfPkxtcpLebduaQvFO90SImLCcJDwV68FJ07CUSqVjLqBDQ0N8/etf5/TTT+cTn/jEKU1YbrjhhoCsbN26lR/+8IcMDw8H3/+d3/kd/viP/5i/+7u/o1gscv311//So9q33HJLQFZGRka4/fbb2bRpU/D9t7/97Xz84x/n3e9+N/V6nbe+9a08/vjjS+Y2XXfddQFZ+eM//mM++tGPtnz/d3/3d7nyyivZsWMHt956K5///Oe57rrrfqlriPHsg3laLR8+TGbZMizHIbd+fTDibErqpUcfRUnJ4v79ePU6ldFRapOTeK7L4oEDVA4dIj0wQNe553Lgq1/R7rcdBKMlqVCiKdSsoQWrBt3QMgkTdsBVtApqlwr7MzSrExkCbSg34E+4uLRWVaIi0Jxlk5AeUzQnYyY6XJsZAg+/rpTia9Mz7K/VyVhCV1ZMBUQpCtILNCHQrhmJeqgE101nw7dw68rcG1coakq16FjC98wQiCrt6cupDsefjWpsVKtdvkSnUJNMYVUrLQ7BAsgKC0eooA2UGxgAoGvTpmAaaP8995CQnk6zdj0eu+su1rzkpS1OzJnlywGapoVLPJfnzzyz4+sxTk2cNA3LyMjIMVsPoBOdL7vsMu68886TdFZPHp7n8cEPfjD4+ktf+lILWTH4yEc+wrnnngvA3Xffzfe+971f6rh//ud/Hnz+iU98ooWsGPze7/0e11xzDQD79u0LCE4UN998Mz/96U8BOPfcc/nrv/7rtm2Gh4f54he/GHz9gQ98ABn3e2P4mNuxg7kdOyjt2MHc44+3JDULy0LYNvXZWRqlEvWFBRqey9zCPD//2v8LJo+MTsIspn25bmqoQJ8C7boN077J+R9TtGoqwrNLUS2H0bM4NMnNdOhYBjU0YXDRFQlTWRAd9jnrkxXQJKDLsikI0XJt5lmyIEQgLq0C/zU/zz2Li1jA/xwaYnUiERwLmpoQgzzNtGdodcy1aWpJjFA5qh0J/+8112FErws+6QtfnyEQ5v3RtpepzIQ1NGZk2cBoWVz/+gGmpGS0WtGBmKJ5P/Sos9ICbcuCUonqvn1U9+2jsmsXlV27qE1P43kueT+lOi/ArdWwCgW6N25s+ZddtUpXAkNarE7/Yjx7cNIqLC960Yu48cYbeeSRRzjzGKx2YGCAH/3oRyfrtJ40br/9dsbGtCfmC17wArZv395xO9u2efe7381b3vIWAL761a/yspe97Bc65t69e/nZz34GwLp163jVq1615LZ/+Id/yL/7Zf2vfvWrXH/99W3bfO1rXws+//3f//0lWz3nnXcel19+OXfccQejo6PccccdLcZ/MZ6bMLoVYdt0n3YaSKn/AeVDh1BSantzIQIti1KK6sQEjZkZ7HyeRrHIwr59LCwucGRsDKkUTE+TQD9hm5bCsnSmmfRc19QhjSAraHniN+O4feiKx1L+KwrIABVazdHCbZ1wOylcgQgHIRLaVqErK9A6deSgfUeM8ZqpnoRdd4f8xOZ56bVUGx6oVPjWbBGAN/X18byubNAWyQkRVJXCVZJ5Wlsu0fOf9MeFm2nFncas9bmGKyPhykvUu6UWMqwz7bYCTe1QtOIEOpV62hc8m+Ts8FRXy4SUUizv7mGxUqHkNoJ9DBX6sHyhN5alM5uEINPfj51IUHJdtAMuOKkUmUIhMDw0lT9jRhgnLT93cNJ+ir//+7+P4zi86lWv4oknnui4jZSSBx54gEKhcLJO60nj1ltvDT6/+uqrj7lt+Pu33HLLU3LMq6666piBkZdddhk5f8LgzjvvZGFhoW2bZ+IaYpxa8Op15sfGcGtLOY80UT5yhOrEBOXRUSoTE5QPHaIyPk5lfBwpJa7rsjg6SmVyEtfzcF0Xz/PwPI8jY2MkVbNKojNkREAAGrbFWKXM0fIiR+t6wDct9JO9eeIvhkaIZ2mtMnSaiKnQih6aTq5hRCsQCWHRs8Q0jEkWDh/bDX3Ui3uzWmAwp/TYsmnfTCjFoUaDL0xOoYCLc1kuzmVbqhphn5XwOUpoGUs2Y8hZ/5wTke+Hz8f8xTDnbAP9aPJg3tEPjCDo979uhN4fbrcVQ9fX6f6b8zdVlYZ/3eY3rRBck56QEkox7zZaqjVTxVlcz0MCyf5+nN5enN5eUoODnPVr19BwHL9t5HD2Ndcwe++9jN58M6M338zcY48x99hjLOzbhzhOhSXGswsn7Sd25pln8vd///fs3buXc889l3e+8538/Oc/p9HQzzv79+/nbW97G7t37+aqq646Waf1pPHwww8Hn19wwQXH3HZ4eJhVq1YBWlQ8OTl5zO2fimM6jsO2bdsATQAf88WVBuPj48F5rF69mqGhoWPuL3y8pQTTMU4uwmOaJ/IPAF8zoZTi0F138S9vfAPfvO5tfP6C8zl4553Btl6jweL0NG6tpreXEul51GZmdOvHPPkPDJAeGCC7fDkW4JZKeAsLuPPzVA4coDo6Sr1SQSoVBNjl/SflRSUDAjC9uBhMDBlSU1SKivSCNOPwIqxoneqJjsc66MU5vL8SnQ3hoottQzV9QqJk5lhjuKAnaVZZdrDYG5jWkGmVpKXkholJqkqxIZXi2r4+av7otyEG4WNEz7EODPoD0jNScsif1oHm+DNoYtXrf67bTKKlteYBthDkQg8/C0BdtGqEovuNtujCrS+DGtCPvh8Fy2YFTULV2nbSBoB2VxcSTWS6LZuCZSGlRKTTCNvWbR3/venBQfpXr+Z5r34Nl/z2b/Oyv/gAqy66mMzISOff+xjPKZxU47h3vvOddHd387u/+7t8+tOf5jOf+Qygg6yk/wd1eHiYv/zLvzyZp/WksHPnzuDzdSdgSrRu3ToOHToUvHdwcPCkHNPogHbu3NlCOn6RfXV6b4xnDlH7/CjCg3/SdSkfPoySkkatRqVU4o7/+zGcWl1btS+W+e71b+e1X/wS4488wh0f/hBuvY6TSvG8t7yV1X6bRnoe9bk5UIpkX59eSPCzgIQg2dsLStGYm8Mtl5HVKo5tYwlBSSokbvBkHjU/g/bWjqH2fWiztaiA1Bi1JWkVzrpL7K8ToiLc8HRL1Dgtesadsov6hAraTibTx5wnaPHw/52cYsJ1GbBt3jU4GFRLw20TM8EUrtoYOMAUOlqgETmPIk3UaZrU6dgA0XI/ROR6zbFMK8pMNSXQbS/T3skKQQpB3rKC+9ppxNyxBFYiAUqhbBvqtaC9ZtpOlhAs6xugZ/VqrKnJFpM420mw7OKLkcUiWBapwUEsS+cDKf+92VWryK5b114p8VuMuQ0biPHcwkm35n/DG97AVVddxWc/+1luvvlmHn74Yebn5xkeHubqq6/mAx/4ACtXrjzZp3XCKBaLwecDvoL9WOjvbz5zhd/7TB3z6Tz/Wq1GLdRiMFNIMU4MJ/pUeLzt5nfvDj6XrktlbIzZ0VEev/suXJ+A5IQgI2xAMl4uM/aTn3Dnx/8Bp9HQ2T/1Oj/93GfpHh7WuS3Foh5bLhYpj43pJ14hdCVGSuzubuTEBNJ1SQ4MaOICLF++gsNHDrc8gZsn/rwlggW/GNFbdKEXyqhWpeZrWeZoai/MIlsQgoo6fm5PeLs+dMWmgW5HZIXFnF9piRKdHHqxdWknRKZ9YmDOe47m9NCnZmbYWa2SEoL/tWwZyxJO8J5ev73jIQMNSp//mrGvxz92mqUt9MNBhtDUm3TKPoreC3OeZqIHdMsoHIg4rRQzymtZOApCMBVxtJ2UkpVoQzfbsrDqNRLo37t5pWgIwaZNm0nn8yTyedZuPo39u3YyLiVOMsk5r/g18uvW6UBD9NRPtz8ppKTUZAidY9WptSNsOx5Xfg7iGckSGhgY4L3vfS/vfe97n4nD/1IIa0LS6fQxttTIZDLB5/PznSyqTu4xn87z/6u/+iv+9//+38fdZ4zOOF7lJMAxNEwGhtSYNs9jd91JwnU1GZHaMj0pPe0em0xS8fUsLdk/9TrFPXvwZmdbzOIai4t4tRpCCCz/d8gtl/H8361aKsmRQ4e00NZH1BAu+sQfrnbYaLICrYm/nazeDRHqQ2fZpHzxZ1hwayZvzGIcbjHN0MS8UtghwoB/LhK9wIdbJVECkEATmlnaqy/dwF0Li9w2r/fwloF+liUTLWRqRsq2KZySlOQti8VIRWopC30LXdEJX1PR/7hUEOKcfz9BZyRNhTxT8K/5eB4ts/57opEAXqOBZdtYiQQDqRSTtRrTSkc0rOjrRy4u4iYSCMuiO5/n9C1bsQsFupYtw2s08Fy3+bvuV02Uf49yfuU3nCAe47mPZzStOcaTx7EEt0/Hvp7M8d73vvfxP//n/wy+npubCzQ8MZ46HO9nIoSg4kc0SClZODqK12jQLwxJkFSlHh+2HYctl1yK628fXYirhw7hzszQWFzE9TzsZJKGENhSYvvTGLJWw6vXUbUaUimOTIyTVHqBi2bwKKHafEpM9s4sMAyM0ZwkMdNEVZrTN53aPfOAI70Wy/wkmixM03kxjsJY/gNBG8i0RaJJx1H/kQJgCQuUbDu/e6tVPjmlh59fkc+zpasrqKz0+cfo5JvSyWPF/IzyltXRh2Umsq2ZqgrrYvoixMKQw6XI4FIeLQbtCda+NgVASirVClNST3AJYCCbIykl7uIi0k/rtrq6EJZFrVplx7e+iee6ON+7lQve9FsMbtoESrHoR0aY/CnQ7c+lCEu4whKTmucGTjphUUpRKpVO6UmgYyGXyzE7qxNCqtVqMJGzFCqV5sxCd3f3MbY89jE77e8XOeaT3Ve5XA4+P975p1IpUqnUMbeJ0Ypwe8eMZf6y+3Kr1WD6Z2LnTh798Y/1574ZWRWwEwnOvvJF5FaupGvlSoq7dgHtug43kWChWuVgcbalYmJZFqs3bKRnZIRGqQTlMnJhAa/RQPoOtWEH2Bkp6Vki7K6H5mTPuP8xyNrxx3iT6HHlEp3bPWYSBXwNhf+asak3i7EJIFzKBdcQpAStmpKobiOKSaBbNYMGsfQ1T7sun56cwgO2dXXx0nyrw2eYYJyI7gaWJjJLud5GfWai928oZJLX6RyMR0tRSlyhguyhpQiWBQxaFpYQSKWYkDJ0P2FqcYHsshEsIbCFQEpJbXYWGg32HjpIQkptClevc+9NX+Dyd7wT23EC+32lFBXf0+tYhCX8etweem7gpBGWubk53vWud/GNb3yDWq1GJpPhjDPOYPv27Wzbto1t27Zx9tlnn/ILXqFQCAjL1NTUcQnL9HQz2eMXJWnh901NTS294Qkc86ncV4xfHifcBjoBGO1K+fBhkBLPdbnvK1/GcV0KvjC1qBR2IsGWyy4nZVnUjxyhdvgwjbk5bNvG8bxAxNqwLGr793Nw9xMkfF1Dsy2gOLj7CdaVy9BoIBsNVLUaCH47VQzCYtt+f5s6tCQyh9sOE1IGYYZ1mgtvdMEOW+6bSZus3/4JI29Z2IqWKojxd8mCtohHE5Y6MKUUPb6vyaKSLa0Zk9mTAjL+sUzD1JxfTUo+NzHJopSsTib4zf6+oDrWiVwcKyE5un3ev2/hK+xENjqRs/D9ywJdlg3+6HgnMlgLfQy7Di9FsJYjcBJJXRWRHkq2308lBE5PD5VKhSM7H8fzvGD4YiDSlhRdXWT6+4Pk5TDJ71qzJiAmUeIS3u5E9GFxFebUx0kjLO95z3v4yle+guM4rF+/nqmpKe69917uvffe4D+xbducdtppbN++nZtuuulkndqTwmmnnca+ffsA7Sa7du3aY25vtjXv/UWP+V//9V/B/o5n3nasY4a/Dm/3i+wrxlOPX2YcM6xbAaguLODW63g07esBzv/v15KQksbsbKAJEJbF2tNOY9/jjzPtT2EsHxjA9ds8GfSC1VyktFbE8zxs1wXP0+Zyx1jQwjbvZgqogKBLCEb96kRUBxEWkEa1KIbA1EPHMwtnMVQFCNvlG5+VkpTURFPPMgNIzw1EsiYvx3w/TLYsmpWbOlDv0EqRSvGlqWkONxoUbJs/HR7GCy2I0XuTRet2THVryN82MGOLbG8IYTpEzJYSGkffm/DvyYLSU03ZUCstrP0JZzaZexnOEVrqeIdRDNXrpIAZJVsnmUwVrF5HVqscPniAJNpMsOT/bgQCbGMKl88jhKC8b582kZMyEOOG/VSONRV0Ig8GcRXm1MdJIyzf+c53yOVy3HPPPZx++umATmq+7777Wv49+uij7Nix45QlLGeddVZgvHbvvfceMx9pfHw8GGkeGhr6hUaazTEN7r33Xn77t397yW1d1+X+++8HdNl+qx+jbjA8PMzg4CCTk5McPHiQiYmJY3qx3HvvvcHnx3IojtGOEyEf0TZQ6ZfwusmtX8/crl2k/J+n8Kt/UbFk9+rVyFIJPI9Efz+p4WFq4+P0eB49g0PMHT6MlU6RGxxisVaDgwcC8WaL9sSyKGzaBI5DrVhk8fBh3GoF6jXfb6NzTkxVSvLoxXEORY+wGFSaxEQXQVM9aYp1fcO5SPtnQsrgj5kZhQZdaUkLiwL+5E94YY4QDXON5hjRVorZr6TDmLVoFRHfVirxUKWCA/zR0CAJy8IDBul8neG8ImNO15qx1E4OekLTOYa4GMJW8CsZnSawev1gReNOGx5vBl09ylo2NVTL5FOUTC4l5NUGeZ3fZ7ZXQHVx0ffpaVZUqkpR931pbMdhy6WXUpuYCEhJ18qVCH+8+cngRDJ+n2rvlrhi89TjpLaEXvrSlwZkBbRx2erVq/mN3/iN4LXx8XF+/vOfn6zTetK46qqrgqDAW265hT/5kz9Zctvvfve7wefHc5Q93jENbr311mBaoxPC7raXX3452Wy24/6+9KUvAfoafuu3fmvJYz9V1/CriF+k3bNwAlWvYx4zZDJY8ae6ogvG7MMPYzcauPPzOKUS9dlZ3GIRz/MojY+zf99epJRYljYdTPsjyDORRWp4aAi3WqXmuex96EE8r5luY3JhxqVeKKI273nLJu0viB6QtR0ankeR1nFi44pqxLpFn7iESZjxLTHVgHDGTqcx3DA6LaadjlGlVZPTIwQOImhxFJVC+AZv9y8u8s2SbnRd299HPpmkiiYRWcum5ldyllrsw94rNrptE97eoOiLiM25KBQlaEl6Dk9gGcyFzrUTFgHH/1mFESVNgzTbegVou48JWiMLWqaiZqaZl62an5LSGUKnnbsN5Xmk+/rIDAzieh5dvgVD2g81BNpaQcrzfimS8FS2ZyGu2DwdOGmEZcsJCgqNH8upihe84AUsW7aMsbExbrvtNu67776OeUKe5/EP//APwdfXXnvtL3zM9evXc8EFF3Dvvfeyb98+/u3f/o1Xv/rVHbf9+7//++Me89prrw0Iy8c+9jHe8IY3dMwT+vnPf84dd9wBwIoVK7jssst+4WuIcWLIrV//pN8TfjKUbrOJ0t1o4Nx6C6W6zskt+VNBTjKJV6vhuS5ydha30UAuLFCdm2P/zsdJKr0IzkrtL2IW9T7/ydqYio2PjTE5MQFAUin6Q62acCuhCy2qDWfwhMmLjW6hZC2LnJQ0hMBTkimai5lpWUTThs3TPjSzgAyx6KQTSaMnh0xL6liajSiZ8dAkxoQjoprUyIiID9Xq/NO0ru+8tKebX+vuDu5JRSlSSrZFB/RZ7S2bFHqk2KNV42NgEpkx5xJSs8woBdJjTjWnncIIExgHLWwOJ1ZHhdemNRQmq4Z8WX6VZhJo+HlJBr1CIIRoyV8yvi9zUpJGkBYElSFLCFatXkMqlUIIgZNMIufmqMzN4flauvmQc3faD50NV1u6N27scLdiPFcg1InUyp4CfPzjH+eDH/wgBw8ebPH2eDbik5/8JO9617sAOOOMM/jhD3/Y1lZ5z3vew9/+7d8CcMkll3DXXXd13Ndtt90WtJXWrFnD/v37O253yy23BERuZGSEO+64g42R/5yf+MQn+L3f+z1AO9Q+/vjjJJPJtn0BXHTRRUFi83ve8x7+5m/+puX74+PjXHnllezYsQOAG264gbe97W0d97UU5ubmyOfzlEolenp6jv+G5xieTnvw8L7DbaToMUfvv587/urDeK6Lbdts3Lad/g0bqPveKgIQmQyqUmFxbo59Bw8E0zFmT50Xfl11Ma2a6Hu6aVropxH0+AtTtM0igEFhMaUkEq0PGRAWCSGYkV7b4m4QrUrkgV7bCQIEQVvIZ4TV9pqD4Ij02s7ZEDGDTtdtWjpRoS/AnOfxt0fHKHoeWzNp/mxoiJRl01DtbZekf86THY5jjmHOIaxTWQpLbRfVoZwIouZzBt1ABsEE7ZqdTscx28z4xLcPyFl2YIRnfj5lX/C7+ayz6Vm2jLSppgwN6SwgP8QwCkNUwtqVwinUto5bQq14KtaDk0ZYPM/jkksu4YwzzuCGG27Q8eHPUriuy9VXX80PfvADAJYtW8Z1113H1q1bmZmZ4atf/WpAUPL5PHfffTdnnHFGx32dKGEBeMtb3sKNN94Y7Pdtb3sb27dvZ3FxkW9/+9t85zvfASCZTHLrrbceU1/z8MMPc+mllwZutJdeein/43/8D/r6+tixYwc33HBDkEp91VVX8Z3vfGfJVOel8KtOWJ5OFEOtn7CzbRTSdRn7j/+gVq2SHR7GSSRIDgwwv3MnC4cP02g0sB0H0WjgNho8sW8fyl+QjJtqp6f06GID7QuvAAadBFNuo8X/ZEgIEsIKFvJOzrdh9KE9WpYyLlvq2J22D4twOzm7mm2iY9lRRIWxQik+NjbOnnqdYcfhf44sIxP5G5dEL+xGr2KhR7UXQ/tUtBKGQWDKf2947DpJq8ZmyNezJDtccw+tVZp+odO1Z2j/WRgsZRYXJlPHgqnORH9vTEXNRROsvBCU/Im0C37jVdiOQ8avnAxccgnCsjq2VsJi2zAxiEnCqYunYj04aS2hs88+mzVr1vCFL3yB3bt387/+1//iyiuvfFYSF8dx+PrXv87rX/96vvOd7zA2NtYx/2jlypV87WtfW5KsPFl85jOfQQjB5z//eUqlEn/3d3/Xtk1vby833njjMckKaCHvzTffzLXXXsuRI0e46667OlaBXvnKV/LlL3/5SZOVGE89lhrTzB5jUs2r1+k57TSUlKRHRrAch+zatSwsLLDzh/+JW69jOw4bzzmX7kKB1akUBx5/rMVNNYleuMKL3oyU9Fmtr0VbKHnLpstxGPA8JpUMFi+TuxNuWXTKujHbl4Jt2lsnDZojvmGdRjizJrhPaHIQFd4aGBKQ9isvBloOqhEmOeNSkkQLOv9peoY99TpdlsV7h4ewLavjKPI0reQqLLY1RwxXNww5qAGLshm+GK1mGD1LJ03OYmTbklJBMOKcUuSFarlec69ap8JaM57C6EHfS0OgBDCYTJF2HFzPY6xWJRkhpCMbNjCx/wDjnl/5O3cbWd9npT49DUJQOXwYYVk4HRy5Y33IryZOWoUlSkyEEPT09LBt2zbOO+88tm/fzvbt2591o7Pf+ta3+OIXv8i9997LxMQE3d3dbNiwgVe/+tVcf/315PP5Y77/yVRYwu/53Oc+x913383Ro0dJp9OsXbuWV77ylbzjHe9gZGTkhM+/WCzymc98hm984xvs3r07yHW64IILeNOb3sSv//qvn/C+oogrLE8twlWVE/1vO7dzJ8UHH0QpRcovsXuNBnd8+lM4jUbzCde2OecFLwSlePD220hISV6IoJwP4YVWUfWXV9u2WbluPQd2P9G2QI9YNo5tc6RRb1uwwLR/TGVAf99UEMKVENqO3yQAnaogKZqZNXVgAE1oGujFtbTEdkNCMKlUkB4dFfWCboss0Fo5+M/SHN8qFrGA9y0bZnumiyPSa2tJmZZTp1ZVuCI0LZvj3J1aPeEJIGhtxyxlHnciMIQujOO1fpJogmUIXQ9Nz5yVlo1nWRxxG23XfNrZ55BKpajX63QNDOA4DsNXXglAZXSUrpUryW3YgLAsrA4PSzFhefbhWdUSmp6e5v777+eBBx4IPu7atSuYLDBTL9lslnPPPTcQe8Z49iImLE8twoSlEzr9V+5EWMqzs9x94+fbF5HTTifT28v8XIn9O3dqjxUnQSGfZ3p6qm371ctX0JXJYFkWExMTTJWKbcc3lZLoe4cQpP2HmEWlmPU1LAbDvsnbqO/jEV20w22TTnoSgyxa8Bvet6mkRNtaafSCPN/hfDtdVwrYW63ykfEJFPDa3l5e0tNNlqZh21Itp06kYtivah2SXtA26dTqqaOJniFz5n1FPxsqiuj9CzsBGwyiqz+dWkrR9wygSV8nkhQ+txWWje04HK7XmoTVb/9sPe98qFaxu7pI5POk+vro84cXqkeP0hVKYu6kS4lbP88+PKtaQv39/bz4xS/mxS9+cfBatVrloYce4oEHHgiIzEMPPcTdd999sk4rRoxnDfLHaS12IjTZtWupHDmCUkprA/yEZSeZpNRoYKaHLMsm0ddHemQEp6eHwvIVqHQay3H4+be+CbR7sPRt3kzaT/NOz85SOHiQxYkJxuZKpHyh7axSNGifxplEkVf62IaGhP1TilJipPmmLZEM6WX6Qgt2jqWt8xfpXJmZAmalDlRsMU3z39dpesjsxwiN512Xf5iYRAHPz2V5UXdOu8H624dbTuEWV9S/pDdkbJf1A/76fKLSqdUzLmULeTPZQvXQUcKVkLBfS7hqFEYRlmwpmRRr48sy5V+P1eE95twsINHbi21ZLHNdxoqzusrkt3961q2jUSySKBQQtk1meDh4aO3y88eM4DYmJzEMntHww3Q6zYUXXsiFF14YvKaUYpefaxIjRowmjmU9fqz3CMsC2QyMcxIJzn7Fr/HQzd9hvF7HchxQikd+/COcZJLTnn8JvSMjpPr6WCiVUEoFEzWm2rB82QjCtlH+PiWgFhcR9ToKSKGYUs3KRniU1rQ0ohMtM6HPwwt/dLQ5Savz7DQw41cl4PimbrPoZT0cdhhG2HUWmtWcsJ3/Ptfl78cnKCvFplSK1/b10Qh5I5n3tJ0LrbofM9JckF6Lsd2cUkF1JnwPDIGqo8fFw1b7xp3Wo0mCoN2vJdpqE3QKMGz+bi0qhSOavixm2qfqC3Wj72kAw4VeErkcqtEg4zisHRiETIae9evJDA2RHBxECIESgr5t27BsO7DeF34LKL91a0xWYrTglEtrFkI863QsMWI8E2gzuupkJihEyz8lJdXJSbq6urjkrW9j/sABHvzBD0h4Db2wNho8fvddXPKWt4IQJLNZbNum6kkG/AW0AaQaDSr791MfH0cphVsuszA9zWRd04wSevEcjLQXjKlZOeLZYWAW9PBIbFQ8e7z2SrRKEDZ1g85EItxWiuo4utFTSmZhnpWSL0xNM+G69Nk2bx4cICNEy5i1u8S5zNM6hWT2Gb0X4eqMNt2jrTVVpjmNA03zPEMuo/cr6h1jYOIOJnxdTLRKFSZE5rgJVIs3zrj0Qw/TGbL5PHY2i51IIIWg4bok0mm6hofJDg1p/xQhyCxbhlKK7o0btabRd+We37kTaJ0EihEDTjJh2b17N5/5zGc4ePAg+XyerVu3BsGHv2iScYwYMTSEP67a8XuWRW7dOpSUlB56CCW19bk3P4/XqLcGzjUa3PW5z7L10svoHhpi1eo1HNi/ryUNueZnxchKBa9apVGtMlmvtWggoinHAvRkkJLMLiGmNdWHqFldlMgsVT2BztWIsHOsRzuRyHXYj4E5J7Mwf312lp3VKkkhuG5okG7bbjN/M4iei5l2chCUpNdm0pYEekPjy6CrMClE4F8SvWeGqBnvm2N5tkQFu2Zfwm8ndRpzDmcP1Wiv6LjA8mwOx7ZpuC4HJ8aRSrtxC7QpoGVZrEul6Fq1KqgMppcvR0nJ3BNPaDG467ZoVpSUx60iRglNTHCe2zhphGXnzp1ceOGFLCwsBH9UTc9SCMGGDRuCSaHt27fzohe96GSdWowYz0p00rS06ViUCgIJ5/fsQUlJbWYGKSXS88A3lNMLajP3J+G6PHbXnZx52eUklEIpRQJtwV4CjpaKdI+MoOp1vHqduut21DPolGOtd+hHMBWy6w+uI7LY6xyi1oW+ssS2pnpSDC1s0SrBALptpGgaw0X3v6AUjmpef/gMzXsSwE/nF7h9XkdfvGmgnxXJZMfzXepcQI+E9/p/+5IQpGPX0IQi6uBrNCqLIU+c6H3oBvpth4yv8zEalqgfzZxSDPikxYRRFgH87J+iUhSQQfXEtJ0MUSogKKIoAN3Coqr0qLOqVFCOw5ghrX7FJji2UuzbtZNsPk/D934q79vXshYkHngAIQRTvobxRPKCos628fTQcxsnjY7+5V/+JfPz87zzne/knnvu4aUvfSkAL33pS7FtmyeeeIJ//ud/5k//9E+D78WIEWNpmJJ5+F8nmCfVln8+kUl0dbFi82lB4FwNbYhWsCw812V2fIw9B/YD+kl6Cl2xUMBirUqivx9pWVoHg15cK6H2y7RS1NF6jGm0wFZA4AMSfY9xvjWVhyq6KtLosC00qydREamBhSYrKfQ0Tdo/fnj/hL6uAQN+vSGNJhAGO6pVbprRSptXFPKc3dUFmKiB1v0ZGJ/p8PEbNLUzNf8emfOfUyq4PguCkEiz78CbpsN9qChNNCwICFGY3OQtC4kmJSaM0gQ9mpkNo+sx1yERDAhB0r9vCf/1InBINX1ZjkqPQ/Uayr8m1z/R4NhCIKVEOQ6JfJ5EPo/d3Y3d3Y3T04PT00Oir49EXx/S85Ce97Q6Rcd4duKkVVh+9KMfsXbtWj7xiU8ABF4ht9xyC9PT07z3ve/lc5/7HG94wxuo1Zb68xMjRgxY2kSu4x958xRrWS3fL46P8/hddyFlU9cQJAX7ZfwjO3eSVK3tB5PZM3rgAN3pDLZSuP4C2bFdgGA05LUy7QtfDdqrEKpl7HbAb4lMSY9y27YaUQfbY+laxqWkH10pilrQK/QEEzSnaxLAmOvy+ckpJHB+VxcvDY1lhseDoz4l3b5bcMHq3DIy97wgBLMRDYlp3xiY3J+5DlqTqKi5FJkiirbIwmGUoL1lOo0nTynFhF8hG7Qdpjz3uPcaYIaIWNj/fRL1Oo3ZWYQQJHs1bRUAPokSAP455davD6qIS5HxuAX0q4WTRliOHj3KK17xiuDrcNpwf38/N9xwAytWrODGG2/k4eP4TcSI8auOsOA2bM1fPny4ZTulFPNPPAFAdWoKKSXVsTHq8/Ps2r+PpN9uiCYFW5bFyrXrOLh3T1PfYhxmhUVe6Imh8vQ0CSDRlQnaFdEx2AXM+KugJpumaNHWizGCi07umJbIsZ63jS4E5XUczY0u2tP++zqNPJv7YKZrMlJyw8QkC1KyMZnk3YMDuo3SAWGyItCtpqVaRl1oAWuvf74i4vkS1aL0+9s5S3jDmDHj8PuWEuw2OLauR+tqBCuEQAqht7EtpKe3c/1jRO+10eB0+n1aPjCAV61Sn59HCEHDlweYtUDZdsu6sLBnT/B54ayzOlrxx/jVwkkjLH19fS2/jKlUCtBeLGnfevnP/uzP+OxnP8tHPvIRPvShD52sU4sR4zmDzPLlwedB+8dPcE6PjCBdl9rEBIu1GtInAmZU1zzNr918Gj35POWGni9pG1tVTY1DrV5HKAWNBj1OgpLbaBuDLfq0xPiXdHJP7Q1Ntpix2TmlNSrRakKnp/qSlPT4f1+i52uIQSeb/uiCOwcM+tWDOlow+vGpaUYbDXpsi/85PBQcs5NhXYqmfsOh2T7rpGUph849fL6D6JZL1H7fbDdznHsBTXO8PstCKVqiEaJYStczrvzJH2GREBa4Hha0CIKj78lDy/3cetHFCEvgJJLaKK67m2Rvb8ta0Chp7+F0f3+Lq215dJTK0aMALO7fH+hVYp3Kry5OGmFZvXo1hw4dCr4eHBwE4NChQ2zatEmfjOPw/Oc/n69//esxYYkRw0enaYluf/RfSUnWT6uNbnP4W98CIOWHyUnPY+KJJ7j/tv8KHKZnpCQrWj1RDjzxBGs3b+Lg7t0dn9BNYGECGC/OsqorC1Iy5zawaC7OFro9YfZtxmujJCGs6QC9kDtKUvZf64GgStPp/Zhjhg3gQm2pcGifgzZlMy2T5oLbFLSG78WtpRIPVCo4wFsHB3EtK1jgO7V5ckKQFhYo77gpySl0dSNMprJAxrKZkl5ARgxBCJMeQ0ii98L4vxSM8ZxPEpcKggy/FjW002PaikkpWWkJLCEYtCwmOrSiDP0oAZZvCGjbDtmeHt2KVArPdXEcByeRCAhLanCQWkIrY6xEgqxvGhcjRiecNMJy+eWX84lPfILFxUWy2Szbt29HKcVtt90WEBbQFZcwsYkR41cdpUcfXTKROdwCqo6Pt3xvcd++lq/rc3M8+ugjJKViILRQFaNaBCXZv3MniqZ+JDxSG235uG6DWsNF0WzxGF3GnE9ukrQbwZmn8h6a4Xk27aGEYaO1aHvFkIxoeyl6jiY/yIWWcd0wuTG6GUOs7ltc5NaSPvob+vu5MJWiFPp+pzbPvFIYajUkBB6tJnctP4/IOZvzm5NeIJY12xmYypAhJNF7Ydptc0rRTTM3qRPJ6/SaITx9QeXNY0KB8sWxPZZFV63G/rGjKFqnnBqWRcM3F3SSSS5445vo9rU+meXLO7ZysuvWBb+n2XXr6D377I73CuJWUIyTSFhe+9rX8oMf/IDvf//7vOpVr+JlL3sZhUKBD33oQ7zkJS9h7dq13HffffzgBz9geaisHSNGDF09qYyOAkv/8YfWPKGMeVo1FY4jR1raQMdavAwJKElF3oLF0Moabfk06g1mUYHINuwiK9BTR9Cs0rQIS4GUZTHvf22qF1EbeUN4whM5LdcduQ/zSmGHxnNNtSNFM3k6XAExpms9/v6fqNX58rSeCHpRTzfn5bJYlkXvEtdhUKdJUOaU0qnXqhnCOElTmButemTQ49uG2E1LiRfZzpjahZ1wO4mQwzED0JlcdaouuTR/7jXhBdWmI/NzrFu7hlxvH5WxMZZJj7HJSWpKUVMK23E4/fmX0OU4qHSaoYsuomfTpiBpuWfLliV/Z00wbs8SzrYxUYlhcNIIywUXXMB9990XfJ3JZPjIRz7C9ddfz+bNmxkeHubo0aMopXjDG95wsk4rRoxTHvkzzsCr1wPikV27Nvgj3rV6dbCdkrJFqGhQ9olOoacH7rrzOIuXfk0Aw719TPgZMBYw5CSYdBttC7WZqtGW/K2pzInQ/sNVENPSqPjfM4uy0blEBaAZ9EIeJhlhvUjYGddUSUwlxUIToxl/+2iujhmd9tBEpuR6fG5ykoZSnJVJ8+beXsrAhN9yCcMIXaNwiBAzPxXaQhu8zdBOEiucmHMvtFehwjD39lhuweHWnakuucBKYVEX+lqrqjWhe9/DD7Ny/QYO79mtjeHQFvxdPT0Mnn8+cmEBb34eO5Fg/vHHaczOkjO/n0tkAikpm5XAJbaJNSsxDJ5Ra/7rrrsOKSUf+MAHOHLkCKlUire97W382Z/92TN5WjFinFIQvs+JyVgJe66E/8ArpbASibb3GyGj9MW30cUr7EsS7AuYnCuxeuMmbRxXLuOVy1jSY3xuLiAe4fA+3cZodYyt014NAT1JQuh7WSFIISiEggDDBKrY4b4UQpNBWcCSqqPtviQUqqjawwSrfiUDoKEUN01OMut5DCcc3jgwwCzNllOjw/7p8FoarbuJ6mKMHgc6Vz1OxEQPmgRrKeFvmPT1+aQvLG6u0dT1mMrKkGVhC4sMMCJ0UnbzfPRk0qHdTwTuxSWpmCwV2djTjTs3hzs3R61UIi0lthCkh4aClqWScknCEldQYpwonvEsoeuvv57rr7+eiYkJ+vv7sUMq8RgxYmjkzzgjyApSUnbMDVrcsyeowoSR8T2P7Hwe0Atazn/irwOnnbsNWSpRr9U4cHSUpO8bUpKSQ3v3sHHzaah0Wic+S8lqYVFHu90arUPec1uycaKOr3kIhKOgJ4YKQgRP9tNKMaO84A9SZwGobGtzpPzP9Zhy51FbgCEEFRTzofdGz1Mpxf+bnmZ3vU7Wsnj74CAFy+pY8UghyIZ8UqLHNKQkh7bLN9dp9DhpWisc0Fmf43TYDnSVpkhn4e9S19jr5ziZ8Wnp/y7UaFa+pG3jSYltWViepCQVWPqjZVl+S1G0kBjSGcrVKk/8/Gd4noftOJx19StY+7znUfEJS9fq1S3EJPx5pwpKTGJidMIzTlgMhoaGnulTiBHjlIWwrOYoqBAtY6EGSqlgDDSsczGVGa+hGypmkTN+HolcDuV5iFQKNXqkuQgiGfc8arOzOEohHEebe9XrJPz2hlnQan4tIVypMVUAE3hYUTJYVMMtm6VGc43WI5rTYzJzjE4jOk3TiYxM+i67Bp2qTP85N8+9i2Us4M0DAwwmEh3Jz4yUgVbHoJMQ2KFJHowYNprl04+uuCylz2lA0EZaoKnxKfofZ6SkL3StpuLSqQ00p1pDII0XjT4n3QbCd6u1gB7LYk5KxqXCEoL1Z53FvkceacY4+GZwql7niR//iISUWszteTx8y3dZfuGFNKang+OHK4M5f7INYO6xx4gibgPF6IRThrDEiBHjxLCUgDG3aVPwx7/TNm6tRvL/fozS4iImNwhAFAqku7pIS4mzdw+lRgOzINm2TVdvL6pex0qnEek0lXodWS7Tm8kwW6noBQ1tPZ9CUFOKcSXp9/UiZqGc9Y93vABDQ0h6l5iEmacVUb1LJzFsWLhqyIERvhYsi7sWF/l2sQjAq3t7OS2jxaKdyE+ntlAnPUgvuuXSEu4YyvKBJmkw+w2jD01QSjSnfaIIG8ABZPx7adpAoFs/UljMdDCcC5PJcalajN/mpGRFrhvpedjd3aSTKVZv2syBXTtbzeDqdTzPawvQLO7Zg+OTZEOyTT5QJ8IdI8bxEBOWGDGeZZh77LGlBYz79wOtT7NhXPzu3+f2D3+IashL5dHv3coZ28/Dtiw2X3QxO3/8I8YbDexEgs3Pu4hsOk1jfh6nuxsnn2dheprDM9NBIu+y4WHSqTR4Ho1ikaTnYVXKzCmC0dowgVgqwNCQAkNIOk3CWBhx79Jj0gYWmjRM005qsjRbKlMNl89OTqGAy3I5Xpvvadrf005+Ol1D8DNAk4iwPX702CbLZ6WwKKOYVoocTW2LwSKt4llTQepUkRqkmdRseW4wTQSaNJlwwzDC6dnm3hV8LZFpdy0kHErlRWSljD0zzcbnXcQZ27bTaDTIrVmDOzaGVApneopSvY4mupDIZFj1spdhJ5MtxzRJzPE0UIxfBDFhiRHjOQgTbhiF7T/xtviUNBoUjx7FlpL8hg2s27qVvQ8/jNdosOsnP2bD2WfT09eP3dNDo17n4MEDOpHXF16OjY21HMMSgkI2x+ziQkuLx8GvGEQIRliY240mInVaJ2HM5ItZdnNCV3KgtY0S1rvUgAwCQXuVxpCD0UaDvx4bp6IUG1Ip3jHQT5dlU/fctiDDMKLXMOQTFEOijMjWjAhrHUjzehNAXcCin1wdJSvmuqBJeFyhR4g7kaWkZZNWkqpSgcDYIEpwTBZUDXyfGl0hE8CsUrjKC9pds7OzpI3I1vV44sc/Yv3gEIlcDrm4SL1YxEqn2Xjh83jixz9i3HW1B8sb3kjCH2kOY+7xx/V96VBhidtAMY6HmLDEiPEsQ/6MM4Igw2jwoXRdJu64A69eJ7d+fdtTayKTwbZtFj2pvVT8hfXgwQMAiCOHQYVaKK7H7vvvZ+3yFUjPo16pRLxcJFXfxyMFQUVkZnEBi/ZWzKCwmAy1JqJjwdF2j4FxazWL+EKIjCXRHiZFWvUu41JymFb3WwMX8JTik1NTjLsufbbNWwcHWFQKW3oUaQYqFn1xcvj40ZHlsJgVmvobrUvRpAD/PLuFYNI3WAOCFhgsHTuA1bzmjoZ10mOOdv+acFpzpyyoEXRWUBLtrzNDc+S7OWLeKrKVtq7e1SYm8BYWkLUayUyGs86/ALfRoGfTJrLd3SxEjAvDMDb7MWI8GcSEJUaMZwlUpGJS2rGDhZADrpKS8uHDzO/aRXVyksrRo21Psl6jwcDgIONjY1Rlc3/RhbILSGGR9xf+fUeOoGgm6karBsb1dMofGwbaxofHpcRDtbjeRhsVSwlwoVlVMQ66BjU6t4eM+DVKPAz+bXaWXdUaKSF4+9Agg7ZNhWZVJw1MqqZYN0xYhoTAQTDqVzUqobYKNPUoYV2Kg/adSYb2GdXkRMlF2C/FIPp1gub0UfR+R+8JmCwofewxlB6HB3qdBLiNlnwpPWLu/6yVwkkmWfVr12A7Dp7nMffggzjd3fQ9//m4s7PUJicpnHMO3Rs3tuQCRdGzZYu+/rgNFONJ4JQiLFdeeSWJRIK3ve1tvO51r3umTydGjFMKgSmcUgjLYmHPHhZDMRZKKaoTEy3vqU5MtFRhGvU6kxMTbaPN0YVyBpiVzTHjJP6os+9sWg9VDQwxCD/hLzWxY1xgo9MyBtHz6BeCRX+7eV/7UfWFq2EC0kdocsgnK33CYjrkJRKugNw9v8Ad8wsI4I0D/SxPJkmiCYVBkYhgNvQ97WIrSKh2ApGl1eK/Xwi6EIFepUSzxWUqUEvdrwFfUzKndLxAuCLVhw6JNPEDoIMJXaFaKlDR85vwCQqEjf4Us66mV+YcgoBLocmP7SS44I1vomfDhqCa55VKpAYGyG/eTPFnP6Nr2TJ6Nm7EcvzfnCUIiRGHx22gGE8GpxRhue222wD4j//4Dz760Y/ykY98hCuuuOKZPakYMU5R5Navb2sJ4QthU4ODdK1YgRCCip8xpKSkVi4jpQxGl23pdTRqMzoHQyhaRp2VYtBx8JRixvNaxnujT/hGX2IB3Za24O805pxEL/LRCklWWDhCBSZ00NnldQa9mOfRIl8HsOncQnmiWuVfZrTS45pCnpfkcpSk7DiJEyVQOcCJCIEdtIPugq8LMYJXo9mZ81st4TPuFoLpkB5FIpmknVzMKEW/JSj7bw5XpMpAAtVS2alBoO0BWAEcoTXbqQoM5QuMlYqRdo8il0qxUKu1hEe6wBkXXUxu+XKsxUXG/+u/EELoQMP5eRqlEiKRCCz2Fw8caBtfjqeCYjwVOKUIy1/8xV8gpeT+++/n9ttv58UvfnGQKhsjxq86zB//fDhzJbQ4KX+RsSyLzPLl5DZsoHvjxiA4cfHQIbxGA8sXy2I1qwZLaTKq/viq1rpIZvxtJnzX3HTEir8YkIOmXT9oJ9t8IslCrRqMOc+EFlqT4xOeKNJJ0SogLwlagwDDCC/IZn/G5yV8bdMNl89PTiGBC7q6eHFPT+DcGp0G6tT6WgBS/n7NZE9/xNfGwHivdBqDNqLckpTUhGpx8u0XAts/f5fOTsHR6zKIalgafv2rN1RlqkqJlJ7vo6N/XuZnsVDTTa8eoBCq3jRmZ6iiiYdXLpNetgylFFIppJRIzwN/H9J1g99P5f/9zsfmcDGeApxyhMXA8zzuueeeZ/BsYsQ4tWCeUltGlsNPrkK0/ROWRXcoDR2lWLN2HQf279Nl/kSCDVu3sufBBwOhaKDJ8I3Blq9Yyejhw8HCmUaQFfgVglYPlahxnHFknVeK+Zqu14QX2nDeTbTCEfYYKSBIWYJxKQNL+fB7w2GLoCtECWHRULJJXKTkM5OTLErJxmSS3xscoAgsKhm0UIzeZUKpNsFswb+WGpocZRQs0F6dCu9nVikadI4CCNKiI9lGM0rrfKIJ1J30Pf1ASlhUlWzLJ9KVrc5VpnQiSc5JMOc22n4Wpv2VVvqjZVmk8wWSPT0ke3tpFIt0b96MkpL69DTpoSEyy5dT89uRlm0Hv59mzD5oEYUQt4NiPFmcUoQlDNu2ufjii5/p04gR45RG9ClVeh7lUonk0FBAbMwi3r1pE0opBjduJNffj0omyQ0Osjg5CegJG9COp+NSYgnB8v4B0lKyplCg5rqMzs+Rt7SuYkZ5S3qggG6HFGl/6rdoOrbmLYukomMGkIEDFFE4wfitXsqjWTkAKxCMoqefckjmfSIileLLU9McbTTosS3+aHgoOMZ0qEpl9lmQzaRi0K2m8DmV/eoHdK50BMRhiZabud9Vn6h1aqUZdKHbP53GmfU4tAoqZdHjWMKigGppYQ0NDUF3D3Mz06RoTlhF9z+hdArzpnO30b1uHamhIbqWL6d69GhAhjPLljF42WUA2H6OVXbdOv17GVdQYjzFOGUJS4wYvwpQHRb6pbYzU0Lh95hpC4BDd93FrR/4AI1KmUSmi5d/8pOsuvTSln0sPPEEPaefjvL9MOxEgkQ6jW3blKQk74+41oXg9HO3kUwmkUrRmJ4mpRRji4t6O6s158YC+mybWV/Tkka3gcI6DbMYm6qLgCBdGZYW3JrF20VXTlII6EACBgHHtunxyUZYy/HdYokHKxUSwHWDgzQsiwatVYxwlo/RyBjX2mj1p07T1K3TBNK0lORD4tdw5angX38xREzaiAYw6JO3cuTcTIssj6BI63WGyZMAnEKBQr1Ot+fRSCTI9BZIDwzy+AP363Px3YlLsp18nv68i8ivWoVaWADLQtg21YkJatPT+ndRaOq4sHevPmczFeRX94xJXIwYTxWeccLyjW98g8OHD/Pud7/7mT6VGDFOOkqPPnpC2ykpg4XBTAmF4dXr3PKud2JXq9o4rVrhlne+g9f905cDt1ElJZWxseDp2J2boy4EqlJh3Wmns2/XTsZdF9txWLNqNU4yCZZFIpslVSgghGDT8uU8cfddLbqKgVyOLsvGazSYqZSBZkBgtAoj0NUCaLrCmnThpQS34WMlhIUtBAXZWjUoIMjaNtKPAgi3dh5aXOT7c7oG8T/6+9mUSgXkItxyUbRXS/r961iUHtN0jhWIerCEAx3D+4amFT6hCk4WLdQNH3cwQt7C5yaAPstmRnodfVeaELjJJEnPw1aKRCpFMpFEeV6gdypJ1UY+TUUu4TjYloWrFEIpukZGEJZF1/Ll+ndpdJQ2+L9bSzktx4jxy+AZJywf//jHueOOO2LCEuNXGlGPlWN9v5OL7eL0NI1yuWmchmS8UmH/XXex3p+0U0qRWb4c6XlIKalNTpLq72f+iSfozWYZ3LIFlU4jKhUqR44g/eMkenuxbRshBD25XOC5okWuMLO4SM/IcurVCviERVdhrJaF0KAO5GyHBU83VQqRVhS0Cm7DMM4eBcum29euJAHb34dH0//FQXCwWuamaT0R9Mp8D+fnstRpN6xbCuY6jFfK8WIFzDlEiY3RB5X87cNTTh66OlSk6dvSJG8qqAKNIKgLwaySTEvdVEuHcpjC965XCOaA8ekp1owsp1qcJdOVITUwQOHcc9n9+GOIWq1FoxOednJtm9zICJnhYRqJBKmBAXo2bWohIfnTTgs+V1KyeOAAuQ0bWkXhMWI8hXjaCMuuXbtOaLtyWf+Be+KJJ1r+KG/evPlpOa8YMU4l5M84A4Diww8fe8MwSelAWLp6e0lkMpQq1Zaplns+9UnWPP/5usrijzxblkV25Uos29ZTHL5w111YIJFI4JbLWn/gV3KEZaGUolYuMzc/j1KtUyfjUqJSKcaPjgbVhTBJyaP9QsIC2IHeXhamtHbGkAJjKNff28v07GyzheJ7ttQtC7q6oFYDy8J2XTKgzz+dhkQCu1ZDlHXbyvM8bpicoqEU2zMZrs7ng8qKRJOKLvRIdCf9jJk6Cld4okQiHCsATdfaKLExepfwmHfBjEfT1Mck0K00Uz0yYYoeepx6XEmSocmsolIkpcds6PfBRQu088C467L30EH9jfl5RhT0n38+ZvF82QAAgt9JREFU5/3mb/Lzf/onHWppWaw6/3wO33c