diff --git a/notebooks_acsf/SH_FN_comparison.ipynb b/notebooks_acsf/SH_FN_comparison.ipynb index cbc8096..be9f67e 100644 --- a/notebooks_acsf/SH_FN_comparison.ipynb +++ b/notebooks_acsf/SH_FN_comparison.ipynb @@ -4,7 +4,16 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\pandas\\core\\arrays\\masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + } + ], "source": [ "import pandas as pd \n", "import matplotlib.pyplot as plt \n", @@ -160,14 +169,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "FN_combined = pd.read_pickle('D:/Data For Publication/combined_FN_acsf.pkl')\n", - "FN_combined = FN_combined[~FN_combined.exp_name.isin(prob_exps)]\n", - "SH_combined = pd.read_pickle('D:/Data For Publication/combined_CC_acsf.pkl')\n", - "SH_combined = SH_combined[~SH_combined.exp_name.isin(prob_exps)]" + "FN_combined = pd.read_pickle('D:/Data For Publication/paper1/combined_FN_acsf.pkl')\n", + "# FN_combined = FN_combined[~FN_combined.exp_name.isin(prob_exps)]\n", + "SH_combined = pd.read_pickle('D:/Data For Publication/paper1/combined_CC_acsf.pkl')\n", + "# SH_combined = SH_combined[~SH_combined.exp_name.isin(prob_exps)]" ] }, { @@ -178,7 +187,18 @@ { "data": { "text/plain": [ - "186" + "0 170615_NC_19\n", + "1 170616_NC_20\n", + "2 170620_NC_22\n", + "3 170626_NC_29\n", + "4 170627_NC_30\n", + " ... \n", + "185 xuan_9519_E3\n", + "186 xuan_9919_E1\n", + "187 xuan_9919_E2\n", + "188 xuan_9919_E3\n", + "189 xuan_9919_E4\n", + "Name: exp_name, Length: 190, dtype: object" ] }, "execution_count": 8, @@ -187,7 +207,7 @@ } ], "source": [ - "len(FN_combined)" + "FN_combined.exp_name" ] }, { @@ -4443,7 +4463,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "brian2", "language": "python", "name": "python3" }, @@ -4457,7 +4477,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.12.1" } }, "nbformat": 4, diff --git a/notebooks_drug/Clustering differences.ipynb b/notebooks_drug/Clustering differences.ipynb new file mode 100644 index 0000000..e5a236c --- /dev/null +++ b/notebooks_drug/Clustering differences.ipynb @@ -0,0 +1,3237 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\pandas\\core\\arrays\\masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + } + ], + "source": [ + "# @title imports \n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "import os\n", + "import pickle\n", + "from typing import Set\n", + "# from jedi import settings\n", + "import numpy as np \n", + "import matplotlib.pyplot as plt\n", + "from scipy.sparse import data \n", + "import pandas as pd \n", + "import seaborn as sns \n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from sklearn.preprocessing import normalize\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler\n", + "# import umap.plot as uplot\n", + "import sys \n", + "\n", + "sys.path.append('C:/Users/Nishant Joshi/Downloads/Old_code/repo/single_cell_analysis/scripts')\n", + "from utils import *\n", + "sys.path.append(os.getcwd()+'/../scripts/')\n", + "from UMAP_utils import *\n", + "from plot_utils import *\n", + "sys.path.append('C:/Users/Nishant Joshi/Model_fitting/GIFFittingToolbox/src/examples/')\n", + "from cluster_stability import *\n", + "from neuromod_utils import * \n", + "from sklearn.metrics import adjusted_rand_score, adjusted_mutual_info_score\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pal = [\"#00202e\",\"#003f5c\",\"#2c4875\",\"#8a508f\",\"#bc5090\",\"#ff6361\",\"#ff8531\",\"#ffa600\",\"#ffd380\",[0.969,\t0.349, 0.549]]\n", + "CUSTOM_PAL_SORT_3 = ['#5e60ce','#00c49a','#ffca3a','#D81159','#fe7f2d','#7bdff2','#0496ff','#efa6c9','#ced4da']\n", + "GMM_PAL = ['#d62424','#12db41','#f0c905','#248cd6']\n", + "\n", + "# In RGB form\n", + "coherence_colors = [[0.609, 0.283, 0.724],\n", + " [0.259,\t0.314, 0.635],\n", + " [0.02,\t0.9, 0.3],\n", + " [0.898,\t0.654, 0.169],\n", + " [0.821, 0.012, 0.198],\n", + " [0.298,\t0.654, 0.169],\n", + " [0.898,\t0.41 , 0.165], \n", + " [0.834,\t0.3 , 0.265],\n", + " [0.912,\t0.8 , 0.112],\n", + " [0.812,\t0.3 , 0.734],\n", + " [0.109, 0.483, 0.324],\n", + " [0.159,\t0.914, 0.635],\n", + " [0.251,\t0.512, 0.198],\n", + " [0.676,\t0.631, 0.859],\n", + " [0.969,\t0.349, 0.549],]\n", + "sns.palplot(CUSTOM_PAL_SORT_3)\n", + "sns.palplot(GMM_PAL)\n", + "sns.palplot(coherence_colors)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "discarded_exps = ['xuan_151118_E1',\n", + "'xuan_15319_E1' ,\n", + "'xuan_20919_E2',\n", + "'xuan_27919_E1',\n", + "'xuan_27919_E2',\n", + "'xuan_27919_E3',\n", + "'NC_20717_E5' ,\n", + "'NC_25717_E2',\n", + "'payam_31019_E5',\n", + "'payam_101019_E5',\n", + "'NC_24717_E1',\n", + "'xuan_27319_E4',\n", + "'xuan_23119_E2',\n", + "'xuan_3419_E2',\n", + "'xuan_22319_E1',\n", + "'xuan_19319_E4',\n", + "'xuan_22319_E4',\n", + "'xuan_26319_E4']" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "savepath = 'D:/Data For Publication/paper2/part2/'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# %matplotlib widget\n", + "\n", + "ephys = pd.read_pickle(\"D:/FN_analysed_feat_set/Ephys_collection_all_exps_all_conds_spikes_calculated_5ms.pkl\")\n", + "ephys_with_mi = pd.read_pickle(\"D:/FN_analysed_feat_set/Ephys_collection_all_exps_all_conds_spikes_calculated_5ms_with_MI.pkl\")\n", + "\n", + "ephys = ephys[~ephys.exp_name.isin(discarded_exps)]\n", + "ephys_with_mi = ephys_with_mi[~ephys_with_mi.exp_name.isin(discarded_exps)]\n", + "\n", + "data_ephys_FN_acsf = ephys[ephys.cond.isin(['acsf','acsf_bic'])][ephys.columns[1:]]\n", + "data_ephys_FN_acsf = data_ephys_FN_acsf[data_ephys_FN_acsf.trialnr==0]\n", + "\n", + "data_wave_FN_acsf = ephys[ephys.cond.isin(['acsf','acsf_bic'])][['waveform','tau', 'exp_name', 'cond', 'trialnr']]\n", + "data_wave_FN_acsf=data_wave_FN_acsf[data_wave_FN_acsf.trialnr==0]\n", + "\n", + "ephys_with_mi.columns = ['waveform', 'current_at_first_spike', 'ap_count', 'fr', 'inst_fr',\n", + " 'time_to_first_spike', 'mean_isi', 'median_isi', 'max_isi', 'min_isi',\n", + " 'first_thr', 'mean_thr', 'median_thr', 'min_thr', 'max_thr',\n", + " 'mean_width', 'median_width', 'max_width', 'min_width',\n", + " 'mean_amplitude', 'median_amplitude', 'min_amplitude', 'max_amplitude',\n", + " 'FI', 'tau', 'exp_name', 'cond', 'trial']\n", + "ephys_with_mi = ephys_with_mi.reset_index(drop=True)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "df_bio = pd.read_pickle(\"D:/Biophysical_cluster/rect_bio_all_feats.pkl\")\n", + "df_bio = df_bio[~df_bio.exp_name.isin(discarded_exps)]\n", + "# df = df[df.columns[1:]]\n", + "# df_acsf_bio = df_bio[df_bio.cond.isin(['acsf','acsf_bic'])]\n", + "# df_acsf_bio = df_acsf_bio[df_acsf_bio.trial==0]\n", + "# df_acsf_bio['labels_wave'] = binarize_EI_labels(labels_wave,[1,2,3,6,7])\n", + "len(set(df_bio.exp_name))\n", + "df_bio = df_bio.reset_index(drop=True) " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "df_sta = pd.read_pickle('D:/CurrentClamp/all_stas_hidden_spikes_computed.pkl')\n", + "df_sta = df_sta[~df_sta.exp_name.isin(discarded_exps)]\n", + "\n", + "# len(set(df_sta.exp_name))\n", + "# df_sta = df_sta.reset_index(True,inplace=True)\n", + "df_sta = df_sta.reset_index(drop=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "df_merged = pd.merge(df_sta,df_bio,on=['exp_name','cond','trial'])\n", + "df_merged = pd.merge(ephys_with_mi,df_merged,on=['exp_name','cond','trial'])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "waves = normalize(np.vstack(data_wave_FN_acsf['waveform']))\n", + "\n", + "labels_wave,mapper,reducer = plot_UMAP_clusters_single(waves,\n", + " 20,\n", + " 0.1,\n", + " random_state =42,\n", + " res_louvain = 1.,\n", + " c_list =coherence_colors,\n", + " norm=False,\n", + " save=False,\n", + " # savepath = savepath+'wave_cluster.pdf',\n", + " size=100\n", + " )\n", + "data_wave_FN_acsf['labels_wave'] = labels_wave" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "data_wave_FN_acsf = data_wave_FN_acsf.reset_index(drop=True) " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "data_wave_FN_acsf = data_wave_FN_acsf.reset_index(drop=True)\n", + "data_wave_FN_acsf = data_wave_FN_acsf.drop_duplicates('exp_name')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "df_merged['labels_wave'] = df_merged['exp_name'].map(data_wave_FN_acsf.set_index('exp_name')['labels_wave'])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "df_above_threshold = df_merged[df_merged.r_squared_V>0.7]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "cols_bio = ['gl (nS)','C (nF)', 'El (mV)', 'Vr (mV)', 'Vt* (mV)', 'DV (mV)']\n", + "cols_ephys = ['current_at_first_spike', 'ap_count', 'fr', 'inst_fr',\n", + " 'time_to_first_spike', 'mean_isi', 'median_isi', 'max_isi', 'min_isi',\n", + " 'first_thr', 'mean_thr', 'median_thr', 'min_thr','max_thr', 'mean_width', \n", + " 'median_width', 'max_width', 'min_width', 'mean_amplitude', 'median_amplitude', \n", + " 'min_amplitude', 'max_amplitude',]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "df_acsf = df_above_threshold[df_above_threshold.cond.isin(['acsf','acsf_bic'])]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "acsf_waveforms = ephys[ephys.cond=='acsf']\n", + "idx = np.where(np.unique(acsf_waveforms.exp_name,return_counts=True)[1]>1)[0]\n", + "names = np.unique(acsf_waveforms.exp_name,return_counts=True)[0][idx]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "df_acsf_with_two_trials = df_acsf[df_acsf.exp_name.isin(names)]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Electrophysiology" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "cols_spikes = ['current_at_first_spike', 'ap_count', 'fr', 'inst_fr', 'mean_isi', 'median_isi', 'max_isi', 'min_isi',]\n", + "cols_thrs = ['first_thr', 'mean_thr', 'median_thr', 'min_thr', 'max_thr',]\n", + "cols_wf = ['mean_width', 'median_width', 'max_width', 'min_width','mean_amplitude', 'median_amplitude', 'min_amplitude', 'max_amplitude',]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inhibitory" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAB64AAAeuCAYAAABDkB3jAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzde3xU9b3v//eQZJIMSSYhIwmpQYKJV0BTLwjBQCtg3aV44ZRurGwVq5yiUFR+ILW2aC23bpUC3bZaRbdU7NmHarXtpqK2XL0g4gEUKWhKoBDjxGQmYZJMEub3hztjhiST68xaa+b1fDzy0Ky1Muu7Qt7f73fNZ9ZatkAgEBAAAAAAAAAAAAAAAAYZYHQDAAAAAAAAAAAAAADxjcI1AAAAAAAAAAAAAMBQFK4BAAAAAAAAAAAAAIaicA0AAAAAAAAAAAAAMBSFawAAAAAAAAAAAACAoShcAwAAAAAAAAAAAAAMReEaAAAAAAAAAAAAAGAoCtcAAAAAAAAAAAAAAENRuO5HgUBAXq9XgUDA6KYA6AYyC1gLmQWshcwC1kJmAWshs4D1kFvAWsgsYAwK1/2otrZWTqdTtbW1RjcFQDeQWcBayCxgLWQWsBYyC1gLmQWsh9wC1kJmAWNQuAYAAAAAAAAAAAAAGIrCNQAAAAAAAAAAAADAUDFXuF62bJlsNpvmz58fXBYIBLRkyRLl5eUpNTVVEyZM0AcffBDyc42NjZo7d65cLpcGDhyoqVOn6tixY1FuPQAAAAAAAAAAAADEn5gqXO/atUtPPPGERo0aFbJ85cqVevTRR7V27Vrt2rVLubm5mjRpUsizCebPn68XX3xRL7zwgrZv3666ujpNmTJFLS0t0T4MAAAAAAAAAAAAAIgrMVO4rqur03e/+109+eSTysrKCi4PBAJatWqV7r//ft1www0aMWKEnn32Wfl8Pj3//POSJI/Ho6eeekqPPPKIJk6cqOLiYq1fv1779u3Ta6+9ZtQhAQAAAAAAAAAAAEBciJnC9Z133qlvfvObmjhxYsjysrIyVVRUaPLkycFlycnJGj9+vHbu3ClJ2r17t5qamkK2ycvL04gRI4LbAIhPHp9fH1fWaU95tT7+rE4en9/oJgFATKK/jU/8uwMArIRxC7AWMgtYC5kFrCVSmU3sl1cx2AsvvKD33ntPu3btareuoqJCkpSTkxOyPCcnR0eOHAluY7fbQ67Ubt2m9ec70tjYqMbGxuD3Xq+318cAIPJ6mtnjNfVatHGvth1yB5eVFrm0fNoo5WWmRqydAL7AOBs/6G9jA+MsYC2Ms0DPGD1ukVmgZ4zOrERugZ4gs4C1RDKzlr/i+ujRo/rBD36g9evXKyUlpdPtbDZbyPeBQKDdstN1tc2yZcvkdDqDX/n5+T1rPICo6klmPT5/u45XkrYecuu+jXv5xB8QBYyz8YH+NnYwzgLWwjgLdJ8Zxi0yC3SfGTIrkVugu8gsYC2RzqzlC9e7d+9WZWWlLrnkEiUmJioxMVFbtmzR6tWrlZiYGLzS+vQrpysrK4PrcnNz5ff7VV1d3ek2HVm8eLE8Hk/w6+jRo/18dAD6U08y667zt+t4W2095Ja7jjfUgUhjnI0P9Lexg3EWsBbGWaD7zDBukVmg+8yQWYncAt1FZgFriXRmLX+r8Kuuukr79u0LWXbrrbfqvPPO06JFizR8+HDl5uZq8+bNKi4uliT5/X5t2bJFK1askCRdcsklSkpK0ubNmzV9+nRJ0okTJ7R//36tXLmy030nJycrOTk5QkcGoL/1JLPehqaw62u7WA+g7xhn4wP9bexgnAWshXEW6D4zjFtkFug+M2RWIrdAd5FZwFoinVnLF67T09M1YsSIkGUDBw5UdnZ2cPn8+fO1dOlSFRUVqaioSEuXLpXD4dCNN94oSXI6nbrtttt07733Kjs7W4MGDdKCBQs0cuRITZw4MerHBMB4GSlJYdend7EeANA99LfxiX93AICVMG4B1kJmAWshs4C1RDqzlr9VeHcsXLhQ8+fP15w5c3TppZfqn//8p1599VWlp6cHt3nsscd03XXXafr06SopKZHD4dArr7yihIQEA1sOwCiuNLtKi1wdristcsmVZo9yiwAgNtHfxif+3QEAVsK4BVgLmQWshcwC1hLpzNoCgUCgT6+AIK/XK6fTKY/Ho4yMDKObA6ALXWX2eE297tu4V1vbPK+htMilFdNGaUhmajSbCkCMs7GM/jY2Mc4C1sI4C4RntnGLzALhmS2zErkFwiGzgLVEMrMUrvsRHRlgLd3JrMfnl7vOr9qGJqWnJMmVZpfTwaf8ACMwzsY2+tvYwzgLWAvjLNA1M41bZBbompkyK5FboCtkFrCWSGXW8s+4BoBIcjp4Ax0AooH+Nj7x7w4AsBLGLcBayCxgLWQWsJZIZTYunnENAAAAAAAAAAAAADAvCtcAAAAAAAAAAAAAAENRuAYAAAAAAAAAAAAAGIrCNQAAAAAAAAAAAADAUBSuAQAAAAAAAAAAAACGonANAAAAAAAAAAAAADAUhWsAAAAAAAAAAAAAgKEoXAMAAAAAAAAAAAAADEXhGgAAAAAAAAAAAABgKArXAAAAAAAAAAAAAABDUbgGAAAAAAAAAAAAABiKwjUAAAAAAAAAAAAAwFAUrgEAAAAAAAAAAAAAhqJwDQAAAAAAAAAAAAAwFIVrAAAAAAAAAAAAAIChKFwDAAAAAAAAAAAAAAxF4RoAAAAAAAAAAAAAYCgK1wAAAAAAAAAAAAAAQ1G4BgAAAAAAAAAAAAAYisI1AAAAAAAAAAAAAMBQFK4BAAAAAAAAAAAAAIaicA0AAAAAAAAAAAAAMBSFawAAAAAAAAAAAACAoShcAwAAAAAAAAAAAAAMReEaAAAAAAAAAAAAAGAoCtcAAAAAAAAAAAAAAEMZXrjetm2bbrrpJo0ZM0b//Oc/JUnPPfectm/fbnDLAAAAAAAAAAAAAADRYGjheuPGjbr66quVmpqqPXv2qLGxUZJUW1urpUuXGtk0AAAAAAAAAAAAAECUGFq4fvjhh/WrX/1KTz75pJKSkoLLx44dq/fee8/AlgEAAAAAAAAAAAAAosXQwvXBgwdVWlrabnlGRoZqamqi3yAAAAAAAAAAAAAAQNQlGrnzIUOG6PDhwxo2bFjI8u3bt2v48OHGNAoAesnj88td55e3oUkZqUlyDbTL6bAb3SwgrpBDAIAZxdP4FE/HClgVOQVgJPogxBL+noH+Z2jhevbs2frBD36gp59+WjabTcePH9ebb76pBQsW6Mc//rGRTQOAHjleU69FG/dq2yF3cFlpkUvLp41SXmaqgS0D4gc5BACYUTyNT/F0rIBVkVMARqIPQizh7xmIDENvFb5w4UJdd911+trXvqa6ujqVlpbqe9/7nmbPnq277rrLyKYBQLd5fP52kxRJ2nrIrfs27pXH5zeoZUD8IIcAADOKp/Epno4VsCpyCsBI9EGIJfw9A5FjaOHa7/frZz/7mdxut9555x299dZb+uyzz/TTn/5Ubre76xcAABNw1/nbTVJabT3klruOiQoQaeQQAGBG8TQ+xdOxAlZFTgEYiT4IsYS/ZyByDC1cT58+XadOnZLD4dCll16qyy+/XGlpafr00081YcIEI5sGAN3mbWgKu762i/UA+o4cAgDMKJ7Gp3g6VsCqyCkAI9EHIZbw9wxEjqGF6xMnTui2225rt2zChAk677zzDGoVAPRMRkpS2PXpXawH0HfkEABgRvE0PsXTsQJWRU4BGIk+CLGEv2cgcgwtXP/5z3/WO++8o7vvvluS9M9//lMTJkzQyJEj9X/+z//p9us8/vjjGjVqlDIyMpSRkaExY8bov//7v4PrA4GAlixZory8PKWmpmrChAn64IMPQl6jsbFRc+fOlcvl0sCBAzV16lQdO3asfw4UQExzpdlVWuTqcF1pkUuuNHuUWwTEH3IIADCjeBqf4ulYAasipwCMRB+EWMLfMxA5hhaus7Oz9Ze//EUvvvii7r77bn3ta19TcXGxNmzYoAEDut+0M888U8uXL9e7776rd999V1//+td17bXXBovTK1eu1KOPPqq1a9dq165dys3N1aRJk1RbWxt8jfnz5+vFF1/UCy+8oO3bt6uurk5TpkxRS0tLvx83gNjidNi1fNqodpOV0iKXVkwbJaeDiQoQaeQQAGBG8TQ+xdOxAlZFTgEYiT4IsYS/ZyBybIFAIGB0Iw4dOqRx48Zp0qRJeu6552Sz2fr8moMGDdLPf/5zzZo1S3l5eZo/f74WLVok6Yurq3NycrRixQrNnj1bHo9HZ5xxhp577jl95zvfkSQdP35c+fn5+vOf/6yrr766W/v0er1yOp3yeDzKyMjo8zEAiKz+zqzH55e7zq/ahialpyTJlWZnkgL0o+5klhwC5sHcGPiSFcan/sqsFY4ViAV9ySw5BYzB/PgL9EGwCt6HAoyRGO0dZmVldViY9vl8euWVV5SdnR1c9vnnn/f49VtaWvRf//VfOnnypMaMGaOysjJVVFRo8uTJwW2Sk5M1fvx47dy5U7Nnz9bu3bvV1NQUsk1eXp5GjBihnTt3dlq4bmxsVGNjY/B7r9fb4/YCiJ5IZ9bpYGIC9KfeZJYcAsZhbgx0zozjU6Qya8ZjBWJBf2aWnALRwfy4Y/RBMCvehwLMIeqF61WrVkXkdfft26cxY8aooaFBaWlpevHFF3XBBRdo586dkqScnJyQ7XNycnTkyBFJUkVFhex2u7KystptU1FR0ek+ly1bpgcffLCfjwRApJBZwFrILGAtZBawFjILWAuZBayH3ALWQmYBczDFrcL7g9/vV3l5uWpqarRx40b95je/0ZYtW1RTU6OSkhIdP35cQ4YMCW5/++236+jRo9q0aZOef/553XrrrSGfppGkSZMm6eyzz9avfvWrDvfZ0Sdw8vPz4/52L4BZkVnAWsgsYC1kFrAWMgtYC5kFrIfcAtZCZgFziPoV116vNxjyrm610JPOwG63q7CwUJJ06aWXateuXfrFL34RfK51RUVFSOG6srIyeBV2bm6u/H6/qqurQ666rqys1NixYzvdZ3JyspKTk7vdRgDGIrOAtZBZwFrILGAtZBawFjILWA+5BayFzALmMCDaO8zKylJlZaUkKTMzU1lZWe2+Wpf3RSAQUGNjowoKCpSbm6vNmzcH1/n9fm3ZsiVYlL7kkkuUlJQUss2JEye0f//+sIVrAAAAAAAAAAAAAEDfRf2K6zfeeEODBg2SJP31r3/tl9f84Q9/qGuuuUb5+fmqra3VCy+8oL/97W/atGmTbDab5s+fr6VLl6qoqEhFRUVaunSpHA6HbrzxRkmS0+nUbbfdpnvvvVfZ2dkaNGiQFixYoJEjR2rixIn90kYAAAAAAAAAAAAAQMeiXrgeP358h//fF59++qlmzpypEydOyOl0atSoUdq0aZMmTZokSVq4cKHq6+s1Z84cVVdXa/To0Xr11VeVnp4efI3HHntMiYmJmj59uurr63XVVVfpmWeeUUJCQr+0EQAAAAAAAAAAAADQMVsgEAgY2YDq6mo99dRTOnDggGw2m84//3zdeuutwauyrcTr9crpdMrj8fTo+dwAjEFmAWshs4C1kFnAWsgsYC1kFrAecgtYC5kFjBH1Z1y3tWXLFg0bNkyrV69WdXW1Pv/8c61evVoFBQXasmWLkU0DAAAAAAAAAAAAAERJ1G8V3tadd96p73znO3r88ceDt+RuaWnRnDlzdOedd2r//v1GNg8AAAAAAAAAAAAAEAWGFq4//vhjbdy4MeQ50gkJCbrnnnv0n//5nwa2DAAiy+Pzy13nl7ehSRmpSXINtMvpsBvdLAAwHP0jgFgS631arB8fEEvIKxD7yDkQfeQO6H+GFq6/+tWv6sCBAzr33HNDlh84cEAXX3yxMY0CgAg7XlOvRRv3atshd3BZaZFLy6eNUl5mqoEtAwBj0T8CiCWx3qfF+vEBsYS8ArGPnAPRR+6AyLAFAoGAUTv/3e9+p4ULF2ru3Lm64oorJElvvfWWfvnLX2r58uU6//zzg9uOGjXKqGZ2m9frldPplMfjUUZGhtHNAdAFIzLr8fl114Y9IROaVqVFLq2ZUcyn8iKATz/GBsZZ6+pOBukfYw+ZRTzrrE9z2BP0wJQLdOlZWaprbDbVvKQ7mW3tzz31fjU2n9KOj6v09PYy+fwtwW3os4Ho6G5mK2sbVf65TzabTe+VV4dklrwC0dXd+XFP38PgXAqIjHCZ9fj8uve//p/OG5Kh4vxMNTafUkpSgt4rr9bBE179+7cvIndALxl6xfWMGTMkSQsXLuxwnc1mUyAQkM1mU0tLS7ttAMBq3HX+Dk8kJGnrIbfcdX4mNf2MTz8CxupuBukfAcSSjvo0hz1Bq2cUa92OMi3+/b7gcqvMSzrqz0sKs7V6RrHmbdgTLITRZwPm0J3MklfAfHrzHgbnUkD0VZ30618vH6p1O8q09o3DweUlhdm6taRAVSfJHdBbA4zceVlZWdivTz75JPhfAIgF3oamsOtru1iPnvH4/O1O+KQvTtzu27hXHp/foJYB8aEnGaR/BBBLOurTZo0r0LodZdpxuCpkuRXmJZ315zsOV2ndjjLNGlcQspw+GzBWTzJLXgHz6O17GJxLAdHXfCrQ4dy+daxtOWXYjY4ByzP0iuuzzjrLyN0DQNRlpCSFXZ/exXr0DJ86BozVkwzSPwKIJR31acX5mSFXY7Rl9nlJuP58x+EqzSoJLVzTZwPG6klmyStgHr19D4NzKSD6Tp0KtCtat9pxuIrCNdAHhl5x/eyzz+pPf/pT8PuFCxcqMzNTY8eO1ZEjRwxsGQBEhivNrtIiV4frSotccqWZ881Kq+JTx4CxepJB+kcAsaSjPq2x+VTYnzHzvKSr/rztsdFnA8brbmbJK2AuvX0Pg3MpIPp8/uYu1vPoW6C3DC1cL126VKmpXzyb480339TatWu1cuVKuVwu3X333UY2DQAiwumwa/m0Ue1OKEqLXFoxbZRpr7KxKj51DBirJxmkfwQQSzrq05ITw59+m3le0lV/3nps9NmAOXQns+QVMJ/evofBuRQQfc7U8Llyppp3bg+YnaG3Cj969KgKCwslSS+99JL+1//6X7rjjjtUUlKiCRMmGNk0AIiYgfYEPTDlAtXUNynNniCHPVGZjiROJCKg9VPHWzu41RafOobH55e7zi9vQ5MyUpPkGmgnh/2spxnMy0zVmhnFctf5VdvQpPSUJLnS+HcBYE1t+7STjU3Kctj1/PdGq6a+SSlJCXqvvFpPby+Tz99i+nlJZ/2543/mtV/JTNV//e8xykxNksOeYFArAbQ6PbMOe4JmjStQcX6mJOnMrFT9/NsXKScjxcBWAjhdT8+fTj+n/fm3L9LJxmZ56zmXAiLNlWbXpPMH69whGSrOz1Rj86ngHP/gCa+p5/aA2RlauE5LS1NVVZWGDh2qV199NXiVdUpKiurr641sGgBExPGaei3auDfkmUWlRS4tnzZKToeBDYtRrZ86vm/j3pATPz51jHBZzMtMNbBlsaU3GXQ6eHMFQOxo7dM6GndKCrO1ekaxfvdOuR66doSp+76O+nOHPUFP33KZfvnGYS3+/b7gtoyngPHaZvbdI9VaPaNY63aUae0bh4PbkFXAfHpy/hTunHb4GWlRbTcQj5wOux6YcoEWv7gvZHwdV5itpdePNPXcHjA7WyAQMOwp8d/97nf10Ucfqbi4WBs2bFB5ebmys7P18ssv64c//KH2799vVNN6xev1yul0yuPxKCMjw+jmAOhCtDPr8fl114Y9IScVrUqLXFozo5hJTYS0fgqZKzitrb8ySxajjwzGJ+bGwBfCjTtXFrn07ya56rE7mW3bn2c57PrRS/u17TDjKWCE7ma2xtekH720T9sOV7VbT1aB6Oru/Lir8yfOaYHoCJdZcghEjqFXXP/yl7/Uj370Ix09elQbN25Udna2JGn37t2aMWOGkU0DgH7nrvN3OJmRpK2H3HLX+ZnQRAhXcKItshh9ZBBAPAs37mw75FZdQ7NyLPLZjrb9+ceVdR0WrSXGU8AsnA77F31QB0VriawCZtXV+RPntIDxyCEQOYYWrjMzM7V27dp2yx988MGQ7+fMmaOHHnpILpcrWk0DgH7nbWgKu762i/XoPp5djHDIYnSQQwD4QiyNO2379uZT4W/eZqXjAmKVx+fX5z5/2G3IKmBenZ1TxdLcArAqcghEjqGF6+5av369FixYQOEagKVlpCSFXZ/exXp0D88uRlfIYuSRQwD4UlfjTqo9IUot6ZvT+/anbr407PaMp4CxWjN7y9hhYbcjq4A5hTun4pwWMB45BCJngNEN6A4DH8MNAP3GlWZXaVHHH8ApLXLJlcaViH3l8fnbndhJX9yi576Ne+Xp4moDxAeyGFnkEABChRt3Sgqz9V55jen7xo769j1Ha1RSmN3h9oyngLHaZpasAtbT1TlVWkoi57SAwdJSEjWuk/F1XGG20lIscc0oYEqWKFwDQCxwOuxaPm1Uu5OL0iKXVkwbxS10+0F3ni8DkMXIIocAEMrpsOuha0e0KxyVFGbr1pIC/fSPH5q+b+yob396e5luLSlod1yMp4Dx2maWrALW09U51cnGZs5pAYOdbGzWLR2MryWF2bqlpEAnG5sNahlgfXzsAwCiKC8zVWtmFMtd51dtQ5PSU5LkSuO5r/2F58ugu8hi5JBDAGjPU+9X8dAszSopUGPzKSUnDtCeozWat2GPfP4W0/eNHfXtPn+L5m3Yo1njCnT/v5wvf/MpxlPAJNpmtm1WW/ugYdkOfSUzlawCJtXVOZW3vknDz0jjnBYwkKe+qd342naO//z3RhvdRMCyKFwDQJQ5HZxIRArPl0FPkMXIIIcA0F5acpLWvnG40/Vm7xs769t9/hatfeOwrr/4K7ogzxnlVgHozOmZbc1qq9fvGc88GDCx7p5TcU4LGCcjJand+NqW2ef3gJlxq3AAQMzg2cWA8cghALRn9b7R6u0H4g2ZBayNDAPmR06ByDG0cF1eXq5AINBueSAQUHl5efD7m266SRkZGdFsGgDAgnh2MWA8cggA7Vm9b7R6+4F4Q2YBayPDgPmRUyBybIGOKsdRkpCQoBMnTmjw4MEhy6uqqjR48GC1tLQY1LLe8Xq9cjqd8ng8FNoBCyCz/cPj88td55e3oUkZqUlyDTT+VlWtbeI5T7GFzHbNTHkkhyCzQHufehtUfdIvb0OzMlITleWwKycjxehmSepeZj0+v2p8TTrpb9ZJf4syU5M0OD2Z/h0wAJkFrKen82MzzxuAeNCdzJJToP8Z+ozrQCAgm83WbnldXZ1SUgg3AJjd8Zp6Ldq4V9sOuYPLSotcWj5tlPIyUw1rF895QjwyWx7JIQCEMls/3Rsn/S360R/2W/oYgHhCZgHrioV5AxDryCkQGYZccX3PPfdIkn7xi1/o9ttvl8PhCK5raWnR22+/rYSEBO3YsSPaTesTrioBrIXM9o3H59ddG/aETM5alRa5tGZGMUUr9Csy2znyCDMis8CXrNBPd5VZKxwDEE/ILGA93Z0fk1/AHMJllpwCkWPIFdd79uyR9MUV1/v27ZPd/mWA7Xa7LrroIi1YsMCIpgEAusld5+9wciZJWw+55a7zM0EDooQ8AoC5xUI/HQvHAMQTMgtYF/kFzI+cApFjSOH6r3/9qyTp1ltv1S9+8QuuwAAAC/I2NIVdX9vFegD9hzwCgLnFQj8dC8cAxBMyC1gX+QXMj5wCkTPAyJ2vW7cupGjt9Xr10ksv6aOPPjKwVQCA7shISQq7Pr2L9QD6D3kEAHOLhX46Fo4BiCdkFrAu8guYHzkFIsfQwvX06dO1du1aSVJ9fb0uvfRSTZ8+XSNHjtTGjRuNbBoAoAuuNLtKi1wdristcsmVxu1wgGghjwBgbrHQT8fCMQDxhMwC1kV+AfMjp0DkGFq43rp1q6688kpJ0osvvqhAIKCamhqtXr1aDz/8sJFNAwB0wemwa/m0Ue0maaVFLq2YNornuABRRB4BwNxioZ+OhWMA4gmZBayL/ALmR06ByLEFAoGAUTtPTU3V3//+d+Xn5+vf/u3flJeXp+XLl6u8vFwXXHCB6urqjGpar3i9XjmdTnk8Hp7bDVgAme0fHp9f7jq/ahualJ6SJFeavdPJWeu23oYmZaQmyTWw822B05HZrnWVRzKIaCKzQCiPz68aX5NO+pvl87fImZqkwenJpumHu5vZT70Nqj7pl7ehWRmpicpy2JWTkRLFlgKQupdZs/c7QLzp6fzY4/OrsrZRnvomOewJGpicqMzUJDIMREl3MsvcGOh/iUbuPD8/X2+++aYGDRqkTZs26YUXXpAkVVdXKyWFcAOAFTgd3St8Ha+p16KNe7XtkDu4rLTIpeXTRikvMzWSTQTiRrg8kkEAME64PtjpMLBhPcRYAlhHrPQ7QDw76W/RQ3/8kHEXMCnmxkBkGHqr8Pnz5+u73/2uzjzzTOXl5WnChAmSvriF+MiRI41sGgCgH3l8/nYTOUnaesit+zbulcfnN6hlQHwggwBgnFjpg2PlOIB4QF4B6yPHgLmRUSByDL3ies6cORo9erTKy8s1adIkDRjwRR19+PDhPOMaACykq9sPu+v87SZyrbYecstd5+dWV0A/Oj2TiTabdh+p7nBbMggAkdU6D3LYEzRrXIGK8zPV2HxKKUkJeq+8WlUnrdEHu+v82n2kWnd9vbDdMTy9vYyxBDCRWOl3gHjGuAuYGxkFIsewwnVTU5POPfdc/fGPf9T1118fsu6b3/ymQa0CAPRUd26L421oCvsatV2sB9B9HWXyyiKXVs8o1rwNe+Tzt7T7GTIIAJHjbfjiuZSrZxRr3Y4yrX3jcHBdSWG2ri/+ioGt6766xqZOj2H1jGKdbGQsAcwiVvodIJ4x7gLmRkaByDHsVuFJSUlqbGyUzWYzqgkAgD7q7m1xMlKSwr5OehfrAXRPZ5ncdsitdTvKNGtcQYc/RwYBIHIyUpI0a1yB1u0o047DVSHrdhyu0pKXP7DErQQzU+2dHsO6HWVypnJFCWAWsdLvAPGMcRcwNzIKRI6hz7ieO3euVqxYoebmZiObAQCW5fH59XFlnfaUV+vjz+qi/uZDd24BLkmuNLtKi1wdblda5JIrjckcrMnoDJ4uXCZ3HK5ScX5mu+VkEAAiy5Vm19jh2e3e1Gq1rc2cycz8Lac6PYYdh6vkbzkV5RYB6Eys9DtAPOtq3K1vajHFOSgQr5gbA5Fj6DOu3377bb3++ut69dVXNXLkSA0cODBk/e9//3uDWgYA5tedW3RHWndvAe502LV82ijdt3Gvtp7W3hXTRvHMF1iSGTJ4uq4yeToyCACR5/O3KGFA+DuNWeGRDXWN4T9w3tMxCEDkOB122RPDX6tSU0+xCzCzrsbdsqqT+v769ww/BwXiVVcZPdnFegCdM/SK68zMTE2bNk1XX3218vLy5HQ6Q766Y9myZbrsssuUnp6uwYMH67rrrtPBgwdDtgkEAlqyZIny8vKUmpqqCRMm6IMPPgjZprGxUXPnzpXL5dLAgQM1depUHTt2rN+OFQD6U3dv0R1pPbkFeF5mqtbMKNbr94zXS3PG6vV7xmvNjGIN4eQKFmSWDJ6uq0wOHeQggwAQRR6fXws37tVJf0vY7azwyIauxpjGplNc9QWYSFYXH0wks4C5dTXu2hO+eFvf6HNQIF6lJYe/JnRgF+sBdM7Q9Kxbt67Pr7Flyxbdeeeduuyyy9Tc3Kz7779fkydP1ocffhi8gnvlypV69NFH9cwzz+icc87Rww8/rEmTJungwYNKT0+XJM2fP1+vvPKKXnjhBWVnZ+vee+/VlClTtHv3biUkJPS5nQDQn7pzi+5oXEHZegvwrR20paPbDzsddq7sREwwSwZP11UmB6cnk0EAiKLW8eKi/EyVFHZ8216rPLLBlWbXlUWuDse/ksJs7fykSjkZKYwzgEmQWcDawp3blRRma8/RmuD3Rp6DAvHKnjCg0/l9SWF28MMlAHrO8unZtGmTbrnlFl144YW66KKLtG7dOpWXl2v37t2SvrjaetWqVbr//vt1ww03aMSIEXr22Wfl8/n0/PPPS5I8Ho+eeuopPfLII5o4caKKi4u1fv167du3T6+99pqRhwcAHeruLbojrfUW4Kc/v5rbDyPWmSWDpyOTAGAurePF09vLdGtJgUoKs0PWX2mh/tnpsGvJ1AvbHUNJYbZuLSnQ09vLLHHLcyBekFnA2jo7t2ub4bbIMxBdNfX+Duf3rRn18EgOoNeifsX1V7/6Vb3++uvKyspScXGxbLbOn/X13nvv9fj1PR6PJGnQoEGSpLKyMlVUVGjy5MnBbZKTkzV+/Hjt3LlTs2fP1u7du9XU1BSyTV5enkaMGKGdO3fq6quv7nBfjY2NamxsDH7v9Xp73F4A0RNLme3JLbojrfUW4O46v2obmpSekiRXGldWo+/MnFkzZfB0ZBJGMXNmAaO0jhc+f4vmbdijWeMKNKukQI3Np5ScOECFZ6QZ9siG3mTWJql4aFbIMew5WqN5G/bI52+xxC3PAasis4D19HV+3Pbcrtrnl6e+KSTDbZFnoO96ktm05CTNePLtdvP71oy+cte4aDQZiElRL1xfe+21Sk5OliRdd911/fragUBA99xzj8aNG6cRI0ZIkioqKiRJOTk5Idvm5OToyJEjwW3sdruysrLabdP68x1ZtmyZHnzwwf48BAARFEuZ7ekturvD4/PLXeeXt6FJGalJcg3sfqGLW4AjEsyc2f7MYF+y1xkyCSOYObOAUVxpdk06f7DOHZKh4vxMNTafks1m04cnvDp4wqt///ZFhrWtN5nNHmjXV9oU2tt+EN0qtzwHrIrMAtbTH/Pj1vO6U4GAPPVN+urQLGncF3dzaS1ek2egf/Qks640u0rODr3aunWcLTk7m0wCfWALBAKBaO5w9erVuuOOO5SSkqLy8nKdeeaZGjCgf+5Yfuedd+pPf/qTtm/frjPPPFOStHPnTpWUlOj48eMaMmRIcNvbb79dR48e1aZNm/T888/r1ltvDfk0jSRNmjRJZ599tn71q191uL+OPoGTn58vj8ejjIyMfjkmAP0n1jJ7vKZe923cG1I4a70dcE+v3DleU69FG/eGPP+stMil5dNGKc+gq4AAs2e2PzJI9hBLzJ5ZwCjlVSe1+MV9Ic+/G1eYraXXj9TQ7IGGtas3mT1eU69F/3evth3+ctwqKczW3K8Xadggh3IZu4CIIbOA9fTH/Lijc8bWWxHP27BHl56V1av3gQC019PMmnWeD1hd1K+4vueee/Sv//qvSklJUUFBgU6cOKHBgwf3+XXnzp2rl19+WVu3bg0WrSUpNzdX0hdXVbctXFdWVgavws7NzZXf71d1dXXIVdeVlZUaO3Zsp/tMTk4OXj0OwPxiLbP9dTtgj8/f7iRIkrYecuu+jXu1ZkYxV27CEGbPbF8zSPYQa8yeWcAIHp9f97+0P+TNLEnafrhKP3ppv6F9fU8zGxy3DoeOWzsOVynBZtOaGcX93UQAbZBZwHr6Oj/u7Jxxx+EqDbDZ9N/zrlSmI4nzRqCf9CSzZp7nA1bXP5c690BeXp42btyoI0eOKBAI6NixYyovL+/wqzsCgYDuuusu/f73v9cbb7yhgoKCkPUFBQXKzc3V5s2bg8v8fr+2bNkSLEpfcsklSkpKCtnmxIkT2r9/f9jCNQAYzemw6+zBabp4aJbOHpzWqwmRu87f7iSo1dZDbrnr/H1tJhCz+pJBsgcAsS+W+vpYOhYgHpBZwPrC5XjbIbeaTwUojAEGYZwFIifqV1z/6Ec/0ty5c3XXXXfJZrPpsssua7dNIBCQzWZTS0tLl69355136vnnn9cf/vAHpaenB59J7XQ6lZqaKpvNpvnz52vp0qUqKipSUVGRli5dKofDoRtvvDG47W233aZ7771X2dnZGjRokBYsWKCRI0dq4sSJ/fsLAACT8TY0hV1f28V6AL1D9gAg9sVSXx9LxwLEAzILWB85BsyLfAKRE/XC9R133KEZM2boyJEjGjVqlF577TVlZ2d3/YOdePzxxyVJEyZMCFm+bt063XLLLZKkhQsXqr6+XnPmzFF1dbVGjx6tV199Venp6cHtH3vsMSUmJmr69Omqr6/XVVddpWeeeUYJCQm9bhsARIPH55e7zi9vQ5MyUpPkGtiz24VnpCSFXZ/exXoAvcsh2QOA2JeRkiSHPUGzxhWoOD9Tjc2nlJKUoPfKq/X09jJL9fWt41Znx5ORap1jAeJBLPU/QLw6/ZyxXabtCfL4/Fx1DRiAcRaInKgXriUpPT1dI0aM0Lp161RSUtLlcwM2bNigqVOnauDA9g+0DwQCXe7PZrNpyZIlWrJkSafbpKSkaM2aNVqzZk2XrwcAZnG8pr7d845Ki1xaPm2U8jJTu/UarjS7Sotc2trB7W1Ki1xypXECBITT2xySPQCIfa40u56+5TKteeOQ1r5xOLi8pDBbT99ymaX6eleaXZPOH6zvXD5U63aUhRzPuMJs/eul+Qa2DsDpYqn/AeJV23NGhz1Bq2cUtxuDe/oeEID+wTgLRE7Un3Hd1s0339yth93Pnj1bn376aRRaBADW4PH5dcR9Uov+7/9r9zyVrYfcum/jXnl83XuWitNh1/Jpo1Ra5ApZXlrk0oppo/jkLhCGx+dvV7SWupfDrrInSR9X1mlPebU+/qyu25kGAJjLL984rB2Hq0KW7ThcpV/+9bAqaxst08c7HXYtmXqh1u0oa3c82w9X6Ycv7rPEcQDxJFz/A8D82p4zzhpX0OEY3NP3gAD0H8ZZIDIMueK6p7pzVTUAxIvWqztvGTtM206bHLXaesgtd133bxeVl5mqNTOK5a7zq7ahSekpSXKl9eyW40A8ctf52xWtW3Unh51lz+dv0V0b9vTpbgoAAOO56/zadrjjcWLbIbfKP/fptmfftUwf39B0qt2bc616Ov8EEFld9T8V3gbyCliATdI1I4doxFcyQq7qbIsxGIi+rsZZMgn0nqFXXAMAeqbt1Z2NzafCblvb0NSj13Y67Dp7cJouHpqlswenMbkCusHbRc66k8PTsydJC3t5FTcAwFy6Gida53NW6eM99eHb56nv2fwTQOR01f8cq643fZ8DxDuPz6+FG/dq8e/36ejn9WG37el7QAD6hnkxEDkUrgHAQtpe3ZmcGL4LT09JikaTgLiW0UXOepPD7lzFDQCwhq7GibbzOSv08Q57+Ju2OewJUWoJgK501f9IMn2fA8Q73gMCzIt5MRA5FK4BwELafmp+z9EalRRmd7hdaZFLrjSumAYizZVmb/eM6la9zWF/XMUNADCHcONESWG29hytCVlm9j5+wABbp/PPksJsJQywRblFADrjSrPryi76H7P3OUC84z0gwLyYFwORQ+EaACyk7afmn95epltLCtpNkkqLXFoxbRS3+gaiwOmwa/m0Ue2KEn3JYSSu4gYAGKOzcaKkMFu3lhTo6e1lIcvN3scnDrB1OP9sPR7eoAPMw+mw66fXjug0r09vLzN9nwPEO94DAsyLeTEQOeHvZ2ASZ511lpKSmEz3p/LycrndHd+GNBpcLpeGDh1q2P4Bq2q9amfrIbd8/hbN27BHs8YVaFZJgSRp6CCHBqcnc8ICRFFeZqrWzCiWu86v2oYmpackyZVm73UO2+b8dHySHgCsp+044alvUkNTi3Z+UqV5G/bI528JbmeFPj57oF3L/nxAxUOzNKukQI3Np5ScOEB7jtbod++U69+/fZHRTQTQRpYjSVNG5bXL67wNe3TpWVmm73OAeMd7QIB5MS8GIscWCAQCRu18+PDh2rVrl7KzQz+VUlNTo69+9av65JNPDGpZ73i9XjmdTnk8HmVkZBjdnE6Vl5frvPPOV329z7A2pKY69NFHByhew1BWyezpjtfU676Ne0OKWq2fsB2SmWpgy4DIsmpme4OcIxbEU2aBnjBrH9/dzJq1/UC8IbOA9fRmfkyGAeN0lVnyCUSGoVdc/+Mf/1BLS0u75Y2NjfrnP/9pQIvig9vtVn29T6Nn/UQZQ4ZFff/eE//Q208/KLfbTeEa6IX+vroTgPmQcwCIXVbv463efiDekFnA2sgwYF7kE4gMQwrXL7/8cvD///KXv8jpdAa/b2lp0euvv65hw4YZ0LL4kjFkmAYNPdfoZgDoBaeDSRAQ68g5AMQuq/fxVm8/EG/ILGBtZBgwL/IJ9D9DCtfXXXedJMlms+nmm28OWZeUlKRhw4bpkUceMaBlAAAAAAAAAAAAAIBoM6RwferUKUlSQUGBdu3aJZfLZUQzACDueXx+uev88jY0KSM1Sa6BfEoQMAOyCQCxy+p9vNXbD8QbMgtYHzkGzIt8Av3P0Gdcl5WVGbl7ALCESE2AjtfUa9HGvdp2yB1cVlrk0vJpo5SXmdrn1wdiVaRPSsgmAMQej8+vqpN+BSQt+cN+bTtcFVxnpT6+ozHqyiKXfnrtCGU5kniTDjCZzjK77PqROnOQw8CWAeiuznK8ZOqFsknKpkgGGOZ4Tb0W/d+92naY92+A/mRo4VqSTp48qS1btqi8vFx+vz9k3bx58wxqFQCYQ6QKWB6fv93rStLWQ27dt3Gv1swo5sQH6ECki8pkEwBiT+vYcVF+pvaUV2tHm6K1ZJ0+vrMxatsht+5/aZ+mjMrT+HPO4E06wCTCZfa+3+/Vimmj9JUsiteAmYXL8Y//sF/FQ7O092gNRTLAAB6fv13RWvpibr9o416tNfncHjCzAUbufM+ePSosLNSMGTN011136eGHH9b8+fP1wx/+UKtWrTKyaQBguK4KWB6fv5Of7Jq7zt/uddu+vruu968NxKpIZrIV2QSA2NJ27CjOz2xXtG5lhT4+3Bi143CVBqcn99t4CKDvwmV2++EqHanykVfA5Loae4vzM/v1fBRA91XWNrYrWrfadsitytrGKLcIiB2GXnF9991361vf+pYef/xxZWZm6q233lJSUpJuuukm/eAHPzCyaQBguHAnKO8eqVaNr6nXtyv2NjSFXV/bxXogHnWnqNxZBrt7e3GyCQCxpeqkXxflZ+qWscPksCfq6Vsu03vl1Xp6e5l8/paQbc3ex7eOUQ57gmaNK1BxfqYam08pJSlB75VXq/lUoMvxEED0eBuaOs3r09vLVFPfRF4Bk2t7fthRnrMcSXLYExh/AQPU1IcfZz315p7bA2ZmaOH6/fff169//WslJCQoISFBjY2NGj58uFauXKmbb75ZN9xwg5HNAwBDdVbActgTtHpGsX700r5ePx8xIyUp7Pr0LtYD8ai3ReWe3F6cbAJAbAlI2lNerbVvHA4uKynM1uoZxZq3YU9I8drsfXxGSlJwHrpuR1m7Y5o6Kk8Oe4LpC/BAvHCmJnWa19UzipVos5FXwORazw87G3+vLHQF5xTkGYiutOTO58WrZxRrYHKCga0DrM3QW4UnJSXJZrNJknJyclReXi5Jcjqdwf8HgHjVWQFr1rgCrdtRFlK0lnp2u2JXml2lRa4O15UWueRK41O6wOl6U1Tu6e3FySYAxA6Pz68lf9jf7vbgOw5Xad2OMs0aVxBcZoU+3pVm1wNTLtC6HWUdHtNP//iBZo0rMH0BHogXA5MTO83rMzvK1BIIkFfA5FrPD1vfBzo9z9sOu4NzCvIMRFeaPfw4m2Y39JpRwNIMLVwXFxfr3XfflSR97Wtf049//GP99re/1fz58zVy5EgjmwYAhuusgNUfz0d0OuxaPm1Uu9cvLXJpxbRR3F4K6EBviso9fWY12QSA2OGu87f7oGGr1udSStbp450Ou746tPN56LbDVRo7PNv0BXggXtQ1NHea1+2Hq+SwJ5BXwORazw/HDs/uNM87GH8BQzQ0nwo7zjY0n4pyi4DYYejHPpYuXara2lpJ0k9/+lPdfPPN+v73v6/CwkKtW7fOyKYBgOFaT1Du27hXWzspfHWk6qRf+qyuy2de52Wmas2MYrnr/KptaFJ6SpJcad1/TjYQbzrLZLiCQ29uL042ASA2dDUGpKckasuCCfK3nFKFt0G+ppYu529GO/253KdLThpg6vYD8aSrPsieSF4BK8jLTFWFpz7sNoy/QPTVNTaHXX+yi/UAOmdo4frSSy8N/v8ZZ5yhP//5zx1ut2PHDl166aVKTk6OVtMQBQcOHDBs3y6XS0OHDjVs/0B3dVTAOhUIhP2Z2oYmTf/1m9165rXTYe43RwGz6WlRuavbi6faO37mEdkEAOvragxwpibpR3/YH3Jnju7M34zU1TFlpjJ2AWZBXoHY4ewir+QZiD5HJ+/ntOL2/UDvWeJG+9dcc43ef/99DR8+3OimoB/Ue6ok2XTTTTcZ1obUVIc++ugAxWtYwukFLI/Pr9IiV4dXYZcUZmvP0RpJXz5Dd82MYgpgQD/qSVG59fbineX1vfIa5WakkFEAiEHhxoDSIpfeK69p9zgJs8/f0lISNa4wW9s7uC3iuMJspaVY4i0GIC6QVyB2kGfAXDw+v94rr1FJYce38e/scXIAuscSo1qgi6sLYS1NvlpJAV184yKdUXBe1PfvPfEPvf30g3K73RSuYUmd3a64pDBbt5YUaN6GPcFlrc/QNeMbn0A8cDrseujaEbr/pX0hJzNt83r5sEFkFABiULhHTDx07Qj9y+ptHf6cmedvJxubdUtJgQJSu3HtlpICbokImAh5BWIHeQbMxV3n10//+KFWzyiW1D6XD107wpRzecAqLFG4RmxKGzxUg4aea3QzAEtqe7viqpNf3LJ4z9Eazduwp92zBzt6hi6A6PHU+1U8NEuzSgrU2HxKyYkDQvJKRgEgdnX2iIl/VJ0M+7xos44NnvomzduwR7PGFXQ4rj3/vdFGNxHA/yCvQOwgz4C5eBua5PO3dJpLb71f0kCjmwlYFoVrALCo4O2KK+s0/ddvdrodz1QBjJWWnKS1bxzudD0ZBYDY1tEjJtLq/GF/xqxjQ0ZKknz+lk7HNbO2G4hH5BWIHeQZMJeM/8lcZ7m8/uKvRLtJQEwZYHQDAAB90/r8xI7wTBXAeGQUAHA6q44NVm03EI/IKxA7yDNgLmQSiCxLFK5tNpvRTQAA02p9fuLpE6bSIpdWTBvFM1UAg5FRAMDprDo2WLXdQDwir0DsIM+AuZBJILIscavwQCBgdBMAwNQ6e34iEyXAHMgoAOB0Vh0brNpuIB6RVyB2kGfAXMgkEDmGFq6//vWv6/e//70yMzNDlnu9Xl133XV64403JEm1tbUGtA4ArKWj5ycCMA8yCgA4nVXHBqu2G4hH5BWIHeQZMBcyCUSGobcK/9vf/ia/399ueUNDg7Zt22ZAiwAAAAAAAAAAAAAA0WbIFdd79+4N/v+HH36oioqK4PctLS3atGmTvvKVrxjRNAAAAAAAAAAAAABAlBlSuL744otls9lks9n09a9/vd361NRUrVmzxoCWAQAAAAAAAAAAAACizZDCdVlZmQKBgIYPH6533nlHZ5xxRnCd3W7X4MGDlZCQYETTAMAyPD6/3HV+eRualJGaJNdAnqsCmBFZBQC0FQvjQiwcAxAvyCsQW8g0YC5kEuh/hhSuzzrrLEnSqVOnjNg9IEk6cOCAYft2uVwaOnSoYfuH9R2vqdeijXu17ZA7uKy0yKXl00YpLzPVwJYh1jAB7xuyimgjs4C5/bPapyNVPtXUNyklKUGvf1Spgye8evDaEZYYFzw+vyq8DTpWXS+bzab3yqv19PYyXXpWFmMbYEJW73OAeBRuPs/5JWAuJ2rq9be/f6bB6clqbD6lal+T3in7XBPOOUNDyCTQa4YUrtv6+9//rr/97W+qrKxsV8j+8Y9/bFCrEMvqPVWSbLrpppsMa0NqqkMffXSA4jV6xePztztRkaSth9y6b+NerZlRTJEC/YKT4r4hq4g2MguY27HPfVr0+73acbgquKykMFu3lhToJ3/Yr3//9kWmHheO19Rr0f/dq22Hv+xjSgqztXpGseZt2MPYBpiM1fscIB6Fm88PtCdwfgmYiMfn15HPffrj3uPtxtoC10A57AlkEuglQwvXTz75pL7//e/L5XIpNzdXNpstuM5ms1G4RkQ0+WolBXTxjYt0RsF5Ud+/98Q/9PbTD8rtdlO4Rq+46/zadsgthz1Bs8YVqDg/U43Np5SSlKD3yqtVddLPxAh9RtG1bzw+v054GjTj8qG6taQgeEWaz98i6Yvfo7uOrKL/kFnA3Dw+v5a8vF/FQ7M0q6QgZO72/NtHdEGe09TjQrCPOdx+DuqwJ2jNjGLN3bDH1McAxBOPz6/Fv9+rPeU1uuvrhSHnjBWeeo0409x9DhCPuprPP3ztCF2Un6lbxg4LmUc8vb2M80vAADW+Jj2x9eMO5/dPbP1YP5lyIZkEesnQwvXDDz+sn/3sZ1q0aJGRzUCcShs8VIOGnmt0M4Ae8zY0yWFP0OoZxVq3o0xr3zgcXFdSmK3ri79iYOsQK1o/INERTorD6+hT8m2vSGstXtc2NBnVRMQgMguYW9VJv/519Fkdzt1uLSlQos1m6nGh7QcnO5qDXlno0uoZxTrZaN5jAOKJu86v3eU1nZ4z/mTKheQVMJlw8/l3j1SrJRDQnvLqdnluPc808zwCiEW+pmbdGGZ+72tqNrB1gLUNMHLn1dXV+va3v21kEwCg33l8fn1cWac95dX6+LM6eXz+fn39jJQkzRpXoHU7ykJuRSNJOw5XacnLH/T7PhF/vF2c9HJS3LHOPiW/43CV1u0o06xxBcFl6SlJ0W4eIizS/X84ZBYwt+ZTgU7nbut2lMnpSDL1uNDax3Q2B9122K11O8qUnpJkSB8IIJS3oSnsOeNP//iBMlLN2+cA8SjcfH7WuAL9+A/7O51HzBpX0Od5hJHnMoAV2Wy2sPP7AW3uLgygZwwtXH/729/Wq6++2ufX2bp1q771rW8pLy9PNptNL730Usj6QCCgJUuWKC8vT6mpqZowYYI++OCDkG0aGxs1d+5cuVwuDRw4UFOnTtWxY8f63DYA8eV4Tb3u2rBHVz26Rdf/x05d9cgWzd2wR8dr6vttH640u8YOz243MWq17X+urAP6IqOLk14zv7lupHCfkt9xuErF+ZmSvnhOmSuNq19jSTT6/3DILGBup04FOp277ThcJXvCAFOPC619THF+ZtjjqDrpN6QPBBAqIyUpbF63Ha5STX0zGQVMJNx8vjg/U9vCjL9jh2f3aR5h9LkMYEkBhZ0XBwJRbg8QQwwtXBcWFuqBBx7QLbfcokceeUSrV68O+equkydP6qKLLtLatWs7XL9y5Uo9+uijWrt2rXbt2qXc3FxNmjRJtbW1wW3mz5+vF198US+88IK2b9+uuro6TZkyRS0tLX0+TgDxoavnEfXXp1WdDrvsieG7b66sQ1+50uwqLXJ1uI6ia+e6uuq1sfmUSotcWjFtFLdtjiHR6v/DIbOAufn84W8V2PoYCbNq7WMam0+F3e6zusbg/0ezDwQQqjvj/glPPRkFTCTcfL4ryUkDen1+aYZzGcCKTnYxv+9qPYDOGfqM6yeeeEJpaWnasmWLtmzZErLOZrNp3rx53Xqda665Rtdcc02H6wKBgFatWqX7779fN9xwgyTp2WefVU5Ojp5//nnNnj1bHo9HTz31lJ577jlNnDhRkrR+/Xrl5+frtdde09VXX92HowQQL6L5fNGsLl6HK+vQV06HXcunjdJ9G/dqa5u/a4qu4XV11etw10CtmVHM7y/GmOH50mQWMDdnavgMnvQ3m/pZ9K19zD/cJ8NuZ08I/XBltPpAAKGcDrvOzEoNu409YQAZBUwk3Hy+qzxndjHPCMcM5zKAFQ1MDl9a62o9gM4Zmp6ysrKo7KOiokKTJ08OLktOTtb48eO1c+dOzZ49W7t371ZTU1PINnl5eRoxYoR27tzZaeG6sbFRjY1ffqLc6/VG7kAA9FmkMxvN54u2fhJ3awcnF1xZh/6Sl5mqNTOK5a7zq7ahSekpSXKl2aN20mrFcbarbA5xpnDSH4PM8nxpMguYlyvNriuLXB2+MVxSmK13j1QrM8rPm+1pZvMyU5UwwBb2OPYcrWm3nDsBAf2jp5nNzUjpdF7aNq9kFIic3oy1Hc3nJUXsPSCznMsAZtCTzA6w2VRS2PGjHEsKs5XAM66BXjP0VuGt/H6/Dh48qObm/r99QkVFhSQpJycnZHlOTk5wXUVFhex2u7KysjrdpiPLli2T0+kMfuXn5/dz6wH0p0hnNprPF239JO7pt5Hiyjr0N6fDrrMHp+nioVk6e3BaVP+2rDjOks34ZKbnS5NZwJycDrt+eu0IlRRmhywvKczWrSUFenp7WdTvmNObzOZkpGhFB+Nc2+M4HXcCAvpHTzPbOi+9sou8klEgcnoz1nY0n4/keaaZzmUAo/Uks4kDbLq1pKDT+X3CAArXQG8ZesW1z+fT3Llz9eyzz0qS/v73v2v48OGaN2+e8vLydN999/XbvmynfcIlEAi0W3a6rrZZvHix7rnnnuD3Xq+XN+gAE4t0ZqN9FXTrJ3EraxvlqW+Sw56ggcmJctgT+nU/gFGsOs4OtCfop9eO0El/s3z+FjlTkzQ4PZmidQzjLhhfsGpmgWhx2BM0ZVSeZpUUqLH5lJITB2jP0RrN27BHl56VFfW+oreZzctM1c+/fZGqT/rlbWhWRmqi9pR/cRynP6s7nvpAINJ6k9m8zFSt+J/b/NfUN4X0Oz5/CxkFIqw/58cdjb9ZDrtyMlL61EbOZYAv9SSz2QPtWvbnAyoemtVufv+7d8r179++KFrNBmKOoYXrxYsX6//9v/+nv/3tb/rGN74RXD5x4kT95Cc/6ZfCdW5urqQvrqoeMmRIcHllZWXwKuzc3Fz5/X5VV1eHXHVdWVmpsWPHdvraycnJSk5O7nMbAURHpDPb2fOIrixy6SdTL1TVSX9wu/5y0t+ih/74YcjtGkuLXFo+bZTyMsM/Awkwu0hn1uPzy13nl7ehSRmpSXIN7PstlY/X1GvRxr0dZtLp6GuLYVY8X/oLzI2Bzh2vqdeP/7Bf/3r5UD29oyzkloJG9RW9zezpY53DnqCnb7lMl5yV1W78i6c+EIi03mS2bd/z27ePhPQ9Vxa59NC1I/q7mQDa6M/5cbhzzbbv//T0PJdzGeBLPcms02HXA1Mu0A9f3Ke1bxwOLh9XmK2l148kO0AfGFq4fumll/S73/1OV1xxRciVzRdccIE+/vjjftlHQUGBcnNztXnzZhUXF0v64tbkW7Zs0YoVKyRJl1xyiZKSkrR582ZNnz5dknTixAnt379fK1eu7Jd2AIgPbZ9HVFPvV2PTKe38pErfWrM9+In2/ioqe3z+dictkrT1kFv3bdyrNTOKmSQBnejuSX9PkMn4ZvTzpQGYV9vxYefHVZo1riB4VYYzNUlnZTs0xCIfOOxorPP5WzTrmV360TfP1w+uKlJlbaMyLXZcQCzqqu9paGrRv6zepkvPyuKDz4DJdfdcs7fnuZzLAD3n8fn10Csf6uKhWbr1tCuuH/rjh3rk2xeRIaCXDC1cf/bZZxo8eHC75SdPnuzyNt5t1dXV6fDhLz/VUlZWpvfff1+DBg3S0KFDNX/+fC1dulRFRUUqKirS0qVL5XA4dOONN0qSnE6nbrvtNt17773Kzs7WoEGDtGDBAo0cOVITJ07s+4ECiCutk5Ilr3wQsQKWx+fXCU+DZlw+VLeWFOi98mo9vb0seHvGrYfcctf5mSABHYhUgdld52/3mm1fu6tMRuIKcERX6/PnAKCtcONDY/Mpeeub5Em2xrzNXefX7iPVuuvrhSrOz1Rj8ymlJCXovfJqPfynA1ozo1hzfvuepC/eKOdDW4BxOsqrzWbThye8enp7mdbMKJbP38KHLAELaJ1LOOwJmjWuoN0Y3HqHv76c53IuA/RMZW2jdn5SpfPyMoLLWmtaOz+uUmVtI5kCesnQwvVll12mP/3pT5o7d66kL4P95JNPasyYMd1+nXfffVdf+9rXgt+3Pofg5ptv1jPPPKOFCxeqvr5ec+bMUXV1tUaPHq1XX31V6enpwZ957LHHlJiYqOnTp6u+vl5XXXWVnnnmGSUk8KxYAD3X1wJWOB19grakMFurZxSHPFuwtqGpV68PxLpI5dPbRebCZTISV4ADAMyhdXxw2BO0ekax1u0oC7md4JWF2frpdda4nWBdY1OHx9A6F20+FQgu44OUgLHIKxA7vA1Nnc4jSgqzdX3xV1R1MnLvQwFoz9sQfpzlfVmg9wwtXC9btkzf+MY39OGHH6q5uVm/+MUv9MEHH+jNN9/Uli1buv06EyZMUCAQ6HS9zWbTkiVLtGTJkk63SUlJ0Zo1a7RmzZqeHAIAdKgvBaxwOrtStPVZZbPGFQQnS+kpSb3aBxDrIpXPjC4y11kmucU4AMS21vFh1rgCrTvt+daStO1wlR74w36ttUB/n5lq18q/HGx3DK3fL/rGeSHLecMOMA55BWJHRkpSp/OIHYertOTlD/TAlAvCvgYZB/pXVqpdj27+e6fj7E+njjCiWUBMGGDkzseOHaudO3fK5/Pp7LPP1quvvqqcnBy9+eabuuSSS4xsGgD0SW8LWF0Jd6XojsNVKs7PlPTFlZquNHO/8QkYJVL5dKXZVVrk6nBduEx25wpwAIB1udLsurLIpeL8zHZvbLXaZpH+3t9yqtNj2HG4Sv7mUyHL+CAlYBzyCsQOV5pdY4dnh51HnDrV+UVdEhkH+pv/VBfj7KlTHa4D0DXDCtdNTU269dZb5XA49Oyzz2r//v368MMPtX79eo0cOdKoZgFAv+htAasrXV0p2th8SqVFLq2YNsr0V+wARolUPp0Ou5ZPG9XutbvKZKSuAAcAmIPTYdey67s+x7VCf1/X2Bx2/Wd1jcH/54OUgLHIKxA7nA677Inh38b3+Vsicp4LoGO+LsZZX2NLlFoCxB7DCtdJSUl68cUXjdo9AERUbwtYXenqStHhroFaM6NYQ3gmLtCpSOVTkvIyU7VmRrFev2e8XpozVq/fM77LTEbqCnAAgHmcOcihM7PCz8+s0N93NWbZE754i4EPUgLGI69AbMnqIqPO1KSInecCaM+Z2nUmAfSOoc+4vv766/XSSy/pnnvuMbIZABARrQUsd51ftQ1NSk9JkivN3qeThdYrRbd2cFvh0iKXhjhTOBkBuiES+WzldPTsdbrKNZ+MB4DYkJuRYvn+PtyYdWWRS0MHOfT6PeP7bUwF0HvkFYgt3TlvdDrsETvPBRCK93KAyDG0cF1YWKif/vSn2rlzpy655BINHDgwZP28efMMahkA9I+eFrC683rLp43SfRv3hkyM+AQt0HP9nc++tINcA0Dsi4X+vqtj4K4/gHmQVyC2dHceYZbzXCDWxcLcHjArQwvXv/nNb5SZmandu3dr9+7dIetsNhuFawA4jcfnV0NTi3405QKdCgTka2yRM5VP0AJW159XgHt8frnr/PI2NCkjNUmugfQPAGAWeZmp+vm3L1L1Sb+8Dc3KSE1UlsOunIwUo5vWbbFwDEC8aJ1jVtY2ylPfJIc9QQOTE+WwJxjdNAC9QKYBc2FeDESGYYXrQCCgv/71rxo8eLAcDodRzQCAfhXJgtHxmnot2rhX2077FN9yPsUH9IrZCrz98cn4cP1EHlfVAIDhWvvp3UeqNWtcgYrzM/XP6np5fE3KyUi2xJyus7FmxbRRctgTTDW2ApBO+lv00B8/DOl3JCk/y2GZfgfAl1ozbZVzPrOddwP96XhNvX78h/06b0iGivMz5a5rVJbDr+aWU/pKFjUvoLcMLVyfc845+uCDD1RUVGRUMwCg30SyYOTx+du9tiRtPeTWfRv3as2MYib+QA/EYoGXfgIAzK21n959pFqrZxRr3Y4yrX3jcHC9Fcahzsaad49U68jnPv3yjcPadjh2xlbA6mKh3wHwJaud88XieTfQyuPz68d/2K9/vXxou/F1XGG2lt8wSmcOongN9MYAw3Y8YICKiopUVVVlVBMAoN90dfLg8fn79PruOn+71267D3dd314fiCeRzqtR6CcAwNxa++lZ4wq0bkeZdhwOPRe2wjjU2Vgza1yB1rxxKKRoLVnjmIBYFgv9DoAvWemcL1bPu4FW7jq/zhuS0eH4uv1wlRa/uI+/c6CXDCtcS9LKlSv1//1//5/2799vZDMAoM8iffLgbWgKu762i/UAvmSlk/2eoJ8AAHNr7aeL8zPbvbnVyuzjUGdjjZWPCYhlsdDvAPiSlc75YvW8G2jlbWgKO75u4+8c6DXDbhUuSTfddJN8Pp8uuugi2e12paaG3iLk888/N6hlANAzkT55yEhJCrs+vYv1AL5kpZP9nqCfAABza+2nG5tPhd3OzONQZ2ONlY8JiGWx0O8A+JKVzvli9bwbaJWRkqQTnoaw2/B3DvSOoYXrVatWGbl7wFAHDhwwbN8ul0tDhw41bP+xKNInD640u0qLXNrawadVS4tccqWZ5xlGgNlZ6WS/J+gnAMDcWvvp5MTwNz4z8zjU2Vhj5WMCYlks9DsAvmSlc75YPe8GWrnS7PrUy985EAmGFq5vvvlmI3cPGKLeUyXJpptuusmwNqSmOvTRRwcoXvejSJ88OB12LZ82Svdt3Buyj9Iil1ZMGyWnwzwnJ4DZWelkvyfoJwDA3Fr76S1//0wlhdkd3lbQ7ONQZ2NNZW2jrixydXhLULMfExDLYqHfAfAlK53zxep5N9DK6bDrrGyHxhVmazvjK9CvDC1cl5eXh11PUQ2xqMlXKymgi29cpDMKzov6/r0n/qG3n35QbrebjPWjaJw85GWmas2MYrnr/KptaFJ6SpJcaXZTnZgAVmClk/2eop8AAHPLy0zVv4zI1Zjh2XrgD/tDCr1WGYc6G2vGn3NGTI6tgNXFQr8D4EtWOeeL5fNuoNVXshxafsMoLX5xH+Mr0I8MLVwPGzZMNput0/UtLS1RbA0QXWmDh2rQ0HONbgb6UTROHpwO852MAFZklZP93qCfAABza+2n11p4HOporHE6FLNjK2B1sdDvAPiSVc75Yvm8G2h15iAH4yvQzwwtXO/Zsyfk+6amJu3Zs0ePPvqofvaznxnUKgDoPaucPAAgrwAAY8XiOBSLxwTEEjIKINrodxAP+DsH+pehheuLLrqo3bJLL71UeXl5+vnPf64bbrjBgFYBAAAAAAAAAAAAAKJpgNEN6Mg555yjXbt2Gd0MAAAAAAAAAAAAAEAUGHrFtdfrDfk+EAjoxIkTWrJkiYqKigxqFQAAAAAAAAAAAAAgmgwtXGdmZspms4UsCwQCys/P14YNGwxqFQAAAAAAAAAAAAAgmgwtXP/1r38N+X7AgAE644wzVFhYqMREQ5sGAAAAAAAAAAAAAIgSQ6vDO3fuVE5OjmbNmhWy/Omnn9Znn32mRYsWGdQyAAAAAAAAAAAAAEC0DDBy57/+9a913nnntVt+4YUX6le/+pUBLQIAAAAAAAAAAAAARJuhheuKigoNGTKk3fIzzjhDJ06cMKBFAAAAAAAAAAAAAIBoM7RwnZ+frx07drRbvmPHDuXl5RnQIgAAAAAAAAAAAABAtBn6jOvvfe97mj9/vpqamvT1r39dkvT6669r4cKFuvfee41sWkSVl5fL7XYbtv8DBw4Ytm8AgPl4fH656/zyNjQpIzVJroF2OR12o5sFoJvIMGAdVs+r1dsPxBsyC1gLmQWsh9wC/c/QwvXChQv1+eefa86cOfL7/ZKklJQULVq0SIsXLzayaRFTXl6u8847X/X1PqOboqZGv9FNAAAY7HhNvRZt3Ktth778QFVpkUvLp41SXmaqgS0D0B1kGLAOq+fV6u0H4g2ZBayFzALWQ26ByDC0cG2z2bRixQo98MADOnDggFJTU1VUVKTk5GQjmxVRbrdb9fU+jZ71E2UMGWZIG07se1P7X35Czc3NhuwfAGAOHp+/3QRbkrYecuu+jXu1ZkYxnxIFTIwMA9Zh9bxavf1AvCGzgLWQWcB6yC0QOYYWrlulpaXpsssuM7oZUZUxZJgGDT3XkH17T/zDkP0CALfPMRd3nb/dBLvV1kNuuev8/PvAFOg7OkaGAeuoOunXRfmZumXsMDU2n1JKUoLeK6/W09vLLJHX1v7GYU/QrHEFKs7PDDmOqpPmbj8Qb8gsYC2nz+tPz+4Jb4MkkVvARNx1fu0+Uq27vl7Ybpx9enuZ6ef3gJmZonANAIh93D7HfLwNTWHX13axHogG+o7OkWHAOgKS9pRXa+0bh4PLSgqztXpGseZt2GP6vHobmuSwJ2j1jGKt21HW7jiuL/6Kga0DcDoyC1hL23l9Z9nlHAgwl7rGpk7H2dUzinWy0dzze8DMBhjdAABA7Ovq9jken9+glsW3jJSksOvTu1gPRBp9R3hkGLAGj8+vJX/Yrx2Hq0KW7zhcpXU7yjRrXIHp85qRkqRZ4wq0bkdZh8ex5OUP4r5PBsyEzALW0nZe31l2OQcCzCUz1d7pOLtuR5mcqVxtDfQWhWsAQMR153a2iD5Xml2lRa4O15UWueRKY5INY9F3hEeGAWtw1/m17bQ3tFrtOFylscOzTZ9XV5pdY4dnt3tjrtU2+mTAVMgsYC1t5/XF+ZmdZpdzIMA8/C2nOs3qjsNV8recinKLgNhB4RoAEHHcztacnA67lk8b1a7wVVrk0oppo3gWDwxH3xEeGQasoau+LDlpgOnz6nTYZU8M//ZBvPfJgJmQWcBa2s7rG5vDF7vILmAOdY3NYdef7GI9gM7xjGsAQMRxO1vzystM1ZoZxXLX+VXb0KT0lCS50uymfwMd8YG+o2tkGDC/rvqyTIvcRjCri36FPhkwFzILWEvrvP6EpyHsdmQXMAferwAihyuuAQARx+1szc3psOvswWm6eGiWzh6cRsELpkHf0T1kGDC3WOnLYuU4gHhBZgHrcTrsGuJMIbuABTDOApFD4RoAEHHczhZAb9B3AIgFsdKXxcpxAPGCzALWRHYBayCrQORwq3AAQFRwO1sAvUHfASAWxEpfFivHAcQLMgtYE9kFrIGsApFB4fo0//Ef/6Gf//znOnHihC688EKtWrVKV155pdHNAoCY4HQweQPQc/QdAGJBrPRlsXIcQLwgs4A1kV3AGsgq0P+4VXgbv/vd7zR//nzdf//92rNnj6688kpdc801Ki8vN7ppAAAAAAAAAAAAABCzKFy38eijj+q2227T9773PZ1//vlatWqV8vPz9fjjjxvdNAAAAAAAAAAAAACIWRSu/4ff79fu3bs1efLkkOWTJ0/Wzp07DWoVAAAAAAAAAAAAAMQ+nnH9P9xut1paWpSTkxOyPCcnRxUVFR3+TGNjoxobG4Pfe73eiLYRQN+QWcBayCxgLWQWsBYyC1gLmQWsh9wC1kJmAXPgiuvT2Gy2kO8DgUC7Za2WLVsmp9MZ/MrPz49GEwH0EpkFrIXMAtZCZgFrIbOAtZBZwHrILWAtZBYwBwrX/8PlcikhIaHd1dWVlZXtrsJutXjxYnk8nuDX0aNHo9FUAL1EZgFrIbOAtZBZwFrILGAtZBawHnILWAuZBcyBW4X/D7vdrksuuUSbN2/W9ddfH1y+efNmXXvttR3+THJyspKTk6PVRAB9RGYBayGzgLWQWcBayCxgLWQWsB5yC1gLmQXMgcJ1G/fcc49mzpypSy+9VGPGjNETTzyh8vJy/e///b+NbhoAAAAAAAAAAAAAxCwK12185zvfUVVVlR566CGdOHFCI0aM0J///GedddZZRjcNAAAAAAAAAAAAAGIWhevTzJkzR3PmzDG6GQAAAAAAAAAAAAAQNwYY3QAAAAAAAAAAAAAAQHyjcA0AAAAAAAAAAAAAMBSFawAAAAAAAAAAAACAoShcAwAAAAAAAAAAAAAMlWh0AwAY48CBA4bu3+VyaejQoYa2wQw8Pr/cdX55G5qUkZok10C7nA670c0C4hq5BABEQiyOL7F4TEAsIqtAbCLbgPHIIdD/KFwDcabeUyXJpptuusnQdqSmOvTRRwfiunh9vKZeizbu1bZD7uCy0iKXlk8bpbzMVANbBsQvcgkAiIRYHF9i8ZiAWERWgdhEtgHjkUMgMihcA3GmyVcrKaCLb1ykMwrOM6QN3hP/0NtPPyi32x23hWuPz99uYiNJWw+5dd/GvVozo5hP5wFRRi4BAJEQi+NLLB4TEIvIKhCbyDZgPHIIRA6FayBOpQ0eqkFDzzW6GXHLXedvN7FptfWQW+46P5MbIMrIJQAgEmJxfInFYwJiEVkFYhPZBoxHDoHIGWB0AwAgHnkbmsKur+1iPYD+Ry4BAJEQi+NLLB4TEIvIKhCbyDZgPHIIRA6FawAwQEZKUtj16V2sB9D/yCUAIBJicXyJxWMCYhFZBWIT2QaMRw6ByKFwDQAGcKXZVVrk6nBdaZFLrjRuJQNEG7kEAERCLI4vsXhMQCwiq0BsItuA8cghEDkUrgHAAE6HXcunjWo3wSktcmnFtFE8AwUwALkEAERCLI4vsXhMQCwiq0BsItuA8cghEDmJRjcAAOJVXmaq1swolrvOr9qGJqWnJMmVZmdiAxiIXAIAIiEWx5dYPCYgFpFVIDaRbcB45BCIDArXAGAgp4PJDGA25BIAEAmxOL7E4jEBsYisArGJbAPGI4dA/+NW4QAAAAAAAAAAAAAAQ1G4BgAAAAAAAAAAAAAYisI1AAAAAAAAAAAAAMBQPOO6HwUCAUmS1+vtdJu6ujpJkufYJzrV3BKVdrVrQ+U/JUnein8oOTmZ/bP/qKutOPJFW+rqwuZFktLT02Wz2SLSju5kFkDPkFnAWsgsYD2Ryi2ZBSKDzALWwvwYsBYyC1hLdzJrC7SmD3127Ngx5efnG90MIKZ4PB5lZGRE5LXJLND/yCxgLWQWsJ5I5ZbMApFBZgFrYX4MWAuZBaylO5mlcN2PTp06pePHj0fkUz5er1f5+fk6evRoxDri/mbFNkvWbLcV2yx1r92R/NRcdzNr1d9vOByTNVjxmMyQ2Y5Y8XdptTbT3siKVHvNmtnu4t8x8qzWZqu1V+p5myOVqe5k1oq/357iGGODmY7RyMxK5vpdGCHej1/idyD17Hdg1PzYiv9OtDk6aHN4ZjinteK/UWdi6VgkjseMupNZbhXejwYMGKAzzzwzovvIyMiw3B+kFdssWbPdVmyzZFy7e5pZq/5+w+GYrCEWj6k3+mOcteLv0mptpr2RZaX2RmNu3MpKvxfJeu2VrNdmq7VXMr7NPcms0W2NBo4xNsTyMXI+2zPxfvwSvwPJ+N9Bd3JrdBt7gzZHB22Ovngea2PpWCSOx2oGGN0AAAAAAAAAAAAAAEB8o3ANAAAAAAAAAAAAADAUhWuLSE5O1k9+8hMlJycb3ZRus2KbJWu224ptlqzTbqu0syc4JmuIxWMyihV/l1ZrM+2NLKu1N1qs9nuxWnsl67XZau2VrNVmK7W1tzjG2BAPx9hd8f67iPfjl/gdSNb4HVihjaejzdFBm80vlo43lo5F4nisyhYIBAJGNwIAAAAAAAAAAAAAEL+44hoAAAAAAAAAAAAAYCgK1wAAAAAAAAAAAAAAQ1G4BgAAAAAAAAAAAAAYisI1AAAAAAAAAAAAAMBQFK77USAQkNfrVSAQMLopALqBzALWQmYBayGzgLWQWcBayCxgPeQWsBYyCxiDwnU/qq2tldPpVG1trdFNAdANZBawFjILWAuZBayFzALWQmYB6yG3gLWQWcAYFK4BAAAAAAAAAAAAAIaicA0AAAAAAAAAAAAAMBSFawAAAAAAAAAAAACAoShcAwAAAAAAAAAAAAAMReEaAAAAAAAAAAAAAGAoCtcAAAAAAAAAAAAAAEMlGt0AxA+Pzy93nV/ehiZlpCbJNdAup8NudLMAAABiBvMtwNysnlGrtx+IN2QWsB5yC1gLmQX6H4VrRMXxmnot2rhX2w65g8tKi1xaPm2U8jJTDWwZAABAbGC+BZib1TNq9fYD8YbMAtZDbgFrIbNAZHCrcEScx+dv14FL0tZDbt23ca88Pr9BLQMAAIgNzLcAc7N6Rq3efiDekFnAesgtYC1kFogcCteIOHedv10H3mrrIbfcdXTiAAAAfcF8CzA3q2fU6u0H4g2ZBayH3ALWQmaByKFwjYjzNjSFXV/bxXoAAACEx3wLMDerZ9Tq7QfiDZkFrIfcAtZCZoHIoXCNiMtISQq7Pr2L9QAAAAiP+RZgblbPqNXbD8QbMgtYD7kFrIXMApFD4TrGeHx+fVxZpz3l1fr4szpTPEvBlWZXaZGrw3WlRS650uxRbhEAAEDs8Pj8Shxg05XMtwDTsvo5kdXbD8QbMgtYD7kFrIXMApFj+sL1sGHDZLPZ2n3deeedkqRAIKAlS5YoLy9PqampmjBhgj744IOQ12hsbNTcuXPlcrk0cOBATZ06VceOHQvZprq6WjNnzpTT6ZTT6dTMmTNVU1MTrcPsF8dr6nXXhj266tEtuv4/duqqR7Zo7oY9Ol5Tb2i7nA67lk8b1a4jLy1yacW0UXI66MQBAAB6o3X+d83qbbp57DCVFGaHrGe+BZiD02HXw9eN0LjTMjquMFsPXzfC9Bm1evuBeENmAevx+Vs052uF7ebzVzKfB0yJsRaIHFsgEAgY3YhwPvvsM7W0tAS/379/vyZNmqS//vWvmjBhglasWKGf/exneuaZZ3TOOefo4Ycf1tatW3Xw4EGlp6dLkr7//e/rlVde0TPPPKPs7Gzde++9+vzzz7V7924lJCRIkq655hodO3ZMTzzxhCTpjjvu0LBhw/TKK690u61er1dOp1Mej0cZGRn9+Fvomsfn110b9mjbIXe7daVFLq2ZUWx4Z+nx+eWu86u2oUnpKUlypdkNbxPim5GZBdBzZBYIdfr8z2FP0KxxBSrOz5QkDR3k0OD0ZMPmW2QW+JLH59e9//X/dN6QDBXnZ6qx+ZSSEwdoz9EaHTzh1b9/+yLDz43CZdYK7QfiDZkFrKez3LbO63cfqQ7O51tzW1nbqH8ZkUtmAQMw1gLGSDS6AV0544wzQr5fvny5zj77bI0fP16BQECrVq3S/fffrxtuuEGS9OyzzyonJ0fPP/+8Zs+eLY/Ho6eeekrPPfecJk6cKElav3698vPz9dprr+nqq6/WgQMHtGnTJr311lsaPXq0JOnJJ5/UmDFjdPDgQZ177rnRPehecNf5OyxaS9LWQ2656/yGd5ROB4VqAACA/nL6/M/nb9HaNw4Hv3/9nvHMvQCTcNf59dqBSr12oLLT9WbOq9XbD8QbMgtYS9t5fdv5fKvLhw0is4DJMNYCkWP6wnVbfr9f69ev1z333CObzaZPPvlEFRUVmjx5cnCb5ORkjR8/Xjt37tTs2bO1e/duNTU1hWyTl5enESNGaOfOnbr66qv15ptvyul0BovWknTFFVfI6XRq586dnRauGxsb1djYGPze6/VG4Ki7x9vQFHZ9bRfrgXhgpswC6BqZBcIz2/yPzAKdM1tepZ5l1oztB+INmQWsp7u5JbOAOTDWAuZg+mdct/XSSy+ppqZGt9xyiySpoqJCkpSTkxOyXU5OTnBdRUWF7Ha7srKywm4zePDgdvsbPHhwcJuOLFu2LPhMbKfTqfz8/F4fW19lpCSFXZ/exXogHpgpswC6RmaB8Mw2/yOzQOfMllepZ5k1Y/uBeENmAevpbm7JLGAOjLWAOViqcP3UU0/pmmuuUV5eXshym80W8n0gEGi37HSnb9PR9l29zuLFi+XxeIJfR48e7c5hRIQrza7SIleH60qLXHKlcVsKwEyZBdA1MguEZ7b5H5kFOme2vEo9y6wZ2w/EGzILWE93c0tmAXNgrAXMwTKF6yNHjui1117T9773veCy3NxcSWp3VXRlZWXwKuzc3Fz5/X5VV1eH3ebTTz9tt8/PPvus3dXcbSUnJysjIyPkyyhOh13Lp41q11mWFrm0YtoonqcAyFyZBdA1MguEZ7b5H5kFOme2vEo9y6wZ2w/EGzILWE93c0tmAXNgrAXMwTLPuF63bp0GDx6sb37zm8FlBQUFys3N1ebNm1VcXCzpi+dgb9myRStWrJAkXXLJJUpKStLmzZs1ffp0SdKJEye0f/9+rVy5UpI0ZswYeTwevfPOO7r88sslSW+//bY8Ho/Gjh0bzcPsk7zMVK2ZUSx3nV+1DU1KT0mSK81OJwkAABCjmP8B1mH1vFq9/UC8IbOAtZBZwHrILRAZlihcnzp1SuvWrdPNN9+sxMQvm2yz2TR//nwtXbpURUVFKioq0tKlS+VwOHTjjTdKkpxOp2677Tbde++9ys7O1qBBg7RgwQKNHDlSEydOlCSdf/75+sY3vqHbb79dv/71ryVJd9xxh6ZMmaJzzz03+gfcB04HHSMAAEA8Yf4HWIfV82r19gPxhswC1kJmAesht0D/s0Th+rXXXlN5eblmzZrVbt3ChQtVX1+vOXPmqLq6WqNHj9arr76q9PT04DaPPfaYEhMTNX36dNXX1+uqq67SM888o4SEhOA2v/3tbzVv3jxNnjxZkjR16lStXbs28gcHAAAAAAAAAAAAAHHOFggEAkY3IlZ4vV45nU55PB6e6QdYAJkFrIXMAtZCZgFrIbOAtZBZwHrILWAtZBYwxgCjGwAAAAAAAAAAAAAAiG8UrgEAAAAAAAAAAAAAhqJwDQAAAAAAAAAAAAAwFIVrAAAAAAAAAAAAAIChKFwDAAAAAAAAAAAAAAxF4RoAAAAAAAAAAAAAYCgK1wAAAAAAAAAAAAAAQ1G4BgAAAAAAAAAAAAAYisI1AAAAAAAAAAAAAMBQFK4BAAAAAAAAAAAAAIaicA0AAAAAAAAAAAAAMBSFawAAAAAAAAAAAACAoShcAwAAAAAAAAAAAAAMReEaAAAAAAAAAAAAAGAoCtcAAAAAAAAAAAAAAENRuAYAAAAAAAAAAAAAGIrCNQAAAAAAAAAAAADAUJYoXP/zn//UTTfdpOzsbDkcDl188cXavXt3cH0gENCSJUuUl5en1NRUTZgwQR988EHIazQ2Nmru3LlyuVwaOHCgpk6dqmPHjoVsU11drZkzZ8rpdMrpdGrmzJmqqamJxiECAAAAAAAAAAAAQNwyfeG6urpaJSUlSkpK0n//93/rww8/1COPPKLMzMzgNitXrtSjjz6qtWvXateuXcrNzdWkSZNUW1sb3Gb+/Pl68cUX9cILL2j79u2qq6vTlClT1NLSEtzmxhtv1Pvvv69NmzZp06ZNev/99zVz5sxoHi4AAAAAAAAAAAAAxJ1EoxvQlRUrVig/P1/r1q0LLhs2bFjw/wOBgFatWqX7779fN9xwgyTp2WefVU5Ojp5//nnNnj1bHo9HTz31lJ577jlNnDhRkrR+/Xrl5+frtdde09VXX60DBw5o06ZNeuuttzR69GhJ0pNPPqkxY8bo4MGDOvfcc6N30AAAAAAAAAAAAAAQR0x/xfXLL7+sSy+9VN/+9rc1ePBgFRcX68knnwyuLysrU0VFhSZPnhxclpycrPHjx2vnzp2SpN27d6upqSlkm7y8PI0YMSK4zZtvvimn0xksWkvSFVdcIafTGdwGAAAAAAAAAAAAAND/TH/F9SeffKLHH39c99xzj374wx/qnXfe0bx585ScnKx/+7d/U0VFhSQpJycn5OdycnJ05MgRSVJFRYXsdruysrLabdP68xUVFRo8eHC7/Q8ePDi4zekaGxvV2NgY/N7r9fb+QAFEHJkFrIXMAtZCZgFrIbOAtZBZwHrILWAtZBYwB9NfcX3q1Cl99atf1dKlS1VcXKzZs2fr9ttv1+OPPx6ync1mC/k+EAi0W3a607fpaPtwr7Ns2TI5nc7gV35+fncPC4AByCxgLWQWsBYyC1gLmQWshcwC1kNuAWshs4A5mL5wPWTIEF1wwQUhy84//3yVl5dLknJzcyWp3VXRlZWVwauwc3Nz5ff7VV1dHXabTz/9tN3+P/vss3ZXc7davHixPB5P8Ovo0aO9OEIA0UJmAWshs4C1kFnAWsgsYC1kFrAecgtYC5kFzMH0twovKSnRwYMHQ5b9/e9/11lnnSVJKigoUG5urjZv3qzi4mJJkt/v15YtW7RixQpJ0iWXXKKkpCRt3rxZ06dPlySdOHFC+/fv18qVKyVJY8aMkcfj0TvvvKPLL79ckvT222/L4/Fo7NixHbYtOTlZycnJ/X/QACKCzALWQmYBayGzgLWQWcBayCxgPeQWsBYyC5iD6QvXd999t8aOHaulS5dq+vTpeuedd/TEE0/oiSeekPTF7b3nz5+vpUuXqqioSEVFRVq6dKkcDoduvPFGSZLT6dRtt92me++9V9nZ2Ro0aJAWLFigkSNHauLEiZK+uIr7G9/4hm6//Xb9+te/liTdcccdmjJlis4991xjDh4AAAAAAAAAAAAA4oDpC9eXXXaZXnzxRS1evFgPPfSQCgoKtGrVKn33u98NbrNw4ULV19drzpw5qq6u1ujRo/Xqq68qPT09uM1jjz2mxMRETZ8+XfX19brqqqv0zDPPKCEhIbjNb3/7W82bN0+TJ0+WJE2dOlVr166N3sECAAAAAAAAAAAAQByyBQKBgNGNiBVer1dOp1Mej0cZGRlGNwdAF8gsYC1kFrAWMgtYC5kFrIXMAtZDbgFrIbOAMQYY3QAAAAAAAAAAAAAAQHyjcA0AAAAAAAAAAAAAMBSFawAAAAAAAAAAAACAoShcAwAAAAAAAAAAAAAMReEaAAAAAAAAAAAAAGAoCtcAAAAAAAAAAAAAAENRuAYAAAAAAAAAAAAAGIrCNQAAAAAAAAAAAADAUBSuAQAAAAAAAAAAAACGonANAAAAAAAAAAAAADAUhWsAAAAAAAAAAAAAgKEoXAMAAAAAAAAAAAAADEXhGgAAAAAAAAAAAABgKArXAAAAAAAAAAAAAABDUbgGAAAAAAAAAAAAABiKwjUAAAAAAAAAAAAAwFAUrgEAAAAAAAAAAAAAhqJwDQAAAAAAAAAAAAAwlOkL10uWLJHNZgv5ys3NDa4PBAJasmSJ8vLylJqaqgkTJuiDDz4IeY3GxkbNnTtXLpdLAwcO1NSpU3Xs2LGQbaqrqzVz5kw5nU45nU7NnDlTNTU10ThEAAAAAAAAAAAAAIhrpi9cS9KFF16oEydOBL/27dsXXLdy5Uo9+uijWrt2rXbt2qXc3FxNmjRJtbW1wW3mz5+vF198US+88IK2b9+uuro6TZkyRS0tLcFtbrzxRr3//vvatGmTNm3apPfff18zZ86M6nECAAAAAAAAAAAAQDxKNLoB3ZGYmBhylXWrQCCgVatW6f7779cNN9wgSXr22WeVk5Oj559/XrNnz5bH49FTTz2l5557ThMnTpQkrV+/Xvn5+Xrttdd09dVX68CBA9q0aZPeeustjR49WpL05JNPasyYMTp48KDOPffc6B0sAAAAAAAAAAAAAMQZSxSuDx06pLy8PCUnJ2v06NFaunSphg8frrKyMlVUVGjy5MnBbZOTkzV+/Hjt3LlTs2fP1u7du9XU1BSyTV5enkaMGKGdO3fq6quv1ptvvimn0xksWkvSFVdcIafTqZ07d3ZauG5sbFRjY2Pwe6/XG4GjB9BfyCxgLWQWsBYyC1gLmQWshcwC1kNuAWshs4A5mP5W4aNHj9Z//ud/6i9/+YuefPJJVVRUaOzYsaqqqlJFRYUkKScnJ+RncnJygusqKipkt9uVlZUVdpvBgwe32/fgwYOD23Rk2bJlwWdiO51O5efn9+lYAUQWmQWshcwC1kJmAWshs4C1kFnAesgtYC1kFjAH0xeur7nmGk2bNk0jR47UxIkT9ac//UnSF7cEb2Wz2UJ+JhAItFt2utO36Wj7rl5n8eLF8ng8wa+jR49265gAGIPMAtZCZgFrIbOAtZBZwFrILGA95BawFjILmIMlbhXe1sCBAzVy5EgdOnRI1113naQvrpgeMmRIcJvKysrgVdi5ubny+/2qrq4Oueq6srJSY8eODW7z6aefttvXZ5991u5q7raSk5OVnJzcH4cFIArILGAtZBawFjILWAuZBayFzALWQ24BayGzgDlYrnDd2NioAwcO6Morr1RBQYFyc3O1efNmFRcXS5L8fr+2bNmiFStWSJIuueQSJSUlafPmzZo+fbok6cSJE9q/f79WrlwpSRozZow8Ho/eeecdXX755ZKkt99+Wx6PJ1jcBoBoKS8vl9vtjtr+XC6Xhg4dGrX9AQAAAAAAAAAAnM70hesFCxboW9/6loYOHarKyko9/PDD8nq9uvnmm2Wz2TR//nwtXbpURUVFKioq0tKlS+VwOHTjjTdKkpxOp2677Tbde++9ys7O1qBBg7RgwYLgrccl6fzzz9c3vvEN3X777fr1r38tSbrjjjs0ZcoUnXvuuYYdO4D4U15ervPOO1/19b6o7TM11aGPPjpA8RoAAAAAAAAAABjG9IXrY8eOacaMGXK73TrjjDN0xRVX6K233tJZZ50lSVq4cKHq6+s1Z84cVVdXa/To0Xr11VeVnp4efI3HHntMiYmJmj59uurr63XVVVfpmWeeUUJCQnCb3/72t5o3b54mT54sSZo6darWrl0b3YMFEPfcbrfq630aPesnyhgyLOL78574h95++kG53W4K1wAAAAAAAAAAwDCmL1y/8MILYdfbbDYtWbJES5Ys6XSblJQUrVmzRmvWrOl0m0GDBmn9+vW9bSYA9KuMIcM0aCh3fAAAAAAAAAAAAPFhgNENAAAAAAAAAAAAAADENwrXAAAAAAAAAAAAAABDRaxwvXXrVjU3N7db3tzcrK1bt0ZqtwAAAAAAAAAAAAAAi4lY4fprX/uaPv/883bLPR6Pvva1r0VqtwAAAAAAAAAAAAAAi4lY4ToQCMhms7VbXlVVpYEDB0ZqtwAAAAAAAAAAAAAAi0ns7xe84YYbJEk2m0233HKLkpOTg+taWlq0d+9ejR07tr93CwAAAAAAAAAAAACwqH4vXDudTklfXHGdnp6u1NTU4Dq73a4rrrhCt99+e3/vFgAAAAAAAAAAAABgUf1euF63bp0kadiwYVqwYAG3BQcAAAAAAAAAAAAAhNXvhetWP/nJTyL10gAAAAAAAAAAAACAGBKxwvWnn36qBQsW6PXXX1dlZaUCgUDI+paWlkjtGrAsj88vd51f3oYmZaQmyTXQLqfDbnSzAADoE8Y3APiSlftEK7cdiEdkFrAmsgtYB3kF+l/ECte33HKLysvL9cADD2jIkCGy2WyR2hUQE47X1GvRxr3adsgdXFZa5NLyaaOUl5ka5icBADAvxjcA+JKV+0Qrtx2IR2QWsCayC1gHeQUiY0CkXnj79u367W9/q+9///u67rrrdO2114Z8AfiSx+dvN8hJ0tZDbt23ca88Pr9BLQMAoPcY3wDgS1buE63cdiAekVnAmsguYB3kFYiciBWu8/Pz290eHEDH3HX+doNcq62H3HLXMdABAKyH8Q0AvmTlPtHKbQfiEZkFrInsAtZBXoHIiVjhetWqVbrvvvv0j3/8I1K7ACzD4/Pr48o67Smv1sef1bX7xJW3oSnsz9d2sR4AALPx+Pz6vItPGDO+AYgnVp7zW7ntQDwis4A1dZVdTz3ZBcyCsRaInIg94/o73/mOfD6fzj77bDkcDiUlJYWs//zzzyO1a8BUuvOsi4yUpM5+XJKU3sV6AADMpHXsu2XssLDbMb4BiCcOe0LY9WbuEzlfAayFzALW1FV2G5padLymnmfnAibAWAtETsQK16tWrYrUSwOW0dWzLtbMKJbTYZcrza7SIpe2dnB7kdIil1xp9mg1GQCAPmk79l2Un6mSwmztOFzVbjvGNwDxxOPz673yGsv2iWkpiRpXmK3tHbR9XGG20lIi9tYCgF4gs4A1hXt/sKQwWzs/qdKvtnwcfD8RgHEYa4HIiVh6br755ki9NGAZ3XnWhdNhl9Nh1/Jpo3Tfxr0hk9PSIpdWTBvFZBQAYBltx76nt5dp9YxiSQop1DC+AYg37jq/fvrHDzvsE0sKs/XQtSNM3SeebGzWLSUFCqh9228pKdDJxmbjGgegHTILWFPr+4OnXwRTUpitW0sKNG/DHvn8LcH3EwEYh7EWiJyIFa7Ly8vDrh86dGiPX3PZsmX64Q9/qB/84AfBK7oDgYAefPBBPfHEE6qurtbo0aP1y1/+UhdeeGHw5xobG7VgwQJt2LBB9fX1uuqqq/Qf//EfOvPMM4PbVFdXa968eXr55ZclSVOnTtWaNWuUmZnZ43YCrXryrIu8zFStmVEsd51ftQ1NSk9JkivNzkQUAGApbcc+n79F8zbs0axxBZpVUqDG5lMalu3QVzJTGd8AxBVvQ1OHfWJy4gDtOVojb71f0kCjm9kpT31Tp22ft2GPnv/eaKObCKANMgtYV15mqh6YcoGOfu5rl12fv0USz84FzICxFoiciBWuhw0bJpvN1un6lpaWHr3erl279MQTT2jUqFEhy1euXKlHH31UzzzzjM455xw9/PDDmjRpkg4ePKj09HRJ0vz58/XKK6/ohRdeUHZ2tu69915NmTJFu3fvVkLCF88Zu/HGG3Xs2DFt2rRJknTHHXdo5syZeuWVV3rUTqCtnj7rovXqawAArOr0sc/nb9HaNw4Hv3/9nvGMdQDiTmvfeHqf2Or6i78S7Sb1SEZKUqdtl3iGH2A2ZBawtgSbTbc9+26n68kwYDzGWiByBkTqhffs2aP33nsv+PX222/rV7/6lc455xz913/9V49eq66uTt/97nf15JNPKisrK7g8EAho1apVuv/++3XDDTdoxIgRevbZZ+Xz+fT8889Lkjwej5566ik98sgjmjhxooqLi7V+/Xrt27dPr732miTpwIED2rRpk37zm99ozJgxGjNmjJ588kn98Y9/1MGDB/vvl4K40/psmo6Y/Tl2AAD0BmMfALRn9b7R6u0H4g2ZBayNDAPmR06ByIlY4fqiiy4K+br00kt1++2369///d+1evXqHr3WnXfeqW9+85uaOHFiyPKysjJVVFRo8uTJwWXJyckaP368du7cKUnavXu3mpqaQrbJy8vTiBEjgtu8+eabcjqdGj36y9s3XHHFFXI6ncFtgN5ofTbN6YMYz/YEAMQqxj4AaM/qfaPV2w/EGzILWBsZBsyPnAKRE7FbhXfmnHPO0a5du7q9/QsvvKD33nuvw5+pqKiQJOXk5IQsz8nJ0ZEjR4Lb2O32kCu1W7dp/fmKigoNHjy43esPHjw4uE1HGhsb1djYGPze6/V286gQT3h2tXmQWcBayKx1MfbFJzILhGe2vrGnmTVb+4F4Q2YB6+nL/JgMA9HHWAuYQ8QK16eHOhAI6MSJE1qyZImKioq69RpHjx7VD37wA7366qtKSUnpdLvTn6UdCATCPl+7o2062r6r11m2bJkefPDBsPsBJJ5dbRZkFrAWMmttjH3xh8wCXTNT39ibzJqp/UC8IbOA9fR1fkyGgehirAXMIWK3Cs/MzFRWVlbwa9CgQbrgggv05ptv6vHHH+/Wa+zevVuVlZW65JJLlJiYqMTERG3ZskWrV69WYmJi8Err06+KrqysDK7Lzc2V3+9XdXV12G0+/fTTdvv/7LPP2l3N3dbixYvl8XiCX0ePHu3WcQEwBpkFrIXMAtZCZgFrIbOAtZBZwHrILWAtZBYwh4hdcf3Xv/415PsBAwbojDPOUGFhoRITu7fbq666Svv27QtZduutt+q8887TokWLNHz4cOXm5mrz5s0qLi6WJPn9fm3ZskUrVqyQJF1yySVKSkrS5s2bNX36dEnSiRMntH//fq1cuVKSNGbMGHk8Hr3zzju6/PLLJUlvv/22PB6Pxo4d22n7kpOTlZyc3K1jAWA8MgtYC5kFrIXMAtZCZgFrIbOA9ZBbwFrILGAOEStcjx8/vs+vkZ6erhEjRoQsGzhwoLKzs4PL58+fr6VLl6qoqEhFRUVaunSpHA6HbrzxRkmS0+nUbbfdpnvvvVfZ2dkaNGiQFixYoJEjR2rixImSpPPPP1/f+MY3dPvtt+vXv/61JOmOO+7QlClTdO655/b5OAAAAAAAAAAAAAAAnYtY4VqSPv74Y61atUoHDhyQzWbT+eefrx/84Ac6++yz+20fCxcuVH19vebMmaPq6mqNHj1ar776qtLT04PbPPbYY0pMTNT06dNVX1+vq666Ss8884wSEhKC2/z2t7/VvHnzNHnyZEnS1KlTtXbt2n5rJwAAAAAAAAAAAACgYxErXP/lL3/R1KlTdfHFF6ukpESBQEA7d+7UhRdeqFdeeUWTJk3q1ev+7W9/C/neZrNpyZIlWrJkSac/k5KSojVr1mjNmjWdbjNo0CCtX7++V20CAAAAAAAAAAAAAPRexArX9913n+6++24tX7683fJFixb1unANAAAAAAAAAAAAAIgtAyL1wgcOHNBtt93WbvmsWbP04YcfRmq3AAAAAAAAAAAAAACLiVjh+owzztD777/fbvn777+vwYMHR2q3AAAAAAAAAAAAAACLiditwm+//Xbdcccd+uSTTzR27FjZbDZt375dK1as0L333hup3QIAAAAAAAAAAAAALCZihesHHnhA6enpeuSRR7R48WJJUl5enpYsWaJ58+ZFarcAAAAAAAAAAAAAAIuJWOHaZrPp7rvv1t13363a2lpJUnp6eqR2BwAAAAAAAAAAAACwqIgVrsvKytTc3KyioqKQgvWhQ4eUlJSkYcOGRWrXAAAAAAAAAAAAAAALGRCpF77lllu0c+fOdsvffvtt3XLLLZHaLQAAAAAAAAAAAADAYiJ2xfWePXtUUlLSbvkVV1yhu+66K1K7BYCIKC8vl9vtjvh+Dhw4EPF9AAAAAAAAAAAAmE1En3Hd+mzrtjwej1paWiK1WwDod+Xl5TrvvPNVX++L2j6bGv1R2xcAAAAAAAAAAIDRIla4vvLKK7Vs2TJt2LBBCQkJkqSWlhYtW7ZM48aNi9RuAaDfud1u1df7NHrWT5QxZFhE93Vi35va//ITam5ujuh+AAAAAAAAAAAAzCRiheuVK1eqtLRU5557rq688kpJ0rZt2+T1evXGG29EarcAEDEZQ4Zp0NBzI7oP74l/RPT1AQAAAAAAAAAAzGhApF74ggsu0N69ezV9+nRVVlaqtrZW//Zv/6aPPvpII0aMiNRuAQAAAAAAAAAAAAAWE7ErriUpLy9PS5cuDbvNnDlz9NBDD8nlckWyKTHP4/PLXeeXt6FJGalJcg20y+mwG92smMLvGABgdVYdy6zabgBo61Nvg6pP+uVtaFZGaqKyHHblZKQY3awei5XjAOKBx+dXja9JJ/3NOulvUWZqkganJzOPAiyg9RzIU++XIzlRA2w2JQ6wKZtzIcBUmBsD/S+ihevuWL9+vRYsWEDhug+O19Rr0ca92nbIHVxWWuTS8mmjlJeZamDLYge/YwCA1Vl1LLNquwGgrfKqk1r84j7tOFwVXDauMFtLrx+podkDDWxZz8TKcQDx4ERNvY587tOaNw6FZPbKIpdWMI8CTK2jc6CSwmzdWlKgZX8+oAevHUGGARNgbgxERsRuFd5dgUDA6CZYmsfnbzeRkaSth9y6b+NeeXx+g1oWO/gdAwCszqpjmVXbDQBtfeptaPeGliRtP1ylH764T596GwxqWc/EynEA8cDj8+tvf/+sXdFakrYxjwJMrbNzoB2Hq7RuR5nOHZJBhgETYG4MRI7hhWv0jbvO324i02rrIbfcdUxi+orfMQDA6qw6llm13QDQVvVJf7s3tFptP1yl6pPW6Mti5TiAeOCu82twenKnmWUeBZhXuHOgHYerVJyfSYYBE2BuDEQOhWuL8zY0hV1f28V6dI3fMQDA6qw6llm13QDQlrehuU/rzSJWjgOIB96GJjU2nwq7DfMowJy6OgdqzTYZBozF3BiIHNMXrh9//HGNGjVKGRkZysjI0JgxY/Tf//3fwfWBQEBLlixRXl6eUlNTNWHCBH3wwQchr9HY2Ki5c+fK5XJp4MCBmjp1qo4dOxayTXV1tWbOnCmn0ymn06mZM2eqpqYmGofYJxkpSWHXp3exHl3jdwwAsDqrjmVWbTcAtJWRktin9WYRK8cBxIOMlCQlJ4Z/y495FGBOXZ0DtWabDAPGYm4MRI7pC9dnnnmmli9frnfffVfvvvuuvv71r+vaa68NFqdXrlypRx99VGvXrtWuXbuUm5urSZMmqba2Nvga8+fP14svvqgXXnhB27dvV11dnaZMmaKWlpbgNjfeeKPef/99bdq0SZs2bdL777+vmTNnRv14e8qVZldpkavDdaVFLrnS7FFuUezhdwwAsDqrjmVWbTcAtJU10K5xhdkdrhtXmK2sgdboy2LlOIB44Eqzq7K2USWdZJZ5FGBe4c6BSgqztedoDRkGTIC5MRA5hheub7rpJmVkZHS6/lvf+pb+5V/+Reecc47OOecc/exnP1NaWpreeustBQIBrVq1Svfff79uuOEGjRgxQs8++6x8Pp+ef/55SZLH49FTTz2lRx55RBMnTlRxcbHWr1+vffv26bXXXpMkHThwQJs2bdJvfvMbjRkzRmPGjNGTTz6pP/7xjzp48GBUfg+95XTYtXzaqHYTmtIil1ZMGyWngw6yr/gdAwD+f/b+PT6uqtD//99pkplkmmSSZuglkpRAwrUNRtAKSQMooj1ytT8v5cgHKKIeLpUv+pUiKgU5tHDO8fChFX7ih5tHQX+fUy6CHhTlSG+AWMJpCxUaCKTYlnZCMrlMkp3L/P5oZ8hlbkmzZ1/m9Xw8+oDM3plZazLvvdZea/baTufUtsyp5QaA0eaUFOj2ixZOGNhqrCnX7Rct1JySAotKNjluqQeQDfw+j8489ghd+6naCZPXi+lHAbaW6ByooaZclzdU6429XWQYsAH6xoB5TF2voKOjQ/fff7927typnJwcHX/88Vq+fLlmzZoV2+fee+9N+/mGh4f1f//v/1Vvb69OO+00tba2at++fTrnnHNi+3i9Xp1xxhnasmWLvvGNb2jr1q0aHBwcs09FRYUWLFigLVu26LOf/axeeOEF+f1+LVq0KLbPJz/5Sfn9fm3ZskXHHXdc3PIMDAxoYGAg9nNXV1fadZlOFaWFWrusXsEeQ939gyouyFegyEMHZhrxHruDXTILID1kdno5tS1zarmzEZkFEqsqn6l/+9JH1dFrqKt/SCUFeSqb6bF0QGsqmbVjPYBsMdnMzistlM+Tq9svXKheY0hhY1j+wnzNLvbSjwIyZKr949HnQKG+Qfk8ucqdkaPcGTn61y+eTIYBk0w2s/SNAXOYNnH9/PPP64ILLlBJSYlOPfVUSdLatWv1ox/9SL/5zW90xhlnpP1c27dv12mnnab+/n4VFRXp8ccf14knnqgtW7ZIkubMmTNm/zlz5ujdd9+VJO3bt08ej0dlZWUT9tm3b19sn9mzZ0943dmzZ8f2iWf16tW65ZZb0q6Hmfw+BnDNxnvsfHbKLIDUyOz0c2pb5tRyZxsyCyQ3p6TAVoNYU82s3eoBZIupZJY+FGCtw+kfk18g86aSWfrGwPQzbanwq6++Wl/60pfU2tqqxx57TI899pjefvttfeUrX9HVV189qec67rjj9Oqrr+rFF1/UP/3TP+nSSy/V66+/Htuek5MzZv9IJDLhsfHG7xNv/1TPc+ONNyoUCsX+7d69O90qwUFCYUNv7e9Rc1uH3jrQo1DYsLpImCIyCzgLmZ062i5YgcwCqdnp+DzVzNqpDkA2IbOA80xH/5gMA5kzlcySUWD6mXbF9VtvvaX169crNzc39lhubq6uv/56/fznP5/Uc3k8HtXU1EiSTj31VL388sv63//7f+uGG26QdPCK6Xnz5sX2379/f+wq7Llz58owDHV0dIy56nr//v06/fTTY/u8//77E173wIEDE67mHs3r9crr9U6qLnCWPZ19umH9Nm3cFYw91lQb0JqldaooLbSwZJgKMgs4C5mdGtouWIXMAsnZ7fg8lczarQ5ANiGzgPMcbv+YDAOZNdnMklHAHKZdcf2xj31MO3funPD4zp079dGPfvSwnjsSiWhgYEDV1dWaO3eunn322dg2wzD0/PPPxyalTznlFOXn54/ZZ+/evdqxY0dsn9NOO02hUEh/+ctfYvu89NJLCoVCsX2QfUJhY0LDI0kbdgW1cv22Cd+e4ttVAACrvd/Vr3eCvVr2iSo9cNnHdc2nauTz5CZsuwAAmREKG/rhkzt0cmWp7r/0VN3zjx/TA5d9XHWVpbr5yR2OOD67oQ5ANiGzgLOFwoaef/OALjv9qFh+r/lUjf76bgfndoAN0M4C5jHtiusVK1boW9/6llpaWvTJT35SkvTiiy/qJz/5idasWaNt27bF9q2rq0v4PN/73ve0ZMkSVVZWqru7W7/61a/05z//Wc8884xycnJ03XXX6fbbb1dtba1qa2t1++23y+fz6eKLL5Yk+f1+XXHFFfr2t7+t8vJyzZo1S9/5zne0cOFCnX322ZKkE044QZ/73Od05ZVX6qc//akk6etf/7rOPfdcHXfccWa9RbC5YI8xYdI6asOuoII9RuxeM3y7CgBgtT2dfbrhP/9HG1vaY4811JTr7mX1WvFo84S2CwCQOe29hr7yiSo9uLlV655riT3eUFOuyxuq1d5r/+OzG+oAZBMyCzhbR3hQT2/bo80Jzu84twOsRTsLmMe0ietly5ZJkr773e/G3ZaTkxO7h/Tw8HDC53n//fd1ySWXaO/evfL7/aqrq9Mzzzyjz3zmM7Hn7+vr01VXXaWOjg4tWrRIf/jDH1RcXBx7jn//939XXl6evvSlL6mvr0+f/vSn9dBDD41ZxvyXv/ylVqxYoXPOOUeSdP7552vdunXT8l7Ambr6B5Nu7z60PdWV2WuX1dNIAQBMFWuLRg1qSIoNcixvrNa651pibRcAILOGRiJ6cHPrmMFn6cPj9KrzTrKiWJPihjoA2YTMAs4VChv6wRPbE+Z3eWM153aAxWhnAfOYNnHd2to6Lc9z//33J92ek5OjVatWadWqVQn3KSgo0Nq1a7V27dqE+8yaNUu/+MUvplpMuFBJQX7S7cWHtk/mymwAAMyQrC3a3NKu5Q3Vkj5suwAAmTUyEpkwqBW1uaVdwyORDJdo8txQByCbkFnAuYI9xoQvJUdFz+84twOsRTsLmMe0iev58+dLkl5//XW1tbXJMD5c0z8nJ0fnnXeeWS8NTItAkUdNtQFtiDMR0FQbUKDo4GR0uldmAwBgllRt0cDQyJi2CwCQWWFjKMX2xKuQ2YUb6gBkEzILOFeq8ztJnNsBFqOdBcxj2sT122+/rYsuukjbt2+PLQsuHZy0lpR0eXDADvw+j9YsrdPK9dvGTF431QZ0x9K62FXU6V6ZDQCAWVK1RaWF+WPaLgBAZvkLkx9//YX2P2dwQx2AbEJmAedKdX53ZFkh53aAxWhnAfPMMOuJv/Wtb6m6ulrvv/++fD6fduzYoQ0bNujUU0/Vn//8Z7NeFphWFaWFWrusXn+6/gw9cdXp+tP1Z2jtsnrNKy2M7RO9Mjserm4DAGRCsrZocW1Ax8wuGtN2AQAyyw3nDG6oA5BNyCzgXKnyO7ekIMMlAjAe7SxgHtMmrl944QXdeuutOuKIIzRjxgzl5uaqsbFRq1ev1ooVK8x6WWDa+X0eHTO7SB+tKtMxs4smfKMxemX2+IZq/JXZAACYJVlbdOfSOs1hYAMALOWGcwY31AHIJmQWcC7yC9gfOQXMY9pS4cPDwyoqKpIkBQIB7dmzR8cdd5zmz5+vN954w6yXBSwRvTI72GOou39QxQX5ChR5aKAAABlDWwQA9uaG47Qb6gBkEzILOBf5BeyPnALmMG3iesGCBdq2bZuOPvpoLVq0SHfeeac8Ho/uu+8+HX300Wa9LGAZv49GCQBgLdoiALA3Nxyn3VAHIJuQWcC5yC9gf+QUmH6mTVx///vfV29vryTptttu07nnnqvFixervLxcv/71r816WQAAAAAAAAAAAACAw5g2cf3Zz3429v9HH320Xn/9dX3wwQcqKytTTk6OWS8LAAAAAAAAAAAAAHAY0yau45k1a1YmXw4AAAAAAAAAAAAA4AAzrC4AAAAAAAAAAAAAACC7MXENAAAAAAAAAAAAALBURpcKB+woFDYU7DHU1T+oksJ8BWZ65Pd5rC4WACBL0A4BgPu56VjvproA2YDMAs5HjgH7Ip/A9GPiGlltT2efbli/TRt3BWOPNdUGtGZpnSpKCy0sGQAgG9AOAYD7uelY76a6ANmAzALOR44B+yKfgDlYKhxZKxQ2JjQskrRhV1Ar129TKGxYVDIAQDagHQIA93PTsd5NdQGyAZkFnI8cA/ZFPgHzcMU1HO1wluII9hgTGpaoDbuCCvYYLOsBADBNonbI58lVXWWp9ob69Xawl6WmAMDBxh/rfZ5cLW+sVn1lqQaGRrS3q1+SHHGMD/YY2vpuh675VE2s/AX5uXqlrUMPbGrl/AmwGTILOB85BuyLfALmYeIajnW4S3F09Q8m3d6dYjsAAIcjXjvk8+Tq7mX1enBzq9Y91xJ7nKWmAMCZRh/rnX6M7xkYjFv+hppy3b2sXr0DnD8BdkJmAecjx4B9kU/APCwVDkeajqU4Sgryk24vTrEdAIDDEa8dWt5YrQc3t2pzS/uYx1lqCgCcafSx3unH+NJCT9zyb25p14ObW+Uv5IoSwE7ILOB85BiwL/IJmMf2E9erV6/Wxz/+cRUXF2v27Nm68MIL9cYbb4zZJxKJaNWqVaqoqFBhYaHOPPNMvfbaa2P2GRgY0LXXXqtAIKCZM2fq/PPP13vvvTdmn46ODl1yySXy+/3y+/265JJL1NnZaXYVMQXpLPOdSqDIo6baQNxtTbUBBYpoXAAA5onXDtVXlk446YlKt30DANjH6GO904/xxvBIwvJvbmmXMTyS4RIBSIbMAs5HjgH7Ip+AeWw/cf3888/r6quv1osvvqhnn31WQ0NDOuecc9Tb2xvb584779SPf/xjrVu3Ti+//LLmzp2rz3zmM+ru7o7tc9111+nxxx/Xr371K23atEk9PT0699xzNTw8HNvn4osv1quvvqpnnnlGzzzzjF599VVdcsklGa0v0jMdy3z7fR6tWVo3YdKgqTagO5bWcQ8KAICp4rVDA0PJT2y4jQUAOMvoY73Tj/E9A0NJt/em2A4gs8gs4HzkGLAv8gmYx/b3uH7mmWfG/Pzggw9q9uzZ2rp1q5qamhSJRHTXXXfppptu0he+8AVJ0sMPP6w5c+bokUce0Te+8Q2FQiHdf//9+o//+A+dffbZkqRf/OIXqqys1B//+Ed99rOf1c6dO/XMM8/oxRdf1KJFiyRJP/vZz3TaaafpjTfe0HHHHZfZiiOp6Vrmu6K0UGuX1SvYY6i7f1DFBfkKFHmYtAYAZMT4dqggPzfp/tzGAgCcJ3qs3xvqT7qf3Y/x3GoJcBYyCzgfOQbsi3wC5rH9FdfjhUIhSdKsWbMkSa2trdq3b5/OOeec2D5er1dnnHGGtmzZIknaunWrBgcHx+xTUVGhBQsWxPZ54YUX5Pf7Y5PWkvTJT35Sfr8/tg/sYzqX+fb7PDpmdpE+WlWmY2YXMWkNAMio0e3QPH8Bt7EAABfy+zyOP8ZzqyXAWcgs4HzkGLAv8gmYx1ET15FIRNdff70aGxu1YMECSdK+ffskSXPmzBmz75w5c2Lb9u3bJ4/Ho7KysqT7zJ49e8Jrzp49O7bPeAMDA+rq6hrzD5nBMt+YCjILOEs2Zpb2DU6WjZkFJsNux/jJZtZu5QeyDZkFnOdw+8fkGMisyWSWfALmsf1S4aNdc8012rZtmzZt2jRhW05OzpifI5HIhMfGG79PvP2TPc/q1at1yy23pFN0mIBlvjFZZBZwlmzNLO0bnCpbMwtMhp2O8VPJrJ3KD2QbMgs4z3T0j8kxkDmTzSz5BMzhmCuur732Wv3mN7/Rf//3f+vII4+MPT537lxJmnBV9P79+2NXYc+dO1eGYaijoyPpPu+///6E1z1w4MCEq7mjbrzxRoVCodi/3bt3T72CmBKW+cZkkFnAWbI5s7RvcKJsziwwGXY5xk81s3YpP5BtyCzgPNPVPybHQGZMJbPkE5h+tr/iOhKJ6Nprr9Xjjz+uP//5z6qurh6zvbq6WnPnztWzzz6r+vp6SZJhGHr++ed1xx13SJJOOeUU5efn69lnn9WXvvQlSdLevXu1Y8cO3XnnnZKk0047TaFQSH/5y1/0iU98QpL00ksvKRQK6fTTT49bNq/XK6/Xa0q9AUw/Mgs4C5kFnIXMAs5CZgFnIbOA85BbwFnILGAPtp+4vvrqq/XII4/oySefVHFxcezKar/fr8LCQuXk5Oi6667T7bffrtraWtXW1ur222+Xz+fTxRdfHNv3iiuu0Le//W2Vl5dr1qxZ+s53vqOFCxfq7LPPliSdcMIJ+tznPqcrr7xSP/3pTyVJX//613XuuefquOOOs6byAAAAAAAAAAAAAJAFbD9xfe+990qSzjzzzDGPP/jgg7rsssskSd/97nfV19enq666Sh0dHVq0aJH+8Ic/qLi4OLb/v//7vysvL09f+tKX1NfXp09/+tN66KGHlJubG9vnl7/8pVasWKFzzjlHknT++edr3bp15lYQAAAAAAAAAAAAALKc7SeuI5FIyn1ycnK0atUqrVq1KuE+BQUFWrt2rdauXZtwn1mzZukXv/jFVIoJAAAAAAAAAAAAAJgi209cI7uFwoaCPYa6+gdVUpivwEyP/D6P1cUCAGDSaNMAAOM5tW1warmBbEReAfcgz4C9kEnAHExcw7b2dPbphvXbtHFXMPZYU21Aa5bWqaK00MKSAQAwObRpAIDxnNo2OLXcQDYir4B7kGfAXsgkYJ4ZVhcA7hAKG3prf4+a2zr01oEehcLGYT/f+AO/JG3YFdTK9dum/PzTXU4AAKSx7cuu97v1brBX/7P7YFvzfle/KW0aAMA5QmFDu97v1svvfKDX94S0u71XN/yn89oGs87TAEw/8gq4B3kG7CVZJm8gk8Bh44prHLZU3y6aypIZwR5jwoE/asOuoII9xqSX3eBbUAAAM4xvX3yeXH3/8ydo4ZF+vfl+t6rKfNPepgEAnGNPZ59u+M9t2trWoeWN1aqvLNVwiVcbW5zXNphxngbAHOQVcI9Ued7X1U+egQxKlsmNZBI4bExc47Ak+3bRzU/u0M3nnaQbH98+Zvvi2oBWnX+SciSVJ5jE7uofnPCYz5MbG+hp7zWkAz1p3zci1TcT1y6rH/M83J8CAJCO97v6dcN//o82trRLOthW3b2sXg9ubtX3Ht8hSfrpJafomk/VqL6yVANDIyrIz9UrbR16YFOrwsawuuO0eQAAdwiFDT3/xgFd3litq/NrNKKItrzVroUf8Sf9Pbu2DZ19xpjzsvHtWmcfV5cAdkFeAfcIpcjz3zv7NLekgLFLIEOicxeJctnVN6j9Xf2aXVJgcUkBZ2LiGlMWChvaG+rXsk9U6fKG6jGD8JJ03LwS3fjYtthgftTGXUH98Mkdqq8q07bdnXGveC4pyB/z8+iJgHXPtcQeT/eK6cl805grswEA6djT2ad3gr1j2rnljdV6cHOrNo+ayK4un6mfv/DOmParoaZcdy+r14pHm1V8qM3jS1MA4D4d4UE9vX1PrF2QDrYB59dVyOfJjZ07jVc87nzILooK8uKel0XbtaIChhgAuyCvgHvMTJHn0sJ8VlEAMqikID/hfEVDTbkuOLlC4YEhC0sIOBu9VExJvMnd0YPwYWNY9ZWlYw7ao21uadfyhmqte64l7hXPgSKPmmoD2nDo+cdPBEQlumJ6vFCKbxJHr2iY7JXZgFvs3LkzI68TCARUVVWVkdcCzBRtL5Z9YuzneXzbt7yxWrc+/dqE9iv68w/OPVGBIk/CL03desEChfoMFRUwkQ0AThMKG/rBE9vjtgE/evo1ff/zJ8RW5xitqTagQJE9j/cFublxz8s2t7QrR9I/X7jQmoIBmCCdvIbCTHQBTlCYlzzPN59/EqsoABkUKPLoB+eemDCXtz71mladv8Ci0gHOx8Q1Ji3R5G70IL288eCE9MDQSNLniW6Pd28lv8+jNUvrtHL9Nm3YFUw6CZ7q3kx7OvvUP5i8LNErGrgHFLJNX6hdUo6++tWvZuT1Cgt9+tvfdjJ5DceLtheXnX7UmMfHt32pvsT1w3NPlKSEX5q66Yntqq8q07rnWlj9AwAcJthjTFh9KmpjS7u+u+R4NdSUjxnsaqoN6I6ldbY95+gxhiYMzkVtamlXj8GVJYBdpJPX4UjEtscbAAft6exTV3/yPPcbw5rpZZgfyBS/z6P6ylLd+Nj2uNs3trSrfyj+ykoAUqNFQ0KJlixNNrkbvZJakkoLky9v582bEfv/ePdwqygt1Npl9Qr2GAfvaZ1EonvARSfZT64snTAoFDX6ioZ499ZO53UApxoMd0uK6KMX36Ajqo839bW69r6jlx64RcFgkIlrOF60vWje3TmmfRndtkkTJ7LH6zOG025X015lhCXHAcAWUp1bvNfRp/qqMi1vqNZMb55KCvNVPtOjOTa+F154IPkAXKrtADInnbx6cmck3QeAtaLjmlefWZN0v7AxrICHYX4gk7r7k39hk34xMHW0aIgr2X2eUw3ADAyNqKk2oPnlvjHLfY/WUFOu5t2dsZ8T3cPN7zs02L6/J+lrJvr96GTA1nc7dPeyekkaM3m9eNwVDePvrZ3u6wBOVzS7SrOqjrO6GIBjRNuLBza1jmlfUk1kj1dckJ9WuxqVziojidpvrtQGgMxKdW7hyZ2hdc+1qKGmXPVVZWqsCcibO0NzSjJUwClIdU9c7pkL2Ec6eR2JRDJUGgBTER3X/Nana5PuV1yQz1LhQIbRLwbMw1crMUGq+zwXpVh65ujATK1dVq+PlPm0ZmmdmmoDY7Y31JTr8oZqPbCpVVJ693CL3vM6nmS/H50MCBvDWvFos+qrynT/pafqnn/8mO6/9FT98NwTNW/UQP5UXwcAkF2i7cX49qXuSL9uvWCBFh9qS6IT2fFE25VUExvjJ79TrTKSqP0OhRnIAIBMSnZuEf0i7+hzo5neXNuv8FSQP0OLa+LXaXFNQAX5DDEAdlGYIq95M3KUo5wMlwrAZETHNTe1BGPnmOMtrg3ov994X7kzZnDOB2QQ/WLAPHztAxOkus+zJ3dGwiupm2oDmucviF0JNnq5784+QwODI9rydrtWPNqssDGc9j3cxt/zOmpxbUC3XrAg4e+NngwIG8MT7jP6p+vPSOt17H6vOQBA5kSX4l7x6Vr905nHaPNb7XpgU2usXbtzaZ3WHWr7uvoNXXhyhW556rUx9zkdv+JHuiuUSKlXGYkn1ZXaAIDpFz23GP+losU1AX3/3BO0t7NfkrTi0WadUlWmnEiOim1+ZUZORLrmUzWSImPbtZpyXfOpGqbAABsp83mS5vW/33hfTbWzrSsggJSi45r3bXhbv/r6J6XIxDxf3nCUHnmxTYPDERXXVXDOB2RIyn4xi5oAU2bvs2JYItWSpaE+Y1KTu7HlvnVwsH9OSYHOPn62igvyFShK/76b0UnwfV39eq+jT9LBK9n+4e6NOnV+WdxlUKNXOSSaZI93BfXoyfbu/sFJlxMA4F7xluJeXBvQU9c2KkdS+aj7SY9u+267cKF6jSGFjWH5C/M1u9g7Zr947Wr0KrwVjzbHHktnlZFE7H4VHwC4UUVpodZ8YaHebQ8r1D+oI8sKtf29kC66Z4vCxsH73i2uKdfljUcp2DOg+qpSawucQmefIWNoRP9QV6HLGqo1MDQib94Mvd91cBJ+hAE6wDb8Po9mF3sT5rV2don6B7n/JmBno8c1r/7lK/rl1xZpd0efQn2D8ubNUPPuTv3yxXd1w5ITdPHPXtSZxx5hdZGBrNHVb2hWkUf/sHDemHZ2f1e/ZhV5Uo7RAEiMiWtMkGrJ0pne/ClP7o6exJ6q2367M+EyqGuX1Y95/qleQT0d5QQAuEuipbg37grqlt+8NqENikqnTRnfrhZ6cvVKW2dshRIpdduVqv1OdKU2AMA8obChlY9tj7UdPk+uljdWa+2yekmSvzBff37zgK55pFmPX3W67c9Bigs8en7XHh1R5B3z+J5Qv2777U6dMr9M6xK0hwAyLzcnR5Fx97GO5rW+qlS3X7jQopIBSMfocc26ylLd+tRrOr7Cr/rKUg0Mjai+slSStOa/duorn6jinA/IIH+hV7c8/ZpOrPBrdklB7PG/h/r17O926uZzT7KwdICzMXGNCdK9StmKyd2pLIPKFdQAgOlg9lLc49vVuSUF+sRRs9Juu6ayyggAwFzj247xty+6/9JTte65FjXVBjR31ICXXQWKPPr4/Fm6+P+8FHf7Rm5NAdjKwPCIvvf4jrjbNre0yxgeyXCJAExWdFxzb6hf655r0R//diDufl9rPJpzPiCDjOERPfe3A3ouQSZvXEIbC0wVd4jHBNFv8zXVBsY8bof7PE91GVS/z6NjZhfpo1VlOmZ2EQMpAIBJy/RS3JNtu+zcfgNAtkrVdgwMjTjqOO33eeTJSz6MwK0pAPvoGRhKur03xXYA9uD3edSXYml/b/4MR/QlALegjQXMwxXXiMuuVymzDCoAwCpOaIPs2n4DQLZK1XYcHZiZ8FYTdlWWoqx2aA8BHOSE/iuA9KTKc2mhc/oSgBvQxgLm4YprJGTHq5Sjy6DGwzKoAAAzOaUNsmP7DQDZKlXbMc9f4LjjtFPaQwDkFXAT8gzYC5kEzGP7iesNGzbovPPOU0VFhXJycvTEE0+M2R6JRLRq1SpVVFSosLBQZ555pl577bUx+wwMDOjaa69VIBDQzJkzdf755+u9994bs09HR4cuueQS+f1++f1+XXLJJers7DS5dpgslkEFAFiFNggAMFlubDvcWCfArcgr4B7kGbAXMgmYx/ZLhff29urkk0/W5ZdfrqVLl07Yfuedd+rHP/6xHnroIR177LG67bbb9JnPfEZvvPGGiouLJUnXXXednnrqKf3qV79SeXm5vv3tb+vcc8/V1q1blZubK0m6+OKL9d577+mZZ56RJH3961/XJZdcoqeeeipzlUVaWAYVAGAV2iAAwGS5se1wY50AtyKvgHuQZ8BeyCRgDttPXC9ZskRLliyJuy0Sieiuu+7STTfdpC984QuSpIcfflhz5szRI488om984xsKhUK6//779R//8R86++yzJUm/+MUvVFlZqT/+8Y/67Gc/q507d+qZZ57Riy++qEWLFkmSfvazn+m0007TG2+8oeOOO25a6hIKGwr2GOrqH1RJYb4CMzmITZXfx3sHADBHqvaaNggAMFmj242u/kEpZ+LjTuPGOgFuF5FiWQXgTKPPR6Pnrm8HexlrBixGGwtMH9tPXCfT2tqqffv26Zxzzok95vV6dcYZZ2jLli36xje+oa1bt2pwcHDMPhUVFVqwYIG2bNmiz372s3rhhRfk9/tjk9aS9MlPflJ+v19btmxJOHE9MDCggYGB2M9dXV0Jy7qns083rN+mjbuCsceaagNas7ROFaWFU6o/gMmZTGYBWM+KzNJeA1NHOwskZsf25XAza8c6AW421cySVcA6ZvaPyTYw/SabWXIImMP297hOZt++fZKkOXPmjHl8zpw5sW379u2Tx+NRWVlZ0n1mz5494flnz54d2yee1atXx+6J7ff7VVlZGXe/UNiYcACTpA27glq5fptCYSNFTZFtQmFDb+3vUXNbh9460MNnZJqkm1kA9pDpzNJe2wNtoHPRzgIThcKG3g326ob//B/btS+Hk1naTCDzppJZsgpYy6z+cbJs37B+m958v5tzKWAKJpNZ2ljAPI6euI7KyRm7BkMkEpnw2Hjj94m3f6rnufHGGxUKhWL/du/eHXe/YI8x4QAWtWFXUMEeDmL40J7OPl3zaLM+/ePnddE9W/Tpf3te1z7arD2dfVYXzfHSzSwAe8h0ZmmvrUcb6Gy0s8BY0WNay4EebWxpj7uPle3L4WSWNhPIvKlkNlVW93X1T3cxAYxiVv84WbY37gpq9wdhzqWAKZhMZukPA+Zx9FLhc+fOlXTwiul58+bFHt+/f3/sKuy5c+fKMAx1dHSMuep6//79Ov3002P7vP/++xOe/8CBAxOu5h7N6/XK6/WmLGdX/2DS7d0ptsN9Et0/NdU3tdYuq+deNYch3cwCsAezMzv+WBzqS35SQXttLtpA56OdBT40+pi27BNVSfe1qn05nMymajNDfbSZwHSbSmZTjUf9vbNPc0sK6GMBJjGrf5wq2wNDI5I4lwImazKZpT8MmMfRV1xXV1dr7ty5evbZZ2OPGYah559/PjYpfcoppyg/P3/MPnv37tWOHTti+5x22mkKhUL6y1/+EtvnpZdeUigUiu1zOEoK8pNuL06xHe6S7Gqy9l6+qQUAmRDvWNw/OJL0d2ivzcW3lQG4yehjWkF+btJ9ndi++DzJvwPv8yavM4DMSDUedUSxV+299LEAp0mV7dF9D86lAHP4vPSHAbPYfuK6p6dHr776ql599VVJUmtrq1599VW1tbUpJydH1113nW6//XY9/vjj2rFjhy677DL5fD5dfPHFkiS/368rrrhC3/72t/WnP/1Jzc3N+upXv6qFCxfq7LPPliSdcMIJ+tznPqcrr7xSL774ol588UVdeeWVOvfcc3Xccccddh0CRR411QbibmuqDShQxDfeskWqq8mGRiJJf5+r/QDg8CU6Fm95u12NNeVxf4f22nysUAPATUYf0yKRSML2pbGmXEUFzlsIbcaMHC1OUKeGmnI1t3VyXz/ABgJFHi1OMB7VUFOu7e+FNJxiHAKA/RQV5CXtW0QiY3PNuRQw/bx5M5LmsCDP9lNvgG3ZPj1//etfVV9fr/r6eknS9ddfr/r6ev3whz+UJH33u9/Vddddp6uuukqnnnqq/v73v+sPf/iDiouLY8/x7//+77rwwgv1pS99SQ0NDfL5fHrqqaeUm/vht15++ctfauHChTrnnHN0zjnnqK6uTv/xH/8xLXXw+zxas7RuwuR1U21AdyytY6mWLJLqarKRFCeMTrwaAwDsJtGx+IFNrbqsoXrC4B7tdWawQg0ANxl9TMvNydFlDdVqGDew1VBTrssaqtU7MJTp4h22vBk5+sG5J8Wt0+UN1frR069zdRdgA36fR7eenzirt/12JxPXgAP1Dgwl7Vvk5uSMeZxzKWD6GUMjSXMYXbIfwOTZ/qvdZ5555oRviY2Wk5OjVatWadWqVQn3KSgo0Nq1a7V27dqE+8yaNUu/+MUvDqeoSVWUFmrtsnoFewx19w+quCBfgSIPg+BZJtXVZGFjWE21AW2IM6HC1X4AMD0SHYvDxrBWPNqsJ69u0IycHNrrDIuuUEMbCMANRh/TwoPD+s7//R8tb6zW8kODWN68GWre3akVjzbrka8tsrq4k1Y+06Pmtk7VV5XFrVPYGObqLsAmQn1G0qyGjWGriwhgkkJ9g1rxaHPCvsW/fvHk2L6cSwHm6B0YSprDX1zhvD4+YBe2n7h2E7/PnQPfobChYI+hrv5BlRTmKzDTnfWcDqmuJvMX5mvN0jqtXL9tzMA9V/sBwPRJdiwOG8OakZOjY2YXZbBEkD5coYY2EIAbjD6mefNmKGwMa91zLXH3deJVUH6fR/NKC7Tuofh1kpxZL8CNigs8CY8/B7czNAg4TUlBftK+ReWsQt3zjx9TmS9fVbN8nEsBJvAXepLm0F9IXxiYKnqnOCx7Ovsm3Ce0qTagNUvrVFFaaGHJ7Cmdq8n8Pg9X5wOAiaL3+ou3XPhivo1uKVaoAeAm0WNaZ3gwYbvTWFOugnzb38ErrrklBQnPbZxcL8Btko1DNNSU66/vdmimN48xHMBBkuW6saZcv3/t/dhkGuO0gDkYWwLMw5kkpiwUNiZMWksH79W8cv02hcLc02y8dO937vd5dMzsIn20qkzHzC5iwB4AptnVZ9XEvQ/R1WfVWFQiRNEGAnATv8+j+YGZWn3RQjUmuP/dqt+85shzJ7/Po9tdWC/AbRKNQ4y+Jz1jOICzJMp146E2+IFNrbHHGKcFzMPYEmAOrrjGlAV7jLjfKJKkv77boc7wIEuIx8HVZABgrWCPoeUPvRz3PkTLH3pZT13TyDEZU8LtUwAkYgyP6KNVZVreeLTycnNU5svX0HBEXX1DOm5eidp7DUceL9xaL8BtKkoL9c8XLlBn/6B6+odVVJCn/V39umH9NoWNYW3YFVSwh7wCTjJ+fLEgP1dPb98bu3/9aOlknHMZYHKCPYaueeQV3bG0TiuXHD+mfb3mkVf066+fRoaAKWLiGnGl01np6h+M+7s+T67uXlav7z+xXRtb2mOPszTNh9x6v3MgHTt37szYaw0MDMjr9WbktQKBgKqqqjLyWpLU1tamYDD+l4fMkOn6mSle+5WTkxP7/+4E7RuQDLdPAZBMqG9QD2xq1UeXleqnz7+t5rZOLW+sVn1lqeorS2UMjygUdt6k0eh6PbT5HZ1Y4Vd9ZakGhkZ0+jHlyp2Rk/pJAJhuT2efbnnqNR1/KKMdYUOlvnw9cNnHtfyhl2MTXwCcZfT4YnNbR9L72SfLuJnnMkyIw616Bga1ZmmdfvnSu7E+8Oj2tc+gXQWmiolrTJBuZ6WkID/u7y9vrNaDm1u1edSktfTh0jRrl9XTQQGyUF+oXVKOvvrVr2buRXNypEgkIy9VWOjT3/62MyOTu21tbTr++BPU1xc2/bWiMlk/s/kL83X3sno9uLl1zIl9Q0257l5Wr5LC+O0bkEiq26fQ9wFQUpAfO09qbuuM2w458csu0Xo98tK7unjR/Al1aqwp15ov1OnIWT4LSwlkt1DY0A+f3KGvJMjo/7n047r4Zy+qOMEYDwBnSDROG5Uo42aey/DlXrhZaaFH//tPuxL2gf/5woUWlg5wNiauMcZkOiuBIo+aagPaMG7f+srShN/wY/mpzOJbjbCTwXC3pIg+evENOqL6eNNfb+/2F7TjN/dl5PW69r6jlx64RcFgMCMTu8FgUH19YS1afrNK5h1l+utlun6HI53j3kxvXtwvWG1uaVeOpH/70kczV2C4QrLbp9D3ASBJRQV5WnLSXJ04r0QrP3eC7nhmpyu+6Bso8uj0ow/e1y9e27qppV03Pr5d6xxUJ8Btgj2Gjp9XkjCjOTlv6IHLPq5AERkFnCzROK10cLI4UcbNOpdJNcb8owsW6IOwwXglHMsYHlHdkaV6KEH7+v0nd9AHBqaIiWuMMZnOit/n0ZqldVq5flvcTlEiLD+VGXyrEXZVNLtKs6qOM/11uva+k9HXs0LJvKNcW7epSPe419M/NOGkImpTS7t6+oc0p8T04sJFEt0+JYq+D5DdxrdP9196qjYlaIec9mUXv88jT96MpF9e3rgrqH1d/Y6pE+A2Xf2DKTP6T2cco15jWH4WRwAcK9E4bVNtQHcsrUvYDpt1LpNqjLnlQI+uePivsTIyXgmnCRtD+vQJs3XXH3fF3b7RYf16wE6YuMYYk+2sVJQWau2y+tj9kIoL8jWSYllelp8yH0uWAsg2kznuMcmI6TbVZfkAuF+89mlgaCTp7zitHSrzebS/eyDpPu919GluSQHnIIAFSgrytTfUn3Sfzr5BxgoAF4g3ThsoSn41s1nnMqnOu0f3hxivhBOVFnrUcqAn6T5O69cDdjHD6gLAXqbSWfH7PDpmdpE+WlWmY2YXaXaxV021gbi/n2xpGkyfdK6cBwA3mcxxj0lGTLfosnzx0PcBslu89smbl/w03GntUKDIo9LC1GXmHASwRjoZ9ebNYKwAcInx47SpJoLNOpdJdd49vj/EMQhOYwwn/zKq5Lx+PWAXTFxjjOnorESXphn/PKmWpsH04WpCANlmMsc9Jhkx3ej7AEgkXvvUvLtTDTXlcfd3Yjvk93k0v9ynxTXx29aGmnI17+7kHASwSDSjjQmOO9GMSowVANnIrHOZZOfdo487o3EMgpP0DAwl7dcvdmC/HrALlgrHGFO9H8p4U1maBtOHqwkBZJvJHPemq60DRqPvAyCeeO3TA5tadfeyeknS5lH3unZyO/SRMp9uvfAkff+JHWPq1FBTrssbqrXi0WZd9NGPWFhCILt9pMynNV+o042Pbx+zCsTojEqMFQDZyoxzmUTn3eOPO6NxDIKTlBTkJ+zXN9SU60cXLHBkvx6wAyauMcF0dVb8PgZrrRL9VuOGOMvmOvEqDgBIZbLHPSYZYQb6PgDGi9c+hY1hrXi0WT8490StOu8k9Q4MuaIdmuXz6Ny6Ci1vqNbA0Ii8eTPUvLtTKx5t1qnzyzgHASx25Cyf/vWLJ+ut/T3q7Bsck9GwMcxYAZDlzDiXGX/ePdObp7++2xE77ozGMQhOEyjy6NT5ZVrxaLOWN1aP6QPv7x5QmY8vYgBTxcQ14mLg1dm4mhBAtpnKcY+2DgBgtkTt06nzy3TmsUdoXmmhhaWbXn6fR2ccewTnIICNzSkp0PBIhJwCyJjx590zvXn6r/llHIPgeKP7+euea4k9zucZOHxMXAMuxdWEALINxz0AgB1lU/uUTXUFnIqcArASxyC4CZ9nwBxMXAMuxtWEALINxz0AgB1lU/uUTXUFnIqcArASxyC4CZ9nYPrNsLoAAAAAAAAAAAAAAIDsxhXX49xzzz36l3/5F+3du1cnnXSS7rrrLi1evNjqYgGuEQobCvYY6uofVElhvgIz+VYaAID2IVvxdwcAOAntFuAsZBZwFjILOItZmWXiepRf//rXuu6663TPPfeooaFBP/3pT7VkyRK9/vrrqqqqsrp4gOPt6ezTDeu3aeOuYOyxptqA1iytU0VpoYUlAwBYifYhO/F3BwA4Ce0W4CxkFnAWMgs4i5mZZanwUX784x/riiuu0Ne+9jWdcMIJuuuuu1RZWal7773X6qIBjhcKGxMOZJK0YVdQK9dvUyhsWFQyAICVaB+yE393AICT0G4BzkJmAWchs4CzmJ1Zrrg+xDAMbd26VStXrhzz+DnnnKMtW7bE/Z2BgQENDAzEfu7q6jK1jICTBXuMCQeyqA27ggr2GKYv/UJmAWchs9nBDu0DpsdkMsvfHbAe7SyQPju0W2QWSJ8dMiuRWyBdZBZwFrMzyxXXhwSDQQ0PD2vOnDljHp8zZ4727dsX93dWr14tv98f+1dZWZmJogKO1NU/mHR7d4rt04HMAs5CZrODHdoHTI/JZJa/O2A92lkgfXZot8gskD47ZFYit0C6yCzgLGZnlonrcXJycsb8HIlEJjwWdeONNyoUCsX+7d69OxNFBByppCA/6fbiFNunA5kFnIXMZgc7tA+YHpPJLH93wHq0s0D67NBukVkgfXbIrERugXSRWcBZzM4sS4UfEggElJubO+Hq6v3790+4CjvK6/XK6/VmoniA4wWKPGqqDWhDnCUkmmoDChSZv9wLmQWchcxmBzu0D5gek8ksf3fAerSzQPrs0G6RWSB9dsisRG6BdJFZwFnMzixXXB/i8Xh0yimn6Nlnnx3z+LPPPqvTTz/dolIB7uH3ebRmaZ2aagNjHm+qDeiOpXXcxxIAshTtQ3bi7w4AcBLaLcBZyCzgLGQWcBazM8sV16Ncf/31uuSSS3TqqafqtNNO03333ae2tjZ985vftLpogCtUlBZq7bJ6BXsMdfcPqrggX4EiD50PAMhytA/Zib87AMBJaLcAZyGzgLOQWcBZzMwsE9ejfPnLX1Z7e7tuvfVW7d27VwsWLNDvfvc7zZ8/3+qiAa7h99HhAABMRPuQnfi7AwCchHYLcBYyCzgLmQWcxazMMnE9zlVXXaWrrrrK6mIAAAAAAAAAAAAAQNbgHtcAAAAAAAAAAAAAAEsxcQ0AAAAAAAAAAAAAsBQT1wAAAAAAAAAAAAAAS3GP62kUiUQkSV1dXRaXBHCP4uJi5eTkmPLc6Wa2p6dHkhR6722NDA2bUpbYa+3/+8Ey7XtHXq/X1NfK9Ou5uW7d+96VJL3yyiuxz4uZ3nzzTUmZ+UxKH9avp6cnZV7skFkA6SOzgPOYlVsyC5iDzALOQv8YcBYyCzhLOpnNiUTTh8P23nvvqbKy0upiAK4SCoVUUlJiynOTWWD6kVnAWcgs4Dxm5ZbMAuYgs4Cz0D8GnIXMAs6STmaZuJ5GIyMj2rNnjynf8unq6lJlZaV2795t2oF4ujmxzJIzy+3EMkvpldvMb82lm1mnvr/JUCdncGKd7JDZeJz4XjqtzJTXXGaV166ZTRd/R/M5rcxOK680+TKblal0MuvE93eyqKM72KmOVmZWstd7YYVsr7/EeyBN7j2wqn/sxL8TZc4MypycHc5pnfg3SsRNdZGojx2lk1mWCp9GM2bM0JFHHmnqa5SUlDjuA+nEMkvOLLcTyyxZV+7JZtap728y1MkZ3FinqZiOdtaJ76XTykx5zeWk8maibxzlpPdFcl55JeeV2Wnllawv82Qya3VZM4E6uoOb68j57ORke/0l3gPJ+vcgndxaXcapoMyZQZkzL5vbWjfVRaI+TjPD6gIAAAAAAAAAAAAAALIbE9cAAAAAAAAAAAAAAEsxce0QXq9XN998s7xer9VFSZsTyyw5s9xOLLPknHI7pZyTQZ2cwY11sooT30unlZnymstp5c0Up70vTiuv5LwyO628krPK7KSyThV1dIdsqGO6sv29yPb6S7wHkjPeAyeUcTzKnBmU2f7cVF831UWiPk6VE4lEIlYXAgAAAAAAAAAAAACQvbjiGgAAAAAAAAAAAABgKSauAQAAAAAAAAAAAACWYuIaAAAAAAAAAAAAAGApJq4BAAAAAAAAAAAAAJZi4noaRSIRdXV1KRKJWF0UAGkgs4CzkFnAWcgs4CxkFnAWMgs4D7kFnIXMAtZg4noadXd3y+/3q7u72+qiAEgDmQWchcwCzkJmAWchs4CzkFnAecgt4CxkFrAGE9cAAAAAAAAAAAAAAEsxcQ0AAAAAAAAAAAAAsBQT1wAAAAAAAAAAAAAASzFxDQAAAAAAAAAAAACwFBPXAAAAAAAAAAAAAABL5VldAGSPUNhQsMdQV/+gSgrzFZjpkd/nsbpYAIAkOHYDADB9nN6uOr38QLYhs4DzkFvAWcgsMP2YuEZG7Ons0w3rt2njrmDssabagNYsrVNFaaGFJQMAJMKxGwCA6eP0dtXp5QeyDZkFnIfcAs5CZgFzsFQ4TBcKGxMO4JK0YVdQK9dvUyhsWFQyAEAiHLsBAJg+Tm9XnV5+INuQWcB5yC3gLGQWMA9XXLuMHZemCPYYEw7gURt2BRXsMSwvIwBks3htB8duAACmj9PbVaeXH8g2ZBZwHnILOAuZBczDxLWL2HVpiq7+waTbu1NsBwCYJ1HbseLTtUl/j2M3AADpc/o5kdPLD2QbMgs4T0eKqzPJLWAvtLWAeVgq3CXsvDRFSUF+0u3FKbYDAMyRrO0whkaS/i7HbgAA0lfkTf6d8ZkptlvN6eUHsg2ZBZwlFDY4BwcchrYWMA8T1y6RztIUVgkUedRUG4i7rak2oEARS2YAgBWStR1b3m7XYo7dAABMC0/uDDXUlMfd1lBTLk+uvU/NnV5+INuQWcBZgj2GtrzdnjC3izkHB2yHthYwD+lxCTsvTeH3ebRmad2Eyeum2oDuWFrHvR4AwCLJ2o4HNrVq1fkncewGAGAadPYZuryhesLgVkNNuS5vqFaoz7ovGqfD6eUHsg2ZBZylq39QD2xqTZjbW84/iXNwwGZoawHzsF6BS9h9Oe6K0kKtXVavYI+h7v5BFRfkK1DkodMFABZK1naEjWHlSBy7AQCYBkXefC372Uta3lit5Q3VGhgakTdvhpp3d2rFo8166ppGq4uYlNPLD2QbMgs4S0lBvsLGsFY82hw3twDsh7YWMA8T1y4RXY57Q5wlX+2ypKvfx2QHANhJqrajfKaHYzcAANMgUOTRqfPLtO65lgnb7HK+lozTyw9kGzILOMvoc/PxuW2qDejKxmqLSgYgEdpawDwsFe4SLMcNAJgs2g4AADLD6W2u08sPZBsyCzgLmQWch9wC5smJRCIRqwthttWrV+uxxx7T3/72NxUWFur000/XHXfcoeOOOy62TyQS0S233KL77rtPHR0dWrRokX7yk5/opJNOSvt1urq65Pf7FQqFVFJSYkZVUgqFDZZ0BdJkh8wCduCUtoPMAs5CZoGJ7NzmppNZO5cfyDZkFnCeVLkls4C90NYC1siKpcKff/55XX311fr4xz+uoaEh3XTTTTrnnHP0+uuva+bMmZKkO++8Uz/+8Y/10EMP6dhjj9Vtt92mz3zmM3rjjTdUXFxscQ3Sx5KuAIDJou0AACAznN7mOr38QLYhs4CzkFnAecgtMP2yYuL6mWeeGfPzgw8+qNmzZ2vr1q1qampSJBLRXXfdpZtuuklf+MIXJEkPP/yw5syZo0ceeUTf+MY3rCg2AAAAAAAAAAAAAGSFrJi4Hi8UCkmSZs2aJUlqbW3Vvn37dM4558T28Xq9OuOMM7Rly5aEE9cDAwMaGBiI/dzV1WViqQEcLjILOAuZBZyFzALOQmYBZyGzgPOQW8BZyCxgDzOsLkCmRSIRXX/99WpsbNSCBQskSfv27ZMkzZkzZ8y+c+bMiW2LZ/Xq1fL7/bF/lZWV5hUcwGEjs4CzkFnAWcgs4CxkFnAWMgs4D7kFnIXMAvaQE4lEIlYXIpOuvvpq/fa3v9WmTZt05JFHSpK2bNmihoYG7dmzR/PmzYvte+WVV2r37t0TlhqPivcNnMrKSoVCIZWUlJhbEQCTRmYBZyGzgLOQWcBZyCzgLGQWcB5yCzgLmQXsIauWCr/22mv1m9/8Rhs2bIhNWkvS3LlzJR288nr0xPX+/fsnXIU9mtfrldfrNa/AAKYVmQWchcwCzkJmAWchs4CzkFnAecgt4CxkFrCHrFgqPBKJ6JprrtFjjz2m5557TtXV1WO2V1dXa+7cuXr22WdjjxmGoeeff16nn356posLAAAAAAAAAAAAAFklK664vvrqq/XII4/oySefVHFxcey+1X6/X4WFhcrJydF1112n22+/XbW1taqtrdXtt98un8+niy++2OLSAwAAAAAAAAAAAIC7ZcXE9b333itJOvPMM8c8/uCDD+qyyy6TJH33u99VX1+frrrqKnV0dGjRokX6wx/+oOLi4gyXFgAAAAAAAAAAAACyS1ZMXEcikZT75OTkaNWqVVq1apX5BQIAAAAAAAAAAAAAxGTFPa4BAAAAAAAAAAAAAPbFxDUAAAAAAAAAAAAAwFJMXAMAAAAAAAAAAAAALMXENQAAAAAAAAAAAADAUkxcAwAAAAAAAAAAAAAsxcQ1AAAAAAAAAAAAAMBSTFwDAAAAAAAAAAAAACzFxDUAAAAAAAAAAAAAwFJMXAMAAAAAAAAAAAAALMXENQAAAAAAAAAAAADAUkxcAwAAAAAAAAAAAAAsxcQ1AAAAAAAAAAAAAMBSTFwDAAAAAAAAAAAAACyVZ3UB4F6hsKFgj6Gu/kGVFOYrMNMjv89jdbEA0/HZBwAAQCJu7Su6tV6AW5BRAMlwjACmhuwA04+Ja5hiT2efbli/TRt3BWOPNdUGtGZpnSpKCy0sGWAuPvsAAABIxK19RbfWC3ALMgogGY4RwNSQHcAcLBWOaRcKGxMO2JK0YVdQK9dvUyhsWFQywFx89gEAAJCIW/uKbq0X4BZkFEAyHCOAqSE7gHmYuMa0C/YYEw7YURt2BRXs4aANd+KzDwAAgETc2ld0a70AtyCjAJLhGAFMDdkBzMPENaZdV/9g0u3dKbYDTsVnHwAAAIm4ta/o1noBbkFGASTDMQKYGrIDmIeJa0y7koL8pNuLU2wHnIrPPgAAABJxa1/RrfUC3IKMAkiGYwQwNWQHMA8T15h2gSKPmmoDcbc11QYUKPJkuERAZvDZBwAAQCJu7Su6tV6AW5BRAMlwjACmhuwA5mHiGtPO7/NozdK6CQfuptqA7lhaJ7+Pgzbcic8+AAAAEnFrX9Gt9QLcgowCSIZjBDA1ZAcwT04kEolYXQi36Orqkt/vVygUUklJidXFsVwobCjYY6i7f1DFBfkKFHk4YMNWzMosn33AHLSzgLOQWSA+u/YVDzezdq0X4FaTzSwZBaxn5/4xxwhgonQyS3aA6ZdndQHgXn4fB2lkJz77AAAASMStfUW31gtwCzIKIBmOEcDUkB1g+rFUOAAAAAAAAAAAAADAUkxcAwAAAAAAAAAAAAAsxcQ1AAAAAAAAAAAAAMBSTFwDAAAAAAAAAAAAACzFxDUAAAAAAAAAAAAAwFJMXAMAAAAAAAAAAAAALMXENQAAAAAAAAAAAADAUkxcAwAAAAAAAAAAAAAsxcQ1AAAAAAAAAAAAAMBSTFwDAAAAAAAAAAAAACzFxDUAAAAAAAAAAAAAwFJMXAMAAAAAAAAAAAAALMXENQAAAAAAAAAAAADAUlkzcb1hwwadd955qqioUE5Ojp544okx2y+77DLl5OSM+ffJT37SmsICAAAAAAAAAAAAQBbJmonr3t5enXzyyVq3bl3CfT73uc9p7969sX+/+93vMlhCAAAAAAAAAAAAAMhOeVYXIFOWLFmiJUuWJN3H6/Vq7ty5GSoRAAAAAAAAAAAAAEDKoiuu0/HnP/9Zs2fP1rHHHqsrr7xS+/fvt7pIAAAAAAAAAAAAAOB6WXPFdSpLlizRF7/4Rc2fP1+tra36wQ9+oE996lPaunWrvF5v3N8ZGBjQwMBA7Oeurq5MFRfAFJBZwFnILOAsZBZwFjILOAuZBZyH3ALOQmYBe+CK60O+/OUv6/Of/7wWLFig8847T//1X/+lN998U7/97W8T/s7q1avl9/tj/yorKzNYYgCTRWYBZyGzgLOQWcBZyCzgLGQWcB5yCzgLmQXsIScSiUSsLkSm5eTk6PHHH9eFF16YdL/a2lp97Wtf0w033BB3e7xv4FRWVioUCqmkpGQ6iwxgGpBZwFnILOAsZBZwFjILOAuZBZyH3ALOQmYBe2Cp8ATa29u1e/duzZs3L+E+Xq834TLiAOyHzALOQmYBZyGzgLOQWcBZyCzgPOQWcBYyC9hD1kxc9/T0qKWlJfZza2urXn31Vc2aNUuzZs3SqlWrtHTpUs2bN0/vvPOOvve97ykQCOiiiy6ysNQAAAAAAAAAAAAA4H5ZM3H917/+VWeddVbs5+uvv16SdOmll+ree+/V9u3b9fOf/1ydnZ2aN2+ezjrrLP36179WcXGxVUUGAAAAAAAAAAAAgKyQNRPXZ555ppLdzvv3v/99BksDAAAAAAAAAAAAAIiaYXUBAAAAAAAAAAAAAADZjYlrAAAAAAAAAAAAAIClmLgGAAAAAAAAAAAAAFiKiWsAAAAAAAAAAAAAgKWYuAYAAAAAAAAAAAAAWIqJawAAAAAAAAAAAACApZi4BgAAAAAAAAAAAABYiolrAAAAAAAAAAAAAIClmLgGAAAAAAAAAAAAAFiKiWsAAAAAAAAAAAAAgKWYuAYAAAAAAAAAAAAAWCrP6gJgeoTChoI9hrr6B1VSmK/ATI/8Po/VxQKAMThWAQCAbOWWfpBb6gFkCzILOBPZBZyBrALTj4lrF9jT2acb1m/Txl3B2GNNtQGtWVqnitJCC0sGAB/iWAUAALKVW/pBbqkHkC3ILOBMZBdwBrIKmIOlwh0uFDYmHBwlacOuoFau36ZQ2LCoZADwIY5VAAAgW7mlH+SWegDZgswCzkR2AWcgq4B5mLh2uGCPMeHgGLVhV1DBHg6QAKzHsQoAAGQrt/SD3FIPIFuQWcCZyC7gDGQVMA8T1w7X1T+YdHt3iu0AkAkcqwAAQLZySz/ILfUAsgWZBZyJ7ALOQFYB83CPa4crKchPur04xXbYUyhsKNhjqKt/UCWF+QrM9Mjv81hdLEyjbPsbc6xCtmlra1MwGP+bt5kQCARUVVVl2esDAA4KhQ0V5ucm3ccp/aBU/bkCT65CYcPVfVrASVJldqaXIUHAjg5n/CTbxpoAKzHWCZiHXqrDBYo8aqoNaEOcZSmaagMKFNE5cZo9nX0T7o/RVBvQmqV1qigttLBkmC7Z+DfmWIVs0tbWpuOPP0F9fWHLylBY6NPf/raTyWsAsFC0z3dyZakaasq1uaV9wj5O6gcl68811JTr6W17tW13p6v7tICTpMrsX9/t0ExvHnkFbGaq4yfZONYEWClQ5NHi2kDc5cIXO6iPD9gRE9cO5/d5tGZpnVau3zamQ9NUG9AdS+v4Vp3DhMLGhE6mdPC+GCvXb9PaZfX8TR0uW//GHKuQTYLBoPr6wlq0/GaVzDsq46/ftfcdvfTALQoGg0xcA4BFRvf5tr7bobuX1UvSmMlrp/WDEvXnGmrKdXlDtVY82qywMezqPi3gJOlk9r/ml5FXwGamMn6SrWNNgNWuPqtGI5HImD5+Q025rj6rxsJSAc7HxLULVJQWau2yegV7DHX3D6q4IF+BIpaCcaJgjxH3W1rSwc5msMf5S+85bdmi6S5vNvyNE+FYhWxTMu8ozao6zupiALbmtH4BkK7Rfb6wMawVjzZreWO1ljdUa2BoREcHZmqev8Bxn/dof25vqF9vB3vlzZuh5t2dsUlryf19WmQ3p7VbFaWF+tEFC9RyoEcDQyMTMkte4XZOy2zUZMdPsnmsCe7ipMwGewwtf+jlMX38aDu7/KGX9dQ1jbYtOzBdzMosE9cu4ffZ9yCO9HX1Dybd3p1iu905bdkiM8rr9r9xKhyrAABRTusXAJMxvs8XNoa17rmW2M9PXHW6Y/tEfp9Hbwd7ddUvX0m4j9v7tMhOTm23PggbuuLhvybcTl7hVk7NbNRkxk+yfawJ7uC0zHb1D07o449G7uB2ZmZ2xuEWDsD0KSnIT7q9OMV2O0u1bFEobFhUsvjMKq+b/8YAAKTLaf0CYLLc3udze/2A8ZzcbpFXZCMnZ3YqyDmczomZJXfIZmZnlolrwEYCRR411QbibmuqDShQ5MyrMqT0li2yE7PK6+a/MQAA6XJavwCYLLf3+dxeP2A8J7db5BXZyMmZnQpyDqdzYmbJHbKZ2Zll4hqwEb/PozVL6yY0ek21Ad2xtM6xywlKzlu2yKzyuvlvDABAupzWLwAmy+19PrfXDxjPye0WeUU2cnJmp4Kcw+mcmFlyh2xmdma5xzVgMxWlhVq7rF7BHkPd/YMqLshXoMj59wV22vIpZpbXrX9jAADS5bR+ATAVbu/zub1+wGhOb7fIK7KN0zM7FeQcTubUzJI7ZCuzM8vENWBDfp/7Grjo8ikb4iwhYcflU8wurxv/xgAApMtp/QJgqtze53N7/YAoN7Rb5BXZxA2ZnQpyDqdycmbJHbKR2ZllqXAAGeG05VOcVl4AAJyEdhYA4CS0W4CzkFnAWcgs4CxmZ5YrrgFkjNOWT3FaeQEAcBLaWQCAk9BuAc5CZgFnIbOAs5iZWSauARsJhQ0Fewx19Q+qpDBfgZnua5ydtnyK08qL+LIhWwDgRLSzyEZO7pc4uezAdHBau0Vmke2cltkosots5cTMkldkM7Myy8Q1YBN7Ovt0w/pt2jjqvgBNtQGtWVqnitJCC0sGOBvZAgAAduHkfomTyw5kIzILOBPZBZyDvALm4B7XgA2EwsaERk6SNuwKauX6bQqFDYtKBjgb2QIAAHbh5H6Jk8sOZCMyCzgT2QWcg7wC5mHiGsiAUNjQW/t71NzWobcO9ExouII9xoRGLmrDrqCCPTR0wGREM/f3zj6yBQAAbMHJfX4nlx3IRmQWcKZU2d3fPZDhEgFIhLYWMA9LhQMmS2fJkK7+waTP0Z1iO4APjc7cPf/4saT7ki0AAJApHSmuurBzv4TzFcBZyCzgTKmy2/ZBWDO9eSxBDNgAbS1gHq64BkyU7pIhJQX5SZ+nOMV2AAeNz5w3L3kzR7YAAEAmhMKGjKGRpPvYuV9S5E3+nfeZKbYDyCwyCzhTqvFBSSxBDNgEbS1gHiauAROlu2RIoMijptpA3P2aagMKFHlMKyPgJuMz17y7Uw015XH3JVsAACBTgj2GtrzdnrBfstjm/RJP7oyEZW+oKZcnl6EFwE7ILOBMycYHG2rK1by7kyWIAZugrQXMY9v0DA4O6qyzztKbb75pdVGAKUt3yRC/z6M1S+smdE6bagO6Y2md/D77DmIBdjI+cw9satXlDdUTOpJkCwAAZFJX/2DCfklDTbluOf8kW/dLOvuMhGW/vKFaoT4G0AE7IbOAM0XHBxePGx+MZveBTa2SWIIYsAPaWsA8tl2vID8/Xzt27FBOTo7VRQGmbDJLgFeUFmrtsnoFewx19w+quCBfgSKPrQewALsZn7mwMawVjzZreWO1ljdUy1+YrzKfh2wBAICMKinIn9AvGRgakTdvhpp3d1pdvJSKvPla9rOX4pZ9xaPNeuqaRquLCGAUMgs4V0VpoW67YIFaDvRMyG7YGJZk79uLANmCthYwj20nriXpf/2v/6X7779fa9asOezn2rBhg/7lX/5FW7du1d69e/X444/rwgsvjG2PRCK65ZZbdN9996mjo0OLFi3ST37yE5100kmH/drIXtElfjbEWS483jLFfh+TacDhiJe5sDGsdc+1qKk2oLXL6skYAADIuNF9lHXPtYzZ1lQb0JWN1RaVLD2BIo9OnV82oewSt18B7IjMAs5W6svXw1veSXs8EUDm0dYC5rHtUuGSZBiG7r33Xp1yyin6xje+oeuvv37Mv8no7e3VySefrHXr1sXdfuedd+rHP/6x1q1bp5dffllz587VZz7zGXV3d09HVZClWAIcyCwyBwAA7MjpfRSnlx/INmQWcDYyDNgfOQXMY7srrrdt26YFCxZoxowZ2rFjhz72sY9J0oR7XU92CfElS5ZoyZIlcbdFIhHddddduummm/SFL3xBkvTwww9rzpw5euSRR/SNb3xjCjUBDmIJcCCzyBwAALAjp/dRnF5+INuQWcDZyDBgf+QUMIftJq7r6+u1d+9ezZ49W++++65efvlllZeXp/7Fw9Da2qp9+/bpnHPOiT3m9Xp1xhlnaMuWLQknrgcGBjQwMBD7uaury9RywrlYAtweyGz2IHPuQGYBZyGzQGp26qNMJbN2Kj+Qbcgs4DyH2z8mw0Bm0dYC9mC7pcJLS0vV2toqSXrnnXc0MjJi+mvu27dPkjRnzpwxj8+ZMye2LZ7Vq1fL7/fH/lVWVppaTgCHh8wCzkJmAWchs4CzkFnAWcgs4DzkFnAWMgvYQ04kEolYXYjRvv71r+vnP/+55s2bp7a2Nh155JHKzc2Nu+/bb789pdfIycnR448/rgsvvFCStGXLFjU0NGjPnj2aN29ebL8rr7xSu3fv1jPPPBP3eeJ9A6eyslKhUEglJSVTKhsA85BZwFmcmtlXXnlFp5xyij5z04OaVXVcxl//g7Y39Ow/X66tW7fGbrkCZIJTMwtkKzILOAuZBZyH3ALOQmYBe7DdUuH33XefvvCFL6ilpUUrVqzQlVdeqeLiYlNfc+7cuZIOXnk9euJ6//79E67CHs3r9crr9ZpaNgDTh8wCznI4mW1ra1MwGJzmEqVn586dlrwuYDXaWcBZyCzgLGQWcB5yCzgLmQXswXYT15L0uc99TpK0detWfetb3zJ94rq6ulpz587Vs88+q/r6ekmSYRh6/vnndccdd5j62gAAYHq1tbXp+ONPUF9f2NJyDA4Ylr4+AAAAAAAAADiJLSeuox588MFpe66enh61tLTEfm5tbdWrr76qWbNmqaqqStddd51uv/121dbWqra2Vrfffrt8Pp8uvvjiaSsDAAAwXzAYVF9fWIuW36ySeUdl/PX3bn9BO35zn4aGhjL+2gAAAAAAAADgVLaeuJ5Of/3rX3XWWWfFfr7++uslSZdeeqkeeughffe731VfX5+uuuoqdXR0aNGiRfrDH/5g+tXeAADAHCXzjrLkHtNde9/J+GsCAAAAAAAAgNNlzcT1mWeeqUgkknB7Tk6OVq1apVWrVmWuUAAAAAAAAAAAAAAAzbC6AAAAAAAAAAAAAACA7MbENQAAAAAAAAAAAADAUkxcAwAAAAAAAAAAAAAsxcQ1AAAAAAAAAAAAAMBSTFwDAAAAAAAAAAAAACzFxDUAAAAAAAAAAAAAwFJMXAMAAAAAAAAAAAAALMXENQAAAAAAAAAAAADAUkxcAwAAAAAAAAAAAAAsxcQ1AAAAAAAAAAAAAMBSTFwDAAAAAAAAAAAAACzFxDUAAAAAAAAAAAAAwFJ5VhcAcIpQ2FCwx1BX/6BKCvMVmOmR3+exuliAo5AjAACQrdzSD3JLPYBsQF4B5yPHgL2RUWD6MXENpGFPZ59uWL9NG3cFY4811Qa0ZmmdKkoLLSwZ4BzkCAAAZCu39IPcUg8gG5BXwPnIMWBvZBQwB0uFAymEwsaEBkiSNuwKauX6bQqFDYtKBjgHOQIAANnKLf0gt9QDyAbkFXA+cgzYGxkFzMPENZBCsMeY0ABFbdgVVLCHRghIhRwBAIBs5ZZ+kFvqAWQD8go4HzkG7I2MAuZh4hpIoat/MOn27hTbAZAjAACQvdzSD3JLPYBsQF4B5yPHgL2RUcA8TFwDKZQU5CfdXpxiOwByBAAAspdb+kFuqQeQDcgr4HzkGLA3MgqYh4lrIIVAkUdNtYG425pqAwoUeTJcIsB5yBEAAMhWbukHuaUeQDYgr4DzkWPA3sgoYJ48qwsAOMFNnz9Bl3b0KScnR6+0deiBTa06dX6Z7lhaJ7+PRggIhQ0Fewx19Q+qpDBfgZmeMdnw+zxas7ROK9dv04ZR939pqg2QIwAA4GrRftDNT+7QcfNKVF9ZqoGhEZX58lU1y+eYfpDf59EdS+v05zcPaHaxVwNDIyrIz9X7Xf0669gjHFMPIBu45bgDZDPaXcDeyChgHiaukVCqiahssKezTzes36aNoybaFtcG9LsVi1Xmy8+69wPWs2Mu4+WkqTagNUvrVFFaGHusorRQa5fVK9hjqLt/UMUF+QoUWV9+AAAAs1WUFurm807SjY9t07rnWmKPL64NaPVFC3XkLJ+FpUtfRNLvtu3Vxpax50eLa+JfbQLAOm457gDZLF6723So3X37QI9CffYZGwKyUaK+8RnHHmFdoQAXYOIacaU7EeVmobAx4T2QpI27gvrhkzu0dln9hP3tNqEId7FjLkNhQ8+/eUCXnX6Uln2iSgX5ubFVCVau36a1y+onXHlNLgAAQLYJhQ2teuo1nVxVpssaqmNXZLzS1qGbf7NDt16wQB8ps/ckUihs6IdP7tDJVaW6rOEoR9YByCZuOO4A2Sw23tJwlJYtGjfe8tg2fbSqLPalFKvHhoBsFAob+uET8fvGP3xyh/7tiyczBgpMERPXmCDRhO2GXcG4E1FuFewxJrwHURt2BRXsMWLvgx0nFOEuds1lR3hQT2/bo80t7bHHGmrKdfeyeq14tHlMTgAAALJVe6+hr3yiSg9ubh1z5WNDTbkub6jW7g/CKvLm2brf5IY6ANmEzALOlmq85fKG6tjjVo8NAdnoQM+AvrIocTt7oGeAPAJTNMPqAsB+0pmwzQZd/YNJt3cf2p5qQjEUzo73C+ayYy5DYUM/eGL7mJMoSdrc0q4HN7dqeWN1LCcAAADZbGgkogc3tybsN3nzc21/nuWGOgDZhMwCzpXOeMvA0MiYbdk0ZgvYQap2dngkYlHJAOdj4hoTpDth63YlBflJtxcf2m7HCUW4jx1zGewxtHFc5yxqc0u76itLYzkBAADIZiMjkQmDWlGbW9qVl5tj+/MsN9QByCZkFnCudMZbvHkTh/XJNJA5kYiStrPMWwNTx8Q1Jkh3wtbtAkUeNdUG4m5rqg0oUHRwqQ87TijCfeyYy1SffUmxnAAAAGSzsDGUdHtHeND251luqAOQTcgs4FzpjLc07+6c8BiZBjKndyB5O5tqO4DEmLjGBOlO2Lqd3+fRmqV1E96LptqA7lhaF7tHhR0nFOE+dsxlqs/+kWWF3MsFAABAkr8weZ8of0aO7c+z3FAHIJuQWcC5Uo23zC7x6oFNrWMey6YxW8AO/IXJc5pqO4DEmLjGBOlO2GaDitJCrV1Wrz9df4aeuOp0/en6M7R2Wb3mlRbG9rHjhCLcx465TPXZn1tSkOESAQAA2FOyflNjTbmqZvlsf57lhjoA2YTMAs6VLL+LawP6295uhY3h2GPZOGYLWG12sVeLk+R0drE3wyUC3CPP6gLAnqITtsEeQ939B5ePChR5srID5Pclr3d0QnHl+m3aMOpe13QaMd3slks++wAAAOlJ1G9aXBvQ6osW6iNlPgtLlx431AHIJmQWcK5U4y0+T64+dv0ZthgbArKV3+fRHYyLAqZg4hoJpZqwxYfsNqEI97JbLvnsAwAApMcN/SY31AHIJmQWcK5U+SXHgPVoZwFzMHENTBO7TSgCmcJnHwAAID1u6De5oQ5ANiGzgHORX8D+yCkw/bjHNQAAAAAAAAAAAADAUkxcAwAAAAAAAAAAAAAsxcQ1AAAAAAAAAAAAAMBSTFwDAAAAAAAAAAAAACyVZ3UBgEwIhQ0Fewx19Q+qpDBfgZke+X0eq4sFTBmfaQB21tbWpmAwaNnrBwIBVVVVWfb6AJCK0/tyTi8/kG3ILOBsZBiwL/IJTD8mrg9ZtWqVbrnlljGPzZkzR/v27bOoREhHOg3Dns4+3bB+mzbu+nAAvak2oDVL61RRWpjpIgOHbTo/03SuAEy3trY2HX/8CerrC1tWhsJCn/72t51MXgOwpb93hPVue1idfYMqyM/Vn/62X2/s7dItFyxwxPmJ08sPZBsyCzjb3s4+/fnNA5pd7NXA0Ig6woP6S+sHOvPYIzSPDAOWIp+AOZi4HuWkk07SH//4x9jPubm5FpYGqaQzeRcKGxP2kaQNu4JauX6b1i6rZ5IOjjKdn2m+1AHADMFgUH19YS1afrNK5h2V8dfv2vuOXnrgFgWDQSauAdjOex+EdcNj27S5pT32WENNuS5vqNbNT+7Qv37xZFufnzi9/EC2IbOAs4XCht79IKynt+2ZkOPqwEz5PLlkGLAI+QTMw8T1KHl5eZo7d67VxUAa0p28C/YYE/YZvW+wx6ABgaNM12eaL3UAMFvJvKM0q+o4q4sBALYRChu6cdwEkqTYz/VVZbY+P3F6+YFsQ2YB5+sMD2rtc7sS5vj2CxeSYcAi5BMwDxPXo+zatUsVFRXyer1atGiRbr/9dh199NEJ9x8YGNDAwEDs566urkwU0zasXGI43cm7rv7BpM/TnWI73MUNme3qH5TPk6vljdWqryzVwNCICvJz9Upbhx7Y1Jr2Z5ovdcAJ3JBZIJuQWSC5YI+hjeMGtqI2t7RreUN1Rs9PJpvZVOW/ovFozq8AE013ZjN9zAGy0eH2j3uNoQmTYlGbW9oVHhxWKMz4DTBdJpPZVPnsNYamvXxAtphhdQHsYtGiRfr5z3+u3//+9/rZz36mffv26fTTT1d7e/yDjyStXr1afr8/9q+ysjKDJbbWns4+XfNosz794+d10T1b9Ol/e17XPtqsPZ19GXn9dCekSwryk+5XnGI73MUNmfUX5uvuZfVqbuvQFQ//VVf98hUtf+hlNbd16O5l9SopTO8zzZc64ARuyCyQTcgskFyq/pcxPJLR85PJZjZV+X2e3LT7ogAmb7ozm+ljDpCNDrd/3GsMJ93eGuzN6Hgs4HaTyWyqfIZTbAeQGBPXhyxZskRLly7VwoULdfbZZ+u3v/2tJOnhhx9O+Ds33nijQqFQ7N/u3bszVVxLpVpiOBQ2TC9DuhPSgSKPmmoDcfdpqg0oUORRKGzorf09am7r0FsHejJSfljDDZmd6c3Tg5tb4y5D89DmVs30preQRqoMFXhyyQIs54bMAtmEzAKJhcKGCj25SfeZ5y9UoChzV0xNNrOp+o/DI5G0+6IAJm+ymS1KkcdMH3OAbHS4/ePSFF8I8+bNyOh4LOB2k8msP0XfOFXfGUBinFUmMHPmTC1cuFC7du1KuI/X65XX681gqezBDksMRyekN8QpR3RCWpL8Po/WLK3TyvXbxuzbVBvQnUvr1GsMT5iEb6oNaM3SOlWUFppaB2SeGzLb0594GZpNLe3q6R/SnJLUz5MsQw015Xp6215t291JFmApN2QWyCZkFohvT2efbli/Tf/vZ49TQ0153L5cQ025/AV5GV3qc7KZDRR5tLg2EPdcsKGmXC+83a65JQVp9UUBTN5kM+vJnWGrYw6QjQ63fzy72Ju07W3e3SmJW74B02UymfXmJW9nvXlcMwpMFelJYGBgQDt37tS8efOsLort2GGJ4eiE9PirqZtqA7pjad2YjlpFaaHWLqvXn64/Q09cdbr+dP0ZWrusXoWeXMuvHAcma7rylyhDDTXluryhWg9saiULAAAAh2n0alV7Q/26vKFaDTXlY/aJ9r+ccKuWH3z+xITlf2BTqyPqAGSLjvBA0mNOqI+8Ak5w9Vk1SdveKNpgILNStbMdjKcCU8YV14d85zvf0Xnnnaeqqirt379ft912m7q6unTppZdaXTTbsct9o6MT0sEeQ939gyouyFegyBP324V+38TH39rfY/mV48BkTWf+ohnaG+rX28FeefNmqHl3p1Y82hy7DwtZAAAAmLrRq1XlzcjRtY82a3ljtZY3VGtgaGRM/+upaxotLm1ywR5Dezr7VF9VFrf8YWOY++UCNlKQn6cVj/4l4THnsX863eoiAkgh2GNo+UMva3ljtVYuOV67P+iLO3YjZW48FsBBtLOAeZi4PuS9997TsmXLFAwGdcQRR+iTn/ykXnzxRc2fP9/qotlOust0Z0K8Cel02eHKcWCypjt/fp9Hbwd7ddUvX0m4D1kAAACYmtHnHM27O1VfVap1z7VM2C/T51FT0dU/qL+2dai5rSNuHRY7oA5ANpkxIyfhMaehply5M3IsKBWAyejqH1TYGI7luLmtI+6yxE7oRwBuQzsLmIelwg/51a9+pT179sgwDP3973/X+vXrdeKJJ1pdLFuazDLddmaXK8eByTAjf2QBAADAHKP7WQ9sao27nKBTzqNKCvIT1qGhplw/umCB7esAZJO8GTlJlzBlQB2wPzf1IwC3oZ0FzMMV15iSySzTbVd2unIcmIzpzh9ZAAAAMMfoflbYGNaKUUuFS1LVLJ9mF3sdcR4VKPLo1PllY+oQXRJxf/eAynx82RGwk/KZHq3+3c64y/v/+i9t+tcvnmx1EQGk4KZ+BOA2tLOAebjiGlPm93l0zOwifbSqTMfMLjKlkxQKG3prf4+a2zr01oEehcLGtD23W64cR3aKl7+p5oUsAAAAmGN8Pyu63OfDW97RSfNKNLvYq2CPYcr5znSL1qXhmLFXlfg8uWqqDdBnBGzG7/Po1gsW6COlhbHHcnJy9JHSQlZIABxidD/C58nV8sZq1VeWSpIqy5i0Bqzk93m06vyTdPrR5RoYGlFBfq6ad3fqjb1dupV2FjgsXHGNjAqFDQV7DHX1D6qkMF+BmYmvEt3T2acb1m/TxkNXgfo8ufrBuSfqY1WlChvDKX8/HW64chzZ6/2ufnX0GurqH5K/ME+vvNupH/32dYWNYUkHJ57XLK1TxaiBikTIAgAAgDlmHjqP6ewbVJE3V0WePBkjI+odHNb/+5//o42j7lU5mf6bFSpKC7XqvJO0YdeB2GN9gyPasCuoM489QvNsWm4gq0XSegiATUXHazrDg9ry1sEx0oGhEb3X2aetbR1qqgnoI7N8FpcSyD57Ovt0829e0/HzSlRfWar+wWE1HFOuL59aSZ8YOExMXCNjxk9ES4kHZkJhY8Kk9d3L6vXg5lbd+Nj2lL8/GX4fk3Nwnrb2Xt34+HZtHjXQ2VBTrruX1WvFo80KG8PasCuoleu3ae2y+rQ+42QBAABgesU7B2qsKdd3Pnu87v7Tm2MmrSVNuv+WaaGwod0dfXp6+94J/dDqwEz5PLm2LDeQjUJhQ++2h/X09j3kFXCBvV39cdvfo8p9ysmRKsqYvAYyJRQ29MMnd+grn6jSg5tbte65lti2xppy/fNFCzW/fKaFJQScjaXCkRHjJ6KjogMz45fEC/YYY/Zd3litBze3jumcJft9wM3e7+qfMGktSZtb2vXg5lYtb6yOPbZhV1DBHvIBAACQaYnOgTa1tOvffv+GTqzwx/09O/ffOsKG1v73rrj90LXP7VIH52WAbZBXwD06w4Na+1z8PK/77xZ19g0yNgpkULDH0PHzSuLOV2xqadf3H9+h97v6LSod4HxMXCMjxk9EjxZvYKarf3DMz/WVpRMagWS/D7hZR6+RMA+bW9pj9zuK6h6XJwAAAJgv2TnQxpbghD7baHbtv/Uaw0n7ob2HblkDwHrkFXCPXmMoaZ6HRiKMjQIZ1NU/mHS+YmNLUB29ZBKYKpYKh+lCYUMDQ8O65x8/poL8XL3S1qEHNrXG7sMrTRyYKSnIH/PzwNBI0tew68AOYIau/qGk28fnpXhcngAAAGC+8V/GHS/ZOY5d+2/hgeQTXam2A8gc8gq4R6ovmoSNYY2McPd6IFNKCvK1N5T8iupU47cAEmPiGtMiFDYU7DHU1T+oksJ8BWYevFduvHu6jb8PrzRxYCZQ5FFTbUAbDv2eNy/54gB2HdgBzFBSkPzQPTovTbUBBYq4bxkAAECmjf8y7nj+wvjb7dx/Ky5M3g9NtR1A5pBXwD1KE/QZovJzcxgbBTIoUOTR+13JM1dCOwtMGUuF47Dt6ezTNY8269M/fl4X3bNFn/6353Xto836e0c47j3dxt+HN97AjN/n0ZqldWqqDUiSmnd3qqGmPO7r23lgBzBD2UyPFifIQ0NNuZp3d0o6mI07ltbJ7yMfAAAAmRb9Mm48DTXlKi7Im3COY/f+W0lBvhbXxK/T4ppAysl6AJlDXgH3KClMnufhkQhjo0AG+X0eVc7yqTHB+GxjTTntLHAY+NoHDksobMSdnN6wK6h328MJ7+m2uaVdyxuqkw7MVJQWau2yegV7DPUODOr/87Ej9cMnd8SuwpbsP7ADmGFOSYFuvXCBvv/EjjH3UllcU64fnHeSWoO9+u21jQoUezWnpMDCkgIAAGSv6JdxV67fNuYcpqGmXJc3VGv5Qy/rK5+o0vKGapUU5muWz6NAkcfW5zZhY0iXNx4lKaKN4/qhlzcepbDBkoiAXZBXwD26+weT5rnUl2/r/gPgRsbwsL7z2eOVoze0sWVsX/+yhmraWeAwMHGNwxLsMRJOTnf2Jb+nm78wX2uX1SftWPl9YwduohPZ3f2DKi7In/TATqIlzQGn6eobVH1VmZY3VGtgaETevBlq3t2pC3+yWWFjWPd+9eA95eeUWF1SAACA7FVRWqgfXbhA3f1DavsgHOuzRW+btO65FknSE1edrmNmF1lc2tQ6woO65pFmLW+s1mXj+qHXPNKsny//hNVFBHAIeQXcgzwD9vNB76AufeAvh3J51JhcrniUXAKHg4lrHJau/sST06nuS13mm/yk8fiJ7MmId7/tptqA1iytU0Vp4ZSeE7BKkTc/NtAZz5FlheodSP7lEQAAAJhvaCSiUN+grvrlKwn3ccp9KWd6csdMuI/n8+RmuEQAEiGvgHukynNRAUP8QKbRzgLm4R7XOCzJ7tXQvLtTixPc0y3T96VOtqT5yvXbFAobGSsLMB0CRZ6E+WqoKdf290LyF7KaAAAAgJVCYUOrntyhF95un3A/66jFGT43OhzF3ryk9/Ir9jJwDtgFeQXcY6YnT4sT5LmhplzNbZ2MbQIZRjsLmIeJaxyWQJFHTQkmz97Y26XVFy2csN2K+1InW9J8w66ggj1jO3ehsKG39veoua1Dbx3oofMH2/H7PLr1gpMmDIBG75l42293yhgesah0AAAAkA6dh7S064FNrbq8oXpC321xTUCrL1romNsXDQyP6LI49Yjey2+A/idgG+QVcI9SX75uPi/xGNCPnn59wtgmAHPRzgLm4WsfOCx+n0drltZp5fpt2jBuCe5bL1igeaWFh31f6umQbElzSeoetZ0lxeEUnb1G3PtcR++Z2DswZHURAQAAslr0PCRsDGvFowfvTTm673ZkWaGOnOWzuJTp6+4filuPaB/0ka8tsrqIAA5Jldf/uIJ7bwJO4fd59NaBnqRjQN0pxj4BTC/6xYB5mLjGYatIMTl9OPelni7JljSXPrynXKolxdcuq7e8LoB08LPaNziS9D7XTrlXIgBz7Ny5M6teFwDsqGjUEoHx7oH37P/TlOkiHZYib17Se/nNZElEwDZKCvKT5nVgcEShsMEYB+AQxQX5SceAaIOBzKJfDJiH9GBaZHpyOhQ2FOwx1NU/qJLCfAVmJn/96JLmG+IsFz76ftvpLCnOSR0yLd7nvb3X0JZD90rc3NI+4XecdK9EANOrL9QuKUdf/epXLS3H4ABL1QGAJ3dGwv5aQ025PLnOuntXsvosrimXJ89Z9QHcLFDk0eLaQNwxjsU15frLOx9oTkkBYxyAQ7itTwE4HZkEzMPENRxnKkt5J1vSfPT9tiezpDiQCYk+7zeff5J+9Zc2rVlaJ0ljOkkNNeW65fyTGIAAstRguFtSRB+9+AYdUX18xl9/7/YXtOM392loiNsVAEBXv6EfnnuSfvT0a9o0qr/WWFOuH553krr7DUkzrSvgJHX2GbqisVozlKONLR/2TxtqynXVWbUaHolYWDoAo/l9Ht1y/km6+cnX4ua1f3BYvQOMcQBO4bY+BeB0ZBIwDxPXcJTDWco71ZLmUvpLigOZkOzzvuo3r+krn6hKeC8VACiaXaVZVcdl/HW79r6T8dcEALsqKfDolqdf00erynT5uP7amv/aqZvPPcnqIk5KkTdff37zgJYsnKvLGo4aU58rHn5Zp8wv0zpurwTYRl5OTsK81leV6vYLF1pdRABpclufAnA6MgmYh4lrOMrhLuWdaknzdJcUBzIh2ed9466g/umMY7TuuZYJ91Jpqg3oysbqTBQRAAAASRjDI3rubwf03N8OxN1+45KRDJfo8ASKPPr4/Fm6+P+8FHf7Rm6vBNjKwPCIvvf4jrjbNre0yxh21jEIyGZu61MATkcmAfOw0D4cxeylvKNLijfVBsY8Pn5JcSATUn3evfkz+KwCAADYWM9A8tsm9KbYbjd+nyflfay5vRJgH247BgHZjDwD9kImAfNwxTUcJRNLeaezpDiQCak+76WFHj6rAAAANubGWxGVpehrOrFOgFu58RgEZCvyDNgLmQTMwxXXcJToUt7xTOdS3n6fR8fMLtJHq8p0zOwiJgJhiXQ+73xWAQAA7CtT5y+Z5MY6AW5FXgH3IM+AvZBJwDxMXMNRWMob2YTPOwAAgLO5sT/nxjoBbkVeAfcgz4C9kEnAPCwVnkGhsKFgj6Gu/kGVFOYrMJMlfaeCpbzhJqmOC3zeAQAAnC3an+sMD6rXGFKvMazSwnz5PLlWF23K3FgnwK0qSgv1L188WR29hrr6h1RSmKcyn0dzSgqsLhqASRo9RtQ7MCh/oUfG8Ij2dfUrPDjMWDOQYbSxgDmYuM6QPZ19umH9Nm3cFYw91lQb0JqldaooLbSwZM7k99ERg/Ole1zg8w4AAOBsvcawvv/kDledD7qxToAbMR4FuEt0jIhsA9Yjh4A5WCo8A0JhY8IBTJI27Apq5fptCoUNi0oGwCocFwAAALKDG/t9bqwT4EZkFXAnsg1YjxwC5mHiOgOCPcaEA1jUhl1BBXs4iAHZhuMCAABAdnBjv8+NdQLciKwC7kS2AeuRQ8A8TFxnQFf/YNLt3Sm2A3AfjgsAAADZwY39PjfWCXAjsgq4E9kGrEcOAfNwj+sMKCnIT7q9OMV2AO7DcQEA3K2trU3BYPxvX2dCIBBQVVWVZa8P4ENu7Pe5sU6AG5FVwJ3INmA9cgiYh4nrDAgUedRUG9CGOEtHNNUGFCjyWFCq5EJhQ8EeQ139gyopzFdgpkd+n/3K6VS8v+6Vzt82FDaUNyNHi2sDcZeUsetxAQCQnra2Nh1//Anq6wtbVobCQp/+9redTF4DNpDsfHBxbUDDkYjeOtDjqHMCN9YJcKNUWS0qYFgQcCInjTUzBgq3clIOAaehh5oBfp9Ha5bWaeX6bWMOZE21Ad2xtM52jfWezj7dsH7bmAm1ptqA1iytU0Vp4YT96YBMzmTfXzhHor/trRcsUKjPUHFBvjy5M3Tj49u19d0O3b2sXiORiDa3tI/Z347HBQBA+oLBoPr6wlq0/GaVzDsq46/ftfcdvfTALQoGg0xcAzbg93l024UL9L3Ht2vTqH5fY025Lj39KF34k80KG8OOOieInuOO7/s6uU6AGyXKasOhrN70+HatOu8kHTnLZ2EpAUxWsr7Fjy5coA96Db0d7LV8nJYxULhZNIc3Pb5DG1vGtrFXnVWjsDEsP80rMCVMXGdIRWmh1i6rV7DHUHf/oIoL8hUost8EbyhsTOhQSNKGXUGtXL9Na5fVjykzHZDJmez7C+dI9re96Yntqq8qkyQ1t3XEJqpXPNqs5Y3VWt5QLUmqmuXT7GIvnwEAcImSeUdpVtVxVhcDgMVCYUO3Pv26PlpVpssbqpWfN0O5OTl64e12rXi0WWFjWJLzzglmenL1Dwvn6bLTj3JNnQA3munJ1dVn1eibZxyjUN+gvHkz1Ly7M5bVgcFhrVlap4+UMboOOMX4vsXA0Egs27c+9ZpOqPBr3XMtkqwbp2UMFG4XCht66e0PtGThXF3WcNSYHC5/6GWdOr+MzzkwRUxcZ5DfZ7+J6vGCPUbcpYulgx2LYI8RqwMdkMmbzPsLZ0n2t93c0h6bnI6eOEhS2Bge8/Ofrj+Dvz8AAIDLBHsM/XHnfv1x535J0v2Xnqr/9fBf4+7rpHOCYI+hGx/bLsk9dQLcKNhjqHdgSFckyOjGlna92x5WkTePnAIOMb5vMd7Fi+bH/t+qcVrGQOF2+7sHNKvIk7B95XMOTN0MqwsAe+nqH0y6vXvU9nQ6IBhrMu8vnCXV33ZgaEQDQyNJ9+HvDwAA4D7j+4lu6ROOrpdb6gS4UVf/YMqMdvYNMoYDOEg6Y1CjWTFOyxgo3K6zL3X7yuccmBomrjFGSUF+0u3Fo7bTAZm8yby/cJZUf1tv3gx585Ifcvn7AwAAuM/4fqJb+oSj6+WWOgFuVFKQnzKj3rwZjOEADpLOGNR4mc44Y6Bwu5meXPrAgEmYuB7nnnvuUXV1tQoKCnTKKado48aNVhcpowJFHjXVBuJua6oNKFD04dIWdEAmbzLvL5wl2d+2oaZczbs71by7Uw015XH34e8PAADgToEijxaP6ie6pU84ul5uqRPgRoEij/Z3DyTM6OJD56uM4QDOkc4Y1HiZzjhjoHC7mZ48vd/Vn7h95XMOTBkT16P8+te/1nXXXaebbrpJzc3NWrx4sZYsWaK2tjari5Yxfp9Ha5bWTehYNNUGdMfSujH3ZKADMnmTeX/hLIn+tg015bq8oVoPbGrVA5tadXlDtRrHdWj4+wMAALiX3+fR6osWxvqAbukTjq5XtE7jB+6cVifAjfw+j8489ghd+6naCRldXBPQ5Y3VemNvF2M4gIMkGoNqHDUGNZoV47SMgcLtSn35qpldpGvOqonbvq6+aCGfc2CK8qwugJ38+Mc/1hVXXKGvfe1rkqS77rpLv//973Xvvfdq9erVFpcucypKC7V2Wb2CPYa6+wdVXJCvQJFnwoE22gFZuX6bNoy61zUdkOTSfX/hPOP/toWeXL3S1qkVjzYrbAxLkn79lzbdsbRO/YMj/P0BAACyxJGzfLpjaZ3ebQ+rs29QeTk5uryhWlefVSNP3gyVFnoc2SccXa/ugSHd8LnjZQyNqKt/UB8pLdTckgLH1Qlwo3mlhfJ5cnXbBQvUYwypd2BYeTNytKklqEdfatOtFywgq4DDxBtfLMifoVW/eS02BiVZO07LGCjczO/zqLLMp00tQd3wueMlSWFjWAX5uZpd5FFFmc/iEgLOxcT1IYZhaOvWrVq5cuWYx8855xxt2bLFolJZx+9LrxNBB2Rq0n1/4Tzj/7ZzSwr0iaNmkQ8AAIAs95Eyn4q8ea47dxpfrzKfR7WzixxfL8BtoueqobARy+t5dRW6/PSjyCvgUPHGF//1iyfbqq/BGCjcbF5poc45cU4sc0cUeS3PHOAGTFwfEgwGNTw8rDlz5ox5fM6cOdq3b1/c3xkYGNDAwEDs566uLlPLaFd0QOAUVmSWfABTRzsLOAuZBVKzU99wOjNrp3oBbjVdmSWvQOYwDgU4y1QyS+aA6cc9rsfJyckZ83MkEpnwWNTq1avl9/tj/yorKzNRRABTRGYBZyGzgLOQWcBZyCzgLGQWcB5yCzgLmQXsgSuuDwkEAsrNzZ1wdfX+/fsnXIUddeONN+r666+P/dzV1cXBDLAxMgs4C5nF4di5c2dWvraVyCzgLGQWcBYyCzgPuQWchcwC9sDE9SEej0ennHKKnn32WV100UWxx5999lldcMEFcX/H6/XK6/VmqojApEXvXdXVP6iSwnwFZmb30iVmZ5b3G5hetLOYir5Qu6QcffWrX7W6KBocMKwuQkaRWSAxO/YTzcqsHesKuMF0ZpacAplB/zg+jkGwq6lkls8zMP2YuB7l+uuv1yWXXKJTTz1Vp512mu677z61tbXpm9/8ptVFAyZtT2efbli/TRt3BWOPNdUGtGZpnSpKCy0smTvxfgOAPQyGuyVF9NGLb9AR1cdbUoa921/Qjt/cp6GhIUteH4C9ZFM/MZvqCjgVOQVgJY5BcBM+z4A5mLge5ctf/rLa29t16623au/evVqwYIF+97vfaf78+VYXDZiUUNiY0GhK0oZdQa1cv01rl9Xzza9pxPsNAPZTNLtKs6qOs+S1u/a+Y8nrArCfbOonZlNdAacipwCsxDEIbsLnGTDPDKsLYDdXXXWV3nnnHQ0MDGjr1q1qamqyukjApAV7jAmNZtSGXUEFe7Jr6VKz8X4DAAAgnmzqJ2ZTXQGnIqcArMQxCG7C5xkwDxPXgAt19Q8m3d6dYjsmh/cbAAAA8WRTPzGb6go4FTkFYCWOQXATPs+AeZi4BlyopCA/6fbiFNsxObzfAAAAiCeb+onZVFfAqcgpACtxDIKb8HkGzMPENeBCgSKPmmoDcbc11QYUKOL+GtOJ9xsAAADxZFM/MZvqCjgVOQVgJY5BcBM+z4B5mLgGXMjv82jN0roJjWdTbUB3LK2T30fDOZ14vwEAABBPNvUTs6mugFORUwBW4hgEN+HzDJgnz+oCADBHRWmh1i6rV7DHUHf/oIoL8hUo8tBomoT3GwAAAPFkUz8xm+oKOBU5BWAljkFwEz7PgDmYuAZczO+jocwk3m8AAADEk039xGyqK+BU5BSAlTgGwU34PAPTj6XCAQAAAAAAAAAAAACWYuIaAAAAAAAAAAAAAGApJq4BAAAAAAAAAAAAAJbiHtfTKBKJSJK6urosLgngHsXFxcrJyTHlucksMP3skNmenh5JUui9tzUyNGxKWZK+/v6/S5K69r0jr9fL62fZ69uhDN373j1Yjp6elHmxQ2YBTI5ZuSWzgDnILOAs9I8BZyGzgLOkk9mcSDR9OGzvvfeeKisrrS4G4CqhUEglJSWmPDeZBaYfmQWchcwCzmNWbsksYA4yCzgL/WPAWcgs4CzpZJaJ62k0MjKiPXv2mPItn66uLlVWVmr37t2mHYinmxPLLDmz3E4ss5Reuc381ly6mXXq+5sMdXIGJ9bJDpmNx4nvpdPKTHnNZVZ57ZrZdPF3NJ/Tyuy08kqTL7NZmUons058fyeLOrqDnepoZWYle70XVsj2+ku8B9Lk3gOr+sdO/DtR5sygzMnZ4ZzWiX+jRNxUF4n62FE6mWWp8Gk0Y8YMHXnkkaa+RklJieM+kE4ss+TMcjuxzJJ15Z5sZp36/iZDnZzBjXWaiuloZ534XjqtzJTXXE4qbyb6xlFOel8k55VXcl6ZnVZeyfoyTyazVpc1E6ijO7i5jpzPTk6211/iPZCsfw/Sya3VZZwKypwZlDnzsrmtdVNdJOrjNDOsLgAAAAAAAAAAAAAAILsxcQ0AAAAAAAAAAAAAsBQT1w7h9Xp18803y+v1Wl2UtDmxzJIzy+3EMkvOKbdTyjkZ1MkZ3FgnqzjxvXRamSmvuZxW3kxx2vvitPJKziuz08orOavMTirrVFFHd8iGOqYr29+LbK+/xHsgOeM9cEIZx6PMmUGZ7c9N9XVTXSTq41Q5kUgkYnUhAAAAAAAAAAAAAADZiyuuAQAAAAAAAAAAAACWYuIaAAAAAAAAAAAAAGApJq4BAAAAAAAAAAAAAJZi4hoAAAAAAAAAAAAAYCkmrqdRJBJRV1eXIpGI1UUBkAYyCzgLmQWchcwCzkJmAWchs4DzkFvAWcgsYA0mrqdRd3e3/H6/uru7rS4KgDSQWcBZyCzgLGQWcBYyCzgLmQWch9wCzkJmAWswcQ0AAAAAAAAAAAAAsBQT1wAAAAAAAAAAAAAASzFxDQAAAAAAAAAAAACwFBPXAAAAAAAAAAAAAABLMXENAAAAAAAAAAAAALBUntUFsJt77rlH//Iv/6K9e/fqpJNO0l133aXFixdbXaysFQobCvYY6uofVElhvgIzPfL7PFYXC7Al8gLYGxkFALgFbRrgHOQVcA/yDNgLmQTMwcT1KL/+9a913XXX6Z577lFDQ4N++tOfasmSJXr99ddVVVVldfEyyg4H3T2dfbph/TZt3BWMPdZUG9CapXWqKC3MaFmAdFmVHfICTF4m80pGAQBukaxNm+nJtfw8EsCH4uV1cW1Aq84/STmSysko4BhOPae0wxgzYIZEbeyPLligMl8+n3PgMOREIpGI1YWwi0WLFuljH/uY7r333thjJ5xwgi688EKtXr065e93dXXJ7/crFAqppKTEzKKayg4doVDY0DWPNo8pw+iyrF1WP6mDP50kxDPdmc1kdkZ/pmfN9Oj7j+/QxpbpyQtgV9OZ2UzndSptGm0XnM4tfWMgW6ST2WRt2uLagP5h4Tzd+Nj22GNOGFAHnCpVZpPltaGmXPVVZdq2u5OMAhk01f7x+139+s7/71VtbGmfsM3O4z52GGMGDkeizKZqY8+tq9AZxx7B5xyYIq64PsQwDG3dulUrV64c8/g555yjLVu2xP2dgYEBDQwMxH7u6uoytYyZEAobEzoUkrRhV1Ar12877I5QuoPwwR4j7oE/WpZgj5F2OZzUSWKSwlxmZtbs7Ix+nX1d/drb2a/yIq+GRyIK9Q3GnbSOvv5k8uJWZMuZzMpspvIatb97YNJt2uG0XXb8vNuxTJh+buwbA242lcwma9M27grqstOPGvOYWW0rkI0mm9lk4yqbW9q1vKFa655rIaOAiabaP46eP/UMDMpf6NGezr64k9bSwbZ2f/eA7TKc6fNuYDqkm9l02lg+58DUMXF9SDAY1PDwsObMmTPm8Tlz5mjfvn1xf2f16tW65ZZbMlG8tB3uwHCqCeN9Xf2x54u+VqjPkM+bhoC+MgABAABJREFUpxk5OcqbkRNbaioUNtTea2hoJKKRSEQ9/UMqzM+VMTyirr4h/elv+/XG3i7dcsGCCYPwXf2DScvZfWh7qvrapZOUzt/FSRPsTmVmZlNl5++dfQr2Goc1WbOns083/Oc27dzXpQcu+7h6BgZVkJ+r/sGRpL/XnSRPbp1MGn+S94Mnxl6RTrbGSvY5sPIzYlZmp/PLUYlE37eOsKHhkeSL24xv07r7DXnzcvWtT9fq4kVV8ubl6pW2Dj2wqTVl22WntiTaD4hIWvXkjjEDLW7NoFV5GX3MK/V5ZAyNqGdgyDWZBWCOyWZ2X2efOvuSn6cNDE3sl/JFSmB6TDaznWEj6fZoXskoYJ7J5jYUNvRBr6EeY0i9A8Mq8ubplXc/0BElBUl/ryNsaG9nn+aVFk75nGS6z2Uycd4NTLd0M5tq7mJoJMLnHDgMTFyPk5OTM+bnSCQy4bGoG2+8Uddff33s566uLlVWViZ8bjMHM6NXYb7X0aecnJzYAPep88smNTCc6qD7Xkef5pYUqNcYnngPh5qAvn/uCXrz/S7NLinUj55+XV/5RJUe3NyqzaMGqxtqynV5Q7Ve3xPSxYvm6+Ynd+hfv3jymPeipCA/aTmKC/LTGpyfjk5Sqgn68fuN//uOL6fPk6sfnHuiPlZVqrAxrJLCfBV58/TDJ3dYPsHudpPN7GSkyk5X/5CW/39fUMMx5Vp1/knqHxyZ1ARD9EsYW9s69MiVn9Rdf3xTFy+ar3X/3aLlDdVJX7s4QZ6ma4IrFDa0v3tAnX2DmunJ1UxvnkoL49/L5f2ufnX0GurqH1JJYZ7KfB7NSXECNlmj63XNp2rU3NYx5hgkka3REn0O7lhap4hk6SSoWZlNllefJ1cjkYje2t8z5fb6vQ/CuvGxbbGJ2vsvPTXp/qPbtK3vdujuZfV6cPObE9rOu5fVa8WjzQnbrlDY0PNvHtDlDdW6cvHRmjXTo8FDXxZ7/s0D+ocFcyUpIxOr0fqcXFk6LRl0wpdsrPrSwPjPzp2/f2PM++2GzAIwx2QyGwob6h0cls+TG3vM58nV8sZq1VeWamBoRAX5uTqiyCufJ1dhY3jM7yf7IiWA9Ew2szMLDg75xcvqK20dKvZ+OCTY2Zd8khvA1Ewmt3s7+/Rue1hr/3uXmts6tbyxWh+rKtNHynwq8k4cwh+d7RzlqLNvUMORiFb/bqd+u/3Di7DSOR8w41wm3YuSADtJN7PRuYtEbexRAZ8qywr5nANTxMT1IYFAQLm5uROurt6/f/+Eq7CjvF6vvF5vWs9v5mBm9CrM0VcTjh7gnszAcKoJY0nqDA/q+3EmWTe2BHXr069reUO17vrTdtVXlU2YtJYU+zm6vb6qbMIgfKDIo6bagDYkuB9ooSdXN/zn/0xYJmf8QPjoTlK8hmQkEok7GC4p4VVi0Yn31b/bGbtaPNHf9/aLFmrVU6+NmbQ+OCHROubeb4trA7r09KO05a32CYM8fDtr+kwms5OVKjvDIxF944yjdVKFX99dv03NbZ1pTzCEwob2hvq17BNV+u5nj9edz+zUyaPyVV9Vpoaa8glZiz5foCjxRHi8L0vcsH6bbrtwQcLJ59ESHX+u/VSt5s/yad6oerS19+rGx7ePKWdjTbluv2ihqspnJn2ddI2vV31lqdY91xJ3X7KV/HPw5zcP6Hfb9k5Yhj6Tk/5mZTbeSb/04TH61qdeS3p18Oh2o8ibJ2/uDA0Mj2g4ElGOpNuefn3M7zfv7kya0dFt2jWfqknadi5vrE544tMRHtTT2/bE/bLYs6/v02lHl+u2376uP+7cn7Bu02H05+qy04867Aza6SryRKxa4WX06yb67LghswDMMZnMhvoG9co7H+iU+bPUWFOuVw71ZR/c3DrmOL+4JhA7Dx19XpPoi5QA0jeZzHb1DUoR6dPHH6Fli+ZPyGpjTbm+UP+R2BdNBgZHFApn97kRYIZ0cxsKG/rzmwf09LY9sfGi0bm9/9JT1VhTrk2H+vqjxxfHZ/sH556kl1o/ULDn4BdSUp0PmHUuk85FSYDdpJvZQJFHZ58wO3bR3vgc/sOCubrvf50iT25ukmcBkMgMqwtgFx6PR6eccoqeffbZMY8/++yzOv300w/ruVN1AEIplm9K67nHTSxsbmnXg5tbtbyxOjYwnI5AkUeLawNxtzXUlKt5d6d6jaGk93CYXeI9OJlWWRp3kD66X3R7fWXphEF4v8+jNUvr1DSuLE21Ad124QK1tfcmvbdLtL6jv/1097J6Nbd16IqH/6qrfvmKlj/0sm59+nXt3Net89Zt0kX3bNGn/+15XfNos3bu69Zv/mfPwaug40wePLi5VcfNK9HK9dv0fld/wr/vjY9v1/HzSmKPLW+sjjuovHFXMPb3imeq384KhQ29tb9HzW0deutAz2F91pBcquy88Ha7zjpuduzvn+izMP64sKezT9c82qzP/e+NuuqXr2h/d782jsvXA5tadXlDtRpqysc8V/Sq2cneR37jrqBa9vfo2kebtaezL2GdQ2FjwqS1dDAja5/bpT+/eSBWj/e7+idMWkvSppZ2fe/x7Xq/qz/h60zG+HrFW65ytGz/5mOyz8HsYm/Ke6fbUTrHvYK8GWoclxfpw2N0oi9FhcJGLJOf/vHzuuieLbrgJ5v191Cfbn3qNX3uro16r2PivccSZXRxnDYtnbYz3gl+KGzoB09MzFi0zTqxwq/vPzG2TRpft+ky+nN1uBk0sw81ndJZ4cXs10322bFzZgE4Q68xrOPmlej97n5d1lCt73/+hPjnNS0Tz2sWJ/giJQDz9BrDikj61tnHxs3qppZ23fyb17S8sVqLawPqGxxWey99BcAqwR5Ds4u9CceLcnNydNmoc8pEY0qbWtr1o6df0x1L68Y8nux8wKxzmehFSfE01QaUNyOH8Uo4lt/n0Q/PPTFhDv/5dztVkJdLHxiYIq64HuX666/XJZdcolNPPVWnnXaa7rvvPrW1temb3/zmYT2vmff0SPbcm1vaY0sIpzs54/d59KMLFuimcYPf0Su2VjzarDOOPSLpc/T0H/xmfarB6uj2gaGRuIPwFaWFWrus/tD9Pg9eDV2Qn6t323sl5eiByz4eWxI90VJ00U5SXWVpwgnjkUhEyxurY9+Mij72/5x9rO764664ZY++t+uea1FHb/IJwMtOPyr2c7KrP0f/vcabyrcQnXCFmpuEjWFdfeYxGolExnzOFtcEdHnjUbrmkWadc+KcD1ccSONKYGniMs3R3AyNRHTNp2piKwjk5uRoeUO1rmw8WuHBYVXOKlRpQf6YK55HS7Vk08DQSMpv1wZ7jIQTm9HPc/T41tFrJJxQ2dTSro5eY1qWDB9fL29e8u9nZfs3fJN9Dpw46Z/uca/HGNJlDdWKSGM+l6cdXZ40l/u7B3Tr06+Pef7ljdVa998tsedJ9L7t+HtI/8/Zx+pbn5YK82coIslfkKdbn35dX/jYkbH9Ur3vkuKe+BzMY+IJ72ibdXmcdma6Vx8Y/bk63Aw65b5oVi2DN/p1nZhZAM7R3TeoAk+uOsKD+uGTO/TLry3SnJIC/eOi+bElEaPnZaPPaxpqynX1WTUKG8Py+yyuBJBFuvqHJEl9xrDqq8q0vKF6zBKmD2xq1cZdQX3zjGN0/skVWvNfO3XT50+0uNRA9urqH4z15+ONF4UHh/XDJ3fojqV1WrnkePUZI/pYVZnqq8omjItuamnXDUuOn/Aaic4HzDqXiV6UtHL9tjErai6uDeiqs2q05O6NsXIzXgkn6h4YUnNb55jx2TH94sFhVdtgvAJwIiauR/nyl7+s9vZ23Xrrrdq7d68WLFig3/3ud5o/f/5hPa+Zg5npTD5Jk5ucKfPl69y6itiJjTdvhpp3d2rFo806dX6ZSguTP1dRwcElMFINVke3lxbmJ/z2kd/34T0sDy5J/D8Tlu1OthRdtJP0TrB3UhPGm1vade1ZkaTlj7630RPCVPuN//9U+0Ytrg2oqGByUbVqydJsFQob+u6h+4sub6wek533u/q1/e8hhY1hhQc+/IymO8Ew/m/ozZshnydX1eUz9fMX3hnzuY5+weQ7//d/tHZZvXJzchI+f6olm6L5TDYxlM7xJ1qPVDlJtT1d4+uVaonmbP/mY7LPgdMm/Sdz3OsZGNaKR5sn5HV4JPlxP9Q3OOH5xw8qjH/fRi/hNvrLUI015frnCxdqy1vtWvaJqoS/P96RZYVTzuPo/443nZOaoz9XU8ng6KXYh1L8TewyGWvVMnijX9dpmQXgLMWF+QqFB+XLz9WapXUTbosx/rzM58nTb65p0B9ef1/LH3pZp84v4xwEyKCZ3lzNkOQvzFNzW8eE88ZoXocjEbUGe/Xc3w5ocPg1rSOngCVKCvL1waFVD+Kds0Xb3wfGXZSTaFw0elHRaInOB8w8lxl/UdJMb57++m6Hlj/08pjyMl4JJ+ozhuMu2R/NZb8xMYcA0sPE9ThXXXWVrrrqqml9TjM7AOlMPk12csbv8+iMY4+Y8I246LLDPk9uwvtPN9SUa3/XQGxZ8USD1dHtjTXlml/uS9kp+XBJ9MT3/Iw2EOPrW1FaqH2hxMsdSwk6hd7k96CIDhCXpJhUHj3Rn2pQefyXAhpqynXp6Ufp+49vj91POx1OuULNLUa/3/G+IHH/paeqoaZcebkfTiSnM8EQbyKqeXenvv/5E3Tr068lvAfu9z9/gpp3d8pfmHh1hGT3kY/mMyrRxFA6x5/o8S1VTlJtT9f4ej2wqVV3L6uXNPbK2mTLqGeTZJ+D/d0DCbfZcdJ/Mse90sJ8hY3hCXm9/9JTk76GzzOxXRjffoxv+5It4fb9J3doeWP1mN9JNdE7N8HKBOl+GSXRsWc6JzVHf64mm8HxV82n+pvYZTI2WZbMzMvo1+WLOgDM5C/M18DQiHqNobjt2vjzsrAxpP8/e38eJVdd54//z07S3VlIOkuTTRIWgxkwQTMwhhBAUCYBWQQZUPBkiEtwPgwwDPBRcWFwQRyB0TPwdQ7DD0UBxc8MijOgMSCKIpsgQRBkUSRhSAgJne6s3Umnf39g16ST3hK6u/omj8c5fZKq+65b71tVz3tv1eu+713ftLm0rfUdBPrW0MqBqahIPnv7k53mddPmLRk04PXvqb+UUyib2j2q8vCfXsvsKWPa/c7W3NLSre1vq9ZBRa06+z7Q299lth6U9IcVa3PJ959ot519BYpmzLCqfPXuZzvM5RffO60c3YJdgmtc94GurunxRnYAOpv37CljsmJN404VZ1qPiPvphe/M7ecclp9e+M5cc8aMTBg5pMPrT7eO9vzEbb/Nh2bvm6dfrm/3mp6t7X6/rCFfft9BedOors8Z19Up0WdMGpnk9dHJ7S1vzZDOl7+jH/K37fvW9z+2dHWO3L82o4Z1/v7uPWZoaXrrj8odtd2ndli+89GZ+foH/zI3nHVIZkwelfO/+1juenrFDl3Ls1ynLN1ddfV6J8mHZu+b+55fWbqublefhdo9qtotRH3jvhcyfa+a3NfJKYGn71WTb9z3Qmo6OTtCVzn+xn0vlO7rqDDUnfVP6/pt1LCqdq8pnLw+8nTUsJ75YrLtcq1ven1k7QkHTcxPLjhiu/XZ7q6jz8GR+9fm6Lfs2eG0/lj035H13tjh1e1ek771gKr2HLl/bYZVbX+Axbbbj22vZ93ZdYd/+dzKzJg0ss1jduaa9UnXeWxdtq0PStl63j1Z1Nz6c9WawRmTR+U7H52Z2/7PrA4z2N6o+e6sK/uDzrLUm3nZ+nl39rMD0B0TRw7JmKGVGVo1sMPtWuv3stlTxuSVho3bbXN8B4G+M3pYVRo3b+n0UjKH7ff6wIPuHLQM9K6aoVU56i175rx37Z9XGjZut09fUVHR5fa31eF/HlS09e0vnTK9w+8Dffldxu+V7Eqamrd0msum5q4vBQe0z4jrPtDRNT16Ygegs+uFfOG90zJqaOVOz3/rI+K2tfWpXurWN6Vp85bc/8dVpVPTfO/hJfn8e6elcfOWXHbiW9Pc0pJ1jZszrGpQBg6oyMABFbn6tLd1u29d7dgMrRqU73x0Zt48do92r5O7I6NLW+/72TMrStcCbe963997eEn++dSDMm7E4E7f3wlbvVbrGjflb/5yr1z6wyfbbbthU3PO/P891O4y7siRh+U6ZenuqqvX+02jhqRpU3NOetvEnPL2N+VTtz/R4SjEbQ++2PZzu76pOS/VdX4GgZfqNuTgvUdl7PDqTtu15njFmsYseW19kpQuC7D1dYY6O5X/l089aLtC0+wpY3Leu/bPPqP/92wK40YMzpdOmZ5P/eCJNkX31i9QPXF9622Xq/VUVMMHv345AkWb9nX1ehXltdyR9V7N0KrXrw22zXr7mWUN+dIp0/OZ29tfR7d3xpFtR7m2Fmo/fPi+OeeoKaURLJ3Z+jEfnr1vNm9pyaffc0AGDRiQ9U2bu/W6d7Q/sPU260unTM8X7niqzeN6q6i5Mzls7yC1Ip01oVzrnonb7Gd86eTpaWreknWN3fvsAHTXiCGVqVzT2GW7847ePxs2NeeLdz7d5n7fQaDv1AytyvMr1nbapnLggEx704h84c7/3T+UUyifCSOHZGjVwEwcMTiz9huTS//rd6XvRxs3dX7K4dYzgR0+ZUw+/95p+Z/XNuTrH/zL0uUfuyqg9dV3Gb9XsitZ28VlD7uaDnRM4bqP9OYOQLl+KN26sF2/vinjRgzOMX8xtleev6sdm5aWluxbO6zD4ldnBf6/P3pKPnzjrzu878OH75tzj56SqoEDMqz6fwvvV21VeO/qPdj2IICO2j62pK7T5ezukYflOmXp7qqr13vCiMGl9//xpXWZMXlUqTj1iWP/Ik2bt+TVtY2pGjggk0cPLY1C7OhzW9NFHmoGV+Yr3SzotH42h1UP2qmDayaOHJJr/1z8rt+wKUOrBmZY1aCMbOegmcljhuXq09+eunVNadi4OSMGD8qoYVU9WrTedrnons5er6K8lju63utsvd3Z+nzbTH7jvhdyw1mHZEAq8svnX79vfVNzHl+6Ou+b8aYufyDYa9SQUr+3vuRF64FPO2LrZWrN47bbrKtOe1uf7S/s6GenvYPUti7qf/o9B6Rp85Z+XYwtV16KklOg2GqGVnV5eZc3jRySn/7+lfx/P/tDm2tX+g4CfW9kF/sGewwelHk3PNStg5aBvrH1fn3rby2rN2zKHtWdb3/3HjM0d5x3eF5p2JjTr3sgK9e2PWPjMX8xdoeeu7f4vZJdybAu9ou7mg50THr6UG/uAJT7B8vefv7OdmyO2L+2w5HWW+uoSJEk/33u4V3e19Xy7chr0FHbnjrysDdH+bO9HXm996iubPc62K1+euE729xu73O7x+BBbzgP23ojB8DsyGd/3IjBvVKohp1Z73X02e3uGUfWbNyUYdWDUj1wQC498cA0b2nJ+qbm1Az53/zUr2/q9Iv5+BGDe/Tgs67yWO79hc50tA1svR75KW9/Uw6cWNPHvQJga+NGDO54P3TKmGxqbsn9f1i1XdHadxDoe53+jjJlTH7yu+Wl4pacQv+z9Xe3Vxo25oj9a9u9jOIR+9dmePWgHHnlzzucV38Zyez3SnYlQyoH5ogptaVBDFs7YkpthlQObOdRQHdUtLS0tJS7E7uKhoaG1NTUpL6+PiNGjCh3d3Y5L6/e0OnpuHcF9eubct53H+uwwHHNGTN2aCeufn1TIU7xWy49ndnuvN499R7vDnmAbXUns/1xvSev3dPT20DKz74xFEt3M9vedq310hSfvO23uWjO1Byy9yiXLIBe1p3MdpTXj8/9i9Sta0pzS0smjx6ascOr5RT6wBvZP+7se+XQqoGF+i7VH7+3Q3s6y2z9+qb8fvmaXHvPc/nl1peBnDIm575r//zF+OE+17CTFK57kB/net/usGOjwNF3ypXZnnqPd4c8wNaKvJ2V1+6xDdy1FDmzsDvakczWr2/K8oaNealuQ5LksaWr8437Xsghe4+yzoY+0t3Myiv0H290/7iz75W+S0HP6yqzy1ZvyM+ffTVjh1encfOWVA8akBVrGnP0W/bMeLmDnaZw3YP8OEdPUeDoG+XMrPcYdpzt7O7B+nHXIbNQLDuTWetsKJ8dzay8Qvn19v6xnEPPKuqZ/6DoXOMa+qH+fA1Seob3GKB91o8AxWGdDcUhr7Drk3Poe3IHPW9AuTsAAAAAAAAAwO5N4RoAAAAAAACAslK4BgAAAAAAAKCsFK4BAAAAAAAAKCuFawAAAAAAAADKSuEaAAAAAAAAgLJSuAYAAAAAAACgrBSuAQAAAAAAACgrhWsAAAAAAAAAykrhGgAAAAAAAICyUrgGAAAAAAAAoKwUrgEAAAAAAAAoK4VrAAAAAAAAAMpK4RoAAAAAAACAslK4BgAAAAAAAKCsFK4BAAAAAAAAKCuFawAAAAAAAADKSuEaAAAAAAAAgLJSuAYAAAAAAACgrBSuAQAAAAAAACgrhWsAAAAAAAAAykrhGgAAAAAAAICyUrgGAAAAAAAAoKwUrgEAAAAAAAAoK4VrAAAAAAAAAMpK4RoAAAAAAACAslK4BgAAAAAAAKCsFK4BAAAAAAAAKKvdonB9+eWX57DDDsvQoUMzcuTIdtssWbIkJ554YoYNG5ba2tqcf/75aWpq6tuOAgAAAAAAAOyGBpW7A32hqakpp512WmbNmpUbbrhhu+nNzc05/vjjs+eee+a+++7LqlWrctZZZ6WlpSXXXHNNGXoMAAAAAAAAsPvYLQrXn/vc55IkN954Y7vTFy1alKeeeipLly7NxIkTkyRXX3115s+fn8svvzwjRozoq64CAAAAAAAA7HZ2i1OFd+WBBx7ItGnTSkXrJJk7d24aGxvz6KOPlrFnAAAAAAAAALu+3WLEdVeWL1+ecePGtblv1KhRqaqqyvLlyzt8XGNjYxobG0u3Gxoaeq2PwBsns1AsMgvFIrNQLDILxSKzUDxyC8Uis9A/FHbE9WWXXZaKiopO/x555JFuz6+iomK7+1paWtq9v9UVV1yRmpqa0t+kSZN2almAviGzUCwyC8Uis1AsMgvFIrNQPHILxSKz0D9UtLS0tJS7Eztj5cqVWblyZadt9tlnnwwePLh0+8Ybb8wFF1yQ1atXt2l36aWX5oc//GEef/zx0n11dXUZPXp07rnnnhx99NHtzr+9I3AmTZqU+vp618WGfkhmoVhkFopFZqFYZBaKRWaheOQWikVmoX8o7KnCa2trU1tb2yPzmjVrVi6//PIsW7YsEyZMSJIsWrQo1dXVOfjggzt8XHV1daqrq3ukD0Dvk1koFpmFYpFZKBaZhWKRWSgeuYVikVnoHwpbuN4RS5YsyWuvvZYlS5akubk5ixcvTpJMmTIle+yxR+bMmZMDDzww8+bNy5VXXpnXXnstF198cRYsWOBIGgAAAAAAAIBetlsUri+99NJ861vfKt2eMWNGkuRnP/tZjjrqqAwcODB33nlnzjnnnMyePTtDhgzJmWeemauuuqpcXQYAAAAAAADYbewWhesbb7wxN954Y6dtJk+enDvuuKNvOgQAAAAAAABAyW5RuAYAAIBya2lpyapVq5IkY8aMSUVFRZl7BAAAAP3HgHJ3AAAAAHYHq1atyt9+/e787dfvLhWwAQAAgNcZcQ0AAAB9pHqPmnJ3AQAAAPolI64BAAAAAAAAKCuFawAAAAAAAADKSuEaAAAAAAAAgLJSuAYAAAAAAACgrBSuAQAAAAAAACgrhWsAAAAAAAAAykrhGgAAAAAAAICyUrgGAAAAAAAAoKwUrgEAAAAAAAAoK4VrAAAAAAAAAMpK4RoAAAAAAACAslK4BgAAAAAAAKCsFK4BAAAAAAAAKCuFawAAAAAAAADKSuEaAAAAAAAAgLJSuAYAAAAAAACgrBSuAQAAAAAAACgrhWsAAAAAAAAAykrhGgAAAAAAAICyUrgGAAAAAAAAoKwUrgEAAAAAAAAoK4VrAAAAAAAAAMpK4RoAAAAAAACAslK4BgAAAAAAAKCsFK4BAAAAAAAAKCuFawAAAAAAAADKSuEaAAAAAAAAgLJSuAYAAAAAAACgrPq0cL158+YMGjQoTz75ZF8+LQAAAAAAAAD9WJ8WrgcNGpS99947zc3Nffm0AAAAAAAAAPRjfX6q8M985jO55JJL8tprr/X1UwMAAAAAAADQDw3q6yf813/91zz//POZOHFi9t577wwbNqzN9N/85jd93SUAAAAAAAAAyqjPC9cnn3xyXz8lAAAAAAAAAP1YnxSu//Vf/zVnn312Bg8enA996EPZa6+9MmBAn5+lHAAAAAAAAIB+qE+qxxdeeGEaGhqSJPvuu29WrlzZF0+bJPnTn/6Uj3zkI9l3330zZMiQvPnNb84//dM/pampqU27JUuW5MQTT8ywYcNSW1ub888/f7s2AAAAAAAAAPS8PhlxPXHixNx22215z3vek5aWlrz00kvZuHFju20nT57co8/9+9//Plu2bMl1112XKVOm5Mknn8yCBQuybt26XHXVVUmS5ubmHH/88dlzzz1z3333ZdWqVTnrrLPS0tKSa665pkf7AwAAAAAAAEBbfVK4/sxnPpPzzjsv5557bioqKvJXf/VX27VpaWlJRUVFmpube/S5jz322Bx77LGl2/vtt1+eeeaZ/Nu//VupcL1o0aI89dRTWbp0aSZOnJgkufrqqzN//vxcfvnlGTFiRI/2CQAAAAAAAID/1SeF67PPPjtnnHFGXnzxxRx00EG5++67M2bMmL546nbV19dn9OjRpdsPPPBApk2bVipaJ8ncuXPT2NiYRx99NEcffXQ5ugkAAMAuoqWlJatWrSp3NwAAAKDf6pPCdZIMHz4806ZNyze/+c3Mnj071dXVnbb/7ne/m5NOOinDhg3r0X784Q9/yDXXXJOrr766dN/y5cszbty4Nu1GjRqVqqqqLF++vMN5NTY2prGxsXS79TreQP8ks1AsMgvFIrPQuVWrVmXBtXdmxF5TUllZWe7uyCwUjMxC8cgtFIvMQv8woK+f8KyzzuqyaJ0kH/vYx/LKK690OP2yyy5LRUVFp3+PPPJIm8e8/PLLOfbYY3Paaaflox/9aJtpFRUV2z1H6+nLO3LFFVekpqam9Ddp0qQulwsoH5mFYpFZKBaZha5VDe3ZA7PfCJmFYpFZKB65hWKRWegfKlpaWlrK3Yn2DB8+PI8//nj222+/dqevXLkyK1eu7HQe++yzTwYPHpzk9aL10UcfnZkzZ+bGG2/MgAH/W7O/9NJL88Mf/jCPP/546b66urqMHj0699xzT4enCm/vCJxJkyalvr7edbGhH5JZKBaZhWKRWejcypUr84Erb8vg0RNSWVmZ6//2r1JbW1u2/sgsFIvMQvHILRSLzEL/0GenCu9ptbW13f6S/z//8z85+uijc/DBB+eb3/xmm6J1ksyaNSuXX355li1blgkTJiRJFi1alOrq6hx88MEdzre6urpbo8eB/kFmoVhkFopFZqFYZBaKRWaheOQWikVmoX8obOG6u15++eUcddRRmTx5cq666qq8+uqrpWnjx49PksyZMycHHnhg5s2blyuvvDKvvfZaLr744ixYsMCRNAAAAAAAAAC9bJcvXC9atCjPP/98nn/++ey1115tprWeJX3gwIG58847c84552T27NkZMmRIzjzzzFx11VXl6DIAAAAAAADAbmWXL1zPnz8/8+fP77Ld5MmTc8cdd/R+hwAAAAAAAABoY0DXTcpj7733TmVlZbm7AQAAAAAAAEAv6/PC9X777ZdVq1Ztd//q1auz3377lW4/+eSTmTRpUl92DQAAAAAAAIAy6PPC9Z/+9Kc0Nzdvd39jY2P+53/+p6+7AwAAAAAAAECZ9dk1rv/rv/6r9P+f/OQnqampKd1ubm7OT3/60+yzzz591R0AAAAAAAAA+ok+K1yffPLJSZKKioqcddZZbaZVVlZmn332ydVXX91X3QEAAAAAAACgn+izwvWWLVuSJPvuu29+/etfp7a2tq+eGgAAAAAAAIB+rM8K161eeOGF7e5bvXp1Ro4c2dddAQAAAAAAAKAfGNDXT/jP//zP+d73vle6fdppp2X06NF505velMcff7yvuwMAAAAAAABAmfV54fq6667LpEmTkiR33XVX7r777ixcuDDHHXdc/u///b993R0AAAAAAAAAyqzPTxW+bNmyUuH6jjvuyOmnn545c+Zkn332ycyZM/u6OwAAAAAAAACUWZ+PuB41alSWLl2aJFm4cGGOOeaYJElLS0uam5v7ujsAAAAAAAAAlFmfj7h+3/velzPPPDP7779/Vq1aleOOOy5Jsnjx4kyZMqWvuwMAAAAAAABAmfV54fqrX/1q9tlnnyxdujRf+cpXssceeyR5/RTi55xzTl93BwAAAAAAAIAy6/PCdWVlZS6++OLt7r/gggv6uisAAAAAAAAA9AN9XrhOkmeffTY///nPs2LFimzZsqXNtEsvvbQcXQIAAAAAAACgTPq8cH399dfn//yf/5Pa2tqMHz8+FRUVpWkVFRUK1wAAAAAAAAC7mT4vXH/xi1/M5Zdfnk984hN9/dQAAAAAAAAA9EMD+voJ6+rqctppp/X10wIAAAAAAADQT/V54fq0007LokWL+vppAQAAAAAAAOin+vxU4VOmTMlnP/vZPPjgg5k+fXoqKyvbTD///PP7uksAAAAAAAAAlFGfF67//d//PXvssUfuvffe3HvvvW2mVVRUKFwDAAAAAAAA7Gb6vHD9wgsv9PVTAgAAAAAAANCP9Unh+sILL8wXvvCFDBs2LBdeeGGH7SoqKnL11Vf3RZcAAAAAAAAA6Cf6pHD92GOPZdOmTaX/d6SioqIvugMAAAAAAABAP9Inheuf/exn7f4fAAAAAAAAAAaUuwMAAAAAAAAA7N4UrgEAAAAAAAAoK4VrAAAAAAAAAMpK4RoAAAAAAACAslK4BgAAAAAAAKCsFK4BAAAAAAAAKCuFawAAAAAAAADKSuEaAAAAAAAAgLJSuAYAAAAAAACgrBSuAQAAAAAAACgrhWsAAAAAAAAAykrhGgAAAAAAAICy2i0K1yeddFImT56cwYMHZ8KECZk3b15efvnlNm2WLFmSE088McOGDUttbW3OP//8NDU1lanHAAAAAAAAALuP3aJwffTRR+f//b//l2eeeSa33XZb/vCHP+Rv/uZvStObm5tz/PHHZ926dbnvvvty66235rbbbstFF11Uxl4DAAAAAAAA7B4GlbsDfeEf//EfS//fe++988lPfjInn3xyNm3alMrKyixatChPPfVUli5dmokTJyZJrr766syfPz+XX355RowYUa6uAwAAAAAAAOzydovC9dZee+213HLLLTnssMNSWVmZJHnggQcybdq0UtE6SebOnZvGxsY8+uijOfroo9udV2NjYxobG0u3GxoaerfzwBsis1AsMgvFIrNQLDILxSKzUDxyC8Uis9A/7BanCk+ST3ziExk2bFjGjBmTJUuW5Ic//GFp2vLlyzNu3Lg27UeNGpWqqqosX768w3leccUVqampKf1NmjSp1/oPvHEyC8Uis1AsMgvFIrNQLDILxSO3UCwyC/1DRUtLS0u5O7EzLrvssnzuc5/rtM2vf/3rHHLIIUmSlStX5rXXXsuLL76Yz33uc6mpqckdd9yRioqKnH322XnxxRfzk5/8pM3jq6qq8u1vfzsf+MAH2p1/e0fgTJo0KfX19U4vDv2QzEKxyCwUi8xC51auXJkPXHlbBo+ekMrKylz/t3+V2trasvVHZqFYZBaKR26hWGQW+ofCnir83HPP7bCg3GqfffYp/b+2tja1tbV5y1vekgMOOCCTJk3Kgw8+mFmzZmX8+PF56KGH2jy2rq4umzZt2m4k9taqq6tTXV39hpYD6DsyC8Uis1AsMgvFIrNQLDILxSO3UCwyC/1DYQvXrYXondE6yLz16JlZs2bl8ssvz7JlyzJhwoQkyaJFi1JdXZ2DDz64ZzoMAAAAAAAAQLsKW7jurocffjgPP/xwDj/88IwaNSp//OMfc+mll+bNb35zZs2alSSZM2dODjzwwMybNy9XXnllXnvttVx88cVZsGCBU0AAAAAAAAAA9LIB5e5AbxsyZEi+//3v593vfnemTp2aD3/4w5k2bVruvffe0mkfBg4cmDvvvDODBw/O7Nmzc/rpp+fkk0/OVVddVebeAwAAAAAAAOz6dvkR19OnT88999zTZbvJkyfnjjvu6IMeAQAAAAAAALC1XX7ENQAAAAAAAAD9m8I1AAAAAAAAAGWlcA0AAAAAAABAWSlcAwAAAAAAAFBWCtcAAAAAAAAAlJXCNQAAAAAAAABlpXANAAAAAAAAQFkpXAMAAAAAAABQVgrXAAAAAAAAAJSVwjUAAAAAAAAAZaVwDQAAAAAAAEBZKVwDAAAAAAAAUFYK1wAAAAAAAACUlcI1AAAAAAAAAGWlcA0AAAAAAABAWSlcAwAAAAAAAFBWCtcAAAAAAAAAlJXCNQAAAAAAAABlpXANAAAAAAAAQFkpXAMAAAAAAABQVgrXAAAAAAAAAJSVwjUAAAAAAAAAZaVwDQAAAAAAAEBZKVwDAAAAAAAAUFYK1wAAAAAAAACUlcI1AAAAAAAAAGWlcA0AAAB9qKWlJatWrUpLS0u5uwIAAAD9hsI1AAAA9KGmdQ352L//NKtWrSp3VwAAAKDfULgGAACAPlY1dHi5uwAAAAD9isI1AAAAAAAAAGWlcA0AAAAAAABAWSlcAwAAAAAAAFBWCtcAAAAAAAAAlJXCNQAAAAAAAABlpXANAAAAAAAAQFkpXAMAAAAAAABQVgrXAAAAAAAAAJTVblW4bmxszNvf/vZUVFRk8eLFbaYtWbIkJ554YoYNG5ba2tqcf/75aWpqKk9HAQAAAAAAAHYjg8rdgb708Y9/PBMnTszjjz/e5v7m5uYcf/zx2XPPPXPfffdl1apVOeuss9LS0pJrrrmmTL0FAAAAAAAA2D3sNiOuf/zjH2fRokW56qqrtpu2aNGiPPXUU7n55pszY8aMHHPMMbn66qtz/fXXp6GhoQy9BQAAYFfW0tKSVatWZeXKlWlpaSl3dwAAAKDsdosR16+88koWLFiQ22+/PUOHDt1u+gMPPJBp06Zl4sSJpfvmzp2bxsbGPProozn66KPbnW9jY2MaGxtLtxW5oX+TWSgWmYVikVnYMZs2rM15t/w6gwYNyrfPOSa1tbV9+vwyC8Uis1A8cgvFIrPQP+zyI65bWloyf/78/N3f/V0OOeSQdtssX74848aNa3PfqFGjUlVVleXLl3c47yuuuCI1NTWlv0mTJvVo34GeJbNQLDILxSKzsOOqho1I9R41ZXlumYVikVkoHrmFYpFZ6B8KW7i+7LLLUlFR0enfI488kmuuuSYNDQ255JJLOp1fRUXFdve1tLS0e3+rSy65JPX19aW/pUuXvuHlAnqPzEKxyCwUi8xCscgsFIvMQvHILRSLzEL/UNhThZ977rn5wAc+0GmbffbZJ1/84hfz4IMPprq6us20Qw45JB/84AfzrW99K+PHj89DDz3UZnpdXV02bdq03UjsrVVXV283X6D/klkoFpmFYpFZKBaZhWKRWSgeuYVikVnoHwpbuK6tre3WNcD+9V//NV/84hdLt19++eXMnTs33/ve9zJz5swkyaxZs3L55Zdn2bJlmTBhQpJk0aJFqa6uzsEHH9w7CwAAAAAAAABAkgIXrrtr8uTJbW7vscceSZI3v/nN2WuvvZIkc+bMyYEHHph58+blyiuvzGuvvZaLL744CxYsyIgRI/q8zwAAAAAAAAC7k8Je47onDRw4MHfeeWcGDx6c2bNn5/TTT8/JJ5+cq666qtxdAwAAAAAAANjl7fIjrre1zz77pKWlZbv7J0+enDvuuKMMPQIAAAAAAADYvRlxDQAAAAAAAEBZKVwDAAAAAAAAUFYK1wAAAAAAAACUlcI1AAAAAAAAAGWlcA0AAAAAAABAWQ0qdweA3Uv9+qasXNuUho2bMmJIZWqHVaVmaFW5u9WhovUXoKisb3dfLS0tWbVqVcaMGZOKiopydwd6VEtLS1auXJkkee2118rcG+CNsr8CxSKzUCwyC8XSW5lVuAb6zMurN+QTt/02v3xuZem+I/evzZdPPSgTRw4pY8/aV7T+AhSV9e3ubdWqVfnAld/Prf/3famtrS13d6BHrVq1Kqd+/qYMHjU2WxrXZ/Pm5nJ3CdhJ9legWGQWikVmoVh6M7NOFQ70ifr1TdutyJLkF8+tzCdv+23q1zeVqWftK1p/AYrK+pYkqRo2vNxdgF5TNXRYqoaNSNWwEeXuCrCT7K9AscgsFIvMQrH0dmYVroE+sXJt03Yrsla/eG5lVq7tXzsgResvQFFZ3wIA/Z39FSgWmYVikVkolt7OrMI10CcaNm7qdPqaLqb3taL1F6CorG8BgP7O/goUi8xCscgsFEtvZ1bhGugTIwZXdjp9eBfT+1rR+gtQVNa3AEB/Z38FikVmoVhkFoqltzOrcA30ido9qnLk/rXtTjty/9rU7lHVxz3qXNH6C1BU1rcAQH9nfwWKRWahWGQWiqW3M6twDfSJmqFV+fKpB223Qjty/9r886kHpWZo/9oBKVp/AYrK+hYA6O/sr0CxyCwUi8xCsfR2Zge9oUcD7ICJI4fkmjNmZOXapqzZuCnDB1emdo+qfrvzUbT+AhSV9S0A0N/ZX4FikVkoFpmFYunNzCpcA32qZmixdjiK1l+AorK+BQD6O/srUCwyC8Uis1AsvZVZpwoHAAAAAAAAoKwUrgEAAAAAAAAoK4VrAAAAAAAAAMrKNa57UEtLS5KkoaGhzD2BXcfw4cNTUVHRK/OWWeh5MgvF0h8yu2bNmmxsqM+LL76YNWvW9EpfoFxee+21bFyzJi2DBqelaWMa1zVkYENdm/9vHlSZNWvWpKqqe9cG663c2s5C75BZKJb+sH8MdJ/MQrF0J7MK1z2o9Ye2SZMmlbknsOuor6/PiBEjemXeMgs9T2ahWPpTZg+5ule6AYWw3+e737a3cms7C71DZqFY+tP+MdA1mYVi6U5mK1paDxvhDduyZUtefvnlXjnKp6GhIZMmTcrSpUt7bUXc04rY56SY/S5in5Pu9bs3j5rrbmaL+vp2xjIVQxGXqT9ktj1FfC2L1mf97V291d/+mtnu8j72vqL1uWj9TXa8z72Vqe5ktoiv746yjLuG/rSM5cxs0r9ei3LY3Zc/8RokO/YalGv/uIjvkz73DX3uXH/4TlvE96gju9KyJJanPzLiuo8NGDAge+21V68+x4gRIwr3gSxin5Ni9ruIfU7K1+8dzWxRX9/OWKZi2BWXaWf0xHa2iK9l0fqsv72rSP3ti33jVkV6XZLi9TcpXp+L1t+k/H3ekcyWu699wTLuGnblZfR9dsfs7sufeA2S8r8G3cltufu4M/S5b+hz39udt7W70rIklqdoBpS7AwAAAAAAAADs3hSuAQAAAAAAACgrheuCqK6uzj/90z+lurq63F3ptiL2OSlmv4vY56Q4/S5KP3eEZSqGXXGZyqWIr2XR+qy/vato/e0rRXtditbfpHh9Llp/k2L1uUh93VmWcdewOyxjd+3ur8XuvvyJ1yApxmtQhD5uS5/7hj73f7vS8u5Ky5JYnqKqaGlpaSl3JwAAAAAAAADYfRlxDQAAAAAAAEBZKVwDAAAAAAAAUFYK1wAAAAAAAACUlcI1AAAAAAAAAGWlcN2DWlpa0tDQkJaWlnJ3BegGmYVikVkoFpmFYpFZKBaZheKRWygWmYXyKGvh+he/+EVOPPHETJw4MRUVFbn99tvbTK+oqGj378orryy1Oeqoo7ab/oEPfKDNfOrq6jJv3rzU1NSkpqYm8+bNy+rVq9u0WbJkSU488cQMGzYstbW1Of/889PU1LRDy7NmzZrU1NRkzZo1O/Q4oDxkFopFZqFYZBaKRWahWGQWikduoVhkFsqjrIXrdevW5W1ve1uuvfbadqcvW7aszd83vvGNVFRU5NRTT23TbsGCBW3aXXfddW2mn3nmmVm8eHEWLlyYhQsXZvHixZk3b15penNzc44//visW7cu9913X2699dbcdtttueiii3p+oQEAAAAAAABoY1A5n/y4447Lcccd1+H08ePHt7n9wx/+MEcffXT222+/NvcPHTp0u7atnn766SxcuDAPPvhgZs6cmSS5/vrrM2vWrDzzzDOZOnVqFi1alKeeeipLly7NxIkTkyRXX3115s+fn8svvzwjRox4I4sJAAAAAAAAQCcKc43rV155JXfeeWc+8pGPbDftlltuSW1tbd761rfm4osvbnPqhgceeCA1NTWlonWSHHrooampqcn9999fajNt2rRS0TpJ5s6dm8bGxjz66KO9uFQAAAAAAAAAlHXE9Y741re+leHDh+d973tfm/s/+MEPZt9998348ePz5JNP5pJLLsnjjz+eu+66K0myfPnyjB07drv5jR07NsuXLy+1GTduXJvpo0aNSlVVValNexobG9PY2Fi63dDQsNPLB/Q+mYVikVkoFpmFYpFZKBaZheKRWygWmYX+oTAjrr/xjW/kgx/8YAYPHtzm/gULFuSYY47JtGnT8oEPfCD/+Z//mbvvvju/+c1vSm0qKiq2m19LS0ub+7vTZltXXHFFampqSn+TJk3amUUD+ojMQrHILBSLzEKxyCwUi8xC8cgtFIvMQv9Q0dLS0lLuTiSvF45/8IMf5OSTT95u2i9/+csceeSRWbx4cd72trd1Op+WlpZUV1fnpptuyvvf//584xvfyIUXXpjVq1e3aTdy5Mh89atfzYc+9KFceuml+eEPf5jHH3+8NL2uri6jR4/OPffck6OPPrrd52rvCJxJkyalvr7edbGhA/Xrm7JybVMaNm7KiCGVqR1WlZqhVX3y3DuT2XL2F3Z3trO7F+vb4rOdhWKxnYVikVnYceXe15Rb2DEyC8XSW5ktxKnCb7jhhhx88MFdFq2T5He/+102bdqUCRMmJElmzZqV+vr6PPzww3nHO96RJHnooYdSX1+fww47rNTm8ssvz7Jly0qPW7RoUaqrq3PwwQd3+FzV1dWprq5+o4sHu42XV2/IJ277bX753MrSfUfuX5svn3pQJo4c0uvPv6OZLXd/YXdnO7v7sL7dNdjOQrHYzkKxyCzsmP6wrym30H0yC8XSm5kt66nC165dm8WLF2fx4sVJkhdeeCGLFy/OkiVLSm0aGhryH//xH/noRz+63eP/8Ic/5POf/3weeeSR/OlPf8qPfvSjnHbaaZkxY0Zmz56dJDnggANy7LHHZsGCBXnwwQfz4IMPZsGCBTnhhBMyderUJMmcOXNy4IEHZt68eXnsscfy05/+NBdffHEWLFjgSBroIfXrm7ZbkSXJL55bmU/e9tvUr28qU8/aV7T+AhSV9e3uyfsOAEBvsa8JxSKzUCy9ndmyFq4feeSRzJgxIzNmzEiSXHjhhZkxY0YuvfTSUptbb701LS0tOeOMM7Z7fFVVVX76059m7ty5mTp1as4///zMmTMnd999dwYOHFhqd8stt2T69OmZM2dO5syZk4MOOig33XRTafrAgQNz5513ZvDgwZk9e3ZOP/30nHzyybnqqqt6celh97JybdN2K7JWv3huZVau7V87IEXrL0BRWd/unrzvAAD0FvuaUCwyC8XS25kt66nCjzrqqHR1ie2zzz47Z599drvTJk2alHvvvbfL5xk9enRuvvnmTttMnjw5d9xxR5fzAnZOw8ZNnU5f08X0vla0/gIUlfXt7sn7DgBAb7GvCcUis1AsvZ3Zso64BnYfIwZXdjp9eBfT+1rR+gtQVNa3uyfvOwAAvcW+JhSLzEKx9HZmFa6BPlG7R1WO3L+23WlH7l+b2j2q+rhHnStafwGKyvp29+R9BwCgt9jXhGKRWSiW3s6swjXQJ2qGVuXLpx603QrtyP1r88+nHpSaof1rB6Ro/QUoKuvb3ZP3HQCA3mJfE4pFZqFYejuzFS1dXWSabmtoaEhNTU3q6+szYsSIcncH+qX69U1ZubYpazZuyvDBlando6psOx/dyWx/6i/s7mxnd23Wt7se21koFttZKBaZha71t31NuYXOySwUS29ldlAP9A2g22qGFusH6aL1F6CorG93T953AAB6i31NKBaZhWLprcw6VTgAAAAAAAAAZaVwDQAAAAAAAEBZKVwDAAAAAAAAUFYK1wAAAAAAAACUlcI1AAAAAAAAAGWlcA0AAAAAAABAWSlcAwAAAAAAAFBWCtcAAAAAAAAAlJXCNQAAAAAAAABlpXANAAAAAAAAQFkpXAMAAAAAAABQVgrXAAAAAAAAAJSVwjUAAAAAAAAAZaVwDQAAAAAAAEBZKVwDAAAAAAAAUFZlLVz/4he/yIknnpiJEyemoqIit99+e5vp8+fPT0VFRZu/Qw89tE2bxsbGnHfeeamtrc2wYcNy0kkn5aWXXmrTpq6uLvPmzUtNTU1qamoyb968rF69uk2bJUuW5MQTT8ywYcNSW1ub888/P01NTb2x2AAAAAAAAABspayF63Xr1uVtb3tbrr322g7bHHvssVm2bFnp70c/+lGb6RdccEF+8IMf5NZbb819992XtWvX5oQTTkhzc3OpzZlnnpnFixdn4cKFWbhwYRYvXpx58+aVpjc3N+f444/PunXrct999+XWW2/NbbfdlosuuqjnFxoAAAAAAACANgaV88mPO+64HHfccZ22qa6uzvjx49udVl9fnxtuuCE33XRTjjnmmCTJzTffnEmTJuXuu+/O3Llz8/TTT2fhwoV58MEHM3PmzCTJ9ddfn1mzZuWZZ57J1KlTs2jRojz11FNZunRpJk6cmCS5+uqrM3/+/Fx++eUZMWJEDy41AAAAAAAAAFsra+G6O37+859n7NixGTlyZN75znfm8ssvz9ixY5Mkjz76aDZt2pQ5c+aU2k+cODHTpk3L/fffn7lz5+aBBx5ITU1NqWidJIceemhqampy//33Z+rUqXnggQcybdq0UtE6SebOnZvGxsY8+uijOfroo9vtW2NjYxobG0u3GxoaenrxgR4ks1AsMgvFIrNQLDILxSKzUDxyC8Uis9A/lPVU4V057rjjcsstt+See+7J1VdfnV//+td517veVVp5LF++PFVVVRk1alSbx40bNy7Lly8vtWktdG9t7NixbdqMGzeuzfRRo0alqqqq1KY9V1xxRem62TU1NZk0adIbWl6gd8ksFIvMQrHILBSLzEKxyCwUj9xCscgs9A/9unD9/ve/P8cff3ymTZuWE088MT/+8Y/z7LPP5s477+z0cS0tLamoqCjd3vr/b6TNti655JLU19eX/pYuXdqdxQLKRGahWGQWikVmoVhkFopFZqF45BaKRWahf+j3pwrf2oQJE7L33nvnueeeS5KMHz8+TU1NqaurazPqesWKFTnssMNKbV555ZXt5vXqq6+WRlmPHz8+Dz30UJvpdXV12bRp03YjsbdWXV2d6urqN7xcQN+QWSgWmYVikVkoFpmFYpFZKB65hWKRWegf+vWI622tWrUqS5cuzYQJE5IkBx98cCorK3PXXXeV2ixbtixPPvlkqXA9a9as1NfX5+GHHy61eeihh1JfX9+mzZNPPplly5aV2ixatCjV1dU5+OCD+2LRAAAAAAAAAHZbZR1xvXbt2jz//POl2y+88EIWL16c0aNHZ/To0bnsssty6qmnZsKECfnTn/6UT33qU6mtrc0pp5ySJKmpqclHPvKRXHTRRRkzZkxGjx6diy++ONOnT88xxxyTJDnggANy7LHHZsGCBbnuuuuSJGeffXZOOOGETJ06NUkyZ86cHHjggZk3b16uvPLKvPbaa7n44ouzYMGCjBgxoo9fFQAAAAAAAIDdS1kL14888kiOPvro0u0LL7wwSXLWWWfl3/7t3/LEE0/k29/+dlavXp0JEybk6KOPzve+970MHz689JivfvWrGTRoUE4//fRs2LAh7373u3PjjTdm4MCBpTa33HJLzj///MyZMydJctJJJ+Xaa68tTR84cGDuvPPOnHPOOZk9e3aGDBmSM888M1dddVVvvwQAAAAAAAAAu72KlpaWlnJ3YlfR0NCQmpqa1NfXG6kNBSCzUCwyC8Uis1AsMgvFIrNQPHILxSKzUB6FusY1AAAAAAAAALsehWsAAAAAAAAAykrhGgAAAAAAAICyUrgGAAAAAAAAoKwUrgEAAAAAAAAoK4VrAAAAAAAAAMpK4RoAAAAAAACAslK4BgAAAAAAAKCsFK4BAAAAAAAAKCuFawAAAAAAAADKSuEaAAAAAAAAgLJSuAYAAAAAAACgrBSuAQAAAAAAACgrhWsAAAAAAAAAykrhGgAAAAAAAICyUrgGAAAAAAAAoKwUrgEAAAAAAAAoK4VrAAAAAAAAAMpK4RoAAAAAAACAsipr4foXv/hFTjzxxEycODEVFRW5/fbbS9M2bdqUT3ziE5k+fXqGDRuWiRMn5m//9m/z8ssvt5nHUUcdlYqKijZ/H/jAB9q0qaury7x581JTU5OamprMmzcvq1evbtNmyZIlOfHEEzNs2LDU1tbm/PPPT1NTU28tOgAAAAAAAAB/VtbC9bp16/K2t70t11577XbT1q9fn9/85jf57Gc/m9/85jf5/ve/n2effTYnnXTSdm0XLFiQZcuWlf6uu+66NtPPPPPMLF68OAsXLszChQuzePHizJs3rzS9ubk5xx9/fNatW5f77rsvt956a2677bZcdNFFPb/QAAAAAAAAALQxqJxPftxxx+W4445rd1pNTU3uuuuuNvddc801ecc73pElS5Zk8uTJpfuHDh2a8ePHtzufp59+OgsXLsyDDz6YmTNnJkmuv/76zJo1K88880ymTp2aRYsW5amnnsrSpUszceLEJMnVV1+d+fPn5/LLL8+IESN6YnEBAAAAAAAAaEehrnFdX1+fioqKjBw5ss39t9xyS2pra/PWt741F198cdasWVOa9sADD6SmpqZUtE6SQw89NDU1Nbn//vtLbaZNm1YqWifJ3Llz09jYmEcffbR3FwoAAAAAAABgN1fWEdc7YuPGjfnkJz+ZM888s80I6A9+8IPZd999M378+Dz55JO55JJL8vjjj5dGay9fvjxjx47dbn5jx47N8uXLS23GjRvXZvqoUaNSVVVVatOexsbGNDY2lm43NDS8oWUEepfMQrHILBSLzEKxyCwUi8xC8cgtFIvMQv9QiBHXmzZtygc+8IFs2bIlX//619tMW7BgQY455phMmzYtH/jAB/Kf//mfufvuu/Ob3/ym1KaiomK7eba0tLS5vztttnXFFVekpqam9Ddp0qSdWTygj8gsFIvMQrHILBSLzEKxyCwUj9xCscgs9A/9vnC9adOmnH766XnhhRdy1113dXm96b/8y79MZWVlnnvuuSTJ+PHj88orr2zX7tVXXy2Nsh4/fvx2I6vr6uqyadOm7UZib+2SSy5JfX196W/p0qU7unhAH5JZKBaZhWKRWSgWmYVikVkoHrmFYpFZ6B/69anCW4vWzz33XH72s59lzJgxXT7md7/7XTZt2pQJEyYkSWbNmpX6+vo8/PDDecc73pEkeeihh1JfX5/DDjus1Obyyy/PsmXLSo9btGhRqqurc/DBB3f4XNXV1amurn6jiwn0EZmFYpFZKBaZhWKRWSgWmYXikVsoFpmF/qGsheu1a9fm+eefL91+4YUXsnjx4owePToTJ07M3/zN3+Q3v/lN7rjjjjQ3N5dGRY8ePTpVVVX5wx/+kFtuuSXvec97Ultbm6eeeioXXXRRZsyYkdmzZydJDjjggBx77LFZsGBBrrvuuiTJ2WefnRNOOCFTp05NksyZMycHHnhg5s2blyuvvDKvvfZaLr744ixYsKDLEd4AAAAAAAAAvDFlPVX4I488khkzZmTGjBlJkgsvvDAzZszIpZdempdeein/9V//lZdeeilvf/vbM2HChNLf/fffnySpqqrKT3/608ydOzdTp07N+eefnzlz5uTuu+/OwIEDS89zyy23ZPr06ZkzZ07mzJmTgw46KDfddFNp+sCBA3PnnXdm8ODBmT17dk4//fScfPLJueqqq/r2BQEAAAAAAADYDZV1xPVRRx2VlpaWDqd3Ni1JJk2alHvvvbfL5xk9enRuvvnmTttMnjw5d9xxR5fzAgAAAAAAAKBnlXXENQAAAAAAAAAoXAMAAAAAAABQVgrXAAAAAAAAAJSVwjUAAAAAAAAAZaVwDQAAAAAAAEBZKVwDAAAAAAAAUFaDyt0BAAAAoBi2bNmSFStWJEnGjh2bAQMcDw8AAEDP8A0TAAAA6JYVK1Zk/tfvyvyv31UqYAMAAEBPMOIaAAAA6Lbq4aPK3QUAAAB2QUZcAwAAAAAAAFBWCtcAAAAAAAAAlJXCNQAAAAAAAABlpXANAAAAAAAAQFkpXAMAAAAAAABQVgrXAAAAAAAAAJSVwjUAAAAAAAAAZTWouw1Hjx6dZ599NrW1tRk1alQqKio6bPvaa6/1SOcAAAAAAAAA2PV1u3D91a9+NcOHDy/9v7PCNQAAAAAAAAB0V7cL12eddVbp//Pnz++NvgAAAAAAAACwG9qpa1z/5je/yRNPPFG6/cMf/jAnn3xyPvWpT6WpqanHOgcAAAD0Py1btmTFihVZvnx5tmzZUu7uAAAAsAvYqcL1xz72sTz77LNJkj/+8Y95//vfn6FDh+Y//uM/8vGPf7zb8/nFL36RE088MRMnTkxFRUVuv/32NtNbWlpy2WWXZeLEiRkyZEiOOuqo/O53v2vTprGxMeedd15qa2szbNiwnHTSSXnppZfatKmrq8u8efNSU1OTmpqazJs3L6tXr27TZsmSJTnxxBMzbNiw1NbW5vzzz1eEBwAAgHY0rqvPP373kcz/+l1ZsWJFubsDAADALmCnCtfPPvts3v72tydJ/uM//iPvfOc7853vfCc33nhjbrvttm7PZ926dXnb296Wa6+9tt3pX/nKV/Iv//Ivufbaa/PrX/8648ePz1//9V9nzZo1pTYXXHBBfvCDH+TWW2/Nfffdl7Vr1+aEE05Ic3Nzqc2ZZ56ZxYsXZ+HChVm4cGEWL16cefPmlaY3Nzfn+OOPz7p163Lffffl1ltvzW233ZaLLrpoB18ZAAAA2D1UDx+Z6uGjyt0NAAAAdhHdvsb11lpaWkqnArv77rtzwgknJEkmTZqUlStXdns+xx13XI477rgOn+NrX/taPv3pT+d973tfkuRb3/pWxo0bl+985zv52Mc+lvr6+txwww256aabcswxxyRJbr755kyaNCl333135s6dm6effjoLFy7Mgw8+mJkzZyZJrr/++syaNSvPPPNMpk6dmkWLFuWpp57K0qVLM3HixCTJ1Vdfnfnz5+fyyy/PiBEjduZlAgAAAAAAAKAbdmrE9SGHHJIvfvGLuemmm3Lvvffm+OOPT5K88MILGTduXI907IUXXsjy5cszZ86c0n3V1dV55zvfmfvvvz9J8uijj2bTpk1t2kycODHTpk0rtXnggQdSU1NTKlonyaGHHpqampo2baZNm1YqWifJ3Llz09jYmEcffbTDPjY2NqahoaHNH9B/ySwUi8xCscgsFIvMQrHILBSP3EKxyCz0DztVuP7a176W3/zmNzn33HPz6U9/OlOmTEmS/Od//mcOO+ywHunY8uXLk2S7Qvi4ceNK05YvX56qqqqMGjWq0zZjx47dbv5jx45t02bb5xk1alSqqqpKbdpzxRVXlK6bXVNTk0mTJu3gUgJ9SWahWGQWikVmoVhkFopFZqF45BaKRWahf9ipwvVBBx2UJ554IvX19fmnf/qn0v1XXnllvvWtb/VY55KkoqKize2Wlpbt7tvWtm3aa78zbbZ1ySWXpL6+vvS3dOnSTvsFlJfMQrHILBSLzEKxyCwUi8xC8cgtFIvMQv+wU9e47sjgwYN7bF7jx49P8vpo6AkTJpTuX7FiRWl09Pjx49PU1JS6uro2o65XrFhRGvk9fvz4vPLKK9vN/9VXX20zn4ceeqjN9Lq6umzatKnTU59XV1enurp6J5cQ6GsyC8Uis1AsMgvFIrNQLDILxSO3UCwyC/1Dt0dcjx49OitXrkzy+mm0R48e3eFfT9h3330zfvz43HXXXaX7mpqacu+995aK0gcffHAqKyvbtFm2bFmefPLJUptZs2alvr4+Dz/8cKnNQw89lPr6+jZtnnzyySxbtqzUZtGiRamurs7BBx/cI8sDAAAAAAAAQPu6PeL6q1/9aoYPH57k9Wtc94S1a9fm+eefL91+4YUXsnjx4owePTqTJ0/OBRdckC996UvZf//9s//+++dLX/pShg4dmjPPPDNJUlNTk4985CO56KKLMmbMmIwePToXX3xxpk+fnmOOOSZJcsABB+TYY4/NggULct111yVJzj777JxwwgmZOnVqkmTOnDk58MADM2/evFx55ZV57bXXcvHFF2fBggUZMWJEjywrAAAAAAAAAO3rduH6rLPOavf/nfnyl7+cv/u7v8vIkSPbnf7II4/k6KOPLt2+8MILS/O/8cYb8/GPfzwbNmzIOeeck7q6usycOTOLFi0qFdCT1wvqgwYNyumnn54NGzbk3e9+d2688cYMHDiw1OaWW27J+eefnzlz5iRJTjrppFx77bWl6QMHDsydd96Zc845J7Nnz86QIUNy5pln5qqrrurWcgIAAAAAAACw8ypaWlpaemvmI0aMyOLFi7Pffvv11lP0Kw0NDampqUl9fb2R2lAAMgvFIrNQLDILxdLdzC5fvjwfu+mRbFxTl4GDh6WysirXzTsk48eP78PeArazUDxyC8Uis1Ae3b7G9c7oxZo4AAAAAAAAALuIXi1cAwAAAAAAAEBXFK4BAAAAAAAAKCuFawAAAAAAAADKSuEaAAAAAAAAgLLq1cL1EUcckSFDhvTmUwAAAAAAAABQcIN29oFbtmzJ888/nxUrVmTLli1tph155JFJkh/96EdvrHcAAAAAAAAA7PJ2qnD94IMP5swzz8yLL76YlpaWNtMqKirS3NzcI50DAAAAAAAAYNe3U4Xrv/u7v8shhxySO++8MxMmTEhFRUVP9wsAAAAAAACA3cROFa6fe+65/Od//memTJnS0/0BAAAAAAAAYDczYGceNHPmzDz//PM93RcAAAAAAAAAdkM7NeL6vPPOy0UXXZTly5dn+vTpqaysbDP9oIMO6pHOAQAAAAAAALDr26nC9amnnpok+fCHP1y6r6KiIi0tLamoqEhzc3PP9A4AAAAAAACAXd5OFa5feOGFnu4HAAAAAAAAALupnSpc77333j3dDwAAAAAAAAB2UztVuG711FNPZcmSJWlqampz/0knnfSGOgUAAAAAAADA7mOnCtd//OMfc8opp+SJJ54oXds6ef0610lc4xoAAAAAAACAbhuwMw/6h3/4h+y777555ZVXMnTo0Pzud7/LL37xixxyyCH5+c9/3sNdBAAAAAAAAGBXtlMjrh944IHcc8892XPPPTNgwIAMGDAghx9+eK644oqcf/75eeyxx3q6nwAAAAAAAADsonZqxHVzc3P22GOPJEltbW1efvnlJMnee++dZ555pud6l2SfffZJRUXFdn9///d/nySZP3/+dtMOPfTQNvNobGzMeeedl9ra2gwbNiwnnXRSXnrppTZt6urqMm/evNTU1KSmpibz5s3L6tWre3RZAAAAAAAAANjeThWup02blt/+9rdJkpkzZ+YrX/lKfvWrX+Xzn/989ttvvx7t4K9//essW7as9HfXXXclSU477bRSm2OPPbZNmx/96Edt5nHBBRfkBz/4QW699dbcd999Wbt2bU444YQ21+I+88wzs3jx4ixcuDALFy7M4sWLM2/evB5dFgAAAAAAAAC2t1OnCv/MZz6TdevWJUm++MUv5oQTTsgRRxyRMWPG5Hvf+16PdnDPPfdsc/vLX/5y3vzmN+ed73xn6b7q6uqMHz++3cfX19fnhhtuyE033ZRjjjkmSXLzzTdn0qRJufvuuzN37tw8/fTTWbhwYR588MHMnDkzSXL99ddn1qxZeeaZZzJ16tQeXSYAAAAAAAAA/tdOjbieO3du3ve+9yVJ9ttvvzz11FNZuXJlVqxYkXe961092sGtNTU15eabb86HP/zhVFRUlO7/+c9/nrFjx+Ytb3lLFixYkBUrVpSmPfroo9m0aVPmzJlTum/ixImZNm1a7r///iSvX7O7pqamVLROkkMPPTQ1NTWlNgAAAAAAAAD0jp0acd3q+eefzx/+8IcceeSRGT16dFpaWnqqX+26/fbbs3r16syfP79033HHHZfTTjste++9d1544YV89rOfzbve9a48+uijqa6uzvLly1NVVZVRo0a1mde4ceOyfPnyJMny5cszduzY7Z5v7NixpTbtaWxsTGNjY+l2Q0PDG1xCoDfJLBSLzEKxyCwUi8xCscgsFI/cQrHILPQPOzXietWqVXn3u9+dt7zlLXnPe96TZcuWJUk++tGP5qKLLurRDm7thhtuyHHHHZeJEyeW7nv/+9+f448/PtOmTcuJJ56YH//4x3n22Wdz5513djqvlpaWNqO2t/5/R222dcUVV6Smpqb0N2nSpJ1YKqCvyCwUi8xCscgsFIvMQrHILBSP3EKxyCz0DztVuP7Hf/zHVFZWZsmSJRk6dGjp/ve///1ZuHBhj3Vuay+++GLuvvvufPSjH+203YQJE7L33nvnueeeS5KMHz8+TU1Nqaura9NuxYoVGTduXKnNK6+8st28Xn311VKb9lxyySWpr68v/S1dunRHFwvoQzILxSKzUCwyC8Uis1AsMgvFI7dQLDIL/cNOnSp80aJF+clPfpK99tqrzf37779/XnzxxR7p2La++c1vZuzYsTn++OM7bbdq1aosXbo0EyZMSJIcfPDBqayszF133ZXTTz89SbJs2bI8+eST+cpXvpIkmTVrVurr6/Pwww/nHe94R5LkoYceSn19fQ477LAOn6u6ujrV1dU9sXhAH5BZKBaZhWKRWSgWmYVikVkoHrmFYpFZ6B92qnC9bt26NiOtW61cubJXgr1ly5Z885vfzFlnnZVBg/63y2vXrs1ll12WU089NRMmTMif/vSnfOpTn0ptbW1OOeWUJElNTU0+8pGP5KKLLsqYMWMyevToXHzxxZk+fXqOOeaYJMkBBxyQY489NgsWLMh1112XJDn77LNzwgknZOrUqT2+PAAAAAAAAAD8r506VfiRRx6Zb3/726XbFRUV2bJlS6688socffTRPda5VnfffXeWLFmSD3/4w23uHzhwYJ544om8973vzVve8pacddZZectb3pIHHnggw4cPL7X76le/mpNPPjmnn356Zs+enaFDh+a///u/M3DgwFKbW265JdOnT8+cOXMyZ86cHHTQQbnpppt6fFkAAAAAAAAAaGunRlxfeeWVOeqoo/LII4+kqakpH//4x/O73/0ur732Wn71q1/1dB8zZ86ctLS0bHf/kCFD8pOf/KTLxw8ePDjXXHNNrrnmmg7bjB49OjfffPMb6icAAAAAAAAAO26nRlwfeOCBefzxx/OOd7wjf/3Xf51169blfe97Xx577LG8+c1v7uk+AgAAAAAAALAL26kR10kyatSoHH/88fmrv/qrbNmyJUny61//Okly0kkn9UzvAAAAAAAAANjl7VTheuHChfnbv/3brFq1artTeFdUVKS5ublHOgcAAAAAAADArm+nThV+7rnn5rTTTsvLL7+cLVu2tPlTtAYAAAAAAABgR+xU4XrFihW58MILM27cuJ7uDwAAAAAAAAC7mZ0qXP/N3/xNfv7zn/dwVwAAAAAAAADYHe3UNa6vvfbanHbaafnlL3+Z6dOnp7Kyss30888/v0c6BwAAAAAAAMCub6cK19/5znfyk5/8JEOGDMnPf/7zVFRUlKZVVFQoXAMAAAAAAADQbTtVuP7MZz6Tz3/+8/nkJz+ZAQN26mzjAAAAAAAAAJBkJ69x3dTUlPe///2K1gAAAAAAAAC8YTtVeT7rrLPyve99r6f7AgAAAAAAAMBuaKdOFd7c3JyvfOUr+clPfpKDDjoolZWVbab/y7/8S490DgAAAAAAAIBd304Vrp944onMmDEjSfLkk0+2mVZRUfHGewUAAAAAAADAbmOnCtc/+9nPerofAAAAAAAAAOymduoa1wAAAAAAAADQUxSuAQAAAAAAACgrhWsAAAAAAAAAykrhGgAAAAAAAICyUrgGAAAAAAAAoKwUrgEAAAAAAAAoq35fuL7ssstSUVHR5m/8+PGl6S0tLbnssssyceLEDBkyJEcddVR+97vftZlHY2NjzjvvvNTW1mbYsGE56aST8tJLL7VpU1dXl3nz5qWmpiY1NTWZN29eVq9e3ReLCAAAAAAAALBb6/eF6yR561vfmmXLlpX+nnjiidK0r3zlK/mXf/mXXHvttfn1r3+d8ePH56//+q+zZs2aUpsLLrggP/jBD3Lrrbfmvvvuy9q1a3PCCSekubm51ObMM8/M4sWLs3DhwixcuDCLFy/OvHnz+nQ5AQAAAAAAAHZHg8rdge4YNGhQm1HWrVpaWvK1r30tn/70p/O+970vSfKtb30r48aNy3e+85187GMfS319fW644YbcdNNNOeaYY5IkN998cyZNmpS77747c+fOzdNPP52FCxfmwQcfzMyZM5Mk119/fWbNmpVnnnkmU6dO7buFBQAAAAAAANjNFKJw/dxzz2XixImprq7OzJkz86UvfSn77bdfXnjhhSxfvjxz5swpta2urs473/nO3H///fnYxz6WRx99NJs2bWrTZuLEiZk2bVruv//+zJ07Nw888EBqampKReskOfTQQ1NTU5P777+/w8J1Y2NjGhsbS7cbGhp6YemBniKzUCwyC8Uis1AsMgvFIrNQPHILxSKz0D/0+1OFz5w5M9/+9rfzk5/8JNdff32WL1+eww47LKtWrcry5cuTJOPGjWvzmHHjxpWmLV++PFVVVRk1alSnbcaOHbvdc48dO7bUpj1XXHFF6ZrYNTU1mTRp0htaVqB3ySwUi8xCscgsFIvMQrHILBSP3EKxyCz0D/2+cH3cccfl1FNPzfTp03PMMcfkzjvvTPL6KcFbVVRUtHlMS0vLdvdta9s27bXvaj6XXHJJ6uvrS39Lly7t1jIB5SGzUCwyC8Uis1AsMgvFIrNQPHILxSKz0D8U4lThWxs2bFimT5+e5557LieffHKS10dMT5gwodRmxYoVpVHY48ePT1NTU+rq6tqMul6xYkUOO+ywUptXXnllu+d69dVXtxvNvbXq6upUV1f3xGIBfUBmoVhkFopFZqFYZBaKRWaheOQWikVmoX/o9yOut9XY2Jinn346EyZMyL777pvx48fnrrvuKk1vamrKvffeWypKH3zwwamsrGzTZtmyZXnyySdLbWbNmpX6+vo8/PDDpTYPPfRQ6uvrS20AAAAAAAAA6B39fsT1xRdfnBNPPDGTJ0/OihUr8sUvfjENDQ0566yzUlFRkQsuuCBf+tKXsv/++2f//ffPl770pQwdOjRnnnlmkqSmpiYf+chHctFFF2XMmDEZPXp0Lr744tKpx5PkgAMOyLHHHpsFCxbkuuuuS5KcffbZOeGEEzJ16tSyLTsAAAAAAADA7qDfF65feumlnHHGGVm5cmX23HPPHHrooXnwwQez9957J0k+/vGPZ8OGDTnnnHNSV1eXmTNnZtGiRRk+fHhpHl/96lczaNCgnH766dmwYUPe/e5358Ybb8zAgQNLbW655Zacf/75mTNnTpLkpJNOyrXXXtu3CwsAAAAAAACwG+r3hetbb7210+kVFRW57LLLctlll3XYZvDgwbnmmmtyzTXXdNhm9OjRufnmm3e2mwAAAAAAAADspMJd4xoAAAAAAACAXYvCNQAAAAAAAABlpXANAAAAAAAAQFkpXAMAAAAAAABQVgrXAAAAAAAAAJSVwjUAAAAAAAAAZaVwDQAAAAAAAEBZKVwDAAAAAAAAUFYK1wAAAAAAAACUlcI1AAAAAAAAAGWlcA0AAAAAAABAWSlcAwAAAAAAAFBWCtcAAAAAAAAAlJXCNQAAAAAAAABlpXANAAAAAAAAQFkpXAMAAAAAAABQVgrXAAAAAAAAAJSVwjUAAAAAAAAAZaVwDQAAAAAAAEBZ9fvC9RVXXJG/+qu/yvDhwzN27NicfPLJeeaZZ9q0mT9/fioqKtr8HXrooW3aNDY25rzzzkttbW2GDRuWk046KS+99FKbNnV1dZk3b15qampSU1OTefPmZfXq1b29iAAAAAAAAAC7tX5fuL733nvz93//93nwwQdz1113ZfPmzZkzZ07WrVvXpt2xxx6bZcuWlf5+9KMftZl+wQUX5Ac/+EFuvfXW3HfffVm7dm1OOOGENDc3l9qceeaZWbx4cRYuXJiFCxdm8eLFmTdvXp8sJwAAAAAAAMDualC5O9CVhQsXtrn9zW9+M2PHjs2jjz6aI488snR/dXV1xo8f3+486uvrc8MNN+Smm27KMccckyS5+eabM2nSpNx9992ZO3dunn766SxcuDAPPvhgZs6cmSS5/vrrM2vWrDzzzDOZOnVqLy0hAAAAAAAAwO6t3xeut1VfX58kGT16dJv7f/7zn2fs2LEZOXJk3vnOd+byyy/P2LFjkySPPvpoNm3alDlz5pTaT5w4MdOmTcv999+fuXPn5oEHHkhNTU2paJ0khx56aGpqanL//fe3W7hubGxMY2Nj6XZDQ0OPLivQs2QWikVmoVhkFoqlpzLbsmVLVqxYkSQZO3ZsBgzo9yd2g0KynYXikVsoFpmF/qFQ3yhbWlpy4YUX5vDDD8+0adNK9x933HG55ZZbcs899+Tqq6/Or3/967zrXe8qrWSWL1+eqqqqjBo1qs38xo0bl+XLl5fatBa6tzZ27NhSm21dccUVpeth19TUZNKkST21qEAvkFkoFpmFYpFZKJaeymzjuvr843cfyfyv31UqYAM9z3YWikduoVhkFvqHQhWuzz333Pz2t7/Nd7/73Tb3v//978/xxx+fadOm5cQTT8yPf/zjPPvss7nzzjs7nV9LS0sqKipKt7f+f0dttnbJJZekvr6+9Ld06dKdWCqgr8gsFIvMQrHILBRLT2a2evjIVA8f1XVDYKfZzkLxyC0Ui8xC/1CYU4Wfd955+a//+q/84he/yF577dVp2wkTJmTvvffOc889lyQZP358mpqaUldX12bU9YoVK3LYYYeV2rzyyivbzevVV1/NuHHj2n2e6urqVFdX7+wiAX1MZqFYZBaKRWahWGQWikVmoXjkFopFZqF/6PcjrltaWnLuuefm+9//fu65557su+++XT5m1apVWbp0aSZMmJAkOfjgg1NZWZm77rqr1GbZsmV58sknS4XrWbNmpb6+Pg8//HCpzUMPPZT6+vpSGwAAAAAAAAB6Xr8fcf33f//3+c53vpMf/vCHGT58eOl60zU1NRkyZEjWrl2byy67LKeeemomTJiQP/3pT/nUpz6V2tranHLKKaW2H/nIR3LRRRdlzJgxGT16dC6++OJMnz49xxxzTJLkgAMOyLHHHpsFCxbkuuuuS5KcffbZOeGEEzJ16tTyLDwAAAAAAADAbqDfF67/7d/+LUly1FFHtbn/m9/8ZubPn5+BAwfmiSeeyLe//e2sXr06EyZMyNFHH53vfe97GT58eKn9V7/61QwaNCinn356NmzYkHe/+9258cYbM3DgwFKbW265Jeeff37mzJmTJDnppJNy7bXX9v5CAgAAAAAAAOzG+n3huqWlpdPpQ4YMyU9+8pMu5zN48OBcc801ueaaazpsM3r06Nx888073EcAAAAAAAAAdl6/v8Y1AAAAAAAAALs2hWsAAAAAAAAAykrhGgAAAAAAAICyUrgGAAAAAAAAoKwUrgEAAAAAAAAoK4VrAAAAAAAAAMpqULk7AAAAABRby5YtWbFiRbZs2ZIkGTBgQMaOHZsBAxwvDwAAQPcoXAMAAABvSOO6+vzjdx/JlsZ1GVA9LJWVlbnxnL/O+PHjy901AAAACkLhGgAAAHjDqoePTHNlZQYOHpbKyqpydwcAAICCUbiGXVj9+qasXNuUho2bMmJIZWqHVaVmqB+QeovXG8pPDgHoj2yfgP7EOgkoJ+sgdiU+z9DzFK5hF/Xy6g35xG2/zS+fW1m678j9a/PlUw/KxJFDytizXZPXG8pPDgHoj2yfgP7EOgkoJ+sgdiU+z9A7FK5pV08cKeRoo/KpX9+03UYzSX7x3Mp88rbf5pozZngvelDr6/3oi3U5911TMmPSyDRu3pLBlQNz77Ov5t1/MTZjRwwudzdhl7Yz6z3bKXqazxSwrY62T4+8WJd7n301MyaPzPrGzakZWmWdAfSq+vVNadiwKUvrNuSMd0zOh2bvm98sqcs37nvBbwVAr32X2Xq+e1QPyiMv1uXRF+vatLEOooi6+j34PdPG+zzDTlK4Zjs9caSQo43Ka+Xapu1+HGv1i+dWZuXaJhvOHrRybVMefbEu/3rGjHzzVy/k2nueL02bPWVM/mrvUWne0pIJPvvQa3Z0vWc7RU/zmQLa0972aWjVwNJ+4yXff6J0v3UG0FuWrd6QF19bn//vnufyy+dXle6fPWVM/vWMGTn/u4/5rQB2Y731Xaa9+W693lnf1Fy63zqIounq9+BZ+43xeYadNKDcHaB/6WrEWv36pnYf84cVa/PYkrr84dW1eaVh4w7Pg57VsHFTp9PXdDGdHdOwcVM+fPi++eavXsivtvoRIEl+9fyqfO6/f5efP/tqXly1zucfesmOrPd2ZlsHnfGZAjrS3vapo/1G6wygN9Svb8rPn30112xTtE5e/776zV+9kA8fvm8SvxXArmDb32m72q/ore8yHc132/XO1qyDKJL6DU2d/h782R8+ab8edpIR17TREyPWvvPRmUb7dqG3TyU6YnBlp9OHdzGdHTNicGVmTBrZ5si6rf3y+VWZP3vfPL9ibW59eEkuO+mt2bhpi1PJQg/akfWes1LQ03ymgI60bp+GVg3Mhw/fNzMmjcyew6s73G+0zgB62sq1TRk3YvB2P6q3+tXzq/Lh2a8XkPxWAMWy7e+LgwcNyD/91+9y99MrSm26GjndW99lOpvv1uudrVkHUSRDqwblLyeP6vj3YPv1sNMUrvtQEa572BMj1lZvMNq3M905/c4b/azU7lGVI/evzS/a2UE8cv/a1O7Rvz53RVe7R1X+tGpdp20aN2/JwAEVef87Jufjt/02v3p+VekHzMP2G5OqQQMyaphrG8LO2pH1Xv2Gjo94HVo1MM1bWvKHFWv79fZ6V1aE/aVtOdMJ0JE9Bg/KMQeMzQdn7p1l9RuSJOsam/ON+X9Vurbs1qfJTKwzgJ61vmlTJowYnBvOOqR07c1t1z+Nm7f4rQAKZtnqDfn5s69m7PDqNG7ekrr1m/JK/YZ8cObeuf8Pq0r57ur60b31Xaar+TZu3tLmtnUQRTNwQDK8euB217feehtrvx52jsJ1HynKdQ97YsRa9aDOz0DfE0fPFfFH7aTr0+9cc8aMrGtqfsOflZqhVfnyqQflk7f9tk0R58j9a/PPpx5UiNeqSGqGVmWvUZ2/N9WDBmTP4dX554W/LxWt27sGSnvvdVE/79CXdmS9N7S6/d2f1lx+4Y7ftTmNYk8fXETHirK/tC1nOgHa8/LqDbn0h0/mH495S9Zs3JQ7n1jWZsRjR9d4tM4AetKIIVX5zA+e6PDa1uubmlMzpDKff+80+7RQAPXrm1K/flNert+QO3778nb7FucePSUfe+d++epdz5Xu72zkdG99l+lqvlv/fuz3SoqocsCAjBpalceW1G13fevWbaz9etg5Ctd9oDvFyv6yYd6REWvNLS254axD0tS8JWOHD07lwIosq9+YscMH54gpY/LLrUaUzpg0Mk3NWzKxZkgGDkgeX1qXPQbv+I/99eubsrxhY16q25CKiorSEUyH7D2q0x+169c3ZdW6pmze0pItLS1Z37g5NUM7Ht3aW0WJrk6/s2JNYz5/x1M98lmZOHJIrjljRlaubcqajZsyfHBlavdQXOkt40cMzhH717b7/s6eMiavNGxMzZDK0heKrq5t2Ppet1fEOeaAsbn0hAPT3NKSjZu2ZO3GzRlWPTCDBw3MgIrXi3JjRwzu3QWGfqi7672qAQMye8qY7fLXnVy2d3DRMQeMzWdPODAbNjVnfePmjBhSmeqBA7KmcXPWNTVn5NDKDN769pDKjB1evV2/tt327FE9KOsaN6d+w45ti4paWC/S/tK2nOkE2FbrOu3pZQ3Zo3pQVm/YlA/O3DsfOXy/0neYXz2/KgOSnH3kfvna3a//uGydAfSk+vVNuf/5lZk/e9+cMXPvNiPBktevMfv40tXZuKk5DRuakgwrd5eBdtSvb0rduqYMHFCRtU3NWbtxc1qSzJg8Ko8tWV06AK71u+wnjv2LNoXrpOOR0731Xaar+U7Zc4/cfs5hfq+ksFqSXPHjpzNj8qh8ePa+bUZcf+ehF/PZEw60Xw87SeG6DxTpuoetI9a2/eF49pQxOefoKa8fiTv09dEDX/jv3213xO6HZu+bD934cK45Y0aqKwfmA++YvN2I0tZ2Z1z/ULcKzivXNmVt46bUDKnKZ29/Mr98/n/7dcSUMbn9nNl5YdW6vLhqXQYOqMi4bQp2rSMdWvvyq21G0X3plOlpat5SKgxsfT2YHTmVc3cKBV2dJqd+w6Ye/azUDLXj11dqhlblnzvIzrlH75+Nm5rz6trG0v2dXRO79b1Ost38hlYN/POpJjfm2nuea5PBI6aMyaUnvjUvrlqXuvVNGT9icJfv/9af2z2qB6Vq4ICs3tC0QweW1K9vyoo1jVm9YVOGVQ3MsOpBGTmk0mePsujOeq9uQ1M+9OfraW29TZi135hOc9newUVDq17f1n3qB09sdzaFrW/f+KsXct/Wed2/NlecMj17jR76+o8Q6zfls7c/0eagr1n7jcnAiops2NScn/5+RZ5Z1pDPvXdapyOP/6dufZa8tj6bmlsyelhVGjZsyso1G7PXqKF506ih3XoNy6VI+0vbcqYTYFsr1zbl0RfrcuvZh+Yzt3c80vGXz6/Kp44/MH8xfkRqhgzK5NFDrTOAHvPa+qbc0cnZHs45akpOPGhCTvn6/fnvcw8vY0+B9tSvb8orazYmSaoGDsynujh7QpIOr2ff0cjP3vou09V8J4wckr0dLEOBNW5uzhkz9+6w9jFp9BD79bCTFK77QF9c97C1+FS/oSlDqwdlQEVFBg2oyJidGGU1rGpg3jN9QuYftk8aN29J9aABeWzp6nz4xl/nkL1H5crT3vZ6MW2bHaHWHaMPvGNyPvKtR/KN+X+V/++e57bbYXp9ZEFFrjljRs777mMdjqLaeqTpue+akseW1G03r18+vyqfu+N3mTF5VK695/kc8eedn61P5/qJ236bt00a2fEouu//Nm//8+OT5PApYzJ/9r5ZvHR1vnzqQdttfI7YvzZfeO+0jBr6v4W5rk5t2vr+dHUa9T2qB3V63SnXxejfJo4ckmvPmFEq4g6uHJCWluRnz6zIdff+MdecMaPUdttr+Wyr9b3etojz4cP3zbL6DfnRE8vaFMGS1/Nw2X93nIdttfe53ZEDS0rz+M/ftjmgZPaUMTnvXftn79FDM2Gbx77SsDF165rSsHFzRgwZlFFDq7Y72KQnbF2QrxlSmWHVg7J24+bCjUDtK50deFPU0budGTG4MvNueDgfPnzf0lGx1YMGpHlLS6ePa+/gom1HaXd1u9Uv/7z9ueKU6Xnwhddy++L/6fQyAq3Z/KcfPpmrTntbu+/BS6+tzye//9s264bWx136wyfzuZOmZfjgQX32fm598NnIoVVp2rwla/88In1HDu5qLeQ3bm7OY0vq+u3nsJxnOtnR1xrofQ0bN+XDh++bKxf+vsPvTR8+fN9ce8/zeWHlupxzy2+SFOPyCLC72rJlS1asWJEkGTt2bAYM6Pz7fbn9T936XHr7k+3+JpO8vg5qbmnJstUbc8jeo4wKg36gfn1TVq/flPWbNmdARUU2N7dkXVNzaveoKh3ovLVt9ylabX0JkuT13zI7y3hvfZdxNkh2ZRUVFe3+3tN6+9ITDixHt2CXoHC9ja9//eu58sors2zZsrz1rW/N1772tRxxxBFvaJ69fd3DzopPV/zo6S5HZ21r5dqmXPL9J9qd9ovnVqZuXccjon71/Kp8ePa+Wd/UnHWNm7fboWr1y+dX5u+OenPpqMBtR1Fte7rQzkantj5n8udCwFaF8NbRW/MP26fDx9/3/KrSyLvW2y1J/vnUg/KNDooNn779iZxw0MS88y17ZljVwE5PbXrF+6bnk99/olSAb+/0tMnrO5GPLanLJT94snTftkdOui5G/7f1aM+XV29oc2TpY0tX5/ApY3Lf86u6dS349oo4MyaNTJLtitatOsvD1jo6Je+2X3o6Oz1v/fqm7YrWW8/jhIMm5j3Txpceu2TVulzy51GprQ6fMiZfOmV6Jo/puaNst14nbjv6tZUfhf9XRwfe/POpB6Ul24/63xVeu7HDq3Pw3qO22y7ccNYhnT5uaNXA7e7bdvvU1e2t3ff8qiyp25Cp44d3WehuvT1j8qh2Rx7Xr2/KJdsUrbd93CU/eCLvmT6hzTa+t97P1s/Voy/W5V/PmJGv/OSZLjPY3v5SR4X8/vo5LMeZTnbmtQZ634jBld3+DrP1fmERLo8Au6sVK1Zk/tfvSpLceM5fZ/z48WXuUefWdPKbTOs6aFBFRV5s2OAMMdAPLFu9IS++tj7//os/5Mw/j+Js3a//0flHdJnnrQ0aUFH6/+wpY/KFblzDvre+yzgbJLui+vVN2dzc0uEZDn71/Kp0MTYC6ET/Pjy0j33ve9/LBRdckE9/+tN57LHHcsQRR+S4447LkiVL3tB8W6/p0Z43eg2zzopP3/zVC5k6YUQ+edtvU7++qdvz7GqEeMPGzZ1Obx1J2tWI0voNm/LNX71+TaVtRxJve7rQrua19fStT7Pcuiw78vjk9ddv7IjqTjc+Y4dX55O3/TYr1jR2emrTF1etL03/xn0v5EOz983sKWPatDty/9r8/dFT8oU7n97ueVpfI9e7K57WI0t/euE7c/s5h+V9M96UL73voBw+ZUweW7p6u89Bq9b3ur0iTuPmLTudh611dkreXz2/qlQg7+jxpXk83/E8xg6vLj32lYaN2xWtk9cLd5/6wRN5pWFjp8vUXduuE7u6ZvGOrBt3RZ1dU/jnz776+oEJHRyUU+TXrvXU/ttum1esacwRnWyvh1Vtf7zftnns6va26je03f7NmDSy023PjEkj2z37xut57Pxxv3xuZcYOr24zrTfez60/VzuSwfb2l2S4czv7WgO9rzv77Y2bt2T2n/cLt9bZ/hdQXtXDR6V6+Khyd6NLL9WtT8OGzn+7SZK9Rg3Ju/9i7HZnygL6Vv36pvz82VdzzT3P5cCJNdvt169t7N5vscnrA2MGDxqYr3/wL3PDWYfkhIMmZtRQA2GgJ61c25RV6zrfX+8qt0DHFK638i//8i/5yEc+ko9+9KM54IAD8rWvfS2TJk3Kv/3bv72h+bZe02PbH2N74rqH3Sk+7egPH12NEB8xuPOB+q0jBroaUVo9aECpj9uOJN62eN6deW2t9Uf91mXZ0ccnydqNze20/F+Nm7fkF8+tzOoNnRf6t56+vqk553/3scyYPCo3nHVI/vPvZuWnF74zX3jvtHz4xl9vdyqf5PX38bD9xjgCuqBqhlblzWP3yNsnj8p+e+6RyaOH5p9PPSiHv3lMLj3hwBwxpeP1QntFnOpBA3Y6D1vr6gCVrb/0dHSK+u7Mo/WxdeuaOizG3ff8qtR1sbPXXduuEzsrAvpRuPNtyNjh1R0emLArvHbbHljy0wvfmfdMG99uQbs1lyOHVrabyR25va3qQQParPu7c2BKe2ff6G6m25t/T7+fW3+udiSD7e0vyXDndva1BnpfzdCq7DWq80JQzZDKfGj2vvnGfS9sN80lgoA3Ys3GzRlWvf3Zgrb2ppFDsmVLS8b2wqWbgB2zcm1Txg6vLv1Ouu1+/bB2zv61tdbvnUfsX5sPzd4np//7Aznnlt/kW/f/KUe9ZU+/J0IPa9i4KZu7GFK9R7WTHcPOkp4/a2pqyqOPPppPfvKTbe6fM2dO7r///nYf09jYmMbGxtLthoaGDuffW9f06O4P1Tvyw0drsewX7RQzjty/NqOGdTx96xEDK9Y0dqtd63Nubdvieevo1PZ+kG1vlELrj/qty7Kjj0+SPQZ3b6ewuzuPrdY3NZdOGXj7OYflzWP3yGNL6totWrcaXDnQEdA9YEcy25veNGpo9qgelFXrmnLpiQemeUtL1jc1p2ZI2/VCaxFn29ONv6lmcI6YMqbd0ZWd5WFrXR2gsvXntqNT1HdnHq2P7epMDV1N765t14ndvZb47qqzbUh/eO16O7PtnbKsZmg63V63l8nWSwC03t56e/PY0tU5YkptuwcBtOb1qLfsWXpMV4XukX9eT2yru5nuaP49+X5u/bna0c/RtvtLm7r4IijDO/9a94b+sp2F/mL8iME5Yv/adg8SO2L/2mzc1Fy6JNC2+uISQTILxbIjmW3YsCl7Dq/u+FJlU8a8flB0Zee/ZwBvTHdz27BxU6cHGw8aWNFJnmvzppFD8uN/OCI1QyqzcVNzvvPRma4nDTuhu5kdMbgyP/39ik5zObiL33eAjknPn61cuTLNzc0ZN25cm/vHjRuX5cuXt/uYK664IjU1NaW/SZMmdfocW4+8fPPYPXpkx6G7P1TvyA8fXY0QHzdicLvTW6+r/Y37XsiR+9fm6LfsmS+fetB2p13dul3y+qmptn0tth1p2tEptredV2s/W3/Ub12WZ5Y1tPv4w9t5fOv9KxoaOzyV89bFwWFVgzo8FfwRfy6ad6T1fenqfawZ4pQ+PWFHM9ubaoZWZb8998j+44bnLyaMyF/u3f56YetRobf9n1k5/M1jMu1NNTn3XftvN1q7qzxsrbNLGGz9+e7sFPVdzWPFmsbSY7s6U0NX07tr2yx151riu7PO1j394bUrV2Y72163l8mL5/5FaXvRur06fKvbF82dWrrdqjWvT79cn/ueX1naRnV2GYHDp4zJ3mOGtrv/0J1Md3SgVtKz7+fWn6ud+Rxt/fqP7mJfSYbf2Gvd0/rTdhb6g5qhVbnilOntfh+6eM7U3PLQi+0WrfvqEkEyC8WyI5kdMaQyzVu25Lyj92/3d5S/P3r/VFTEAfLQy7qb2xGDKzs92Pjup1/pJM9TskfVwIwZUpmJI4dkvz179rdn2J10N7O1e1Tl953UGz733rdmU0vnB5cDHatoaWlxmfgkL7/8ct70pjfl/vvvz6xZs0r3X3755bnpppvy+9//frvHtHcEzqRJk1JfX58RI0b0Sb/r1zflvO8+1uGo5hmTR+W3S1fnmjNm7PDOSv36pk5HiG89fVj1oFQNHJD6DU0ZVt227SsNG/OHFWuzesOmVA8akMeWrs437nsh65uac+T+tR327eXVG9qMahtaNTCfPeHA/OXkkdnQ1JwhVQPzmyWr84U7nir94NNaXN/2y1f9+tevO9G8paXN6NbBlQNy2X/9Lnc9vaLU9sj9a/OlU6ZnU/OWbEly2X/9rs0oidZiw/nffSyH7D0q15wxI+uamtv0dev5fO6/285/6+mty97Z+9jZa8SO6Q+ZfaNaP8tbWloycEBFNm7akrWNmzO8elAeW9q9PLTaNmPJ9p/vzh7fOo9tr5E8e8qYnPeu/bPP6KEZ/+fHvtKwMRf9v8WlUalbO3zKmFx9+tszrgdOUbdtls5915Q8tqSu3aMfZavzbcgV75ueHz+xrKzrpSJktr3ty4ghg1I9cEDWNG7O+qbmjBxameqBA7K0bkObbeEzyxry2RMOzBfueCq/+sOqfPjwfXPI5FGZOHJIvnDnU21ydcT+tbnilOnZa/TQDvvSWaa/9/CSfOSI/dq9LEVPv59bf67eaAZtHzvXk691TyhCZqEcXqpbnyWr1qd+46bsuUd1qgYNyIo1jZk8ami+cMfv2pxFp6v9t560s5ldvnx5PnbTI9m4pi4DBw9L88Z17f5bWVmV6+YdkvHjx/f6skBfaP3sJynLZ3tHMvtS3fo8/MdVmTR6aJ5fsTZjRwxO4+YtqR40ICsaNmbK2D3ylnHDd+v9KOgL3c1t/fqm/OjJ5bnjty9nxuRR2+3XD60amH/74F/m5dUb2uZ5TWNmv3lMaoZUyjP0gB3Z1r64al0+/9+/ywETazJj0sg0bt6SkUMqs+fw6vzbz57PRXOn5k2jOv4NB+iYwvWfNTU1ZejQofmP//iPnHLKKaX7/+Ef/iGLFy/Ovffe2+U8GhoaUlNT0+c/znX1Q/Xn3zut7EfRttfH7vwosyPF8509BU53nmN5w8a8VLchSUqF922Leh3Np7vLvrOvETuvXJntLTuTh+4egNLVPFasaUz9hk0ZWjUww6oGZeTQ7b80LVm1Lp/6wRNtiteHTxmTL50yPZPHDNu5hW7H1lkaWjUw/3rGjNz4qxfaPK9s/a+O1j1fOfWgbEn61Xqp6JntKKPt3Z9kp7ZvrfNqzePAARUZOKAiY4ZVZX1Tcz7RR+9n6+fqkRfr8q9nzMg3f/VCmx9eduR5bR8715OvdU8remahJ724al0+c/uTbQ5KOuYv9sxnTjgwjZtfPxBx5JCqsp7Ss7uZVbhmd1XuwvW2usrsklXr8krDxu0L12sac/Rb9iwdZAz0nc5yu2z1hrz42vr8+y/+kDNn7r3dfv0xB4zNZ44/MOubmrO+aXNGDS3vfgPsDrra1i5dtW67QQq/f7k+nz3xrdm7B3/rhN2NwvVWZs6cmYMPPjhf//rXS/cdeOCBee9735srrriiy8eX88e5zn6o7i87MD1RZC6nN9L/7j626K9R0fhBve+90rAxdeua0rBxc0YMHpRRw6p6ZKT1trbO0oghlRlWPShrN26WrQ50tu7pT+slmX3j+vL9bH2udY2bUjOkKk3NW7KucfNOPW9/+hz2Rz35WvckmYW2XmnYmLr1TVmzYXOGVg/M0MqBqRxQkeH9ZJSUwjV0rmiF6yT5n7r1ady8JRs2NWd94+tnBho/YnC/WOfA7qir3Navb8rq9ZuyftPmVKQiLUnWNW7OsOpBGVCRDBxQkT33qJZh6CPd2da+VLc+a7b6zXH44EHZy0hreEN65qKiu4gLL7ww8+bNyyGHHJJZs2bl3//937NkyZL83d/9Xbm71qWaof3/B9wi9LEzb6T/3X1s0V8j6Mq4EYN7pVC9rfayNE7NpEOdrXusl3Ytffl+9uRz+Rx2zusDxdBX+0EArZyiFIrFfj0UjyI19DyF6628//3vz6pVq/L5z38+y5Yty7Rp0/KjH/0oe++9d7m7BgAAAAAAALDLUrjexjnnnJNzzjmn3N0AAAAAAAAA2G0MKHcHAAAAAAAAANi9KVwDAAAAAAAAUFZOFd6DWlpakiQNDQ1l7gnsOoYPH56KiopembfMQs+TWSgWmYXi6a3cdjeza9asyfrVK9O4tj4DGjdmy8b17f5bOagyf/zjH7NmzZoe7yuUw6uvvpr1q1cmeT0HQ4cO7dbjyp1ZYMfYP4ZikVkolu5kVuG6B7V+IZ80aVKZewK7jvr6+owYMaJX5i2z0PNkFopFZqF4eiu3vZHZu7/UY7OCfuUtO/DZLlJmAfvHUDQyC8XSncxWtLQeNsIbtmXLlrz88su9cpRPQ0NDJk2alKVLl/bairinFbHPSTH7XcQ+J93rd28eNdfdzBb19e2MZSqGIi5Tf8hse4r4Whatz/rbu3qrv/01s93lfex9Retz0fqb7HifeytT3clsEV/fHWUZdw39aRnLmdmkf70W5bC7L3/iNUh27DUo1/5xEd8nfe4b+ty5/vCdtojvUUd2pWVJLE9/ZMR1HxswYED22muvXn2OESNGFO4DWcQ+J8XsdxH7nJSv3zua2aK+vp2xTMWwKy7TzuiJ7WwRX8ui9Vl/e1eR+tsX+8ativS6JMXrb1K8Phetv0n5+7wjmS13X/uCZdw17MrL6Pvsjtndlz/xGiTlfw26k9ty93Fn6HPf0Oe+tztva3elZUksT9EMKHcHAAAAAAAAANi9KVwDAAAAAAAAUFYK1wVRXV2df/qnf0p1dXW5u9JtRexzUsx+F7HPSXH6XZR+7gjLVAy74jKVSxFfy6L1WX97V9H621eK9roUrb9J8fpctP4mxepzkfq6syzjrmF3WMbu2t1fi919+ROvQVKM16AIfdyWPvcNfe7/dqXl3ZWWJbE8RVXR0tLSUu5OAAAAAAAAALD7MuIaAAAAAAAAgLJSuAYAAAAAAACgrBSuAQAAAAAAACgrhese1NLSkoaGhrhsOBSDzEKxyCwUi8xCscgsFIvMQvHILRSLzEJ5KFz3oDVr1qSmpiZr1qwpd1eAbpBZKBaZhWKRWSgWmYVikVkoHrmFYpFZKA+FawAAAAAAAADKSuEaAAAAAAAAgLJSuAYAAAAAAACgrBSuAQAAAAAAACir/z979x4fVX3nf/w95DK5kAy5NAlZA0WJ+UkDFrFCQPACBiiXVmxRabOgFG2psFRYldoLaytYFXWF1bUsFRUQW1HrrRGoRUQuYiQrIEVoEUJNCIFkQi7MhGR+f9iczeSeYSZnzuT1fDzm8cic850zn+9kPuc7cz7zPYfCNQAAAAAAAAAAAADAVKYWrrdt26YpU6YoPT1dNptNr732mtf6WbNmyWazed1GjBjh1cblcmnevHlKTk5WbGyspk6dqhMnTni1KS8vV15enhwOhxwOh/Ly8lRRUeHV5vjx45oyZYpiY2OVnJys+fPny+12B6LbAAAAAAAAAAAAAIAmws188urqal1++eW67bbbdNNNN7XaZsKECXr22WeN+5GRkV7rFyxYoDfeeEMbNmxQUlKSFi5cqMmTJ6ugoEBhYWGSpBkzZujEiRPKz8+XJN1xxx3Ky8vTG2+8IUmqr6/XpEmT9JWvfEXbt2/X6dOnNXPmTHk8Hq1YsSIQXQd6LGeNW2VVblWeq1N8dISSYyPliIns+IEmsVq8AGBV7G97Jv7vAAArYdwCACBwGGcBawlUzppauJ44caImTpzYbhu73a60tLRW1zmdTq1evVovvPCCxo0bJ0lau3atMjIytGXLFo0fP14HDx5Ufn6+du3apeHDh0uSVq1apZycHB06dEhZWVnatGmTPv30UxUVFSk9PV2StHz5cs2aNUsPPvig4uPj/dhroOf6oqJW9278RO8fLjOWjclM1kM3DVF6n2gTI2ud1eIFAKtif9sz8X8HAFgJ4xYAAIHDOAtYSyBzNuivcb1161alpKTo0ksv1Zw5c1RaWmqsKygoUF1dnXJzc41l6enpys7O1o4dOyRJO3fulMPhMIrWkjRixAg5HA6vNtnZ2UbRWpLGjx8vl8ulgoKCNmNzuVyqrKz0ugFonbPG3WJHJknbDpfpvo2fyFkT+FPzdyVngyFeoKdjnO0Z2N+GDsZZwFoYZ4HOC4Zxi5wFrIe8BTonGMZZiZwFOivQORvUheuJEydq3bp1evfdd7V8+XLt2bNH119/vVwulySppKREkZGRSkhI8HpcamqqSkpKjDYpKSkttp2SkuLVJjU11Wt9QkKCIiMjjTatWbZsmXHdbIfDoYyMjAvqLxDKyqrcLXZkjbYdLlNZVeA/gHQlZ4MhXqCnY5ztGdjfhg7GWcBaGGeBzguGccvXnPV4PKqoqJDH4wlwhACaY6wFOicYxlmJnAU6K9A5G9SF65tvvlmTJk1Sdna2pkyZoj/96U/67LPP9NZbb7X7OI/HI5vNZtxv+veFtGlu8eLFcjqdxq2oqKgz3QJ6pMpzde2uP9vBen/oSs4GQ7xAT8c42zOwvw0djLOAtTDOAp0XDOOWrznrdDp1y2NvyOl0BjhCAM0x1gKdEwzjrETOAp0V6Jw19RrXXdW3b1/1799fhw8fliSlpaXJ7XarvLzca9Z1aWmpRo4cabQ5efJki22dOnXKmGWdlpam3bt3e60vLy9XXV1di5nYTdntdtnt9gvuF9ATxEdFtLs+roP1/tCVnA2GeIGejnG2Z2B/GzoYZwFrYZwFOi8Yxq0LydmIqFg/RwOgMxhrgc4JhnFWImeBzgp0zgb1jOvmTp8+raKiIvXt21eSNGzYMEVERGjz5s1Gm+LiYu3fv98oXOfk5MjpdOrDDz802uzevVtOp9Orzf79+1VcXGy02bRpk+x2u4YNG9YdXQNCXnLvSI3JTG513ZjMZCX3juzmiNpntXgBwKrY3/ZM/N8BAFbCuAUAQOAwzgLWEuicNbVwXVVVpcLCQhUWFkqSjh49qsLCQh0/flxVVVVatGiRdu7cqc8//1xbt27VlClTlJycrBtvvFGS5HA4NHv2bC1cuFB//vOftXfvXn3/+9/X4MGDNW7cOEnSZZddpgkTJmjOnDnatWuXdu3apTlz5mjy5MnKysqSJOXm5mrQoEHKy8vT3r179ec//1mLFi3SnDlzFB8fb8prA4QaR0ykHrppSIsd2pjMZP3mpiFyxATXBxCrxQsAVsX+tmfi/w4AsBLGLQAAAodxFrCWQOeszePxeC5oCxdg69atuu6661osnzlzpp5++ml9+9vf1t69e1VRUaG+ffvquuuu069+9StlZGQYbc+dO6d///d/1/r161VbW6uxY8fqqaee8mpz5swZzZ8/X6+//rokaerUqVq5cqX69OljtDl+/Ljmzp2rd999V9HR0ZoxY4YeffTRLp0aorKyUg6HQ06nk4I30AZnjVtlVW6dPVenuKgIJfeONO3DR2dyNpjiBXo6xtnQxv429DDOAtbCOAt0LJjGrc7mbEVFhfKeelcvzL3e6zgYgO7HWAu0L5jGWYmcBToSqJw1tXAdatiRAdZCzgLWQs4C1kLOAtZCzgLWQuEasB7GWsBayFnAHJa6xjUAAAAAAAAAAAAAIPRQuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKaicA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqUwvX27Zt05QpU5Seni6bzabXXnvNWFdXV6d7771XgwcPVmxsrNLT0/Wv//qv+uKLL7y2ce2118pms3ndbrnlFq825eXlysvLk8PhkMPhUF5enioqKrzaHD9+XFOmTFFsbKySk5M1f/58ud3uQHUdAAAAAAAAAAAAAPBPphauq6urdfnll2vlypUt1tXU1Ojjjz/Wz3/+c3388cd65ZVX9Nlnn2nq1Kkt2s6ZM0fFxcXG7ZlnnvFaP2PGDBUWFio/P1/5+fkqLCxUXl6esb6+vl6TJk1SdXW1tm/frg0bNmjjxo1auHCh/zsNAAAAAAAAAAAAAPASbuaTT5w4URMnTmx1ncPh0ObNm72WrVixQldddZWOHz+ufv36GctjYmKUlpbW6nYOHjyo/Px87dq1S8OHD5ckrVq1Sjk5OTp06JCysrK0adMmffrppyoqKlJ6erokafny5Zo1a5YefPBBxcfH+6O7AAAAAAAAAAAAAIBWmFq47iqn0ymbzaY+ffp4LV+3bp3Wrl2r1NRUTZw4Ub/85S8VFxcnSdq5c6ccDodRtJakESNGyOFwaMeOHcrKytLOnTuVnZ1tFK0lafz48XK5XCooKNB1113Xajwul0sul8u4X1lZ6cfeAvA3chawFnIWsBZyFrAWchawFnIWsB7yFrAWchYIDqaeKrwrzp07p/vuu08zZszwmgH9ve99Ty+++KK2bt2qn//859q4caOmTZtmrC8pKVFKSkqL7aWkpKikpMRok5qa6rU+ISFBkZGRRpvWLFu2zLhutsPhUEZGxoV2E0AAkbOAtZCzgLWQs4C1kLOAtZCzgPWQt4C1kLNAcLBE4bqurk633HKLGhoa9NRTT3mtmzNnjsaNG6fs7Gzdcsstevnll7VlyxZ9/PHHRhubzdZimx6Px2t5Z9o0t3jxYjmdTuNWVFTkS/cAdBNyFrAWchawFnIWsBZyFrAWchawHvIWsBZyFggOQX+q8Lq6Ok2fPl1Hjx7Vu+++2+H1pq+44gpFRETo8OHDuuKKK5SWlqaTJ0+2aHfq1CljlnVaWpp2797ttb68vFx1dXUtZmI3ZbfbZbfbfegVADOQs4C1kLOAtZCzgLWQs4C1kLOA9ZC3gLWQs0BwCOoZ141F68OHD2vLli1KSkrq8DEHDhxQXV2d+vbtK0nKycmR0+nUhx9+aLTZvXu3nE6nRo4cabTZv3+/iouLjTabNm2S3W7XsGHD/NwrAAAAAAAAAAAAAEBTps64rqqq0pEjR4z7R48eVWFhoRITE5Wenq7vfOc7+vjjj/Xmm2+qvr7euN50YmKiIiMj9be//U3r1q3TN7/5TSUnJ+vTTz/VwoULNXToUI0aNUqSdNlll2nChAmaM2eOnnnmGUnSHXfcocmTJysrK0uSlJubq0GDBikvL0+PPPKIzpw5o0WLFmnOnDkdzvAGAAAAAAAAAAAAAFwYU2dcf/TRRxo6dKiGDh0qSbr77rs1dOhQ/eIXv9CJEyf0+uuv68SJE/r617+uvn37GrcdO3ZIkiIjI/XnP/9Z48ePV1ZWlubPn6/c3Fxt2bJFYWFhxvOsW7dOgwcPVm5urnJzczVkyBC98MILxvqwsDC99dZbioqK0qhRozR9+nR9+9vf1qOPPtq9LwgAAAAAAAAAAAAA9ECmzri+9tpr5fF42lzf3jpJysjI0Hvvvdfh8yQmJmrt2rXttunXr5/efPPNDrcFAAAAAAAAAAAAAPCvoL7GNQAAAAAAAAAAAAAg9FG4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKaicA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExlauF627ZtmjJlitLT02Wz2fTaa695rfd4PFqyZInS09MVHR2ta6+9VgcOHPBq43K5NG/ePCUnJys2NlZTp07ViRMnvNqUl5crLy9PDodDDodDeXl5qqio8Gpz/PhxTZkyRbGxsUpOTtb8+fPldrsD0W0AAAAAAAAAAAAAQBOmFq6rq6t1+eWXa+XKla2uf/jhh/XYY49p5cqV2rNnj9LS0nTDDTfo7NmzRpsFCxbo1Vdf1YYNG7R9+3ZVVVVp8uTJqq+vN9rMmDFDhYWFys/PV35+vgoLC5WXl2esr6+v16RJk1RdXa3t27drw4YN2rhxoxYuXBi4zgMAAAAAAAAAAAAAJEnhZj75xIkTNXHixFbXeTwePfHEE7r//vs1bdo0SdJzzz2n1NRUrV+/XnfeeaecTqdWr16tF154QePGjZMkrV27VhkZGdqyZYvGjx+vgwcPKj8/X7t27dLw4cMlSatWrVJOTo4OHTqkrKwsbdq0SZ9++qmKioqUnp4uSVq+fLlmzZqlBx98UPHx8d3wagAAAAAAAAAAAABAzxS017g+evSoSkpKlJubayyz2+265pprtGPHDklSQUGB6urqvNqkp6crOzvbaLNz5045HA6jaC1JI0aMkMPh8GqTnZ1tFK0lafz48XK5XCooKAhoPwEAAAAAAAAAAACgpzN1xnV7SkpKJEmpqaley1NTU3Xs2DGjTWRkpBISElq0aXx8SUmJUlJSWmw/JSXFq03z50lISFBkZKTRpjUul0sul8u4X1lZ2dnuATABOQtYCzkLWAs5C1gLOQtYCzkLWA95C1gLOQsEh6Cdcd3IZrN53fd4PC2WNde8TWvtfWnT3LJly+RwOIxbRkZGu3EBMBc5C1gLOQtYCzkLWAs5C1gLOQtYD3kLWAs5CwSHTheup02bZvzCZNq0ae3e/CEtLU2SWsx4Li0tNWZHp6Wlye12q7y8vN02J0+ebLH9U6dOebVp/jzl5eWqq6trMRO7qcWLF8vpdBq3oqKiLvYSQHciZwFrIWcBayFnAWshZwFrIWcB6yFvAWshZ4Hg0OlThTscDmP2scPhCFhAjQYMGKC0tDRt3rxZQ4cOlSS53W699957+s1vfiNJGjZsmCIiIrR582ZNnz5dklRcXKz9+/fr4YcfliTl5OTI6XTqww8/1FVXXSVJ2r17t5xOp0aOHGm0efDBB1VcXKy+fftKkjZt2iS73a5hw4a1GaPdbpfdbg/MCwDA78hZwFrIWcBayFnAWshZwFrIWcB6yFvAWshZIDh0unD97LPPtvr3haiqqtKRI0eM+0ePHlVhYaESExPVr18/LViwQEuXLlVmZqYyMzO1dOlSxcTEaMaMGZK+LKDPnj1bCxcuVFJSkhITE7Vo0SINHjxY48aNkyRddtllmjBhgubMmaNnnnlGknTHHXdo8uTJysrKkiTl5uZq0KBBysvL0yOPPKIzZ85o0aJFmjNnjuLj4/3SVwAAAAAAAAAAAABA6zpduG6qtrZWHo9HMTExkqRjx47p1Vdf1aBBg5Sbm9vp7Xz00Ue67rrrjPt33323JGnmzJlas2aN7rnnHtXW1mru3LkqLy/X8OHDtWnTJsXFxRmPefzxxxUeHq7p06ertrZWY8eO1Zo1axQWFma0WbdunebPn2/ENnXqVK1cudJYHxYWprfeektz587VqFGjFB0drRkzZujRRx/15eUBAAAAAAAAAAAAAHSBzePxeLr6oNzcXE2bNk0//OEPVVFRoaysLEVGRqqsrEyPPfaYfvSjHwUi1qBXWVkph8Mhp9PJTG3AAshZwFrIWcBayFnAWshZwFo6m7MVFRXKe+pdvTD3evXp06f7AgTQAmMtYC3kLGCOXr486OOPP9bo0aMlSS+//LLS0tJ07NgxPf/883ryySf9GiAAAAAAAAAAAAAAILT5VLiuqakxTte9adMmTZs2Tb169dKIESN07NgxvwYIAAAAAAAAAAAAAAhtPhWuBw4cqNdee01FRUV65513jGtHl5aWcsoEAAAAAAAAAAAAAECX+FS4/sUvfqFFixbpq1/9qoYPH66cnBxJX86+Hjp0qF8DBAAAAAAAAAAAAACEtnBfHvSd73xHV199tYqLi3X55Zcby8eOHasbb7zRb8EBAAAAAAAAAAAAAEKfT4VrSUpLS1NaWprXsquuuuqCAwIAAAAAAAAAAAAA9CydLlxPmzZNa9asUXx8vKZNm9Zu21deeeWCAwMAAAAAAAAAAAAA9AydLlw7HA7ZbDbjbwAAAAAAAAAAAAAA/KHThetnn3221b/b88EHH+jKK6+U3W7vemQAAAAAAAAAAAAAgB6hVyA3PnHiRP3jH/8I5FMAAAAAAAAAAAAAACwuoIVrj8cTyM0DAAAAAAAAAAAAAEJAQAvXAAAAAAAAAAAAAAB0hMI1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKYKaOHaZrMFcvMAAAAAAAAAAAAAgBAQ0MK1x+MJ5OYBAAAAAAAAAAAAACEgPJAbP3v2bCA3DwAAAAAAAAAAAAAIAT7NuD558qTy8vKUnp6u8PBwhYWFed0AAAAAAAAAAAAAAOgsn2Zcz5o1S8ePH9fPf/5z9e3bl2tZAwAAAAAAAAAAAAB85lPhevv27Xr//ff19a9/3c/hAAAAAAAAAAAAAAB6Gp9OFZ6RkSGPx+PvWAAAAAAAAAAAAAAAPZBPhesnnnhC9913nz7//HM/hwMAAAAAAAAAAAAA6Gl8OlX4zTffrJqaGl1yySWKiYlRRESE1/ozZ874JTgAAAAAAAAAAAAAQOjzqXD9xBNP+DkMAAAAAAAAAAAAAEBP5VPheubMmf6Oo01f/epXdezYsRbL586dq//6r//SrFmz9Nxzz3mtGz58uHbt2mXcd7lcWrRokV588UXV1tZq7Nixeuqpp3TRRRcZbcrLyzV//ny9/vrrkqSpU6dqxYoV6tOnT2A6BgAAAAAAAAAAAACQ5OM1rpuqra1VZWWl182f9uzZo+LiYuO2efNmSdJ3v/tdo82ECRO82rz99tte21iwYIFeffVVbdiwQdu3b1dVVZUmT56s+vp6o82MGTNUWFio/Px85efnq7CwUHl5eX7tCwAAAAAAAAAAAACgJZ9mXFdXV+vee+/V73//e50+fbrF+qYF4Qv1la98xev+Qw89pEsuuUTXXHONscxutystLa3VxzudTq1evVovvPCCxo0bJ0lau3atMjIytGXLFo0fP14HDx5Ufn6+du3apeHDh0uSVq1apZycHB06dEhZWVl+6w8AAAAAAAAAAAAAwJtPM67vuecevfvuu3rqqadkt9v1P//zP/qP//gPpaen6/nnn/d3jAa32621a9fq9ttvl81mM5Zv3bpVKSkpuvTSSzVnzhyVlpYa6woKClRXV6fc3FxjWXp6urKzs7Vjxw5J0s6dO+VwOIyitSSNGDFCDofDaNMal8sV0NnmAPyLnAWshZwFrIWcBayFnAWshZwFrIe8BayFnAWCg0+F6zfeeENPPfWUvvOd7yg8PFyjR4/Wz372My1dulTr1q3zd4yG1157TRUVFZo1a5axbOLEiVq3bp3effddLV++XHv27NH1118vl8slSSopKVFkZKQSEhK8tpWamqqSkhKjTUpKSovnS0lJMdq0ZtmyZXI4HMYtIyPDD70EECjkLGAt5CxgLeQsYC3kLGAt5CxgPeQtYC3kLBAcfCpcnzlzRgMGDJAkxcfH68yZM5Kkq6++Wtu2bfNfdM2sXr1aEydOVHp6urHs5ptv1qRJk5Sdna0pU6boT3/6kz777DO99dZb7W7L4/F4zdpu+ndbbZpbvHixnE6ncSsqKvKhVwC6CzkLWAs5C1gLOQtYCzkLWAs5C1gPeQtYCzkLBAefrnF98cUX6/PPP1f//v01aNAg/f73v9dVV12lN954Q3369PFziF86duyYtmzZoldeeaXddn379lX//v11+PBhSVJaWprcbrfKy8u9Zl2XlpZq5MiRRpuTJ0+22NapU6eUmpra5nPZ7XbZ7XZfugPABOQsYC3kLGAt5CxgLeQsYC3kLGA95C1gLeQsEBx8mnF922236X//938lffkrlMZrXf/kJz/Rv//7v/s1wEbPPvusUlJSNGnSpHbbnT59WkVFRerbt68kadiwYYqIiNDmzZuNNsXFxdq/f79RuM7JyZHT6dSHH35otNm9e7ecTqfRBgAAAAAAAAAAAAAQGD7NuP7JT35i/H3dddfpr3/9qz766CNdcskluvzyy/0WXKOGhgY9++yzmjlzpsLD/y/kqqoqLVmyRDfddJP69u2rzz//XD/96U+VnJysG2+8UZLkcDg0e/ZsLVy4UElJSUpMTNSiRYs0ePBgjRs3TpJ02WWXacKECZozZ46eeeYZSdIdd9yhyZMnKysry+/9AQAAAAAAAAAAAAD8H58K183169dP/fr188emWrVlyxYdP35ct99+u9fysLAw7du3T88//7wqKirUt29fXXfddXrppZcUFxdntHv88ccVHh6u6dOnq7a2VmPHjtWaNWsUFhZmtFm3bp3mz5+v3NxcSdLUqVO1cuXKgPUJAAAAAAAAAAAAAPClTheun3zySd1xxx2KiorSk08+2W7b+fPnX3BgTeXm5srj8bRYHh0drXfeeafDx0dFRWnFihVasWJFm20SExO1du3aC4oTAAAAAAAAAAAAANB1nS5cP/744/re976nqKgoPf744222s9lsfi9cAwAAAAAAAAAAAABCV6cL10ePHm31bwAAAAAAAAAAAAAALkQvswMAAAAAAAAAAAAAAPRsnZ5xfffdd3d6o4899phPwQAAAAAAAAAAAAAAep5OF6737t3rdb+goED19fXKysqSJH322WcKCwvTsGHD/BshAAAAAAAAAAAAACCkdbpw/Ze//MX4+7HHHlNcXJyee+45JSQkSJLKy8t12223afTo0f6PEgAAAAAAAAAAAAAQsny6xvXy5cu1bNkyo2gtSQkJCfr1r3+t5cuX+y04AAAAAAAAAAAAAEDo86lwXVlZqZMnT7ZYXlpaqrNnz15wUAAAAAAAAAAAAACAnsOnwvWNN96o2267TS+//LJOnDihEydO6OWXX9bs2bM1bdo0f8cIAAAAAAAAAAAAAAhhnb7GdVP//d//rUWLFun73/++6urqvtxQeLhmz56tRx55xK8BAgAAAAAAAAAAAABCm0+F65iYGD311FN65JFH9Le//U0ej0cDBw5UbGysv+MDAAAAAAAAAAAAAIQ4n04V3qi4uFjFxcW69NJLFRsbK4/H46+4AAAAAAAAAAAAAAA9hE+F69OnT2vs2LG69NJL9c1vflPFxcWSpB/84AdauHChXwMEAAAAAAAAAAAAAIQ2nwrXP/nJTxQREaHjx48rJibGWH7zzTcrPz/fb8EBAAAAAAAAAAAAAEKfT9e43rRpk9555x1ddNFFXsszMzN17NgxvwQGAAAAAAAAAAAAAOgZfJpxXV1d7TXTulFZWZnsdvsFBwUAAAAAAAAAAAAA6Dl8KlyPGTNGzz//vHHfZrOpoaFBjzzyiK677jq/BQcAAAAAAAAAAAAACH0+nSr8kUce0bXXXquPPvpIbrdb99xzjw4cOKAzZ87ogw8+8HeMAAAAAAAAAAAAAIAQ5tOM60GDBul///d/ddVVV+mGG25QdXW1pk2bpr179+qSSy7xd4wAAAAAAAAAAAAAgBDm04xrSUpISNCkSZP0jW98Qw0NDZKkPXv2SJKmTp3qn+gAAAAAAAAAAAAAACHPp8J1fn6+/vVf/1WnT5+Wx+PxWmez2VRfX++X4AAAAAAAAAAAAAAAoc+nU4Xfdddd+u53v6svvvhCDQ0NXjeK1gAAAAAAAAAAAACArvCpcF1aWqq7775bqamp/o4HAAAAAAAAAAAAANDD+FS4/s53vqOtW7f6OZTWLVmyRDabzeuWlpZmrPd4PFqyZInS09MVHR2ta6+9VgcOHPDahsvl0rx585ScnKzY2FhNnTpVJ06c8GpTXl6uvLw8ORwOORwO5eXlqaKioju6CAAAAAAAAAAAAAA9mk/XuF65cqW++93v6v3339fgwYMVERHhtX7+/Pl+Ca7R1772NW3ZssW4HxYWZvz98MMP67HHHtOaNWt06aWX6te//rVuuOEGHTp0SHFxcZKkBQsW6I033tCGDRuUlJSkhQsXavLkySooKDC2NWPGDJ04cUL5+fmSpDvuuEN5eXl64403/NoXAAAAAAAAAAAAAIA3nwrX69ev1zvvvKPo6Ght3bpVNpvNWGez2fxeuA4PD/eaZd3I4/HoiSee0P33369p06ZJkp577jmlpqZq/fr1uvPOO+V0OrV69Wq98MILGjdunCRp7dq1ysjI0JYtWzR+/HgdPHhQ+fn52rVrl4YPHy5JWrVqlXJycnTo0CFlZWX5tT8AAAAAAABAd/B4PHI6nZIkh8PhdRwPAAAACCY+nSr8Zz/7mR544AE5nU59/vnnOnr0qHH7+9//7u8YdfjwYaWnp2vAgAG65ZZbjOc4evSoSkpKlJuba7S12+265pprtGPHDklSQUGB6urqvNqkp6crOzvbaLNz5045HA6jaC1JI0aMkMPhMNoAAAAAAAAAVnP+XI1++PyHynv6XaOADQAAAAQjn2Zcu91u3XzzzerVy6e6d5cMHz5czz//vC699FKdPHlSv/71rzVy5EgdOHBAJSUlkqTU1FSvx6SmpurYsWOSpJKSEkVGRiohIaFFm8bHl5SUKCUlpcVzp6SkGG1a43K55HK5jPuVlZW+dRJAtyBnAWshZwFrIWcBayFnAWu50JyNiI5VeLhPhwEB+IixFrAWchYIDj5VnmfOnKmXXnrJ37G0auLEibrppps0ePBgjRs3Tm+99ZakL08J3qj5KY48Hk+Hpz1q3qa19h1tZ9myZXI4HMYtIyOjU30CYA5yFrAWchawFnIWsBZyFrAWchawHvIWsBZyFggOPhWu6+vr9fDDD+uaa67RvHnzdPfdd3vdAik2NlaDBw/W4cOHjeteN58VXVpaaszCTktLk9vtVnl5ebttTp482eK5Tp061WI2d1OLFy+W0+k0bkVFRRfUNwCBRc4C1kLOAtZCzgLWQs4C1kLOAtZD3gLWQs4CwcGncwTt27dPQ4cOlSTt37/fa11HM50vlMvl0sGDBzV69GgNGDBAaWlp2rx5sxGP2+3We++9p9/85jeSpGHDhikiIkKbN2/W9OnTJUnFxcXav3+/Hn74YUlSTk6OnE6nPvzwQ1111VWSpN27d8vpdGrkyJFtxmK322W32wPZXQB+RM4C1kLOAtZCzgLWQs4C1kLOAtZD3gLWQs4CwcGnwvVf/vIXf8fRpkWLFmnKlCnq16+fSktL9etf/1qVlZWaOXOmbDabFixYoKVLlyozM1OZmZlaunSpYmJiNGPGDEmSw+HQ7NmztXDhQiUlJSkxMVGLFi0yTj0uSZdddpkmTJigOXPm6JlnnpEk3XHHHZo8ebKysrK6ra8AAAAAAAAAAAAA0BP5VLjuTidOnNCtt96qsrIyfeUrX9GIESO0a9cu9e/fX5J0zz33qLa2VnPnzlV5ebmGDx+uTZs2KS4uztjG448/rvDwcE2fPl21tbUaO3as1qxZo7CwMKPNunXrNH/+fOXm5kqSpk6dqpUrV3ZvZwEAAAAAAAAAAACgBwr6wvWGDRvaXW+z2bRkyRItWbKkzTZRUVFasWKFVqxY0WabxMRErV271tcwAQAAAAAAAAAAAAA+6mV2AAAAAAAAAAAAAACAno3CNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKaicA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFMFfeF62bJl+sY3vqG4uDilpKTo29/+tg4dOuTVZtasWbLZbF63ESNGeLVxuVyaN2+ekpOTFRsbq6lTp+rEiRNebcrLy5WXlyeHwyGHw6G8vDxVVFQEuosAAAAAAAAAAAAA0KMFfeH6vffe049//GPt2rVLmzdv1vnz55Wbm6vq6mqvdhMmTFBxcbFxe/vtt73WL1iwQK+++qo2bNig7du3q6qqSpMnT1Z9fb3RZsaMGSosLFR+fr7y8/NVWFiovLy8buknAAAAAAAAAAAAAPRU4WYH0JH8/Hyv+88++6xSUlJUUFCgMWPGGMvtdrvS0tJa3YbT6dTq1av1wgsvaNy4cZKktWvXKiMjQ1u2bNH48eN18OBB5efna9euXRo+fLgkadWqVcrJydGhQ4eUlZUVoB4CAAAAAAAAAAAAQM8W9IXr5pxOpyQpMTHRa/nWrVuVkpKiPn366JprrtGDDz6olJQUSVJBQYHq6uqUm5trtE9PT1d2drZ27Nih8ePHa+fOnXI4HEbRWpJGjBghh8OhHTt2tFq4drlccrlcxv3Kykq/9hWAf5GzgLWQs4C1kLOAtZCzgLWQs4D1kLeAtZCzQHAI+lOFN+XxeHT33Xfr6quvVnZ2trF84sSJWrdund59910tX75ce/bs0fXXX2/sZEpKShQZGamEhASv7aWmpqqkpMRo01jobiolJcVo09yyZcuM62E7HA5lZGT4q6sAAoCcBayFnAWshZwFrIWcBayFnAWsh7wFrIWcBYKDpQrXd911lz755BO9+OKLXstvvvlmTZo0SdnZ2ZoyZYr+9Kc/6bPPPtNbb73V7vY8Ho9sNptxv+nfbbVpavHixXI6ncatqKjIh14B6C7kLGAt5CxgLeQsYC3kLGAt5CxgPeQtYC3kLBAcLHOq8Hnz5un111/Xtm3bdNFFF7Xbtm/fvurfv78OHz4sSUpLS5Pb7VZ5ebnXrOvS0lKNHDnSaHPy5MkW2zp16pRSU1NbfR673S673e5rlwB0M3IWsBZyFrAWchawFnIWsBZyFrAe8hawFnIWCA5BP+Pa4/Horrvu0iuvvKJ3331XAwYM6PAxp0+fVlFRkfr27StJGjZsmCIiIrR582ajTXFxsfbv328UrnNycuR0OvXhhx8abXbv3i2n02m0AQAAAAAAAKzI4/HI6XTK4/GYHQoAAADQqqAvXP/4xz/W2rVrtX79esXFxamkpEQlJSWqra2VJFVVVWnRokXauXOnPv/8c23dulVTpkxRcnKybrzxRkmSw+HQ7NmztXDhQv35z3/W3r179f3vf1+DBw/WuHHjJEmXXXaZJkyYoDlz5mjXrl3atWuX5syZo8mTJysrK8u0/gMAAAAAAAAXqu5ctX7w27/I6XSaHQoAAADQqqA/VfjTTz8tSbr22mu9lj/77LOaNWuWwsLCtG/fPj3//POqqKhQ3759dd111+mll15SXFyc0f7xxx9XeHi4pk+frtraWo0dO1Zr1qxRWFiY0WbdunWaP3++cnNzJUlTp07VypUrA99JAAAAAAAAIMDCo2LMDgEAAABoU9AXrjs6fVF0dLTeeeedDrcTFRWlFStWaMWKFW22SUxM1Nq1a7scIwAAAAAAAAAAAADAd0F/qnAAAAAAAAAAAAAAQGijcA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAACgB/B4PHI6nfJ4PGaHAgAAALRA4RoAAAAAAADoAc6fq9EPfvsXOZ1Os0MBAAAAWqBwDQAAAAAAAPQQ4VExZocAAAAAtIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKnCzQ4AQOA4a9wqq3Kr8lyd4qMjlBwbKUdMpNlhhSxeb8B85CEAIBj1pPGpJ/UVAAB0HZ8VEEp4PwP+R+EaF4ydc3D6oqJW9278RO8fLjOWjclM1kM3DVF6n2gTIwtNbb3eS28cLHd9g5y15AcQaF3d7zF+AQC6Q2vj0+jMZP3qW9lKiIkIibHHWePW6Wq3PJKW/HG/3j9y2ljHdxAAALpPsH/P5XglQskXFbW69+VP9P4R3s+AP1G4Rqs6+yGHDxvByVnjbvF/kaRth8t038ZPtOLWoUH1odXqGl/vgmPluuv6gRqa0Ueu8w2KigjT+4dPqbTKpcc3H5ZEfgCB0tX9XnFFrbZ+dkopcXa5zjeovKZOHx49o2sv/Yr6kp8AAD9pa3wqOFauHX8r06B0h86XVikhNjLoDix3VuN3wiu/mqCv9LZr1qgBunV4f0VFhOnj4+X63fajfAcBAKAbBONx2qbHmHvbw/XRsXIVHCv3asPxSliRs8ate1/+RAXHWx4Pfu+zU/pmdhrvZ8BHFK7RQmc/5LRXJPjlH/fr1zcOVtW580H7Cz8zBfrXj2VV7hb/l0bbDpeprMrN/8KPyqrcKjhWridvHapnPziqle8eMdaNGpikB6Zm64Wdx1RW5dZHx8r13mendGX/BFW5zpMbgJ90Zb/nrHHr+JkavfXJF9reZEbY6IFJujg5VjGRYeQkfBLssxsAdL/G8SkmMky3Xz1AQzP66HyDRwOSY/XAGwf001f3G23NPrDsC2eNW+99dko/uPpi/UtCtP7jde/Z1qMGJunJW4dq/ot7+Q4CAICf+bMoHIjvMq0dY2762aDGXe8VJ58VYCWlZ106WFKp9XNGaPk7f21xPHjExYm8nwEfUbjuRlY4mNmVGWttFQliIsN081X9tOj3hZwirhWd+WHAhb5XKs/Vtbv+bAfr0TWV5+p0+9UD9OwHR/VBk/e8JH1w5LSWvH5Av5v1Dd2+Zo8eummInv3gqBa/ss84gDny4iRFhvey9EwbwGxd2e9V1NZp5buHvYrWkvT+kdOyh4fpl1MGBf14Hcqs8HmpNcE4uwGA+Zy1bsVEhum/ZlyhYmetJCk6IkxlVS59vV+CPj5eYRy0teJsI2dtnfolxqi+waPSs+d0eb8EFTTpU+Nn49uvHsB3EAAA/Kj5WcSiIsLk8Xj0XzOu0I/Xf9ylonAgvsu0dYy56WeDpoU+ieOVsJbKc3Vac9s39MkJZ6tnHPrFHw9opYU+1wPBhMJ1N7HKwcyuzFir93i0euaVxoejxp1y0wJe05kF7voGnTrrkvt8vZy1deod1fWD0Y0Hs521bsXYw9XLZlN4L5uSOthO4zXXzjd41ODxqMZ1Xo6YtouEgTpo3pkfBlS76y/4vRIfFdHu+rgO1qNr4qMiNDSjT4sP3I3eP1KmH567RL+5aYh+1yQ3Wpuh3dbZDZr+gtYe1kvuhnqF9eqlc3UNqjp3XrH2MEWFhymsl9QnxhpFHsCfurLfq3XXe/2wqlFMZJhuGd5PP311X7s/vGotJ131Dar/5/jSJyZSsfZw46wjcVFftjnrOq9qd736REcoJc7eIk+bjz297eGqdp2Xs7ZrY5FVC7+SdT4vNcclOgC05ouKWrnPN+iZ71+h5LgoNXg8stls+vDzM/rd9qMa1i9B6+eM0A+e26OyKrck68w2OlFeoyrXef2jvFY2m834Lji0X58Ws6g+OHJat48awHcQAAB85Kxx60y1W71sUk1dg86eq5MjOkLyeDSvyZg7amCS7rpuoO685mLjknWN2ioKB+q7THvHmBs/GzTHZwVYSVJMpOrlka3Z8n9xROuZ7w/TnWsLLPG5HghGFK67QXcczPTXQeqOZqxV1H55QOWLilr96o0DXgf2Rw9M1qtzR+p8g0cr3z3SZmFu1MAk3TZqgG5dtVtX9k9o92B0Y7+qXHVyREfq56/t1/tH/u91HD0wST+f/DXtPV6h9D7RSo1vWQj4oqJWv/jjft1yVb8WM2LHZCZr6Y2D5a5vMAoDUeG99MvXD2jLwVKj8D7qkiRFhPVS76i2i+Xt/Q8a17nO17f7w4CTlS6VVbl061X9dNuoAcYBoK6+V5J7R2pMZrK2tfJcYzKTldybAdOfkntH6vPT1e22cdbWKSMx2uuXpa3N0G7+v25exImJDNOzs66UZNPKdw83y8Ek/WLK1/TZybNyREe2mg8t4mpWgIsM66WKWneXfljirHGr9KxLFbV1io0MU6w9XH2iI1p97MnKcyqvdqvy3HnFR4crISZSqfFRHT5HVzXtlyM6wquIaLVCHjqnK/u9s+fOt7qNzuRl8x8XxUSGafXMK/XUX47o/WY/Smn6I5U1Hxz1Pi15ZrKW3ThYFyXGyFnjVnlNnX7+2j5jG7dfPUA5FycpzGZTbV29/vzXUh0qrtR/fCu73QLuP8prdPxMjerqPUqMjVRlbZ3Kzp7TRQkx+peEmG4tajcdw/vERMp9vqHdSyS09XnJCpdY4BIdAJpz1rj1iz/u17+Ny9TDf/prm6fPXv7OX/X7O3L0WWmVIsN76ePj5ap2Be9so1OV51RTV6+fNfuRV9M+SUdbnUXFdxAgeHg8HjmdTjkcDtlszQ+5A6HDqu91Z41bFbV1qnXX66zrvBzR4bKHhelnr7U9/ta4643vsvdO+H8tCtdtFYUD9V2mo2PMrvMNXvc5XgmrsfWSTlW49Oa+Yq/jSKMGJmne9ZlaMG4gZxEAfEThupmnnnpKjzzyiIqLi/W1r31NTzzxhEaPHn1B2wz0wczWZieNzkzWr76VrYSY1otHbeloxpqrrkEnK899+XwtTrFapgfe/FSLcrMktV0A+ODIafWSTStuHap5L+5tsyDbtF93XT9Qe4+Xt9jW+0dO6z/ePKCh/RK0cs2eVmfF3bvxE12e0aftYsQrn+jr/RKMAytXD0zSrFEDVFhUYZzWubXC+7K3DxoFhPZmiNkk3fPPdU9974p2X9+i8hrNfu4jr+dq/ADalfeKIyZSD900RPdt/MSriDMmM1m/uWkIB8/9zBETqYsS2p8JaA/vpapz/3eapvZmaDf+ryW1eF/dfvUA/e1Utd7eV9zqaY6XvPHPfHj3SIezFNu61lBnf1hibOPlT7x+UNL4Aa1/Yoz6Nnns8dPVWvzqPq88vHpgkpbeOFj9kmLbfI6uatqv5kXERlaYwdmdOvPDm2Av+ndlvxdrD2t1Gx3lZelZlx5489MWObnyL0fa/FFKW2Ph+/8cf5bdOFi7jp7Ra4X/aPdsDI25+cs/7tej37281f/BiTM1uu+VT7z2DY2P+8Uf9+sXU76mX735qbYcLPV6fQKRC415WHCsXE/eOlQPv3Oowxxs7fNS09dj8Sv7Ah63r8y+REdXfyQAIPDKqtz6f33jWxStpZanyDx6ulo/XFsg6cv99neuuKjb4+2M0tPVckstitZSyz41n0V1UUI0+yIgiJw/V6Mf/PYv+sO/f1t9+vQxOxwgYJxOp2557A1tuHuKJd7rzhq3yqvdapD0yz/uN8bbZ2ddqd9tP9rh+Nt0WVOj2ykKB+q7TEfHmO3hvYy/OV4JK2pokFY0OR7UqPH+A1OzzQgLCAm9Om7Sc7z00ktasGCB7r//fu3du1ejR4/WxIkTdfz48QvabiAPZrY1O+n9w2W6/7V9ent/ib6oqO309pJ7R2p0ZnKr60YNTNKOv59WeXX7p3oJD/vyF4xDM/q0+mFJ+rLIHRXx5cHoj46VG0W6tvrV3rY+OHJaQzP6SPq/WXHOmi+313gQvL3Hb2/y+Mb7z35wVL/5Z9G6tcHn2Q+OKqtvvO7b+Mn/FfLbmFG/9bNTxrqmH8o6o/G5br/6ywM/XXmvpPeJ1opbh+rPd1+j1+aO1J/vvkYrbh3qVUiE/6TFR7WbO3uLKtQ76v+KZc1/Wdrc2XN1rRZxhmb0UWp8VIuidaP28qGp9q411Piea+/xxjaaFa0bt7Hi3cPa+tkp47EnK8+1KFpLX+bbT1/dp5OV59p+Mbqgeb86mkHbVt96ki8qanXXi3s19rH3dONTOzR2+Xua9+JeFVfUtrmuK+NKd+rsfi82MlyjBia1eHxHeemsrWs1J5u+vzq639T2I6d1vLxWWWlxHRa6m449zcdM6cv3/uJmReumj7ss3aH7X92n/9c33mt9IHKhaR52JQdb+7xklRw28xIdjXk6ZeV2napy66ev7tMNj2+zRM4CoazyXJ2GZvRp9dIUkvdntqbjzwdHTusXf9wfNPu3Rqcqz8kl6Wwbl9uQ2u7T6MxkpQXgDDsALkx4VIzZIQDdIiLKfz+UD6TiilodLD6rHX8/rZ83KVpLUmp8dKfG30ZNr289amCS/mPq19osCgfqu0zjWdFaMyYzWQO/0pvjlbAsZ41bVe7z7dYrzp2v5ywCgI8oXDfx2GOPafbs2frBD36gyy67TE888YQyMjL09NNPX9B2A3kws6PrhaTE2bt0YNcRE6klU7/W4oB+44yt320/qso2TrHaqLymTqMGJnWqANBYIGtekG3er4621XR909mqjQfBu/J46Z+vXby9w2L5tsNl7Rbytx0uU0qc3bi/t6ii1WKJ9H/FzbaeS+r6e8URE6lLUnrr6/0SdElKb365GECOmEgtu3Gwrm4jd/5aXKk+URFGcbujHzHERUW0WsRxnW/wOR+a6mjf0bT43drjjW0caX//0/jY8mp3u8W78mr/HJxt3q/2iobt9a2naO9SFls/O/XlDxPa+FFOsB1Qb9SZ/V6fmAjNuz6zxf7YEd3+PjYmsuVM7eb52NH95py13nnemR9qtfYjpi/zsf3HNf+hViN/50LTPOxKDrb2eckqOdzRQZlAfVn19UcCAAIvPiqi05/Zmn8uDKb9W6PaunpVnjvf5uU2GjXv09UDk7TsxsF8DwEAoB3OGre2fnZKK/5yWKnxUS0+01e5Ojf+NoqPitBT37tCq2deqaH9Etp9bKC+yzSeFa35thtnV/dPjuV4JSyrrMqt6iZn1mxNjaue9zbgI04V/k9ut1sFBQW67777vJbn5uZqx44drT7G5XLJ5XIZ9ysrK1ttF8jrDXfmeiFdPR25TdLQfgm6fdQAuc43yB7eS3uLKozrpcRHtf+2OV/v0W2jBig6ovVTsTayh/fSB0dO6/ZRA1oUZJv3q6MiX/P1jQf1Gw+Cd/XxkrxO69yaxg+FHRXym354/N32o3ry1qGSvE/dMzozWTNHfvWf14RrfRtc6+XCdTZnfXVRYox+c9MQHTtdo4raOiN3XvrwuH71rWz17ROtZTcO1n2vfGL8iKG1gkx7/+vOzNpvKx+a6sq1htqa6d+ZbTQ+tqM86Wh9ZzWPqTMz23uy9n7AkBJnb/OHCd11zd5A5awjJlL9E2M0eUi611gX1sum0ZnJrb4mYzKTFRvZcvxrnm8d3W/t8U1/Dd+ZIkdrP2LqbE63tX1/5kLTWLqSg619XrJKDpt1iY7mPxLo6BIUVs1ZwIqSe0fqZGXHp8hs68er3bF/60rOVru/LFx39F3QHt5LowcmK71PtF6cM1z9EmP0LwnM6gT8gXEWsJ7O5m1ZlVspcV9OoPne8P4t1se28iPqppp+7xw9MFmbPi3RE1u+vMb1mMxkzbl6QFsPDeh3mcazopVVuXX2XJ3ioiKU3JtLGSF4dTZnK8/VGWedbUtcB5+bAbSNGdf/VFZWpvr6eqWmpnotT01NVUlJSauPWbZsmRwOh3HLyMhotV1HvzC7kMG6s9cL6cqBj6TYSH1SVKHZz32kues+1uznPtLKd4+oxl2vMZnJSoht+5d4owYm6ePj5Zr/4l6dq6vv8NTJjZoX6Zr3q6szlRsP6jceBPdlpnPT0zq3pvG17czBm0Y17nrNf3GvhvZL0OqZV+rlH+boz3dfo19/K9v4YUBr+kRHcK0XP+hszl6If0mI0dfS45WVGqek2Ejd+PV/0aPfvdw45VFjcfvqS5L0i8mDNHpg2/uF1n71ureoQicrz2m0D/nQVFeuNdTWTP/ObKPxsR3lSUfrO6t5TJ2Z2d6TtVfsDIaCYSBztm+faH0zO01fTYpVuiNKX02K1WVpcfpNO+N1n5iIVnOy6fjS2v3med6oMV/De9mMx3T0nu0THdHqD1s6m9Ntbd+fudA0lq7kYGufl6yUw2ZcosPXHwkESneMs4BVOGIi1T8ppt3vQycrzxlntWquO/ZvXcnZs7V16h0VpvAwW7vfq0rPuvSrb2crKryXBvWNp2gN+BHjLGA9nc3bynN1bZ6JRVKH42/jcaDRA5N129Vf1W+3/V1S5489B/K7DGeDhJV0NmfjoyK0/UhZm8d7Rmcmt3rWPgCdQ+G6GZvN+5cyHo+nxbJGixcvltPpNG5FRUVtbjdQHwDaO51L0w8uXTnw0VGhPTU+qtX1TU8nXuOu14YPj2vZjYNbHKxp2k6SLkqIbvGhpXm/frf9qG4bNaDdU5g3jbPxoH5jXw4VV7b6+KtbeXzj8tJKV4cfCjsq5I/JTFbpWZfXshp3vVa+e0TP7fhcmSm9dUlKb/WJidCV/Vs/dc/ozGRdktKba734QVdy9kJ09KH8XxJidFnfeEWE9dIvpgxS/r+N1is/arlfaC0Xf7f9qC75Sqzuuj6zxYejjvKhqc7uO9qb/d3RNkrPuozHJsRGtjiNeqOrByYpIdY/X1yax9Tej1Y4i0H7xc5gKBgGOmdby9X2xuu2cvKu6wYa+dg4XjW+33+3/agWjs9q8zICB79wavuRMmOMau89e/XAJPVPimn1i35ncvrqNn6o5e9caBpLV3Ow+es/8Cu9TTkFt6+6+6CMrz8SCJTuGmcBq/iXhBg92Mr3odEDk/TA1GyF97K1+uPV7tq/dSVn46MjVFrp0oF/ODXvupaX2xj9z+tnjhmYrK8mx2rAVzgwDfgb4yxgPZ3N2/ioCOPzfGvfobYcPNnu+Ht91le0acFoPTr9cn01KVbrfzC8y8eeKTADnc/Z5N6R2v8Pp267+qstJheNHpikB771NQpvwAWweTwej9lBBAO3262YmBj94Q9/0I033mgs/7d/+zcVFhbqvffe63AblZWVcjgccjqdio+PD2S4Xr6oqG1xOpfGA+LzX9yrK/snaMWtQ7v8gcNZ4273VC6N6ytq3XLVNWjH308bRevGInffPtE6WXlOfyut8jp1ctN2bcXWvF8xkWH6+eRBuqJfH1W76hVjD9Pe4xX61ZufGgd7mj5v876crnarvsGj+gaPatz1ckRHKCqil5a8fkCbD5YabcdkJmvpjYNVV9+gBklLXj/gddrYxtf2pQ+P64F/nv65tf9BYyySdG8b65rG2d42KFoHhlk521VNczHWHi57WC+5GxoU1sumc3UNqnKdV5w9XHuLOpcPjTqz7+jo/fdFRW2LaySPGpikeddn6quJMUpr8tjjp6v101f3aXuT06NfPTBJS28crH5JsT6/Pu31KyYyTE/eOlRrPjjq9bzk1pecNW7Ne3Fvq5eyWDZtsP60r7jNy1z4Mq5cqGDJ2dZy0lXfoHqPR1Xnzut8fYOq3fWy2Wxyna9XRkK04qMidKK81mssPFRcqZ9PHqRfvfmpPvjbad1+9QBd2S9B6X2i9au3PvXKq9GZyVp242BdlNj2zLX2cvqlD48bz9V8zAtELjTG8tGxcj1569AW117uyvMyPrataQ7fdf1A7T1e3uYlKHpyzgJm+6K8RpWu8/qiolbxURGKDO+l0rMu9U+M0QNveu/vzdy/tZezJyvP6T9e368FN2TJWePWkdIqpcRHGZfbKD3r0uhLknSRHz/TAWhfZ8fZiooK3bL8DUU6ktRQd07nzjolSRHRsXpxXq769OnTTRED3a+iokJ5T72rF+ZeHxTv9bby1lnj1tv7S/TmJ19o7/GKFt+hYiLD9Nxt39CRU9VKibN7jb+jLkmSIzqCQjMQAO2NtcfP1OiBNw7o//WN19CMPnKdb1Cf6AilxUfJZpN628P1lfgokyIHrI3CdRPDhw/XsGHD9NRTTxnLBg0apG9961tatmxZh4838+Ccs8atkspzOlFeK0lGcbgzhSd/PX97RW5fDzp3tnh+IddJ6exzOGvrFBMZprBeNoX1sikptvOxdDZOf/QHnRcqB9Tb+mFGZ94/zQtwkWG95Kx1K9be+fefs8at0rMuI0diI8PVJ6b1L00nK8+pvNptXCMxITZSqQH4ENe0X/HREYq1h6vq3HlyqxVt7Z8fvmmIGqSgKhhaJWfb2pd3Zbkkn8aDjsas7hxnGp+r2lUnR3Sk3PUNqnad9+l5GR/b5s8fCfibVXIW6A7OGrcqa+t0oqJWdQ0eJcREqKHBo8iwXurVy6Zad73p+7eOcvb46Wo99KeDmn5lP12UGC1XXYNq3PWKjw5Xn5jAfKYD0DYK10DHrFK4lqTiilodO1OjFe8e1t7jFbr96gEamtFHNtuXZ6ayh/VSXX2D6j1Steu8ekeFK4HxFwiojsbaE6er5Tx3XtXuesVGhske0Utnqt1Kj4/iB53ABaBw3cRLL72kvLw8/fd//7dycnL029/+VqtWrdKBAwfUv3//Dh8fDAfngvnAbjDHhp4pGHIWCAb++OFNdyBngdb580cC/kTOAi1114/4fNGZnA3m+IGehsI10DErFa6lLz/XV9TUqdp93piUkBJn5/gpYBI+HwPmCDc7gGBy88036/Tp03rggQdUXFys7Oxsvf32250qWgcLR0zwFoODOTYA6Mna2z+z7waCH3kKWEdqfJSlD2RZPX4AAIIZn+sB6+HzMeB/FK6bmTt3rubOnWt2GAAAAAAAAAAAAADQY/QyOwAAAAAAAAAAAAAAQM9G4RoAAAAAAAAAAAAAYCpOFe5HHo9HklRZWWlyJEDoiIuLk81mC8i2yVnA/8hZwFrIWcB6ApW35CwQGGbnbGVlpc7VnJUnLEINbpdc1VWSpIb6BhUVFZHzCGlOp1PnqitVWVmpXr06N3+Lz8eAtZCzgLV0JmcpXPvR2bNnJUkZGRkmRwKEDqfTqfj4+IBsm5wF/I+cBayFnAWsJ1B5S84CgRHMOTvkYX9FAwS3/ks735bPx4C1kLOAtXQmZ22exp+N4II1NDToiy++CMivfCorK5WRkaGioqKA7Yj9zYoxS9aM24oxS52LO5C/mutszlr19W0PfbIGK/YpGHK2NVZ8La0WM/EGVqDiDdac7Sz+j4FntZitFq/U9ZgDlVOdyVkrvr5dRR9DQzD10cyclYLrtTBDT++/xGsgde01MOvzsRX/T8TcPYi5fcHwndaK/6O2hFJfJPoTjJhx3c169eqliy66KKDPER8fb7k3pBVjlqwZtxVjlsyLu6s5a9XXtz30yRpCsU++8Mc4a8XX0moxE29gWSne7vhs3MhKr4tkvXgl68VstXgl82PuSs6aHWt3oI+hIZT7yPfZrunp/Zd4DSTzX4PO5K3ZMfqCmLsHMXe/njzWhlJfJPpjNZ27uAcAAAAAAAAAAAAAAAFC4RoAAAAAAAAAAAAAYCoK1xZht9v1y1/+Una73exQOs2KMUvWjNuKMUvWidsqcXYFfbKGUOyTWaz4WlotZuINLKvF212s9rpYLV7JejFbLV7JWjFbKVZf0cfQ0BP62Fk9/bXo6f2XeA0ka7wGVoixOWLuHsQc/EKpv6HUF4n+WJXN4/F4zA4CAAAAAAAAAAAAANBzMeMaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSu/cjj8aiyslIej8fsUAB0AjkLWAs5C1gLOQtYCzkLWAs5C1gPeQtYCzkLmIPCtR+dPXtWDodDZ8+eNTsUAJ1AzgLWQs4C1kLOAtZCzgLWQs4C1kPeAtZCzgLmoHANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABThZsdAICexVnjVlmVW5Xn6hQfHaHk2Eg5YiLNDqtNVosXAKyK/W3PxP8dAGAljFuAtZCzAAAETqDGWQrXALrNFxW1unfjJ3r/cJmxbExmsh66aYjS+0SbGFnrrBYvAFgV+9ueif87AMBKGLcAayFnAQAInECOs5wqHEC3cNa4W+zIJGnb4TLdt/ETOWvcJkXWOqvFCwBWxf62Z+L/DgCwEsYtwFrIWQAAAifQ4yyFawDdoqzK3WJH1mjb4TKVVQXXlwarxQsAVsX+tmfi/w4AsBLGLcBayFkAAAIn0OMshWsA3aLyXF276892sL67WS1eALAq9rc9E/93AICVMG4B1kLOAgAQOIEeZylcA+gW8VER7a6P62B9d7NavABgVexveyb+7wAAK2HcAqyFnAUAIHACPc5SuAbQLZJ7R2pMZnKr68ZkJiu5d2Q3R9Q+q8ULAFbF/rZn4v8OALASxi3AWshZAAACJ9DjLIVrAN3CEROph24a0mKHNiYzWb+5aYgcMcH1pcFq8QKAVbG/7Zn4vwMArIRxC7AWchYAgMAJ9Dhr83g8ngvaAgyVlZVyOBxyOp2Kj483OxwgKDlr3CqrcuvsuTrFRUUouXekaV8YOpOzwRQv0NMxzoY29rehh3EWsBbGWaBjwTRukbNAx4IpZyXyFrAachZoX6DG2XA/xAYAneaIsdYBaavFCwBWxf62Z+L/DgCwEsYtwFrIWQAAAidQ4yynCgcAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATBU0hetly5bJZrNpwYIFxjKPx6MlS5YoPT1d0dHRuvbaa3XgwAGvx7lcLs2bN0/JycmKjY3V1KlTdeLECa825eXlysvLk8PhkMPhUF5enioqKrzaHD9+XFOmTFFsbKySk5M1f/58ud3uQHUXAAAAAAAAAAAAAPBPQVG43rNnj377299qyJAhXssffvhhPfbYY1q5cqX27NmjtLQ03XDDDTp79qzRZsGCBXr11Ve1YcMGbd++XVVVVZo8ebLq6+uNNjNmzFBhYaHy8/OVn5+vwsJC5eXlGevr6+s1adIkVVdXa/v27dqwYYM2btyohQsXBr7zAAAAAAAAAAAAANDDmV64rqqq0ve+9z2tWrVKCQkJxnKPx6MnnnhC999/v6ZNm6bs7Gw999xzqqmp0fr16yVJTqdTq1ev1vLlyzVu3DgNHTpUa9eu1b59+7RlyxZJ0sGDB5Wfn6//+Z//UU5OjnJycrRq1Sq9+eabOnTokCRp06ZN+vTTT7V27VoNHTpU48aN0/Lly7Vq1SpVVlZ2/4sCAAAAAAAAAAAAAD2I6YXrH//4x5o0aZLGjRvntfzo0aMqKSlRbm6uscxut+uaa67Rjh07JEkFBQWqq6vzapOenq7s7Gyjzc6dO+VwODR8+HCjzYgRI+RwOLzaZGdnKz093Wgzfvx4uVwuFRQUtBm7y+VSZWWl1w1A8CJnAWshZwFrIWcBayFnAWshZwHrIW8BayFngeBgauF6w4YN+vjjj7Vs2bIW60pKSiRJqampXstTU1ONdSUlJYqMjPSaqd1am5SUlBbbT0lJ8WrT/HkSEhIUGRlptGnNsmXLjOtmOxwOZWRkdNRlACYiZwFrIWcBayFnAWshZwFrIWcB6yFvAWshZ4HgYFrhuqioSP/2b/+mtWvXKioqqs12NpvN677H42mxrLnmbVpr70ub5hYvXiyn02ncioqK2o0LgLnIWcBayFnAWshZwFrIWcBayFnAeshbwFrIWSA4hJv1xAUFBSotLdWwYcOMZfX19dq2bZtWrlxpXH+6pKREffv2NdqUlpYas6PT0tLkdrtVXl7uNeu6tLRUI0eONNqcPHmyxfOfOnXKazu7d+/2Wl9eXq66uroWM7GbstvtstvtXe06AJOQs4C1kLOAtZCzgLWQs4C1kLOA9ZC3gLWQs0BwMG3G9dixY7Vv3z4VFhYatyuvvFLf+973VFhYqIsvvlhpaWnavHmz8Ri326333nvPKEoPGzZMERERXm2Ki4u1f/9+o01OTo6cTqc+/PBDo83u3bvldDq92uzfv1/FxcVGm02bNslut3sV1gEAAAAAAAAAAAAA/mfajOu4uDhlZ2d7LYuNjVVSUpKxfMGCBVq6dKkyMzOVmZmppUuXKiYmRjNmzJAkORwOzZ49WwsXLlRSUpISExO1aNEiDR48WOPGjZMkXXbZZZowYYLmzJmjZ555RpJ0xx13aPLkycrKypIk5ebmatCgQcrLy9MjjzyiM2fOaNGiRZozZ47i4+O76yUBAAAAAAAAAAAAgB7JtMJ1Z9xzzz2qra3V3LlzVV5eruHDh2vTpk2Ki4sz2jz++OMKDw/X9OnTVVtbq7Fjx2rNmjUKCwsz2qxbt07z589Xbm6uJGnq1KlauXKlsT4sLExvvfWW5s6dq1GjRik6OlozZszQo48+2n2dBQAAAAAAAAAAAIAeyubxeDxmBxEqKisr5XA45HQ6makNWAA5C1gLOQtYCzkLWAs5C1gLOQtYD3kLWAs5C5jDtGtcAwAAAAAAAAAAAAAgUbgGAAAAAAAAAAAAAJiMwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKaicA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFOFmx0AAAAAAAAAAABoyeVyae/evV7Lhg4dKrvdblJEAAAEDoVrAAAAAAAAAACC0N69ezXvqT/KkX6xJMn5xd+1Yq40YsQIkyMDAMD/KFwDAAAAAAAAABCkHOkXK/nibLPDAAAg4LjGNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBUphaun376aQ0ZMkTx8fGKj49XTk6O/vSnPxnrPR6PlixZovT0dEVHR+vaa6/VgQMHvLbhcrk0b948JScnKzY2VlOnTtWJEye82pSXlysvL08Oh0MOh0N5eXmqqKjwanP8+HFNmTJFsbGxSk5O1vz58+V2uwPWdwAAAAAAAAAAAADAl0wtXF900UV66KGH9NFHH+mjjz7S9ddfr29961tGcfrhhx/WY489ppUrV2rPnj1KS0vTDTfcoLNnzxrbWLBggV599VVt2LBB27dvV1VVlSZPnqz6+nqjzYwZM1RYWKj8/Hzl5+ersLBQeXl5xvr6+npNmjRJ1dXV2r59uzZs2KCNGzdq4cKF3fdiAAAAAAAAAAAAAEAPFW7mk0+ZMsXr/oMPPqinn35au3bt0qBBg/TEE0/o/vvv17Rp0yRJzz33nFJTU7V+/XrdeeedcjqdWr16tV544QWNGzdOkrR27VplZGRoy5YtGj9+vA4ePKj8/Hzt2rVLw4cPlyStWrVKOTk5OnTokLKysrRp0yZ9+umnKioqUnp6uiRp+fLlmjVrlh588EHFx8d346sCAAAAAAAAAAAAAD2LqYXrpurr6/WHP/xB1dXVysnJ0dGjR1VSUqLc3Fyjjd1u1zXXXKMdO3bozjvvVEFBgerq6rzapKenKzs7Wzt27ND48eO1c+dOORwOo2gtSSNGjJDD4dCOHTuUlZWlnTt3Kjs72yhaS9L48ePlcrlUUFCg6667rtWYXS6XXC6Xcb+ystKfLwkAPyNnAWshZwFrIWcBayFnAWshZwHrIW8BayFngeBg6qnCJWnfvn3q3bu37Ha7fvjDH+rVV1/VoEGDVFJSIklKTU31ap+ammqsKykpUWRkpBISEtptk5KS0uJ5U1JSvNo0f56EhARFRkYabVqzbNky47rZDodDGRkZXew9gO5EzgLWQs4C1kLOAtZCzgLWQs4C1kPeAtZCzgLBwfTCdVZWlgoLC7Vr1y796Ec/0syZM/Xpp58a6202m1d7j8fTYllzzdu01t6XNs0tXrxYTqfTuBUVFbUbFwBzkbOAtZCzgLWQs4C1kLOAtZCzgPWQt4C1kLNAcDD9VOGRkZEaOHCgJOnKK6/Unj179J//+Z+69957JX05G7pv375G+9LSUmN2dFpamtxut8rLy71mXZeWlmrkyJFGm5MnT7Z43lOnTnltZ/fu3V7ry8vLVVdX12ImdlN2u112u92XbgMwATkLWAs5C1gLOQtYCzkLWAs5C1gPeQtYCzkLBAfTZ1w35/F45HK5NGDAAKWlpWnz5s3GOrfbrffee88oSg8bNkwRERFebYqLi7V//36jTU5OjpxOpz788EOjze7du+V0Or3a7N+/X8XFxUabTZs2yW63a9iwYQHtLwAAAAAAAAAAAAD0dKbOuP7pT3+qiRMnKiMjQ2fPntWGDRu0detW5efny2azacGCBVq6dKkyMzOVmZmppUuXKiYmRjNmzJAkORwOzZ49WwsXLlRSUpISExO1aNEiDR48WOPGjZMkXXbZZZowYYLmzJmjZ555RpJ0xx13aPLkycrKypIk5ebmatCgQcrLy9MjjzyiM2fOaNGiRZozZ47i4+PNeXEAAAAAAAAAAAAAoIcwtXB98uRJ5eXlqbi4WA6HQ0OGDFF+fr5uuOEGSdI999yj2tpazZ07V+Xl5Ro+fLg2bdqkuLg4YxuPP/64wsPDNX36dNXW1mrs2LFas2aNwsLCjDbr1q3T/PnzlZubK0maOnWqVq5caawPCwvTW2+9pblz52rUqFGKjo7WjBkz9Oijj3bTKwEAAAAAAAAAAAAAPZephevVq1e3u95ms2nJkiVasmRJm22ioqK0YsUKrVixos02iYmJWrt2bbvP1a9fP7355pvttgEAAAAAAAAAAAAA+F/QXeMaAAAAAAAAAAAAANCzULgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBU4Z1tmJiYqM8++0zJyclKSEiQzWZrs+2ZM2f8EhwAAAAAAAAAAAAAIPR1unD9+OOPKy4uzvi7vcI1AAAAAAAAAAAAAACd1enC9cyZM42/Z82aFYhYAAAAAAAAAAAAAAA9kE/XuP7444+1b98+4/4f//hHffvb39ZPf/pTud1uvwUHAAAAAAAAAAAAAAh9PhWu77zzTn322WeSpL///e+6+eabFRMToz/84Q+65557/BogAAAAAAAAAAAAACC0+VS4/uyzz/T1r39dkvSHP/xB11xzjdavX681a9Zo48aN/owPAAAAAAAAAAAAABDifCpcezweNTQ0SJK2bNmib37zm5KkjIwMlZWV+S86AAAAAAAAAAAAAEDI86lwfeWVV+rXv/61XnjhBb333nuaNGmSJOno0aNKTU31a4AAAAAAAAAAAAAAgNDmU+H6iSee0Mcff6y77rpL999/vwYOHChJevnllzVy5Ei/BggAAAAAAAAAAAAACG3hvjxoyJAh2rdvX4vljzzyiMLCwi44KAAAAAAAAAAAAABAz+FT4botUVFR/twcAAAAAAAAAAAAAKAH6HThOjExUZ999pmSk5OVkJAgm83WZtszZ874JTgAAAAAAAAAAAAAQOjrdOH68ccfV1xcnKQvr3ENAAAAAAAAAAAAAIA/dLpwPXPmzFb/bs9DDz2kH/7wh+rTp0+XAwMAAAAAAAAAAAAA9Ay9ArnxpUuXctpwAAAAAAAAAAAAAEC7Alq49ng8gdw8AAAAAAAAAAAAACAEBLRwDQAAAAAAAAAAAABARyhcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFMFtHA9evRoRUdHB/IpAAAAAAAAAAAAAAAW51PhevXq1a0uP3/+vBYvXmzcf/vtt9W3b1/fIgMAAAAAAAAAAAAA9Ag+Fa4XLlyom266SWfOnDGW/fWvf9VVV12l3//+934LDgAAAAAAAAAAAAAQ+nwqXO/du1cnT57U4MGDtXnzZv3Xf/2XrrjiCmVnZ6uwsNDPIQIAAAAAAAAAAAAAQlm4Lw8aMGCAtm3bpp/85CeaMGGCwsLC9Pzzz+uWW27xd3wAAAAAAAAAAAAAgBDn04xrSXrzzTf14osvauTIkerTp49WrVqlL774wp+xAQAAAAAAAAAAAAB6AJ8K13feeaemT5+ue+65R9u2bdMnn3wiu92uwYMHd+ka18uWLdM3vvENxcXFKSUlRd/+9rd16NAhrzYej0dLlixRenq6oqOjde211+rAgQNebVwul+bNm6fk5GTFxsZq6tSpOnHihFeb8vJy5eXlyeFwyOFwKC8vTxUVFV5tjh8/rilTpig2NlbJycmaP3++3G53114cAAAAAAAAAAAAAECX+FS4/uCDD7R7924tWrRINptNaWlpevvtt/XAAw/o9ttv7/R23nvvPf34xz/Wrl27tHnzZp0/f165ubmqrq422jz88MN67LHHtHLlSu3Zs0dpaWm64YYbdPbsWaPNggUL9Oqrr2rDhg3avn27qqqqNHnyZNXX1xttZsyYocLCQuXn5ys/P1+FhYXKy8sz1tfX12vSpEmqrq7W9u3btWHDBm3cuFELFy705SUCAAAAAAAAAAAAAHSST9e4LigokN1ub7H8xz/+scaNG9fp7eTn53vdf/bZZ5WSkqKCggKNGTNGHo9HTzzxhO6//35NmzZNkvTcc88pNTVV69ev15133imn06nVq1frhRdeMJ577dq1ysjI0JYtWzR+/HgdPHhQ+fn52rVrl4YPHy5JWrVqlXJycnTo0CFlZWVp06ZN+vTTT1VUVKT09HRJ0vLlyzVr1iw9+OCDio+P9+WlAgAAAAAAAAAAAAB0wKcZ160VrRtlZWX5HIzT6ZQkJSYmSpKOHj2qkpIS5ebmej33Nddcox07dkj6soheV1fn1SY9PV3Z2dlGm507d8rhcBhFa0kaMWKEHA6HV5vs7GyjaC1J48ePl8vlUkFBgc99AgAAAAAAAAAAAAC0z6cZ15L08ssv6/e//72OHz/e4jrQH3/8cZe35/F4dPfdd+vqq69Wdna2JKmkpESSlJqa6tU2NTVVx44dM9pERkYqISGhRZvGx5eUlCglJaXFc6akpHi1af48CQkJioyMNNo053K55HK5jPuVlZWd7i+A7kfOAtZCzgLWQs4C1kLOAtZCzgLWQ94C1kLOAsHBpxnXTz75pG677TalpKRo7969uuqqq5SUlKS///3vmjhxok+B3HXXXfrkk0/04osvtlhns9m87ns8nhbLmmveprX2vrRpatmyZXI4HMYtIyOj3ZgAmIucBayFnAWshZwFrIWcBayFnAWsh7wFrIWcBYKDT4Xrp556Sr/97W+1cuVKRUZG6p577tHmzZs1f/5843TfXTFv3jy9/vrr+stf/qKLLrrIWJ6WliZJLWY8l5aWGrOj09LS5Ha7VV5e3m6bkydPtnjeU6dOebVp/jzl5eWqq6trMRO70eLFi+V0Oo1bUVFRV7oNoJuRs4C1kLOAtZCzgLWQs4C1kLOA9ZC3gLWQs0Bw8Klwffz4cY0cOVKSFB0drbNnz0qS8vLyWp0x3RaPx6O77rpLr7zyit59910NGDDAa/2AAQOUlpamzZs3G8vcbrfee+894/mHDRumiIgIrzbFxcXav3+/0SYnJ0dOp1Mffvih0Wb37t1yOp1ebfbv36/i4mKjzaZNm2S32zVs2LBW47fb7YqPj/e6AQhe5CxgLeQsYC3kLGAt5CxgLeQsYD3kLWAt5CwQHHy6xnVaWppOnz6t/v37q3///tq1a5cuv/xyHT16VB6Pp9Pb+fGPf6z169frj3/8o+Li4owZzw6HQ9HR0bLZbFqwYIGWLl2qzMxMZWZmaunSpYqJidGMGTOMtrNnz9bChQuVlJSkxMRELVq0SIMHD9a4ceMkSZdddpkmTJigOXPm6JlnnpEk3XHHHZo8ebKysrIkSbm5uRo0aJDy8vL0yCOP6MyZM1q0aJHmzJnDDgoAAAAAAAAAAAAAAsinwvX111+vN954Q1dccYVmz56tn/zkJ3r55Zf10Ucfadq0aZ3eztNPPy1Juvbaa72WP/vss5o1a5Yk6Z577lFtba3mzp2r8vJyDR8+XJs2bVJcXJzR/vHHH1d4eLimT5+u2tpajR07VmvWrFFYWJjRZt26dZo/f75yc3MlSVOnTtXKlSuN9WFhYXrrrbc0d+5cjRo1StHR0ZoxY4YeffTRrr48AAAAAAAAAAAAAIAusHm6MkX6nxoaGtTQ0KDw8C/r3n/4wx/0/vvva+DAgfrRj36kiIgIvwdqBZWVlXI4HHI6nczSBiyAnAWshZwFrIWcBayFnAWshZwFrMfXvN21a5d+9to+JV+cLUkq+/t+/frbgzVixIhAhQpAjLWAWXyacd2rVy+53W59/PHHKi0tld1uN07LnZ+frylTpvg1SAAAAAAAAAAAAABA6PKpcJ2fn6+8vDydPn26xTqbzab6+voLDgwAAAAAAAAAAAAA0DP08uVBd911l6ZPn67i4mLjtOGNN4rWAAAAAAAAAAAAAICu8KlwXVpaqrvvvlupqan+jgcAAAAAAAAAAAAA0MP4VLj+zne+o61bt/o5FAAAAAAAAAAAAABAT+TTNa5Xrlyp7373u3r//fc1ePBgRUREeK2fP3++X4IDAAAAAAAAAAAAAIQ+nwrX69ev1zvvvKPo6Ght3bpVNpvNWGez2ShcAwAAAAAAAAAAAAA6zafC9c9+9jM98MADuu+++9Srl09nGwcAAAAAAAAAAAAAQJKP17h2u926+eabKVoDAAAAAAAAAAAAAC6YT5XnmTNn6qWXXvJ3LAAAAAAAAAAAAACAHsinU4XX19fr4Ycf1jvvvKMhQ4YoIiLCa/1jjz3ml+AAAAAAAAAAAAAAAKHPp8L1vn37NHToUEnS/v37vdbZbLYLjwoAAAAAAAAAAAAA0GP4VLj+y1/+4u84AAAAAAAAAAAAAAA9lE/XuAYAAAAAAAAAAAAAwF8oXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKp+ucQ0AAAAAAAAAAPzH5XJp7969Xsv2798vT4PHpIgAAOheFK4BAAAAAAAAADDZ3r17Ne+pP8qRfrGx7B//+776DLzCxKgAAOg+FK4BAAAAAAAAAAgCjvSLlXxxtnHf+Y+/mxgNAADdi2tcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNxjWsghDlr3CqrcqvyXJ3ioyOUHBspR0yk2WGFLF5vwHzkIQAgGPWk8akn9RWwKvIUAAD/YEwF/I/CNRCivqio1b0bP9H7h8uMZWMyk/XQTUOU3ifaxMhCE683YD7yEAAQjHrS+NST+gpYFXkKAIB/MKYCgcGpwoEQ5Kxxtxg0JWnb4TLdt/ETOWvcJkUWmni9AfORhwCAYNSTxqee1FfAqshTAAD8gzEVCBwK10AIKqtytxg0G207XKayKgZOf+L1BsxHHgIAglFPGp96Ul8BqyJPAQDwD8ZUIHAoXAMhqPJcXbvrz3awHl3D6w2YjzwEAASjnjQ+9aS+AlZFngIA4B+MqUDgcI1rtMpZ41ZZlVuV5+oUHx2h5NhIOWIizQ4LnRQfFdHu+rgO1qNrGl/vmMgw3X71AA3N6CPX+QZFRYTp4+Plio/m9QYCzZf9HmMdACDQ2hqfGj83RkWEae8/Py9afRxyREforusHtvgs/LvtR1Xjruc7CBAEEmMitXrmla3mqMSxAgAAOovjwUDgULhGC19U1La4PsOYzGQ9dNMQpfeJNjEydFZy70iNyUzWtlZOVzImM1nJva17QCwYJfeO1A2Xpejmq/rp2Q+OauW7R4x1Vw9M0i1XZpgYHdAzdHW/x1gHAOgOrY1PMZFhevLWoS0+N1p9HIoM66W9x8u9+jRqYJKevHWoXvrwON9BAJN9UVGrn722X+8f+b/9UWOOzn9xr67sn0CeAgDQSRwPBgKHU4XDi7PG3eJAvvTldRnu2/iJnDVcm8EKHDGReuimIRqTmey1fExmsn5z0xBLz+QIRo6YSC2Z+jU9+8FRfXDktNe67UdO66ev7iN3gADryn6PsQ4A0F1aG59uv3pAq58brTwOOWvcWvzqvhZ9+uDIaa354KiWTP0a30EAExmff494f/794MhpPfvBUf188iCOFQAA0AUcDwYChxnX8FJW5W5xIL/RtsNlKqty80XGItL7RGvFrUNVVuXW2XN1iouKUHJva59+MJidq2to8SGlEbkDdI/O7vcY6wAA3an5+BQVEeY1I6Mpq45D7Y2t24+c1rm6hm6OCEBT7eXoB0dOa8mUr6mvRc/2AACAWTgeDAQGhWt4qTxX1+76sx2sR3BxxFCo7i7kDhAcOrPfI18BAN2t6fi093h5u22tOA4xtgLBraMcrXad76ZIAAAIHXwGBgKDU4XDS3xURLvr4zpYD/RU5A5gHeQrAMBMoTgOhWKfgFBCjgIA4H+Mr0BgULiGl+TekS2uD9poTGayknszexdoDbkDWAf5CgAwUyiOQ6HYJyCUkKMAAPgf4ysQGBSu4cURE6mHbhrSYoc7JjNZv7lpCKedBtpA7gDWQb4CAMwUiuNQKPYJCCXkKAAA/sf4CgQG17hGC+l9orXi1qEqq3Lr7Lk6xUVFKLk310oGOkLuANZBvgIAzBSK41Ao9gkIJeQoAAD+x/gK+B+Fa7TKEcPOFfAFuQNYB/kKADBTKI5DodgnIJSQowAA+B/jK+BfnCocAAAAAAAAAAAAAGAqUwvX27Zt05QpU5Seni6bzabXXnvNa73H49GSJUuUnp6u6OhoXXvttTpw4IBXG5fLpXnz5ik5OVmxsbGaOnWqTpw44dWmvLxceXl5cjgccjgcysvLU0VFhVeb48ePa8qUKYqNjVVycrLmz58vt9sdiG4DAAAAAAAAAAAAAJowtXBdXV2tyy+/XCtXrmx1/cMPP6zHHntMK1eu1J49e5SWlqYbbrhBZ8+eNdosWLBAr776qjZs2KDt27erqqpKkydPVn19vdFmxowZKiwsVH5+vvLz81VYWKi8vDxjfX19vSZNmqTq6mpt375dGzZs0MaNG7Vw4cLAdR4AAAAAAAAAAAAAIMnka1xPnDhREydObHWdx+PRE088ofvvv1/Tpk2TJD333HNKTU3V+vXrdeedd8rpdGr16tV64YUXNG7cOEnS2rVrlZGRoS1btmj8+PE6ePCg8vPztWvXLg0fPlyStGrVKuXk5OjQoUPKysrSpk2b9Omnn6qoqEjp6emSpOXLl2vWrFl68MEHFR8f3w2vBgAAAAAAAAAAAAD0TKYWrttz9OhRlZSUKDc311hmt9t1zTXXaMeOHbrzzjtVUFCguro6rzbp6enKzs7Wjh07NH78eO3cuVMOh8MoWkvSiBEj5HA4tGPHDmVlZWnnzp3Kzs42itaSNH78eLlcLhUUFOi6665rNUaXyyWXy2Xcr6ys9OdLAMDPyFnAWshZwFrIWcBayFnAWshZwHrIW8BayFkgOJh6qvD2lJSUSJJSU1O9lqemphrrSkpKFBkZqYSEhHbbpKSktNh+SkqKV5vmz5OQkKDIyEijTWuWLVtmXDfb4XAoIyOji70E0J3IWcBayFnAWshZwFrIWcBayFnAeshbwFrIWSA4BG3hupHNZvO67/F4Wixrrnmb1tr70qa5xYsXy+l0GreioqJ24wJgLnIWsBZyFrAWchawFnIWsBZyFrCeQOVtw/k67d+/X7t27TJuTWeJAvANYy0QHIL2VOFpaWmSvpwN3bdvX2N5aWmpMTs6LS1Nbrdb5eXlXrOuS0tLNXLkSKPNyZMnW2z/1KlTXtvZvXu31/ry8nLV1dW1mIndlN1ul91u97GHALobOQtYCzkLWAs5C1gLOQtYCzkLWE+g8vbsySL957FapR7xSJKcX/xdK+Z+eXlMAL5jrAWCQ9DOuB4wYIDS0tK0efNmY5nb7dZ7771nFKWHDRumiIgIrzbFxcXav3+/0SYnJ0dOp1Mffvih0Wb37t1yOp1ebfbv36/i4mKjzaZNm2S32zVs2LCA9hMAAAAAAAAAgM7qnfZVJV+creSLs+VIv9jscAAA8BtTZ1xXVVXpyJEjxv2jR4+qsLBQiYmJ6tevnxYsWKClS5cqMzNTmZmZWrp0qWJiYjRjxgxJksPh0OzZs7Vw4UIlJSUpMTFRixYt0uDBgzVu3DhJ0mWXXaYJEyZozpw5euaZZyRJd9xxhyZPnqysrCxJUm5urgYNGqS8vDw98sgjOnPmjBYtWqQ5c+YoPj6+m18VAAAAAAAAAAAAAOhZTC1cf/TRR7ruuuuM+3fffbckaebMmVqzZo3uuece1dbWau7cuSovL9fw4cO1adMmxcXFGY95/PHHFR4erunTp6u2tlZjx47VmjVrFBYWZrRZt26d5s+fr9zcXEnS1KlTtXLlSmN9WFiY3nrrLc2dO1ejRo1SdHS0ZsyYoUcffTTQLwEAAAAAAAAAAAAA9HimFq6vvfZaeTyeNtfbbDYtWbJES5YsabNNVFSUVqxYoRUrVrTZJjExUWvXrm03ln79+unNN9/sMGYAAAAAAAAAAAAAgH8F7TWuAQAAAAAAAAAAAAA9A4VrAAAAAAAAAAAAAICpTD1VOEKbs8atsiq3Ks/VKT46QsmxkXLERJodFhBwvPcBoGdi/w+gM0J1XxGq/QJCBTkKAID/Mb4C/kfhGgHxRUWt7t34id4/XGYsG5OZrIduGqL0PtEmRgYEFu99AOiZ2P8D6IxQ3VeEar+AUEGOAgDgf4yvQGBwqnD4nbPG3WKHLUnbDpfpvo2fyFnjNikyILB47wNAz8T+H0BnhOq+IlT7BYQKchQAAP9jfAUCh8I1/K6syt1ih91o2+EylVWx00Zo4r0PAD0T+38AnRGq+4pQ7RcQKshRAAD8j/EVCBwK1/C7ynN17a4/28F6wKp47wNAz8T+H0BnhOq+IlT7BYQKchQAAP9jfAUCh8I1/C4+KqLd9XEdrAesivc+APRM7P8BdEao7itCtV9AqCBHAQDwP8ZXIHAoXMPvkntHakxmcqvrxmQmK7l3ZDdHBHQP3vsA0DOx/wfQGaG6rwjVfgGhghwFAMD/GF+BwKFwDb9zxETqoZuGtNhxj8lM1m9uGiJHDDtthCbe+wDQM7H/B9AZobqvCNV+AaGCHAUAwP8YX4HACTc7AISm9D7RWnHrUJVVuXX2XJ3ioiKU3DuSHTZCHu99AOiZ2P8D6IxQ3VeEar+AUEGOAgDgf4yvQGBQuEbAOGLYSaNn4r0PAD0T+38AnRGq+4pQ7RcQKshRAAD8j/EV8D9OFQ4AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFOFmx0ArM9Z41ZZlVuV5+oUHx2h5NhIOWIizQ4LCArkBxC8yE8AQHcL1bEnVPsFhCLyFQAA/2FcBfyPwjUuyBcVtbp34yd6/3CZsWxMZrIeummI0vtEmxgZYD7yAwhe5CcAoLuF6tgTqv0CQhH5CgCA/zCuAoHBqcLhM2eNu8WOWZK2HS7TfRs/kbPGbVJk1uescetvpVXae7xcfztVxWtpQR3lx8nKc/yPAZMwfgU3xkAAoaRxn/bZybO69+X/Dbmx52TluZDsFxCKyFcAAPyHY0tA4DDjGj4rq3K32DE32na4TGVVbk6L4QN+qRUaOsqPv5VWacb/7DaW8T8Gug/jV/BiDAQQSpru01bPvFLvHzndajurjj1fVNTq87LqkOsXEIrIVwAA/ItjS0DgMOMaPqs8V9fu+rMdrEdL/FIrdHSUHxW13uv5HwPdh/ErODEGAgglzfdprvMN7ba32tjT2L/mn2mbs1q/gFBEvuL/t3fn8VHU9x/H35trcy+QQCA1IJLgFS6hyq0gHlS8q1b9Iag/W0oBrbetZ1vBox71rrTiURX7q6LWKopFFMQTEzlFUC4lEIm5r02y8/sDd80mm91N2N3Z2byejwcPze7szOc7M5/5zs5n5zuIfa7mJq1fv14ffvih17/GxkazQwNiVmW9/2sUlQH6XQAd447rCKqsc2pfjVNVDU3KTElUdlqSpX91k5mc6Pf9jADvoz1+qRU7AuWHPSFOqUnxumT8QI3I66HGZpeSE+NVUdfENgbCzF9+pibFq2dqkr4qrYmZ/toq6AMBxJK2x7TUxHjNmZzvdd732c5yPbFqm+qcLZb77rSvxqk1O8p1zUmH6u8zRvlsk8R3QiAalNU6NSyvh/J6peiRC4/ymasS+QpYWfXeXfrLjnrlbDU8r1Xu/loPzpZGjx5tYmRA7EpNSvB5bdfdx6YmxZsdImBZFK4jJBaHvsxOT9LEgmy95+Mi88SCbGWnc3G5Ix39iIG7AGNHR/mRmhSvG085XD1TE7Vk9lj96bWNemj5Vs/7EwqydaeFjwuAFWSnJ+mEw/vo0H6ZXl8u1n1bodEDs3Tjy+u1cmvs9NdWQR8IIJa0PqalJsWrZ3qSPt9Z7n3el5+lhy4Yoec/2mm57041jU164PwRumvpF1rVaujhCfnZeu6y0frfpz7REf0yLdcuIBYZkoraHX9+zNV9NU6u4QAxIL3vwco+pNDsMIBuIz7epkUzf6oHl29pd46/aOZPlRBvMzE6wNooXEdAoKEvHzx/hCXvIHKkJumOs4fq+hfXehXnJv5QeLNimyLB348YHCncxR4rfOVHalK8npj5Uz28fIt2VzaoaGe53m/zjLGVFj8uAFbgSE3STdOO0A1L1nl9uVhwZqEeWr6l3bP/rN5fWwUjuQCIJa2Pab+ceIj+vPSLdv3L/r9tuvPsIZbrX3qkJOmuNze3P5fduk+GDD1z6THqmZJouXYBsaayzqlbX1nfYa4+MfOneuC/W/TH0wvJVwAAOsEeH6eHlm/x+hGn9MM5vs2m28/ghyRAV1G4jgCrDn0ZzNDmuT1S9OD5I7SvxqnqhiZlJCcqOz38Q6paddj1QD9iuPucYdzFHkPa5kfP1KQf7uQs08xxA70KZq21PS603t/T7QlKio9TRb1T6cnW2feBaFJZ59TvX25/Aa9PZnK7ooJb67yM9j4o2uPrCCO5AIglrY9pEwqydf/bW3xOt3LrPtU0tvh8L5o1Nrva9aNuq7aWqbzWqVxHcoSjAtDWvhpnh+e3q7aWaXZDs/5weqH6MbIQAACd0tDk6rCPXbllnxqaXBGOCIgdFK4jwIpDXwYztHnbYlrP1CRV1DulH0bBCEXRrfVnHSmJSrMnqKLOqW/K62Wz2TzPjBg1oGdQw7gGezE/XBf9A/2IoaahmbvYY4wj9cd956vSGs/ww43N/k9e3McFX7k4+bDeuuqEwWpxubS7skFf7q1Rmj1eaUkJamhpUU1Ds3qkJlmmWAVEWkfH4mDy0ldOTjm8j26adoTqm1pU19iszJRE2ePjVN3YrFpni3qkJio5Pk61zhZVNzTvz1d7gnq0uRMtFH2PlR9NwkguAGKJ+5g2/z8blZaU4Pc50JX1TVqz/Xv1SLPG+dt3FfUyZPhtU0V9U9T+QBvoTmoamzRncr7PZ2/WOVtUUd+keqf1fjwDAIDZKhua/D7jOlBNCEDHKFxHgNWGvgxmaPNaZ0u7acblZ+nicQN1/sKPNGpAT9159lAZUsDpOrqY3vrie2pSvB44f4QWvb/N65f94/Kz9MD5IzTv+aKAw7gGezE/nBf9g/kRw6A+6abcxY7wa7397QlxfqfNSE70mYupSfGaPvpg1TS26KE3vIecHJ+fpZnjBmre80Wqc7ZYplgFRFpHx+JAeZlmT/CZk784ur9+t2Sd3t9a1q6/Sk2K10MXjNCiVdu88nVcfpbmTi7QgF6p6tcjJSR9Tyw8msSskVwAIBxye6To2qmH6/cvrW3XB7i/w9Q5W1TV0KRLn/pUUvT/2KiyzqnaZpf+9NpGv22yJ8RF5Q+0ge4mMyWx3fOtW+cruQoAQNdkpiR4rv/46mfT7PEmRgdYm/8rtAgJ9zBxvkTj0JeB7gquqGvyeWH8/a1lWvT+Nl0yfqDe27JPK778Ttf9K/B017+4VpV1Tq9p2l58v2T8wHZFa1/z2lfjPZ+O5te6Pa2XH+x0XRXsjxgcqUka1Cddw/v31KA+6VywjxGtt3/RrgqNy8/yOZ37uOArFy8ZP1AllfV60MdzeFe1ygcpdPstEGs6OhYHysuk+DifOdm6f/L19xNtitbS/v7rweVbtOLL77S3qiEkfU8wjyaxAvpAALGiss7ZrmgteX+HGZefpaJdFZ73ov38raq+Sb9/eV1QbYq2H2gD3c035XW62cfjcdz5etO0I8hVAAC6oLLOqfJaZ4f1iiff36b0JO4ZBbqKwnUEuIeJa1u8jtahLwPdFVzrbO7wwvj7W8s0Iq+HJKlPht0zLLK/6XxdTG978X1EXo8On6H2/tYynXhEjp6Y+VO5DMPnNKXVjX4v5pdUNqhoZ7lKqho0LK+HUpPa/yIqFBf9rfYjBoRW6+3/xKptunjcwHZFstbHBV+5OCKvh3Iyk7XKTz64c0sKvN9W1jn1VWmNinaWa8veau3YV6vPd5Xrq+9qovaCKXCgOjoWP7Fqm+ZOLuiwv66ob58TbfsnX3/7y9c+GXaV1zrb3cU9Z3K+/j5jlH5xdH/trmzQjrLagDlpxUeTAEAs8/ds2fe3lmnMIftHonpi1Tav96L5x0Y1zha/38vG/tCmzSVVfLcBTFbd0Oz3GDSifw99Qa4CANBp+2qcqnO6OjwvXrW1TDU8igPoMn72ESFWGvoy0F3BtQEOuu5nhAZ6Vmjr99teTG978T3QvL4pr9fsZz/ThB+KC22H/t75fZ3fz8vQfJoAAG3dSURBVH+9r1azn/1MkvewWdL+u+WO6t9TCXE2OVtc+nJvtRLibMrqwvPneH5n99Z2+897vkiXjB+o3xyXL3tinHqkJHkdF3zlYqBc8DVNR8UqX0MTBzuUf1tmPz8e6IyOjsWjBvTUwb1SO+yv63z0f23zLdDfvj5fUf9jjrYearztUFOthxb3xX3M6OgZS46URHIQACIo0A+KWgzDM7R2W9H6Y6Oqev9xJcbHafH72/TH0wvpXwCTBcrXqvom/f6Uw8lVAAA6qaqhSQ1N/msk0Xo+D1gBhesIcqRa4+Kw+06093zcoTyxIFs9UvwXtt3PCA30rNDW77cdmqptwS7Yea1s8xxP99DfM8ceHHQs7l9K/erYQ3RkrsNn8eDicQO14PVNuu30Qk9Rz18xoPV7jpRE3X3OMNU0NEf9jxgQep35EYuvXAyUC76m8TX0W0fD4rce3vih5VuDei7ut+V12lFWp4r6JiUnxuu/X5Rqc0mVV35I4X1+vK/2UZyDP4Fysas5GejvtuwJcV7PPfL3aAxJmjY0Vz8r7NthfHf/fKgO65eh0qpG2Ww2bSyp0hOrtumo/j10zsiDdNX/fa63N5V6PhPOZ6mShwC6u0A/CG5qdvksWku+z9/MtreqQZkBvgumJyfo9jOHKCczOUJRAehIoHzNSE5Uos0WoWgAAIgdmcmJ+r7W/whJ0Xg+D1gFhesYEcqLw4HuCk5Niu+wsN36GW2l1Y1BTedriOy2xQH3c0d9Db/h67lw+2qccqT++IzgYXk9gv68tL9AcN3Jh+nOpV90WDwY0b+np6hX62zpsCBnk3RtB+8N6pPeLh7EvmB/xOIrF4t2VegnjmRNyM/yOexb2/25oyHo/T0L9/2tZbpk3I/PyXbnky/ffF+n615a65Un7h933PLKev35nGGeH5Hc/Mp6DcvroZljD/a6C7T1dKEQyQI5rK2zPyjrKCfH52d5hgNv218V7arwm697qxo8/+8e6r/1j6Vac+dmRzlZ62zRq8W7dc2/vEdRcI8i8vsl6zS8f0+vwvV7bX7wFSqhzkOK4ACsKDs9SRMKsn2ec01o1Qe0Fa2PEKqoc6q5xeXV77U2Pj9L6UnxFK2BKFBZ51R6UnzAfG10BR7RCwAAeMtOT9LH27/vsN4wIT9LaT4eRQogOBSuY0A4ijSB7kTzVdh2F6vmPV+kiQXZmjS4t44d3DvgdL6GyG5bHHhi1TY9cP4I2SSvL12t59WaeygO9/B87s9L8llga/t5N3/Pb7tk3P47UivqmnTjK+vbXZByFwOmDunX4XttCwVcmEdbbXMxJSleSfFxOqR3uiSb13Pkx+dnaWar/dnfEPSBhq70N5S/W2WdUze0KVpL3j/ucBfYymqd+sXR/TscwaCstuPieGf4upM8NSleQ/N6aPu+Wu2prJcjNYncQpe1zsmKeqeaml2acniODO3/oVPb/uqJVdv00AUj1DZf3UN/1ztbdM2/PtcdZw+VFNzQ4r5y0rPvb/U/isLFP/wopbVAP1DprLZ52Hro8k0lVaptbFafDHvQy+PHKACsypGapNtOO1K3vLqh/aNZxg+UTbZ2RaUJUfoIoco6p2oam1Xf2KI/nVGoG19e7xX3+Pws3X7mENU3OyWlmRcoAEn7bySodzbpT2cM0Y0vr2uXr386c4gq6xvV7OKOawAAOsuRmqRjBvbSwOz9572tr41OyM/WH88oVEVdo/pncV4MdAWFa4vraLjfUNxB5e9OtLbFtDR7gpLi41RZ79S/54z3KnIHO12gZWSmJOqec4erpqFZ5XVOVdY3qWhXhc/nwrmH4nAPz1fnbPE8T/iScQPV2OxSXq8Uvblhb4fPlWtsCu4Z3bXO5g7vXH1vyz7N6GCY8raFAi7MoyOtc/Gr0hqd8uAq/WbSIN007XC1GFJNQ7NS7fFKT0pQQ0uLnrn06HbPy24r0NCV/obyd9tX4/R5F6n044873AW2Zpfhd/jjW0890m88wWp7J3lHzwsmt3AgWudkZZ1TZbVO3XrqkWpxGapztigzJUELzhyi6sZm1Tlb5EhJ1PwzC1XrbFF1Q7PS7PFKS0qQTdLJD6z06qPyevnfJ+0JcT5zMthRFDoqjIfy2UutYznQHAzneQ4ARMrN047Qd9WNqmxoUu90u5IS4lRS2SB7vE1zJufrtycM1t6qRuX1SlGmPVH9ovD8pKzWqZ6pSbp32XrtLKvTwxcepd/Fx6m6vkkZKYmyyZBchuJtDIkIRIOK+iZlpSbp/rc369qTD/PK1+YWl+5ftlnzjh8swzA7UgAArMkmaXd5nW6edoSaWwzVOluUbk/Q3qp63bl0k6456TCzQwQsi8K1xfm7UP3eln0qrW4M2wVd34Xt9r8ick/nvpv4+zpn0HcT+1pGTub+C9lzny/q8Dnc7qH1Wg85Xuds8bpovuCsIVq7q8Jn0XpiQbZ6pAZX2Kvt4Ll0bv7unnMXCrgwj2Blpydp1ICeuvvNL3X3m196vTexIHv/vpITeF/x9yz7QEP5uwVz17a7wOZyGX5HMGhxheaKSduYOnpeMLnlzd9oD4wE4V9nhxtvrbLOqVEDerbro/w92qK0ulGjBvRs916woyh09MztUD57qXUsB5qDgc5zQnmnuJW587SmsUk9UpPkbHapprGZnAWiQFZakr4pr9cFf/uow2n+PmOUnv9op342tJ9+Vtg3gtEFr9llqKXV+dxpD73fbpo3Lp+gXAfDhAPRIMOeoMYWl14uLtHLxSU+p/nVsfnkLAAvjY2NKiryHpVyxIgRstvtIZ2v07n/2cBJSd7fU0KxLFhPuPa7cGtodunK/1vb4fvzjh8cwWiA2ELh2uICXaje+X2d0uwJpt9VGOq7iQM9h9t9gdbfdB0NZd6ZZ3lPLMhWj5Tg71xty10o4MI8ghXsvt/V+QQzlL9boLu2e6Qkeoredc5mv9P6+gFJV7SNyd/zgsmt/To6Pt959lAZEiNBhJGvPHxi1TY9MfOnirPZ2g0rO3dygQ7ulepznw1mFIXxrX6U0lqon6XaOpYDzcFA5zmhvFPcqtw5vGZHuR44f4TuenOz1w8FyFnAXI7UJG0prQk43W2nH6l4my2Kz0sM1Tb6P5+raWyO4viB7iU5IU7f1Tr9TkPOAmirqKhIcx95RY7cQyRJlbu/1oOzpdGjR4d0vt9+vlIJ6b2UM+jH0fdCtSxYT7j2u3CrCeLcGEDXULhu45FHHtHdd9+tkpISHXnkkbr//vs1YcIEs8PqUKAL1ZJMv6swXHcTB3oOd7DTdfVZ3i98vDNggXtiQbZKqxt9xt+6UMCFeXRGsPt+Z+fTmaH8Jf93bY/Pz9KArB8LbI6UAKMrBPgBSLDaxhToecHdPbf8HZ9XfPmdXl9b0u6ZydytHlod5fND549QaXWjKuublJq0f2jxHqmJHa7zQKMolFY3av6ZQ/TH1zZ6vdfZH70Eo3UsB5qDgc5zQnmnuBW1zuE5k/MZYQKIUj0D5F5W2v67SSrro/f50IlxcXIGOKYH+kEvgAiySU3kLIAucOQeouxDCsM638pvv1ZCj5ywLAfWFK79Lpwyk/2X1gK9D6BjZE8rL7zwgq644go98sgjGjdunP76179q6tSp2rhxo/r37292eD4FM9yv2XcVhvNu4mCHaPU3XbDP8nYXD+LjbIqPs+nP5wzzW+B2FwPc/+/v7lguzKOzDmR44sDzCe6CaUd3bU8oyNaCM4foJz1TPa/5O1aF8m7PtjH5G/FAIrf8HZ/7ZNjbFa3dzO5XYk1H+dyZ9esvH/94eqF6/lD0/vM5ww74Ry+dieVAczBSxw6rap3DjDABRK/s9CRNKMj22eeOy8/S21/s1clH9lWaPXrPSxqaXVr9dVmHj7OYUJCtPhnRPZwj0J3UN5GzAACEU2J8nN9HvSXG+78eAqBjFK5buffee3XppZfqf//3fyVJ999/v9588009+uijWrBggcnR+ea+ONz2jrnWw/1K5t5VaPW7iYMpEB7IXd0SF+ZhXcHe/R2qIc47G5PLMDq8UExu+T8+c7e69QSTj6H60UuwsVTUNR1QDkby2GFFrXOYnAWilyM1SbeceqRueXW914Wt1t/ZxudnK69n9A7pX93QpCdWbdMD54+QpHbtuOXUI7v9MRmIJuQsAADh9X1toy4eN1BS+3724nED9X2tU4f0Nis6wNooXP/A6XRqzZo1uv76671eP/HEE7V69WqTogpObo8U/en0Qm39rkaNzS7ZE+JUtKtC854v8jw31sy7CrvL3cRdvavb/T4X5mFVwRbCQjXEeWdjupPc6pC/4zN3q1tTpArTwXDHcqA5GMljh9W0zmFyFohuLS6XRvTvqUvGDfT5nc2R0vHjIKJBZnKi6pwtmvd8kS4ZP7BdO1pc/n88AyCyyFkAAMIr3Z6oi574xGc/O+/5Ir3067FmhwhYFoXrH+zbt08tLS3Kycnxej0nJ0d79uzx+ZnGxkY1Nv74/OKqqqqwxuhPj9REPbV6e1TescvdxMHhwnz4RVPOdldmFNXIrY75Oz6XVjeafuwmZ2NDKHIwmgry0aR1DhftquhwmDJyFjBfj9QkFe8s9zmk//j8LPVKi/wxrjM52zMtSePzs7Rqa1m7NozPz9L00QPCFieA/chZwHo4PwaspbN97VH9fT+ya3x+lnqacH4PxAoG2m/DZrN5/W0YRrvX3BYsWCCHw+H5l5eXF4kQfXLfsTuxINvr9Wi4qzCaY4s2jtQkDeqTruH9e2pQn3TWTYhFU84issgt3/wdnycN7m36sZucjR3kYHi0zuEnVm3TxeMGalx+ltc05CwQHXIykzX/zCEa3yZHx+dnaf6ZQ5STmRzxmDqTs9EYP9DdkLOA9XB+DFgLfS0QHWyGYRhmBxENnE6nUlNT9X//938688wzPa9ffvnlKi4u1rvvvtvuM75+gZOXl6fKykplZmZGJO62KuucUXtXYTTHhu4hGnMWiAb+js9mHrvJWSA47jytbWySIyVJzhaXahubyVkgCu2talB5rVNVDc3KTE5Qz7Qk0y5qdSVnoyl+oLshZwHr6Urefvjhh7rx5XXKPqTQ89pXK19VQo8cDRhyTFB/S9K+r9frT2cM0ejRo4OOt+2yuzKPYOYbqngRG8K133UFfS0QHRgq/AdJSUkaOXKkli1b5lW4XrZsmU4//XSfn7Hb7bLb7ZEKMSjRPJRmNMeG7iEacxaIBv6Oz2Yeu8lZIDjRco5FzgKB5WQmR82FrK7kbDTFD3Q35CxgPZwfA9ZCXwtEBwrXrVx55ZWaPn26Ro0apTFjxujxxx/Xzp07NWvWLLNDAwAAAAAAAAAAAICYReG6lfPOO09lZWX6wx/+oJKSEhUWFur111/XgAEDzA4NAAAAAAAAAAAAAGIWhes2Zs+erdmzZ5sdBgAAAAAAAAAAAAB0GxSuQ8gwDElSVVWVyZEAsSMjI0M2my0s8yZngdAjZwFrIWcB6wlX3pKzQHiQs4C1mH1+XFtbq4pdW+VqcXleqy79RvF1dSpNTgnqb0mq2v21PvmkQbW1tUHHt3HjRlXs+saz7K7MI5j5hipexAZf+11t7SFB929m5yyAzgkmZ22GO/twwL755hvl5eWZHQYQUyorK5WZmRmWeZOzQOiRs4C1kLOA9YQrb8lZIDzIWcBaOD8GrIWcBawlmJylcB1CLpdLu3fvDsuvfKqqqpSXl6ddu3aF7UAcalaMWbJm3FaMWQou7nD+ai7YnLXq+vWHNlmDFdsUDTnrixXXpdViJt7wCle80ZqzwWI7hp/VYrZavFLnYw5XTgWTs1Zcv51FG2NDNLXRzJyVomtdmKG7t19iHUidWwdmnR9bcTsRc2QQs3/R8J3WituoI7HUFon2RKNgcpahwkMoLi5OBx10UFiXkZmZabkd0ooxS9aM24oxS+bF3dmcter69Yc2WUMstqkrQtHPWnFdWi1m4g0vK8UbiXNjNyutF8l68UrWi9lq8Urmx9yZnDU71kigjbEhltvI99nO6e7tl1gHkvnrIJi8NTvGriDmyCDmyOvOfW0stUWiPVYTZ3YAAAAAAAAAAAAAAIDujcI1AAAAAAAAAAAAAMBUFK4twm6365ZbbpHdbjc7lKBZMWbJmnFbMWbJOnFbJc7OoE3WEIttMosV16XVYibe8LJavJFitfVitXgl68VstXgla8VspVi7ijbGhu7QxmB193XR3dsvsQ4ka6wDK8TYFjFHBjFHv1hqbyy1RaI9VmUzDMMwOwgAAAAAAAAAAAAAQPfFHdcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonAdQoZhqKqqSoZhmB0KgCCQs4C1kLOAtZCzgLWQs4C1kLOA9ZC3gLWQs4A5KFyHUHV1tRwOh6qrq80OBUAQyFnAWshZwFrIWcBayFnAWshZwHrIW8BayFnAHBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgqgSzAwDQvVTWObWvxqmqhiZlpiQqOy1JjtQks8PqkNXiBQCr4njbPbHdAQBWQr8FWAs5C1gLOQtAonANIIJ2V9TruhfXauWWfZ7XJhZk646zhyq3R4qJkflmtXgBwKo43nZPbHcAgJXQbwHWQs4C1kLOAnBjqHAAEVFZ52x38iFJ723Zp+tfXKvKOqdJkflmtXgBwKo43nZPbHcAgJXQbwHWQs4C1kLOAmiNwjWAiNhX42x38uH23pZ92lcTXScgVosXAKyK4233xHYHAFgJ/RZgLeQsYC3kLIDWKFwDiIiqhia/71cHeD/SrBYvAFgVx9vuie0OALAS+i3AWshZwFrIWQCtUbgGEBGZyYl+388I8H6kWS1eALAqjrfdE9sdAGAl9FuAtZCzgLWQswBao3ANICKy05M0sSDb53sTC7KVnZ4U4Yj8s1q8AGBVHG+7J7Y7AMBK6LcAayFnAWshZwG0RuEaQEQ4UpN0x9lD252ETCzI1p1nD5UjNbpOQKwWLwBYFcfb7ontDgCwEvotwFrIWcBayFkArdkMwzDMDiJWVFVVyeFwqLKyUpmZmWaHA0Slyjqn9tU4Vd3QpIzkRGWnJ5l28hFMzkZTvEB3Rz8b2zjexh76WcBa6GeBwKKp3yJngcCiKWcl8hYIhJwFIEkJZgcAoHtxpFrrgrTV4gUAq+J42z2x3QEAVkK/BVgLOQtYCzkLQGKocAAAAAAAAAAAAACAyShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKaicA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVFFfuH7vvfd06qmnKjc3VzabTS+//LLX+zNnzpTNZvP6N3r0aK9pGhsbNXfuXGVnZystLU2nnXaavvnmG69pysvLNX36dDkcDjkcDk2fPl0VFRVhbh0AAAAAAAAAAAAAIOoL17W1tRo2bJgeeuihDqc5+eSTVVJS4vn3+uuve71/xRVXaMmSJVq8eLFWrVqlmpoaTZs2TS0tLZ5pLrjgAhUXF2vp0qVaunSpiouLNX369LC1CwAAAAAAAAAAAACwX4LZAQQydepUTZ061e80drtdffv29fleZWWl/v73v+uZZ57RlClTJEn/+Mc/lJeXp7ffflsnnXSSNm3apKVLl+rDDz/UMcccI0lauHChxowZo82bN+vQQw8NbaMAAAAAAAAAAAAAAB5Rf8d1MFasWKE+ffpo8ODBuuyyy1RaWup5b82aNWpqatKJJ57oeS03N1eFhYVavXq1JOmDDz6Qw+HwFK0lafTo0XI4HJ5pAAAAAAAAAAAAAADhEfV3XAcydepUnXPOORowYIC2bdumm266SZMnT9aaNWtkt9u1Z88eJSUlqWfPnl6fy8nJ0Z49eyRJe/bsUZ8+fdrNu0+fPp5pfGlsbFRjY6Pn76qqqhC1CkA4kLOAtZCzgLWQs4C1kLOAtZCzgPWQt4C1kLNAdLD8HdfnnXeeTjnlFBUWFurUU0/VG2+8oS+//FL/+c9//H7OMAzZbDbP363/v6Np2lqwYIEcDofnX15eXtcbAiDsyFnAWshZwFrIWcBayFnAWshZwHrIW8BayFkgOli+cN1Wv379NGDAAG3ZskWS1LdvXzmdTpWXl3tNV1paqpycHM80e/fubTev7777zjONLzfccIMqKys9/3bt2hXClgAINXIWsBZyFrAWchawFnIWsBZyFrAe8hawFnIWiA6WHyq8rbKyMu3atUv9+vWTJI0cOVKJiYlatmyZzj33XElSSUmJ1q9fr7vuukuSNGbMGFVWVurjjz/W0UcfLUn66KOPVFlZqbFjx3a4LLvdLrvdHuYWAQgVchawFnIWsBZyFrAWchawFnIWsB7yFrAWchaIDlFfuK6pqdHWrVs9f2/btk3FxcXq1auXevXqpVtvvVVnn322+vXrp+3bt+t3v/udsrOzdeaZZ0qSHA6HLr30Ul111VXKyspSr169dPXVV2vIkCGaMmWKJOnwww/XySefrMsuu0x//etfJUm//OUvNW3aNB166KGRbzQAAAAAAAAAAAAAdCNRX7j+9NNPNWnSJM/fV155pSRpxowZevTRR7Vu3To9/fTTqqioUL9+/TRp0iS98MILysjI8HzmvvvuU0JCgs4991zV19fr+OOP15NPPqn4+HjPNM8++6zmzZunE088UZJ02mmn6aGHHopQKwEAAAAAAAAAAACg+7IZhmGYHUSsqKqqksPhUGVlpTIzM80OB0AA5CxgLeQsYC3kLGAt5CxgLeQsYD3kLWAt5CxgjjizAwAAAAAAAAAAAAAAdG8UrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAA0EnNzc1qbm42OwwgZlC4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKaicA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKaicA0AAAAAAAAAAAAAMFVCKGd21lln6cknn1RmZqbOOussv9O+9NJLoVw0AAAAAAAAAAAAAMCiQlq4djgcstlsnv8HAAAAAAAAAAAAACCQkBauFy1a5PP/AQAAAAAAAAAAAADoSNiecV1fX6+6ujrP3zt27ND999+vt956K1yLBAAAAAAAAAAAAABYUNgK16effrqefvppSVJFRYWOPvpo3XPPPTr99NP16KOPhmuxAAAAAAAAAAAAAACLCVvh+rPPPtOECRMkSf/617/Ut29f7dixQ08//bQeeOCBcC0WAAAAAAAAAAAAAGAxYStc19XVKSMjQ5L01ltv6ayzzlJcXJxGjx6tHTt2hGuxAAAAAAAAAAAAAACLCVvhOj8/Xy+//LJ27dqlN998UyeeeKIkqbS0VJmZmeFaLAAAAAAAAAAAAADAYsJWuL755pt19dVX6+CDD9YxxxyjMWPGSNp/9/WIESOCns97772nU089Vbm5ubLZbHr55Ze93jcMQ7feeqtyc3OVkpKi4447Ths2bPCaprGxUXPnzlV2drbS0tJ02mmn6ZtvvvGapry8XNOnT5fD4ZDD4dD06dNVUVHRpbYDAAAAAAAAAAAAAIIXtsL1z3/+c+3cuVOffvqpli5d6nn9+OOP13333Rf0fGprazVs2DA99NBDPt+/6667dO+99+qhhx7SJ598or59++qEE05QdXW1Z5orrrhCS5Ys0eLFi7Vq1SrV1NRo2rRpamlp8UxzwQUXqLi4WEuXLtXSpUtVXFys6dOnd6HlAAAAAAAAAAAAAIDOSAjnzPv27au+fft6vXb00Ud3ah5Tp07V1KlTfb5nGIbuv/9+/f73v9dZZ50lSXrqqaeUk5Oj5557Tr/61a9UWVmpv//973rmmWc0ZcoUSdI//vEP5eXl6e2339ZJJ52kTZs2aenSpfrwww91zDHHSJIWLlyoMWPGaPPmzTr00EM723QAAAAAAAAAAAAAQJBCWrg+66yz9OSTTyozM9NTSO7ISy+9dMDL27Ztm/bs2eN5frYk2e12HXvssVq9erV+9atfac2aNWpqavKaJjc3V4WFhVq9erVOOukkffDBB3I4HJ6itSSNHj1aDodDq1ev7rBw3djYqMbGRs/fVVVVB9wmAOFDzgLWQs4C1kLOAtZCzgLWQs4C1kPeAtZCzgLRIaRDhTscDtlsNs//+/sXCnv27JEk5eTkeL2ek5PjeW/Pnj1KSkpSz549/U7Tp0+fdvPv06ePZxpfFixY4NWmvLy8A2oPgPAiZwFrIWcBayFnAWshZwFrIWcB6yFvAWshZ4HoYDMMwzAzgPfff1+jRo2S3W4POK3NZtOSJUt0xhlnSJJWr16tcePGaffu3erXr59nussuu0y7du3S0qVL9dxzz+niiy/2+qWMJJ1wwgkaNGiQHnvsMc2fP19PPfWUNm/e7DVNQUGBLr30Ul1//fU+4/H1C5y8vDxVVlYqMzMz2FUAIELIWcBayFnAWshZwFrIWcBayFnAeshbwFq6mrPNzc2SpISEsD6ZF+g2TM+kqVOnqri4WIccckinP+t+fvaePXu8CtelpaWeu7D79u0rp9Op8vJyr7uuS0tLNXbsWM80e/fubTf/7777rt3d3K3Z7fagCu4AogM5C1gLOQtYCzkLWAs5C1gLOQtYD3kLWAs5C0SHkA4V3hUHcsP3wIED1bdvXy1btszzmtPp1LvvvuspSo8cOVKJiYle05SUlGj9+vWeacaMGaPKykp9/PHHnmk++ugjVVZWeqYBAAAAAAAAAAAAAISH6XdcB1JTU6OtW7d6/t62bZuKi4vVq1cv9e/fX1dccYXmz5+vgoICFRQUaP78+UpNTdUFF1wgaf+zti+99FJdddVVysrKUq9evXT11VdryJAhmjJliiTp8MMP18knn6zLLrtMf/3rXyVJv/zlLzVt2jQdeuihkW80AAAAAAAAAAAAAHQjUV+4/vTTTzVp0iTP31deeaUkacaMGXryySd17bXXqr6+XrNnz1Z5ebmOOeYYvfXWW8rIyPB85r777lNCQoLOPfdc1dfX6/jjj9eTTz6p+Ph4zzTPPvus5s2bpxNPPFGSdNppp+mhhx6KUCsBAAAAAAAAAAAAoPuyGQcyVncIZGRk6PPPP+/SM66jTVVVlRwOhyorK5WZmWl2OAACIGcBayFnAWshZwFrIWcBayFnAeshbwFrCTZnm5ubJUkJCVF/nyhgCaY/49pms5kdAgAAAAAAAAAAAADARKYXrk2+4RsAAAAAAAAAAAAAYDLTxy6orq42OwQAAAAAAAAAAAAAgInCdsf13r17NX36dOXm5iohIUHx8fFe/wAAAAAAAAAAAAAAkMJ4x/XMmTO1c+dO3XTTTerXrx/PsgYAAAAAAAAAAAAA+BS2wvWqVau0cuVKDR8+PFyLAAAAAAAAAAAAAADEgLANFZ6XlyfDMMI1ewAAAAAAAAAAAABAjAhb4fr+++/X9ddfr+3bt4drEQAAAAAAAAAAAACAGBC2ocLPO+881dXVadCgQUpNTVViYqLX+99//324Fg0AAAAAAAAAAAAAsJCwFa7vv//+cM0aAAAAAAAAAAAAABBDwla4njFjRrhmDQAAAAAAAAAAAACIISEtXFdVVSkzM9Pz//64pwMAAAAAAAAAAAAAdG8hLVz37NlTJSUl6tOnj3r06CGbzdZuGsMwZLPZ1NLSEspFAwAAAAAAAAAAAAAsKqSF6+XLl6tXr16SpHfeeSeUswYAAAAAAAAAAAAAxKiQFq6PPfZYr/9vaGjQ2rVrVVpaKpfLFcpFAQAAAAAAAAAAAABiREgL160tXbpUF110kfbt29fuPYYKBwAAAAAAAAAAAAC4xYVrxnPmzNE555yjkpISuVwur38UrQEAAAAAAAAAAAAAbmErXJeWlurKK69UTk5OuBYBAAAAAAAAAAAAAIgBYStc//znP9eKFSvCNXsAAAAAAAAAAAAAQIwI2zOuH3roIZ1zzjlauXKlhgwZosTERK/3582bF65FAwAAAAAAAAAAAAAsJGyF6+eee05vvvmmUlJStGLFCtlsNs97NpuNwjUAAAAAAAAAAAAAQFIYC9c33nij/vCHP+j6669XXFzYRiQHAAAAAAAAAAAAAFhc2CrKTqdT5513HkVrAAAAAAAAAAAAAIBfYasqz5gxQy+88EK4Zg8AAAAAAAAAAAAAiBFhGyq8paVFd911l958800NHTpUiYmJXu/fe++94Vo0AAAAAAAAAAAAAMBCwla4XrdunUaMGCFJWr9+vdd7NpstXIsFAAAAAAAAAAAAAFhM2ArX77zzTrhmDQAAAAAAAAAAAACIIWF7xjUAAAAAAAAAAAAAAMGgcA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApoqJwvWtt94qm83m9a9v376e9w3D0K233qrc3FylpKTouOOO04YNG7zm0djYqLlz5yo7O1tpaWk67bTT9M0330S6KQAAAAAAAAAAAADQ7cRE4VqSjjzySJWUlHj+rVu3zvPeXXfdpXvvvVcPPfSQPvnkE/Xt21cnnHCCqqurPdNcccUVWrJkiRYvXqxVq1appqZG06ZNU0tLixnNAQAAAAAAAAAAAIBuI8HsAEIlISHB6y5rN8MwdP/99+v3v/+9zjrrLEnSU089pZycHD333HP61a9+pcrKSv3973/XM888oylTpkiS/vGPfygvL09vv/22TjrppIi2BQAAAAAAAAAAAAC6k5gpXG/ZskW5ubmy2+065phjNH/+fB1yyCHatm2b9uzZoxNPPNEzrd1u17HHHqvVq1frV7/6ldasWaOmpiavaXJzc1VYWKjVq1d3WLhubGxUY2Oj5++qqqrwNRDAASNnAWshZwFrIWcBayFnAWshZwHrIW8BayFngegQE0OFH3PMMXr66af15ptvauHChdqzZ4/Gjh2rsrIy7dmzR5KUk5Pj9ZmcnBzPe3v27FFSUpJ69uzZ4TS+LFiwQA6Hw/MvLy8vxC0DEErkLGAt5CxgLeQsYC3kLGAt5CxgPeQtYC3kLBAdbIZhGGYHEWq1tbUaNGiQrr32Wo0ePVrjxo3T7t271a9fP880l112mXbt2qWlS5fqueee08UXX+z1axpJOuGEEzRo0CA99thjPpfj6xc4eXl5qqysVGZmZngaB6DLyFnAWshZwFrIWcBayFnAWshZwHrIW8Baupqzzc3NkvY/zhbAgYvJTEpLS9OQIUO0ZcsWnXHGGZL231XdunBdWlrquQu7b9++cjqdKi8v97rrurS0VGPHju1wOXa7XXa7PTyNABBy5CxgLeQsYC3kLGAt5CxgLeQsYD3kLWAt5CwQHWJiqPC2GhsbtWnTJvXr108DBw5U3759tWzZMs/7TqdT7777rqcoPXLkSCUmJnpNU1JSovXr1/stXAMAAAAAAAAAAAAADlxM3HF99dVX69RTT1X//v1VWlqqP/3pT6qqqtKMGTNks9l0xRVXaP78+SooKFBBQYHmz5+v1NRUXXDBBZIkh8OhSy+9VFdddZWysrLUq1cvXX311RoyZIimTJlicusAAAAAAAAAAAAAILbFROH6m2++0fnnn699+/apd+/eGj16tD788EMNGDBAknTttdeqvr5es2fPVnl5uY455hi99dZbysjI8MzjvvvuU0JCgs4991zV19fr+OOP15NPPqn4+HizmgUAAAAAAAAAAAAA3YLNMAzD7CBiRVVVlRwOhyorK5WZmWl2OAACIGcBayFnAWshZwFrIWcBayFnAeshbwFrCTZnm5ubJUkJCTFxnyhguph8xjUAAAAAAAAAAAAAwDooXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACYisI1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKaicA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNQAAAAAAAAAAAADAVBSuAQAAAAAAAAAAAACmonANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAHSSYRhyuVwyDMPsUICYQOEaAAAAAAAAAAAA6CTDMHTBwg8oXAMhQuEaAAAAAAAAAAAA6AKbzWZ2CEDMoHANAAAAAAAAAAAAADAVhWsAAAAAAAAAAAAAgKkoXAMAAAAAAAAAAAAATEXhGgAAAAAAAAAAAABgKgrXAAAAAAAAAAAAAABTUbgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpEswOINo88sgjuvvuu1VSUqIjjzxS999/vyZMmBCSeVfWObWvxqmqhiZlpiQqOy1JjtSkkM67st6pVHuC4mw2JcTZlNXFZVTWOVVa3aiK+ialJcUrzZ6gHimJXvNqvcw0e4IS4+JUXu9UZnKi+mTYJUlltU41uwy5DEO1jc1Ks+/f5QzDUGpS+3l2pp1p9gQlJcTJ2eJSbUOzHKlJHa7TyjqnVyx1jT9OL6nddnG/VtPYpB6pSXI2u1Td0OR33frbvq3fc6QkKs2eoJqG5nbThmM7hmufQ3uVdU5V1DWp1tms2sYWZaQkKDkhTnGyqbzeqfTkH/ev0upGVTU0qWdKkpwul9c+2XYbtd6O6fYE2ePj5HS1KD4uTg1NLtU0NCvNHq/khHjF2aRUe4L6ZCYHHXPreSfFx6miVazB7C/BHC/c9lY1qLzWqaqGZmWmJKhnapJygoy1M4LNOewX7PHLCuuuM/HurqhXZX2Tqur37yeZKYnK7ZEScB6+crKxxaWWH/qXzJRE2ePjVN3YrFpni3qkJiq59d8p+/vJ1uu4dR/V4GxWzzS7GptcqmwInFdt219a3ajK+ial2RNks0kJcTb1Trd79TOR2J7uZbXuS2t+WD/+lusrRql9Xx2N+6FZ+dLVdQ0g/CrrnKqqb1JdU4uqG5qV7v4+JEPJCfGy2aRml0vSj8fqaLanvE7NLkMtkuqcLappaFZ6coLibPvblJqYoPrmFlXV7T8/Dbb/AhAepeV1croM1TS1qKq+Wen2eKUkxktyqcklGYYUH2eN4w/QHbivK9U1Nctms8kwpNrG/ecPyQlxMiQ1/HCNMiM5UelJ8apvblFF3f7vH5nJiWppdqna6fu7Z6Blh+O7jJW/3wEAzEHhupUXXnhBV1xxhR555BGNGzdOf/3rXzV16lRt3LhR/fv3P6B5766o13UvrtXKLfs8r00syNYdZw9Vbo+UkM97XH6WLh43UAte36TbTi/s1DJ2V9Trun+t1cqt3vObO7lAA3qlql+PFL/L/NUza/TQBUfpb+99rV8c01+L3t+m97eWtZvuuY926JcTB3nm6UvrC7GOlCTd9PJ6r7jG52dp5riBmvd8keqcLT7X6e6Ket38ynr94uj2sUwoyNZvJuXrkic/UZ2zxeu1Oc99pjvOHqq73tzsM/7W69bf9rVJuvaH91KT4vXA+SPaxTGxIFt/OqNQf3hto97eVOp3WcEK5z6H9koq6rXj+zo9uHyL9z6Wn605k/NV52zRpU99qocuOEoPL9+iNTsr9MD5I3Tvsi/b7Qutt1Hb7ZiaFK9FM0dJsumh5Vu00mtZWbr51CO1o6xW5XVO9c1M9nvi7y+Pz1/4kUYN6BlwfwnmeOG2s6xWNyxZ59Xe8flZmn/mEPXPSvO3ejuldbv85Ry5sF9Hx4o7zx4qQ7LUcaQzx70dZbX6XZv98fjDeuvmU4/UjS+v73AevnLy7zNG6ZF3tmrl1rJ2+5z77yff36ZVbfqfBWcOUUKcTTe26qOKfjg23P3Wl+36Hl951a79PvLx4nEDdccbX+jmaUe062fCtT3d62nNjnI9cP6Idn1pR8v1tX6fmPlTPbx8q1e7onE/NKvf7eq6BhB+JRX1Kqms133LvvQ6Z2v9fejqEw+VTVJVQ5O+q3aqf68U/aRnqnlB+7GrrFZNLpdchnTbqxt8tun5j3bo/GMGeL6fBdN/AQiPb8tq1WxIN768rl2+zp1cIMnQ397bpgtG99cdb3yhP3TymgOA0HJfV3r8va90wTEDvK5jZKcnafEvR7frf9teFx2fn6VbTztSFz3xsfbVOCXt/+55ZzDXdsLwXcbXfH1di+U7C6zMMAy5XC6zwwBiis0wDMPsIKLFMccco6OOOkqPPvqo57XDDz9cZ5xxhhYsWBDw81VVVXI4HKqsrFRmZqbn9co6p+Y8X+TVSbtNLMjWg+eP6PKvyvzNe1x+lkb076m1uyqCXkZlnVNznivyujjcen7ThuZq8mF9dPX/fd7hMi8ZN1BPvL9NI/r3VNHOcq+Lp21jK9pZrmlDc/Wzwr7t4mt9cjNncn7AeT20fKsk73XqXj/D8noE/fm27fD3mbW7KnT3OcM6XB8TC7I1dUg/3fDSOkny247x+Vka3iaOtsvq1HYM0z4XSzrK2c6qrHPq9fV79Nra3T637YT8LE0d0k85mcmefcrfvuDeRpLabcc5k/OV60jW6+tKvIpgbq33Z39fToI5djy0fKvf/SWY44U7t/dWNejKfxZ3uO/fc+7wkNx53bZdwazn7pwL/vaDBWcN0etrS3xuX7PWnb+c7cxxb3dFva751+ft9otA+4uv433bzwT6u7Xx+Vn6/SlH6K2Ne/Txtu8DHhva5lW79vvJxxH9e6p4Z7nPfibU27P1tuhMDvrahlbJYbP63a6u60gJVT8LWJH7/PD1tbu9LjC7dXRsHp+fpTvOGqqDekW+eO0vZ78tr9Ou8jrF2Wx68L9b/LapaGe51/crf/0XgK7zl7PflNepqdmlm19Z32G+Thuaq28r6vX5znIN6+Q1BwBd4+/asfu6kq/rqYtmjtITq7b57X9bn0tcPG6gLn3qU880Aa/thOG7TLDXnUKxLCBcgvlO63K59PMHlisuPkGLfz1eCQncK4ruxf3Djbi40D2Zmmdc/8DpdGrNmjU68cQTvV4/8cQTtXr16gOa974ap89OWpLe27LP8wu4UM/7/a1lGpHXo1PL2Ffj9HnR2z2/Phl2ldf6X2afTLtn2b4unraOzT3PtvFV1jm9fpEXzLzcWrfXvX468/m27fD3mfe27PO7Pt7bss8zbHqgdqzyEUfbZXVqO4Zpn0N7+2qc6pPR8f6ycmuZcjKTvfYpf/uCexv52o4j8nooJzPZZ9Fa8t6fV27Zp+tfXKvKuvbbO5hjR+tYfAnmeOH+bHmt0+++X14bmn2ybbuCWc/dmb/9oE+GvcPtG43rrjPHvcr6Jp/7RaD9xdfxvu1nAv3d2qqtZfq+1qlJh/YJ6tjQUZ8pBc7HEXk9OuxnQr09W2+LzuRgR8c8K+SwWf1uV9c1gPBznx/6usAsdXxsXrW1TDcsWefz/M1MVQ37H/uUbk8M2Ka236/89V8AwqO6oVmNLS6/+donw64ReT20sgvXHACEVuvrSr7O63MyUwL2v26rfrim2VrAazth+C4T7HWnUCwLMJvNZjM7BCCm8POPH+zbt08tLS3Kycnxej0nJ0d79uzx+ZnGxkY1NjZ6/q6qqvI5XVVDk99lVwd4359A825sdnVqGcHMr6qh2e80NQ0tXssOFFvjD89maa3tyU2w83Jzz8/dns5+XvqxHYE+E2h9tJ53V+Jo/XqotuOB7HNWFmzOdlZVQ1NQ27b1PhVo+uqGJvkaDiPQ59pO4z7xb/uL1WCPHe5YfAlmHj/mov88CfR+sNrGFMx67s78bcNoWHedydnOHPeq6n1PG6jNvvbTtp8J9HdblfVNykj+8XQsmGOJr3UfbE53NP9Qbs/WsXRmP/LVhmjYD4NhVr/b1XUdLuHqZwErCvb8sPV/3VZ2cP4Wap3qZ+ub5DKk+Liutamj/gtA8Dqbs4Euovu6VkGeAqHVmWvH/r6z1TQGf+1R8n1Ns6vXdrp6XOjMdacDXRYQKnynBaIDd1y30fbE3jCMDk/2FyxYIIfD4fmXl5fnc7rM5ES/y8wI8L4/geZtT4jr1DKCmV9msv/fO6Qnx3stO1Bs9oS4dvG1PbkJdl5u7vm529PZz0s/tiPQZwKtj9bz7kocrV8P1XY8kH3OyoLN2c7KTE4Matu23qcCTZ+RnOhzO9oT4jq9H/k68Q/22OGOxZdg5vFjLvrPk0DvB6ttTMGs5+7M3zaMhnXXmZztzHEvM8X3tIHa7Gs/bfuZQH/7+rz7uV7BTu9r3Qeb0x3NP5Tbs3UsndmPOjrmBft5M5nV73Z1XYdLuPpZwIqCPT9s/d/WInHhtlP9bEqi0pPjlZYU3HckX/1htByzAavqbM6m2QPna9ucJU+B0OrMtWN/5wXB9r9uvq5pdvXaTlePC5257nSgywJChe+0QHSgcP2D7OxsxcfHt7u7urS0tN1d2G433HCDKisrPf927drle97pSZpYkO3zvYkF2cpO7/ov6f3Ne1x+lop2VXRqGYHmV1rdqJ5pAaapavQse1x+lt/Y3PNsG1/bk5tg5uXWur3u9nTm823b4e8zEwuy/a6PiQXZKq3+8Vda/uIY7yOOtssKxXY80H3OyoLN2c7KTk9SaXXH+8uE/CztrWrw2qf87QvubeRrOxbtqtDeqgZN6MT+7OvEP5hjR+tYfAnmeOH+bM+0JI33s+/3TAvNPtk2pmDWc3fmbxuWVjeafhzpTM525rjnSEn0uT8W7arocD/t6Hjfdh/z9feEfP+5lhBnC+rY0FGfKQWX0x31M6Henq1j6UwOdnTMs0IOm9XvdnVdh0u4+lnAitznhxMCHJt9nbtJkblw25mczUxOUG1ji5IS4oL6jte6Tf76LwDB60zOZiQnKCUx3u/3xtLqxh/OVTt/zQFAcDpz7dh9XcnXeX1CvC1g/+s2/odrmq119drOgRwXgr3uFIplAaHCd1ogOlC4/kFSUpJGjhypZcuWeb2+bNkyjR071udn7Ha7MjMzvf754khN0h1nD23XWU8syNadZw89oCHgOpr3uPwsXTxuoDaXVHVqGe75tb3AMi4/S3MnF2jS4N7KyUz2u8zrXlyruZML9EVJlS4eN7DdiZV7uo27Kz3zbBtf25ObJ1Zt8zmv8T/M64lV2yS1X6fu9mzuIJYJBdmaO7nA8/nWr1334lq/8bvXbUfrwx3LcYN7e95zt6NtYWRiQbbmnzlEm0u8hx850O0Yjn3OyoLN2c5ypCbpuMG9NXdyQft9LD9bcyYXqJ8jxZMbEwqyO9ynW28jX9vxiVXbNKh3muZMLmhXDBvXJh/c8/N14h/o2PHEqm0B95dgjhfuz+ZkJmv+mUPa7fvj87M0/8whyslM9rmMzmrbLn85151zwc3fsWLS4N6mH0c6k7OdOe7l9kjR7T72x027K3X7mUM6nIev4/0Tq7ZpzqR8Tz623eeeWLVNV510aLtluXPti5IqbdtX6zkedHRs8JVXvtrvKx/dy/HVz4Rje7beFsEc63x9zu2JVds8x81wx30gzOp3u7quwyVc/SxgRe7zw99OaX8Mcx+bN+2ubHfuJkXuwm1ncvYnPVP1E0ey7Alxmjup/Tmvp79p06ZA/ReA4HUmZw/qmSp7nK3D741zJhVo+EEOfbG7SheP33+uGE3nVkCs6My1Y/d1pY0/9KWt+9q3N+312f+2vS46Pj9Lt55WqOteXOuZZkKQ13ZC/V2mo/n6uhYbbd/v0H3xnRaIDjbDMHw9RrVbeuGFFzR9+nQ99thjGjNmjB5//HEtXLhQGzZs0IABAwJ+vqqqSg6HQ5WVlT4PapV1Tu2rcaq6oUkZyYnKTk8KWYfsnndlfZNSk+IVH2dTfJxNWWldW0ZlnVOl1Y2e+aUlJahHaqLXvLyWaY9XUlycKuqdykhOVJ8MuySprNapFpehFsNQbWOz0pISZLNJLsNQamL7eba2u6Je17+4Vu/98Kzr1KR43TTtCB3Vv4dqG1uUao9XckKcGptdqm1skSOl43VaWef8MRaXoTrnj9NLardd3K/VNjbJkZIkZ4tL1Q3Nftetv+3b+r39Q3YlqKahud204diO4drnYkGgnO2syjqnKuqaVOtsVm1jizKSE5ScGKc42VRR71Sa/cf9q7S6UdUNTeqRkiSny6U6P/tw6+2YZk+QPT5OTpdL8XE2NTS5VNPYrAx7gop2VeiPr230DDvsPvHv1yPFb8yt550UH6fKVrEGs78Ec7xw21vVoPJap6oampWZnKCeaUkhK1p31C5/OYf9gj1+mb3ugsnZzsS7u6JelfVNnmkdKYnK7ZEScB6+crKxxeXpXzJT9r9W3disOmeLeqQmyh4fp13l9aqob5I9IU5Fuyq0uaRKfzi9UKlJ8V59VENTi3qmJqmx2aWqhsB51bb97nxMsycozibFx9nUO93u1c9EYnu6l9W6L61tbA64XF8xSu376mjMYbPypavrOtxC3c8CVlRZ51RVfZPqmlpU3dCsNHuCbJIMGUpLStAfXtuotzeVeqYP5vwtXILJ2b3ldWp0GXr/qzLlZCYrId6mnqmJMgzJnhinlIR41Te3qKq+WWmd6L8AdF4wOburrFYfbvteA7PT1OwylJoUr4Q4mzLsCapvaZFcUlyrc0UA4RXMteOKuibVNTXLZrPJMKTaxmalJycoJSFeq78uU58MuxqbXUpOjFdqUrx6piWqqq5ZGckJykxJVEuzS9XOZs+1zz4ZweV3uL7LWPn7HRBMX+tyuXTOg+/IFhevxb8er4SE0DwOEbAKl8slSYqLC9190hSu23jkkUd01113qaSkRIWFhbrvvvs0ceLEoD7LxbnQi6aCCWJPrOUs+YJYZ/WcJUfR3Vg9Z4FIiKa+oTM5G01xA91VsDlLvgLR40DPj8lnILIoXAOBhaNwTRa1MXv2bM2ePdvsMPAD93DJAAIjX4DoRo4CANqyat9g1biB7oh8BWIH+QwA6A54xjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpEswOIJYYhiFJqqqqMjkSIHZkZGTIZrOFZd7kLBB65CxgLeQsYD3hyltyFggPchawFs6PAWsxO2ddLpdampqleJcqKiqUkEDJDd2Ly+VSXFyc4uKCu086mJwli0KourpakpSXl2dyJEDsqKysVGZmZljmTc4CoUfOAtZCzgLWE668JWeB8CBnAWvh/BiwlmjK2VeuDEsYQEwJJmdthvtnIzhgLpdLu3fvDsuvfKqqqpSXl6ddu3aF7UAcalaMWbJm3FaMWQou7nD+ai7YnLXq+vWHNlmDFdsUDTnrixXXpdViJt7wCle80ZqzwWI7hp/VYrZavFLnYw5XTgWTs1Zcv51FG2NDNLXRzJyVomtdmKG7t19iHUidWwdmnR9bcTsRc2QQs3/R8J3WituoI7HUFon2RCPuuI6wuLg4HXTQQWFdRmZmpuV2SCvGLFkzbivGLJkXd2dz1qrr1x/aZA2x2KauCEU/a8V1abWYiTe8rBRvJM6N3ay0XiTrxStZL2arxSuZH3NnctbsWCOBNsaGWG4j32c7p7u3X2IdSOavg2Dy1uwYu4KYI4OYI68797Wx1BaJ9lhNcIOOAwAAAAAAAAAAAAAQJhSuAQAAAAAAAAAAAACmonBtEXa7XbfccovsdrvZoQTNijFL1ozbijFL1onbKnF2Bm2yhlhsk1msuC6tFjPxhpfV4o0Uq60Xq8UrWS9mq8UrWStmK8XaVbQxNnSHNgaru6+L7t5+iXUgWWMdWCHGtog5Mog5+sVSe2OpLRLtsSqbYRiG2UEAAAAAAAAAAAAAALov7rgGAAAAAAAAAAAAAJiKwjUAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwbQGPPPKIBg4cqOTkZI0cOVIrV640NZ733ntPp556qnJzc2Wz2fTyyy97vW8Yhm699Vbl5uYqJSVFxx13nDZs2OA1TWNjo+bOnavs7GylpaXptNNO0zfffBO2mBcsWKCf/vSnysjIUJ8+fXTGGWdo8+bNUR33o48+qqFDhyozM1OZmZkaM2aM3njjjaiN15cFCxbIZrPpiiuusFTcrUVb/rlFcp8uLy/X9OnT5XA45HA4NH36dFVUVIS7iWHdfyLZpm+//Vb/8z//o6ysLKWmpmr48OFas2aNpdtkRdGay23deuutstlsXv/69u1rdlgeoTgHiLRAMc+cObPdOh89erQpsYbq2N7dNDY2avjw4bLZbCouLvZ6b+fOnTr11FOVlpam7OxszZs3T06n05Q4TzvtNPXv31/Jycnq16+fpk+frt27d0dtvNu3b9ell16qgQMHKiUlRYMGDdItt9zSLp5oivn222/X2LFjlZqaqh49evicJprilazTP7lZJd5A/akVz78i9T08mDaFI49C0V9Hc/vMYpWcDSQWc9qfWM/3YHS3Y0KkctWK+1a0Xf8KJu5IXdMN5/5r9jU5K/XFVuhrI9WPhks0Hbsi0Z5I9nFRy0BUW7x4sZGYmGgsXLjQ2Lhxo3H55ZcbaWlpxo4dO0yL6fXXXzd+//vfGy+++KIhyViyZInX+3fccYeRkZFhvPjii8a6deuM8847z+jXr59RVVXlmWbWrFnGT37yE2PZsmXGZ599ZkyaNMkYNmyY0dzcHJaYTzrpJGPRokXG+vXrjeLiYuOUU04x+vfvb9TU1ERt3K+++qrxn//8x9i8ebOxefNm43e/+52RmJhorF+/Pirjbevjjz82Dj74YGPo0KHG5Zdf7nk92uNuLRrzzy2S+/TJJ59sFBYWGqtXrzZWr15tFBYWGtOmTQtr+8K9/0SqTd9//70xYMAAY+bMmcZHH31kbNu2zXj77beNrVu3WrZNVhTNudzWLbfcYhx55JFGSUmJ519paanZYXmE4hwg0gLFPGPGDOPkk0/2WudlZWWmxBqqY3t3M2/ePGPq1KmGJKOoqMjzenNzs1FYWGhMmjTJ+Oyzz4xly5YZubm5xpw5c0yJ89577zU++OADY/v27cb7779vjBkzxhgzZkzUxvvGG28YM2fONN58803jq6++Ml555RWjT58+xlVXXRW1Md98883Gvffea1x55ZWGw+Fo9360xWul/skwrBVvoP7UiudfkfoeHqhN4cqjUPTX0dw+M1gpZwOJxZz2J9bzPRTrIJaOCZHMVSvuW9F0/SvYuCN1TTdc+6/Z1+Ss1Bdbpa+NVD8aLtFy7IpUeyLVx0UzCtdR7uijjzZmzZrl9dphhx1mXH/99SZF5K1tYrlcLqNv377GHXfc4XmtoaHBcDgcxmOPPWYYhmFUVFQYiYmJxuLFiz3TfPvtt0ZcXJyxdOnSiMRdWlpqSDLeffddS8Xds2dP429/+1vUx1tdXW0UFBQYy5YtM4499ljPSU60x91WtOdfa+Hapzdu3GhIMj788EPPNB988IEhyfjiiy/C0pZw7z+RbNN1111njB8/vsP3rdgmK7JSLt9yyy3GsGHDzA4jKF05BzBbR18ITj/9dFPiCaQrx/bu5vXXXzcOO+wwY8OGDe0K16+//roRFxdnfPvtt57Xnn/+ecNutxuVlZUmROvtlVdeMWw2m+F0Og3DiP54DcMw7rrrLmPgwIGev6M15kWLFvksXEdbvFbqnwzDWvH6609j4fwrXN/Dg2lTJPKoK/21ldoXKVbK2UBiPaf9ifV8D0asHxPMylWr7ltmXv86kLhDfU03XPFGwzW5aDn2BMMqfW0k+tFIMfPYFYn2GEbk+rhoxlDhUczpdGrNmjU68cQTvV4/8cQTtXr1apOi8m/btm3as2ePV8x2u13HHnusJ+Y1a9aoqanJa5rc3FwVFhZGrF2VlZWSpF69elki7paWFi1evFi1tbUaM2ZM1Mf7m9/8RqeccoqmTJni9Xq0x92a1fIvXPv0Bx98IIfDoWOOOcYzzejRo+VwOMK2HsK9/0SyTa+++qpGjRqlc845R3369NGIESO0cOFCS7fJaqyWy5K0ZcsW5ebmauDAgfrFL36hr7/+2uyQghLM/hytVqxYoT59+mjw4MG67LLLVFpaanZIkrp2bO9O9u7dq8suu0zPPPOMUlNT273/wQcfqLCwULm5uZ7XTjrpJDU2Nno9ssEM33//vZ599lmNHTtWiYmJkqI7XrfKykrP/ihZI+bWoileq/VPVotX6rg/jcXzr0i2ycw88tdfx0L7QsmKORtId8ppf7pLvgcjFo4J0ZSrVtm3zLz+1ZW4w3VNN1zxRsM1uWg/9rhFU/4GI9z9qFli9TwgEn1cNKNwHcX27dunlpYW5eTkeL2ek5OjPXv2mBSVf+64/MW8Z88eJSUlqWfPnh1OE06GYejKK6/U+PHjVVhYGNVxr1u3Tunp6bLb7Zo1a5aWLFmiI444ImrjlaTFixfrs88+04IFC9q9F81xt2Wl/AvnPr1nzx716dOn3TL79OkTlvUQif0nkm36+uuv9eijj6qgoEBvvvmmZs2apXnz5unpp5+2bJusxkq5LEnHHHOMnn76ab355ptauHCh9uzZo7Fjx6qsrMzs0AIKZn+ORlOnTtWzzz6r5cuX65577tEnn3yiyZMnq7Gx0dS4unps7y4Mw9DMmTM1a9YsjRo1yuc0e/bsabeuevbsqaSkJNPW13XXXae0tDRlZWVp586deuWVVzzvRWO8rX311Vd68MEHNWvWLM9r0R5zW9EUr9X6J6vF668/jcXzr0i2yaw8CtRfW719oWa1nA2ku+W0P90h34MRK8eEaMpVK+xbZl//6kzc4b6mG471HC3X5KL52NNaNOVvIJHoR80Si+cBkerjolmC2QEgMJvN5vW3YRjtXos2XYk5Uu2aM2eO1q5dq1WrVrV7L9riPvTQQ1VcXKyKigq9+OKLmjFjht59992ojXfXrl26/PLL9dZbbyk5ObnD6aItbn+skH/h3qd9TR+O9RDJ/SdSbXK5XBo1apTmz58vSRoxYoQ2bNigRx99VBdddFGH8URzm6zKCrks7T85dRsyZIjGjBmjQYMG6amnntKVV15pYmTBs8q6djvvvPM8/19YWKhRo0ZpwIAB+s9//qOzzjrLtLhCfWy3iltvvVW33Xab32k++eQTrV69WlVVVbrhhhv8ThvuY2Ow8bqL69dcc40uvfRS7dixQ7fddpsuuugivfbaa554InEs72zMkrR7926dfPLJOuecc/S///u/XtNG2zoOJNr6S6vls1Xi9defjh49WlJsnn9Fqk1mtLur/bVV2hcuVsnZQLprTvsTy/kejFg7JkRTrkbzvhUN17+CjTsS13RDGW+0XZOL1mOPL9GUvx2JVD9qplg6D4hkHxetuOM6imVnZys+Pr7dLyBKS0vb/YIkWvTt21eS/Mbct29fOZ1OlZeXdzhNuMydO1evvvqq3nnnHR100EFRH3dSUpLy8/M1atQoLViwQMOGDdNf/vKXqI13zZo1Ki0t1ciRI5WQkKCEhAS9++67euCBB5SQkOBZbrTF7YtV8i/c+3Tfvn21d+/edsv97rvvQr4eIrX/RLJN/fr10xFHHOH12uGHH66dO3d6YpGs1SarsUoudyQtLU1DhgzRli1bzA4loGD2Zyvo16+fBgwYYOo6P5Bju9XNmTNHmzZt8vuvsLBQy5cv14cffii73a6EhATl5+dLkkaNGqUZM2ZI2r++2q6r8vJyNTU1hWx9BRuvW3Z2tgYPHqwTTjhBixcv1uuvv64PP/wwYvF2Jebdu3dr0qRJGjNmjB5//HGveUXjOvYnUus4GFbrn6wWb1ut+9NYPP+KZJuiJY/a9tex1r4DZfWcDSTWc9qf7pjvwbDqMSGacjXa961ouP7VmbjDfU031PFG0zU5qxx7oil/Oysc/ahZusN5QLj6uGhG4TqKJSUlaeTIkVq2bJnX68uWLdPYsWNNisq/gQMHqm/fvl4xO51Ovfvuu56YR44cqcTERK9pSkpKtH79+rC1yzAMzZkzRy+99JKWL1+ugQMHWiJuX+1obGyM2niPP/54rVu3TsXFxZ5/o0aN0oUXXqji4mIdcsghURm3L9Gef5Hap8eMGaPKykp9/PHHnmk++ugjVVZWhnw9RGr/iWSbxo0bp82bN3u99uWXX2rAgAGSrLmdrCbaczmQxsZGbdq0Sf369TM7lICC2Z+toKysTLt27TJlnYfi2G512dnZOuyww/z+S05O1gMPPKDPP//c01+8/vrrkqQXXnhBt99+u6T9x8b169erpKTEM/+33npLdrtdI0eOjGi8vhiGIUme4b4iEW9nY/7222913HHH6aijjtKiRYsUF+f99THa13FbkVrHwbBa/2S1eNtq3Z/G4vlXJNsULXnUtr+OtfYdKKvnbCCxntP+dMd8D4ZVjwnRlKvRum9F0/WvA9kfQn1NN9TxRtM1Oasce6IpfzsrHP2oWbrDeUC4+rioZiCqLV682EhMTDT+/ve/Gxs3bjSuuOIKIy0tzdi+fbtpMVVXVxtFRUVGUVGRIcm49957jaKiImPHjh2GYRjGHXfcYTgcDuOll14y1q1bZ5x//vlGv379jKqqKs88Zs2aZRx00EHG22+/bXz22WfG5MmTjWHDhhnNzc1hifnXv/614XA4jBUrVhglJSWef3V1dZ5poi3uG264wXjvvfeMbdu2GWvXrjV+97vfGXFxccZbb70VlfF25NhjjzUuv/xyz99WidswojP/3CK5T5988snG0KFDjQ8++MD44IMPjCFDhhjTpk2LSDvDtf9Eqk0ff/yxkZCQYNx+++3Gli1bjGeffdZITU01/vGPf1i2TVYUzbnc1lVXXWWsWLHC+Prrr40PP/zQmDZtmpGRkRE1sYbiHCCaYq6urjauuuoqY/Xq1ca2bduMd955xxgzZozxk5/8xJSYQ3Vs7462bdtmSDKKioo8rzU3NxuFhYXG8ccfb3z22WfG22+/bRx00EHGnDlzIh7fRx99ZDz44INGUVGRsX37dmP58uXG+PHjjUGDBhkNDQ1RF69hGMa3335r5OfnG5MnTza++eYbr33SLdpi3rFjh1FUVGTcdtttRnp6uif3q6urozJeK/VPhmGteAP1p1Y8/4rU9/BAbQpXHoWiv47m9pnBSjkbSCzmtD+xnu8Hug5i7ZgQyVy14r4VTde/go07Utd0w73/mnVNzkp9sVX62kj1o+ESLceuSLQnkn1cNKNwbQEPP/ywMWDAACMpKck46qijjHfffdfUeN555x1DUrt/M2bMMAzDMFwul3HLLbcYffv2Nex2uzFx4kRj3bp1XvOor6835syZY/Tq1ctISUkxpk2bZuzcuTNsMfuKV5KxaNEizzTRFvcll1zi2e69e/c2jj/+eM8JTjTG25G2JzlWidst2vLPLZL7dFlZmXHhhRcaGRkZRkZGhnHhhRca5eXlEWhl+PafSLbp3//+t1FYWGjY7XbjsMMOMx5//HGv963YJiuK1lxu67zzzjP69etnJCYmGrm5ucZZZ51lbNiwweywPEJxDhBNMdfV1Rknnnii0bt3byMxMdHo37+/MWPGDNP6nFAd27sjX4Vrw9hfyDzllFOMlJQUo1evXsacOXM8heJIWrt2rTFp0iSjV69eht1uNw4++GBj1qxZxjfffBOV8RqGYSxatKjDfTJaY54xY4bPeN95552ojNcwrNM/uVkl3kD9qRXPvyL1PTyYNoUjj0LRX0dz+8xilZwNJBZz2p9Yz/dgdLdjQqRy1Yr7VrRd/wom7khd0w33/mvmNTkr9cVW6Gsj1Y+GSzQdu8Ldnkj3cdHKZhg/jFEHAAAAAAAAAAAAAIAJeMY1AAAAAAAAAAAAAMBUFK4BAAAAAAAAAAAAAKaicA0AAAAAAAAAAAAAMBWFawAAAAAAAAAAAACAqShcAwAAAAAAAAAAAABMReEaAAAAAAAAAAAAAGAqCtcAAAAAAAAAAAAAAFNRuAYAAAAAAAAAAAAAmIrCNfCDxx9/XHl5eYqLi9P999+vW2+9VcOHDzc7rE5ZsWKFbDabKioqJElPPvmkevToYWpMAIDYZxiGfvnLX6pXr16y2WwqLi42OyQgph133HG64oorTFt+2/NmANbSme+JfKcE/GvbJx988MER7RtnzpypM844I+TTAgge/SoQHm1rHQeKPtM6bIZhGGYHge5r+/btGjhwoIqKikJaJLbZbFqyZEnQB5eqqiplZ2fr3nvv1dlnny2HwyGXy6XGxkZlZWV1OY7jjjtOw4cPj9iXFqfTqe+//145OTmy2Wx68skndcUVV4Ts4A50BzNnzlRFRYVefvlls0MBLOONN97Q6aefrhUrVuiQQw5Rdna2EhISzA4LiFnff/+9EhMTlZGRccDzCsV5c2pq6gHHASBy6uvrVV1drT59+oR0WqA7anvd57vvvlNaWlrE+sbKykoZhhFUIawz0wIIHv0qEB5tax0Hij7TOriiCL9aWlpks9kUF+d9c77T6VRSUpJJUYXezp071dTUpFNOOUX9+vXzvJ6ent7hZ6JxHSQlJalv375mhwEA6Ga++uor9evXT2PHjvX5fjT2mYCV9erVy7Rld3Te3FpTU5MSExMjHBmAYKWkpCglJSXk0wKQevfuHdHlORyOsEwLIHj0q0B4hLrWQZ9pHQwVHoNcLpfuvPNO5efny263q3///rr99tt9Dq1QXFwsm82m7du3S/pxuJLXXntNRxxxhOx2u3bs2KGDDz5Yf/rTnzRz5kw5HA5ddtllkqTVq1dr4sSJSklJUV5enubNm6fa2lrP/A8++GDNnz9fl1xyiTIyMtS/f389/vjjnvcHDhwoSRoxYoRsNpuOO+64gO375JNPdMIJJyg7O1sOh0PHHnusPvvsM69lStKZZ54pm83m+bsjTz75pIYMGSJJOuSQQzzro+1Q4e7hIRYsWKDc3FwNHjxYkvTII4+ooKBAycnJysnJ0c9//nPP9O+++67+8pe/yGazea3njpSXl+vCCy9U7969lZKSooKCAi1atEjS/rvTbTabFi9erLFjxyo5OVlHHnmkVqxY4fl8oOEzysrKdPTRR+u0005TQ0ODDMPQXXfdpUMOOUQpKSkaNmyY/vWvf/mNEd3b0qVLNX78ePXo0UNZWVmaNm2avvrqK0nB7aOBbNiwQaeccooyMzOVkZGhCRMmeObvcrn0hz/8QQcddJDsdruGDx+upUuXej7bmWPcm2++qcMPP1zp6ek6+eSTVVJSIkm69dZb9dRTT+mVV17x5G1n4ge6o5kzZ2ru3LnauXOnp9897rjjNGfOHF155ZXKzs7WCSecYHaYQExpPSxpoPNtp9OpOXPmqF+/fkpOTtbBBx+sBQsWeD4rhe68+YknntAhhxwiu90uBvZCd3Hcccdp7ty5uuKKK9SzZ0/l5OTo8ccfV21trS6++GJlZGRo0KBBeuONNzyf2bhxo372s58pPT1dOTk5mj59uvbt2+d53985t/TjefdLL72kSZMmKTU1VcOGDdMHH3wQVMxthyn9/PPPNWnSJGVkZCgzM1MjR47Up59+6nNawCrCkZu1tbW66KKLlJ6ern79+umee+5pt9y2Q4Xfe++9GjJkiNLS0pSXl6fZs2erpqbG836g76iBtB3K9F//+peGDBmilJQUZWVlacqUKZ7rdAx7iljR2fxuaWnRpZdeqoEDByolJUWHHnqo/vKXv3jm19DQoCOPPFK//OUvPa9t27ZNDodDCxcuDBgP/SoQnM7mbkePRaXPjH0UrmPQDTfcoDvvvFM33XSTNm7cqOeee045OTlBf76urk4LFizQ3/72N23YsMEzdMndd9+twsJCrVmzRjfddJPWrVunk046SWeddZbWrl2rF154QatWrdKcOXO85nfPPfdo1KhRKioq0uzZs/XrX/9aX3zxhSTp448/liS9/fbbKikp0UsvvRQwvurqas2YMUMrV67Uhx9+qIKCAv3sZz9TdXW1pP2FbUlatGiRSkpKPH935LzzztPbb7/tiaekpER5eXk+p/3vf/+rTZs2admyZXrttdf06aefat68efrDH/6gzZs3a+nSpZo4caIk6S9/+YvGjBmjyy67TCUlJX7n6+beZm+88YY2bdqkRx99VNnZ2V7TXHPNNbrqqqtUVFSksWPH6rTTTlNZWVnA9fbNN99owoQJOuyww/TSSy8pOTlZN954oxYtWqRHH31UGzZs0G9/+1v9z//8j959992A80P3VFtbqyuvvFKffPKJ/vvf/youLk5nnnmmXC6XZ5qu7qPffvutJk6cqOTkZC1fvlxr1qzRJZdcoubmZkn7c+qee+7Rn//8Z61du1YnnXSSTjvtNG3ZsqVTbairq9Of//xnPfPMM3rvvfe0c+dOXX311ZKkq6++Wueee67npKekpKTDO0gB7PeXv/zF86OS1v3uU089pYSEBL3//vv661//anKUQGzzd779wAMP6NVXX9U///lPbd68Wf/4xz88BepQnjdv3bpV//znP/Xiiy/ynHt0O0899ZSys7P18ccfa+7cufr1r3+tc845R2PHjtVnn32mk046SdOnT1ddXZ1KSkp07LHHavjw4fr000+1dOlS7d27V+eee65nfsGcc0vS73//e1199dUqLi7W4MGDdf7553vOnTvjwgsv1EEHHaRPPvlEa9as0fXXX8+oCYgJoc7Na665Ru+8846WLFmit956SytWrNCaNWv8xhAXF6cHHnhA69ev11NPPaXly5fr2muv9ZrG33fUzigpKdH555+vSy65RJs2bdKKFSt01lln8WMyxKTO5LfL5dJBBx2kf/7zn9q4caNuvvlm/e53v9M///lPSVJycrKeffZZPfXUU3r55ZfV0tKi6dOna9KkSZ6btzqDfhXoWGdy1xf6zG7CQEypqqoy7Ha7sXDhwnbvvfPOO4Yko7y83PNaUVGRIcnYtm2bYRiGsWjRIkOSUVxc7PXZAQMGGGeccYbXa9OnTzd++ctfer22cuVKIy4uzqivr/d87n/+538877tcLqNPnz7Go48+ahiGYWzbts2QZBQVFXW1yUZzc7ORkZFh/Pvf//a8JslYsmRJ0PNoux4MwzBuueUWY9iwYZ6/Z8yYYeTk5BiNjY2e11588UUjMzPTqKqq8jnfY4891rj88suDjuPUU081Lr74Yp/vudfVHXfc4XmtqanJOOigg4w777zTMIz223jRokWGw+EwNm/ebPTv39+YO3eu4XK5DMMwjJqaGiM5OdlYvXq113IuvfRS4/zzzw86ZnRvpaWlhiRj3bp1Qe2j/txwww3GwIEDDafT6fP93Nxc4/bbb/d67ac//akxe/ZswzA6d4zbunWrZ5qHH37YyMnJ8fw9Y8YM4/TTTw8YL4Af3XfffcaAAQM8fx977LHG8OHDzQsIiHGtzzEDnW/PnTvXmDx5succsK1QnTcnJiYapaWlnW4LYHXHHnusMX78eM/fzc3NRlpamjF9+nTPayUlJYYk44MPPjBuuukm48QTT/Sax65duwxJxubNm30uo/U5t2H8+N3wb3/7m2eaDRs2GJKMTZs2BYzZ/T3RLSMjw3jyySeDmhawilDnZnV1tZGUlGQsXrzY835ZWZmRkpLidd1nwIABxn333ddhXP/85z+NrKwsz9/BfEf1p/X31zVr1hiSjO3btwecFrCyzua3L7NnzzbOPvtsr9fuuusuIzs725g7d67Rt29f47vvvgsqHvpVIDidzV1ftQ76zO6BO65jzKZNm9TY2Kjjjz++y/NISkrS0KFD270+atQor7/XrFmjJ598Uunp6Z5/J510klwul7Zt2+aZrvW8bDab+vbtq9LS0i7HV1paqlmzZmnw4MFyOBxyOByqqanRzp07uzzPYA0ZMsTrGZ0nnHCCBgwYoEMOOUTTp0/Xs88+2+GvgYLx61//WosXL9bw4cN17bXXavXq1e2mGTNmjOf/ExISNGrUKG3atKnDedbX12v8+PE644wz9MADD8hms0naPwRWQ0ODTjjhBK9t+PTTT3sNQwe09tVXX+mCCy7QIYccoszMTM9w/63zr7P7qFtxcbEmTJjg81eoVVVV2r17t8aNG+f1+rhx44Kad2upqakaNGiQ5+9+/fod0DEJgG9tzxsAhI+/8+2ZM2equLhYhx56qObNm6e33norLDEMGDAg4s/1BKJF6xyMj49XVlaWZ1h9SZ4R0EpLS7VmzRq98847Xt/BDjvsMEnyfA8L5py77XLdz5zvynntlVdeqf/93//VlClTdMcdd/B9EDEjlLn51Vdfyel0en3f7dWrlw499FC/Mbzzzjs64YQT9JOf/EQZGRm66KKLVFZW5vWYvVB9Rx02bJiOP/54DRkyROecc44WLlyo8vLyTs8HsILO5LckPfbYYxo1apR69+6t9PR0LVy4sF2/etVVV+nQQw/Vgw8+qEWLFrUbBTNY9KtAxzqbu23RZ3YPFK5jTEpKSofvxcXt39xGq+EOmpqafM7DXdxsLS0tzetvl8ulX/3qVyouLvb8+/zzz7Vlyxavg0fbIpTNZms3xFlnzJw5U2vWrNH999+v1atXq7i4WFlZWXI6nV2eZ7DaroOMjAx99tlnev7559WvXz/dfPPNGjZsWIfPmA5k6tSp2rFjh6644grt3r1bxx9/fFBDXfjaXm52u11TpkzRf/7zH33zzTee193b4D//+Y/XNty4cSPPuUaHTj31VJWVlWnhwoX66KOP9NFHH0lSwPzzt4+6+Tt+dTQfwzA8rwV7jPN1TDIYBgYIubZ9JoDw8Xe+fdRRR2nbtm364x//qPr6ep177rn6+c9/HvIYyHl0Z75ysPVr7vNVl8sll8ulU0891es7WHFxsbZs2eJ57FSw59wdLaOzbr31Vm3YsEGnnHKKli9friOOOEJLlizp9HyAaBPK3OzKd8YdO3boZz/7mQoLC/Xiiy9qzZo1evjhhyV5f1cN1XfU+Ph4LVu2TG+88YaOOOIIPfjggzr00EO9bi4BYkVn8vuf//ynfvvb3+qSSy7RW2+9peLiYl188cXt+tXS0lJt3rxZ8fHxnX4sXWv0q0DHOpO7wX6ePjP2ULiOMQUFBUpJSdF///vfdu+574Bo/bD6A3n+3FFHHaUNGzYoPz+/3b/WdyX7456upaUl6OWuXLlS8+bN089+9jMdeeSRstvt2rdvn9c0iYmJnZrngUhISNCUKVN01113ae3atdq+fbuWL18uaX/7OhtH7969NXPmTP3jH//Q/fffr8cff9zr/Q8//NDz/83NzVqzZo3nV8C+xMXF6ZlnntHIkSM1efJk7d69W5J0xBFHyG63a+fOne22X6BncaN7Kisr06ZNm3TjjTfq+OOP1+GHH+7zl2id3Ufdhg4dqpUrV/osNmdmZio3N1erVq3yen316tU6/PDDJYXuGNeVvAUAIJplZmbqvPPO08KFC/XCCy/oxRdf1Pfffy8psufNAH78Hn3wwQe3+x6WlpYW9Dl3qA0ePFi//e1v9dZbb+mss87SokWLwr5MIJoEys38/HwlJiZ6fd8tLy/Xl19+2eE8P/30UzU3N+uee+7R6NGjNXjwYM81mXCx2WwaN26cbrvtNhUVFSkpKYmCGbq9lStXauzYsZo9e7ZGjBih/Px8n3dBX3LJJSosLNTTTz+ta6+9Vhs3buzyMulXgehHnxm9KFzHmOTkZF133XW69tprPUM+f/jhh/r73//uKUjeeuut+vLLL/Wf//xH99xzT5eXdd111+mDDz7Qb37zG8+vUF999VXNnTs36Hn06dNHKSkpWrp0qfbu3avKysqAn8nPz9czzzyjTZs26aOPPtKFF17Y7k7Ngw8+WP/973+1Z8+esH7Jf+211/TAAw+ouLhYO3bs0NNPPy2Xy+UZKurggw/WRx99pO3bt2vfvn0Bf/1+880365VXXtHWrVu1YcMGvfbaa56inNvDDz+sJUuW6IsvvtBvfvMblZeX65JLLvE73/j4eD377LMaNmyYJk+erD179igjI0NXX321fvvb3+qpp57SV199paKiIj388MN66qmnDmzFICb17NlTWVlZevzxx7V161YtX75cV155ZbvpurKPStKcOXNUVVWlX/ziF/r000+1ZcsWPfPMM9q8ebMk6ZprrtGdd96pF154QZs3b9b111+v4uJiXX755ZIUsmPcwQcfrLVr12rz5s3at2+fz0I6AABWcd9992nx4sX64osv9OWXX+r//u//1LdvX/Xo0UNS5M6bAez3m9/8Rt9//73OP/98ffzxx/r666/11ltv6ZJLLlFLS0vQ59yhUl9frzlz5mjFihXasWOH3n//fX3yySftvocCsS5Qbqanp+vSSy/VNddco//+979av369Zs6c6Rn5y5dBgwapublZDz74oL7++ms988wzeuyxx8LWho8++kjz58/Xp59+qp07d+qll17Sd999Rz6j28vPz9enn36qN998U19++aVuuukmffLJJ17TPPzww/rggw/09NNP64ILLtDPf/5zXXjhhZ0e4ZN+FbAG+szoRuE6Bt1000266qqrdPPNN+vwww/Xeeedp9LSUiUmJur555/XF198oWHDhunOO+/Un/70py4vZ+jQoXr33Xe1ZcsWTZgwQSNGjNBNN93kebZWMBISEvTAAw/or3/9q3Jzc3X66acH/MwTTzyh8vJyjRgxQtOnT9e8efPUp08fr2nuueceLVu2THl5eRoxYkSn2xasHj166KWXXtLkyZN1+OGH67HHHtPzzz+vI488UpJ09dVXKz4+XkcccYR69+4d8DncSUlJuuGGGzR06FBNnDhR8fHxWrx4sdc0d9xxh+68804NGzZMK1eu1CuvvBLUM1cSEhI8sU2ePFmlpaX64x//qJtvvlkLFizQ4YcfrpNOOkn//ve/Pc9QA1qLi4vT4sWLtWbNGhUWFuq3v/2t7r777nbTdXUfzcrK0vLly1VTU6Njjz1WI0eO1MKFCz1DwMybN09XXXWVrrrqKg0ZMkRLly7Vq6++qoKCAkkK2THusssu06GHHup59tH777/f6XkAABAt0tPTdeedd2rUqFH66U9/qu3bt+v111/3XGiP1HkzgP1yc3P1/vvvq6WlRSeddJIKCwt1+eWXy+FwKC4uLuhz7lCJj49XWVmZLrroIg0ePFjnnnuupk6dqttuuy1sywSiUaDclKS7775bEydO1GmnnaYpU6Zo/PjxGjlyZIfzHD58uO69917deeedKiws1LPPPqsFCxaErQ2ZmZl677339LOf/UyDBw/WjTfeqHvuuUdTp04N2zIBK5g1a5bOOussnXfeeTrmmGNUVlam2bNne97/4osvdM011+iRRx7xjEL58MMPq6KiQjfddFOnlkW/ClgDfWZ0sxk82BOwhO3bt2vgwIEqKirS8OHDzQ4HaId9FAAAAAAAAAAAdBV3XAMAAAAAAAAAAAAATEXhGlEnPT29w38rV67s0jyPPPLIDuf57LPPhrgFHZs1a1aHccyaNSticQBmYP8HACD6Rct5M4Cumzp1aod5PH/+fLPDA9AJ4bhGBqBz6FcBa6DPjB0MFY6os3Xr1g7f+8lPfqKUlJROz3PHjh1qamry+V5OTo4yMjI6Pc+uKC0tVVVVlc/3MjMz2z2rG4gl7P8AAES/aDlvBtB13377rerr632+16tXL/Xq1SvCEQHoqnBcIwPQOfSrgDXQZ8YOCtcAAAAAAAAAAAAAAFMxVDgAAAAAAAAAAAAAwFQUrgEAAAAAAAAAAAAApqJwDQAAAAAAAAAAAAAwFYVrAAAAAAAAAAAAAICpKFwDAAAAAAAAAAAAAExF4RoAAAAAAAAAAAAAYCoK1wAAAAAAAAAAAAAAU1G4BgAAAAAAAAAAAACY6v8BjwoTHB1lV4UAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "m1-ago\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols = cols_ephys\n", + "save_dtype = 'ephys'\n", + "ei_type = 'inh'\n", + "adj_rand_score_inh_ephys = {}\n", + "adj_MI_inh_ephys = {}\n", + "for cond in ['d1','d2','m1-ago']:\n", + " print(cond)\n", + " df_acsf,df_drug = return_acsf_and_drug(df_above_threshold[df_above_threshold.ei_labels==0.0],cond=[cond],joint=False)\n", + " common_exps = set(df_acsf.exp_name) & set(df_drug.exp_name)\n", + " df_acsf = df_acsf.drop_duplicates('exp_name')\n", + " df_acsf = df_acsf[df_acsf.exp_name.isin(common_exps)]\n", + " df_drug = df_drug.drop_duplicates('exp_name')\n", + " df_drug = df_drug[df_drug.exp_name.isin(common_exps)]\n", + "\n", + " data_acsf = normalize(np.vstack(df_acsf[cols].to_numpy()),axis=0)\n", + " data_drug = normalize(np.vstack(df_drug[cols].to_numpy()),axis=0)\n", + "\n", + " lables_sta_acsf,mapper,reducer = plot_UMAP_clusters_single(data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = False,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + " lables_sta_diff,mapper,reducer = plot_UMAP_clusters_single((data_drug-data_acsf)/data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = False,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + " df_temp_acsf,df_temp_drug = return_acsf_and_drug(df_above_threshold,cond=['d1'],joint=False)\n", + " exc_acsf = df_temp_acsf[df_temp_acsf.ei_labels==1] \n", + " exc_acsf = exc_acsf.drop_duplicates('exp_name')\n", + " # exc_acsf.reset_index(True)\n", + " exc_drug = df_temp_drug[df_temp_drug.ei_labels==1]\n", + " exc_drug = exc_drug.drop_duplicates('exp_name')\n", + " # exc_acsf.reset_index(True) \n", + "\n", + " adj_rand_score_inh_ephys[cond] = adjusted_rand_score(lables_sta_acsf,lables_sta_diff)\n", + " adj_MI_inh_ephys[cond] = adjusted_mutual_info_score(lables_sta_acsf,lables_sta_diff)\n", + " sns.pairplot(df_acsf[cols_spikes].reset_index(drop=True) - df_drug[cols_spikes].reset_index(drop=True)/df_acsf[cols_spikes].reset_index(drop=True))\n", + "# plot_radar((df_acsf[cols_spikes].reset_index(drop=True) - df_drug[cols_spikes].reset_index(drop=True))/df_acsf[cols_spikes].reset_index(drop=True),\n", + "# cols_spikes,\n", + "# lables_sta_diff,\n", + "# logscale=False,\n", + "# lims=(-1,7e-1),\n", + "# palette=coherence_colors,\n", + "# save=False,\n", + "# savepath=savepath+cond+'/' +save_dtype+'/'+'spikes_polar_plot_diff_'+ei_type+'.pdf'\n", + "# )\n", + "# plot_radar((df_acsf[cols_thrs].reset_index(drop=True) - df_drug[cols_thrs].reset_index(drop=True))/df_acsf[cols_thrs].reset_index(drop=True),\n", + "# cols_thrs,\n", + "# lables_sta_diff,\n", + "# logscale=False,\n", + "# lims=(-1,7e-1),\n", + "# palette=coherence_colors,\n", + "# save=False,\n", + "# savepath=savepath+cond+'/' +save_dtype+'/'+'thresholds_polar_plot_diff_'+ei_type+'.pdf'\n", + "# )\n", + "# plot_radar((df_acsf[cols_wf].reset_index(drop=True) - df_drug[cols_wf].reset_index(drop=True))/df_acsf[cols_wf].reset_index(drop=True),\n", + "# cols_wf,\n", + "# lables_sta_diff,\n", + "# logscale=False,\n", + "# lims=(-1,7e-1),\n", + "# palette=coherence_colors,\n", + "# save=False,\n", + "# savepath=savepath+cond+'/' +save_dtype+'/'+'waveforms_polar_plot_diff_'+ei_type+'.pdf'\n", + "# ) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'d1': 0.07415610055633066,\n", + " 'd2': 0.12551637354572281,\n", + " 'm1-ago': 0.1310983244847226}" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adj_MI_inh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Excitatory\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0MAAAMuCAYAAADbqthrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gc1dn38e/MbN9Vr7ZkFVsudLAdejO9mhpMHAIECBDI8wZIQoCQUJJAYtJ4EkwntJCHEooJJdhU0wlgMGBjW7IlWdWq23d2yvvHosXGVc2SvPfnunSBVrszZ1eyNL8997mPYtu2jRBCCCGEEEJkGHWkByCEEEIIIYQQI0HCkBBCCCGEECIjSRgSQgghhBBCZCQJQ0IIIYQQQoiMJGFICCGEEEIIkZEkDAkhhBBCCCEykoQhIYQQQgghREaSMCSEEEIIIYTISBKGhBBCCCGEEBlJwpAQQohtctNNN/H0008P6zkeeeQR/vKXvwz48ddeey0VFRU4HA5yc3MBOPTQQzn00EOHZHwAb7/9Ntdffz09PT1DdsyBUhSF66+/Pv35/fffj6Io/Pe//x25QQkhxBgiYUgIIcQ2Ge1h6JlnnuG3v/0tZ599Nq+//jqLFi0CYP78+cyfP3/Ixvj2229zww03jIow9M4773DBBReM9DCEEGLMcoz0AIQQQvRfLBbD6/VudHsymURRFByOzPv1/tlnnwHw//7f/6O4uDh9+84777zVx5qmiWEYuN3uYRvfcNh3331HeghCCDGmycyQEEIMk+XLl/Od73yHkpIS3G43FRUVnH322SQSCa6//noURdnoMX1lTmvWrEnfVlVVxQknnMCTTz7JXnvthcfj4YYbbuC1115DURQeeughfvKTn1BWVobb7WbVqlUALFq0iMMPP5zs7Gx8Ph8HHHAAL7/88gbn6xvH559/zne+8x1ycnIoKSnhvPPOo7e3N30/RVGIRCI88MADKIqCoij9Kj277bbbOPjggykuLsbv97Pbbrsxb948kslk+j6HHnoozz33HPX19elzbOo12pSqqiquvfZaAEpKSjYoH/tmmdyaNWtQFIV58+bxm9/8hurqatxuN6+++iqWZfGb3/yGqVOn4vV6yc3NZffdd+fWW29Nv14/+9nPAKiurk6P8bXXXtumca5bt44LL7yQCRMm4Ha7KSoq4oADDkjPYvWNd9ddd2Xx4sXsu+++eL1eysrK+OUvf4lpmhsc75tlcpvS0tLCjBkzmDx5MitXrgQgGAzy05/+lOrqalwuF2VlZVx22WVEIpFteh5CCLGjyLy3DoUQYjv45JNPOPDAAyksLOTGG29k8uTJtLS0sGDBAnRd7/fxPvroI5YtW8a1115LdXU1fr8/feF69dVXs99++3HHHXegqirFxcU8/PDDnH322Zx00kk88MADOJ1O7rzzTo4++mj+85//cPjhh29w/NNOO405c+Zw/vnns3TpUq6++moA7rvvPiBVjnXYYYcxa9YsfvnLXwKQnZ29zeOvra1l7ty56YvvTz75hN/+9rcsX748fY758+dz4YUXUltby1NPPdWv1+epp57itttu49577+XFF18kJyeH8vLyLT7mf//3f5kyZQp/+MMfyM7OZvLkycybN4/rr7+ea6+9loMPPphkMsny5cvTJXEXXHABXV1d/PWvf+XJJ59k3LhxwLbNPgF873vf46OPPuK3v/0tU6ZMoaenh48++ojOzs4N7tfa2sqZZ57JVVddxY033shzzz3Hb37zG7q7u/nb3/62za/LZ599xnHHHUd5eTnvvPMOhYWFRKNRDjnkENauXcs111zD7rvvzueff86vfvUrli5dyqJFi7Y5hAohxJhnCyGEGHKHHXaYnZuba7e3t2/y69ddd529qV/Bf//7323AXr16dfq2yspKW9M0+8svv9zgvq+++qoN2AcffPAGt0ciETs/P98+8cQTN7jdNE17jz32sPfee++NxjFv3rwN7nvJJZfYHo/HtiwrfZvf77fPOeecLT7vbWGapp1MJu0HH3zQ1jTN7urqSn/t+OOPtysrKwd03L7nsm7dug1uP+SQQ+xDDjkk/fnq1attwJ40aZKt6/oG9z3hhBPsPffcc4vnueWWWzb6Hm2rQCBgX3bZZVu8zyGHHGID9jPPPLPB7T/4wQ9sVVXt+vr69G2Afd1116U/7/v5+eCDD+yFCxfa2dnZ9umnn27HYrH0fW6++WZbVVX7gw8+2OD4TzzxhA3Yzz//fL+flxBCjFVSJieEEEMsGo3y+uuvc8YZZ1BUVDQkx9x9992ZMmXKJr922mmnbfD522+/TVdXF+eccw6GYaQ/LMvimGOO4YMPPtioHGr27NkbnS8ej9Pe3j4k4//444+ZPXs2BQUFaJqG0+nk7LPPxjRNVqxYMSTn6K/Zs2fjdDo3uG3vvffmk08+4ZJLLuE///kPwWBwSM+59957c//99/Ob3/yGd999d4MywfVlZWVt9D2ZO3culmXxxhtvbPU8DzzwAMcddxwXXHABjz32GB6PJ/21f//73+y6667sueeeG/x8HH300f0q+RNCiB2BhCEhhBhi3d3dmKa51TKt/ugrx9qWr7W1tQFw+umn43Q6N/j4/e9/j23bdHV1bfCYgoKCDT7vayQQi8UGPfaGhgYOOuggmpqauPXWW1m8eDEffPABt91225CdYyA29ZpeffXV/OEPf+Ddd9/l2GOPpaCggMMPP3zIWlU/+uijnHPOOdxzzz3st99+5Ofnc/bZZ9Pa2rrB/UpKSjZ6bGlpKcBGJXWb8n//9394vV4uuOCCjUre2tra+PTTTzf62cjKysK2bTo6OgbxDIUQYmyRNUNCCDHE8vPz0TSNtWvXbvY+fe/UJxKJDTqYbe5CdEtrOL75tcLCQgD++te/brbb2KYutofL008/TSQS4cknn6SysjJ9+5IlS7bbGDZlU6+pw+Hgiiuu4IorrqCnp4dFixZxzTXXcPTRR9PY2IjP5xvUOQsLC/nLX/7CX/7yFxoaGliwYAFXXXUV7e3tvPjii+n79QXa9fUFpm8G1035xz/+wS9/+UsOOeQQXnrpJfbcc88NxuD1etNrtTY1RiGEyBQyMySEEEPM6/VyyCGH8Pjjj2823FRVVQHw6aefbnD7s88+O+jzH3DAAeTm5vLFF18wc+bMTX64XK5+H9ftdg9oFqcvdKwf+mzb5u677x6ycwyH3NxcTj/9dC699FK6urrSHf6GatasoqKCH/3oRxx55JF89NFHG3wtFAqxYMGCDW575JFHUFWVgw8+eKvHzs/PZ9GiRey0007MmjWLd999N/21E044gdraWgoKCjb5s9H3symEEJlAZoaEEGIY/OlPf+LAAw9kn3324aqrrqKmpoa2tjYWLFjAnXfeyXHHHUd+fj7nn38+N954Iw6Hg/vvv5/GxsZBnzsQCPDXv/6Vc845h66uLk4//XSKi4tZt24dn3zyCevWreP222/v93F32203XnvtNZ599lnGjRtHVlYWU6dO3erjjjzySFwuF9/5zne48soricfj3H777XR3d2/yHE8++SS33347M2bMQFVVZs6c2e+xDtSJJ57IrrvuysyZMykqKqK+vp6//OUvVFZWMnny5PQYAW699VbOOeccnE4nU6dOJSsra4vH7u3tZdasWcydO5dp06aRlZXFBx98wIsvvsipp566wX0LCgr44Q9/SENDA1OmTOH555/n7rvv5oc//CEVFRXb9FyysrLSxz7yyCNZsGABs2bN4rLLLuNf//oXBx98MJdffjm77747lmXR0NDASy+9xE9+8hP22WefAbx6Qggx9kgYEkKIYbDHHnvw/vvvc91113H11VcTCoUoLS3lsMMOw+Vy4Xa7efHFF7nssss466yzyM3N5YILLuDYY4/lggsuGPT5zzrrLCoqKpg3bx4XXXQRoVCI4uJi9txzT84999wBHfPWW2/l0ksv5cwzz0y3Z96WxfbTpk3jX//6F9deey2nnnoqBQUFzJ07lyuuuIJjjz12g/v++Mc/5vPPP+eaa66ht7cX27axbXtA4x2IWbNm8a9//Yt77rmHYDBIaWkpRx55JL/85S/TzRYOPfRQrr76ah544AHuvvtuLMvi1Vdf3eq+Sx6Ph3322YeHHnqINWvWkEwmqaio4Oc//zlXXnnlBvctLS3ltttu46c//SlLly4lPz+fa665hhtuuKFfz8fr9fLMM88wd+5cjjvuOP71r39x3HHHsXjxYn73u99x1113sXr1arxeLxUVFRxxxBEyMySEyCiKvT3/ygghhBBiiw499FA6Ojr47LPPRnooQgixw5M1Q0IIIYQQQoiMJGVyQgghBswwjC1+XVVVVHVw77uZprnFUjlFUdA0bVDnGCzLsrAsa4v3cTjkT64QQow2MjMkhBBiwL65V803P84777xBn+Pwww/f4jkmTZo0BM9kcG688catvhZ93ei25rXXXpMSOSGE2E5kzZAQQogB29pmpIWFhYNekP/ll18SCoU2+3W3253u8DZSmpubaW5u3uJ9dt999wG1NBdCCDF8JAwJIYQQQgghMpKUyQkhhBBCCCEykoQhIYQQQgghREaSMCSEEEIIIYTISBKGhBBCCCGEEBlJwpAQQgghhBAiI0kYEkIIIYQQQmQkCUNCCCGEEEKIjCRhSAghhBBCCJGRJAwJIYQQQgghMpKEISGEEEIIIURGkjAkhBBCCCGEyEgShoQQQgghhBAZScKQEEIIIYQQIiNJGBJCCCGEEEJkJAlDQgghhBBCiIwkYUgIIYQQQgiRkSQMCSGEEEIIITKShCEhhBBCCCFERpIwJIQQQgghhMhIEoaEEEIIIYQQGUnCkBBCCCGEECIjSRgSQgghhBBCZCQJQ0IIIYQQQoiMJGFICCGEEEIIkZEkDAkhhBBCCCEykoQhIYQQQgghREaSMCSEEEIIIYTISBKGhBBCCCGEEBlJwpAQQgghhBAiI0kYEkIIIYQQQmQkCUNCCCGEEEKIjCRhSAghhBBCCJGRJAwJIYQQQgghMpKEISGEEEIIIURGkjAkhBBCCCGEyEgShoQQQgghhBAZScKQEEIIIYQQIiNJGBJCCCGEEEJkJAlDQgghhBBCiIwkYUgIIYQQQgiRkSQMCSGEEEIIITKShCEhhBBCCCFERpIwJIQQQgghhMhIEoaEEEIIIYQQGUnCkBBCCCGEECIjSRgSQgghhBBCZCQJQ0IIIYQQQoiMJGFICCGEEEIIkZEkDAkhhBBCCCEykoQhIYQQQgghREaSMCSEEEIIIYTISBKGhBBCCCGEEBlJwpAQQgghhBAiI0kYEkIIIYQQQmQkCUNCCCGEEEKIjCRhSAghhBBCCJGRJAwJIYQQQgghMpKEISGEEEIIIURGkjAkhBBCCCGEyEgShoQQQgghhBAZScKQEEIIIYQQIiNJGBJCCCGEEEJkJAlDQgghhBBCiIwkYUgIIYQQQgiRkSQMCSGEEEIIITKShCEhhBBCCCFERpIwJIQQQgghhMhIEoaEEEIIIYQQGUnCkBBCCCGEECIjSRgSQgghhBBCZCQJQ0IIIYQQQoiMJGFICCGEEEIIkZEkDAkhhBBCCCEykoQhIYQQQgghREaSMCSEEEIIIYTISBKGhBBCCCGEEBlJwpAQQgghhBAiI0kYEkIIIYQQQmQkCUNCCCGEEEKIjCRhSAghhBBCCJGRJAwJIYQQQgghMpKEISGEEEIIIURGkjAkhBBCCCGEyEgShoQQQgghhBAZScKQEEIIIYQQIiNJGBJCCCGEEEJkJAlDQgghhBBCiIwkYUgIIYQQQgiRkSQMCSGEEEIIITKShCEhhBBCCCFERpIwJIQQQgghhMhIEoaEEEIIIYQQGUnCkBBCCCGEECIjSRgSQgghhBBCZCQJQ0IIIYQQQoiMJGFICCGEEEIIkZEkDIkBW7NmDYqicP/99w/L8a+//noURen34xRF4frrrx/6AQkhhBBCDLGbbrqJp59+eqSHkbEU27btkR6EGJsSiQQff/wxkyZNoqioaMiPv3btWtauXcu+++7br8e9++67lJeXU15ePuRjEkIIIYQYSoFAgNNPP33Y3lwWW+YY6QGIscvtdvc7qPTHQAPNcI5JCCGEEELsOKRMLsP1laJ9+umnfPvb3yYnJ4f8/HyuuOIKDMPgyy+/5JhjjiErK4uqqirmzZuXfuymyuT6jvf555/zne98h5ycHEpKSjjvvPPo7e0d0NjW98orr3DooYdSUFCA1+uloqKC0047jWg0mr6PlMkJIYQQo8+qVav4/ve/z+TJk/H5fJSVlXHiiSeydOnSDe732muvoSgKDz/8MFdccQWlpaV4vV4OOeQQPv74436ft6enh5/85CdMnDgRt9tNcXExxx13HMuXL0/fp6uri0suuYSysjJcLhcTJ07kF7/4BYlEIn2fLS0P+Oa1x7ZeDymKQiQS4YEHHkBRFBRF4dBDD+33cxQDJzNDAoAzzjiDs846i4suuoiFCxcyb948kskkixYt4pJLLuGnP/0pjzzyCD//+c+pqanh1FNP3eLxTjvtNObMmcP555/P0qVLufrqqwG47777BjzGNWvWcPzxx3PQQQdx3333kZubS1NTEy+++CK6ruPz+QZ8bCGEEEIMr+bmZgoKCvjd735HUVERXV1dPPDAA+yzzz58/PHHTJ06dYP7X3PNNUyfPp177rmH3t5err/+eg499FA+/vhjJk6cuE3nDIVCHHjggaxZs4af//zn7LPPPoTDYd544w1aWlqYNm0a8XicWbNmUVtbyw033MDuu+/O4sWLufnmm1myZAnPPffcgJ/z1q6H3nnnHQ477DBmzZrFL3/5SwCys7MHfD4xALbIaNddd50N2H/84x83uH3PPfe0AfvJJ59M35ZMJu2ioiL71FNPtW3btlevXm0D9t///veNjjdv3rwNjnfJJZfYHo/Htiyr32Pr88QTT9iAvWTJki0+DrCvu+66bT6PEEIIIbY/wzBsXdftyZMn25dffnn69ldffdUG7OnTp29w3bBmzRrb6XTaF1xwwTaf48Ybb7QBe+HChZu9zx133GED9mOPPbbB7b///e9twH7ppZds2970dU+fb1579Od6yO/32+ecc842PycxtKRMTgBwwgknbPD5TjvthKIoHHvssenbHA4HNTU11NfXb/V4s2fP3uDz3XffnXg8Tnt7+4DHuOeee+Jyubjwwgt54IEHqKurG/CxhBBCCLF9GYbBTTfdxM4774zL5cLhcOByuVi5ciXLli3b6P5z587doFy+srKS/fffn1dffXWbz/nCCy8wZcoUjjjiiM3e55VXXsHv93P66advcPu5554LwMsvv7zN5/um4bgeEkNLwpAAID8/f4PPXS4XPp8Pj8ez0e3xeHyrxysoKNjgc7fbDUAsFhvwGCdNmsSiRYsoLi7m0ksvZdKkSUyaNIlbb711wMcUQgghxPZxxRVX8Mtf/pKTTz6ZZ599lvfee48PPviAPfbYY5PXB6WlpZu8rbOzc5vPuW7duq02Y+rs7KS0tHSjdcrFxcU4HI5+ne+bhuN6SAwtWTMkxpSDDjqIgw46CNM0+e9//8tf//pXLrvsMkpKSjjzzDNHenhCCCGE2IyHH36Ys88+m5tuummD2zs6OsjNzd3o/q2trZu87ZsBY0uKiopYu3btFu9TUFDAe++9h23bGwSi9vZ2DMOgsLAQIP0G8fpNFYBBhSUx8mRmSIxJmqaxzz77cNtttwHw0UcfjfCIhBBCCLEliqKkZ0b6PPfcczQ1NW3y/v/85z+x19sOs76+nrfffrtf3daOPfZYVqxYwSuvvLLZ+xx++OGEw+GNNj598MEH018HKCkpwePx8Omnn25wv2eeeWabx7MpbrdbZopGkMwMiTHjjjvu4JVXXuH444+noqKCeDye7saypVpgIYQQQoy8E044gfvvv59p06ax++678+GHH3LLLbdstoytvb2dU045hR/84Af09vZy3XXX4fF40h3ZtsVll13Go48+ykknncRVV13F3nvvTSwW4/XXX+eEE05g1qxZnH322dx2222cc845rFmzht12240333yTm266ieOOOy59jaEoCmeddRb33XcfkyZNYo899uD999/nkUceGdTrsttuu/Haa6/x7LPPMm7cOLKysjbqrCeGj4QhMWbsueeevPTSS1x33XW0trYSCATYddddWbBgAUcdddRID08IIYQQW3DrrbfidDq5+eabCYfDTJ8+nSeffJJrr712k/e/6aab+OCDD/j+979PMBhk77335v/+7/+YNGnSNp8zKyuLN998k+uvv5677rqLG264gby8PL71rW9x4YUXAqnyt1dffZVf/OIX3HLLLaxbt46ysjJ++tOfct11121wvD/+8Y8AzJs3j3A4zGGHHca///1vqqqqBvaikHpdLr30Us4880yi0SiHHHIIr7322oCPJ/pHsdeffxRCCCGEEGIEvfbaa8yaNYvHH398ow5vQgw1WTMkhBBCCCGEyEhSJie2O8uysCxri/dxOORHUwghhBCbZts2pmlu8T6apm3ULluIb5KZIbHdnXfeeTidzi1+CCGEECIzHXroodi2vcUSuddff32r1xIPPPDAdhy1GKtkzZDY7tasWUNHR8cW7zNz5sztNBohhBBCjDWhUIgvv/xyi/eprq7u155EIjNJGBJCCCGEEEJkJCmTE0IIIYQQQmQkCUNCCCGEEEKIjCRhSAghhBBCCJGRJAwJIYQQQgghMpKEISGEEEIIIURGkjAkhBBCCCGEyEgShoQQQgghhBAZScKQEEIIIYQQIiNJGBJCCCGEEEJkJAlDQgghhBBCiIwkYUgIIYQQQgiRkSQMCSGEEEIIITKShCEhhBBCCCFERpIwJIQQQgghhMhIEoaEEEIIIYQQGUnCkBBCCCGEECIjSRgSQgghhBBCZCQJQ0IIIYQQQoiMJGFICCGEEEIIkZEkDAkhhBBCCCEykoQhIYQQQgghREaSMCSEEEIIIYTISBKGhBBCCCGEEBlJwpAQQgghhBAiI0kYEkIIIYQQQmQkCUNCCCGEEEKIjCRhSAghhBBCCJGRJAwJIYQQQgghMpKEISGEEEIIIURGkjAkhBBCCCGEyEgShoQQQgghhBAZScKQEEIIIYQQIiNJGBJCCCGEEEJkJMdID0AIIURmME2Tjo4Oent7CYfDhEIhQqHQFv9f13Usy0p/JJNJnn/+eQ444AAKCwtRVTX94XQ6CQQCZGVlpf+7uf/Pzs6msLAQp9M50i+LEEKIESRhSAghxKDouk5bWxvNzc20tLRs8LH+be3t7ViWhcfj2SCYbOq/+fn5VFRU4Ha7Nwg8AA0NDUyaNIm99toLRVHSQUnXdcLhMOFwmIaGhg3C1Tf/G4vFUBSFoqIixo0bl/4YP378Bp/3fbjd7hF+lYUQQgwHxbZte6QHIYQQYnQzDIM1a9awYsWKjT4aGxtRFIXi4uKNwsQ3Py8tLcXlcg1qLH2zQ8cdd9yAZ3aSySTt7e0bBbhvft7a2oplWYwfP54pU6Zs9FFdXT3o5yOEEGLkSBgSQgiRFolE+OSTT/jss882CDy1tbWoqkpNTc1GgWDixImUlJTgcGyfYoOhCEPbyjRN2tvbWb169UYhcOXKlSSTSaqrqzd4PXbeeWf22msvsrOzh3VsQgghBk/CkBBCZKhwOMySJUv48MMP0x/Lly+nqKiI3XbbjalTpzJ16tT0RX5FRQWapo30sLdrGNoSy7JYu3btBgHpyy+/ZOnSpTQ3NzN58mRmzJiR/thrr73IyckZsfEKIYTYmIQhIYTIAOFwmI8++igdej766COWL19OSUnJBhfsM2bMYPz48SiKMtJD3qzREoa2pK2tbYOQ+eGHH7J27Vpqamo2er0lIAkhxMiRMCSEEDugcDjM22+/zWuvvcZrr73GBx98QFFR0SaDz1gzFsLQprS3t28QSPsC0l577cWhhx7KoYceykEHHSThSAghtiMJQ0IIsQPYVPgZP348s2bNSl9oV1VVjfQwh8RYDUOb0tTUxOuvv57+vtXW1jJ9+vT09+zAAw+UcCSEEMNIwpAQQoxByWSSN998k0WLFvHqq6/u0OHnm3akMPRNfeHo1Vdf5bXXXqOuri4djg4//HBmzZolbb6FEGIISRgSQogxoqenhxdeeIFnn32W559/Ho/Hw1FHHcWsWbOYNWvWDht+vmlHDkPftHbt2nQ4eumll+ju7uaoo45i9uzZHHfccRQVFY30EIUQYkyTMCSEEKNYXV0dCxYs4Nlnn+WNN95gp512Yvbs2Zx44ol861vfSm9EmkkyKQytz7ZtPvnkk/TPw8cff8y+++6b/nmYNm3aqG58IYQQo5GEISGEGEUsy+K9995LX/CuWLGCQw45JH3BmymzP1uSqWHom5qamvj3v//Ns88+y6JFi5gwYQInnngis2fP5sADD9xu+z4JIcRYJmFICCFGgU8//ZSHH36YRx55hGg0ynHHHcfs2bM5+uijZQH9N0gY2lgkEmHRokUsWLCAf//73wDMmTOHs846i29961syYySEEJshYUgIIUZIY2MjjzzyCA8//DC1tbWccsopfPe73+XII4+Ui3xSZWGmaW7wudPpJB6Ps2jRIg4//HCcTieKoqBpGn1/zjL9wt80TV5//XX+8Y9/8MQTT1BcXMxZZ53Fd7/7XWpqakZ6eEIIMapIGBJCiO2op6eHJ554gocffpi33nqLww8/nLPOOouTTz6ZQCAw0sMbUrZtY1kWhmHgcDjQNI2Ojg4Mw8A0TSzLoqSkBE3TWLNmTfo2y7KYOnUqyWSSVatWpY+nqio777wzbW1trFu3Ln17Tk4OEyZMoLm5ma6uLlRVRVVVCgoKKCoqoq2tjXg8nr49NzcXv99POBwGwOFw4HQ6UVV1hwtSsViM5557jocffpjnn3+e6dOnc9ZZZzFnzhxpviCEEEgYEkKIYafrevqC9N///jd77LEH3/3ud5kzZw6lpaUjPbxB0XWdeDyOruskk0mysrIIBALU19cTDoexbRtFUaioqCArK4umpqb0TI6qquTl5aFpGsFgEFVV07f3tY9e/0+UoigoipIukzv22GPTM2iKomCa5gaByuFw4HK5CIfDJBKJ9O1ZWVn4fD4aGxuJxWIkk0ls26ayspKsrCzWrFmDqqrpkNQ3Rtu2x3TDiq6uLh5//HEefvhh3nvvPY488ki++93vcsopp+D1ekd6eEIIMSIkDAkhxDBZvXo1d999N/fddx8+ny9dqjR16tSRHlq/JRIJIpEIiUQCXdfxer0UFxfT3NxMJBLB7XbjdDrJzs7G7/cTi8VQFGVYZlyGes1Q3wxWX9jq7e3FMAySySTJZJLx48djWRYrVqzA6XTidrtxu92UlpZiWRamaabL9caKNWvW8Mgjj/DQQw/R1tbGueeey4UXXsi0adNGemhCCLFdSRgSQoghZBgGzz//PHfccQcvv/wyJ5xwAhdddBFHHHHEmJhVMAyDUChELBYjFouhqirV1dX09PTQ09ODy+XC7Xbj8/lGbDZhJBoo2LZNMplE1/X0LFhJSQmhUIj6+noURcHj8RAIBCgpKcE0TRRFGfXfc9u2efPNN7nzzjt54okn2G+//bjooos49dRTcblcIz08IYQYdhKGhBBiCHR0dHDPPfdw++23Y9s2F154Ieeddx7jx48f6aFtkm3bxONx4vE4sViMeDxOdXU18XiclpYWvF4vHo8Hn8+XLlkbLUZbNznLskgmk8RiMWzbJi8vj7a2Njo6OnC73Xi9XnJycggEAumywdGoo6ODCy+8kGeffRbDMCgtLWX+/Pmccsopm31MIpHgxhtv5OGHH6a1tZXy8nJ+8YtfcN55523HkQshxMDJJgRCCDEIH374IX/961959NFHOeCAA7j11ls58cQT0TRtpIe2AcuyiEajRCIR8vLycDgcrF69Go/Hg9frJT8/H9u28Xq9TJw4caSHO6b0rXFaPzQWFxeTm5ubDpuGYQDQ0NCAYRj4/X78fj8+n2/U/Ky8/PLL/Pvf/+a2225DURRuvvlmTj31VE444QSuvPJKDjzwwI2C3BlnnEFbWxv33nsvNTU1tLe3p5+rEEKMBTIzJIQQ/WTbNs899xy/+93vWLJkCeeccw6XXnopO++880gPLW39JgKNjY0Eg0EcDgd+v5+ioiLcbveonqXYktE2M9Qfuq6nQ2kkEmHcuHEEAgHWrVuH1+sd0XC0zz77MH36dG6//fb0bZMmTaKwsJAVK1ZQXV3NVVddxWmnnYamabz44ouceeaZ1NXVkZ+fPyJjFkKIwZKZISGE2EaGYfD4449z8803097ezuWXX85zzz03ajZFjcViBINBIpEIsViMgoICSktLKSgooKSkZKM1IGMxCI11LpcLl8tFbm4ukArWfeuRenp60s0pqqur04/ZHuuOdF3nww8/5Kqrrtrg9hNOOIElS5awdu1a/v73v/Ozn/2Ma6+9liuvvJIPPviAmTNnMm/ePB566CH8fj+zZ8/m17/+tXSnE0KMGRKGhBBiK+LxOA888ADz5s3DsiyuvPJKzj333BG/4OtrdpBMJikuLiaRSJBMJsnLy6O8vDw9a+Lz+UZ0nGLz+jrYlZWVAalZr2g0iqqqBINBGhsbCQQCZGVlkZ2djcMxPH+2Ozo6ME2TkpKSDW4vKSmhtbUVv9/Pj370Iy666CIeeeQRfv/731NXV5feQ+qpp56io6ODSy65hK6uLu67775hGacQQgy10d3mRgghRlAoFOKWW26hurqav/3tb9x4442sXLmSH/7whyMWhPpmEerq6li+fDmdnZ3pr+Xm5lJeXk5eXh4ul0tmfsYgp9OZnmnMyspi0qRJ+Hw+uru7aW5uBiAajRKPxxmOKvdv/sx8s5TS6XRyzjnn8NlnnzFt2jQsy+L999/nhRdeYN999+VPf/oT999/P7FYbMjHJoQQw0FmhoQQ4hs6Ojq49dZb+dvf/sa0adO48847OeGEE0akTbJt20SjUUKhEMFgkAkTJuDxeNLBR9of77j62nV7PB6KiorS4ScYDNLZ2YnD4SA7O5v8/PxBd/wrLCxE0zRaW1s3uL29vX2j2SJIle7tsccehEIh7rrrLm6++WZuueUWTj/9dGzbZu3atUyePHlQYxJCiO1BZoaEEOIrwWCQX/3qV1RVVfH+++/z1FNP8fbbbzN79uztGoT6NgEFqK+vT3cgKykpwe12oygK+fn5EoQyTN8MTWlpKTvttFN6M1jLsrBtm9bWVqLR6IBmjFwuFzNmzGDhwoUb3L5w4UL233//TT7mgAMOoKWlhX322YdFixbxyiuvsHz5cgD++te/0tHR0e9xCCHE9iZhSAiR8RKJBH/+85+ZOHEir7/+OgsXLuQ///kPhx566HYtNdN1nXXr1rFq1SqampoAGD9+PNOmTaO8vJycnJxRv4mn2D5UVSUrK4uysjK8Xi+WZWGaJmvWrGHlypW0t7f3OxRdccUV3HPPPdx3330sW7aMyy+/nIaGBi6++GIArr76as4+++z0/efOnUtBQQHf//73+eKLL4jH43R1dXHKKadQW1vLpEmT+M1vfkM4HB7S5y6EEENJ/qoKITKWaZo88MADTJkyhfvvv58HH3yQ1157jf3222+7jgFS65NWrFhBJBKhqKgovVmrrP0R20LTNMrKypg2bRolJSXptT6hUIjOzs5t2vtnzpw5/OUvf+HGG29kzz335I033uD555+nsrISgJaWFhoaGtL3DwQCLFy4kJ6eHmbOnMl3v/tdTjzxRP7xj3/w3HPPsWDBAp577jlqamq47bbb0HV92J6/EEIMlOwzJITIOLZt8+9//5trrrmGcDjMr3/9a+bOnbvdZl1s2yYcDtPd3U0oFGLKlClompbeF0hs2VjeZ2h7C4VCrFu3jlgsht/vp7i4eLt2F7Rtm2eeeYZrrrmGRCLBb37zG+bMmSMznEKIUUN+GwkhMsqbb77JQQcdxPnnn8+FF17I8uXLOeuss7bLxVnfe0+rV6+mqakJt9tNTU0NTqcTVVUlCIkhl5WVxcSJE5k8eTI+ny+9r1FHR8d2malRFIWTTz6ZTz/9lF/84hdceeWVzJw5k//85z/D0g1PCCH6S8KQECIj1NbWctJJJ3Hsscdy5JFHUltby//8z/8MugvX1vTNAjU0NKQ7dZWVlTF16tR0QwQhhpvL5aK4uBi/349lWUQiEVauXMmaNWsIBoPDHkwcDgfnnXceK1asYO7cuXznO9/h8MMPZ+nSpcN6XiGE2BoJQ0KIHVo0GuVXv/oVu+22G6WlpdTW1nLdddeRlZU17OeOxWKsWrWKxsZGXC4XBQUFAOmOcEKMBE3TqKysZMqUKfh8Prq6uoBUA4++NWzDxev18tOf/pS6ujqmT5/O3nvvzeWXX05vb++wnlcIITZHwpAQYofUt1Zhl1124cUXX+SNN97gzjvvpLi