/024D27bZuG07mWXL6L/4YiqHD+t7Fqq+GJg2kJVI0L1xYyykjfG04mkjLKeffvqTmr0//fTTg8+FELiue4ytY8R4bsA8iZ7QE2mnKSEfTjrNBde/gx997O+p+uLUghAUKxUqxSLdy5a1bF8eHaVy9Cj1hQWU62JZep4ksPtXSo+pCkFpbIydP7obr9H0bW1p3wiLAwf2a18OYEhYuP7UihDCD+xTwcjx6tWrcTzJUH8/E9PTLeTGsixWn7uNzN49HD5wIJImLLGyWX0PbBtVrYLnQSpFsr8fO51G1eusqNfZd/gQ/zAxScnzWJZI8N8H+qkLEQhYQZMKW190R0FrVSn60RNJYXFqmEhEE5ZNJcbcn6K/r3BEQRU93TPXoapmKmRJX6yr8CswloWnTPVItIljoXXEfEJKEv4+w2Ts6KGDjOzYQdeyZZxz2eXM7dmD4zh09eQpnHce1WIR23FIJ5PUZ2aYuece6r4ou9rBOXnohS/U99In3jFiPJ14WltCQghWrVp1zG3Gxsao1+usXr366TyVGDFOaRzrD74hEcrzWNy3DyUlPVu2tJGWM9eu5Z5PfwqrUqUgYF4Iktksw89/Pk4qhZKS+d27UUoxc/AAD/37v+O5LrZts3bzafSuXBlUbpzubrxGg8rMDLvu+SlJKRkIaSXCIlKUDLxMSlIyqaRu09gO6846i30PP8S452FZFhvPOhvLttnz4AN4nhcYkIF+Wt907jZsx6F/9RpGDx5spgkrhZ1IYNs2nm0jkkmU62q3Vc9D1GooIbCEoCub5ZvzCxyo1+myLK4bHCBjWQyik5vDmpmsf+9mO0zxhCsfxjhPeS4lmvqblp8hupK06GcRHSuhejLyXmPQFnaZtYBliQSOsKi5LkeVbgOFqzwWMGDZTEivhciMy6bRXvTYdaB3cBApJWmfjCR6e7FsG8uycLq7sULTZUDruHzLy00SHSPG042njbC88IUv5LbbbmPr1q188pOfXJKQXHHFFdxxxx3sO0ZQVowYz3Uc6w9+6dFHteh23z4tdAwJG1u0LVJy4Zt+i3tu/DwT9TqJdIbL3/MnLDzxRPD98qFDeK7Lw9/9LgnPC0jI/l07yS9frqdBhGDm0CH279oZGDdGtRLhwD7QT/Hh7zcsi43nnE1Pbx/nXHY5ldlZnESCRC7Hg3feQcIQIKWoC8HKgUH6Tj8d6nWmDx7k4O4nkKZdIhW2bbPlxS+msXMXXrmMrNep1OtMei7Sc7HGKgym0mQch69PT3Pn7CwW8AeDAwz647YldIWi4N+3iZCTb7i1E44NsNEVjlkpUUK1jBub6zZErQQkpRdUcIKfLZ0DC6OC2cFQKKIAhiybpLCQwKT0SCFIC4J2kQUMptIozwUZITJCsPX5l/DI3Xe1HXvFZZfRu3Ur87t3487OAtB75pnU/QmgZH8/lm2TWbGC7Lp1lA8coHvjxo4kuZO/SowYTxeett+2H/7wh3z605/mT//0TznzzDP50Ic+xO/+7u/GFs0xYjyFCPKF0IQk29XFRa95LdXFRXrWrsWem2PyzjsBrUGoTUxQWZjHrdUCh1aQjHsetUqZlFK49Tr7dj7eJBUhrYTx+zBkxbRGgu8rsIRg3cpVWHPzlGv6OV/OzVFPJCgXi3ieR8EfT877OTXK86jPzIBSHNi1k6SCAauZseN5HjP33U+yXIZaDem6TEovpOdQTNaqjJVqfNGPInhbfz/L02mSoYUe9Ch1uOEcJigD6CqJiQ0wfjHGmM5gKa1KtHJi7k+4ItWDzl1qD4ZsZgytdBLYqRSkUnhSIuu1oIJi2kUrl6/Artc5MDWFTatuaPm6DQyffz4VFHvuvjt4fe055+DNzbF44ADVyclAq1SdnKQxM0O9WET5E0GWbQf/hG1jOc6Ta2HGiPEU42mlx9dffz2veMUruP766/n93/99vvzlL/PZz36WM+P5/BgxThj5M84IWkICbcxlnnalXwFRUjK/axfK136luroQaJt0g/LYGLXpaWrlMpbvuwJNge5jP/kJI+snOLp3LzLSUjBaCcu2EVKS8v1VSlJR84dpJ5R+sh/O5xGeh1eradv2Wg2qVayuLmr+88q0UswoHa5oAaJep1Es4vmjydHFPAmMjY+xIp1B4tvBE9ZzSB6o1vnYxAQKeFl3Ny/t7mZUybaFPmqVP6d0mGJV6WBCOzT1I2jVn5jRYVOZiWpVouJdhW71hNUqVTpXXab9NtBQIoHdlSXZ3U3Xhg248/McfeD+IB5hDm2sOXz++Rz58Y+Rfoq2CbRcUIrxQwc5d3CQ069+BT2JJMWDBxk65xyGLroIy3E6+/8IQbKvj1R/v36wFAJh2+Q2bkQIEQQWQuxSG+OZwdNOk1euXMnNN9/MTTfdxO7duznvvPP4sz/7M2q1aHE1RowYYQQCWB8Le/dSPnKEhT17KD36qPZw8SeGFvfupTw6SnVyMqhURP9N79nDA//1Qx750d2gtDncuL+wFoQgISVHdu8mKRXDlkUKPWpsFuP1GzayYetWVIhQ5C0RLMbL+wdYv3oN+YFBEpkMqXyeVH8/TjqNlckgCnlGjxwhLUSw/wYwlOnST/LJJMmuriDrqOITByMglsDhaoUj9TpHQ5bzFSU50nC5YXKSilJsTKW4ureAa1lBXk456lwbnL9uuZjvmTgAQ0hUZFuzhwbaP6VKqzNteFtC+xDAYFcXPUntAaMi7x20LFZYNitth0wyhZ1MkuztJX/GGWQGBli3+TQaluW322zWnXYaQgiO+pNWCt3q6rZsCpaF12hQX1zEsm0S6TQ93d04qRRCiOP+QwhdfYHmazFinAI4aQ3IN77xjbzsZS/jXe96Fx/+8If5l3/5Fz796U+frMPHiPGsQ9hUTkmpCcn4OJXxccpHjtC1cmVQmq8cPapL9qaM7zhYiUSw2Hiuy+4HHwhpR6QeE6ZpZmZLj1okHyi8GKd6ekgVCj6haNdkDGzYQKKnJxBsKsDJ55mYn2ffvr3Iw4eAVj1MVUocfzTWq9exgJHBIY5OjLdoSuZ8ppBEL8ymglEFFj2PT01NMuW6DDgOfzo8hBIWU55LAcEMqi3dOXr+xptloINr7VLxA4u0o9O2y5cvJ4NAOA57Dx8KpnmKUlJHsG79etT0tJ7W6ukhu2IFqXye9OAg2ZERvNlZhnt7GT7zTGrVKrkVK3BLJcp++8YkVAfHVgonlWLg3HOxHIfK0aMsCEFmeJjchg1BhUX5LUKArpERav7PIT0yQs1xtKfKGWfE7Z8YpwxOqmJqaGiIf/3Xf+Ub3/gGv/M7v8OLXvQi0un0yTyFGDGetehasUJ/ohRdK1eS27AhWEyy69ZpYe6ePVRGR4O0ZvP9+bExvEaDgYhuxbId5qSHCAUAmtaDcZx1AJlIsOzii8muWIHI53nw37/NuN+OsmybrZddxtBZZ5MaHqY6MaGJkpQ4fX3c881/IxlqIYX1MJZl6faVEDjpNE4mo19TirmFBabLixT9VhOqOa1jyE4f8OnZWXZVa6SE4E+Hhxh2Ev4YtCJlWRBxhK3Sqimx0NWSeZo6FeMnY9EaP2C8U6LBhAYt01M+RkdHsYD+rixSyrZ2l5VOo2wbbJuuFSvoXr9eJ24PD1PYsoW+c85Bui5Td99NVinSy5ZRHRvD7unBtm1qUlJQKphMcpJJLn/f++k/7zxt6LZ/P5bjMHjppRTOOkuLtaWOeqgcPYoAujduxE6lEJbF8le8okWvEiPGqYJnROL96le/miuuuII/+IM/4Nvf/japVOqZOI0YMU5phEedw1lCAvTT75lnBouKeWIOjOHWrWv5fm7TJpK5HKVyGZSeaHFSKba++CU8+v3vMd5o6K9f9GJ2/ed/MB5q2TbQ0zI1z2XZ5s2sSiQojIxQ2r9fL8BbtpAbGsJJJlFSajMxpcisXg3ZbCtRsiRVqSd0nGSSs6+6imStTqJQIDUwgBCCysQE5YMHySnF4NwctXKZ7tWreeSnP6HUaBAmU7fMz3Pn/AICePPQIPlEwm8lKSwEsqcHirNt4lhDPkp+iGF44gkIRLmGeiRD20OT0BjSUgCqCGoo+tBmdAZa1AtT5UW/RaV8cz9NxOSCProwuUPT02QGBlBK6QrK1q1I16Xsj7Rn16/HTiQYWLmSc6anefDb36LaaGDZNmu3bmXN5S9g5Jxz2giHCE2Xgc6RWnbllYFGqnLkiN4uttWPcYriGZtJ6+3t5aabbnqmDh8jximPTgvOUghGn/0KSxBOFxp9vvSP38Mdf/1XjFerJDIZNl9xBTt+8H28RgMnmeTSP/pjlm/fzrpLLmF6x6Pc8//+H0mpAxFLnse9X/wSq17wQlB6zLheKfPY3Xfjfe9WnFSKC970WwysXx9oZgSQ6esjkemiVK0CPlFKJjn7JS9h2fMuwkokKD30EKnBQQYuvRTLtoNqQmVsjHqxSH9vL/mzzqL3ssu4628/ynhdN2yeqFb56owey33rRRfxmxc9j4e/8x3GGw1thCcl40X9/WirxkOLXM0dLQAZBJ7QVZZlqTRjNa1kMY634SkhF3zvGRGMNA8KmFCarKRotq5KSjEoBBMK+jJdzFbKjPseKsM9BUTDRXkeEqhOTVGZm6M+P8/82BipZctw0mlNWPyfa27jxuD3oX/1ai5+zWtxRkZoHD2KZdt0r10bE44Yz0k8bYTlhhtuYNu2bZx11llxBSVGjKcQ5SNHAhMvszAt7N2rdS5HjlCbnNRP/v73y761uq0UF73q1dTKZTLLl3P3Z28g4br0WxalRoO7/vajXP6Od9KYnqZ86DDS85qVCSUZr5Q58p//SSafpzw1xWN33tnUxNTr3POFG3neq1+Dbbw5LAssiwve9CbuufHzjNfrOKkUpz//EhKezjIKG5GV9+9HCIF0XaoTE9SLRYQQpIeHEbZNNptl0/Oex86772aiVufzk1NI4LyuLrZNT5Hq7eWyt76NxWKRn//LP5MSgrwQTBu9S6Sts6y7B6/RYLJaoQiUUDhKV7DSvb30VypMl4pU/SmisLZFi3FbtT4zIUITnrAa98fCLSHo37iR7tFRKuUy6UyGzNAQdlcXXrHIYqXMgYMHkKGW0o57fsrlf/pehrZuRbkuSimk65Jbt47sxo1M3nUXQgiyAwM0QHunrF8PQgSCbWFZdK1c2VJxE5bVNunTbYhQTHZinKJ42gjL9ddfjxAC27Y57bTTOPfcc9m2bRvnnnsu5557Ln19fU/XoWPEeM7DuNYKyyK3fj25DRsA3Spa9E0Ys+vW6cXHX0hNQm8X4CUS7ZqWeh0rmyXtT5nYjkPJ03GCJaXt/3s3b8aybRZnZvB847ng/Y0G9XKZwvr1VCcmgjbVwMaNXH79O6gtLNCzbh3TP/4x9VKJuV27QAi8+Xlqs7NUp6cRgNtoUNq9G+p1HWooBFgW5dFRdv3oR0jP48bJSRalZHUyye8P9FNtNPjZl77E2edfQK1abSFbfUJXR8KBjZYQJICJaqXF0r4K9Hf3cHBiPCAOVQhEu0IIhgu9jM3OtFVtdNWlOVo84Y9jgyYwq5aNUF5cZHRaEy2rWmF5KklOCNxajSNjYyRV6wi1Valw+4c/xKXXvZ3K3r0opahOT9O1bBmpnTv1VFixSGViAndqKmgjWY4DSsWW+TGeU3jaCMvLXvYyHnnkEY4cOcKjjz7Ko48+yle+8pXg+ytXrgwIjPm4Zs2ap+t0YsR4zqAr9BQtLKstHbf37LNbts9v3QpowjK3YwcAmXXruOMf/qGlVZPM5Vj/+tezuHs387t3c06jwUM3f4fxep1kLsfV//iPrHr+JSgpSa9YgfOVLzc1JYCTSrP+2mtJdHWxsGdPQJiMtqYb6FqzhsbUFJWJiaBtRKFAcnAQSwhmDh3koZtvxq3XsW2bNZtPI18okBkZoVwq0nBdvjQ5xaFGg17b5m2DA2RthxSK8UYDmUySyeVayNacXzVxCXnFdHXp1Gras3lmF+ZJQiASrtLUDi0fGibZaCBoT6EGTUxMq0mhRbgCWNPbR6Ne58jR0ZAAWDE6NsamfEGbw3Xwn8kJwXS9zsKhg0FSdd0Qu6cwb61TxSVGjFMNTxthueWWWwAoFos8/PDDLf9+9KMfcejQIQ4dOsS///u/B+8pFAqcc845bNu2jb/7u797uk4tRoxnN3z7fIx3xnFEkmFhrvBHV5PZLJe/733c/uEPaU1LVxdXf/JTJLNZyraNsCz61q7lBe94J7mtWxl5wQtIZDLBfhKZDKdfdhmP3XGHL9hNc84111AbGyOxYUPQXtAn0PTyEELQtWqVblkYwiIEmZERpJQ89OlP4TT8NpWUHNj9BGuuvJLc+vWkly/nux/7v/y8UsEB3jI4QMFxaCjJnBAkMhn6zjwTy7I4I5nk0e/dyriflbSit49UIoFn26RyOaxGg0ajgXWo3CKCFRAhDlokPJxMkUqnSWUy1GraKm9ICBLCakmhjoYcAvQVerETCQ74I8RZ4/LrkxISCTK9vVjjY20TWgu+ODm3YiXu7Gxwz5SUICWrX/taFnbv1i7GlhW0hCzHCYhqjBjPFTztottCocBll13GZZddFrxmWRZnnnkm73//+/nZz37Gz3/+c+6//35mZ2e57bbbuP3222PCEiNGB3iNBrX5eTIrVmjr9l8CI+ecw8s/+JdUS0UGzt1G/3nnBd8TQtC1fDmW45Bbvhynw7F6l41w0WteS3rNGjKFAvWpKUDHBYQJlJJSZyCh4wEqo6PU/G1TAwMI26Y6MUF5drY9MqDRYP7QIbr37+ffbr+d7xeLALxjcIDTUimqEEwcXfDGN+GVSkyOjvLYnXfoYMdEgvVnnoUzN4cEcoOD5Ldvp7J7N4tHjrBi2TKOjI3p8WIhWL1xE4f37Qu1wnRFJpvL4fT00LV+PezZg1UqMqcgL5QezxairUJSlToxeXZ+jp4VK1F+pabF5dey6BoYQFUqrNl8Ggef2BWMiwN4qRQXvvnN9KxbRyWVak6KCUF62TJNBC1LJ2v7RFaEiGxHR9sYMZ6leMamhHK5HNdeey3XXntt8NquXbsCAhMjxrMVT8cioaTk6AMPcPtffRi3WsVJp7n0j9/DygsvPOHjhUejzee2bdPV14+VSDzp804PDYEQDF5wAcK2Wdy/n+y6dbrVEyEspsLStWZNc9pJKTIrVgRfpwYHcVIpSvU6hizYiQTdq1fz4O7dvPcznwHg1/M9vLS7J8j7OevKF7HqyiuxEwlm7r+fx+68g4TrajGw67L3oYc47fTTSeVy5NasITs8TGXPHh1zkOli/fIV1BsNUl1dZPv6yS4bYddPf8K435ZauWIl1uIidjpNpVZlz6GDLcGMlmWxYvkKjoweCVVr9L1sAHge6ZEROHggaAeZjKSVa9fSvXkziUSCPqUYOfNMauUyTiqFU8iz4sUvIZnNBuPiLULaNWu0+/Hhw0j/ZxmFsKxYTBvjOYNTKmpz8+bNbN68mde//vXP9KnEiPELI+xQa/DLkhi3WuX2D38YUatq/UK1ym3/319y0XXXscHzTmgxUlIGglxlMoiUCqofAZE4QSt2IXxbftOi8l8LT6OY45pWVM/ppwdhetl16yhEtr16ZITvvv26YKLoeW9+M5VCgevf/35qjQZnZrt4eaGgvVZ8QjO4dSuFLVsAmN25s4NBnovT10c6m9XnalnamG3FChqlEk65TCaTwbZtcqtXoyyLC5e/mtnHHwfLwp2cRLoubqXC3p/8JDDB0061sHJgkKTnMVzo5ejMNFWpSWE4VLF48ABAYNlvpogO793Lkc98mq0veAGF4WUI2ybd3U16aAhhWVQOHSKxeXMgYFZS6p+PlCgIsqS6li3D9lOpjfBWSRlrU2I8p3BKEZYYMZ6rWNi795d7/+Qkrk9Wwv4f937hCwxs2NixZRNFuDVjKi1mDDpjXHSfAnTS1ASExh91Nq9Ft1116aVc9cG/pPjEE6x48YtpCMErr7uOsclJzti6lY+/5jXs+OpXAqO7c37tGnrWrQsW5fk9e3DSaV2lCRnkdY+MIByH9NAQ+S1bSOZyuLUaE7fdRsOySK9ejW3bpAcHqU5NYVkW6WwWz/PwhEAkEnhKtU5GmZTlhQVc2yZc3zBxB6YKdPToUSwhApLTonVRikdvu40zzjpbO/oKQfnQIe3+291NdXwcpZQeVw+1hAi3f2xbj7uj225mSigmLDGeS4gJS4wYTzE6jZKaheYXRXrFCuxkEq9eb/X/aDSwCgVyy5cfdx/miRv0yLOBsKwgNwagtGMHXqNBefb/b+++w6Oq0geOf++UTHqHUBLpSOgKSG+uhV4ElSZgAez+FhugruiqgLprW0FFOoIg0pRiRaoIKL0XISRASAjpmX5+f8zMZSaZVNII5/M8eZjMnHvvmUnIvHPK+17F30v6AUWjIaR5c7UYo+t7xcuURElo9Xr8Q0PR+foy8f33+evQIcLDw1m1ciXaP//E595e6ENDCWvcGFtqqjpq4jq2/cOPsGv+PBJzchyLiWfOQpOSQnZCAtU6dyakeXPHa2kykXrgAIoQ+FavjlarJSA6Gn/nNJUhIgKrzUbqnj2YU1IwxMSgSYjnqs2GcFu7ovf3R+fjg97HByUzAyEE6UKgiGuLZwVQr90dnNm9y6N4pGutC4A2LAxff/9rr7OioA8LU7emu4ITQ/XqapCijrhI0k1ABiySVMq8Tc+ENm9+XecUdjtdX3qZ3976t0eRO72/PzW7dkXv51fotJMrDwtAsHMHiQIEuaX5F3Y7F/fu9Vgr033ylDw7TtzXw+CarnBbH5P7X3UKynlfYIMGHtut3c/r8tH8+Xy1ZAlarZbly5bhc/Ei69+YitVkcmTmfXkSoc6RIffjqjVsyODZX3L1yBEiWrUitEULLq5bh7DZyDh92rHTxvkz8q1W7dr2aqfABg1QFIXAhg0JaNCAMzodpqQktPXqoWzfhtlmc2yP1umo17ARAUFBBNSpQ2iLFvjv2cOB779zTAU5X28tIHx86Pjuu9TZsJ5fZ8zIk8NF5+9Puw8+INttJE7RaAiOjVWLFaYfPer42cXGqiNTrq3qdrsdjfM5+derp+4SkutWpKqkzAKW0aNH06JFC1q2bEnLli2pWbNmWV1Kkiq9gt44hN2urnspqDpudLt2dHhsHHsWLSTRZELv70/3KVPQ+/mhaDRe187k6YdzFCTj+HFHKn/nmhZXTher0cjmae+gc+7WSTOZ2TztHao3bYrOrVCp3WolOz4eU1KSY7pLUcg6e9b5hBwBQcapU+rzc5+Kyt3Ond1qJefCBTYdOsS/Z88GYPrLL9M6LIxvRo1CZzZfy8z77gy6T3gcrV6vPvfs+HgQgozz57EkJ3MlJ4ess2dJPXAAc0qKo05RQoJj1MNmI/3ECSzp6RiTk/GrXt1RYFJRyDrnWHPiWiNiSk7mrxXfoLc4F/MK4cgsGxSE3ccHhMCUmIg1Ix2NRoPNFaDhrEtkNrOsdy9a3NuLyNrRJCfEqyMrikZD95dfJufsWbLPnVNHv9ynyxT3dUIajWPKx3W/VotGUQhs1MixhkhWWJaqqDILWBYvXuxR+yQ8PFwNYADMZrPHpwJJuhEUNbgoK1GxsfT+91togoPxj4jwCCJKQ05qKlaj0XNrsdFIdkoKwW7TTq507+5vqjaLBWNaGn7R0dfVr5MXL/LCggUIIXj4/vt5bNgwMi5dwpKTTbh7v0wmTFlZ+IeGFvsaxqQkAHwiIkBRyElIwJ6djSEiwvH4pUuO52Q2Y0xOJj0uDqszWFKvb7VyePcuBDhyvURHEx93Hh8hHEGNM+mcWlfIaGT/d2ux2+0eGXGtioLx6DHOnziJ5epV9GFhjtfYbfrHPzpa7Xvm33+rO39kJlvpZlJmAcsbb7zB/v372bt3L2fPnuXKlStqjhWAvXv3EhgYSIsWLWjbti1t2rShbdu2NGvWzOv2PEmSHLR6PYE1auRZu1CcNy91x4lzGsc1zeBfv36eqs56f3+iOnVSE8e5BMfGqplz065eZePU17FkZ+MTGEivmTOJ7ttXvZbHdIaz365ruktKTOSpuXPJMpno3q0bsxYsQK/X5+2XcGTmDbv1VrR6vfrcs86eBbsd/zp10Oh06tRXyK23qus9FEXB7lzPk3HiBFnnzmFJS1Onrlxfjs4LfCMjCYyJQXv6FGlWK64t1+Cs4uxcPHs+Li7X+hRH0jkfcNux5DhvqLONTjjuE76+GEJDMVSr5lnk0rnjB2cxy9xci2rdA2lJqqrKLGB57bXX1Nvp6ens27ePffv2sXfvXvbt28eRI0cwGo3s3r2b3bt3X8vFYDDQunVrduzYUVZdk6QqqTijPWp151xTQgBdX3pZzYCr8/Wl/ZixZJ85k+f8ruNtFgsbX38drdFIuEZDWnY2Gx5/nPsXLUbr4+PYTu2aBoJrt92uCWCxWBg6YQJxiYlER0Qw+/XXyTl1ihzn471nfcb6CeNJzM5G5+tLn/99SohzRMS1zsM1yuMbHY3WYLg2daLVXisYqSiEua3ZEYDp6lXMKSke7Vx9BPCLjKRl334cXL/OkZ9FpwOrVQ08wO5IPqfVOpLOua1PyQD87DbSUdA6+6lmtBUCncFAzD33FDwqpdF4rIOSUz7SzahcFt0GBwfTrVs3unXrpt5nsVg4fPiwGsDs3buXAwcOkJ6ezh9//FEe3ZKkG5rNbCYnNZWAhg3zjH5cD1cG3JzUVPxCQtD6+BTY3piW5jldI+wkZmeTnZJCUI0a+R6njhw4TX73Xbbt2YO/wcCs8eMJDw312F0V3bEj982dR8JPPxHWqBG1O3Qg48QJx7nsds5v28aGf72G1WhE7+dPtylTCHbmZ3HlJlGEQLhlgHXPb+LKXeI++uTaKuwTEUFAUhLt+g/AYjLhExnJjvnz8iyetdtsXmsMXRYCncGHVn36YrNZObRuHYk2G1qtlnajR6P19fXY7QR4jrSAGnx5I7cvSzeDCtslpNfr1crN7k6fPs2+ffsqpE+SVNqKkjDO2w6bgtpgt3Nx/z62zJihTsH0nvUZMZ07F7lfwbGxXqeE1D4IQbBrCkWr9brjxDXF4hcT4zFdk45juqZGly5qfhjXm6l78jrcApZ533zDnGXLUBSF90ePplGNGh6Pg2NUKOf8eTQmE6bLl0k7fJjsuDgAbCYTG554wm2xsJEt094hqmlTNDodmWfOXMu4qyhknDyJotGQdf48OYmJGM+fRxsUBFotpsuXHaMvQmB25T4Rgqzz5xFC4BMSgunKFcBR3DDRbfeVHmd2W7i2dsVux6LT0XHsw5CZic1qpXGTWExXrxJQuzaB/gFkOUewXFW3AUKuc2eZJFU1ZRqwjBo1CkVReOqpp+jQoUORjmnQoAEN3P7TStKNrCjrCoTdfi2xnJedM2qb06fJTkjAbrWy+fPP0ZnN6hTM+gnj1SmYospvSsj9/sD69fNUf3anKAo6g4FeM2ey4fHHSXQGUH0+/zz/UR+33S6KRsO23bt5ecYMAF575hn69egBOEYUcmfMzU92Skq+ozyB1avne5x/rVoImw1rSgq6sDAU53Pycy4w1mg02O12jImJKIAuOBhDRAS6sDB0Pj5ozGb8gWwcu4HCFEUthBiq0WBAIUBRuGK14hMaijYgAJvZTHZQEBqLBUN4+LUpqFxTZHLaR5I8lVnA8tNPP7FkyRJatWqVZxRFkm5krgBDCJEntXx5MGVmYjW57eQp4hRMbu51ZkrCfRoixG7n/kWLyU5JoUaXLvkGK4pGQ/TAger3Z86cYcyLL2K1WhkxfDj/ev99ru7fT3ZKSp6pLtcok0anI7BePYKbNkXjTEcf0KBBgaM8Ic2aqTlLAIKaNFHXsKQdPkxATIyjzpEziHKNQKUfPYrdaiXz778xRERgcKbAD6hbl6ZXkjmwdKmaZj8ASHUGnBpFIcVmwwq4xoh86tYhrHoUNpPJUexRUQiqX5/Ijh0JbdEiT9Zf9wBNBi+SVIYBy6JFi1AUhY8++gjfImxxPHbsGB988AHt2rXjscceK6tuSVK5KsrOHfdspfkl+3KfEvKtXh29vz9pRmO+UzDXI3d/Cmzndluj1xMYFYW2iIUU09PTGThoECkpKbRr147Zs2cT//sONjz+eLGnuryN8vSe9Zn6eqQdOeI5HeVWzTj73Dkyz58nMzkZv9BQxzGKQubp0+RcuOAYYbl0CUtqKsYrV9BoNGSeP8+Rb7/FV1EIURxlErKcfdGgEBFZjcuJl9Rih2lC8NP//R/dH38C7HYy4+Iwpqbic+kS53/4gcy//87zs3MPJuX6FEkqw4Bl+/bt1KtXz2OhbUGaNGnC5cuXmTBhAo0aNaJ79+5l1bVSk5aWxueff86qVas4ffo06enpREVF0a5dO0aPHs2AAQNK/ZpGo5G5c+fyzTffcOzYMVJSUqhWrRotW7Zk+PDhjBw5stDcNlarla1bt/LLL7/wxx9/cPToUZKd9VMiIyO57bbbGDBgAMOHD8ffLVX4zaS08q0U9Tgl1zRJQW20BgPdXp7ElhnTizYFUwIetX/y4T7dVZRpLXd2u52Rzz3H4cOHqVGtGvPfeYecY8fY8PjjaHOMXqe6XNNiORcuqNt93ZPQBYeE0mvqGxjT0ohs3RqtwUDqoUMAZJ4+rSaw84+OVtelCCG4fPw4u+bNxWo2o/PxodWAAUTbbGQnJJBz8SI5mZlYk5MROTn4WK1odTpyMtI987I4U+xHKApZwk7S5USAa1ucnXljjOlpZKZc5eCuP7Db7XDMsd1b5+NDy379ibjlFgJiYhxPybW1GkdCPW8/DznyIt1MyixguXDhAr179y7WMS+++CJr1qxh9erVlT5g2bZtG8OGDSPBuYvAJS4ujri4OL799lsGDBjAkiVLCAgIKJVrHj16lCFDhnDUmdPCJSEhgYSEBDZs2MBnn33Gt99+S418pga2bNnCkCFDSE5O9vr4+fPnOX/+PGvXruXNN99k4cKFlf5ncTNxLcys3bQpUc2bFzoFU1m99cknbNy8GYOPD4s//JBaUVGO5HDZRd9tlHtKS9jtjumayEi0Pj5knj597TGbLW+eFSGwGo3sXrgAncWqZtDdv3Yt1Vu2Ij0tlT9XfovVbEar1VK3UWP8goLQajT4hIai0ekceVmcu4QUwB8FneJciKsontuXfXzQ+Bg4tGE9Wud2atd0kWI2c+D77+gyfgI2Z3CSfvKk2v8M53PJPYVX0MiLDGakqqbMAhaDwYCugG143nTq1ImoqCh27dpVRr0qHQcPHqRv376kp6cD0KVLF4YNG0Z4eDhHjhxh9uzZJCYmsnbtWoYOHcr3339/3cnwEhISuOeee4iPjwegZcuWjBkzhlq1anHmzBnmzJnDmTNn2LFjB3369GHLli0EBgbmOc+FCxfUYCUoKIi77rqLDh06ULt2bTQaDYcPH2bhwoWcP3+euLg4evXqxY8//kjXrl2vq/9S6dP6+BBUo0apTAOVhPt0V1GmtVyWLFnCB3PmADBnzhzuHDYMgICGDQtch+KaFlM0GgLr1csz8lXQVFbGqVPqwtbshAT1PMmHD2PJyfHMoGs2c/XkCf5ctgydxUKERkOqzcaZ48fwCQjAYDCgSU0Fuz3PFuZ4YUfjjEKEEI7HhUCr09GkcxdyLl7AZjZjx7PqtgkQZjOWzEw1y65LQQtxC3qd5TSSVNWUWcASFRXFGbdCXkV122235RlBqGzGjRunBisvvPAC7733nsfjTz/9NHfeeSdHjhxh48aNzJ07l3Hjxl3XNSdOnKgGK8OGDWPRokUeAeGzzz5Lv3792Lx5M3v37mXatGm8/fbbXs8VGxvLyy+/zP333+91ymfKlCk89NBDrFy5EqPRyKOPPsrRo0dlBuIK5hpRqCzp2PO8eRZhWmv37t085vy/MGnSJEaOGqU+pvfz80gO522qS81N4rxGQX1w30rtyrFit9m4evw4PtWqoTMYMAQGovPxIc1iwTUSotXrMV1JUad8AMw4ApDjf/1JdJ26+IeGYrfbqQYk45nx1pj7dVIU2vTrj95gwG6zodFqsdtsnlW3naNDPgEBHut/AqKjCXQbVVEUBeTIiXSTKrPf/Pbt27Nv3z5OOQugFVVERASJiYll1Kvrt27dOjWxXevWrZk+fXqeNlFRUSxcuFD9furUqY756hI6fPgwy5cvB6BmzZrMnj07z+hVYGAgX331lbrA+YMPPuDq1at5ztW7d28OHTrEmDFj8l2f4u/vz+LFi6ntrIR78uRJtm7dWuL+S4Wzmc1kXLqE1WSq6K6UmQsXLjBw4ECMRiP9+/f3GlDHdO7M0IWLGPjFbB7+YxfRHTt5JnNTlDyVnvMkf3MGJy6utTaX9u1j4+v/Yvu8ufzwxlSSjh8nMDqatqPHYNHpSLTbsWg01G/TBh9fX7R6Pal2O5edtX+iNBp8hCDu7N+YnaMmaTimdVwZb4OdAZOvs70vjkDHajaj0WrRGQw07uRYRJxmt5Mj7GrSuRb9+qEzGFC0WvXLPTBTNBpQFEKbN1e/Qpo1y/dLkqqaMhthGTp0KIsXL+all15i5cqVRT4uNTUVvXOrYmW0bNky9fZzzz2X76hDmzZt6NatG1u2bOHChQts2bKFHs78EtdzzfHjx3ud6gGoXbs2DzzwAAsXLiQnJ4c1a9YwduxYjzYhISFFuqafnx/9+/fns88+A+DAgQMl7n9V457ArSi7YQoTt21roTtjvCWXKyzZHFSedQw5OTkMGjSIixcv0qxZM7766qt8F4fnnD+PAmSdOpVnyqeghb3ujwtnrSCAzDNnsFksbJk+TZ3iSTOb2TV/Ht0mPE5gYCC39ehJ0t9/c/7MaU7u3IlWrye6aVPOHzqEsNnc6gM5poDOHjpIo46dOLF9GwihZrxNdf5Mcrf3CQ/HNzKSgJgYwlq2xDc8nIPrvifRakXn40OPF18iul27vC+GW5Vml8ryM5Wk8lZmAcuAAQPo3Lkza9as4ZlnnuHDDz8sdErBZDLx+++/U79+/bLq1nXbuHGjertPnz4FtnWtJQHYsGFDid/wi3tN1+jOhg0b8gQsxREUFKTezsnJKaDlzSXt2DFST57EZjbnSfZVXDazucCdMS6536yBIu3KKck6htJO8y6E4LHHHmP37t2Eh4ezdu1aj9+t4vSrKHljsuPjPQIWhMCYlpq32rLZjCkzE7+QEPShocSf/RsfZ/HCNKuVhKNHadt/AHu+W+tWH0ig4EjBH1q3Li3MZlIuJHDhwkUS7TY0Gg0aReNsbyfN7phiqtO3LzpfX7VQYdCttxLTsSM56elEtm5NxO23y0BEkgpRpplu582bR9euXZk5cya7d+9m5syZ3H777fm2/9e//sXVq1eve71HWUlMTCTJWZb+lltuoXoBGTQB2rl9Yjrk3F5ZXEIIDjuHtLVaLbfddluZX9Pl4MGD6u06depc17nK2/WOfOSXLj9u21Y2Tn0dq7MwYPfJU6hZyM+kIFlXrnjdGZN15QrBNWte13OoLGbMmMGSJUvQ6XSsWLGi0A8krvT0hS3ezU1ddCsEAfXqeRzrFxOD3s+PNKMJuFaFOqZXLzQ6HYm7dmGzWonMFdAEx8bSJiSY3QsWYHTuBNKhIAwGYu6+m0s2Gz7BwUQ0bYYpMZHwxo0Ju/defnjqSRJNJvR+fvSY8gqR7dqp0zquEgFag4HAyEjHNFAB634kSXIo04ClYcOGbNq0id69e7Nr1y7atWtHhw4dGDx4MG3btqVWrVooisKxY8f48ssv+f777wkKCuKZZ54py26V2PHjx9Xb9erVK7S9exv3Y4vj/PnzZGdnAxAdHV3odFlMTAxarRabzcbJkycduyG8lKUvzOnTp/npp58AR92nu+++u/idr0BFSYlfEG/TD67REJ3J7KxXY2bLjOkMXbCwWCnx3fmHhTmSwOUYcX8j9Q8LK3AXDlDkXTnlIb9Rme+++44pU6YA8PHHH9OzZ8/Cz1WExbsFHRvYsCHBzky27nrP+owNTz5xLbHczJlEtGnjWIxrsaAz+JJmNgPXdihVu+02qt12G+aUqxxc971jLZqfL90nTSaiTRvOrF7N/s2/YbNY0Op0tKpfn+gOHej977fISU0lslUrdLmz9bqCYdfW5lxrbgp9jjKwkW5SZV78sEmTJhw8eJAXX3yRuXPn8vvvv7Nz58487YQQ+Pn5sWTJEmo563hUNqmpqertyMjIQttHRER4PbYsr6nX6wkODubq1atYLBaysrLyXfOSH7vdzrhx47A5E1c98cQTHs8lPyaTCZPbolHXTqqqIjslxXM0BMdoSE5qarFS4rvT+frSbdJkNr/zNolGI3p/f7pPmYLO17fAHTC5v6+Mb2KHDx9mxIgRCCF44okneOKJJ8rluoqikH70aJ7XJDgszCOxnM7Xl/SjRx0J5RISaNW/H/vXriXRbEbv70+3F1/kyh9/YLdY8DMYaNSoEf716lOra1f0/v5c3b+f/d9/h945MpNms7H/u7XU7dcPU2IiihCO9Tharce0nZoAz7m92tXnov4M5XZl6WZVLtWaAwMDmTVrFq+++iqzZ8/mxx9/ZN++fRiNjg2AERER9OnThylTpnDrrbeWR5dKJDMzU71dlHIDfm6frDIyMsrlmq7runYIZWRkFDtgmTx5Mps2bQKgbt26vPHGG0U6btq0aUVuW9aud5eEt7wiufOEpFE6KfGDY2Op3rSpIwlc5843XBI4b65cucKAAQPIzMykZ8+efPTRR+V6fW8jFsJuR6vTERARgeLcWuy6X9jthNWOpuu48WiCgohs3RqNTkfy9u1cOXeOA+u+x2a1oj19Bn2NGgTXqoXOZsNmsXhOI1mtrH3yCVr26094TAx2ux2NomC32VDcphg9qm+Dmnk3PyUZJZWkqqZYAcvZs2epW7duiS9Wu3Ztpk6dytSpUwHHm6miKMV+Qy1Ijx492Lx5c6mca968efkuWi3KH5DS/iNTHn+0Pv/8c959913AESAtW7aM0NDQIh07efJkJk6cqH6fnp5OjDPNeHkrjREHu8XiqPbbqBF6P788eUL0/v70mfVZqQQYOoOB4Jo10fv5VcrRkuKwWCwMHTqUM2fOUL9+fb755pvy3/mnKB4BAaBueQbIdNuBJOx2shMSMF6+DICvTkdOXBwANouFgxvWo7NaCVUU0q0Wds2fBzh+Zhqt1rkt2a5mu9WazOxfu4b2g+8Dmw1Fq0XYbJ4/VyHwd6YNCKhb11EmwBlAefv5hzRvXlqvjCTdsIoVsHTs2JHvv/+eNm3alMrFS7JToCK5B1ZF2TXjWnsCJX+uxb1m7nbFue7ChQt58sknAfDx8WHlypXccccdRT7eYDBgqKCsqy5FWQsg7HbSnFV781v/kd9W4+iOHRkyfwGX//yTgOhoatx+e7mtP7CZzWoV44rKblsUzz33HL/99htBQUGsXbu2SNOJpUHRaNSRtdSDBz1S8wNqLSFwTHu6PgAIITAmJWF25S1yZsQFSI+Lw2o2YwOuuIpP4ixoaDZj1mgwK4ojFT9Q3fnzTbRYyLx0CY1W61hoi+cHDiHEtW3duaaDvO2EutGDWEkqDcUKWBITE+nRowdLly6lX79+ZdWn6zJixAg6dOhQKudqkWuu2H2kIb9aPO6uXLni9djiKO41rVarunZEp9MVuY7RV199xcMPP4zdbsfHx4cVK1YUuxZUftSkX+Xg6oEDZP39N8Juz7NTxL0/rqq9dqs1Txub2cyGCRPQGk0eW42HzF+ARqfj3M8/s3v+PKxmM3o/f7pNmkSNVq2K1L9QL5+UXTVucvfHvV+F5Wopr9e3MLNmzWLWrFkoisJXixfTNDa2WH3Lb3dWUbmKHeJtisXtPv9atTxeX/9atchOSMCUlIShWjX8nevoLM5pawMQoChccW57VqeAbDZa39uLAz//jN7mqAGUJkCr1xNYowa+kZEoWi1+ua4n7HaMFy8CEJjr9zQ4Ntbr61IaZOAj3ciKvYYlOzubwYMH89FHH6mfxiuT8ePHl9m53dfX/O0qU18A9zYlXZsTExODv78/2dnZxMfHY7FYChxej4uLUxfLNm7cuEjTSEuWLGHMmDHY7Xb0ej3Lly+nf//+JeqvN2lHjyJKcdqvIK5qvsbERLITErw+fyEEJufwv7c22ampnvVlnFuN43/4AZ+AAHbNm4ve6iyWZ8xh89tv0f2JJ9EWoXZWlpffG/dP/hmnT6tvKq5P2kXN1VLRtu7axbPPPQfAv557jq716hV7t1Zxqz7n5lHwMPe53e9zG0VxfW+zWsnJzEQXHq4+5so8HKLRYEAhRdjUJHFpwlFl2T8khCZdu3J821ZHIjiDgVb9+hNQu3aeQMX9evn1Jb0MS5PIBbvSjaxYAcs777zDK6+8gs1m45lnnuHs2bPqeoeSOHv2LNOnT1ezqVZ2UVFRVKtWjaSkJOLi4rh8+XKBuVh2796t3m5ewjloRVFo1qwZu3fvxmazsXfv3gKnaYp7za+++ooxY8Zgs9nQ6/UsW7aMgQMHlqivlUFg/fqOAESIfN8shHP4HvDaxlC9unOLqzNnh3Ds5glr3Jic1NS8Cy3NZjSBAfhHFL6LqyTy7E4qpIpxRfj7/HnGPP88NpuN+/v25bmHHy7ReYqaHA68jzoEFLDGTrhNA+Uefbu4bx9bv5yN1WRCZzDQbdJkarRsid0ZgKSZzYQojj+YroKHej8/2gwfAXY71WJjCY6IwAzU7dMHm3N6KaBePTReAllht6NxJtKsrLu8JKmyKVbAMmnSJOrVq8fYsWMxmUz85z//4dy5cyxatAifYnzSO3bsGNOmTWPp0qXYbLYbJmAB6NWrF4sWLQIcmWTHjBmTb9v169ertwvLUFvYNV2ByIYNGwoMWIpzTfdgRafT8fXXXzN48OAS9zM/IbGxBAcHl/p5vRF2O4pWS2D9+gTnsz5F2O2kO9ew5NemT1SUR86OPjNnEtOpM5acHPQffkia0ZE3xZWvo/6IkSVeV5Jff1z/FlbFuKKlp6czatgwrqal0a5dO+YvW+axQ66spHpJjKgUlE3bfSTDbVGuzWxm67sz0JldafstbH13BoPnzEWj03H78BH8uWghic7Chbc98ADhdepiAXZ88F+sJhNanQ4hBHabjYPr19H2odFUa9QIIUShUzxBt97qdRow36chgxvpJqWI3Evpi2Dbtm0MGjSIlJQUFEWhc+fOrF69mvDw8AKP27dvH2+//TarVq1SV+wriqJOYdwI1q9fT9++fQFH8cM9e/Z4LTnw559/0rZtW8CxOyouLi7f2imFOXz4sDpaUrNmTU6ePOl1bUpCQgINGzbEaDTi5+fHhQsX8l07s3TpUh566CGPYGXIkCEl6l9+0tPTCQkJIS0trVwDFtc0REizZvkGLEVpk7J3r2OrcZcu6k4gYbdzdPFiNr/zNlajUa0oHNO5S5n2OW7rVtZPGK+uYbnea5YWm83GoEGD+P7776lVqxa7d+8utzxKqW6ZmPPjnpRN2O0kOYt4+tWqpU7DZaemsn3eXKKcI1g5wk6i3U6nhx9Ga7ZgtVg4+dNPJF9NUc97S6tWXDh6FJ3FQoiikGYXGBFUVxTSAYtOR4chQ/GrUYNALzvl1GlAjcZjlK8oo0tyWke6EZXG+0GJ8rB06dKFHTt20KdPH86cOcP27dvp3Lkz69ev95oBdseOHbz99ttqTRxXjBQdHc2LL75Yoo5XlD59+tC+fXv++OMP9u3bx+TJk/NMiyUmJjJ69Gj1+6lTp+YbrIwdO5YFCxYA8Prrr6tbvt01a9aMBx54gOXLl3Px4kXGjRvHwoULPSo2Z2ZmMnLkSDW3zcSJE/MNVpYtW+YRrCxdurTUg5WqQOvjQ1CNGnlGMWq2akXvN/+NJjSUml27lkvelJjOnbl/0eI8AVRFe/XVV/n+++/x9fVl9erV5Zr0sSi5dlIPHiTLrSCia+0SgOnyZYQQWJKTHZWXbTYcU4CO+j9Kdg6W9HRysrNJvppybXeQ3U7c/v0A12oTaewY7QK9oiEEQaLFgjk7G21SEikFLJYPL6Udl5J0Myhx4rjGjRuzc+dO+vfvzx9//MHx48fp0KED33//vVrP5pdffuHtt99W86K4ApX69evz8ssvM3bs2EpdmTk/s2fPpkuXLqSnp/Pee+/x+++/M3z4cMLDwzly5AizZ8/m0qVLgGM65+ESzue7++9//8uOHTuIj49n6dKlHD58mLFjx1KrVi3OnDnDl19+yRnnH+bWrVszadIkr+fZuHEjo0aNUke1hg8fjk6nY/Xq1QVe/5ZbbimwDlRFc41SuBJwlfWwuWsXSHlOyeQXQFWUr776iunTpwMwZ84cjzpW5aHI0ydu00AG55ozv1q18KtVSx3paBXgz4F160g0m9EZDNwxZizhDRqQGRdH2rFjQN4KzFq9njSrFUcOFsffNouwk46CzmCgeocOaAv5+1Y71+J2Od0jSfm7rky3kZGRbNq0iZEjR7Jq1SqSkpLo2bMnr7zyCmvWrFHXXbgClSZNmjB58mRGjBhRaOXmyqxFixasW7eOYcOGkZCQwLZt29i2bVuedgMGDOCrr74qledau3ZtfvjhB4YMGcKxY8c4cOCAR5I2l06dOvHtt9/mm4xv586dWK1W9ftFixapa3IKMmbMGObPn1/i/ktVy65du3j00UcB1P/TlUHuhbjBsbEEOXfoCbtd3YETHBurFiJMP3qU6nY7jR54kJzUVKI6dULv58f57dvZNnUqlhxHPiV1d5DzGv/47wdseulFEnNyHEnk7HYuWyz4BAbQ53+fEt2pU4F9VTQarwtyJUny7rr/t/j6+rJixQomTpzIRx99RHZ2Nq+++ipwLVBp1aoVU6ZMYejQoVUmxXSXLl04dOgQX3zxBStXruTUqVNkZGQQFRVFu3btGD16dKnvtmnatCl79+5lzpw5fPPNNxw7doyrV68SGRlJy5YtGTFiBCNHjizxWhlJKoqEhAQGDRqEyWRiwIABvPXWWxXdJZW3bdTuW6UD69dH0WjIPHlSfSzr7FlHpllnMrecs2fJslrZ+NSTaI2OreQpdru6OwigWf8BVIuOptfUN7h64gQh9euTc+kS5uxsou+5B72/PxmFFDyVa1EkqXiuO2Cx2+0sWbKEH3/8MU8mx6CgIBYvXlyqOT0qk9DQUF566SVeeumlEp9j/vz5xRq58PX15amnnuKpp54q0fXcSyNIlUN+lY4ro5ycHAYNGsTFixdp3rw5ixcvrnIBsrDbSfrrL4+t5OEaSLTbqdu6NY369iPAWYhUq9fjHxqKVq9Hq9M5blei3DiSVJWUOGCxWq3MmzePGTNmqAnSXCMqOp0Om81GZmYmy5cvp3fv3h4LRCWpOIqyi0Yqe0IIHn30Ufbs2UNERARr166tdOU13Bfiuu8OcmW4dU0FuditVjJPnUIIQUDdumh0OoKaNMFusaD393dsXxd2Up3nOrtvHwnHj9Nt0mRqxsY6aqHVr09g48Zc2rBBvUZRpnqE3S5/lyWpGIodRRiNRr744gvef/99EhISgGuBSt++fdXpoAEDBpCcnMySJUu4ePEiK1euLLetrZJUGPe6PJVlx01lN336dJYuXYpOp2PFihVedwRWNPeChq4g170Ug8i1INtutZJ1/jzGy5fJio8nIDoau81GTnw87R56iF3zF5BoMl47P0COkc3T3iGycWNMzvT6NouFbOffw7TDh4sUsNxII2uSVBkUK2CZMWMGH3zwAUlJScC1Al5DhgzhlVdeoZVbPZXt27fTq1cvzpw5