4eFjPq+s6LS0tGIaB0+mksLCQqVOnUlpaKq2wxajidDopLi6mqqoKRVHo6upi+fLlNDU1kUgkhvXcubm5/OEPf+DDDz/kk08+Ydq0aTz88MNSOieE2O4kDAkhdjirVq3ihBNO4Pzzz+cXv/gF7777LjNnzhzWc8bjcdauXcvKlStJJpPpZgh5eXmyWFyMCaWlpUycOBHbtlm1atV2aYm988478/LLL/OXv/yFn//85xxyyCFSOieE2K7kL7QQYofRVxK3++67U1FRwZdffskFF1wwrGGkr2Vxd3c3iqJQU1NDRUWFzAKJMcnr9VJeXs7kyZPx+/0kEgnWrFlDOBwetlkbRVGYM2cOy5cvZ99995XSOSHEdiVhSAgx5vWVxO2888785z//4Y033uD2229Pr9EZjvOFw2FWr15NXV0dtm0zbtw4ysrKpCGC2CH07W+laRper5eGhgbq6uoIhULDds6srCzmzZvHhx9+yKeffsrUqVOldE4IMexknyEhxJjW3NzMxRdfzNtvv83vfvc7zjvvvGGdCbIsi9WrV6PrOgUFBeTn50tL7O1M9hna/kzTpLu7G1VVyc/PJxaL4fF4hq0RiG3bPPbYY1xxxRVMnjyZ++67j4kTJw7LuYQQmU1mhoQQY5Jt2zz00EPssssuZGdnD2tJnG3bBINBQqEQqqpSVFTElClTKC4uliAkMoKmaRQWFpKfn49t26xdu5YVK1bQ09MzLDM365fO7bLLLuyxxx787W9/w7KsIT+XECKzycyQEGLMaW5u5qKLLuKDDz7gzjvv5KSTThq2c0UiEVpbW9F1nXHjxpGbmzts5xLbRmaGRp5t2/T09NDe3o7D4WDixInD2i7+lVde4fzzz6eyslJmiYQQQ0pmhoQQY0bfbNCuu+5KdnY2n3/++bAGoVgsRn19PVlZWUyZMkWCkBBfURSFvLw8Jk+eTGlpKYqi0NvbSzQaHZbzHXbYYXz66afsvPPO7LHHHtx2220ySySEGBIyMySEGBNaWlq4+OKLeffdd7nzzjs5+eSTh+U8uq7T1tZGXl4egUAA0zTRNG1YziUGRmaGRqeOjg7a29vx+/2UlJTg8XiG5Twvv/wy559/PtXV1dx3331UV1cPy3mEEJlBwpAQYlSzbZtHHnmE//mf/+GYY47hr3/967B0iTMMg/b2drq7u8nJyaG4uFjaYw+DRCKBYRgkk0kMwyAvLw+AtrY2TNPEsiwsy6KyshJd16mvr8e2bWzbRtM0pkyZQnt7Oy0tLenvT3Z2NmVlZaxbt45gMIiqqqiqSk5ODrm5uXR3d5NMJlFVFYfDgc/nw+VyYVkWiqIMa3lXpun7d9TT08OUKVOGbU1dKBTiyiuv5OGHH+b3v/89F198seznJYQYEAlDQohRq6Ojgx/84Ae8/fbb3HHHHZxyyilDfg7bttMlPj09PcP6jvaOzLbtDQJHe3s7iUQiHXrGjx9PIBBg+fLlKIqCw+HA4XAwfvx4NE2jvb0dVVXRNC0dZGzbJh6Ppy9yFUXB4/EQi8V47bXXOPDAA3E4HGiahsvlIh6Pk0gk0oHK4/Hg9/vp6uoiGo1iWRaGYVBQUEBOTg4rV65E13WcTicOh4PS0lJ8Ph9dXV04nU5cLle6xbToH8MwcDgcdHd3o+s6RUVFwxJWXn75Zc477zxqamp44IEHKC8vH/JzCCF2bBKGhBCj0htvvMHcuXPZe++9ueuuuygsLBzyc4TDYVpaWigvL8fr9Q758XdEpmmmA4rX62XdunX09PSg63p6v6WCggI6OzuxLAuHw4HT6cTj8eBwONLhczCGqkzONM10WDMMA7/fj8PhoKGhAV3X0XUdgMmTJ6cDm9vtTn+MlU6C8+fP55ZbbqGlpYVddtmFv/zlLxx00EFbfdxbb73FIYccwq677sqSJUsGdO5YLEZzczOGYTBu3DiysrKGPFyGQiF+/OMfs2DBAh544AGOP/74IT2+EGLHJmFICDGqmKbJzTffzM0338y8efO45JJLhvziSdd1WltbCYfDFBcXU1BQIO/+b0JfOZvX66W3t5fW1laSySQOh4O8vDxKSkqIRCKYponb7d5usyjba81Q32yX0+nENM30bJeu61iWxbRp00gkEgSDQbxeL16vd9QFpEcffZTvfe97zJ8/nwMOOIA777yTe+65hy+++IKKiorNPq63t5fp06dTU1NDW1vbgMMQpF7H7u5u2traqK6uHraZ14cffphLLrmECy+8kJtuuknKXIUQ20TCkBBi1GhtbeWss86ivr6exx57jL322mtIj983K9FXNlVSUiIL8L9iWRaqqpJIJGhrayMWi5FMJvH5fEycODFd8tY3wzOSRkMDhb7XKxaL0dHRQSwWQ9d1srOzqaioIBqNYpomPp9vRBtw7LPPPkyfPp3bb789fdtOO+3EySefzM0337zZx5155pnpGbGnn356UGGoT99rFgwGicViw1I6t2LFCs444wzcbjf/93//J80VhBBbJasNhRCjwsKFC9ljjz0oLi7mo48+GvIgFA6HWbVqFYlEgvz8fMrLyzM6CNm2TTgcpq2tjbq6OpYtW4ZhGGiahtfrpaysjJ122im9n4vb7SYQCIx4EBot+i7ivV4vEyZMYMqUKey0006UlpYCX5eHLVu2jNraWoLBIMCwbFC6Obqu8+GHH3LUUUdtcPtRRx3F22+/vdnH/f3vf6e2tpbrrrtuSMfT95o5nU7C4TArV64kGAwO6WsyZcoU3n33XWbOnMlee+3FE088MWTHFkLsmOSvmhBiRBmGwXXXXcett97KrbfeynnnnTekpVbJZJKWlpZ0SVymls5YlkU0GiUSiZCdnY3H46G1tRW3201ubi7l5eVomoaiKBQVFY30cMckTdPSs0AFBQUUFBSg6zqRSCQdvFetWoWqqvj9/vTHcHVB6+jowDRNSkpKNri9pKSE1tbWTT5m5cqVXHXVVSxevHjYgq/X62XixIn09PTQ1NREZWUlPp9vyI7v8Xi47bbbOOywwzj//PN59dVX+eMf/yiNUYQQmyRhSAgxYhobG5k7dy5dXV2899577LLLLkN+jt7eXhRFYfLkyRk3E9RXFtjW1kZHRweapuH3+4FUZ7aampoRHuGOr68jXZ/KykoikQiRSITm5maqqqpwOp10d3eTlZU1LGH9m28ubK6JhWmazJ07lxtuuIEpU6YM+Ti+Oaa8vDyys7PRNI1IJEI8Hic/P3/I3gw57bTTmD59OmeeeSb77rsvjz322LA/LyHE2CNhSAgxIl5++WXmzJnDySefzP/+7/8O6TvDyWSS1tZWSkpKMqo5gm3b6QX9oVAIh8NBZWUlWVlZ5OTk4Ha7M+a1GK36wlHf/kqQKmcLBoO0tLTg8XjIyckZktm5wsJCNE3baBaovb19o9kiSHVl++9//8vHH3/Mj370IyA1o2jbNg6Hg5deeonDDjts0ONa3/rrqTo6Oujt7aWsrAy32z0kx6+urmbx4sVcc801zJw5k7///e+cdtppQ3JsIcSOQdYMCSG2K9u2+etf/8rs2bO55ZZbuOeee4YsCPV1rVq5ciWQWqOwo1/827ZNJBIBUuui6urq0u+wl5WVAeDz+fB4PDvEa2HbNl09se269ma4uVwuqqur2WmnnSgsLEx/n7q6umhqaiIUCg3o+bpcLmbMmMHChQs3uH3hwoXsv//+G90/OzubpUuXsmTJkvTHxRdfzNSpU1myZAn77LPPwJ7gNvD7/dTU1ODxeKitrSWRSAzZsV0uF3/4wx948MEH+f73v88NN9yAZVlDdnwhxNgmM0NCiO1G13UuvfRSnn322c1ekA1GT08PbW1tlJeXk52dPaTHHk36NiPt2yjWtm0mT55MIBBg2rRpw7YGZaTZtk13TxzbgkjMJp4wdqjSR03TyM3NTX/u9XpJJBI0NTVh2zbjx48nJyenX8e84oor+N73vsfMmTPZb7/9uOuuu2hoaODiiy8G4Oqrr6apqYkHH3wQVVXZddddN3h8cXExHo9no9uHg6ZpjB8/nry8vPQmuqqqDlnp4Mknn8xbb73F7NmzWbp0KQ888EC6bFQIkbkkDAkhtov29nZOO+00otEoH3zwARMmTBiS49q2TW9vL4FAgJycHLKysnbYjmd9G5u6XC6am5txuVyUlZURCATSswk7wuzPppimRSicev6BgBOHphCJJLEsBb/PhcOx4wXAvr2LSktL000YbNtm9erV+P1+cnNzt1pONmfOHDo7O7nxxhtpaWlh11135fnnn6eyshKAlpYWGhoatsfT2WZ9GyCHw+F0Sd9QrSXabbfd+OCDDzj99NM54IADeOaZZ9KvhRAiM8k+Q0KIYbdkyRJOOukk9ttvP+67774hK4szDIOmpiZisRgVFRVDuu5otDBNMz0DFIvFKCkpobCwcLOL4HdEpmnRG0qVTWUH3Ni2yfPPP88RRx6NrtuYlo3H7cDndaKqO/ZrYts2wWCQ3t5eQqEQHo+H6urqHXY2MBwO09TUhMvlYsKECUP2RkcymeTHP/4xTzzxBP/617846KCDhuS4QoixZ8f87SmEGDUef/xxDjroIC666CL++c9/DllgicVirFq1Kt0VbUcKQn2NEACCwSDd3d3k5OQwdepUCgsLgR13BuibkkmT3mACVVHIyXJvMAPkcmrk5njw+5wkEgY9vXHiCWMERzv8FEUhJyeHiooKpk2blt64tKenh8bGRiKRyA61nioQCFBTU0MgEEDTtCFb6+N0Opk/fz433HADxxxzDHffffeQHFcIMfbsmLUkQogRZ1kWN9xwA3/+8595+OGHOemkk4bkuLZtp0vFSkpKyM3N3WGCgWVZ9PT00NXVha7rTJ06ldzc3A06j2WSRMIgHNFxODSyAq5NzvooioLX48TtchCNJQlHdOJxA7/PidOpbeKoOw5N09Jr43w+H7FYjIaGBhwOB6WlpWRlZY3wCIeGpmnp7noNDQ3pf/tDMRv2wx/+kJ122onTTz+dTz/9lD/96U871Do0IcTWSZmcEGLIxWIxzjrrLD7++GMWLFgwZIuvk8kkjY2N+P3+TbYGHqv6fg33zXTl5+eTk5OzQdvhTBOLJYnEkrhdGgG/a4PAm0wmef755znuuOM2unBNJk0i0SSGaWVM6dz6LMsiGAzicrnwer2sW7cuvcnujiCRSNDY2AjAhAkThqwF9+rVq5k9ezbFxcU8+eST/W5UIYQYu6RMTggxpLq7uznqqKNobW3l/fffH7IgFAqFWLVqFS6XK10qNpbZtk04HGbNmjW0traiKApVVVVMmjSJ/Pz8jA5C4YhOJJbE53WSFejf3kjO9UrndN2kpzdOLJ4cxtGOLqqqkpubi8/nw7ZtdF2ntraW1atXD7hF92jidruZOHEifr8/3WVvKFRXV/POO+/gdrs55JBDaGlpGZLjCiFGPwlDQogh09TUxMEHH0xubi4LFy4cstBimibNzc2UlpZSXl4+5oNCPB6nrq6OhoYGvF5v+nVyOp07TMnfQNi2TTCUIJ4wCPhd+LwDL1fyepzk5nhwuTQi0SQ9vXGSSXMIRzv6qapKeXk5U6dOJRAI0NnZCaQaj4zlUKSqKuPGjaOqqgpI7cc0FGuJAoEAzzzzDHvssQf7779/er8yIcSOTcKQEGJILF++nP3335+9996bp556akgaGui6Tnd3N5qmMXny5DG9dsa2bXp6ejBNE4fDkW6IUFJSImsUAMtKBaFk0iQ74MbjHvySVlVVCPhd5GZ7UBToDSUIhROYZmZtuOlwOCgqKqKqqgpFUWhtbWXlypVDFiJGiqqq6XV2tbW1xOPxQR/T6XRy//33c8YZZ3DAAQfw3//+dwhGKoQYzSQMCSEG7b333uPAAw/krLPO4p577hmS9rfhcJja2lpisRi2bY/Z1sGWZdHZ2cmKFStoa2tD13UcDgeFhYVjfoZrqJimRW8wjmna5GSnZnOGksOhkpPtIeB3kUxaqdK5WHJMz44MRllZGcXFxemfy6EIESNF0zSqq6vJysqirq6OYDA46GMqisLvf/97rrrqKg477DAWLlw4BCMVQoxW0k1OCDEoL774It/+9rf57W9/y//7f/9vSI7Z1dVFS0tLejf6saytrY1IJEJJSQk5OTkZXQa3KcmkSSisoyiQk+1G04Yv9HrcDlxOjehXzRniCQO/34VrB+86902KopCbm0tOTg6hUAi3200ikaC3t5eCgoIxF9IVRaG0tBSv1zukY7/iiisoKSnh5JNP5p577uE73/nOkB1bCDF6SBgSQgzYQw89xMUXX8y9997LmWeeOWTHVVWVqqoq/H7/kB1ze+krh+vu7qaqqoqSkhIURZEQtAm6bhIKJ3A4VLIC7u3S9a2vdM7jdhCJ6gRDCdwuDZ/XOaxBbDRSFCXdmruvoUdnZyfFxcXk5eWNudnYvg5woVCInp4eysrKBv0cvvvd71JYWMjpp59Oe3s7P/7xj4diqEKIUUTCkBBiQP74xz9yww038Mwzz3DEEUcM+niGYbB27VpKS0vJzc0d/ABHQDAYpK2tDdu2KS4ulhC0BbF4kkg0icuZ2kNoe79OfaVziYSRarCgx/F5nXg8joz8nnk8HqqrqwmFQrS1tQFQUFAwwqMamL6W4nV1dVRUVOByuQZ1vKOPPpqXX36Z448/ntbWVm666aaM/BkRYkclYUgI0S+2bfOrX/2KO++8k1dffZUZM2YM+pjxeJz6+nq8Xu+gL1xGgmmaaJpGKBQiPz9/TL6rvj1FojqxuIHH7SDgH9nvt9vtwOnUUuEsg0vn4OuZoqysLGzbJplM0tDQQHFxMYFAYMwEAIfDQVVVFS0tLdTW1jJ58uRBr2Pce++9efPNNzn66KPp7u5m/vz58m9ciB2E/EsWQmwz27a55ppruPfee3njjTeGLAjV1dWRl5fHhAkTxtQFRjweZ82aNdTX1wOphekFBQVj6jlsT7ZtEwoniMUN/F7niAehPqqq4Pe5yMvxoKoqwVCCYCjzus71URQFVVXRNI2cnBzWrl3L6tWriUajIz20baaqKuPHj6eiogKHw4FhGIM+5tSpU1m8eDGLFi3iwgsvHNOd+IQQX5O/2EKIbWLbNj/72c948MEHee2115g2bdqgj2eaJm63m8rKynRZ2VhgWRbNzc3U1tbidrupqKgY6SGNeqnW2Tq6bpLld+EdxB5Cw0XTVHKy3WT5XRhmqutcNIO7zqmqSmFhIVOmTMHv9xMKhQDGzOuhKAp+vx/btlmzZg0tLS2DHvuECRN4/fXXeeONNzj//PMxzczau0qIHZGEISHEVtm2zWWXXcZjjz3G66+/zpQpUwZ9vKamJpqamtIXLGOBbdsYhpF+57ympoZx48YNSSvxHdnXrbMtsrPcuIdgD6Hh5HY7yMvx4PE4iMWSdPfG0fXMvejVNI2SkhJKSkowTZOVK1fS2dk5pkJRRUUF4XCYhoaGQc/olJWV8frrr/Puu+9y7rnnSiASYoyTMCSE2CLbtvnxj3/MY489xgsvvEBNTc2gjmdZFg0NDcRiMcaNGzdEoxx+sViMuro6mpub06183W73SA9r1DMMi95QAptU62znV2txLMsikUhg2zaWZdHV1UVHRwft7e20trZi2zaJRIKGhgbWrFnD6tWraWhoAFKNKsaPH09DQwOrV6+mvb0dgJ6eHpqbm2ltbaW9vZ1wOAxANBolEomQSCS2+cJVUVKlc7k5HjRVJRgefaVz8+fPp7q6Go/Hw4wZM1i8ePFm7/vkk09y5JFHUlRURHZ2Nvvttx//+c9/+n1OTdMYN24cnZ2d1NbWEolEBvMUthuXy0V1dTWmaaZ/XgZj3LhxvPjii7z11lucffbZEoiEGMMkDAkhNsu2bX7yk5/w9NNPc++999Lc3DzodQPNzc2YpsnEiRNxOkdfqdQ39ZXE1dXVEQgEKC8vH+khjQnJZJLu7l7qG1rpWLcOr1tBVRVWrlzJF198wRdffMGqVavQdR3btunt7SUajaLrevqde03T8Pl8ZGdnp/fFAXC73QSDQXJycsjNzU3PLGqahqqqWJaFruvpdSK9vb2sXbuWVatWsWzZMrq6ugBoamqisbGRlpYWOjs7SSaTwIZlYH2lc9kB96gqnXv00Ue57LLL+MUvfsHHH3/MQQcdxLHHHpsOjN/0xhtvcOSRR/L888/z4YcfMmvWLE488UQ+/vjjfp87KyuLmpoacnJy0pucjvTrsS36GisUFRVhWVb6+z0QiUSCuro65s+fz0cffcR5550ngUiIMUqxx8JvMCHEdmfbNldddRX/+Mc/eP3115k4cSKffvop7e3tHHDAAfh8vn4dzzAMNE1L/3e0Nxnom7FQVZWWlhYKCgpkJmgTdF0nGo2SSCTQdZ3s7GxycnL4YtkKQuEEPq+b/Dw/hYWFuN1uwuEwDocDh8OBpmkDWieWTCZ5/vnnOe644/oVqPvWqSmKgqZp9Pb2ous6yWQSXdcpKSnB4/GwbNkyXC5X+qOoqAhVVbFtm3jCJBZLoqgKAZ8Ll2tkus7ts88+TJ8+ndtvvz1920477cTJJ5/MzTffvE3H2GWXXZgzZw6/+tWvBjUWy7Kora0lPz+f/Pz8MbH2r6uri3Xr1lFVVdXvf9eJRIK3336bQCDAjBkzaGtr49BDD+XAAw/k7rvvHvW/24QQG5J/sUKIjdi2zbXXXstDDz3Eq6++yqRJk1AUhd13353i4mLeeuutfs0QxeNxamtrCYVCOJ3OUX+xkEwmqa+vT5fEjR8/PuODkG3bxONxuru7aWlpoaOjA4DOzs70rIrH48HlchGNJSkqLmOXnaey265TKCsrS79+gUAAj8eDw7H99/NRFCUdwiC1SWdRURHjx4+nqqoKr9cLwKRJkyguLsbn86XDUzweZ9myZbQ0NxCNdBEOBQmGE/QGt3/pnK7rfPjhhxx11FEb3H7UUUfx9ttvb9MxLMtKt4IfLFVV06Vzq1evJpFIDPqYwy0vL4+cnBzq6ur69bvsm0Go77m/8sorvPHGG1x88cXSZU6IMWZ0X5EIIUbEzTffzL333ssrr7zC5MmT07cPJBBFo1FWr15Nbm4uWVlZwznsQbNtm+7ublauXInD4WD8+PEjPaQRY1kW4XA4XVLW3d1NbW0tXV1d2LadDjfjxo1j0qRJlJeXU1hYiGlpRGNJ/D7XqGmd3R+KouB2u8nOzqawsJCysjJUVcXj8TBp0iQKCgpwODRUJUl2wE1PTw9LPvmSutVrCQaD26VUqqOjA9M0KSkp2eD2kpISWltbt+kYf/zjH4lEIpxxxhlDMqZAIEBNTQ1er3dI1uQMt751f0VFRaxdu3abyvw2FYT6lJWV8eqrr/Lyyy9z+eWXj4myQSFEyuhu6SOE2O7uuece5s2bxxtvvLHJ9tl9gejTTz/lrbfe2mLJnGma1NfXU1xcPCZ2s7dtm56eHiZMmDDqg9tQsywLRVEwDIPGxkZisRiaphEIBMjLyyM3N5e8vLzNzubYdqp1dtJItc4e7R3j+ktRFDweDx6Ph9zc3PTt40rzcDpUurqDfNnZQEF+FhMnVqbbUPt8vvRM1HCMaX22bW/TbNs///lPrr/+ep555hmKi4uHbDx9syR9JaYtLS3p8sjRqrCwMP1znUgkNjvWLQWhPuXl5SxatIj999+fcePGcdVVVw338IUQQ2DH+mslhBiUBQsWcNlll/Hcc8+x++67b/Z+2xKIDMPA4XBQU1Mzqhsl9AWgaDRKWVkZ1dXVIz2k7UbXdUKhEMFgkGg0ysSJE9MX+2VlZbhcrvTF9ZYusk3TIhTW062zXc6RWUczElwuF+PHF1FSUkAkmiSeSNIbjBOJRAgFe0kmk/h8PkpLS/u9zm5zCgsL0TRto1mg9vb2jWaLvunRRx/l/PPP5/HHH+eII44YkvF8k6Io6WBWW1tLSUnJqF5L1LeWsba2ltLS0o1KB7clCPWprq7mhRde4NBDD6WkpITvf//7wz18IcQgSZmcEAKAN998k7lz5/Lggw9yyCGHbPX+WyqZ6+3tZeXKlZimOaqDUDKZpKGhgba2toyYCbJtm2g0SiwWA2Dt2lRpV193MI/Hg6Io5Ofn43a7t+ni1TRTrbMt2yYn25NRQWh9mqaSneUmN8eLZdm43NmUlVdTUzOZ3NxcHA4HlmWxatUqWltbiUQiAy6lcrlczJgxg4ULF25w+8KFC9l///03+7h//vOfnHvuuTzyyCMcf/zxAzr3tlJVlfHjx1NRUUFHR8c2l++NFIfDQWVlJa2trXR2dqZv708Q6rPnnnvy9NNP86Mf/Yhnn312OIcthBgC0k1OCMFnn33GQQcdxO9+9zsuuuiifj3Wtu0Nuszpuk5zc/OoLzWzbZva2lrcbvcOv3FqLBajq6uLUCiEZVmUlJRQUFCwzWVVm5NMmoTCOooC2VluNG37vL820G5y20uq2YRBNJZEURR8PicetyO9DisYDBIKhVAUhalTp6a/D/35Xjz66KN873vf44477mC//fbjrrvu4u677+bzzz+nsrKSq6++mqamJh588EEgFYTOPvtsbr31Vk499dT0cbxeb7pl+XAxTRPLsnA4HEQiEQKBwLCebzCi0Shr1qxh4sSJKIrS7yC0vn/961+cc845vPTSS1sMqUKIkbXj/vUXQmyT+vp6jj76aC6//PJ+ByHYsGTu/fffp6ioiMrKylF7wdN3QZqdnU1VVdUOGYL6Or9FIhEKCwsxDANVVSkvL8fv929T6dvWJBIG4YiOw6GRFXChqqOzBGokKIqC1+vE5Uo1kwhHdBIJA7/PRXZ2NtnZ2elNZRVFoauri/b29vS+SV6vd6vfmzlz5tDZ2cmNN95IS0sLu+66K88//zyVlZUAtLS0bLDn0J133olhGFx66aVceuml6dvPOecc7r///mF5HfpomoamaSQSCRobG8nOzmbcuHGjsqukz+djypQpmKbJO++8M+AgBHDaaaexbt06TjjhBBYvXswuu+wyDCMWQgyWzAwJkcE6Ojo48MADOeyww7jtttsGdXFsWRZLly6lq6uLffbZZ8jWRwwlXddpbGzEtm0mTpw4Ki/GBsOyLDo6OujtTa1Vyc7OZvz48UP+PGOxJJFYErdLI+B3bfe1IKN9ZuibkkmTcETHtGw8bgc+r3OD8NhXvtjT00Nvby8FBQWUlJRgmuawNV8YKbqus3btWkzTZMKECXg8npEe0kb6SuMKCgoYN24cRUVFgzre9ddfz7333svbb7/NhAkThmiUQoihImFIiAwViUQ4/PDDKS8v59FHHx3URVdPTw+dnZ1UV1ezdOnSAW/MOpyCwSBr164lNzeX0tLSHSYIWZZFMBjE7Xbj8XhoamoiEAiQnZ09LM8xHNGJJwy8Hgd+38i0zh5rYQi+mq1LGESjya9mjhx4PRuP3bIsLMtC0zRWrFiBw+EgPz+fnJycHeZn1rZt2tvbyc7OToeh0dJcYf01QjvvvDP19fXpstKBsm2bH/7wh7zxxhssXrx4THTWFCKTSBgSIgMZhsFJJ51ENBrlhRdeGNS7s729vaxdu5aKigqysrI2WkM00oGobz1Gb28vwLCvj9hedF2nq6uL7u5uNE1j3Lhxw7pGy7ZtQmEdPWni9zk3eSG/vYzFMNTHsmyisSTxhIFDU/H7nDg303TCNE16enro6urCMAymTJmCqqqjJjgMhe7ubsLhMOPHjx/xWbBNNUvoW0NUXl5Odnb2gI9tmiZnnHEGzc3NvPLKK+kNfoUQI2/HeJtJCNEvP/vZz1izZg1PP/30oIJQKBSiqakpHYRgYBuzDhdd16mrqyMWi5GTkzPmg5Bt2+lOcJFIBF3XmTBhApMnTx7WIGRZNsFQgmTSJDvgHtEgNNapqkLA7yInK7WfTW8oQTiiY1kbvy+paRoFBQXU1NRQXV2Npmn09PSwevVqgsHgDrGxZyAQSLe1jsfjIzaOzXWN8/l8TJw4kUAgMKjXW9M0/vGPf6AoChdccMEO8b0TYkchYUiIDHPffffx4IMPsmDBgkGHA6/Xu0EQ6jMaAlEkEqG2thav1zuqN33cFpZl0dXVxcqVK6mvr8eyLPLy8qioqCAQCAzrTIFpWvQG45jmV62zXTvWGpaR4nRq5OZ48Puc6LpJT2+cWDy5yfv2bfgKkJWVRSAQoKWlhRUrVhAMBrfnsIec0+mkqqqKnJwc6urqMAxju49ha+2z+1rONzY2Dur19ng8PPnkk7zxxhvMmzdvsMMWQgwRKZMTIoO89dZbHHXUUSxYsIDDDz98wMeJx+P09PRQUlKyxQvxkSqZi8Vi1NXVMW7cuI02UBxr+lqA27ZNYWHhdl07MlKts7dmLJfJbUp/Suf62LZNMBjE5XLh8Xjo6uoiJydnTHdHTCQSuN1udF3H6XRul3LA/uwj1LfusLKyEr/fP+BzfvTRRxx88MH83//9HyeccMKAjyOEGBqj4y+bEGLYNTQ0cOqpp/L73/9+UEFI13XWrFmzTWsXtvcMkW3bGIaBx+Nh0qRJYzYIGYZBW1sb7e3tKIrChAkTqKmpIS8vb7sFIV03CYYSaJpCTrZn1AShHVFf6VxutgdFSZXOhcIJTNPa7GMURSEnJwev14tpmgSDQVasWEFLSwvJ5KZnmEY7t9uNbds0NDSwdu1aLGvzz38o9HdD1ezsbEpLS6mvrx9USd/06dO59957+e53v8sXX3wx4OMIIYaG/HUTIgNEo1FOPvlkTjrppA32GOkvwzBYs2YN2dnZ29xudnsFor6xtbS0bFBWNJYYhpEuf4pGo+l3n91u93ZdNB+LJwmGEzidGtlZbtlDaDtxOFRysj0E/C6SSStVOhdLbnV9icPhoLq6mqqqqnT7eGBMrktRFIWqqiqSySSrV68etmDX3yDUJz8/n+Li4kGff86cOfzP//wPs2fPpqura9DHE0IMnJTJCbGDs22bM888k+bmZl5++WVcroG3Q45EInR3d1NWVtbvi/PhLJmLx+PU19fj9XopKysb8a5U/WWaJoqiYJomra2tFBYWjli3qUhUJxY38LgdBPwj0zp7a3a0MrlNWb90TlMV/H4Xrq2Uzn39WAtVVamvr8flclFUVDTmyucsy6K5uTndKXEoDTQIfVN3dzdZWVkDfm0ty+LUU08lHA7z4osvjrnvkRA7CpkZEmIHd9NNN/Huu+/yr3/9a8BBqG9TSL/fT3l5+YBmKYZzhqilpYXc3FwmTJgwpoJQ3yapK1asoLe3F6fTyYQJE0YkCKVaZyeIxQ38XueoDUKZYv3SOVVVCG5D6dzXj039aS8pKUHXdVasWEFbW9uwl50NJVVVKSsro7S0NF0GOBSGKgjZtk0oFEo3NBkIVVV56KGHaG1t5Sc/+cmAjiGEGDwJQ0LswJ555hl+97vf8cwzzwy4tMO2bdauXUtLS8ugy26GOhCFw2Fs26aysnKrzRxGm3A4zIoVK+jp6aG8vJzc3NwRG0uqdbaOrptk+V14vTvmbMtY1Fc6l9XP0jlIdS+rrKyksrISXddRFAXDMMZMKFIUBUVRSCQSrF27ls7OzkEdb6iCUN/YysvLUVWVhoaGAf9uzMrKYsGCBTz88MPcc889Ax6PEGLgJAwJsYNatmwZ3/ve97j//vvZc889B3yctrY2otEoFRUVQxI2hioQdXR00NDQQCKR2G5NBYZCX4BzOp2UlpYyadIksrKyRizIfd062yI7y43bPbpLdSzTJtqZwB4b1/NDxu12kJfrweNxEIkl6emNoyfNbXqs3+9nwoQJKIpCR0cHK1eupLe3d8ysKfL5fFRVVdHe3k5ra+uAxj2UQaiPqqpUVFRgGAaRSGTAx5k4cSJPPPEEP/7xj3n33XcHPS4hRP+MnSsIIcQ2i8VinHHGGfzwhz/ktNNOG/Bx+tYIVVVVDenajMEEItu2aW1tZd26dVRXV4+ZRgm6rlNfX58OcG63m9zc3BGdzTIMi95QAhvIyXZvtZ3zSLJMi0Q4Sawnkfo8BvYmNirdkSmKgt/nIi/Hg6qqBEMJgqFtK53rU1JSQnFxMS0tLaxZs2bMdJ7r2/w0Fov1e2ZrOIJQH03TmDRpEoFAANPctnC6KbNmzeLXv/41c+bMobu7e8jGJ4TYOmmgIMQO6KKLLmLp0qW8/vrrgwoxtm2TTCYH1XRha8fvb1OFRCJBQ0MDFRUVY2Yz1Z6eHpqamsjNzaWkpGRULJTWkyahUAJNU0d1xzjLsEjGTAw91WTC6dUwbZMXnnmRw484gkC+D1UbnWMfbomEQSSWxLZsvF4nXo9jm8O1aZp0dHRQVFSUnmkZS+vturu7t2nPreEMQuuzLIsVK1ZQVla20SbU28q2bWbPno3D4eDJJ58cU2W/QoxlMjMkxA7m0Ucf5fHHH+ef//zngINQX1tby7KGLQhB/2aILMsiHA7jdrupqakZE0EoEolg2zYej4fq6mrKyspGRRCKJwyCoQQOh0ZO9ugMQmbSIh5KEuvVMQ0Ll9+BN8+FokBPfQRbBWyIB3WsfsyM7Ejcbgd5OanSuVgsSXdvHF3fttkJTdMoKSlBVVW6urpYuXIlPT09Y6J0zrIsuru7WbNmDYZhbPZ+2ysIQapkrrS0lMbGRhKJxICOoSgK999/P//973+57bbbhniEQojNkZkhIXYgtbW1TJ8+nQceeICTTz55QMewLIu6ujq8Xi/jx4/fLu9Obm2GyDAM6uvrUVWVqqqqUf+Oqa7rtLS0EI1GmThx4qgKbtFYkmgsicftwO9zjrrX0tQtkjED07BQNQWnx4HmVklGTWK9OsHWCEufqKebVo6+8ECcLhcOt4o3x4XqyNz390zTIhxJkjRMnA6NgN+5zRvl2rZNb28vra2tuN1uysrKhvVNkKFgWRaNjY3our7JMt7tGYTW19raSjAYZNKkSQOeaVu8eDHHHHMMixcvZvr06UM8QiHEN2XuXw4hdjCJRII5c+Zw7rnnDjgI2bZNU1MTqqoybty47XahvKUZor7NVB0OB5WVlaPu4v2bent7WbVqFZqmMXny5FEVhMIRnWgsie+r1tmj6bU0dJNYj048pGPb4M5y4s52YiRMehojdDeGaHivnQ/uXUk8qKM3OOhYGUIP60Ta4wRboiTjm58lGCvmz5+fXgs3Y8YMFi9evMX7v/7668yYMQO/38dee+7Eo/98ENNKdZ2LRPVtmulRFIXc3FwmT56M1+tFVVUsyxrVs0R9zQt8Ph/xeHyDr41UEILUmqyCgoJB/ds66KCDuOaaa5gzZ86QtRQXQmyezAwJsYO47LLLWLx4MW+//faAL8BN06S5uZlx48aNSDnXpmaIurq6CIfD6W5Yo5VhGDgcDqLRKKZpDnjdwHCw7VTr7KRhEvC78IySjnG2bWMmLJJxA0M3sa0krPwMpXYVzs4QyZZ2ok3tGM3dJNt70eJRVCtOUctSWkumgSNA9pQC1Lwc8OWS9PmhOBvnuBLUydW4990X5xhpsAGpEtfvfe97zJ8/nwMOOIA777yTe+65hy+++IKKioqN7r969Wp23XVXfvCDH3DRRRfx1ltvcckll/DII49w3PEnEYslUVQFv9fZ7y6B7e3thMNhysrKRlWg35xIJILT6cS27RELQuszTZPe3l7y8/MH/PhjjjmGwsJCHnnkkVH9u0+IsU7CkBA7gKeffppzzjmHDz/8kJqamgEdIx6P43a7R/yPbl8g6ujoYObMmeTk5GDb9oiPa3Ns26a7u5vW1laqqqq2qQnE9pTaQyjVcSwry41rO3eMs20bXddxRCKojz1G4oUXUBobUdvXoQaDqHoCLBub1J8i2+HAdrqxNQeGpWFYGqbDheFwEHc4iTg1StfVs7awglzLxpnUyfLZuBQbKxrH1nVUy0DRdVTT6BsEtqJgezzYgQBKaSlaVRWxvffGPOMMHOPGjYqf/X322Yfp06dz++23p2/baaedOPnkk7n55ps3uv/Pf/5zFixYwLJly9K3XXzxxXzyySe88847mKZFJJpET/a/dM6yLNra2ujq6hqS2Y7h1tLSQm9vL21tbfh8vhENQpCanaqrq6O0tJS8vLwBHaO1tZU999yT3/zmN1xwwQVDPEIhRB8JQ0KMcfX19ey1117Mnz+fM888c0DHiMfj1NXVUVFRQSAQGOIR9l8ymWT58uVEIhF23333URcw+iSTSZqamojH44PqIjVcTDPVOhsgO+DGMcxramzbxl69GvWRR0i89BLqypVo3d1gWSiqCjk5JEpKMcZPwJg0BXv6XgSOPworK59wR4xEj07bF0Fal3YRC+okNIO4liCqJjAdFstjIeoTUXRPAjXuwK1ojPd4yXW6mL5/JfsePhFnWEPpBYfLgcvnwOHSMDGwgl2o77+D8tFHeFavxtHQgFFbi9rbC5YFqgr5+ShTphD71rdQzj4bz267bbcAoOs6Pp+Pxx9/nFNOOSV9+49//GOWLFnC66+/vtFjDj74YPbaay9uvfXW9G1PPfUUZ5xxBtFoNL2ORtdNIlEd07Lxehz4vNu+ViwSidDS0kJlZeWQttcfavF4nE8//RSPx8OUKVNGRcv9cDhMfX091dXVA/4dtmjRIk4++WTeffdddt111yEeoRACYHTUSgghBsQ0TebOncu3v/3tAQehvoXIBQUFoyII9a0RysnJwbIs3nrrrW1uu729xeNxHA4HkydPHnVtiZNJk1BYR1EgO8u9zTMC/RKLEf/zn1EfewzHypWg6+BwQFERysSJJH/wA8zvfQ/XxEkk4xZGItXpzOVW8bhUjKhJqDtB15cdtC7tpmNFEMM2iTsSRN06cU3HVm1ihsXKSJgmM4YdMEl4dDTbQo27aUhEWZOM8Mmr3fzjvc+YUJ5PWW42Zb5sqovzmDS+gCy/B0dWEepRJ+OcfRqaWwVFSf8BtG0bvaEB52OPYb/8Ms5//hP1ttuwDQPb6YQpU7BPOQX9ootwFxcPy4xDR0cHpmlSUlKywe0lJSW0trZu8jGtra2bvL9hGHR0dDBu3LjU6+3ScDo9xOMG0ViShG5uc+mc3+9n0qRJ6Q1bNU0b8f2xvimRSPDOO+8QCAQoKCigt7d3VIShQCCQ/v5VV1cP6DU74ogjuPzyyznjjDP48MMP8Xq9wzBSITKbhCEhxrA//elPdHR08Oc//3nAx2htbUXTNIqLi4dwZAPX1taG2+1mwoQJTJgwgU8//XRUBSLLsmhtbSU7O5usrKxRNxsEqf1nwhEdh0MjK+AaktbZlmUR+eAD1D//GdfixTg6OlAAZ14e+syZxH/7W1yHH55aX6IouACHaWPEDeK9qY09HW4NzakQDyWJNEZo+byb1qU9RNbFSToMYlqCqJZA11LlbTZQFw+zygxj51hoHhWX6sJvu+mNRUn6DdSEhhbXUDQF3TSobWijKdSNYiuoS1WcCSfFviwq8nOpKs2nvCSb8nFZFBb5cHodqJqKoii4KyvhZz+Dn/0Mla/L+xLvvkv2XXdh3X037t/+FoBkfj7J/ffHd9VVsPfeg35t1/fNC+atlYhu6v6bul1RFLxeJy6XRjSWJBTRiScM/D7XVmcM+47l8XhobGwkHA4zfvz4UfEGwDebJfSN1TAMbNse8dmsgoIC8vLyUBRlwOW+1113HS+99BK/+tWvuOWWW4ZhlEJkNglDQoxRy5Yt4/rrr2fhwoWDCgn5+flomjbi7/RaloWiKJSWlqKqano8u++++6gJRIlEgsbGRhRFobCwcMTGsSWxWJJILInbpQ26Y5yRSKDfcgu+Bx5Aqa/Hr2kYlZUYc+diXXEF7nHj0ADvVx99LNMiGf16o1SHR0NRbeK9Ot1rwjQt6aJ9WQ+GYRJ36EQ9OjEtgaVZKLaCYkOjFWWFGiSZZ+N0abgNL96EB7fuRjVUHKFuFJ9GUAlj+pOoSQ1HzIkSUbF6bZwlKobbJOGKEyFCY9c6Pmhx4Uq6cSVdBJxuykuzmVCWTUVFDlWVuZQUBdLBUVEU3G437kMOgUMO+TogdXVh3XorrmeegVmzsJNJzOJi9LlzcV53HU6/f0CvdWFhIZqmbTQL1N7evtHsT5/S0tJN3t/hcFBQULDJx2iaSlbAjTtpEono9ATjeNyp0rmtheZAIEBNTQ1r166lrq6OmpqaEf29saWucV1dXfT09DBx4sQR3dtLURQ0TaOtrQ1N0wb0e8PhcHD//fczc+ZMTj31VPbbb79hGKkQmUvWDAkxBpmmyQEHHMCBBx7IH/7whwEdI5FIEIlEBtztaChZlkV9fT2BQICioqKNvr61fYi2h0QiQW1tLXl5eenNKkeb8Ffv9ns9Dvy+ge0TY9fVkbj8cpyvvYYSjWLl5KB8+9uoN98MOTlbvPi1DAs9ZmLqJoqq4PRqWIZNtCtBy9Iumj/pJrg2gqGZxBxJoo44CS2JjY2iqKBYrFPjrPJECGPgVlx4dA+ehAeX4URBIeB3MevAShrrl1JRvRvLP1rHJ1800uEMYzgNVEVF0x04TQe+XA+22yapJtE9CUyXgWXbaKaGS3fjTrpxxV24zNTsgcutMaEsmwllOUwoy6a8LJuy0iycW2g6kejpwbj2WlxPPIHW2QkeD+phh6H/+tc4+7nmaJ999mHGjBnMnz8/fdvOO+/MSSedtNkGCs8++yxffPFF+rYf/vCHLFmyhHfeeWer57NtO106pygKPp9zmzoN2rZNLBbD5/ORSCRwubZ/m/attc+2bZu1a9em9yEa6VmsaDTK6tWrB7V+aN68edx7770sWbJEyuWEGEIShoQYg+bNm8d9993Hxx9/PKA/in0bqwYCAUpLS4dhhNtuWy9aRioQWZaFYRg4nU7i8fiovAixbZtQWEdPmvh9TryebS8Nsm2byEcf4bz4YlxLlwKQnDSJxI9/jOf739+mMiNTT7XHNpOpjVI1l4qpW/Q0Rlj7YQetS3vQY0kSriRxRSfsjGOqFiig2Aq6I0k8x2KtN0FrMI7H8OBNeHEnXWhW6udBVRUO3q+Cg/apoCcU5b8fvMMJxx+J3+8h2BDhzTu+oKE3SLsWocsVI2gZRA0Lb7Ybp9sJCRVLtbCcBnGnTtKhY2kmqqXiMJy4dBeuuBuH4cBha1+Vz6Xe2R9XEqB8fDYV5V+FpPHZ+Lwbvy6GYcCCBWi/+x32p5+CZWFMm0bi1lsJHHroVgNDX2vtO+64g/3224+77rqLu+++m88//5zKykquvvpqmpqaePDBB4GvW2tfdNFF/OAHP+Cdd97h4osv5p///CennXbaNv8MmKaVXkvkdKjbVDoHqZ+dlStX4vF4KCsr226BY1v3Eep7k8XlclFWVrZdxrYl69ato6uri5qamgG9VkPxJpgQYmMShoQYY5YtW8bMmTNZtGjRgMslmpubicViVFdXj/gMR9+O7dtSzrK9A5Gu6zQ0NODxeCgvLx/Wcw2UZdmEwgkMwyIr4Mbl2saLrHCY+Lnn4nz+eRTTRJ85E/vOO/H2o2OVoZsYMRPTsFA1Fc2poMcMWj7tpumjTjrrQliKRcKlE9JSs0CWYoGqYCs2UaeOe4KHnoBB3ZoojogLj54KJAqp4GDbMHliPocdUoXTqxAyY3SGQ3y+9BNm7X0QPqcHn9OFETL59J+1xJoTGC4Dw29iqQZRbHJ2zyWZp9K4tpe2jgjJhA02mFjojgRJdxJTNQEV1VBwJJw4dSdO04HDdqDZGqqSCkd9CvJ9X80iZTNhfCok5WR/3Z7bsiwiK1fi+NGPcC9ejKKqWEceSfTPfyawhcX08+fPZ968ebS0tLDrrrvy5z//mYMPPhiAc889lzVr1vDaa6+l7//6669z+eWX8/nnnzN+/Hh+/vOfc/HFF2/z93B9yaRJJJrEMK1tLp0zDCP9ZkZlZeWw70nU3w1VTdPEtu10+BjJsr6+N34KCgoG/Ltr+fLlzJgxg4ULF7L//vsP8QiFyEwShoQYQwzD4IADDuDggw8e8ELavv0vJk2ahMs1sFKqoRSLxdA0bZvHsr0CUTQapaGhgaysLMaNGzfioXFTTNMiGEpg25AVcG2xnAtSa4Di112H9+670YJBzEmT0H//ezyzZ/frItFImCRjBpZpozlUFA0iHXEa3uug+eMuor0JDIdJzJEg7IyT1AxQUt+7hNPAyLIomJqNkuPhsyU9xFptXIYL1U69xjapkJeT7ebAg8opneDFUE0cbgWPw4Ee1Xn/w/fY78ADMEwb07AgqUHc5sunm+mti+CwNRSPhekxUJw2E/cqZa/jqrESFh2xCK3hCC1tIVqbIqxtDtITimE6TUyngeWwsS0b1VAhqaIZGg5LQ7MdaJaGZmmoKCiKskFAygq40wGpfHyq3K6owJcKFG+9hXnJJShffIHt8xH/7ndx/elPo3JT2Fg8STSa/KrpgmOrM422bdPW1oaiKJtd3zQU+huE1rdu3ToMw6C0tHTE10fC15s0D8Qtt9zCPffcI+VyQgwRCUNCjCG///3v+fvf/z7g8rg+pmmOeA19d3c3iqKQm5vb78duj0DUt4YpPz9/VFw8fZNhpILQtrTONpYuxfr2t3HU1mLl5qL/v/+H75e/7Nf5bNv+KgSZ2JaN5tKwDIvO2iD1766jfVkvpm2iu5JEHKmucIZmomCTVG0SriSuUielOxVQVJLLkre7aFgWQTO//jk0LRvTtFDcNjO+VcxOuxXi9qr4nS58ihun4YAEmEmDt957k6OPPwJbU0hioCsGcUsnkTD4/PlGWj/qwU6qONCwVBvdlSS70ssex1SSrfjJ8rpx5qrgtjFVg0hUZ21jkObmEM0dIVp6QqwLRbCwwQI1qYCtoFqp5h6KpaKZKqrZF45UFNgoILndjlQwGt8XkrLIf+IBPPN+j9bejlJdTeLee3EddNCo+jmzLJtoLEk8YeDQVPw+51bDtm3bGIZBMBgc8n83gwlCkJrlrauro6CgYJPrErenZDLJypUrqa6uHtDvcdM0OfDAA9l///354x//OAwjFCKzSBgSYoz44osv+Na3vsXLL7/Mvvvu2+/H27ZNfX09JSUlI/5uYjAYZO3atVRWVuIfYPet4QhEtm3T1dWVbioxmi5O16frJqFwAocj1RlsU6VMlmURufNOAr/6FQSDJA47DOXhh3FvpsvY5ti2jRH/KgTZNqpDIRkzWfvfDho/6CDUGsNwprrChZ0xdIeBqVrYik3SYRJ3GxTW5DBxlxIqSopZ8lYH773Zim2ljt8XgAzFIKkZTNk5jwP3nUBRrh8vLpyGhsN0YFsWqqbh9KhEgwneff9Njjr+CFRVw7Js+v6QJW0DQzFY/sZalr26FtM2QVPQLA3dNNEKHUw+chwulwsfLrJ9ARxuBVuzsJwWpmJgmzZgggqd4TitPWEa23tpbQ7T2RaHpIpqKtgqoKbOrVgKiqGiWiqaqaHZWmpNFBsHJE1TGVcSYEKRhyP/cTPFrzyH7XETu/pqfFdeOeJvVKyvv6Vz8XicNWvWEAgEGD9+/JDMqA42CPWJxWKsXr2acePGkZeXN+hxDUZ7ezs9PT3U1NQM6Pn0lcu99NJLHHDAAcMwQiEyh4QhIcYAwzDYf//9OfTQQ5k3b96AjrFu3Tq6u7sH/Md3qESjUdasWUNZWRk5OTmDOtZQBiLTNGloaMAwDKqqqkZ8f5LNicWTRKJJXM7UHkLfDGx6LEbykkvw/POf4HBgXH457l//ut/nsS2bZNzEiKc2SkWBYGuM+rfbafmkC0M3SLgMIs44UUciVQqHTcJhortMtDyNCVML2XnXCibkFFD7aZB/v7CKUDiBZdkYloVBKgCZDpPSkgDHHDKJSSX5OHUHqpX6GXU4NdxeB16fE4/XgaapRHtjvPjcS5xw+rHp8krTtLAsG9OyU/81LRr+28H7j64gYSexXDaW00qtWfJC5TElePJcOEwnBe4sPIoby7JBTQWqmKkTT+pYtgUu8Po1VLeKpRh09cbpaIvS06bT0aTTvi5K0rCwHSamYmHbNjYKmqGmApKpfjWj9FVTBjYOSAd+tIBT3vkHLkOn7eBj6Pnz7UyoLiQ7a3jX4GyrWDxJLJba/2lrpXPJZJKGhgYAKisrB9XaeqiCUJ9wOIxt2yO+P5ht29TV1eHz+dKb4/bXH/7wB+666y6WLFkyKvZgE2KskjAkxBhw6623Mn/+fD755JMB7awej8epra0dVFvXodLZ2Ylt20O2T89QBCJd19Ndp8rLy0fVO/Pri0R1YnEDj9tBwL/hGiujpQXHnDnY77yT2vfmjjvwnnBCv2e3rK82SjUSqakb27JoXtpN43sddNWFsDSLuEsn5IoSdxgYmomlWMQdBkmXSUFFDlN2KWWnmgrGeXJpaYzw2NNfUN/Yu1EAQoVsr5uj9q1hz4kluCwHiqbicGl4vA68fidut2OjmYhEPMFzT77IcScdjce/5X8P677s5e07lhEPJ0EFw2FjOEySDpPy4wpwVTmIk8Tv8ZKFH7/pQTM1FBRM0yJuJIjqOrqlYznBclvYChiYoFhgg8NUSIYUEj0WwR6T9s4ojet66Y3FsDQTO9WvAcVUNwhICgp8FYr6AtKE5uVc8OKfKOxto6Gwkn/MvYG83aZ+1aghmwnlORTkeUdk1rI/pXOWZbFu3br0/kkDMdRBaH3hcBin0znsDR+2ZLDbG/R1lzv88MP57VcbAgsh+k/CkBCjXGtrK1OnTuWJJ57gyCOPHNAxOjo60ouHR0pfi+rhaNow2EAUj8fp7u4eNYurv8m2bcIRnYRu4vc68a7X1llftw7r2GNxL1mC/a1voT71FAzg+2yZFsmYiamnQlC0N07jux2s/bCTeEjHcBpEnQkirjhxRxITG92ZJOGycPo0JkwtYs89K6kuKCHPGaC3N8Hjz3zBex83pUrg1L4AZKPZGm7Lwf67VnDw9Ep8XhcOl4rH78Tnd+JybX4TYMOw6OmN8soLizjyqMPJyvejKKnW25t7TG9ThLfnLyfSEU8FD1VBURVs26bqyBLyZwbo1iIkfElUVcFju/Ek3di6gmJqqEkFI2YSSxgYShLLbWJ5bAyHgYWNbhnoSQNTt1GSCj485Lp8aJaD3l6d5s4gzR1BGtcF6QpFQEn92VWs9WaOkmq6gx6Kgjsa4qIX5rHT2k9pzp/ArafdSDQrVeLo9TgpH5+V3g9pQlk2pcWBLa4bG0qGYRGJ6iQNC7dLw+d1bvbctm3T0tJCbm5uv/5dDmcQgtTv1VAoxMSJE0f8zY9EIoHT6RzQc/zoo4848MADWbJkCVOmTBmG0Qmx45MwJMQod/bZZxOLxXj88ccH9HjbtlEUJf3fkWDbNk1NTZimSWVl5bCdo7+BKBqNEo/HR8XGs5uTap2tYxgmAb8Ld9+mmLEYiaOPxvn22yR32w3lpZdwDWBhuGWkQpChm9i2RUdtmMZ322lf3otpWyScSUKeGDEtge400ZUkSZdJ0mFRUJLNTruUs/vOVZT6cnCrLkLhOM8tWsXCt1YRs3RM7esApBkaWlJjWmURxxw6iXHjAnh9Ttw+By7npgOQZdkkkyZJw0JPmqkSu6TBwhdf5sB9DyRQ6Es/bv3ys75w1LdXUKwnwYf3r6K7IYyKgqoq6Rmnsr3ymXJEGYoX4tlJIs44pm3hxIFbcWBZoJoqdhLMsE0yaJFMmsS11GyYqZkktVR7bt02MJImVsLGYTjw226y3D68DjcO1UEyadHaGaS5M0hLZ4iWriDruiOpf5+2+tXskZaaObIU1ESU/3n2t+zU/Dn1JTX8+aTrSfqz0+uR+jgcGmXjspgwPrVZ7ISybMrHZW97q/UBiCcMotEktm3j8zrxeByb/B52dnbS1tbGhAkTtqk8bbiDEHy9hhJSpXwj+SbI6tWr8Xg8Ay6Xu/TSS6mtreWFF14YlW/mCDHaSRgSYhRbvHgxxx57LMuWLWPChAn9fnw8HqexsZFJkyaN6Dqhjo4OOjo6mDRp0rCuxelPIOpr4lBSUkJBP5sKbC+bap1txmJYp5+O86WXMKZOxfj3v/FUVfX/2EmLZCy1UaoeNWj6qJPG99cRXhdPtcV2JQi7Y0QdOqZqEnfpJB3gcGlUTSxm+oyJ1IwrJcvhI5EwCIUSvP1pIy8sXkF3NLpRAFItleJCPyceNYXddy3B63NucmNP27ZJGqmwkUxaGGZqpkpTFZxODZdTw7ZNnn/ueQ7Z5zC8eR40p4Zt2Vi2nSpJ++q/lmV//f+2TTyYYOmTDbR93p0uT0slJ8ibEGDKkeNx+x24850kvQZxJbVmyK05cOHAUE1sBcBG01WIgmqpOFUHcdUkbCaImHGiVoKEqpMwDGzDRDM1vLgIaD58Ti8u24FiKdhKapIoaZm0dodo6QzS3BWitStE+7oIlglqUkO1FPzhGJc9/Wuq21ayYtw0bp39KyyPf4MSu28GJEVRKCnyfzV7lPNVmV02ft/Qzc6uXzqnqQp+vwvXJkrnenp6aGpqoqysbIsdJLdHEOpjmia1tbWUlJQMev3iYCQSCVatWkVVVdWAGsp0d3czZcoU7rrrLk455ZRhGKEQOzYJQ0KMUoZhMH36dObOnctVV13V78f3LdD1+/0jWh4XiUSor68fcBvZ/tqWQNTd3U1zczPl5eUjehG0JYZhEQwnAMjJcqNYJvp3voPrmWcwKipwLlyIMnFi/4+73kapweYIa95ZR+un3SSTJrpDJ+yOp0rhnHpqTZDDxNQU8nMD7LTzBGbuNZHSQC6GntrstTMSZlVTB4veW01TaxDNUnEYGprhSLeh9nmdHHtkDUccUo3LtfFi+mTSxDAs9KSFYZjYpGZ2nA4Vp1PD6VA3KMNKJpM8//zzHHbAEbjcLtxZ2x6wY8EEy19sYtXLLaBCug+dquAr9DDt+HKcPgf+QjeqVyVoRYnZOtjgxY3LdmAoJjoGupVETxiYuoVTceD3unA7XGBBzEoStuOEzBgRI4GuJzAtE7fqJsfpI9/tx6d6cdgOTDO1Vss0LcDGwiJhGXSEIrR0hmjrDtHWEaF9XRRXWxdXPnYTFZ0NfDZhT/524i+xv3ptFJSvywDZdEACyMv1brRhbF6uZ1CzCttSOhcOh1EUZbMX/NszCPUxTTN9npGcVeno6KCrq2vADW7uu+8+brjhBpYtWzbi60KFGGskDAkxSv3v//4vt912G0uXLh3QOpt169bR09Mz4rNClmURi8UG3EJ7ILYWiLq6unC5XAQCge02pv7QkyahUAJNU1Md4x56EC6+GDMvj9iCBWTNnNnvC7e+PYKMhEHTJ100vt9BT0MEQzWIuXTCnjgRV4yEliThMjA0C01xMqmyhBnTJzFtYhlO20FvKE5XJExXNEZPLML7S1pYvqwjNftjONAsNVWipiqomspB+1Zw0rFTyAp8vVDdNFMlb8mkhWFYWLaNAqng41RxObVNrkEJWlEazHVkW14eW7yAud86iVwzG2/exl31tiQRStLwfjufPdWAbX39J1BRFdxZTnY9pQJfgQdfngtfvgfTNgnbcSJWHMuyCShevLYLBRXdMogldcLRGFFdx1ItNJeK2+XCaWnYhoJuJAnbOj3JCMF4hIiuY9k2fs1BnjubfHeAgMODR3Fh26lgYRgmhpXq6mdZFknFIGkb9MTitPWE6F22itNv+An5HW08esCZLJpxKqqpwVfNGlIdG1LPS12vXFBRv27YsD6/z7XeZrGpj5KiwBbbaG/ytU0YRLZSOtfb20ssFqOkpCT9tZEIQn0sy6Kuro7x48ePWJCwbZvu7m7y8vIGFMosy2L//ffniCOO4De/+c0wjFCIHZeEISFGob6mCY8//jhHHXVUvx9v2zZr166loKBgxP64m6ZJW1sbpaWlIxLGNhWIOjs78fv9A+rIt70kEgahiI7ToaE0riJw9NGonZ0kbrsN1/e/368LJdu2MRMWybhBeF2c+nfbaf6ok3gkSdJhEHbHCXtSrbGjrgSGw0RRVXK9AXbfqYoZMyeS788iEk3SEYrQFY0QNhIoWKz4sov/vt+OESW16agKqqqmQpAKNdX5nHHyLkwoy07tI2RYG6z7UQDHejM/m+tKFrUTfGmsZZnRyB2R59Ht1J43oVCQ7Oxsjjf3ptpbSrWzlCpHMcVK7tfv9H91jG+2sbZtGz1ssG5FL588uppkzEBRVPhqXZ3mUtnlpAqyy324/U4CxR5UTcW0TSJ2gogdB8CveAgoHlQldT7LsIhGdWJ6gqRmghdwpv7EOtDQTBUbiCUTdMTCdERDBPUopmHj1dzkOQPku7LwKi58Wmr/KOurVuF60sQwvy4fjBtJ4laSwJsL2eVnPybpdPHIL/5AU24VXZ0Jgp06GCqqraaf89e+WlfVF5D6QhJs8Dq5nBpl628YW5ZNWWnWNm2+Go0licU3XTqXSCRYvXo1ubm5lJSUoOv6iAWhPturlHdrdF3HNM0BzaL3NVP45JNPmDx58jCMTogdk4QhIUahc845h0gkwhNPPNHvx6bWSNgjOhvUF8b69uwZycYNfYFo5513JhgMUlVVNeKbzm5ONJYkGkviwMT53TPwLVyIfuKJuJ96ql/H6dsoVY8atH3RS8N77XSsDGLaJjG3TsgTI+qOE3HEiboNbNXEZXmoGlfMPtNrmDx5PImElQpAkQhhM4GCjctW6WiJ89ZbzXR16KkmBNpXs0BffYvzcr2ccvxUdt+5JL32x/xq9sWhqTidXwegjfZIspOsNFr4wmhgmdHAMqORerMdi6//TNmWnQ5DWVnZ2NZXa2a01LFcOChXCpmgFDFBKaJcKWICqf+6la8vcm3bRg8ZhNpjfPZUPbFuPXUgy06VlqkKkw4eR9G0LBwuB/4CNw53qsmDZVtElTgROwEo+BQXAcWDpmgoSmo9lhEzsUwbHDaWFyxnqrTOxErNgqFhK5A0DYKJCF3xMKFkHLDxOLzkOQLkKQF8qhuPw4mmKjg0LfV6fzVMy7LQdZNEwsBx2SUUPfkoXbvtwZK/P0TUMOjqjtPTkyDYmaSnI0F3RwLbUDZ4DdanfFVTpypff0/Xb0IBoGkKpSWBdHldX8vv9Tsc9jFNi3AkSdIwcTk1/L6vS+cSiQRr1qzB7/ezcuXKEQ1CMHp+Zw22XO6SSy6hrq5OmikI0Q8ShoQYZd58802OOeYYvvjiCyoqKvr9+K6urvRF/0jp6uqivb2dmpqaQW24OBRs22bp0qXYtk1lZeUWF2+PpHBEJ54w8D36MJ7L/gezuBgWL8bZj+9j30ap0a4Eje+1U/9+B7HuBEnVIOyJE/REibhjhF0JDIeNpmjkqn72mJqaBfJ6vHRGI3SEIoSTcSzbxI2TgOohEbZ4690mvlzdle7Etv61lqapzDqoioP3rUD5KhmpqoJrvZmf9UuuDNukzmxlmdGYCj7JRlaZLZhYW3mSqQYLkXCQnNzcVFmYZaNqm77w6/sDp6BQquZRoRZTqRVRoRRToRRRHMnDHXTyxVONdK4OoSippgCQCkTl0wuoPKAIRUuV0Ln9rnTwMi2TCAkiVhwb8OLCjwftq5mipG5iRA1M00ZzaTg9KpYKCTuJbifRSWJ89XwVWyGWjBPVE/SaEeIkAQW/w0uW7SPL8OHChZNUCaHmUHFqCg6HivpVwDA7O8k/4Ugcq+vo/OlVdP3wUmJmkrCeSM0k6Qa9PXG61+n0dup0r0vQ05lq2d73atnrl9nx9UxRumPfV2GJ9QKSqijk53kpG5dF2bjsVNvv8Vnk5HjQVJVkMtWWHBs8Xgc+jxNFUYhEwixb9gWapo1oEOpjmiatra2UlpaOWLtt27apra0lJyeHogF0h+zq6mLq1KnSTEGIfpAwJMQoYpomM2bMYM6cOVx99dX9frxhGKxcuZKysjKys7OHYYRbZ9s2q1atYty4caNiTU5fW+/Ozs5Bbcw6XGw71To7tq6TwsMPRGttITF/Pq5zz93md3Yt0yYZM+isC1G3uJW2z3owTJOYUyfsjhLyRgl6YsRdSVAUPIaH6oJiZuwxkYpJxQSTCdYFUwHINA2cioMs1YtPdeHSHLz/SStv/bcxVd6m9I37665tu+5UxLFH1FCQ59tg5qdvFsCyLerN9q+CT+pjhdGEjjGQF2yDMKR89fz79g4ayPH8lodyqxDvSjfuZU6Kg7kUdueQ3xvAgUbhlGx2mV2B4lBw+Ry4/U4cHm29Q9hE7DhhO46FhU9xE1C8OJTUfYy4iR4zsC0bh1vD6XWkw5tpp2aM4paObhskbZOkYRKOx4noMXqtCJbDQnOqBBx+ckw/2ZYfR9IBtpJqNqEoaF8FI01TcSz6D+6538Hy+4m9/S6O8glYtkXCShIzk0TNBLGknm5YEexK0tkep7M1Tte6OOs6YoQjqS6GqSeYykapywWFvqS0uZ/P1M0KPp+T0kIfJcV+SooD5Od58XlTXQRdDvji86WUlGSx97f2IhgMUlRUNCpmM2zbRtf1EduQta/pTE1NzYDWi957773ceOONLF++fNTOggsxmkgYEmIUuf/++7nxxhtZtmzZgP4QNzc3o+v6iO2b0beXkWVZI/4uL6QWamdlZaGq6qA3Zh0OlmUTDCVI3nk7Bb+4En3vvfG88QZs47vSlmkR79Vp/G8Ha95qJ9gcJamaRFwxgr4o3d4IEXcC02nhMl3k2/7/z957x8l11vf+7+c5berO9iLtqjfbsmxZkm3ZxqaZGBubEkIzTiBgAiGEm5tfCOXyS8jvpieQXLhJKCkXTCBwQzVgwBTjItu4F9XVSitt7zt9Tnt+f5yZ0a52Je2utbO2c96vlxI8c545z5w5M/t8nu/3+/myfd1aLti5BpnUGE1nyTglHNfFUBopLUpct0hGI8QTBgd6xrnzR91Mp4vViIFSCuUDKDrak7zuxm1csLkJw9DQ9eA69/vjsyI+h7w+8spe8nWSCDZqHVygd7FBdqAygoPPPsWayzfRxzg9hUFOqFEK2hLPoRS+Fwg7O+dQmnaCdDFf0Jiuo2UqRZffzJWXbWNDpJ21eisNkQRm3JgVkTpdFEWFRbIsipRSgYlFPojCBKJImyPgKuKopBxKvkOx5DBVzJJx82RkAWX6mKZBvUzQJFLUqwSGp+O5QVqaX/mTrnzMt72RxE/upvDRjxH/k0+c9pYVDi62cin6DgXPxvV9PFchfUluymVkMMfwYJ6hwRxDIznGJ/KzokZqxv+FckodlB3sRPnZWQdjGBqtLVEakznWdqa44opLaaw3OX78eLWGaKUF0dTUFENDQysa2Z6eniaRSCwpQuX7Pnv27OHNb34zH/rQh5ZhdiEhLy5CMRQS8jyhWCyyZcsW/vzP/5xbb7110eOVUpw4cYL29vYV29Hs6+sjGo0+L/r2TExMMDQ0xIYNG6qGCc8nQeR5PtOTOaLXXonVfYTsv/4rybe9bUELQd/1mTqZ4+g9Q/Q/Oo5ddChqNplokclYhulYnqLlIJUk4cRYE2nmou1radnSwGSpyHQxi+v4GGjU6VHqzAh18SjxhEk0ZjI8luVr39pP9/HJavSnEiYIrJENbv6VLVy7dw0TIsN+9wQH3b7y/z9JWhWWfF0EsFZrZZvexYX6GrbpnWzVO6v1Pp7nMzqW5YH7f8rNN9+EYRg4BRc775KvL3HCG+G4N0KvN0KvN0yvN8KQP3XuE5cFEYBT8ChMlmY8V56bJog1WmiGpFEkWSNaWG+1s95qY53WxlqtlTZZj0CQVyWyqoCHT0SYJEUUQ+iBCCl4uMVAFBlRDT1yquHs5OQkv/u7v8t3vvMdAF7z2pv5m7//JJF4lGyhyISdYUplyepFXMNHE/Afn/0yD995LyeeOkq9leKVr3glf/THf0Jzcyv5H95F+2+8Fb9jFZlf7MNsrEfXZDWKNBNHBeLIxsVWDo7v4XkK4Qt0X8PJK4YH8gwO5hgYytA/mGFkLIfn+dUokpqpljjlXFft6aQUuXwOy9D54HuvpqE+RkdbAvA4duwYjY2NtLa2LuaWOe8opTh58iRKKdasWbNi4sx1XVzXXZLhy49//GPe9KY30dPTQ0NDwzLMLiTkxUMohkJCnid88pOf5Itf/CKPPfbYoqMqSp09baUWTE5OVndTV9KNCYJd1f7+ftauXTvH0vv5IIgcxyP39W+Q+s3bcDdtgocewliA9bhT9Oh/fJxjvxhirDuNh0/WLJCO5hity5CNlPA1n6gbobGUYPOqDtZuX4VfL5gu5rBtDxONOiNKfSRGMh4lmTCJxg0MU2NiqsC3v3+IBx/tP2U5LUS1TsSJ2qy7zqRpD/TIQQ44JxlXmed0LVbJRi7Qu7hAX8NFxhq2aKuJyzMv/uYTQ76nKEyVsBIGujV3J72gSpzwRgOB5I5wvCySTnijs1P1Zggiz/bJT5ROXYdT63uiDSZGVK9mjAVubMG1stBZo7WytvyvQ2ukSSRp0xqol3ESIoIpjKC+q+DiloKaISOmoVsaN954I319fXzuc58D4D3veQ/r1q3ju9/9bvn9e+RKxUAYeRn6SkP8j09+gmtvfDmb129Apj3+4Y8+hZxweOy+XwLglhx45SvQHnqQ8T//G3jnuxEiqPvSNYmhB+JIP83UwlMepbIwspWLS7m2yBdovobuaShbMDyUp29gmr7BDINDWQaHM5RKXhAVmlGD5CtFoZBH1zSi0SgvvWYtV1y2mqamGI31UYrFIsPDwysqQCp4nkd3dzdNTU00NzevyBzGx8cZHx9fspnCK1/5Snbv3s1f/MVfLMPsQkJePIRiKCTkecD09DQbNmzgjjvu4NWvfvWix09MTJDNZpdkuHA+KJVKHD16lK6uLpLJ5IrMoYLv+3R3d9Pe3n7GuqmVFET5TB7vVdcTf+Rh1P/6X2jve985x+TGivTcO8Tx+0coTtsUpU06kmMinmGiLkvR9DB8jVQhRqtoYMOWVSQ2J8lTwrY9DF/SYMWoj8ZoSMSI1ZlEY4FgdV2fQtHl3n293P2LYxSLHkKCazpMN00x1TzJVNMkblcOvd07p63y2WiVqbLwCf5t07tIycX1n5pPDAEUp22QgsgiGrD6ymfIn6S3Gk0a5rgzzLHSMJNk8V1FfqKE784wdSj/xbTqDKykgZCiKpjOVreklKJZ1rFaa2Kt1soWfTWb9FV00UKiGMGzfbqPdrNn7y7ufeAXXHHFFQA8+OCD7N27l4MHD7J169bZ18L2KRUdcqUi02QZMzKMGdM83XOAj/7Bh/nK577IzvYLadfqSWkJsl/8IrF3vxt76za8+/eBbuC6qtroFqhGjXRdzml26yu/msJnKxenLCQlElPoaJ5E8zWUIxgdy3GiP03fQJqBoSx9A9OMjE4hpSQSiaJrkrqkye2/vpN4zKKjLVE9l1KKYrG44vUuhUIBKeWKRdqfq5nCI488wnXXXcfhw4dZvXr1MswwJOTFQSiGQkKeB3z84x/n3nvv5Wc/+9nim2k+D0wTMpkMhUJhxdNbPM9D07QF1SythCCaeOpZ6vZejlffgHj6KczGxrPOb3j/FEfvGWLoqQkczydvBGlwI3XTpGNFfE2RLEWpzyVY1dRM67ZGRLMMIkBCp96M0hiP01QXJ5awMCyBr5jV7PRw9zjf/tlBjqr+WeInl8wCoOmShvoosYg+uwnNOagXcS6Ykep2gbGGZnnu+1OpoMmopmk4jkM+n69GPqWUxOMJ+vrHOHzoaXbuvARd1zEMA1Na5KYLWCkd0zSDnkdLjC54js9oepqTYpSe4iAPPX6YY84wo6lpxuvSqHIljBnTidabSE1UDSVmRonmw1c+ftksXCDQkNTJGGtECxNPDnDvHT/m3//qn9kU62BNpBVdaNTX1/OpT32Kd77znfO/phdYqbslD8dz+NHDP+HW/+cdfO2+7+JEFRJBQkZZLRppsE2a97wCs7cX8dBDsGMHUG70WukHNcMOPTBnCCzRK0Kp4gqolKqm1Nnl+iOFQiAwhY6JjoGOm3e5/4F9DI8JfvFQDt9XaJrEVz5vef1FrF/TQEd7gngsMAuoGAjMF9mtNUoppqamSKVSK1IH+VzNFN70pjfR0NDAZz/72WWYXUjIi4NQDIWErDCV1LK7776bK6+8ctHjV9o0wXXdFbfPhqBZYU9PD11dXQteQNVSEBX+5YtYv/Uucr/2ZhJf/tIZPys779D7wChHfzFEZqhACZu0mWM0mWa8IUPRdLBcg0QuTr2bpGN9C/F1UTDBkgb1VoyWZIzGZIJI3EA3JF65aafvK2zlclIb5tFsDz/ofprD9JGpy4A4reeMENTVWdQlrXPeVwkRqUZ6Liz//3bZMO8413UpFos4joPrujQ1NeF5HidPnqw+BnDhhRdSKBQYHBysvo5pmnR0rOLY8SFGRk7S3hbslsfjcVqaWzl5pJ90aRqhBaKkpaWF1tZWRkdHcRynKpzi8fg5F5au7VHKOEhd4rk+B+48Sd8jY3iaz3gizUjdFKN102TXFXAu9ug3x8mpYjVKJGW5q+kZUMrHK8uqQBQJhoaGGR8b56ILL0Qp0ISkU2/mZ1/6PlevvYzbX/121mqtrNNaScq596pSilw6zw2vfDVbNm/l7z/z99imy6gxzbCaZMLP4eMRkxF2/PG/sOpvPsfEH32M1Mc+ji71Oa/luD5euVluRTxX3ls1tU47lV4305ShIo6KdpFHfvkIHdFmdlywkz/71P2MjOWC1xGSLRsbed2NW6lLWrS2xKuf9Xw1fyuBUopjx44RjUbp6OhYkTlMTk6STCaX9Dt7+PBhduzYwZNPPjknshgSEhIQiqGQkBXm/e9/PwMDA3xzkY01IUgJO378OKtXr16RVI5isUhPTw+bN29e0Toh13Xp6ekhkUjQ0dGxKFG43ILI931yb/g1Et/7DqU7vkLkzW+c97ipk1mO3jPEyYfHsAsOeVliLJFmKDVFOpkDIYnmIyRzcZriddRvqCPRHiOiGzREY7TWJWlKxTAsHaEJXNen5Ln0qmGOigG6RT9H6OeoO8hEOk86a1dNEU4nFjNpSEXQ9Lk74REMtuqdp9LdjDV0yiakmHus67oUCgUKhQKpVArTNNm/f39VlBiGQUdHB1JK0ul09XFd188Y2TlTmhycSpUzYhLXdZFSYhgGU1NTcwRYXV0dPT09aOX6lWg0Sjwen7X775Y8SlkHzZD4ns/x+0c4/KOB6vPKU/i+ItZoses3NsIaOMEoR/ODHHeH6ZNjnJRjPNb3LAMDA8yLADTB5s2byWayTI5PsP2i7ShfVYXVgYMHaGpqpH3GYrxRJIK6JL2VtVob67RWVvuNfOCt7+Fk70l+evdPiZpxPLuc4qcrbMtlQmYY8ieZ8nNEf/Yg177uvzOxdycTP/oGjXqSuIxgoldtwU+/9m5ZHFX+d8Vsu2LIUBFJmiYplUrc+8B9+HUal12ykwaR5Ds/PMz3fnQE31foWuA++L537qaxMUpHawLLOrXgHxkZYXp6mk2bNq1oDVGpVKK7u5t169atWKTK8zxc113S7/xv/dZvMTExwde//vVlmFlIyAufUAyFhKwg3d3dbN++nccff5wLLrhgpaezKCr57IlEgvb29hWdx7Fjx9B1na6uriUtmpZLEDm5PP6WLWjpNKUnniK+cd2s5z3Hp/+xMY7+Ypjxo2kcz2PKyjJUN85IQxbbctFtjWQ2QawQpbEjRcP6OlINUZpjCdoaEqQScQxTA6k45o5wxO/nMH2BAFIDuLhVF69s3mFquojvzd/Y1DR1Guoj1QWpgcYmfVU11e1CfQ3rtFa0eRfKHvl8Hl3XiUaj9Pb2kslkME2TSCRCS0sL0Wi0msq4VM4mhpyCi1PwiDaYC7oPcrlcVawVCgXWrl2Lruv09fURiUSIRqOY0sIrBf2BfFcx9OwkT//ncXy3bCxdFi2apXHZrRvo2NGIbmo4RTew0RYwUhzlYOYYA3KSATFBv5wM/recrNbdGJbJ+OQ4/QMDXLx9OxKJFBLlK55+6mlWrVpFU1PTGVPwlFL0HD2KnS1yw8XXsTnaxTq9lTWilU6/mQ67AdMvW4FbYBsOEyrL8MQJdlx8A8L32ffUt0k0t5EkRkJGScgoljDOKI6UUrPS61zXr6bXOY7N4489SnNTkgt2bSdDgXbZwNBwjj/5619gOx6aDPokvWTvGvbuXk1LU4KG+shpr+9iGEY1BXGlGBsbY2Jigs2bN6/IPMbGxqq1pYs9/8DAAJs3b+bnP/85e/bsWaYZhoS8cAnFUEjICvLWt76VWCzGP//zPy96bC6XY3x8fMVMEyq7ths3blzxnkKZTGbOrv5iOd+CKP/ww0Reci2FrdvQHn6YSORUWlZuvMixe4c5/sAwxSmHnCgyGp2kv3mCTKKIpyBatIhPx4mbcVq6GmhfX0dbQz0tqQR1sQgTVpqD6mRZ/PTTrQYoCjvIzDptsVQquUxOFbHt+ZucSk3SWBdlR2otF5RFzza9i016B4Y4e2pOJpNhbGyMfD6PYRg0NzfT2NhIqVRC1/XnJHzm42xi6Fyucgt7fY/JyUkKhQLFYhHXddm4dhOFdAlpCnRpMHUyyxNfOUYp6wDl3kueAiG46LVdbLy2Az2i4XsKO+vguT5GRMOI6bMWsqcbODwy+Ax//83PsesN1+Imgk49hXyBQwcOsf3CizDNICpwel1SRQgVSyW2btmCfoYobTv1dNJCl9/MGtHKBquNrkgLFjrypltI/WIfT3/rH5l42R4sdCLSIoqBJU2imESkiYmOJYx5xREEvbNyuQL3378Pw4yyd+9uIhGdYX+KOhHDcA2+cMdjPPbkEL4KokPJhMm7bttJXdKiozUxx/I7nU4zNTW15M2O84FSilKptGIpe77vc/jwYTo6OkilUose/5GPfISHH36Yu+++e8Wd+kJCnm+EYigkZIV4/PHHufrqqzl06BBdXV2LGquUoqenh2QyuWKmBRMTE0QikRXt1XO+53C+BJH7D/+I9rsfYOI9v03qf30KXddQfmCI0HPvMEPPTOI4LpN6hr6GMUYaM+T1EtLTSUzFiRZitDakWLWpka51jRgNMByf4Kg2yBH6OaL6yYpCsCgWZ7ZU9zyfyaki+fzpzUgFiXSCxolGrm7Zwlsu3c3F8bVExNnraJRSFAoFMpkMtm3T1dVFNpulWCxSV1e3pALvxXI2MQRLc5U7+/mCSNbo4Dh9x/qx4gaJWBLdiXDgW/1khso9lcrNaD3PZ8O17Vz0ujVYZce+SsRKSDDjBppxZtH+6le/moGBAf7yc5/ihDnO//zSJ0lsauZXbr2Zfm+Mk+4Y+/cfoL2jnfqGehBw9OhR8vk8mzdtmiWEdE1DzLdBUO4dVUnDS4gI6/Q2Xv+vj3Pjh7/ME//9LQx+4nepI4YudKLCwBAGljSQgIWBLvRq1GimOCqVSjzwwAMkEgk2b9kOCOpTESb8DJ7yaZZ1PPb0EP/4L4+cMlLwfX7tlgvYsrGZttZ41Uhh5mdQcVVra2tb8md5PpienkbX9RVJl5uYmGBsbGxJ0ampqSk2bNjAf/zHf3D99dcv0wxDQl6YhGIoJGSFeOMb30hnZyd/93d/t+ix6XSagYEBtmzZUvOojFIK27ZXzG62QiaT4cSJE6xfv/68CrLnIoiUUmTe/zskP/85ct/4DrGbbsDJufQ+OMKx+4bJjhQp+EUGYuP0NU0ykcziobCyFvFsggY3Qf3mOPp2yLRlGIiO0S37mSRXFj3lqACc1dlNKUUmU2I6XUIpRSwXp36sgfqJBhrGGkhN1LNz82reeMuFtLWcfVHn+z5CCBzHoaenB9/3SSaTJJNJUqlUzXeZzyWGKulp0XrzjDbXS6WQLpGeyFDwcpjSIhGp45f/foipnny1xkn5Ct/1abuonl23biTaGEQSfM+nlHHxPR8jomPEtHmv3cTExOymq6+7mT/7+7/CrIugIbEwaFzXxof+7hNsvHY7z0x384/f/1f81RbEZ0fxtm7denar+xkNdSsrgfXPjvClV/8HP3ztJv7nP7yaZpmiWdbRKutZJRtZJ9tYq7fQoCWRyKBeSGhIJMr2eOqhx2mM17Nr1y5cT5HOlEglLTzdY8LP0CJT2AWfP/vkfQyNBo6FUko2ravn9a/ZRn1dlJbm2JxrU6lPXLVqFfX19Uv6/M4HY2NjjI+Ps3nz5hX57R0aGqK1tXVJEdc///M/5wc/+AG/+MUvlmF2ISEvXEIxFBKyAhw8eJBLL72U7u5uOjs7Fz2+t7eXRCJBU1PTMszu7IyMjJDJZJaUu36+qPQ16ujoWJbu6ksRRL7vk3vNzcTvvpvxn9+HaN9K730j9D02hl10GZfTnGgYZ7B+nIxlIxyDSCGCZ7ioTo/S5hLTbWkmjRxSBrbLVfEzT+rbGSZOJB/FOWwS6U+SGq+nYbwB0z4lXFub47zpdRdy0bazRxQLhQKTk5NMTU2xbt06otEouVyOeDy+omk25xJD1VS5uIEeOb8pegClrINb8jATOp6tGBkY4fCP+xl9MoemadX5+K6iblWMy9+xmVTXKcF5KkoksBI6ch6TivlwlUdGFSioEhJJQkSI+lbVUhsB2WiBfn2c427QM6nXG6HXG2XQnzj3CcqRLaUU9UMZvnXVF9m/o5Xf+e6bUCg8fFx8fBWYJqREjC6tmbVaG11aC5eIdQw9eox4PM71l16LrgXCbHKqgFZOhRv2p4gJi7iKcOePjvDdHx6uGin4SvHed15Ga1OCtpb4LCOFCpWI5Er87lWo1ChGIhFWrVq1InPw/aDmb7FibHp6mjVr1vD973+fq6++ejmmFhLygiQUQyEhK8Bv/uZvIoRYUq0QUO27UutFqW3bHDly5LxHYxbL0NAQwLIaNyxGECmlKFxyKdbRbg792/0M90imTuYoeDYnYiOcaBhhoH6SyWQJx3KxLYdCQ5FSS4lozMS09KBhpwj6uixU/FR6+Vygd9GSbuLAXTlOPpuf99iIpXPj9Zt52TXr0M+xAO/v76/2VmlsbCQajT5v6gzOJYbg/KfKnU4p4+A5PmZCxy35uCWX4w8NceDOvqr9seu6SCSROpPdv7GJ1gvqq9fQd31K2XKUKKpjxhZumewqj6wqkJ8likycgo9ne0hNYsZ0NPPUZ1xUNie80bI4Gi6LpRFOeCOUOK2OrBwlEkWX7+/8ApmUxZvuuw1hBHP0y8LIKwujYIiilC/y7uzLuHXbjaS0OAkZNEwtFB1yeYeGVISsKFBQNm2ynqGRHJ/463twbA9ZNlK4+oourr68k9bmBPWpM9fmlEqlqlPgSlBxl9u8eXNNUkNP58SJE0Sj0SU1Yv3IRz7C008/zZ133rkMMwsJeWESiqGQkBpz4sQJtmzZsqS+D77vMzQ0RFtb23kvTF8Ivb296Lq+Yt3MlVKzXKWWe4G+EEHkOw7+ug142SLfe+d/ohyNITnBo2t7OLymn7GmDLl4ESfionsapqYTiRtEYiaaLhBCzGt6cDpxYc3o5RO4u3XIRvIFh+/9uJuf33ec+X7OhRDs3dPJa18d9HKZj1KpxMTEBI7jsGbNmmUzPzgfLEQMLWeqHJQX/xkH31VYSSOIztgek71ZHv9yD07JxXGcoPmvkJiWwc63bqTr8mY0Xau+hpP3cIouUpNYSR2pLXyn31MeWVUkr0oIBHFhEXFNvELQG0jTJUZMP2t9kq98hv2psoFDJZI0Qq87wrjKgOvylWu+RP1Egdc88k7ceOSUcYNS+Cgc5ZLNZxFCsiXRxedTH0QTklatvvo+J6eKWJaGGZWM+tM0yiTS0apGCkoFtUPxmMHtt+0klYrQPo+RQoWBgQGKxSLr169fMZFu2/aKCCGAbDZb/Tuy2N5Dw8PDrF+/nn379nHJJZcs0wxDQl5YhGIoJKTGfPCDH2RgYGBJPR/GxsaYmppi48aNNV8EKKUYGxujoaFhxZqsjo2NkcvlWLt2bc3OeSZB5Hs+x39+lNWvuYzpZBN/8ZGPsX/1CY52DDHZkMWXCs3TMBwdU2lYEYNY0sSIaOes+7HQ2TrD1e3CeXr5+L7i/odO8p27DpHNnW6QELBhbQNvet1FrO2a333KdV36+/vJZrPU1dXR1NS0ohG/hbAQMbTcqXJQFkRpB99TROoMnHK6WmHS5pH/c4TidCCGXNcFBbqms+lX2tn2qi7M6Kk5e46PnXNQPhhRDSO6uO/WTFEEEBcRIo6BV1D4no9mapgxbVFCCyDj5+n1RjnuDrP9Fe+g44lu3rvvv3GwzcUXfvneVWSzWdAEWtRAE5K/Sv4mFxlraZJ1WCJ4n7m8Tank0VAfYcxPowlJg0jwxDND/O9/nm2k8IabtrFtSzMdbUli0fkjP77vc/ToUerq6lbUUCGbzeJ53pLc3Z4rx48fJxKJLCk6/v73v5+JiQm+8pWvLMPMQkJeeIRiKCSkhoyOjrJu3TruvfdeLrvsskWN9TyPw4cP09nZefai6GXA9308z1vRxqqFQoGenp4VSdGbKYi2br+Yu44+zpOHn+Rv3/dx9u1q423/+FJs3cMXPtKXGK6O6RlYmkY0YWIlDDRNzCt+Kr18qk1M9S7Wa23z9vKpcPjoOF//9n76BtLzPl+fivD6m7axZ+eqeUVzNpvFMAxM02R0dJSGhoYV/WwXw0LEEJRT5QRE6pZv914pRXHaQfmKSCqIEDlFD8/xefT/dDPdfyplUfmKQq5I86UxLv3VjTSvaqzWfMyMEmm6xEwsLkoEQZQnq4rkVBEIRJFl63iFoA+SbgVCS2pL68NVeOtbiXzjGxSeeJL+VXXsL/Ryd+8+nmg9iZMUlHBQSnG9tZPfj78BSxo0yuB3yvN8JqeLxGMGvumRVnnaZD2Fgsuf/939DA5nCIKjgvVr63njLRfQUB+lpenM5h4VQ4W1a9euWCPUdDpNf38/mzdvrvkGUaFQYHR0dEl248ePH2fr1q08++yzbNq0aZlmGBLywiEUQyEhNeTjH/84Dz/8MD/84Q8XPXZ0dJRMJrMiqSHDw8Pk83nWr19f0/NW8DyP7u5uGhsbl5Qnfz5QSvHdX/yMj+lfR3Oy3P/qr3D3Szp4x99dBUpgeBqWE1gNR6IGkYSBEdVmCSCJYIPWXhY9a7hA72Kj3o4pFiZEJiYLfOPOAzz65OC8z+u6xiuvW8+vvHwjkXkK0AuFAkNDQxQKBTo7O6mrq1vaxVhBFiqGnKKLnXOJNVjLkipXQfmKYtpGqUB4BYLIRWqCJ756jOH9U7OOtUsOsU6NDTc2s23npmraHARRolLWAQVGTMOILH6B7SufnCqSLYuiKCYR28AvO4AHokhb0jVx3vc+jH/5F6aefowfD/YQEVF6LsrxFXUPrnJxlEdEmPx7/YeISpM2WV8V9ZlsCdf1SaUshvxJUiJORJl8/+5uvv39Q9WeQ76vePdtO1nVkaS9JYFpnnlTIJ/PE4lEVqzPmVKK3t5eTNNcMTOFpXLbbbcRi8X47Gc/u9JTCQlZcVYm1yUk5L8g6XSaz3zmM3zzm99c0vimpqYVsTK2bZuxsbEVE0IQRKZSqRTNzc0rNgchBN9ST+E40+y78Wv87Ko2fvOTLyFm60Q8A1PTMVM6VsKoOoSt0