w6ZNm+jSpQsbNmygtrNCqSQVxH3xZFHqy6ht7HZHynO3/Bu5FVaXp6Brut9PEWokVZVP0GvXruWVV14B4JNPPqFHjx4V26ECCLud+DVryI6Px8+5zTo7IQHT5ctknT+Pf3S0+nOxW61q4UOB4+clhMB46RIB/gF0fvRRtn3xOXqrVd3SbEIgjEaS9+9Ha7EAjoDFVe0588yZIgUsRc3oK0mSQ7EClsmTJ6M4M0RqtVqGDx/OlClTaNKkSZ62DRs2ZOfOnfTr149du3Zx+PBhOnTowLp162jZsmWpPQGpanJfPFmU+jJqG1dCQo3Ga9ui1uXJ75rCblfrFSFEnkq7uVWFT9CHDh1i5MiRCCF48sknefzxxyu6S0XiX6sWAa5RILsdxVmuwb3YoN1qJSc+3lF8Ugiw2QioUweNcweRuHIFm9V6rRSDcy2L1seHyJYt1REWv5gYTM5UBoH5pOPPLdhZGLKqBLWSVNaK/T9Fr9fz2GOPceLECRYuXOg1WHFxbXvu378/QggSEhLo2rUrP//883V1WpIKYrNYyEpOxmY253nMVZcnRAE/RUMIYHHW5SkKV60b/+hoz+J5VVRycjIDBgwgMzOTnj178uGHH1Z0l4rGGUwKIcg8c4bsCxccI2Ou9PxF/NL7+wOOrcw5wq5uaW47YiRag0Ftp2i1+MfE4B8T4ygPUIRzpx89WuzikJJ0MyvWCMvTTz/Nyy+/XKxpHT8/P1atWsUzzzzDrFmzyMjIoG/fvnzxxRcF1uGRqrbCplLc668UtGgyd5uL+/exZfp0LDk5+AQG0stZA8jFv359r3V5ojp1ypOQLb9MqsJuV4OVkHxqEVUFFouF+++/n7///psGDRrwzTff3DiJHp0/H7WwYK7v3Wv32O12jFmZ+PgHXBsxc/5rcWaONuEYWXGFqDU7d3aMoridN881JUkqVcUKWD7++OMSXUSj0fDpp58SExPDK6+8gsVi4ZFHHiEuLo7XXnutROeUbmzF+WQp7HYynYsm85uCEXY7aSdOsHnaNHQmszrds+Hxx/NM93R96WU2v/M2iUYjen9/uk+aRLZr+qeI/XF/w6uqb07PPvssv/32G0FBQaxdu5aIiIiK7lKhga6rTaBzKijIOQIsnJmd/evUUad/gps25fz27Wz+/HOsJiM6Hx/uGPswDWJj0Wi1CCHwrVULvZ8fmhwjgQpkCoFwC3BdQa17JWhXUF1Vfy8kqaKU617jSZMmUadOHR5++GHMZjNTp07l7NmzzJkzpzy7IVVRxrQ0rEbjtfouwk6ic7onqEYNtZ2rFpAxLY3I1q3R+fpWYK8rp5kzZ/LZZ5+hKApLly6ladOmFd0loGiBrnuAK4Qg8/Rpkv/8E1N2NlEWCzqDAUWjwWaxsPHJJ9GZTY4qzRYLu+bPI6ZnT8d6FOd6qLYPjWb3/HlcMZvR6vV0f/4FrwGuq1K0K2FcVVi/JEmVSbknRxk+fDg1atTgvvvuIy0tjfnz58uA5SZUlMJ1LkWZghF2O+asLHS+vqSaTMC16Z4aXbp4TPe4zhdSwPkKU5U/Pf/66688++yzgGMrs6s6eXnzNppSlOLy7m2EEFw+cYJd367AZrGg+2Ejd4x9mOpNmpB15QqWnGvJ4cBOotlMdsoVtG7nqdaoEV3Hjefq4cOEtWhBjVat1MeqSuZuSboRVEg2t549e7J9+3batm2LyWSqiC5IVcz5HdvZ8PjjWI1GrECiEOqW5dIqFliVgxSX06dPc//992Oz2Rg1alSFVlP3OppShIAFZwFMAJvJxO4F89E7d/qkmS3smj+f3m++SYBzuifNaMRVpVln8MU/PMKx+8d1LSHQ6nQE165NUEyMI0hxPhbSvHkpPVtJkgpT7gGLEIL169czZ84cjyJ80s2luGtY0o4fx5iWhs1kyjOFk2ersgCrj55Bn3+BITg4z7WKsk3am6o+xJ+enk7//v1JSUnhjjvuYPbs2ZVuBKGgn5W3re05qalYTaZr04TYSTQZMaanE+LrS7dJk9j89tuOKs0+PrR/+GF0vr5kW60Y01IxBAWj0Wodr4NrR1CuRbuSJJWPcgtYTp8+zdy5c1mwYAEXnbkLhBCV7g+iVPqElwRrRVk86XJx3142T5uG1blIttukydR0S1KYlZzsUffF8aZkwpiejo+XqtXuu45kHgwHm83GiBEjOHr0KLVq1WL16tX4VvDanuJMG8K1qT7XolpFo8GvXj11FEUIG6mAztePyFat1ErOPoqGywf2E9m0Gb7BwVzct4+t787AkpOD3s+fri++SGDt2o40/PXqeexUK+rvsfwdk6TrV6YBi9FoZMWKFcyZM4ctW7ao9xdlHlqqOtKOHkXkDhyKGKjazGa2zJiBzmR2LIw0GtkyfRpDFy5Sd/74R0Q46r7kuIb2Qefri39EhPfruD4tO28X942xKnrllVdYt24dvr6+rFmzhpo1a1Z0l7wGBQUFCMJuB7udjFOn1ONtVittRo1i19y5XHbuFNLarJz75RcUnc4RnEyfhtVsRqNbTaOuXTm1fTt6i9UxWmcysvW9d+nyyKNYU1PJOH0aijnCoihKlR+dk6TyUCYBy549e5g7dy5Lly4lPT0d8AxS2rRpQ2BgIJs3by6Ly0s3gKKOrOVcveo5euLc+ZNz9aq680dnMNBt0mR1q7LO15f2Dz/i2A2SX8Di1o+b/dPv4sWLmTFjBgBz586lbdu2FdwjT2pNIOeOn/wIu52cCxfIdo7gKopCZlwcSlo6CuCrKIQoCmlWK3/MnYNOUdgxdw46i4VARSHVauX4pk0ABCkKforW8fuWk8OVgwfR2WzY7XZyLl5Uf6/8o6M9+uDtdymwQYPSeBkk6aZXagFLSkoKixcvZs6cORw6dAjwDFKio6MZOXIko0ePJjY2lrffflsGLDeJkNjYEhe+DGjY0Guit9w7f4JjY6netCnZycn4hYej8/UtcEeR+66jm9kff/zBY489BsCUKVMYPnx4hfWlsKrcmadPkx0fn//xQmC6fBmzM2uxoijY7XYyL17EZrNdS6+PnUSLhasnT2A1mwlXFJKFwBfUekGpQuBjt5EOaPV6fAwG7NnZWK5edQS5+QTcuQMYZ8dK8nJIkpTLdQcsP/30E3PmzGHNmjWYnanQXYFKQEAAgwcPZsyYMdx5551yvcpN6nqSaOn9/Og96zPWTxhPorNYYZ/PP/daYVlnMBBUq5Zj/UKuxZF5+uSeofQmlZCQwODBgzGZTAwcOJB///vfFd0lr9yTswXUrZtvO1dV5qzz57FZrZizswip3wB9WBja33eQZrOh7gby8aF2124c3bqVVLMZO45gxVUvyGi3c1kIdAYDd4weQ2BAAAB+tWp5/M7k/v3xNppyM/+OSVJpKlHAEhcXx7x585g3bx7nz58HrgUpGo2Gnj17Mnr0aIYMGUKA8z+6JJVUTOfO3L9oMdkpKdTo0sVrsCIVT05ODoMGDeLixYs0b96cRYsWoSnCG2thoyDX2x4cf0u8rVVxD1zSjxwBINhtFE3Y7Wi0WjIyMtjmXDTrExhIx2ee5dY7/8GJ3zaRaDaj9/Oj+6RJ1HtwGHfXqMGGxycAjnpBaCDNLtD7+XHPjHep3bMnOoPB6/W8kcGJJJWdYgUsy5cvZ86cOfzyyy+OPypuQ52xsbE89NBDjBo1imhvw6KSdB20Pj4E1ahRajlVbmZCCB555BH27NlDZGQka9euJSgoqOL64wxOhN2urlMpaPeWayQFQOC5ODf9xAm2zJh+rTxDVhabp70DgEano/WDw6jZvDlWo5GrBw4QVr06rQcNZv/aNRjtdox2O1q9nvajx6C32a4Fx4WUYpCBiiSVvWIFLMOGDUNxVkAFRzXmBx98kDFjxlS6hXqSJHk3bdo0vv76a3Q6HStWrKCes+5OeXIfeXEFJ648Ktnx8YUGLDkXLngc67p95fBhrEYj4a5Fs9gxCkGEopBls3Hw2xUcXPmtI+utry/tRo8hKCCAtnfdjU2vQ1E0BNeti87Hh+z4eFKd6/HUACmffoXmSiAnAxhJKn0lmhLS6XS89tprTJkyBa2zfoYk3SgUjeam3Wa6Zs0aXnnlFQD+97//0b179wrukecIC0Jgt1qxO5NKugIT97Ujwm5XH7dbrer9l08cZ8/SJY7bQhBqt2EUAgXwRwEEV6xWfMCR9dZkZveC+dwxYCAAvoFBaBQFjaI4zqso6q4kbwGSu9zr827W3y9JKkslClhsNhtTp05l5cqVjB49mhEjRhAVFVXafZMkqRQdPHiQUaNGAfDUU08xYcKECu6Rk1sWWRQFjVaLxvlBSF0c7b4zx+22636bxcKehQvRWSyOfD12QapzJFgLxAs7rglsf/BIMGg2GtEoCopbX1znDahbF0WjIbB+fc8uyxEUSSp3xfpf9/7779O0aVN1/cqBAwd44YUXiImJoU+fPnz99dcYjcay6qskSSWUnJzMgAEDyMzM5M477+SDDz6o6C6pFLcAAcA/JobAhg0JbNgQRast0pcpMxOryUSIouCnaAjROM7VYvB92AADEKXR4ItCKpBtt6kJBoPr1sUQGYmi0yGEICcjHbsQBV4vtEULj6+QZs08viRJKn3FGmGZOHEiEydO5I8//uDLL79k+fLlZGRkYLVa+eGHH/jhhx8IDAzk/vvvZ9SoUfTo0aOMui1JUlGZzWaGDh3K2bNnadCgAd988w16vb6iu6Vy7R7ylh/HtXYkoF49jykh1+0A5/ob39q10fv5uxUydAQjMd26cXDVSrcty3aMdsFl4dgJ1O3llwkMCCBbqyXl3FkOrFuH1Wx2bGce+zDV3AopFodrmkuOxEhS6SnRlFD79u1p3749H330EcuWLWPu3Lls374dgIyMDHXLc0xMDKNGjeKhhx7i1ltvLdWOS5JUOCEEzz77LJs3byYoKIi1a9cSHh5e0d3y4FFMMFd+HFdek5Bc25ddt0OaNiXtyBF0rkKG097xyHYcVLMmOl9f0kwm1EDGYKDb//2T6m3aoPXxIfP0aex2OwfWrbs2pWS2sGvBfG75xz/yFNuEohfvlGtZJKn0XFf47+/vz8MPP8zWrVs5duwYL7zwAlFRUeqU0fnz55k2bRpNmzalffv2fPrpp1y5cqW0+i5JebjqtoS2aCE/3QIzZ87k888/R1EUvv76a5pW8sy+NrOZjEuXsJpMgNt0kTOoUb/c73fertm6Nb3f/Dd3v/IKvaa+QbXGjR0jJWPGYtXrSbTbsfr4cMfYhwl2bpF3HWvKzMRqNl+bUlLAajSS45bZNvfUlSRJ5avUUvM3btyYd999l2nTpvHdd98xZ84cNm7ciM1ZcGzPnj3s2bOHiRMn0rt3b1kAUSpVN/POn/z88ssvPPfccwDMmDGDPn36lMp5rUYjyfv2Yc3JIfz22wsMDIXdjiUnhyv793u0d+VccbUBiNu2lQ2PP47FmdG418yZBIeGebRx3XY/Njg29lobIQh2TuMoGg1BTZpQTwjC69XDlJ5ORKtWaA0GFI3mWlkGIdRpoDSzBbCTBuj9/WWiQkmqRBRRhpHDxYsX1emh025Fy1yfUIQzhborqJGqlvT0dEJCQkhLSytxLSHJobgZY0+dOsUdd9zB1atXeeihh1iwYIEjh1IB1Y7zu66789u2seGJx7Hk5KhFJ2u2bp3v8Rf37WPL9GlYTSaP9u7J3wIbNMButbJi9Gi0RiMhCqQBNl9fer0+Fa1er65hcQU7acePY0xLI7J1a3XKxpXHBecIr6LREFC3Lplnzjh2+jRoQEjTpqQfPaq+jgCphw6RcfIkSSeOs2vBAqxGI3p/f7pPmUKTESPlSJ0klYLSeD8ok2rNLjVr1mTKlClMmTKFzZs38+WXX7Jy5UpycnLK8rKSdFNLS0tjwIABXL16lfbt2/PFF1+oHxKKuvbCJePUKfW2zWJhw79eQ2cyObLIms1smfYO3Z94Eq0u758Sm9XKllkz3daFXGuv0WoxXb7saKgoZKekYMnJW5X76okT+IeGqgFIYIMGXNy3j83T3lEDi26Tp1CzVatroy5un8E8Po/Z7V5HdnCuial7by/q/OMuslNTqdG5Mz6yrIgkVSrl9tGhe/fuLFq0iIsXL/Lpp5/Spk2b8rq0JN00bDYbI0aM4OjRo9SuXZtVq1bh62XRaEkY09KwGo1u6zwUrGYzitsbu1+tWvhHR+MfHY0pIyPXuhBHe1NGhpogLic9HZvZjG9wMDqDL2lCkCNci2N9MQQEOHbpOL9sJhNbpjtS70dpNGiNRrZMewebyeTRLvdXdnw8mWfOkHb4MJmnT5N5+jRphw87vndm1808fZqc+HiUrCyy3AI1SZIqhzIdYfEmODiYJ554gieeeIL9+/czd+7c8u6CJFVZU6ZMYf369fj6+rJ69Wpq1qzp8Xhxc4S41ocAWE0mfD76kLTsbHAGFT6BgdR78EGyz5xR27umUAw1aqBfuoQ047UdOno/P2rffTeXjx5h58yVWE0m9D/9SLdJk+g2aRJbpk8n0WR0bDl+6WX8fH0xpqfjW7s2Ol9fMi9f9joSk52SQmD16o6kbxqNYxTFeZsCFskqGg1BjRoR1KjRtSklSZIqpXIPWNy1atWKjz76qCK7IElVxqJFi3j33XcBmD9/vtf6XsVdj+He3keno/esz1j32KMkmkzofHy4Y+RIkpzFUN138QDoAwLoNmkym995m0STCa2PD10nPo9Gq2Xbe++hMzunikwmtsyYwZC58+j9xhsY09OJaNmSpGPH2PjGVMfUj58/3SZNonpsrGe+FRyLY/3DwkAIAuvVcwQrbotuXYFLYL16jmrLziy6IbkqL3vLAyNJUuVRoQGLJEml448//mDcuHEAvPLKKzz44INlcp2Yzp259/WpXN65k8CYGILq1r22FkSIPIt0a7RsSbNevTm07ntsZjPb3n+PlvcNwZKTk2eUJGnfPjTO7cwZZ86wedo76MxmR1BjNLJ52jv0fvPftBs9ml3z5pJoNjvyrYwZS05CwrX8LG6Lbl3/AuC2JRq8V17OnQdGkqTKQwYsknSDi4+PZ9CgQZhMJgYNGsSbb75ZptcLadKEjCNH0Lqy5brV+FG/nGwWC4c3rEdvszkKDpotHFj5LVofA2kWM+5Zaf1CQjAnJQE41r+YTES4ghrsJBqNaEJCqNerFxH162NMTyOiZSuPxG7uVZ8lSapaZMAiSTew7OxsBg0axKVLl2jRogWLFi1CU8ajA3kKEgpB9oUL14oFugUsOVevYnWOkrgXHOz03P+x6/PPSHRtIZ48hZDYWLKcwYdv7dro/Z1TP8JOOo71MjW7dUOr16NotYSQd1rHxZWTx307uCRJNzYZsEjSDUoIwaOPPsqff/5JZGQka9euJTAwsFyurY+IQBgM+MXEoPXxUdeJhDRrhsZti7N//fqOwCPHsebEFXi0GD+eOl27kp2SQo3OndH7+eVJud/7s8/Y8PjjJDoTyfX5/PNr7QqY1nHnSigop3gk6cYnAxZJukG98847fP311+h0Or799lvq1q1b6DHFTRzn7fiL+/ezZdZMrGazIw/Kyy8TGBjktb3OYKDby9dq/PgEBtJ71mfoDAa0Pj4EuVLke6kldEuXrty/aLEjqCmljLMyI7Ik3bhkwCJJN6DVq1fz6quvAvDpp5/SrVu3Ih13vdMjVmfeEzUZXI6Rze9Mo/Ojj2IzmfCtVQu9v7/aXtjtBAYG0n3C42gCA4hsfZujGKEz/4mjkSCsVSuv13MPakpKBimSVDXIgEWSbjAHDx5k1KhRADz99NOMHz/+us5XnFGXrORkrCYT4YqCDoVg7Fw2Gdk2+wtsFgv6JV+pmWfVcwuBVqvFLywcjU7nyDbrvN/VRrhloZXFBSVJ8kYGLJJ0A0lOSWHg2LFkZWXxj3/8gw8++KDIx7oXCnSXduhQkc/hHxaGRq/nssUC4loNMJ3F4tgFZDKxZfo0hs5f4FjbUkD2WVfAghCkHjoEQpB55gxBDRsWuT+lSY7ESFLlJgMWSbpBmC0Wxjz/PGfPnqVhw4YsX74cnZcaPvnJbzoo8++/izzKYjWZUITAFwVfBVKdQYfZ+XgIqDlVAiIiEHY72QkJmJKSsNvtCK5tPc65cMFx23lfYP36RX4ukiTdfGTAIkk3ACEEL02bxo4//yQ4OJi1a9cSHh5eKucOrF+fTLdq6gUxZ2Vis1qJUBSShcAXCNFoSLPbuWy344Oi5lRRFAVFqyUgOlrdaq1uhXb+61+7tlqJObRFC48dPde7QFiSpKpFBiySdAP4dOZMFqxYgaIoLPnqK2K9TO0UpsA6QkVcN+J3yy3o/fxJzcnGjiNY8VM0oIFEux2bwUD3V14lJFf/gho39vhe2O0oWi2BDRqouVTk1mNJkgoiAxZJquR++eUX/vnPfwLwxj//SZ8+fUp0noICgtDmzYt8nt6zZrFuwngwmUizC9DYSRMCrY8PI379leBcBRe9ceVcUZz5W4oTrMi1JpJ0c5IfaSSpEjt58iT3338/NpuNYf378/SYMaV6fnXHTjFEd+pEn3+/xe3DR2Dz8yXRbscoBDazma/vvYfz27cX/frO+kO5vyRJknJThHAt1Zek0pWenk5ISAhpaWkEBwdXdHduOGlpaXTo0IFjx47RoUMHVn3yCb4GAyHNmpXa9EnqwYPFPsZutZK0bRtCCHShofz41r/Rmc2EajSkATZfX+5ftNixS6iEQlu08EirX5rPWZKk8lca7wfyL4AkVUI2m43hw4dz7NgxateuzbcrVuB7HcnTyoolJwebM1jxUzSEAJbsbLJTUiq6a5IkVTFyDYskVUKTJ09mw4YN+Pn5sWbNGmrWrElaGQQBBS7EzYfdaiXr7FmE3Y5fdLTXWkE1unS5ruy0INeqSJLkSY6wSFIls3DhQt577z0A5s2bR5s2bcrsWq4Fr8X9cnHVCrIafBy7hPz91SKFJT23nPqRJMkbOcIiSZXIzp07GTduHACvvvoqDz74YAX3KC9FoyGoYUPH4lhFoWarVvSa+gamjAzqjxiBT0BARXdRkqQqSH6UkaRKIj4+nkGDBmE2mxk8eDBvvPFGRXepyLR6PQGRkdc9DSRJkpQfOcIiSZVAdnY2AwcOJDExkZYtW7Jw4UI1O2yl5xxxkdM5kiSVJfnXRZIqmBCCRx55hL/++ovIyEjWrFlDYGBgRXcrXx5p9GVlZUmSyokMWCSpgr399tssW7YMnU7HypUrqVu3bkV3SZIkqdKRU0KSVIFWrVrFa6+9BsDMmTPp2rVrBfeo6FwjLe4J3iRJksqKHGGRpApy4MABHnroIQCeeeYZdXeQJEmSlJccYZGkCpCUlMSAAQPIysrirrvu4r///W+B7WUSNUmSbnYyYJGkcmY2mxkyZAjnzp2jYcOG6vqVG5UMpiRJKg9ySkiSypEQgqeffpqtW7cSHBzMd999R3h4eEV3S5IkqdKTAYsklaP//e9/zJ49G41Gw9dff02TJk0qukuSJEk3BBmwSFI5+fnnn/nnP/8JwLvvvkvv3r0ruEeSJEk3DhmwXIe0tDTeffddOnbsSPXq1fH19aVOnToMHTqUtWvXlsk1jUYjM2fOpGfPntSsWRODwUB0dDR9+vRh0aJF2O326zr/vHnzUBRF/erRo0fpdPwmd/LkSe6//35sNhtjx45l4sSJFd0lSZKkG4oihBAV3Ykb0bZt2xg2bBgJCQn5thkwYABLliwhoJSKwR09epQhQ4Zw9OjRfNt06tSJb7/9lho1ahT7/BcvXqRp06akpqaq93Xv3p3ffvutBL2F9PR0QkJCSEtLIzg4uETnqArS0tLo0KEDx44do2PHjmzatAmDrLkjSdJNpDTeD27crQkV6ODBg/Tt25f09HQAunTpwrBhwwgPD+fIkSPMnj2bxMRE1q5dy9ChQ/n+++/RarXXdc2EhATuuece4uPjAWjZsiVjxoyhVq1anDlzhjlz5nDmzBl27NhBnz592LJlS7HTuz/xxBOkpqYSEBBAVlbWdfVXcrDZbAwbNoxjx44RHR3NypUrZbAiSZJUEkIqtvbt2wtAAOKFF17I8/ilS5dE06ZN1TZffPHFdV/zgQceUM83bNgwYbFYPB7PyMgQ3bt3V9tMmTKlWOdfsmSJAIRWqxXvvfeeep7u3buXuM9paWkCEGlpaSU+x43uhRdeEIDw8/MTf/75Z0V3R5IkqUKUxvuBDFiK6fvvv1ffzFu3bi2sVqvXdnv27FHb1apVS9hsthJf89ChQ+q5atasKTIyMry2i4+PF76+vuobZEpKSpHOf/nyZREZGSkA8fzzz4tNmzbJgKUUzJ8/X30dly1bVtHdkSRJqjCl8X4gF90W07Jly9Tbzz33XL5TPW3atKFbt24AXLhwgS1btpTKNcePH5/vVE/t2rV54IEHAMjJyWHNmjVFOv/TTz9NcnIy9erV48033yxxP6Vrfv/9d8aPHw/Aa6+9pv5cJEmSpJKRAUsxbdy4Ub3dp0+fAtu6P75hw4ZKec3Vq1ezfPlyAD7//HP8/f1L2EvJ5fz58wwePBiz2czgwYOZOnVqRXdJkiTphicDlmJITEwkKSkJgFtuuYXq1asX2L5du3bq7UOHDpXomkIIDjsr4Wq1Wm677bZSu+bVq1d54oknABg9ejR33313ifooXZOdnc2gQYNITEykZcuWLFy4EI1G/jeTJEm6XvIvaTEcP35cvV2vXr1C27u3cT+2OM6fP092djYA0dHR6PX6AtvHxMSo01QnT55EFLBr/f/+7/+4dOkS1apVK7T4nlQ4IQQPP/wwf/31F9WqVWPt2rXF3qklSZIkeSe3NReDe36SyMjIQttHRER4PbYsr6nX6wkODubq1atYLBaysrK8vmlu2LCBhQsXAvDRRx959LWkTCYTJpNJ/d617ftm8dZbb7F8+XL0ej0rV66kTp06Fd0lSZKkKkOOsBRDZmametvX17fQ9n5+furtjIyMcrlmUa6bnp6uLgjt06cPw4cPL1Hfcps2bRohISHqV0xMTKmc90awcuVK/vWvfwEwa9YsunTpUsE9kiRJqlqqXMDSo0cPj9Ty1/M1f/78fK+jKEqhfSlKm+IorfO98MILxMfHExgYyKxZs0rlnACTJ08mLS1N/Tp//nypnbsy279/Pw899BAAzz77LI8++mgF90iSJKnqkVNCxeA+tZKTk1Noe9faE4CgoKByuWbudrmv++uvv/Lll18C8Pbbb3PLLbeUqF/eGAyGmy6L6+XLlxkwYADZ2dncfffd/Oc//6noLkmSJFVJVS5gGTFiBB06dCiVc7Vo0cLj+9DQUPV2cnJyocdfuXLF67HFUdxrWq1Wde2ITqfzqGOUlZXFY489hhCCDh068PTTT5eoT5KD2Wxm6NChxMXF0ahRI5YtW4ZOV+X+S0mSJFUKVe6vq2ttRlm49dZb1dt///13oe3d27gfWxwxMTH4+/uTnZ1NfHw8FoulwJ1CcXFx2Gw2ABo3buwxjfTzzz+rfWrQoAHvvPNOof0+d+4cb731FuBYQ/PCCy+U6HlURVarlerVqxMSEsLatWsJCwur6C5JkiRVWVUuYClLUVFRVKtWjaSkJOLi4rh8+XKBuVh2796t3m7evHmJrqkoCs2aNWP37t3YbDb27t3LHXfcUaJrum9x/uqrr4p0/bNnz/Laa68BEBISIgMWN/7+/ixfvpxTp07RuHHjiu6OJElSlVblFt2WtV69eqm3C8sku379evV2YRlqK9s1paLRaDQyWJEkSSoHMmAppmHDhqm3P/zwQ3X6Jbc///xTrR9Uu3ZtunbtWuJrPvjgg+rtzz//nKysLK/tEhIS1DT7fn5+DBw40OPxQYMGIRwFLwv82rRpk3pM9+7d1ftLmktGkiRJkq6XDFiKqU+fPrRv3x6Affv2MXny5DxtEhMTGT16tPr91KlT803PPnbsWHUbdX41Z5o1a6YWz7t48SLjxo3DarV6tMnMzGTkyJEYjUYAJk6cWOKFvpIkSZJU2cg1LCUwe/ZsunTpQnp6Ou+99x6///47w4cPJzw8nCNHjjB79mwuXboEOKZzHn744eu+5n//+1927NhBfHw8S5cu5fDhw4wdO5ZatWpx5swZvvzyS86cOQNA69atmTRp0nVfU5IkSZIqCxmwlECLFi1Yt24dw4YNIyEhgW3btrFt27Y87QYMGMBXX32l1va5HrVr1+aHH35gyJAhHDt2jAMHDjBx4sQ87Tp16sS3334ra9hIkiRJVYqcEiqhLl26cOjQIWbMmEH79u2JiIjAx8eHmJgY7rvvPlavXs2aNWtKNXBo2rQpe/fu5X//+x/du3cnKioKHx8fatWqRa9evVi4cCFbt26lRo0apXZNSZIkSaoMFFFQOV9Jug7p6emEhISQlpZGcHBwRXdHkiRJqiCl8X4gR1gkSZIkSar0ZMAiSZIkSVKlJwMWSZIkSZIqPRmwSJIkSZJU6cmARZIkSZKkSk8GLJIkSZIkVXoyYJEkSZIkqdKTmW6lMuNK8ZOenl7BPZEkSZIqkut94HpSv8mARSozGRkZAMTExFRwTyRJkqTKICMjg5CQkBIdKzPdSmXGbrdz4cIFgoKCUBSlQvuSnp5OTEwM58+fl1l3pRuK/N2VbkS5f2+FEGRkZFCrVi00mpKtRpEjLFKZ0Wg0REdHV3Q3PAQHB8s/+tINSf7uSjci99/bko6suMhFt5IkSZIkVXoyYJEkSZIkqdKTAYt0UzAYDLz++usYDIaK7ookFYv83ZVuRGXxeysX3UqSJEmSVOnJERZJkiRJkio9GbBIkiRJklTpyYBFkiRJkqRKTwYskiRJkiRVejJgkSRJkiSp0pMBi3RTO3v2LIqiFPmrR48eFd1l6SawZs0ahg4dSp06dfD19aV69ep07NiRd999l7S0tIruniR56NGjR7H+jp49e7ZE15Gp+SVJkiqJjIwMRowYwffff+9xf1JSEklJSezcuZNPPvmEZcuW0alTpwrqpSRVDBmwSJJTz549efbZZwtsExkZWU69kW42VquVIUOG8NNPPwEQFRXFuHHjaNq0KSkpKSxdupTt27cTHx9P37592bZtG82aNavgXkuSp1WrVhXapnr16iU6twxYJMnplltuYdCgQRXdDekmNXv2bDVYadq0Kb/++itRUVHq40899RQvvPAC//nPf0hNTWXChAls27atororSV6V5d9QuYZFkiSpgtlsNt588031+0WLFnkEKy4zZsygdevWAGzfvp0ffvihvLooSRVOBiySJEkVbPPmzVy6dAmA7t27c/vtt3ttp9VqPaYtly5dWi79k6TKQAYskiRJFWzjxo3q7T59+hTY1v3xDRs2lFmfJKmykQGLJDlt27aNO+64g7CwMHx8fKhRowbdunVj6tSpJCQkVHT3pCrs4MGD6u127doV2DYqKoqYmBgALl++TFJSUpn2TZKKo1+/ftSuXRsfHx/CwsJo1qwZ48aNY9OmTdd9blmtWbqpnT17lnr16hXaTq/XM3XqVCZPnoyiKOXQM+lmUr9+ff7++28A/v77b+rWrVtg++7du7NlyxYAtm7dSpcuXcq6i5KUrx49erB58+ZC2915550sXryYmjVrlug6cpeQJAGxsbHcddddNGvWjPDwcHJycjh27BgrV67k+PHjWCwWXnnlFeLi4vjss88qurtSFZOamqreLsrW+YiICK/HSlJFCQsL4+6776Zt27bUrl0brVZLQkICv/76Kxs2bMBut/Prr7/SsWNHdu7cSY0aNYp9DTnCIt3UMjIyOHnyZL6LHIUQfPjhhzz//PO4/qssW7aMBx54oDy7KVVxPj4+WCwWACwWCzpdwZ8lR44cyZIlSwBYsmQJw4cPL/M+SlJ+fv/9d9q0aYOPj4/Xx//66y+GDBmiZrjt3bs369evL/Z15BoWqVIrbsrngr7mz5+f5/xBQUH5BisAiqLwz3/+k6lTp6r3vfHGG2XwTCVJkm5MHTt2zDdYAbj99tv54YcfMBgMgGOx+O7du4t9HRmwSFIRvPTSSwQHBwNw5MgRzpw5U8E9kqqSwMBA9bbRaCy0fU5Ojno7KCioTPokSaWpcePGjB49Wv0+d/mJopBrWKRKbcSIEXTo0KFUztWiRYsSH+vr60uHDh348ccfATh27Bj169cvlX5JUmhoKFevXgUgOTnZI4Dx5sqVKx7HStKNoGfPnsyePRuAo0ePFvt4GbBIldr48eMrugsq98WQcqGjVJpuvfXWYu0ScrV1HStJN4Lr/Rsqp4QkqYjc813IT7VSaXIf/Stsbj8xMZHz588DjiJy1apVK9O+SVJpud6/oTJgkaQiyMnJYefOner38lOtVJp69eql3i4se6377orCsuJKUmXinjyuJH9DZcAiSUUwY8YMMjIyAGjSpAkNGjSo4B5JVUn37t3VvBS//fYbf/31l9d2NpuNjz/+WP1+2LBh5dI/Sbpex48fZ9GiRer3/fr1K/Y5ZMAi3bQyMzN55ZVXuHz5cr5tXHlY3Cvp/utf/yqP7kk3Ea1W6/F7NXr0aK+/l5MmTWLfvn0AdO7cmXvvvbe8uihJXn388cfs2LGjwDZ79+6lV69emEwmAO655x7at29f7GvJxHHSTSs1NZWwsDC0Wi1du3alQ4cONGzYkJCQEHJycjh+/Djffvstx44dU48ZN24cX3zxRQX2WqqqrFYrffr04aeffgKgRo0ajBs3jqZNm5KSksLSpUvZtm0bACEhIWzfvp1mzZpVZJcliUGDBrFmzRoaNGjAXXfdRfPmzYmIiECr1XLhwgV++eUX1q9fj91uB6BOnTrs2LGDWrVqFftaMmCRblqugKUoDAYDU6dO5aWXXkKjkQOTUtnIyMhgxIgRBeaoiI6OZtmyZXTq1KkceyZJ3rkClqK49957mTt3bomCFZABi3QTs9vtbNmyhZ07d/LHH39w6tQpkpOTSUlJQafTER4eTvPmzbnzzjsZO3as3I0hlZs1a9awcOFCdu/ezeXLlwkKCqJBgwbcd999TJgwgZCQkIruoiQBcPr0aX777Td27tzJ/v37SUpKIjk5GZPJREhICHXr1qVjx46lklNLBiySJEmSJFV6cmxbkiRJkqRKTwYskiRJkiRVejJgkSRJkiSp0pMBiyRJkiRJlZ4MWCRJkiRJqvRkwCJJkiRJUqUnAxZJkiRJkio9GbBIkiRJklTpyYBFkiRJkqRKTwYskiRJkiRVejJgkSRJkiSp0pMBiyRJkiRJlZ4MWCRJkiSvduzYgUajQavVsn///oruTqW3bt06FEXBYDBw4sSJiu5OlSMDFkmqYP/9739RFEX9+vrrr4t1/DPPPKMeO23atCIdM336dPWYqKgozpw5U5KuS1WYzWbjySefRAjBqFGjaNWqVUV3qdLr27cv3bt3x2w288wzz1R0d6ocRQghKroTknQza968OYcPH1a/v+uuu/jpp5+KfHx8fDwNGjTAbDZTrVo1zp49i7+/f77tly1bxvDhwxFC4O/vz6ZNm7jjjjuu6zlIVc+8efN45JFH0Gg0HD16lMaNG1d0l24Iv/zyC3fddRcAP/30k3pbun5yhEWSKtDOnTvVYEWr1QKOP3hnz54t8jmio6MZPXo0AElJSXzxxRf5tt22bRtjxoxBCIFGo2HJkiUyWJHysFqtvPHGGwAMHjxYBivF8I9//IM2bdoA8Oqrr1Zwb6oWGbBIUgWaM2eOevu1114DQAjBvHnzinWeyZMnqwHP+++/j9lsztPmxIkTDBw4EJPJBMCHH37IwIEDS9p1qQr7+uuvOXfuHABPPPFEBffmxjNhwgQA/vjjD7Zu3VrBvak6ZMAiSRUkKyuLZcuWAdCiRQumTJlCZGQk4BiOt9vtRT5X/fr1GT58OAAJCQl5Ap6kpCT69OlDSkoKABMnTpRz7FK+Pv30U8AxenfnnXdWcG9uPMOGDcNgMADXXkvp+smARZIqyPLly8nIyABg9OjR6PV6HnzwQQDOnz9frHUsAFOmTEGjcfyXnjFjBlarFYCcnBwGDBjA6dOnARgyZAjvv/9+aT0NqYo5fvw4O3fuBOC+++5DUZR82/7222/q4u2pU6eqxz/zzDPceuutBAQEEBYWRseOHfnwww+9jvyVxbnyO9/ff//N888/T2xsLIGBgVSvXp0ePXrw7bffkns559GjR3nyySdp0qQJ/v7+hIeHc9ddd7F27dpCXkEICgrinnvuAWDNmjWkpaUVeoxUBEKSpArRuXNnAQitVisuXLgghBBi165dAhCAuP/++4t9zqFDh6rHL1iwQNhsNnHfffep93Xq1Enk5OSU9lORqpB33nlH/X359ttvC2y7adMmte3rr78uvv76a+Hv76/el/uradOmIi4urszP5e18a9euFcHBwfme78knnxR2u10IIcScOXOEj49Pvm1fe+21Ql/H//znP2r7pUuXFtpeKpwMWCSpAhw7dkz9Y3bvvfd6PBYbGysA4ePjI5KSkop13r1796rnbdKkiXjuuefU7xs1alTs80k3nx49eqi/MwkJCQW2dQ8K+vXrJwwGg9BoNGLEiBFizpw5YsmSJWLKlCmiRo0aaruGDRuK9PT0Mj1X7vMNGDBA+Pn5CT8/PzFhwgSxYMECsXTpUvHss88KX19ftd2iRYvEypUrBSDCwsLExIkTxaJFi8TixYvFI488IrRardp206ZNBb4227dvV9uOGTOmqC+/VAAZsEhSBXjxxRfVP2aLFy/2eMz9E+4HH3xQ7HP37ds3zyfCyMhIcfLkyVLqvVRV2Ww2ERAQIAARHR1daHv3oAAQ/v7+Xt/IU1JSxB133KG2e+qpp8r0XN7OFxMTI44fP56n3c8//ywURRGAqF+/vggPDxetW7cWiYmJedrOmTNHPV/fvn0LfG2MRqM6SnPrrbcW2FYqGhmwSFI5s1gsIioqSgAiMDBQZGVleTweFxcnNBqNAETz5s2Lff7ff//d4w+1n5+f+P3330ur+1IVdvLkSfX35u677y60fe6g4OOPP863bVxcnBoM+fr6iuTk5DI7l7fzFTQi8o9//ENtp9frxalTp/Jt26BBAwEIg8EgLBZLvu2EEOLWW28VgFAURU7FlgK56FaSytl3331HYmIiAEOHDs2T5C0mJoYePXoAcOjQIXbt2lWs8yuKgk6nU79/5ZVX6NChw/V1WropuOf/CQ8PL9axISEhjBs3Lt/HY2JiGDZsGABGo5F169aVy7kAWrdurf6f8qZr167q7X79+tGgQYNC25pMJnUhe34iIiIAR6qCuLi4AttKhZMBiySVM/fcKw899JDXNq5EcABz584t8rlPnTpF//791R1C4NilUBJCCNauXcvo0aNp3LgxISEh+Pr6Ur9+fR566CF+/PHHAo9ft24dI0eOpFGjRvj7+xMcHEybNm144403uHr1ap72FouFH3/8kWeffZa2bdsSGRmJr68vDRs25KmnnlLzgkhlx7XtHYofsHTt2hVfX98C27hnfS0oEC/NcwF07NixwMdr1Kih3i4suHdv6+332J37a+j+2kolIwMWSSpHFy5cYOPGjYDnSEpuQ4YMISAgAIClS5eSnZ1d6LmTkpLo1asXSUlJAAQGBgKwe/fuYm+RPnnyJN26dWPgwIEsXryYwMBA7r77bnr16gXA4sWLuffeexkxYkSeY8+ePcs//vEP+vXrx7JlywgLC6Nfv350796dM2fOMHXqVFq0aJGnmN7mzZu59957+eSTT0hOTqZr16707t2bnJwcZs6cScuWLfn999+L9Tyk4nElFQQIDg4u1rGNGjUqVpsLFy6Uy7kANb9Rflw5U4rb1mg0FtjW/TXMyckpsK1UOBmwSFI5mj9/PjabDYCRI0eqeVNyCwwMZPDgwQCkp6ezYsWKAs+bnZ1N//791SHq4cOHs3jxYvXxt99+u8h9PHbsGN26dWPbtm0MGDCAo0eP8tdff7FixQpWr17NmTNn2LRpEy1btsyTo+P48eN07tyZX3/9lREjRnD69Gl27drF8uXL+e6774iLi+PBBx8kISGB/v37e+Sn0Gg0PPjgg+zatYuzZ8+yatUqVq1axenTpxk7dizp6ekMHz4ci8VS5OciFY/7m3F6enqxjnUF2EVt48pBVNbnAvL9f3a9bQvj/hr6+fmV2nlvVjJgkaRyIoTwmN5xn/bxZsyYMept92mk3Gw2G8OHD+ePP/4AoEePHsyfP58BAwaoFXY3b97Mtm3bCu1jRkYGvXv35tKlSzzxxBOsXr2aW2+9NU+7Hj168Pvvv/PUU0+p96WmpnLXXXdx4cIFJk2axFdffUWdOnU8jgsKCmLBggU0aNCA8+fPM2vWLPWxO++8k6+//pp27dp5HOPr68usWbMICQnh3Llz7Nixo9DnIZWMa80FFH8KIysrq1htgoKCyuVcFel6ptikvGTAIknlZPPmzeoISNu2bYmNjS2w/Z133kl0dDQAW7Zs4eTJk17bPfvss2r2zaZNm7Jq1Sp8fHxQFIUpU6ao7YoyyvLSSy9x9uxZ2rZty0cffVRgllN/f386deqkfv9///d/xMfH06NHjwKvZTAY1GDtu+++K7RP4AhaXAX4Chv+L4pdu3bx8ssv06FDB2rVqoWvry/16tVj5MiRHDt2LE/75ORkFEUhNjYWq9XKJ598Qrt27QgMDKRWrVqMHz8+32ymBw8eZNy4cdSrVw9fX1+ioqIYNWoUf//9d562V69eRVEUtfr29OnTadasGX5+ftStW5d3333X47wjRoygRo0aBAcHc9ddd3HkyJHrel3q1q2r3i5uwHLq1KlitalVq1a5nKsiXblyBXAshM8dvEvFJwMWSSonRVls606j0TBy5Ej1e2+Lb6dPn87MmTMBqFmzJhs2bCA0NFR9fOjQoTRp0gSAjRs38tdff+V7vfj4eLWPM2fORK/XF9pHl5MnT7Jo0SI0Gg0zZ84sdFi9WbNmQNHemMAxiuTaweK+6LGkJkyYwMcff4zdbqdjx4706dMHIQRLliyhXbt2nDhxwqP93r17AahTpw6dO3dm6tSpREdHc/fdd5Oens7s2bO9FgmcNWsWbdu2Zc6cOdSuXZuBAwcSERHBV199Rdu2bfNcZ9++fYBjfVPnzp358MMPadq0KR07duTcuXO8/PLLfPnllyxatIh27drx999/06NHD0JDQ/nll1/o169foesqClKvXj11tMJb4FaQrVu3eqyB8ebnn39Wb7dv375czlVRTCaTGpTeeuutHtNtUglV7K5qSbo5pKamCj8/PwEInU4nLl++XKTjDh8+rOaHqFmzprBarepjS5YsURNeBQYGir/++svrORYsWKCe47777sv3Wq+//roARIcOHYr35IQQzz//vABEr169itR+zZo1AhAhISFFaj9v3jwBiOrVqwuj0Vjs/uW2YsWKPBlSbTabePLJJwUgnn/+eY/H3n33XY+spZmZmepjR44cETqdThgMBo+fz6JFi4SiKKJevXpi37596v12u108++yzAhB9+vTxuI57OvfHHnvMI3fH22+/LQBRp04dERERIX755Rf1sczMTFGvXj0BiK1bt17Xa3PnnXeWKNMtIP73v//l2zY+Pt4jd8qVK1fK7Fy5z/f6668X+Dxcv1+AmDdvXoFtXf9PKCS3y44dO9R2Y8eOLfCcUtHIERZJKgdLlixRdwn07t2batWqFem4pk2b0qZNGwAuXrzI+vXrAdi0aRNjx45FCIFOp2PFihXcdtttXs8xYsQI6tevD8CqVavynTb44YcfANTFvsXh6tegQYOK1N6Vh6Z69eqFtj179izPP/88AO+8806pfFIdMmRInnUPGo2GsWPHAuTJmeEaYencuTNffvmlx4LP2NhY6tSpg8lkUqeFkpKSePrppzEYDKxfv15dSwSO6YE333wTgJ9++sljEbHrOl27duWzzz7z2Nrbv39/AM6dO8fMmTM9qigHBATQs2dP4PqnzFw7wQB1XVRRvfzyy2zdujXP/ampqdx///3qupPHHnus0DUdpXmuiuC+o+3ee++twJ5UHbrCm0iSdL3cp4OEELz11ltFPta1Pdl1nvr16zN48GC1Wu3nn39e4B9EnU7Hyy+/zIQJExBCMG3aNBYtWpSnnWs6om3btkXuGziGvo8ePQqgBleF+fPPPwE83si9SUtLY+DAgaSkpPDAAw/w6KOPFqtv+cnOzuaHH37gr7/+IikpCZPJhBCCixcvAo7EZe5cr81rr73mkZTPJTk5GT8/P8LCwgDHzyktLY1x48apU3LuQkJCiIyMJDk5mYyMDPUN13Wdf/3rX2i1Wo9jXMFQbGwsDzzwQJ5zpqamAkULAgsyePBgXnrpJQB+/fXXIgew/fr146effqJnz54MHz6cO++8Ez8/Pw4dOsScOXO4dOkSAA0bNuSdd94pt3NVlC1btgCO9Ve9e/eu4N5UERU7wCNJVd++ffvy1PYp6ZdOp/Mo1lbYULeLyWQS0dHRAhzVoU+fPu3xeFpamnrOo0ePFuv5xcXFqceeO3eu0PY2m03UqlVLAGL27Nn5tsvOzhbdunUTgLjzzjtLZSpICCG++OILERoaWuDr/N///tejH1qtVgQHB3tNxX727FkBiLZt26r3uSpx79q1K99+BAQECI1Go04j5eTkCJ1OJ0JDQz2mllw++eQTAYjJkyd7PV/Dhg0F4DVNfXG5+l+tWjVhNpvzbZd72mX58uUFVliOjY3N93ekNM/l7XwFKe0poYyMDPX/6YMPPljg+aSik1NCklTGCtqSXFxWq1VdVDlmzBimTp1apON8fHx48cUXAccC1unTp3s87r4bqKCdQd64T1u4Z9jNz4oVK7hw4QJhYWFqevXczGYzQ4YMYcuWLXTs2JE1a9aUylTQ559/zvjx4wkKCmLWrFkcO3aMrKws7HY7Qgh1pMp9eu3AgQPYbDZuu+02r6MrroXMt99+u3rfwYMHAWjZsqXXfpw7d46srCyaNWumjqQcPHgQq9XKbbfdlmd0xf06ubd9g2M7+unTp7nllls8tiaXlGu7elJSEhs2bCjycffffz9//fUXTz31lJrhOCQkhPbt2/PBBx+wd+9ebrnllnI/V3lbtmyZ+v/0ySefrODeVCEVHTFJklQ5RERECECsXr26WMfZ7XYRFhYmAPHdd98V2DY1NVXUqVNHAGL69Ole21itVjF06FABiNatW4urV68Wqz8F9bNGjRpCq9V6LW6XnJws9Hq9UBRFpKamqvd/9tlnAhATJ070et5XX31VAGLWrFnqfYqiCI1GI2w2m9dj3nvvPQGIl156Sb3viy++8Lrg16VVq1b5jmJt3bpVAGLgwIFejy0ui8Ui6tatKwAxePDgfNsVZxSjMKV5rorWrl07AYg77rijortSpcgRFkmSAOjTpw8AX375ZaFtXWtWwDEi07dvX6Dg0SSTycRDDz3EuXPn6Nq1Ky+88EKeNkIIHn30UVasWEFsbCw//vijxzbt63H58mUuXbpEVFSU1+J2kyZNwmKx0KBBA481LK51Je4jKO5cIx/uozJRUVHY7XaPYoLu/ZgxYwY+Pj5MmDBBvd+14NbbdUwmE0eOHCEiIsLrqILr2PwWXheXTqdTR+9Wr16tjhhJhdu0aRO7d+8GKNZaNakIKjpikiSpcjh69Ki69frFF1/02FLrsn37djFo0CDx2GOPedx/5MgR9dg33ngjzxqMPXv2iI4dOwpA3HbbbSIlJcVrH5577jkBiPr16xe6pdada11B9+7d821jsViEwWAQiqKIPXv2qPebzWaPdQkPPPCAx3Ht27cXgDhy5IjX87pGbbKzs9X7HnnkEXULtPtrcfr0adG6dWsBiPfff9/jPB06dMh3DdHu3bsFIO655x6vfXj44YcFINasWZPv8y8um82mjurkN8oiR1jy6tmzZ4E/K6nk5C4hSZIAaNKkCcuXL2fEiBG89957zJkzh44dOxIaGsqVK1fYu3evuh35s88+8zg2NjaWpUuXMmLECF5//XW++OILOnTogN1u58SJExw+fBhw1E/63//+53XUZM2aNXz00UeAI0Gbe5Zed4MGDcqzfdputwMUmOxOp9Px2GOP8emnn9K5c2fuvvtufH192bFjBxqNhlGjRrF48WKPEQ673c7BgwcJCAjwWqLg0qVLXLp0iaZNm3rUipk6dSrr1q1jwYIF7Nixg9atW5OcnMzWrVux2Wy89tpr6lbt3NdxZfR1522djLvSHmEB1CSAXbp0YdWqVfz111/5Xl9yWL9+PZs2bcLHx4dPPvmkortT5ciARZIkVb9+/Thy5AiffPIJGzduZPPmzVgsFqKioqhXrx4PPvgggwYN8lpleuDAgRw6dIgPPviAH374gfXr16PVaqlduzbjx49nzJgxHqn8c7t69ap6e9OmTfm2q1u3bp6AxfWGXdi25//85z+EhYWxePFifv75Z2JiYnjooYeYNGkS48ePBzyDghMnTpCdnU2nTp28Zu91bc/OHSjExMSwa9cuXnvtNTZu3MiaNWuoXr06Q4cO5emnn6Zz584e7U+cOEFWVhadO3f2ep2CpossFos6XRQTE1Pg8y+uTp06qcGgVDhXxmSpbChCvrqSJN3ArFYr4eHhNGrUiD179hR7l5NUcr/99puasO71118v8q61sj6XVDXJgEWSpBvajh076Ny5Mz/99BN33XVXRXdHkqQyIgMWSZIkSZIqPbmtWZIkSZKkSk8GLJIkSZIkVXoyYJEkSZIkqdKTAYskSZIkSZWeDFgkSZIkSar0ZMAiSZIkSVKlJwMWSZIkSZIqPRmwSJIkSZJU6cmARZIkSZKkSk8GLJIkSZIkVXr/D7DsDionwf9sAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'ch4_co2'\n", "regr_type = 'york'\n", "err_tag = 'std_divak'\n", "annotate = False\n", "\n", "fig_id = f'anom_fullyear_{regr_label}' #Set the figure id\n", "if annotate:\n", " fig_id = f'{fig_id}_ann'\n", "\n", "x_name = anom_regression_outputs[regr_label][err_tag]['details']['x_name']\n", "y_name = anom_regression_outputs[regr_label][err_tag]['details']['y_name']\n", "x_err_name = anom_regression_outputs[regr_label][err_tag]['details']['x_err_name']\n", "y_err_name = anom_regression_outputs[regr_label][err_tag]['details']['y_err_name']\n", "regression_output = anom_regression_outputs[regr_label][err_tag][regr_type]\n", "print(regression_output)\n", "# Initialize the plotter\n", "plotter = plot_utils.RegressionPlotter(figures_path=inst_figures_path,regr_plot_dict=anom_regr_plot_dict)\n", "plotter.update_plot_style('ch4_co2', scatter_style= {\"s\": 8,'edgecolors':'#921f1e','linewidth':1},annotate = annotate)\n", "\n", "fig = plotter.plot(\n", " anom_plot_df, x_name, y_name, x_err_name, y_err_name,\n", " regression_output=regression_output,\n", " fig_id=fig_id,\n", " regr_label=regr_label, \n", " savefig=global_savefig,\n", " showfig=global_showfig,\n", " legend_style = {'loc':'upper left','frameon':False},\n", " line_xlim = [-4,4.2],\n", " xlim = [-6,5.1]\n", ")" ] }, { "cell_type": "markdown", "id": "c9dbc421", "metadata": {}, "source": [ "### CO:CO2 (Figure 5)" ] }, { "cell_type": "code", "execution_count": 62, "id": "bdf73d03", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'slope': 0.012770897560471955, 'intercept': 0.0017258432774291143, 'r': 0.5797815876069237, 'r_squared': 0.3361466893280049, 'R_squared': -0.6879445491097282, 'S': 17821.604572225922, 'cov': array([[1.50218807e-08, 2.47555026e-09],\n", " [2.47555026e-09, 5.69875846e-09]]), 'se_slope': 0.00012256378215320647, 'se_intercept': 7.549012159352145e-05}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'co_co2'\n", "regr_type = 'york'\n", "err_tag = 'std_divak'\n", "annotate = False\n", "\n", "fig_id = f'anom_fullyear_{regr_label}' #Set the figure id\n", "if annotate:\n", " fig_id = f'{fig_id}_ann'\n", "\n", "x_name = anom_regression_outputs[regr_label][err_tag]['details']['x_name']\n", "y_name = anom_regression_outputs[regr_label][err_tag]['details']['y_name']\n", "x_err_name = anom_regression_outputs[regr_label][err_tag]['details']['x_err_name']\n", "y_err_name = anom_regression_outputs[regr_label][err_tag]['details']['y_err_name']\n", "regression_output = anom_regression_outputs[regr_label][err_tag][regr_type]\n", "print(regression_output)\n", "# Initialize the plotter\n", "plotter = plot_utils.RegressionPlotter(figures_path=inst_figures_path,regr_plot_dict=anom_regr_plot_dict)\n", "plotter.update_plot_style('co_co2', scatter_style= {\"s\": 8,'edgecolors':'#c1721b'},annotate=annotate)\n", "\n", "fig = plotter.plot(\n", " anom_plot_df, x_name, y_name, x_err_name, y_err_name,\n", " regression_output=regression_output,\n", " fig_id=fig_id,\n", " regr_label=regr_label, \n", " savefig=global_savefig,\n", " showfig=global_showfig,\n", " legend_style = {'loc':'upper left','frameon':False},\n", " line_xlim = [-3,2.5],\n", " # xlim = [-6,5.1]\n", ")" ] }, { "cell_type": "markdown", "id": "74ea5269", "metadata": {}, "source": [ "## Rolling (Figure 5) " ] }, { "cell_type": "markdown", "id": "bc68ea3d", "metadata": {}, "source": [ "### CH4:CO2" ] }, { "cell_type": "code", "execution_count": 63, "id": "32a51df9", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ], "text/plain": [ " ch4_co2_york_slope ch4_co2_york_intercept ch4_co2_york_r \\\n", "count 1609.000000 1609.000000 1609.000000 \n", "mean 0.005032 -0.000123 0.942281 \n", "std 0.002483 0.003201 0.026639 \n", "min 0.001619 -0.017747 0.894676 \n", "25% 0.003394 -0.001239 0.919415 \n", "50% 0.004456 -0.000129 0.943178 \n", "75% 0.005956 0.001083 0.963438 \n", "max 0.020438 0.018127 0.997425 \n", "\n", " ch4_co2_york_r_squared ch4_co2_york_R_squared ch4_co2_york_S \\\n", "count 1609.000000 1609.000000 1609.000000 \n", "mean 0.888603 0.883997 0.590533 \n", "std 0.050214 0.053916 0.515153 \n", "min 0.800445 0.720556 0.065640 \n", "25% 0.845324 0.838721 0.284626 \n", "50% 0.889584 0.886299 0.414955 \n", "75% 0.928212 0.926386 0.690047 \n", "max 0.994856 0.994802 4.517686 \n", "\n", " ch4_co2_york_se_slope \n", "count 1609.000000 \n", "mean 0.002532 \n", "std 0.001498 \n", "min 0.000551 \n", "25% 0.001450 \n", "50% 0.002148 \n", "75% 0.003205 \n", "max 0.009231 " ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regr_label = 'ch4_co2'\n", "regr_type = 'york'\n", "err_tag = 'wstd_divak'\n", "fig_id = f'rolling_fullyear_{regr_label}' #Set the figure id\n", "\n", "plot_df = all_rolling_regr_df_filtered.copy()\n", "\n", "good_rolling_grouped_df = plot_df.loc[plot_df[f'{regr_label}_good_group'].notnull()]\n", "\n", "# Initialize the plotter\n", "plotter = plot_utils.RollingRegressionPlotter(figures_path=inst_figures_path, rolling_regr_plot_dict=rolling_regr_plot_dict)\n", "\n", "# Plot the rolling regression results\n", "fig = plotter.plot(\n", " good_rolling_grouped_df,\n", " regr_label,\n", " regr_type,\n", " rolling_regr_params['regr_labels'][regr_label]['x_name'],\n", " rolling_regr_params['regr_labels'][regr_label]['y_name'],\n", " rolling_regr_params['regr_labels'][regr_label]['x_err_name'],\n", " rolling_regr_params['regr_labels'][regr_label]['y_err_name'],\n", " fig_id=fig_id,\n", " savefig=global_savefig,\n", " showfig=global_showfig,\n", " ylim = [-0.008,0.04],\n", " xlim = [-1,7],\n", " weighted=False\n", ")\n", "\n", "regex = f\"(?=.*{regr_type})(?=.*{regr_label})\"\n", "good_rolling_grouped_df.filter(regex=regex).describe()\n", "\n", "\n", "# group_col = f\"{regr_label}_good_group\"\n", "# good_rolling_grouped_df.groupby(group_col).mean().describe()" ] }, { "cell_type": "code", "execution_count": 64, "id": "ae658637", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Weighted Mean Slope: 0.003761\n", "Std Dev of Slopes: 0.002483\n" ] } ], "source": [ "df_good = good_rolling_grouped_df.copy()\n", "weights = 1/(df_good[f'{regr_label}_{regr_type}_se_slope']**2)\n", "weighted_mean_slope = np.sum(df_good[f'{regr_label}_{regr_type}_slope'] * weights) / np.sum(weights)\n", "weighted_std_slope = np.sqrt(np.sum(weights * (df_good[f'{regr_label}_{regr_type}_slope'] - weighted_mean_slope)**2) / np.sum(weights))\n", "print(f\"Weighted Mean Slope: {weighted_mean_slope:.6f}\")\n", "print(f\"Std Dev of Slopes: {df_good[f'{regr_label}_{regr_type}_slope'].std():.6f}\")" ] }, { "cell_type": "markdown", "id": "426cc1af", "metadata": {}, "source": [ "### CO:CO2 (Figure 5)" ] }, { "cell_type": "code", "execution_count": 65, "id": "b66edd62", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ], "text/plain": [ " co_co2_york_slope co_co2_york_intercept co_co2_york_r \\\n", "count 1682.000000 1682.000000 1682.000000 \n", "mean 0.007540 0.001438 0.946817 \n", "std 0.002753 0.003948 0.027181 \n", "min 0.002191 -0.014710 0.894441 \n", "25% 0.005871 -0.000500 0.924845 \n", "50% 0.007089 0.000883 0.947329 \n", "75% 0.008528 0.003841 0.969837 \n", "max 0.026442 0.013808 0.997241 \n", "\n", " co_co2_york_r_squared co_co2_york_R_squared co_co2_york_S \\\n", "count 1682.000000 1682.000000 1682.000000 \n", "mean 0.897201 0.884329 1.136008 \n", "std 0.051414 0.062443 0.872841 \n", "min 0.800024 0.689502 0.105126 \n", "25% 0.855338 0.835713 0.554675 \n", "50% 0.897433 0.887554 0.854936 \n", "75% 0.940584 0.937142 1.426525 \n", "max 0.994489 0.994467 8.015375 \n", "\n", " co_co2_york_se_slope \n", "count 1682.000000 \n", "mean 0.002792 \n", "std 0.001939 \n", "min 0.000506 \n", "25% 0.001447 \n", "50% 0.002246 \n", "75% 0.003635 \n", "max 0.016497 " ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regr_label = 'co_co2'\n", "regr_type = 'york'\n", "err_tag = 'wstd_divak'\n", "fig_id = f'rolling_fullyear_{regr_label}' #Set the figure id\n", "\n", "good_rolling_grouped_df = all_rolling_regr_df_filtered.loc[all_rolling_regr_df_filtered[f'{regr_label}_good_group'].notnull()]\n", "\n", "# Initialize the plotter\n", "plotter = plot_utils.RollingRegressionPlotter(figures_path=inst_figures_path, rolling_regr_plot_dict=rolling_regr_plot_dict)\n", "\n", "# Plot the rolling regression results\n", "fig = plotter.plot(\n", " all_rolling_regr_df_filtered,\n", " regr_label,\n", " regr_type,\n", " rolling_regr_params['regr_labels'][regr_label]['x_name'],\n", " rolling_regr_params['regr_labels'][regr_label]['y_name'],\n", " rolling_regr_params['regr_labels'][regr_label]['x_err_name'],\n", " rolling_regr_params['regr_labels'][regr_label]['y_err_name'],\n", " fig_id=fig_id,\n", " savefig=global_savefig,\n", " showfig=global_showfig,\n", " xlim=[-1,7],\n", " #ylim=[-0.008,0.049]\n", ")\n", "\n", "\n", "regex = f\"(?=.*{regr_type})(?=.*{regr_label})\"\n", "good_rolling_grouped_df.filter(regex=regex).describe()\n", "\n", "# group_col = f\"{regr_label}_good_group\"\n", "# good_rolling_grouped_df.groupby(group_col).mean().filter(regex=regex).describe()" ] }, { "cell_type": "code", "execution_count": 66, "id": "74fb8a75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Weighted Mean Slope: 0.005833\n", "Std Dev of Slopes: 0.002753\n" ] } ], "source": [ "df_good = good_rolling_grouped_df.copy()\n", "weights = 1/(df_good[f'{regr_label}_{regr_type}_se_slope']**2)\n", "weighted_mean_slope = np.sum(df_good[f'{regr_label}_{regr_type}_slope'] * weights) / np.sum(weights)\n", "weighted_std_slope = np.sqrt(np.sum(weights * (df_good[f'{regr_label}_{regr_type}_slope'] - weighted_mean_slope)**2) / np.sum(weights))\n", "print(f\"Weighted Mean Slope: {weighted_mean_slope:.6f}\")\n", "print(f\"Std Dev of Slopes: {df_good[f'{regr_label}_{regr_type}_slope'].std():.6f}\")" ] }, { "cell_type": "markdown", "id": "13e4fd77", "metadata": {}, "source": [ "## Seasonal Ratios (Figures 6, 7, S8, S9, S10)" ] }, { "cell_type": "code", "execution_count": 67, "id": "5fdb65f5", "metadata": {}, "outputs": [], "source": [ "season_keys = ['DJF','MAM','JJA','SON']\n", "inst_season_figures_path = os.path.join(inst_figures_path,'seasonal')\n", "os.makedirs(inst_season_figures_path,exist_ok=True)" ] }, { "cell_type": "code", "execution_count": 68, "id": "0d2d7a1d", "metadata": {}, "outputs": [], "source": [ "# Setup Quantile Dict\n", "#Create the plot df (filter out bad data)\n", "quantile_plot_df = all_quantile_df.copy()\n", "quantile_plot_df = quantile_plot_df.dropna()\n", "\n", "season_quantile_plot_dfs = {}\n", "for season in season_keys:\n", " season_quantile_plot_dfs[season] = df_utils.get_season_df(quantile_plot_df,season,date_col=None)\n", "\n", "#Compute regressions\n", "all_season_quantile_regression_outputs = {}\n", "err_tags = ['wstd_divak']\n", "for season, season_quantile_plot_df in season_quantile_plot_dfs.items():\n", " regression_outputs = {}\n", "\n", " x_name = f'xco2(ppm)_wmean_ex{q}q_divak'\n", " y_name = f'xch4(ppm)_wmean_ex{q}q_divak'\n", " regression_outputs['ch4_co2'] = regression_utils.calculate_all_regressions(season_quantile_plot_df,x_name,y_name,err_tags)\n", "\n", " x_name = f'xco2(ppm)_wmean_ex{q}q_divak'\n", " y_name = f'xco(ppm)_wmean_ex{q}q_divak'\n", " regression_outputs['co_co2'] = regression_utils.calculate_all_regressions(season_quantile_plot_df,x_name,y_name,err_tags)\n", " all_season_quantile_regression_outputs[season] = regression_outputs " ] }, { "cell_type": "code", "execution_count": 69, "id": "b0e3cfdd", "metadata": {}, "outputs": [], "source": [ "# Setup Anomaly Dict\n", "#Create the plot df \n", "anom_plot_df = all_anom_df.copy()\n", "season_anom_plot_dfs = {}\n", "for season in season_keys:\n", " season_anom_plot_dfs[season] = df_utils.get_season_df(anom_plot_df,season,date_col='date')\n", "\n", "#Compute regressions\n", "all_season_anom_regression_outputs = {}\n", "err_tags = ['std_divak']\n", "for season, season_anom_plot_df in season_anom_plot_dfs.items():\n", " regression_outputs = {}\n", "\n", " x_name = f'xco2(ppm)_anom_divak'\n", " y_name = f'xch4(ppm)_anom_divak'\n", " regression_outputs['ch4_co2'] = regression_utils.calculate_all_regressions(season_anom_plot_df,x_name,y_name,err_tags)\n", "\n", " x_name = f'xco2(ppm)_anom_divak'\n", " y_name = f'xco(ppm)_anom_divak'\n", " regression_outputs['co_co2'] = regression_utils.calculate_all_regressions(season_anom_plot_df,x_name,y_name,err_tags)\n", " all_season_anom_regression_outputs[season] = regression_outputs" ] }, { "cell_type": "code", "execution_count": 70, "id": "562a34f1", "metadata": {}, "outputs": [], "source": [ "#Create the plot df \n", "season_rolling_plot_dfs = {}\n", "for season in season_keys:\n", " season_rolling_plot_dfs[season] = df_utils.get_season_df(all_rolling_regr_df_filtered,season,date_col=None)" ] }, { "cell_type": "markdown", "id": "fd3a004f", "metadata": {}, "source": [ "### Get all plots and means (Figure S8)" ] }, { "cell_type": "code", "execution_count": 71, "id": "f6dcc35d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DJF\n", "co_co2\n", "Weighted Mean Slope: 0.005585\n", "Std of slope: 0.001771\n", "DJF\n", "ch4_co2\n", "Weighted Mean Slope: 0.004167\n", "Std of slope: 0.002002\n", "MAM\n", "co_co2\n", "Weighted Mean Slope: 0.006733\n", "Std of slope: 0.003042\n", "MAM\n", "ch4_co2\n", "Weighted Mean Slope: 0.004995\n", "Std of slope: 0.001809\n", "JJA\n", "co_co2\n", "Weighted Mean Slope: 0.006254\n", "Std of slope: 0.003582\n", "JJA\n", "ch4_co2\n", "Weighted Mean Slope: 0.003535\n", "Std of slope: 0.002215\n", "SON\n", "co_co2\n", "Weighted Mean Slope: 0.005845\n", "Std of slope: 0.002460\n", "SON\n", "ch4_co2\n", "Weighted Mean Slope: 0.003305\n", "Std of slope: 0.003158\n" ] } ], "source": [ "regr_type = 'york'\n", "savefig = global_savefig\n", "showfig = False\n", "annotate = True\n", "seasonal_rolling_regr_details = {}\n", "for season in season_keys:\n", " if annotate:\n", " title = season\n", " else:\n", " title = None#season\n", " seasonal_rolling_regr_details[season] = {}\n", " for regr_label in ['co_co2','ch4_co2']:\n", " # if regr_label == 'ch4_co2':\n", " # continue\n", " # if season not in ['JJA','DJF']:\n", " # continue\n", " err_tag = 'wstd_divak'\n", " season_quantile_plot_df = season_quantile_plot_dfs[season]\n", " season_quantile_regression_outputs = all_season_quantile_regression_outputs[season]\n", " fig_id = f'quantile_{season}_{regr_label}' #Set the figure id\n", " plotter = plot_utils.RegressionPlotter(figures_path=inst_season_figures_path,regr_plot_dict=quantile_regr_plot_dict)\n", " plotter.update_plot_style(regr_label, annotate = annotate)\n", " plot_utils.bulk_regression_plotter(\n", " plotter,\n", " season_quantile_plot_df,\n", " season_quantile_regression_outputs,\n", " regr_label,\n", " err_tag,\n", " regr_type,\n", " fig_id,\n", " savefig=savefig,\n", " showfig=showfig,\n", " annotate=annotate,\n", " legend_style = {'loc':'upper left','frameon':False},\n", " title = title\n", " # plot_kwargs = {\n", " # 'line_xlim':[0,2]\n", " # }\n", " )\n", "\n", " err_tag = 'std_divak'\n", " season_anom_plot_df = season_anom_plot_dfs[season]\n", " season_anom_regression_outputs = all_season_anom_regression_outputs[season]\n", " fig_id = f'anom_{season}_{regr_label}' #Set the figure id\n", " plotter = plot_utils.RegressionPlotter(figures_path=inst_season_figures_path,regr_plot_dict=anom_regr_plot_dict)\n", " plotter.update_plot_style(regr_label, annotate = annotate)\n", " plot_utils.bulk_regression_plotter(\n", " plotter,\n", " season_anom_plot_df,\n", " season_anom_regression_outputs,\n", " regr_label,\n", " err_tag,\n", " regr_type,\n", " fig_id,\n", " savefig=savefig,\n", " showfig=showfig,\n", " annotate=annotate,\n", " legend_style = {'loc':'upper left','frameon':False},\n", " # plot_kwargs = {\n", " # 'line_xlim':[0,2]\n", " # },\n", " title = title\n", " )\n", "\n", " err_tag = 'wstd_divak'\n", " fig_id = f'rolling_{season}_{regr_label}' #Set the figure id\n", " season_rolling_plot_df = season_rolling_plot_dfs[season]\n", " good_rolling_grouped_df = season_rolling_plot_df.loc[season_rolling_plot_df[f'{regr_label}_good_group'].notnull()]\n", " # Initialize the plotter\n", " plotter = plot_utils.RollingRegressionPlotter(figures_path=inst_season_figures_path, rolling_regr_plot_dict=rolling_regr_plot_dict)\n", " # Plot the rolling regression results\n", " fig = plotter.plot(\n", " good_rolling_grouped_df,\n", " regr_label,\n", " regr_type,\n", " rolling_regr_params['regr_labels'][regr_label]['x_name'],\n", " rolling_regr_params['regr_labels'][regr_label]['y_name'],\n", " rolling_regr_params['regr_labels'][regr_label]['x_err_name'],\n", " rolling_regr_params['regr_labels'][regr_label]['y_err_name'],\n", " fig_id=fig_id,\n", " savefig=savefig,\n", " showfig=showfig,\n", " title = title,\n", " # xlim=[-1,6.7],\n", " # ylim=[-0.006,0.039]\n", " )\n", " print(season)\n", " print(regr_label)\n", " #print(good_rolling_grouped_df.filter(regex=f\"(?=.*{regr_type})(?=.*{regr_label})\").describe())\n", "\n", " df_good = good_rolling_grouped_df.copy()\n", " weights = 1/(df_good[f'{regr_label}_{regr_type}_se_slope']**2)\n", " weighted_mean_slope = np.sum(df_good[f'{regr_label}_{regr_type}_slope'] * weights) / np.sum(weights)\n", " weighted_std_slope = np.sqrt(np.sum(weights * (df_good[f'{regr_label}_{regr_type}_slope'] - weighted_mean_slope)**2) / np.sum(weights))\n", " print(f\"Weighted Mean Slope: {weighted_mean_slope:.6f}\")\n", " #print(f'Mean of slope: {df_good[f\"{regr_label}_{regr_type}_slope\"].mean():.6f}')\n", " #print(f\"Weighted Std Dev of Slope: {weighted_std_slope:.6f}\")\n", " print(f'Std of slope: {df_good[f\"{regr_label}_{regr_type}_slope\"].std():.6f}')\n", "\n", "\n", " seasonal_rolling_regr_details[season][regr_label] = {\n", " 'mean': df_good[f'{regr_label}_{regr_type}_slope'].mean(),\n", " 'std': df_good[f'{regr_label}_{regr_type}_slope'].std(),\n", " 'weighted_mean': weighted_mean_slope,\n", " 'weighted_std': weighted_std_slope\n", " }\n", " #seasonal_rolling_regr_details[season][regr_label] = good_rolling_grouped_df.filter(regex=f\"(?=.*{regr_type})(?=.*{regr_label})\").describe()" ] }, { "cell_type": "markdown", "id": "233467e0", "metadata": {}, "source": [ "### Timeseries (Figures 6, S9, S10)" ] }, { "cell_type": "code", "execution_count": 72, "id": "9933f861", "metadata": {}, "outputs": [], "source": [ "#These values are taken from the inventories.ipynb notebook\n", "\n", "grapes_season_ratios = {'DJF': {'ch4_co2': 0.003384561848008199, 'co_co2': 0.005506621140658146},\n", " 'MAM': {'ch4_co2': 0.00395303588458636, 'co_co2': 0.006105654891904166},\n", " 'JJA': {'ch4_co2': 0.004570129302373407, 'co_co2': 0.0066724028957525095},\n", " 'SON': {'ch4_co2': 0.004077867962175399, 'co_co2': 0.006235658154424308}}" ] }, { "cell_type": "code", "execution_count": 73, "id": "b806127e", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'ch4_co2'\n", "regr_type = 'york'\n", "season_positions = {\n", " 'DJF': 1.3,\n", " 'MAM': 3.8,\n", " 'JJA': 6.2,\n", " 'SON': 8.6\n", "}\n", "xlims = [0, 10]\n", "fig_id = f'season_{regr_label}_ts' #Set the figure id\n", "plotter = plot_utils.RegressionPlotter(figures_path=inst_season_figures_path, regr_plot_dict=seasonal_regr_plot_dict)\n", "plotter.figsize = (20,5)\n", "plotter.labsize = 44\n", "plotter.plot_seasonal_details(\n", " seasonal_rolling_regr_details,\n", " regr_label,\n", " regr_type, \n", " savefig=global_savefig, \n", " showfig=global_showfig,\n", " fig_id = fig_id,\n", " #ylims = [2,11],\n", " y_ticks = [0,2,4,6],\n", " grapes_season_ratios = grapes_season_ratios,\n", " remove_x_ticks = True,\n", " season_positions = season_positions,\n", " xlims = xlims,\n", " mean_col = 'weighted_mean')" ] }, { "cell_type": "code", "execution_count": 74, "id": "3087b1ae", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regr_label = 'co_co2'\n", "regr_type = 'york'\n", "season_positions = {\n", " 'DJF': 1.3,\n", " 'MAM': 3.8,\n", " 'JJA': 6.2,\n", " 'SON': 8.6\n", "}\n", "xlims = [0, 10]\n", "fig_id = f'season_{regr_label}_ts' #Set the figure id\n", "plotter = plot_utils.RegressionPlotter(figures_path=inst_season_figures_path, regr_plot_dict=seasonal_regr_plot_dict)\n", "plotter.figsize = (20,5)\n", "plotter.labsize = 44\n", "plotter.plot_seasonal_details(\n", " seasonal_rolling_regr_details,\n", " regr_label,\n", " regr_type, \n", " savefig=global_savefig, \n", " showfig=global_showfig,\n", " fig_id = fig_id,\n", " #ylims = [2,11],\n", " y_ticks = [0,2,4,6],\n", " grapes_season_ratios = grapes_season_ratios,\n", " remove_x_ticks = True,\n", " season_positions = season_positions,\n", " xlims = xlims,\n", " mean_col = 'weighted_mean')" ] } ], "metadata": { "kernelspec": { "display_name": "atmos1", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 5 }