Vqq9T0X6mvYoq8+Zy+f+bBtjx/9/Cg/+lkPjuPNe8ylF7fzhtdcQEvT/FGzdDrNyZMnaWpqoqura8VSHWuFbmrYORfP9pctVQ4IXOGSJsW0TSljB5EoEbjGXfb2jRy6q5+eXwxVjzUjBvaQz4nvZehoK6AlfKyYSSQSQTMk0XoTJ+9W527GjUVFc6SQJEWMuIqQU0VyqkTBtImYBpGiiVsK0vn0SFkULeL3xPjHfyRvF0hevJP273yNS6/ay6rSIF9V96AhcYRHCYd77Ke4wdpNXpVIiuB+jFg603YJ11VENJO8KhHXIuzZuYof/PgIJdsLat4EPHtwlMbGKIWic1YxFIvFcF2X0dFRWltba/7bKISgo6OD7u5umpqaat5uwPd9jh8/zpo1axb9ff7whz/M7t27+aM/+qMXnJALCTnfvLj/GoaEPI/47Gc/y7Zt27juuusWPTaXy2Ga5ooU7A4ODlJfX79itSSFQmHJufHnk+HBKZ4Uz/DIjV/n3j0t/NZfv4Im28K0dMwGnbWJVi4wgmjPhWWjg7h8bt3qlVI8+uQg37jzIJNThXmP6WhL8qbXXsi2LXOFouM4jI6O0tLSQiKRYMuWLS+YdLjnipACzZC4tresYghAaoJIXSCIimmHSJ2BEGDnXba9upN4S4RnvnE8cGkTAqlLCiM2D/7TQTa8pomSmaWxrZ62trbgex430AyNUs6hOG1jxvRFv4eKKEqoaDVSVIjYRC0Tq1g2fSh6GDEN3VqYKBotTnLPO36VqyfGufqWN1M4eJiWZB275CYe8Y+gIfGUz12lx3h1ZE8ghgh+NwxDQ9ckhYJLLGkxoTK4yqOxPsqO7W088vhgtXboqf3D7N29mlzBIRE3z2ikAMH1nJ6eRgixIg2oLcti06ZNK/LbLKVESsn4+Piia6cuuugiXvWqV/GpT32Kv/7rv16mGYaEvDAIxVBISA0oFot88pOf5HOf+9yidy9936evr4/29vaaF+oqpbAsa8UiMsVikWPHjrFu3boVL+z/5n0/5ufv/CIPX9LE2z/zMuptg5cWN/K6jS/jquRF1MvEeT3fyf40X//2sxzpmb9HTCxqcPMNW3jJlWvmLBY9z2NsbIyxsTGSySRKqerC6b8Smimxcy7KV8uaKgcVQWRQnHYoZRysOgME2DmXrt1NxJssfvlvR/DsoImt0KA4ZXP46yNc9MYunKzN4anDbNm6BdM00UxJVDexcy6lnIPr+FhxfdHvQwhBQkSJqwh5VSJLgULUxrJMrKKOnVM4BS8QXNb8gkspxXBxgvseeYDWaCNt//ltSm95C9ELthJ54imubdnOLymLIXyOeP0cd4dZq7dSVHY1GhqJ6GRzNnHPQgoZiCUjyt7dXTzyxCBKgQKyOZujxye5KGpQsj1i0TPft5qm0dXVRU9PD/F4fEXqhyzLIp/P47puzVNPW1pa6O3tpbm5edHujx/5yEe4/vrr+chHPkJjY+MyzTAk5PnPf62/jCEhK8RXvvIVGhsbuemmmxY9trLrWes/skopfN+nvb19RVKqlFL09fXR2Ni44kIoMzDJ299xG09e2MQb//k6TFfnEm8Tv5F4GenHBsgXCvPaWi+FbM7m3//zaf787+6bVwgJIbh271o+8eGX8tKr1827az46Olqt8VqzZs2KWQCvNHo5xcqz/ZqcT2qSSJ2B7wXW27qlYcUDp7mGdQmu/W8XEUmVPwshkJrAtT2e/PdenD6Drta1SDSy2SwTExMgwEoaWEkD3/EpTNlBg9UlIIQgLiO0ynpSIo4rXdKxPIW6Ep4W1CoVpuw518pXPgPFMe775QO0R5q55rK9SCmJfu1ruDffTMtll3LZWCMpYkgkQgQ9g35YehQUVZc7AMvUkEJQLHlERZAqJ4Rg04YGOtoSgWO3Hwj3J58dxnY8cgXnnO8tGo3S1tbGyMjIkq7N+cBxHAYGBqoNUWtFLBbDsiymp6cXPfbKK69k165dfP7zn1+GmYWEvHAIxVBIyDKjlOLTn/40H/jABxa9M1+xs25ubq55Pvzk5CTHjx+v6TlnMjo6ilJqRVJfZuF5RLauZ//WRn7tn1+OUBLD17i+YTe7t+1ifWMnv3j4PvpzI89JEHmez0/vPcb/+xc/5959J+Z9rc0bm/jo713DW391O4n4bIFTscl2XZe2trbnRTRtpZmZKlcrpC4D8eIqSlkXzZJYCQO35BFJmVz73y8itbr8uQiBlIFF9bPf7OX4L8Yopm2cvMvIyAi9vb3Yto1uakTrTaQhKWWDyJPyl3avzRRF9TKBLxWZeJ58ooSDQzFjU5y28RwfT3kMFMd48JcPsSrawlW7rpj1G2Z+/euom25i/c7LuTa3CQFoSJRS/NR+EgePorLxlFc9dySiUyq5RJSJj09JOUQsnSt3dyIQ+EohgOMnppmcLFAsONgL+Pyamppqarl/OnV1dRiGwfj4eE3PK4Rg7dq1NDQ0LGn87/7u7/IP//APeF7tviMhIc83QjEUErLM7Nu3j56eHt7+9rcveqxSilQqRX19/fmf2FnwfZ+RkZEVNSyoq6ujs7NzRVO7fN/H3bKVyUSct37+1biaj+FpREyTl5gX4bg+l+/YzcbGNdz/y32czA1XF36L4eDhMf70k/fx9W/vpzDPTnhjQ5T3/Ppl/N57r6Bz1dwI4fT0NEeOHKkuaIQQK9aM8vmGZko8x1+yeFjSOY1AAPmOj511gwhR0sBzfKQuueZ3L6R9e3nxWhFEQnD0Z4M8841eNGXS1boWTWp0d3dj2zZCCiJJAysRvE5hyn5OIk8IQUxYtGr1NMgESldkk0Wy8QIl3yEznadnbJCHHgqE0JW7Lp/3uyi+9jXsi3fw+7v+O67y0ZAgIKMKPGgfRChBbkZ0qOJy6Nugo5FXJTRNsufSVViWhgD8spHCMwdGKZRciiV3Qe9HSsnAwEDQ+6jGCCFoa2tjdHQ06C1VQ3Rdp1gskslkFj32lltuQSnFnXfeuQwzCwl5YRCKoZCQZebTn/4073znO0kkFldTUokMtLa21lwQjI+Po+v6ilgvK6WYnp7Gsiyi0WjNzz9zHsWXvxw1Msa7/uE3sTUXBBiezmVyMykjjm17CCHYveMyNjWu4cGHH+Jkbhh3gYJodDzPP/7rI/z95x5icHjuQsYwNF7zK1v4ow9dx84dHfMKnPHxcQYGBli1atV/CZe4xVLrVLkKmikx4zqu7WHnHHRTqwokz/G5/F2b2XBd2RSknDKHEAw8McGjXzyKk/dpSrSypnMtpmlSLBaDKJGlEUmZSF1QyjiUskuPElWIzhBF0pBMJDN063088thjtKkWrti154y/QUIIrH0PIK0o//GyryEQSCRKwV2lR1FCkVel6u+ZlALT1CiUXGLCoqhsfOVTn4pwyfa2IM1OKYQQPH1gBNt2yeVtPG9hn59pmvT3969IpCORSLBmzZpF1+6cD0qlEgMDA4uOTuu6zvve9z4+/elPL9PMQkKe/4RiKCRkGRkcHOQb3/gGv/3bv73osblcju7u7vNWi7IYXNelvb19RaILo6OjjIw8t5Sz80H+t3+byL4HufODX+Nw5xCO7qL5EsPQuU5egi4lvlI4TiCILtuxk01Na3jk4Uc4mRumpM5c61AsuXzr+4f4xF/dw1PPDs97zO5LV/HHf3gdN12/GdOYu7hKp9P4vk99fT2bN29eEdv1FwIrkSpXYWbNkJ1z0cxyxMhV2FmXi9+wlh1vXFdtRSW1IKI3eSzDQ587RGGqhHA07LxLOp2mu7ubiYkJhAx6GllxA8/2KUzPrfVZClFhEZcRbNvmwDPPUt8Q59Ltl+A7Z/8uSimxnz1EZ+8Uf/Ke76EjQSiedHsYcafw8SlinzpPxMD3Fbqjo1AUlI1hSPbu7gJAKUBBLm/TfXSCQtFdUKocBOlyhmEwPDz/92q5SSQSlEolHOfctU7nk4q5zlJqh9797ndz//33c+DAgfM9rZCQFwShGAoJWUY+//nP8/KXv5zNmzcveuzo6Cj19fU1X+Aqpejo6Fh0JOt8UOmqvtLpcfbnP0/0C1/g5B0/5cH2fmzNxdd8dE8nEYlwhbgQqQmkENjOqdS0nTsuZVPTGh57+BH6cyMUZqQHQXBtH3q0nz/+y3v44U+7593t7lpdx++/fy/vevtOGuvnRsZc1+XEiRP09/dTKpXQNC2MBp0D3dRqnipXPXdEw4zrOEUXp1AWRMmyyULaYf01bVzxnq3oVnC/C00gpCA3VmTfPx4kPVjAKbjURerpXN1ZrSXyvMAyPJIykZqgmLGxc85z2kTI+HlGihMc+eV+1luruHjnJWAJnMK5077idXH6Hn2El33vKL/5Nw8DAoXix/bjKGYbKei6xNAlpZJPRJgUsBFCsGFdPatXJQMjhbID4lP7R3AWaKQAwfdw9erVZLPZFauDqWzo1BIhBC0tLYyNjS36HmhpaeHNb34z//t//+9lml1IyPObUAyFhCwTruvy+c9/nve9732LHlssFsnn8zW3O3Uch+7u7hVZRCil6O/vp7m5eWXT4+67D/O3fxv/29+mpyfBE2uPYmsuQklMTWeXtoWEEcH3FaapzdqxFkJwyY5L2Ni0hicfepyB3ChZP+gPdPzkFH/zmX3821eeYDpdnHPeRNzk1jdezIc/eA2b1s//uRcKhWq0cPPmzSt6nV5IaGbwp24lokMA2UKG9//u+9jQtYmWhlbe8Zu/QdHP4XuKYtqh7YJ6XvLBU05zQgaCyM65PPS5Q/zJf/sL2lra+dd/+j9sWLeReDyOlIFRQaXHkRnXcUt+1fxgMSilmPKzjJem2f/QU7TFmth72eVoUuJHfHxPndPFTmqS5vZ1fOZ7H+P2v32Il915FAWBGFKBUcLM9NGIpeO4HoanY5efm2mkoMpGCr0npxkdz1MsudWNh3NhWRabN29ekXQ1CFKbp6amKBbnfs+Xk/r6epqampY09r3vfS9f+tKXyOVy53lWISHPf0IxFBKyTPzgBz8A4MYbb1z02EKhQH19fc13/EdGRrAsa0UWEUIIVq1aRUtLS83PXcHt60O97GU4f/qnTG68mt7xEY62D+LqHroviUQNrva3YxgSz1OYhobnq1kRnoog2tDcxTMPPUn3yCD/9H8f5i///n56eifnnFNKwctfsp5PfPilXHPlmrK72FyUUui6TktLy5I6zv9XppIqV+u6oQpve9vbePSpR/jK//13/vM/vskzTz7Lb7zzN4jUGShfUUzbJDtiXPf720l1xqtzFlIwOT5F/eBaXrblRhTg5DzqE4H5wvHjxxkfH0cphRHRiaQMhBAU03bQX2kBEQKlFBMqw3Qpy8GHnqEl3siuXbvQNA1T6EF6qCEXFh2KRrjk0jfw0c+8kr++/YesOzDGqJ/mCacHdZrNtmlqwb1ekkhk1Uhh1yUdWOV+R0oF/aGe2T9CIe9QWoCRQgUhBOPj4ytit21ZFg0NDTU/t5SShoaGJW1mXXHFFaxfv56vfvWryzCzkJDnN6EYCglZJv7pn/6J22+/fUmL1oaGBlatWrUMszoztm0zNTW16E7m5wPXDWoiYrHYiqXH+b6PuPBC8rfcgv4Hf8CRnw7yxJoeHN0DCSYGCSvGLrEFw9AAhWFIBMzZsRZCsGPHDlJGK5/6y33c/2QPpUgRxezF6YVbW/gfv/8Sfu21FxKLGvPOSynF0NAQo6OjGIZBU1NTWBu0BFYqVe7AgQPcddddfOELX+Cal17FFVddzv/6289w1/d/yJGjR4ikDJSCUsbGShq85IOnnOYc1+Fk/wnWrlnL7uaXYfY2IjWJnXcpZV1aW1oZHR2t9reRmiSSMjFjOm7Jozht47tnFoCe8hjz0+RKeQ4+9DRN8Xp27dpV/Q5aGNjKRY9oC4oO6abGDrme7jdcy7/+9k6+8iv/F1yXH5YeA5hlpCCEIGrp2LaHpYxqSml9XYSdFwf1ir5SSCF49uAoRdshl3fwF/H5RaNRRkdHsW373AefZ1paWojH4zWvfXRdl0OHDi36PQsheO9738tnP/vZZZpZSMjzl1AMhYQsA729vfz4xz/mXe9616LHTk1NVRut1pJMJkNdXR2WZdX0vABDQ0NMTs6NmtQS56qr8JNJYl//OpnBAsP7J3l8fTeO7iKVJBo12c1m4jKCJgWuGzheGYaGPU/EQQjBRDoBJQtnzMURLsVoIIiam2K87527+Z1376GjLXnGOXmeR29vL+l0ulogHbI0VipVbt++faRSKa644goArITB5Vfuob1xFfff+0C5UauJUlBM20hdcsW7t7DhujaOHTtGW1sb0Vg06OEzluSX/3IYBPiOj3B01q1ZT6FQYHBwsHpOI6oTqTMAQWHaxs7PjRK5ZSFUtIscfvBZGk8TQgARYaJQeIa/4OhQKhrjFVzC5z5+Db0bG/jPa7/KQ84h0n4eT3kUZhgpWGWbbWFLvHLPIcOQ7N3TGRygAjOFQtHl8JEJCsXFRYdisRj19fWzrk2tqGxc1LoJq67rJBKJJf2evu1tb2P//v08+uijyzCzkJDnL6EYCglZBr7whS9w4403snr16kWNU0qtmJNaU1MTnZ2dNT9vPp9nenqajo6Omp+7gvrkJzEffxy1fz9SSo78dICRyBQn2kfxpcLwdayYweVsw9R0dE1WozyGIXFcb94d64GhLLFYFEtEcEdddEPwsls6+ejvX82Oi9rOKniVUhw7dgyAjRs3rohIfTFRTZUr1XZxOjQ0NKdxsJnQaWiqZ7RvLOg9VK77ESIQREopvnf4qxxSv6StvQ0hBb7yQcFYd5r7/9cBnKKHlAK/CF2r1tLa2opSilIpiLBIXRJJGRhRHafgUpx28MvpnCXlMOancWyHQw8+QypRN0cIAehCQ0MGIiWqB9Ghc4hJI6LzK3I3Ukluu/sttA1kef/HfsrP7CdBzE6Vk1JgWTq+LdBUkConhGDdmnrWdNZVjRSEhKcPjFAqeRSKi3Npa2trq9qS1xrP8zh06FD1M6kVTU1NTExMLFqI1dXVceutt/K5z31umWYWEvL8JBRDISHnGaUUd9xxB+985zsXPTaXy+F5Xs37+0xMTJDL5VbEuW5gYICWlhZM06zpuSvkn3wS/vAPET/+MWYqRWGqRN8jYzy+5iiu7iEERCMmKRFnu1qPoQe1DpV1RsX22pmnuHtsIg9ALBbFlBaXduhceVkb01oO+yzW267rVl2x1q5du2KF4CuNUgrXdSmVShQKhWpBuuM6WJZFsVikUCgseKGrmxqeGxgCPFf++I//uNrc9kz/HnnkEYA53yshBAUvBxqUMg6+O1sQPXzvo3z67z/D//y3j7L3t7ahW2XxLYJ5Z0cK3Pt3z5IeyqNbErfg4Rchn8tz9OjRqr2yEAIzphNNmYCiOO2QzueY8DP4tsfhswihCpYwKCobzZBBdCh/djEkpGC11cgetoAmeeuP38St//IMx+/+vygFtnJw1KnoTjSiBzbbrl7tORSxdK7Y3QllIwUQnOhPMzqeI19wFmykAEGkZMuWLSvy+6JpGnV1dYyNjdX0vPF4nEgksiQB+I53vIOvfe1rNRdwISErSSiGQkLOMw888ADpdJpXv/rVix47MTFBQ0NDTetmPM9jaGioZuebSaVre3Nz84qc3y4UsPbupfTud8O11wJw9J4h3KLHY1uP4ml+kCIXM7lCbsPEQNdEWQwFakjTJLom5yzQfF8xPlGo/ncsFmVDVxsH9z2NW7AZ9zPzWm+PjY1x5MgRPM8jGo2+qOuDlFJVwTMyMsLAwAAnTpzg+PHjAGSzWQ4ePEh3dzfHjx9nYGAACKKJbe1t9PX1cfz48Wqh+uDgIIcOHeLo0aP09vZWRUEul6NQKCD04J7zFrGYPhO/8zu/w4EDB876b/v27bS3t8/b82Z0dJSW1c0IKSimg6iNkIEgevDhB8lPFVm3dj2rdzRz+z/9KmOZYfr6TvLs/mcBsLMOD/zDQQafnsRKGkGEydVZ1b6K/v5+hoeHTzU61YNaoqJpM5Kfxhl3OPDAkyQTybMKIQjEkIuHp7xydMg/Z3TIihrcyG58pRjc3MwnP34l/9+bv8T+8QMopWZFhzRNYugaoqShUBRxAiOFHR1EIjoIQCk0KXh6/wjForeoVDkIPvPJyUlGR0cXNe580NzczNTUVE37DgkhWL9+PZFIZNFjr7zyShobG/n+97+/DDMLCXl+EtoRhYScZ+644w7e9KY3LWknsqWlpeYuYRMTE0QiEeLxeE3P63kexWKRZPLMNTPLiVIKf88eREcHkX/8RwCcosvx+4bpi48z3DKJkhA1THSps1e7AOlLdF0ipUCpwHRBSolpahSLQV1GRbxMp4u47uxF494rL+FE72H273uS7VddymQkiyd8EjJaTZGcmJh40UaDlFJMTk5WIzrFYpHNmzcjpaRUKmEYBrFYDF3XUUoRj8e54IILZl0Lz/NJ1aV49ulHufnmmzCMU8YTzc3N1NXV4boujuNUx6XTaSYnJwMralenrbWNxo56isUipmkuafOhubl5QSJ+7969TE9P8/DDD3P55ZcD8NBDDzE9Pc3VV19FpM6gmLYpph0idUHPoLe/861cd921KA/0mETqgtff+Ku875qPsiqxFqEJlKfwHZ/HvnyU3FiRrb+yGjvnYRJlzeq1DI4MkEqlqgvitMpTjNokVYSn7nmCeDxxTiEEgYkCQAmXmGFVo0O6eeb7U+qSq40LaLbrmBAZvvrbu3j5D46xa/drKR47TF6VqFOx6nclGtFJZz2kK8kbJWLCoi5pcdmOdh54uC8wUpCSZw+OcvUVXRQKJvGYeUbnxXnfh2UxMBBck1pGiSKRCKlUimKxOOterQWDg4M0NDQsShQJIbj11lu54447eP3rX7+MswsJef4QRoZCQs4jtm3zta99jVtvvXVJYyORSE3/YPq+z/j4+IrYWa9EY8KZFD7yEczubuQzz1Qf631glFLW5dFNR/B0D6EEsZhFM0m2aquRKogCaeUF5MxUOV8pnBnOXWMzokIAuq6RqouwY8cO2lrbePaBJ9GKwSJ12s+RyWSYnJxkw4YNxGKx5b8Ay4xSimKxyMjICD09PWQyGYQQZLNZhBA0NTWxadMmDMNA13W6urpob2+nubm52mxYSrkoUWgYBvF4nFQqRXNzc7VxcEdHBxdccAGbNm2itaMFSZAud/z4cQ4cOMDRo0cZHh5elv5aF1xwATfccAO33347Dz74IA8++CC33347r3nNa9i6dStCCqykyTVXX8M3/+NbKF/R3NLMpZfv4MLtF7BpzRYu2HIhjiwhd02x/vKO4NpogRBQnuLQD/t57Ms9GDEN3ZIIV6OrbS2WZZHP5xn30uRUkahjsP+RJ6lrSrBj+w5859zpglJIzHKqHLDg6FA8FuV6sROFQiC4/bu/ipnOkXjX+/GVP6/NtrS1as8hw5Ds3T2jhlFBseRyuHucfNFddHQoFotRV1e3Ir85nZ2dK7Lp47rukowUbr31Vu68884VN7UJCakVoRgKCTmP3HXXXdTV1XHVVVctalylWD6TySzTzOZHCEFnZ2d10VgrHMdhfHx8RWy8AejvJ/q3f4v905+ilRuX+p5P988GcUouT11wDF8qTEPH1HWultvRNK0aGar8clZS5SrRopkNWMfG87NO2dwYRUpRtd1ubW3lqQcewygI0m4eJ/7CN0pQSlXTgQYGBjh69Gi1Z1alQeyaNWvo6Oigvr4ey7JqlgYohMCyLBqbGzAtE9/12bp1K5s3b6apqQnbthFCUCqVGBgYIJPJnDcnsC9/+ctcfPHFvOpVr+JVr3oVO3bs4Etf+lL1eakJnjjwGOl0JjBQ8IMIo5U0kLqglHXQhA6a4vLf3MKml3dARRCJQBD1PTLGA585gPIDxzrfVeQmizzVd4jjAyeI2yZP7HuURCLBnit2o1vagtzhACx0SspBKbXg2iHNlNwsrwjeCwIQ/Oov3kbiy/8X/6FHZokhCKJDwtZQHhTKRgprulKs6UpVm7BKIXj6wCjForNoIwUImqGm02lcd3FC6nwwOTlZ89qhxsZGJicnF30fb926lR07dvCf//mfyzSzkJDnF2GaXEjIeeSOO+7gbW9726LTbvL5PL7v11SUKKUoFArE4/Ga16WMjIyQTCZXJAKilMK/7DJ4/euJzBCt/Y+NkxsrcqJxhPHGNAJBJGqgCcnV8iI0IZEEO9jB4u5UZAiC6NDMuqGKeUKFluZT77UiiJ566imO7e+mrrkefW0z01qBRqUhxQtnn0opRSaTYXp6mkwmQyKRYM2aNbS2ttLR0bFifaPOhJACWXaVMyI6pmlimib19fXB8+XvwsDAAJ7n0dDQ8JydDhsbG7njjjvOeoyvPHzPpzjtUMo4WHVGVRCVsi5PP/osZkJHSMH2160l3hLhqa8dQxLch8pXjPdkuOdvn2Hve7diNRsMZqZoSrVSGJ2ie+QwicSp1DgjqlNM27glD906e/QtIkwyqoCDi4mBEdEpZmxc+8zpckII1sfauTSzkSfpQQKjqxJ8+717ueWGNzI8eRxbOZgiiIRbpk4+7yAcjbxWIkmMiKWzd/dqTpycRqGQQtI3kGZoJEcyaeE4Xrnn18KwLIutW7euSAqqYRgMDQ3R2NhYs+9EJeU0k8ks2pr/7W9/O3fccQfvfve7l2l2ISHPH55ff6VCQl7ATE9P893vfndJKXJTU1OkUqmaLhwzmQwnTpyo2flmEo/HVywqVPi934NcDr7ylepjSimO/GQQz/Z45KIjKKnQNQ3LNFktmtmodSB8gSYFmpRUPiZPnVJDpqnh+wqvbF88NzI0V/g1NzcTjUbpP3aSWFHHVR6j/jSuqm0vnKVg24EFdD6fZ3BwENM0Wb9+PV1dXUCw+Hu+CaEKuinP6CpnmiarVq1iy5YtbNiwoZreNDg4yODgYNXRbjkIeg4Z+J6ilHGqNWhWQkczJKWMU218uv7qNq587zb0iBbcj0KgfEVurMjdf/cUR3oGiCRNWrQ6Ro6NIJXOxo0bq5+JZkg0c2HRIUPoSCTFsgOiZko0/dzRId3SuEnswS87wgngf/6/O3Esg+ibfmNem21Z0nCVR0kFRgo7d3QQjQb7tqpipHBghHzOobSEnlGapjExMUE+nz/3weeReDyOYRhMTU3V7JyVyP9S6kHf/OY3c//996/Y34iQkFry/PxLFRLyAuQb3/gGF154IRdeeOGix3qeV/OmmuPj4zQ2NtY8KuQ4TjVFqtbYJ04Q/cxnyH//+7N2h0cPp5k8kcVxfZ7edhwlwIwa6EJyrbgYdIVyggVb8C/46ZypWQxdIqCaKjdHDDXNFkNjY2Nks1m2bt1Kc3MzDz/wEPGigUAw5qfPar29UlSiQMePH+fIkSOUSiVisRhbtmwJmoO+QNzvNFOe01VOCEEkEqlGayvGDEePHqWnp2fZrIelLrGSQZpbKXvKlMNKGuiWRinr4BaDebddUM+1v7edaKOF1IIUzJJwmCTDY/96lOl9WR5/+hHiqRib1m6moaEB1z3VgNWMakHvoOK5RYUlDEoz7smF1A5JTXC9tZOkip56UMBnfv5H1H/nh5SefDzon1QmGtHR0fCdU/2I6hIWuy7pKKfKAUJw4NAYubxDoeDM29/rXDiOw9DQUE37uQkhaGxsZGJiombnBKrR98WmyrW3t/OKV7yCr8zYNAoJebESiqGQkPPEl7/85SVFhSCoo6ilm1uxWCSfz9PY2Fizc0KQDlixjV4J5J49FG68kWTZRrvCkbsH8GyfI6v6yCQKaFJimjq60LhW7EDoCjyJkAIhqEaGZi7khBAYM1LlTk+Tq0SGKnbSDQ0NrF+/HtM0qzVEDz6wj1gxOO+4n6kWrT9f6Ovro6+vj2g0ypYtW4hEItWeOi8khDiVKrdQ4vE4XV1dbN26lWQyia7rOI7D2NjYeastqqAZMqj7cXzs7KnIjZUwMCIapZyDUwwer1sV47rf3079mjiliEMuVkS3NaLTJg/980H8AYs9VwapcZ7t09/fz8DAQFCDowfRIbvgnlMYRISBg1u95xcaHYrFIryCSwNRV04v/UH7MJnffQ8tL72JvD/bZts0NEQp6DmklDrNSEGBUpRsl4PdY+QLNiV78fU/zc3NlEolstnsosc+F+rr61m7dm1Nzwlw4sSJJUWkbr31Vr785S+f/wmFhDzPCMVQSMh5oL+/n3vuuYe3vOUtix47MjJCoVA494HnEc/zVsTGe2RkhMbGxpWxjf7Yx9DyeaxvfnPWw9P9OYafnQxsii/uBqmwIga6lGyQHXTSgtAEwgMpBJomq5Eh77Q0K9PUcFyfYtElnZkdOahEhkZHRxkeHkbX9arF70xThX0P7CNa0IgIkwk/Q9av7b0xE6UUU1NT1f4+bW1tbN26lba2tprbBJ9vzpYqd9Zxuk5LSwuapuF5HlNTUxw+fJiJiYnzGmnQTImZ0HFtj1L2VETGjAc1O3bOraa4RepMdvzOOpI7o0Q9i3gxQj6bR0iJfcBCiFMpcatWrSKbzVZ7i5lRDeWrcwrDUxbbc6NDnn3msZoheYO+F6UIGscCUyrL3f/zbXiGjvvmt846PhLRMTwdx/EoEJhadK6uY/3aeihHh6QQPHNglELRoVRaWqpcS0vLvP2flpOKO2KtjXJSqdSSxNDrX/96jh49ylNPPXX+JxUS8jwiFEMhIeeBr3/961x33XWsWrVqUeM8z2N0dLTmO+vxeJzW1taanrNQKJDL5Vakwap94gTqL/8SfvazOULsyE8G8ByfEi4HtpxEItEjGrrQeJl2Cb4IFnqi4iRXRtPknMWvWS7mHhyZu+Pc3BhjenqasbGxarH+TGYKogceeACrKEmIaNV6u5ZU0uEqltPRaNAHaak9eZ6PVFPlllB3UiESibBx40Y6OjoYGxs77009dVPDihu4JQ87dyoCYsZ1jKiOnXcp5Rwm/SxFw+a6t27nwr2d5PM5pKYRjUQpTdv0PTqGEQlS4oSSrF+/nqmpKSYnJ5G6RF9AdEgKiYFerRuCGdGhc9QdbY13sU11goLKL92P7cc5ee8PqPvWnUw98uCp92ZomJqGb4tqqlzE0rli92qgLKiEYGAww+BwnnzBxllCE93GxkY6OzvPfeB5xnVdTpw4UdMmrKlUinw+j20vLtKcSCS45ZZb+OpXv7pMMwsJeX7w4virFhKywnznO9/hda973aLHpdNpLMtaUqfwpTI5OVndFa4ljuOsSDRKKYW45hqKL385YvfuWc/lJ0ucfHgMz/F5dvNxCpESZsRAChmkyHExSveDwm2lYcwQQ0LA6eUKUgoMXTI0PFsM1SUtPM+mv7+fzs7OM37eMwXR/fffj16ElIiTU0Um/ExNahwqaXzDw8PU19ezeXNQa/JCS4U7F9VUubNENRb6OqlUqmrR7Xkex48fP28pWHpEw4zrOEUXOz9DEMV09KhkuDBJJpenUSYxXMlk4wniXQbxRAxB4DTX/ZNBpCaqaW2mabJu3bqqOYQRC6JD7jmiLKfXDUEQHfLcs0eHdEvjNdrlQZZb+bFHnG5yG1sZe8dbiF//6ln3diSiozk6BdfGUx6aJrl0ezuxWFBTh1JomuCpZ4cp5JdmpCClxLKsmkdpTNMkHo/XtIePruukUqkl1bm97nWv4zvf+c4yzCok5PlDKIZCQp4jk5OT3Hvvvdx8882LHjs1NTVvlGC5UEoxPj5e0w7sFerq6moejQJIf+UraENDmHfeOee5oz8fwi15KE/x+PajCCEwozq6kGw31tLi1yM0kL7E99WsyJAUouocNxPT0BgZmx3JaW6M4fs+ra2t1NXVnXW+pwsiUfRplElKymFcZWbVKZ1PHMfhxIkTDAwMIKVk48aNNDc3v2giQfOx1FS5+RBCoGkaQgji8TgnTpzg+PHji96Nnw8jEkSCnIJbrRXylMe0lUfEBMlSDGfS4YEHHiCRSLD3zTuCWi4ZCIf0UJ7h/VOz0tqi0SiapjE4OIjrueimhlPwziq4I8LAx8dRp0TZQqJDQghuiu4hosyqGFL43G0/QeEf/xZpl3D//u9PncfSiQkT2/aq0aFk3GTXJYHFecVI4eCRMbK5wEhhKRsFvu9z8uTJmjvLVfr/1NLAoaura0mNX2+44QYOHz5MT0/PMswqJOT5wYv3r1xISI246667uOiii5ZUGNvS0lJTMVQoFLBtu+bOdQMDAzW1lK2glCJx++2UPvEJtNMEoFNw6fnFIJ6ryEQKdK8bwLIMEKALjZcbl6AApSukr6FUkBpXQdPK7lanYZoaE5OF6nMKSNUZxOPxBacIni6I/IJLs6zDVR5jfvq8Wm8rpZicnOTIkSMIIaqC9cUWCZqP85EqdzpSSlpaWtiyZQumaTIyMnJeXteM6dVaoUKhxKifBqAj2ohpSh687yGiRpxdu3bRflEDyY5oIIYIehAd+ckAmimR2inhIkTQzPTEiRNIi3NGhwx0BGKOscdCokN10RgvFTtgxiE/sZ9EIpn44j+gf/jD+OXUscDJT0faGrmywYJpauzdMyOtTSlsx2P/4aB2qFhavJGCpmk0Njae9/TGc5FMJkkmk+fdeONcjI6OLtoaPpVKcd111/Hd7353mWYVErLyhGIoJOQ58t3vfndJUSHP84jH4zVNG6v0M6qlgYHjOExOThKNRs998HlG/OEfIiMRIh/+8Jznjt0/jJ1zUZ7iyQt7cA0PK2oghcAQGtfJHcGBmo9UFRe5UwJBnCEypGmSyelCubcKOLaDLu1F7wKfLoicgk2LDKJK59N62/d9xsfH6ezspKur6wVvjLAYKqly7iJc5RaKruusWrWK1atX4/s+fX19zzlKZMZ1XNNjIDcBDjTLOjzb5eFHHyLZmGD71ovBD97X5lcE9YtBdAjGjqQZP5bBiGmBcHGC99zR0RFEiIYG0cwgje5M96oQIkiVY7bwOF1kzYfUJK8zr0TMMFIY9MZ5xu2l+NobcZqbKL7hDdXjI5aOpUzyto2tHIQQrO5IsmFdAxBsMkghePrAKPnC0owUAJqamshms8vaP+p0hBCsWrWq5kYyxWJxSZtSN998cyiGQl7UhGIoJOQ54DgO3//+97nlllsWPba3t7fm0ZL29vaaNzsdGxsjmUzWvK+Qm8+jPvUpuPPOOVEO3/Xp/skgvqvwpMcz245jmjpoAk1ILjM3Ue8nERIQILzgp3Lmy5wpMgQwNV1CqaBY2vM9Nm9avaRIy+mCqFQo0SzrnrP1dsUlbnh4GE3T2Lhx4znT916s6KbE985Pqtx8VD53KSXd3d2Mj48vOT0qr0rkYkVipkUyF6WYK1VT4/bs3YVmBH2IlFJ0XtZEJGUGYqjckLX7JwPopobUBE65t5AQgq6urqCJrhbUx52t71BEmNjKmZOuWRVZZ4kO7YxtpIuWGbVDgrvtxwEY+sm3iPzgB5T6+oBgUyFpWTglf5aRwpV7AiMFyqlyQ8NZ+gczFIoOrrt4UWsYBu3t7Yse91zxPI8jR47guouPaC2Vurq6JdVI3Xzzzdxzzz0rEt0PCakFoRgKCXkO3HvvvUSjUXbt2rWoca7rks/nqw0da0GxWMRxnJpGonzfZ2pqipaWlpqds4L3spdhb9qE2Lt3znN9j42RGy+hPMVE3TS9q0eIRE1QQYrc9eZOHMdD6WUnOTeov9DkTAMFMe+iVikVpMn5PrbjYJkm7W1LFxqnC6JioUiTSFatt3P+4na0K7VBQ0ND1Wjdf4WUuDOxHKlypyOlZNWqVaxZs4axsbElWTpn/DxTfpa4iNCebMBTLvf/bB/xWJAap2kaVlJH+eDkPaQu2fiyYJEvyrftwBMTZEcKQVqb7eGXxYOu62zcuJFoLAKaOmvtkEXw+zHTYhsoi6yzR4cMS+dm7XJQohodut8+QEHZsHEt2Wv2Il/60urxEUvH8k3STiEwMdEkl17UTjxejl5WjBT2j5DP20tKlYMgOmRZVk3T1jRNQ0pJOp2u2TkTiQS2bS/aSGH9+vVs27aNu+66a5lmFhKysoRiKCTkOVBJkVtskXkmkyESidQ0JWlkZKTmO3tSSrZs2VLzFDn7mWcwHn0U9fOfz3lOKcWhuwbwXR9f+Txx0XGwBJqhIQRY0uA642I8X4EeNIpUHmjlhqsVNDl/mlw6U8LzfISQmKaFlJLmxuf2/k8XRIVCgQaZICGiTKscaX9hBeBKKY4dO4aUkk2bNv2XjQbNRAiBtkypcqeTSCTYtGkTzc3NKKUWVLivlGLSz5JRBepEjJSMY9s2jzz5MPFYnJ2XXlb9/ZGaxIhqOEUXz/FZd1UrekSrmilUaod0S0NIgVM4JQCFENi2zfG+HoqF4hmjQ5rQ0NHmuMrBwqJDN8euwFBaNarq4PIL+xkQMPW9/0A7cQL/7ruD1zM0klqUQsGlQBAFjccMdl2yqnxtCIwUDo+TTpcoFpdmpAAwPDx83uq7Fkp9fX1Nf5M1TWP16tVLMkW55ZZbwlS5kBctoRgKCVkiSim+853vLClFrlgs1nQh6nkemUym5s51Y2NjKxJ1kNdfT/71rycyT0rg6MFppvpyKF9RsBwObDpJNGbiKx9NSK4wtpJQQYNUtMBS21cKTYrZNUNSzLHWBhgdy2PbDhAIKV3XSNU9d+v00wVRPp+nTsZIiThZVWDSz551IVgqlRBCsG7dOjo7O2tucf58Rqumyi2/INI0DV3XKRQKHDt27Kxpc77ymVBBOmSDTJCQUUqlU6lxO3bsQIrZf8aNqI6mS0pZB93SWH9N8B2ofA17HxylmLYxohqu7c16z6Zp0tzSzPD4EKXcmYVFRJjziqGFRIdao/VcJS5AKPDLbgo/Kj2OpiRYOvbH/hD5a79WPT4eNRGeJOsWynPUuGpP56mGRQpcz+PZw+MUCkuz2YbA1GBycrKm0aFK/59a9hyqr69f0nf/lltu4fvf/35N5xoSUitCMRQSskQOHDjA4OAgr3jFKxY9tqOjo6apY5V+RrWs28lkMisjhh58EG1iAuvf/33epw/e1YfyfFAw0jLBUMcElqmjyilyr7Iuw3V9pBAoqZC+wPcV8jQxpAkx7+L5WO8wvu8hZZBG19gQmTXuuTCfIIrLCI0ySVHZ81pvK6UYGhqip6cHzwt6zPxXToubj1OpcrVbCMdiMdavX8/o6Cj9/f1zFuGe8hj3MzjKo0kmiQprlhDatWtXEO1hrmAxEzoocPIuG69rR2pB3ZCQAt/x6f7p4LzRIYDW1lb0iGR8fHzOcxUsYeDhz+tqeLpBw+kIKbjFuhIxI1XuqDdIjxf0Ppv+H/8dv1Si8C//EpzL1IgJi+liEU95CCHoaE+waX3FSCH4bj5zYIRcwaG0xFS5WCyGrus1jdTous6WLVtqmiHgeR4HDx5cdK3Snj17sCyL+++/f5lmFhKycoRiKCRkiXznO9/h+uuvX3QKWLFYJJPJ1HRBKoRYsK3z+WJiYoLGxsaaL7z9N7wB3vnOeRcY0305Rg5MB3UV0uPpbb0Ycb1Si01MWlxrbsdxfHRd4uJVewxpmpz1XoQ2NzJUKpU43juCaZpVAdRQf35TBOcTRBFh0iSTVettr7xI9TyP3t5eMpkMGzZsqLl71QuFpabKTU5Octttt5FKpUilUtx2220LWkwfOHCAW265hY6ODm688Ub27dtHb29v9XlHuYz5aXx8mmUdpjDmCKGzpTpJTWLENJyihxHV6bo82HgJzBTg2L1DuEUPI6LhlrxZ5hFCCLrWdBGJm7hFDzVP+NM8g8U2LCw69JL4hbSQmlU79JPSE9X3Pv3hP8D8b/8taJgsBA2RGI7tkfWC+riIpXPl7rLNtgr+DY/mODmQXrKRghCCpqYmcrncuQ8+jxiGQSZTm4bKEEQmDcNYdFNgKSWvec1rwgasIS9KQjEUErJE7rrrLm666aZFj5uYmKh51/P6+vqapsiVSiVyuRwNDQ01OydA7p57YGwMb0YDx5kc/GEfvhc4ZmXjeY5uHCQaNYM0OCG52ryQuIwEtUCaCnadfRkYK+izfy4rwZ6ZdUOTk5MUba26UBVCUH8eUuROZz5BZAqD5rL19qifxlFutTh7w4YNNXfze6GhWYtPlXvb297GE088wV133cVdd93FE088wW233XbWMUePHuWaa65h27Zt/PznP+fuu+8mFosRj8eZnJxkKp9mzE8jkVXnwLMKoTOsoY2IjmZISjmHjS895ZZWiQb13DtUrSdyi7OFSyQSoaWjhVKphJ2fmxYlhMAU+hwTheq5Yxqec+bokGEYvEa/HOELfHwE8DP7KTzl46FwP/p7CMch93/+DwDRiEEEk+lSkCqnaZIdF7aRSJzqHaZrgqeeGSaXX1rPIYCGhgY6OzvPfeB5RCnFyZMna2rtnUwml2TccNNNN/GDH/xgGWYUErKyhGIoJGQJFItFHnzwQV7+8pcvapxSikwms6RO4EtlfHycsbGxmp0PTrln1TL9QymF+Za3UPy1X0OfZ+GfnyzR98sxlAJfKAY6JhhflUEi8VHVFDnP84MeQXrZ/NcX5cjR7AhXZUE6Uwy1tbVRtGc6zkFDylqWXd/5BJEutKA5a9FmoDhGJBVj7dq1YURoAWhGEPlbaHTowIED3HXXXXzhC19g79697N27l89//vPceeedHDp06IzjPvaxj3HjjTfyV3/1V+zcuZMNGzZw00030draSsbJ80Tvfty8TbOsQzubEFpAwNWMG6DAShq0XxxsTAghEEJw9GdD+K6PHtFwS/6cCJCQMDoxwlD/yLzRoQgmtnLnvbcXEh26OX4FGhJVttnOqiIPOgcRgCM8cn/4IaIf/CAQ9PeqM6Nk7VK1v1Y8ZrD70rKRQvDGONQ9wdR0kVJp/nmdCyEEpVKJiYmJRY9dKlJKkskk09PTNTtnXV0duVxu0dfouuuu4/Dhw0tyQwwJeT4TiqGQkCWwb98+mpub2bhx46LGFYvFarPVWjE1NVXTxXBggavVPCqUuf9+tLExIv/2b/M+f/jH/cFOtVKUDIfDW/qJRg18pRBAnYxxtXkhTiXFRvORSIQKFsmadroYOvW/S6USx44dQynF+ESh+rgQgoaGKPYy2TbPJ4iKhSLTvWO4eZtJla32aAk5O5VUuYXWDe3bt49UKsUVV1xRfezKK68klUrxwAMPzDvG932+973vsWXLFn7lV36F1tZWrrjiCr71rW+R8fPoTRHWtXWSPjlONptdWGrcWdazUhOYMR235LHhulNmIkJCcdqmd98oRiT4bTi9PkgIQdf61UEke3JuSpUlDBRqydGhtZFWdoqNCCXw8BEIflx6HA2Jozz8j38I6Tjwn/8JQH00hvAFU6VTRgp793QGxhAKUArP83n24OhzMlIAGBwcxPOWz2r9dOrr65menq5ZqlwkEmHLli2LTmFubGxkx44d/Hwel86QkBcyoRgKCVkCP//5z3npS1+6pHqYlpaWJVmbLgXHcSgUCjWNRGUyGY4dO1az81VIvO1tuG9+M3KeaJSddzl273B1F3oqlaH/gjF0Ta+6yF1nXYwlDFzXR9ckngiiRb6vEII5JgiVnkOO69Hf349lWbieYjp9Kt1FCGhpimM7y7ewmimIHn74YY4dO0Z7Wzsbm9YQF5FFWW//V2cxqXJDQ0O0trbOeby1tZWhoaF5x4yMjJDNZvmLv/gLbrjhBn70ox/x+te/nje840386IGfkRRR1jV2snrVavL5/FmF0EJ/e/SIhmZqJJqjNK5LVAYjpKD7Z4P4no9uBbVDp0eAorEorataOHGsD8+dfQ/rQkNDzusqB5xq7nqG6JAQglsiV6ApWTX9eMo9xrA/BUABG++jH8V717vw/aCGr06PMlnMV2uJ2lvjbN7QCCL4XgdGCqNkc0s3UohEIkQikZpGauLxONFotGZOdpUeaUupj3rpS18aiqGQFx2hGAoJWQIVMbRYotFoTV3kMplM1SWpVkxNTdW0mSyA98QTiKEhzHKNwekcvWewuvPtSJehjgkmmjJle99A9Fxv7Qyedzx0XeIoF4OyGOKUNXGFyn+Pj03gui7t7e2MT8wVHW2tcZwz7I6fLyqCqKmpiampqaqpR0rGF2y9HRKkyv3t3/4tMStRTSeb798jjzwCzC9IKgv1+agsdl/72tfye7/3e1xyySW850Pv55U338BXP/clkjKwdI9Go+zfv59kMsnWrVvPunkyn5vc6Zix4Pu/7uqZ0SFBdrjAwOMTGNFydGie3kIdnW00NDTMmz54JovtCkZUP2t06JXxnSSJIpSo2mz/xH4SgcBRLvZH/x9EqUT2K18BoN6K4XguWfeUkcIVuztnRcdGx3P09k1TLLnz9gFbCLXu/yOlZM2aNTWN4OfzeQYGBhY9LhRDIS9GQjEUErJICoUCDz744KLFkO/7HDt2rKbpF3V1daxatapm51uJfkYA/uteR+mWW2CexYTv+nT/ZJBKl8dsvED/7nFMXa+myDVoCS43tuD7Cs8Putp7+GhK4no+QpyKBFXQNIlCMZ1OVxsZjo0XZh2TTFjUJSx8pXCWMTpU6Sh/0UUXkUgkqilzwDmtt0NOIYTg3b/1Lh7e90sOHDhwxn/bt2+nvb193tqJ0dFR2ubpbwXQ3NyMrutceOGF+MpnzE9TUg4Xd21l4OhJgFmpcZs2baKvr++Mzl8LjQ5JTWDGdRo3JIg3n6qnE1Jw9BdDeI6PbsnAPe40wSw1SUtHM4VMkUJ+9v1tCQMXb16LbQDdOnt0KKqbvMq4DE3JaqrcT0qPg/Lx8MhjU/jAB4h94AMopYhZJpY0mCwG97amSS6+sJVk8pSRgqZJnnp2iGzeXrKRQiqVorGxsaabB8VicUniZKnEYjFKpdKiLbZf8pKXcOjQoTNGP0NCXoiEYigkZJE8+OCDtLS0LLpeKJ/PUyqVapYi5/uBa1okcv7dzM5EPp8nEonU1LmsND6O1teHdoaoUO9DoxSmbBRB75Z0Q57+DRNoaHjlFLlXmJdiCB23vJMs9WDHXZRttaUUcyJDUgoEgs6uNdUasLHTIkPNTTF0XSKlWLZUuWKxSE9PD5lMBinlnBoi4IzW2y8klFLVxanv+wghqvf4+aS1o4WNGzayZfMWtm3bNu+/SCTC3r17mZ6e5uGHH66Ofeihh5ienuaqq66a97VN02TPnj0cOHKQUX+6ap3dc6CbtWvXzqkRqq+vp6OjgxMnTjxny2fd0jAiOmuvbK1uDAgpmDiWZfTwNJqloZTCLc3TOyiiMT09zclj/bOut0WQkvpcokOvjV5ZNlJQ+PiM+mmeco8Hr+vbaH/2/yEzGfLPPIMQgkYrTsYu4HjBIj4eNdgzw0hBCMGRnkmmpoqUSnPF3YKula5TX19fUzGk6zoTExM1a2qq6zqRSGTR91VjYyOXXHIJ99xzzzLNLCSk9oRiKCRkkSy1XiiXyxGPx2vWdyebzda8dieZTLJhw4aantN/+9txN23CmMeUQinFobv6qBQLFS2XzIV5xs00zJMiV2m26mvBwk3zg0Xa6Q1XIRAhw0OD+DPqLMbGTxNDjUG6mmloy2Ki4Louvb29NDY2UlcX2GrPZ6oAVK23Fapqvf18w3VdMpkM4+PjQCCujx49yqFDh9i/fz9Hjx4FIJ2eZv369Rw5coRnn32W/v5+ILA27+/vZ2RkhHQ6vehdb1i4q9wFF1zADTfcwO23386DDz7Igw8+yO23385rXvMatm7dWj1u27ZtfPOb36z+9+996L/z9bu/xZfv+DJTx0b57P/+J7773e/y7ne/e94aoYaGBtra2qrXZA6LWK+bcZ2OSxsx4qfSZoWEY/cO49lB7ZBTmCsghBS0rWqhkC2STp9qCyCEwBLGGU0U4NzRoQuja9gsVyGVxMVHlo0UDHQcPErSxX/JS4i+611AkConEEyWyvd12Ujh1PUIjBSe3j9CPm8v+XuXyWQ4evRozQSRrutEo9Gatl1IpVJLen9hqlzIi41QDIWELJKl1gtVxFCtqLWFt+M4TE5O1rTJqlIK66c/xfvXf533+cGnJkkPFqrHpuuzjO1KowmtmiLXqqW4zAiifI7jo2kSV3nIiu2vr5CanCOGhoaGsCwLNateYW5kCAIx5PlqyTUMZ6K/v59oNDqnkP9MgkgXGi0yhS60aorWSqGUIp/P4/s+juNw8OBBDh48yODgIIVC8JkZhkFzczOdnZ1s2rSJdevWAVBXl+L48eNs3LiRzZs3V+vwdF1H0wI76uHhYSYnJwEYHh5meHiYbPbcdVOnXOXOvYj+8pe/zMUXX8yrXvUqXvWqV7Fjxw6+9KUvzTrm0KFD1WL8gipxzc0v52/+4m/4hz/9ey69+BK+8IUv8NWvfhUhxBnNEpqamujq6sL3/edUZC+kIFpvsuaKlqpZghCC4QNTpPvzaKZE+QpvHiFoxU2ampoYPDE0JzpUUs5Zr+vZokNCCG6OXIFe3nhQwIPOIdKqACjyqoT21a8iHn8ct1RC0yR1VpTJ0ikjhdaWOFs2NgEzjBQOjpZT5ZYmhuLxOI7j1LT/T11dXU3FUEtLy5JSml/2speFYijkRUUohkJCFsFS64UA2tvbq7v3y81K9DOampqqqQMTgPinf0LGYkT37p33+UM/6KvunDu6i93l0l0/iIaopshdb12GFKd6BhmGxMHDKDvJKSGQ5cL5CtlslkKhQFNz4ywHrtMNFJobAzFkGBIB5z061N7eTmdn57wC9EyCSApJk0hiCYNxP11z6+10Ok1fXx8HDx6kt7cX27bRdZ2uri4uuOACtmzZUm18aRgGqVSKeDyOZVlVIxApZdlhTMeyLEwzqBlJJpO0t7fT1dU1SySZponjOJw8eZKDBw9WxdaZ6vcCVzl1Tle5xsZG7rjjDtLpNOl0mjvuuGPO4lIpxTve8Q6yfmBiEREmH3j7b9F9+AiFQoGHHnqIpqams9tnE3yeIyMj9PX1zRIei93Y102N9de0IXVZfR0BHH9gGLfko5kaTnFuFEdIQUtHE/FIAs89dV0qFts2Z47CVaND8xg0ANwY30NEmGWbbQ8Pn5/bT6KhYSuHQksKr7mZ4gc+AECDFcfxXbKlU0YKV+3pnHExBOMTBY71TlEsOUvahJBSUldXV1Mjhfr6epqbm2t2PqUUg4ODS6obOnz4cFg3FPKiIRRDISGLYKn1Qr7vE41Ga+bq5jgOmqbVNBI1PT1NKpWq2fmUUngf/SjOhz407/PjPRlGu9MgFMqHbDyPuBLGVBrKvU1mpshVmq3qehAZ0s/iJDcxMUFLSwuGruOVxZBSam6aXDkyJITAMLTzVjc0Pj7OxMQElmWdtQbtTIJICEGjTBIXEab8LJlltN5WSpHNZqu1CZlMBk3TWLNmTbX+RghBPB5fNjethoYGOjs72bZtG2vXrsWyLGzb5sCBA/T29pJOp2cJjMU2YD0X036OtMqTEFEaZKIqXhfUR2gGzc3NFAoFRkZGggeWGISNN0Xourz5lJAXgoEnJihMFtF0ge/NXztkxgyampqw8041QmUIHXkWi+0KRlTHsz18d+41TWlxrjW2B0YKykcAPy49gVRBw+OcX8T5278lescd+L5P3LCwdKPac0jTJBdtayVVV6mPDExQnnx2mFzeeU5GCs+1VmsxGIZBLBarmcmOEIJcLrfo99jQ0BDWDYW8qAjFUEjIIrjvvvt4yUtesuhUsNHR0WpdQy0wTZPNmzfXLGXNtm1KpVLNIl8A+SefRORyaH/4h/M+f/AHJyut6XGlR67Dpm/9OLIcFRLAar2J7fpagGqzVV0TuHgYQp/RY2j2T2VXVxdNTU1ISXURncnac8RORQxBUNvguP6sGqOlkM1mqyl6C+FMgggC6+06ESOzDNbbnucxPj7OkSNHOHnyZNXxbvXq1XR0dNS0fq6CEIJYLIaUsvodiUQiDAwMzKqvE0KgmQtLlTsbSikm/Aw5VSQl4tTJU/fDYoUQBGmAa9euZXx8/FQUdgkfmZCCLa9cHfSbKd+Pvqfo++U4bslD6vPX+AghMKIavUdPMDE+UX08IoxziqFKdMguzH9NXxu/Ek3Jci2fT683whEvcFcrKRvtLb+GUIr8t78NQIMVI+MWse1gnrGozp6dp5wzBYKjxyaZmCgs2UghkUgseuPruVJJ6awV8Xh8SYLvJS95Cffdd98yzCgkpPaEYigkZBE8+uij7N69e9HjcrkcsVjs3AeeJyYmJrBtu2bnA2hra6tpnwz9138d++qr511EZoYLDDw5gZCAr7AjDvV74jztH0MS7D5LIfkVa1d1Qe66PpoUeKIsipB4ngIEmhYcU0kr8X0fKYPoQXDM3HohTZPU151y8jON4No8l+iQbducPHmSVatWLSrqdzZBlJBBtKKobCbOg/V2JWJQKBSYmpqitbWVrVu30tjY+JxedzmwLIu2tja2bt1aTc0bGBhgcHAQJf0gVW6eSMZC8JXPuMpQUk4QhZOn7oWlCKEKkUiErq6uckRtSVMDINEaYfVlTSj/lEvfiYdHsQsuQgZpgu48YlCPaDQ2NzJ4crgawbCEgYN7TpfCs0WH9lhbWKU1BUYKKjBS+FHpcQw0HDzylCi96U1EPvhBIDBSQCqmZhgpXLm7c0awTOH7iqf2D1MoOEtKURVCUCqValrHE41GaxqNWqoY2r17N48++ugyzCgkpPaEYigkZBE8+uij7Nq1a1FjfN+nUCjULGXN9/1gMVdDW1jTNGua6+66LsaBA/DlL8/7/MEf9lFZl/lKkWnM41/iMalyoMDDx5iRIhe8po9haLgEAzUl8ZUCVHXROTk5WbWwhqBQu3KZT0+Ra2qIzjJdkFJg6PI51Q3l83nq6+tpaGhY9NizCaKosGiSSZznYL3t+z5jY2McOnSIfD5PPB5n48aN1NfX18xOfqkIIap1Rw0NDZRKJY4e62Z8fHze+plzUbEwd5VHk0wSEaf64DwXIVQhmUximiZTU9PPyVBh6w2rAarRIafgMfT0FL7jI6XAnSeKI4SgoTmFjsHoyBgww2L7LHVDcPbokBSS10QuR1caqtxK9hfO05RwUCgKysb65y+gDw6CbaMLjTorwpRdwPMCq/WW5hjbNjdXg2VSCp49OEomt3QjhWKxWNPamHg8vqT+P8/lfEvpqbRr1y6eeOKJms0zJGQ5eX7/hQoJeR5RKV7euXPnuQ+eQalUQtO06mJruSkUCjU9n+d5HDlypKbNZOXnPw/JJJF5GsoWpm1OPDiKEMEizzZdonss9msnkQj8corcBr2dzVq5P4lSuJ6Prksc5aEhQQVCRojAVtv3fUZGRmhra6tGkyqPw9weQy3NcyOBpqHhOEtL2fF9v9p3ZqmcTRDNtN4eW6T1djqd5siRI0xNTdHZ2Uk0Gq15Ctz5IhqNsm7dOtatW4ftlXBK3qL6GdnKYcxPA9As6zCFUX3ufAihmUxNTZ2qH1oCqVVx2rc3gDoliHrvHw6MQxR4ro9nzxVbRlSnpa2lmkonhcRcQKocgBE5c3TolvgVaEJWjRSKyuE+ez8GOkVlU5AeXns7+d/5HQDqrTgODvlSEAWPWDpX7p5tpDAxVaC7Z5ySvTQjhWQySalUqlmkvdL/p2LysdxomkZTU9Oiv69bt25FCMHBgweXaWYhIbUjFEMhIQvk0UcfZdOmTYs2CYhGo9U/HLVgJfoZATVLkVNKIf78z5HveMe8zx/5yUBgDSwIjBOSBVr31PO4exSJwC27yM1MkavUCxm6xMVDF4EVtu8rpAApBJOTk+i6PqsuKhBDwcLrdCe5psZ5xJCpoWacb6EUi0UOHz58XnZhzyaIKtbbErkg6+2KABZC0NbWxsaNG0kmky9YITSTeDzO+o3rEAiGB0fo6emp1j2diaKyGfcz6EKjWdahi1PfifMthIQQrFrVweTk5KzPcLFsedWp2iGlFPlJm7Hu6UD8KeZ3lhOCVFOSxlQTnltOlUNfkBjSI2eODrVpDVxpbJ1lpHB36fFgcwLIqSKlD30I8z/+A6UUMWlimQZTxQJKKTRNcuHWFupT0fIrKjQpefrACNmcTWkJUdmKEU0tU+U2bNhQUyfQkZGRRYtqTdO49NJLeeyxx5ZpViEhtSMUQyEhC2QpKXIQpDbVMpXAsqwl9Y5YKul0uqbGCaV8HjU4iP9nfzbnOafgcuyeIYQMNoddzcO41GAsOU1GFarF2brQeFXksuq4SrNVTZM4ysVAL++OK0S54Wp9fT1dXV2zFvpSCvwzpMk1zyOGtHK/osWkyiml6O/vp76+/ry5EZ5NEEkhaZZ1Z7XeVkoxMTHBoUOHKJVKJJNJ6uvrXxQiaCbSCCzVG1KNxGIxuru7GRsbmzdKlPOLTPgZLGHQJJJVu3Y4/0KogmVZtDQ309/fv+S02KaNSRrWJwBQ5fq3Y78YDr5DqDP2B9ItDddzOby/G9/3sYSBj4/9XKNDsSvR0KrprM+6J+j3xxEISspBe/9vIfN5cgMDSCGpj0QDkVT+TsWiOrt3dlRT5YSA7mNTTIwXluwq19jYWDMn0ArpdLpm59I0bUmCeteuXWHdUMiLglAMhYQskKWKof7+/pqlPEBgB1urXcWKbXItdzHdP/1T/Pp6ZCQy57mee4cpZd0gKuQpilGb5isTPO0eLxsnBEukC4wu1mgtp17TDZqtKqWqltv+jKaUtmMHC77THNykFNVeNGdquHo65iIttsfGxvB9f05j1efK2QTR2ay3Hceht7eXkZERurq6Fuxq90Kk4iqnXEVHRwfr1q1jenp6zuZG2s8zrXLERYRGOTsytlxCqEJjU9MZe00tBCEEW165ClExCfEV03150v0FhAju7/n6AwkhiCYjeLbPxPgkpjAWZLENQR8nIQXOPNGhayPbaZDxIDqEj0Dw49LjmOg4yiWPjbdmDeL3fg+ApB5F6JApBD2HTFNj767TrodSPLF/mELeXlLNXiqVqmnbAN/3OXHiRM020aLRKIVCYUl1Q6EYCnkxEIqhkJAFslTzhFKpRDQaPffB54F8Pk9fX19NzgXBgmjDhg01e38AkS98gdJ73jPncc/26P7pQLCj7YMvFWyDhtVxHnGPlFPkvHKK3GWzxgbmCbJqnhA4yflVZ6rhoUEmJyfnnFPKoA+KbbtMp2dHUOaLDEGwWPN9hbvAVDnf91m9evWymBCcTRDBbOvtqbL1di6XQ9M0Nm/eXFMRvFLoplZ1lYvH42zYsAHDMBgbGyOdTjPpZ8mqAnUiRkrONklZbiEEgYV0NBplenp6yelyHTsaSbREEfJUulzPL4bQTA18cEvuvFEcI6LR2NTIyMAoSiksYVBcgBgSQmBGdVzbm9PY1hA6r47sRlNaeXGu+In9BH451lPwS3h//mfE7roLCJzsYhGTjFfEcTyEEDQ3x7hgyylDFykFzxwYJZ2zlxwdGhwcrFm0plI3VCtXuUgkgud5OM65P7uZ7Nq1i8cff7ym9aIhIctBKIZCQhbA6OgoJ0+e5LLLLjv3wTMoFotomlazFIts9vz2ijkXtm2j63rN0qP8YhFtchLz4x+f89zJR8fIjZaCuSiFYzrUXxWnxx+ioGzUjBS562eIoZnNVp2yGKqkySGC91goFOa1hpZluTQylp9z3Zub5heIhi6RQpwzOqSUwvM82traltWW/VyCqGK9PTQ1ykB+lFQqRVdXV01t1FeSSqpcpQFr5V4XUvB030EGxoeoF3EScvbnXQshNLPpquM49PX1LcldTkjBpld0VF0TlacYOTBFYbKENCSe7c8bxRFC0NzWiF1wyWfzVYvthdizV6ND+bmv+9rYXqQQCD9ojjzt5/mlfTgwacDBfeMtUCrhlXu3pYwojnTIF4LFfGCksHrWd3I6XaT76ASF4tKMFCpR8FqxVMvrpSClZOPGjYv+O7Vt2zaUUhw6dGiZZhYSUhtCMRQSsgAeffTRqk3wYvA8j1QqVTOxkM/na9rPqL+/n6mpqZqdT370o4hVqzBOS5HzPZ/DPy5HhVTZCatL0bg1wWPuUQSiahd9qbmBdu2UNfWpZqsyiBxR7h9UTpObnp4ilUrNu1CQevC5jo3PXrQk4ibRiDHneCg3rjTObbE9PT3NsWPHaiJuzyaIlFJMDU1QGs5S9OwlW2+/UKmkys3sueMpDy+lsWpNJ/54kamhiVljaiKEylTujqAJsGRiYuKsx5+JNXtaMJPGjHQ5OPrzIYxocN/bRXdOFAcCZ7lNmzagYWIRHFviuUWHNujtbDfWlY0Ugnf4I/sxNCHxUeRUEXvzZpzbbwcgJiwMS5JxinhekPJ64ZYWGhtOCVRNSp7aP0I+7yzJSKGW4gSChq+13HCIRCKLFtK6rnPppZeGqXIhL3hCMRQSsgCWWi+UTCZZNY/983KglKJQKNQsZc33/Wo/mVrhf/GL2OVagZkM7Z9i6kSunOYDru5Sd00UQ2g8Zp9ykZNCcoM5+3OsNFuVUuDgYohgQef7CoHANHSamprmnc/MyNBM5nOSm4lpaLief8Ydat/3GR4eXpLl7VKZTxD5vs/JkyfJZrNs27CFtckOfPxFW2+/0NFNDeUHqXKOchnz0ygUXfE2tm3cSiKRqB5bSyE0s+tqxdFvdHR0SdEhzZRsvK4dIUTwPVKKvkfGcAouRkTDLXhnjA5FEhaTo5N4JQ9jga5ycPbo0C2xis12ENF9xDnChJ9BL9clZf70TzDvuQcIXBCTVoSScKppcNGIzu6dq2YZKfT0TjI6nltSqlyt+/8kk0na2tpqci4IGnUvJcU6rBsKeTEQiqGQkAXw5JNPLrq/EATpdYvNw34udHZ2EpnHWGA5KBQKSClrVkDv+z5MT+OXd4Orj3s+R37UTzk7Lkgva/ZJXRLjiDcQ7FKXF1SW0HlF5NJZ4yvNViFolqmjnRIpAlpbW84oMLXyLvrpPYbOZJ5QoXK+M6XKTU5OIqWsqSsgzBVEhUIBy7JYv349lmVVLaMXar39YkEzg2hhrlhizE8jkbTIFLrQMAyDuro6CoUCPT097Nu3rzZCqMKMyGEikWDdunVLPu/6a9rRjECgAPiuz9GfD2LGjcAOO+fie3MjlXpEI52dZnRwfMF1Q1COkka1eaNDr4pcRkxGkCroDaZQ3F16AgMdR3l4N7wUbBu3bHkdExbK9CgUHZRSmKbGlbtWI2cIRqXgyWdGKBacRRsp6Lr+nK7tUhgZGaFYLNbkXJXeRouNRO/cuZMnn3xymWYVElIbQjEUErIADh8+zLZt2xY1prK7X0sSiUTN/lg7jkNdXV3NIhfFL30JFY1inZYGONmbZeTg9Knib+kTvzpCzDJ5eIZxAsBuczON8lTR/8xmqxUnOWOGk1x/Xz/FszgBVt77+MTsY1rOIYakFBi6hj1PQ0sIru3M5q61RAjB9u3baWtrY9++fSSTyVkpglpZEJlCP6P19osR23QYsaewys1pZ1pnV5icnKSxsZFLL720Jt/D0+8OIQIzhUwms6QIhhnXWXtV4FpYSZc7dt8Ivqsw4zpO3sWdp+8QQHN7ExNjk2iOxMdfcORQt7R5o0MxYfHKyKVIJOWWR9xtP17NC3Q1H6+lBa9ssR8VJhFTJ6dKFEsuQgiaGmcbKWhS8MzBkSUbKcTj8ZrWZOZyuefUQ2oxRKNRPM9b9H2zbds2Dh8+vEyzCgmpDaEYCgk5B77vc+TIEbZs2bKocbU2TxgZGWFwcLAm5wKor69n9erVNTuf/nd/h33VVbMEgu/5HP5R/6mDfIWX8KnfE0UTGo873UhkNUXu1dbuWa85s9mqQ7AI0AnEUKlYIpfPEY2eOdImZaVm6Nw9hk7HNCWu681ZXCmlaG9vr2nvptPP39fXRzwep6WlZV5TBSEEjSJJTFhzrLdf6ExOTnLbbbdV7ZRvu+02+iYHyehFor5JvT+3ofH4+Dhvfetbee1rX8vDDz/MN7/5TT772c+u0DsIUp4W20SzwqaXBUYKlXQ5r+Rx9J5BrISBNCTFaQflzxUEDc31+MqnMJGv9gRaCGeLDt0SvXJWqtyAN8Ezbi8RYVDEwX/TG7C+9jUg6I8V1yN4hkuxLNgils7ePZ2zvmPpdIkjR8YoltxFGylkMhl6enoWNea5ULG8rgWVKP+5GgufzpYtWxgYGKipuURIyPkmFEMhIedgYGCAQqHAxo0bFzWuVCphWVbNdvcrKU21wPf9JdcmLBX90CH4kz+Z9Vh2uMDAExMITaA8hRKK6B4Tq87kGbcXFx+lFD4+EWnwUmvHrPGeG9hna5rEpWykgIbnK9LpNMlkEsM4s5jVNAkoxidnL1jOlSYHQd2QApwZDS1d16W7u7umTXpnopRiYGAAx3FYt27dWV3mhBDUywRJEZ1lvf1C521vextPPPEEd911Fz+46wc8euQp3vmB91BvxqiXiaqrXIVSqcSv//qv8+ijj/LFL36RV7ziFcRiMT7wgQ/w7W9/e3knKzjloDCDtrY2JicnF72wBYg1Wqy+LKiRE1KACIwUfF8RqTNwih52fu79KaWkc90qhC/RXY3iAkwUKpwpOrRDX8davRWJxD/NSEGhmPgfv486ebL6OxQVJropKHoOtuOhaZJtm5vLNXzB77CmSZ54doR83l60kUIsFqtp3VAtxRDApk2bZtW/LYSmpiYaGho4cuTIMs0qJGT5CcVQSMg5OHz4MOvWrVu00DBNk4aGhnMfeB6otXlCsVhkbGysZkJPZTJIzyN6+eXVx3xPcfgnA/ieCtaESuFaHqlrYsSIsM8+UDVOALjavIA6OVukOK6Prgf1O45y0dGCRpO+IpfPkYgnqtGfM1EsepROS7lpbjz356BpEk3OttgeHR3FNM2ad7uv4HkexWKRNWvWoGnaOW23AZIyRoNMkFclJlTmBS2IDhw4wF133cUXvvAFrrzySrZesZ2/+vTfcPd/fp+BIyfRrdmuchWzhIMHD3L77bfz8pe/nPXr1/Oa17yGvXv3MjY2tiLvIxKJkEqllhwd2vyKU6YvQgrsrMOxe4exEga6KSlM2fNGh5paG4nFY8iiwFbOgiy24czRISEEt0SvRCIRPigU99v7yfklTHSKqShKSnK//GXwvoWJaeg4mkuhcLqRwqkmysd6pxgayS46VU7XdSzLqlnqWiwWq9nfEAg2Yxb73oQQbNmyJUyVC3lBE4qhkJBzcPjw4UWnyEGQX16rP2Su6+J5Xk3NEyKRSO0sw//wD3FPc1YqpIucfHgMqQl8L1jqJLZH0ds0fKF40j02q9HqDaelyMGpZqsALh66CISR5ym6OjtJJM8thtKZ2QXOUgoa6hcmSk1TqxZye57HxMQEra2tCxp7vnEcB13X2bBhA6ZpVh9fiCCKCosmWYdddlp7oVpv79u3j1Qqxe7LdzPmp7GVy/W7X0rKSvLAAw+glV3lPMef5Rr3yle+ku9+97v09/ejlOJnP/sZk5OTXH755UxPTy/bfCumIfPR2tpKKpVa0uumOuO0bkuVzxGkyx392SCe7RNpsHBLHnZubuRHKUXf8AncjIPnKGwWLjaq0aHTHOtuiuzBlDpCCXwVvOY99tOY6HhCUdyyCf0Tn6geHxMWyvKwnSANrmqkIEXZfS/oH/bEM8OBkcI5+n2dTiQSwbbtRY1ZKoZhnNHJcjnIZrMMDQ0telwohkJe6IRiKCTkHCylXgiCHjy1cgIyDINt27bVzDyhWCzWLAoFYH772zhvfGP1v31P0fPzEdyiB4LA9lhT1F0XxRIGj7lHUYBfTpGLSYuXWNtnvebMZqsAjvIw0KrvTwiBlPKcYmhqujQrU6mpMXbOMdX3ZWj4SuE4Htlslmg0WtPrWqFUKtHd3U0+n59X4C5EEFWMBSrW2+4LUBANDQ3R0tHKmJ/Gx6dZ1mEJg9bWVoaGhgKnNSHIZwuz7LM//elPc+GFF9LZ2Ylpmtxwww38wR/8AWvXrqW/v7+mqU4VTNOkrq5uySldm06LDuUnS5x4ZBQjIjGiGrkJe04UUAhBJGZRKhShqCiqhYuGanSoNDs61CiTXGNdFBhWlE/3o9JjgEAimPzd2zHuv786l6gw0Q2BI1wKxcBIobEhykVbW8rKUaBJwf6Do0xni3Oiuueis7OT5ubmcx94nhgaGqpZLzfLspYk9EIxFPJCJxRDISHnYCmRIaUUU1NTNYuc1GqnskIkEiGZTJ77wPOA7/toIyNof/RH1cdK2RLH7x8uR4WCx6IbTfR1GnUixv32s2gzUuSusy4mJmanObozmq36ysfHr0aGBgaHSGemkUKc8zOczpRm1W0sxDyhgmFoSBGkyv3/7P13lGzXed4J//be55wKXaHT7XRzQiRIEIEgmAAGQYGkkiXSoj0y5Rl5aNmfPZatkaxZkrnG47GscZD1yZY9lm0uy/osUbaiQUkURVEUAQIgQIAAEW7CDX073Nu5qiuctPf3x6mq7upYVd19wAuf31pY5O2uU+d0xf3s93mft1gscuLEiY6P3S+MMUxOTtLf37/jwN5OBJEtrG/J6O1Pf/rTUYVjh/+effZZAqnR/RYCwbAstGZOGWNar4OQgKeeeLotPvsXf/EXeeqpp/i93/s9nnvuOf7ZP/tn/NiP/RjPPPMMw8PDPe22d872tsRarcaFCxd66u07dFuB4uG114OQgstfvoFXDcgOpgn9kHpp8+dOPp+nFlRQgaLa5efSdtWh72kEKUQR+YYL4RSXwxnS2FR/+AdQtbXXoi0sHGFjUpF9VWtDOmXxzgcaQQqNt3O54nHu/AK1etBKj+wEYwzlRpx3HBhjYrPlOY7Tchl0QyKGEm51EjGUkLALvYgh349mXdi2fUBX1c6NGzd6njzfC0NDQ7ENW61fuQJSYjfS1XRomHxmgfqKB6IRpy2g/30ZhIpSrF4OriEaFjkpJN/u3Lfpfv11w1YDoi9/GwvfD6hVq+RzBTrRskvLddYvSIeHuqvsOI5ieblMuVyOdYZJk7m5OYwxHQ147EQQNaO3baFY1GVq3wLR23/zb/5NXn311R3/O333beSPDjI/c5NhWUA1hDFEj9Ho6Ciu6/K1rz9NX6aPt90TxWfXajV++qd/mn/+z/85H/3oR3nrW9/K3/ybf5OPf/zj/NN/+k85dOgQx48fP6C/bOcXaDqdxrbtnioLQgjOfmii7d+l6Spz51YQElJ9NtUlb5PQyufz+KGHbQRuzeuqQrhddeid9u2MWP3RkGMdWWI/7z0fPUcCTDoNX/xi6/bRzCGNNhrXDVBKcvuZIYaH1j6zlBS8+PJNqhWvq+qQMYarV6/GNj+ul4S3XrEsi2w227MYupX7BRP+xyYRQwkJO+D7Pq+//nrXYsjzPBzHiW1x63lebEly9Xqd6enpWM4FkP6VX4Hx8dbOvFf1ufyVqCpkdDSAxBlX2Hda5MjwVf81BIKwYZEryAzvTt216X7XD1v1Gws2hWSlVMa2HRzH7uj5W16pt/VtdFMZgsgqd3NuntXVSlfH7ReZTIYjR450/FrtRBA1o7czwmFJr7Kq47eJrWd4eJg77rhj2/+O3HacmuPzrvsfonR1gWe/9mzr2KeffpqVlRUeeOABnnzySfLFPPfe/zbCevSk+76P7/ubHj+lFFrrlt3yoOKHd1p/CiEYdK1wZgABAABJREFUHBzseaNk4t4hsoNrnytCCq5+dQ5vNSAzYGMCjbvSLgqUUtx22230F/Lo0FD1ulvIW6kouGN9dUgJxUfS70CKaOaQAP7E/Qae8UkJh+qpY1R/8V+2bp8RDkpKQiek5q4FKTz49olGdSiqBl6eXGZ2rrsgBaUUjuPEZoHu1brWKxt7BjvhzJkzLC8vv2GBIQkJeyURQwkJO3DlyhWUUhw9erSr4xzHYWxs7ICuqh1jTCvGOw6q1WpsO5UAPP444r3vBaLeoNmXlihNV0FEwQkIGHxXHp0xFKwsX/a/iUQQNixyH0jfiyPaK3Trh61CIzyhkSTn+wGFYlSF6kQfLK10N3B1I8YE1Go1+nLxzhXSWlOpVMjn8133KXUqiJrR2yVTZUW/MWJvN1Z0hZKpkhMZHrrjfr7jO76DH/3RH+Wpp57iqaee4kd/9Ef5ru/6Lubn51vWuAff+QCf+++fI/Q0hUKBRx55hJ/4iZ/gS1/6EpcvX+Yzn/kM/+k//Se+7/u+r3WeVCrF1NRU17vuO9JB5bIZotBL75BUgjMfGG/72fz5FVZv1gh9cPIOtWU3eh+uw7Is/NAjbTmUq90J4fbq0Nr9fiT9DpQQjeRIWDU1nvBeISUslh97BOtrz6xdt5CkhI1JabQ2eF6I4yjecd8ESonWwyaE4PmXZqnXuwtSiDPyOp1OxzrPrVKpdC3ac7kchw8fTqxyCbcsiRhKSNiBCxcucOrUKZRSu994Hc3m5TjQWrd2K+MgzghvAHPxIpVPfhIAvxby+p83qkLGAAZZEGTvS+FgsRiWuBjMIKBlkfuObSxyEPULAfiErf6Q/mI/w40Ep92CEIJAUyq1Byh0MmNoPcvLyxQLOYzp7jW2V+bn55mZmenZ2tKJIIIoertf5qiYOov6Wyd62xjDoi5TMXX6Za4Vu/5rv/Zr3HPPPTz22GM89thj3H333XzqU59q6xF65dzLlFZL+I3hnr/+67/Ogw8+yF/6S3+Ju+66i5/7uZ/jH/2jf8SnPvWp1vkGBwexbZsbN27s8x+y86+VUpw5c6bnuPZjDx3Cya47VgiuPT1H6IWk+hTaQG25fXPE930uX75MJmVTDz38biOs083q0NpxR9Qw96fOIoje+wL4I/frAJR+7H/GWljE12u3z4oURmlQui1I4Z47RxqvwShI4eXX5lkpu11Z5XK5XGz9oEop+vr6YnvfVCoVlpaWuj7u7NmzyayhhFuWN2aYRULCLcLU1BRHjhzp+rjJyUkKhULP0bbdoJTi9ttvP/DzNHFdl8HBwVjOpbVGeB7Oe9+L0Ya5i8ssXCohLYnxNSAYfriAV/A5JIt8zv1aoyoUWeSGVYGHnM2PTXPYaqsyZEJSwqJWqzE3t0y+0I/WBrnLgmfjsFXo3ibX19eHbWfwgzA6Z4dJdHvB933m5+c5ceLEnhZ1TUH04osv8sQTT/Dud797yxCGrEihpGRRl5k3JYZkPkoH24UgCKhUKtRqNWq1WqPiOs7yyjJHjh7hypUrWJZFsVhkcHCQMAyRUu76N2mjWTSr+CZgUOZJi7WNhMHBQf7zf/7PAG3x2U0hBI3Kohfiln1CXzM2NsZ//I//cdfH6vDhw1y5cgWt9b5YaDt96sIwZHZ2lomJia6fbyulOPm+Uc794VTrZ1PPL3Lmg9F9OX0W9RWfdN5BOdHflEqlcBwH4wZIJahUXfpTnS83mtUhrxpgZyykiq75o6mH+Jp7nkCHGODF4DIzwRLDE8dAG1bqKwxno42MFDYSiUlp/GpIEGjSKYuH7j/CCy/NIqXAGKhUPF49N8/QYJa+rNPR+y/O2T8Aly9fZmhoKJbvk1Qq1VNAxOHDh2O1Tyck7CdJZSghYQdmZmaYmJjY/YYbqNfrsfUL1Wo1KpX4LEjDw8PxhSd87WsYy8K2o8n3l798I1qsaIMxIB1B8Z0ZhBRkSfNnXrtF7kOpt7c1wjdZP2y1mSRnC4uVlRWqtXq0UGL3ytD8QpWogzv6dzZjk8l0HpphjCGXy1EsRlPf/S5nnvTK3NwcfX19O6bHdUqnFaL10dtzemXLxnqtNcvLy0xOTmKMoV6vMzc3RxhGaXv9/f1AJCAX5hcYHh6mWCy2qh7T09O8+uqrXL58mcXFxS0taYEJW9Hfw7LQJoTWs50QamI5CqkEfr3z5yyVSnHbbbfFHpQhpaRcLvf8OXHqvWNIa+29YLRh8mtRf4hyFEJCdUN1KJ/PU1utkso6VEO3bVhtJ2xVHfpA6m2NCp6AxhDWP/a+jq0sTD6H+I3PtiooQggywiGwAoSAeiNI4eypQUYO5Vr3qZTgGy/foNJFkILWmhs3bvSU0tcLtm3H1jfkOE5P55qYmEjEUMItSyKGEhJ2YGZmhvHx8d1vuAHf92NLkltZWTnQwY4bKRQKsf1t6pd/mfDIETCwMlnhxisrCClavQQD9+fwBwNyIsOUnmcyjBZoTYvcd20xaBXah636jSQ5C0WtViO1bnDtrmJosRoNvmyooUPD3YnEubk5pqenUUpiKdn1AMhe6evr29eetk4FUTN6WyAaQ02j5ntjDNPT07z22mvMzc21hgfncjnOnDnD4cOHGRwcbIlw27Kp1WrkcjkGBwdbltQjR45w8uRJCoUCS0tLrcV/c3HnGZ95XQLg0Lro7I3sJoRaf0/aIvTak886eaxmZ2f3Jy65wyKPEIJ8Pt9zJHQqb3P8ne3DgK8+eQMhAW2wHIlfCVq2QYheY1JKsrZDaIf41e6scs3qUOjp1vs9JWy+PX0/SjStcoI/9p5HG43/trtJ/f9+nRprC/msSGGEQaZMK2Y7k7Z48N4JdCMuXQjB1ckVZm50HqQghGB+fj62RDnHcWLr07Rtm3w+37Utb3x8nJmZmQO6qoSEgyURQwkJO9CLGNJao7Xu2aPfLa7rxtYvVK1WuXTpUiznAkg98QT2d34nfj3k9SdutNLjjInCDYbflcezQooyy5e8l1Ati5xhVPVzr31q0322hq2qNYucQKCQ1Ot1HDvVWmN2VhmKMAaGB7vrpSqXy63+K8dReF544L0BnudRLBb3PXCjU0G0Pnr7hrfEUq2EEALLsjhx4gRnzpzh0KFDPdn3hBBkMhmGhoY4ffp0FPPs+1y4cIHzVy8y6y5iNc6/VcUQOhdCAColo7k41e5F7L73Du1CPp+nVCr1/Po68/7xNlte4GomvzbfmA0UPUb1FT96jzbONzExEVXeUgI/CAnc7qtDAME6kfXR1ENrFksD87rEc/5FVj78nTjPv0R1XZS7LSxsLEInOm/dDXAcxYP3TWBba8+rkIKvvzhLre53VJ0VQsQqUOJMlLMsiyNHjnT9/kvEUMKtTCKGEhJ2YHp6umsxJIToKXShV5ox3nHgum5sjcMAZmqK8FOfYvVmjZkXFpFKEIZR83T/XX3ow5oUFilj82Xvm41IbQ0YHku9fcu+lNawVatZGQqwUBhjGBoaxnac1o57J2Jo/cPRTXiC7/vUarXW8FrHVhjWwh0Ognq9zsWLF/c30WwdnQoigUCuhExfnuTq8jSrusbIyAjZbHZfX19CCGzb5vDZY6xaLtOXJ5HLwbb9St0Iodb9ZxSBF25KVNuJQ4cOUa/X9yVqu1Nxk8vlGBkZ2f2G29B3KM3EvUNtP3v9z2ZRtoxEoQK/HrTZ2hYWFjBuiLIFvt3+u05YS5Zbqw7dYR3hdvtIFKSgo8+CP3Sfo/YjfwlVWqWia/hm7TwZ4eCLANuRrcrPQH+au+8YiWLJRTRr7JVzc5RKbsfVoTgFSqFQOMBZVZuZnZ3tWuglYijhViYRQwkJO9Brz1Amk4lNNKTT6dhiteOcZ6S1xvg+7uETXH1qbm1XWUdx2sPvKVJP+RRljvN6mps6sgo2LXLfmd7aIrd+2CpAgMYSCiklg4NDrQWwgF2fw/nFdZUhugtPqFQqZDKZVgXRsiRSCrwueyu6YWFhgWKxeKBCfTdBpLVmcnKS2dlZ7hg/w+nRYwcavV3SVarK48z4Sd5y9I7W471REHYrhJo05+Ksr17shlKKgYGBPQ9KFp365Ij6hvba+L8xZrte8pl6foFUn420JSY0uOUA3RD0pVKJaqWKI2xMxqBDs+fqkBCC706/EyUlBoMwgqf989T7JAKo+HUqZm0GUFakMJi2mO10yuKd909gTBSkIoBK1eflc/PUG3a63SgWi7FtQgkhCIIgtkS51dXVrucoNXuGvlXSIhMSuiERQwkJ26C1ZnZ2tuvKUKlU4vXXXz+gq9rM0aNHYxMocVry6pUKCIFbCpl6bh6pBDqIunMKx7NYJwVgyIsMX/JeXJciZziihrjb2nondf2wVQDfBNgo5ubmuDk31/ip2LUqZIxhbqG6FullTFdiqFgscuLEibafObY6sL6hIAhYXl5maGho9xvvke0EkWn0aaTTac6ePUuxWDyw6G1jTDTw1dQoij4KMksul6NQKOB5HufOnaNUivqHehVCzb91Y/WiE4aHh3vaaNmKTh+zUqnE5cuXez7PwPEcw2fbRwZc+MI00hJkCtHnQuAGeI3+oEwmQ71eJ42Nr0KkLfelOvTtqftIy+h8xkBIyBeCFzBSEl66TEXX0Y0QFSkkaeHgSR/bUmtBCqeHGRtZF6QgBS++fINq1cf1dr/GYrEY2/gEiMY8xNWjZNt213OpxsfH8Tyvp1juhIQ3mkQMJSRsw/z8PEEQdC2GgiCIrV8oCIJYew/GxsZaiV4Hjf+FL2CcFLPfWKJe8qPQNm0QAkbf3U+tzyMnsigET3ivIMSaRe470vdvWdVpDltVjaje0IQYDJZQVCqV1nR7Idh1QVyp+rhu0LY3PzzcmRjSWrO6urrpHI6j0Nq0rHz7ied5FAqFVjjBQbNREM3NzXHlyhUARkZG2t4jWZFiSBZwjc+CKbcWsr2ijWbBlKkbj0GZp0+2/82O43DkyBGuX7/O3Nxcz0KoiZVqVi86F7LNv39PSZBdFp+z2SzVarWnAaxNzn6wXcCt3qwz+/ISdtbC6bMIXE1Qj/qDmsNJU8KOqjjN6lAXjxNsrg4VZJZHnbcihcQYg2wEKZjBAY78wZepGpeaaQ9S8AmwUwI/0Ph+SDqleODta0EKUgquXl9haqaE20H1yvM8rl+/3tXf0SvNnrq9PG/d0Mu5crkcuVwuscol3JIkYighYRtmZmYoFotdDxiNM0ku7p04qxFzHQepz3+ecPgQ155ZqwoBZIdTZO608UVIv+zjheB1lvQqGNNRihyA3YjVDmj0DxkZLdqcNFKKxryfna9vfXgCRAuWgWJnQqNWqzE1NbXp57YVWX0OojqUzWY5evTovt/vTqwXRDMzMzsOq2xGbwcm3DZ6uxPCddHZQxtmCK2nUCi0+hzy+XzPQgiiBnwrpQjcsBUg0An1ep1r167tPaK5w1NalkU6nd6TABu5s0hhvF30X/iTmSi8YiCFsARuxcerBmQyGfL5PLawkEg8FaIchVfrzvIlhMBKt1eHvjv9UMsqhxFMhvOUjo+S+vKTaExbkEJz5lBgB0gpWkEKD9zbHqQguwhSEEKwvLwcmy0sTjFUKBR6it1P+oYSblUSMZSQsA299gvFWRmKU3hprXnllVfii5P9xjfwJs6wOltrVYUQMPrOIrW8j4NNlhRf9l5us8idtsY4Yx/e8j6DDcNWfRMgEOhAE4YhtuMgpexo+GmzX6i5tu8vplGqs4/UWq22ZV9ZlFKl9n3eULVaZXZ2dl/vs1MqlQqWZWGM4YUXXtgxUtoWFoe2iN7uFN8EzOkSBsOwLOCI7d8bruvywgsv4Lou99133557/OxMJLC7mTvUjJ/uOUihh0tOp9Nd94O0nVIIzn6wvVq++HqZhctlLEeRKaYI/UZvUCAZHR0FIrHrGh8nozDaELrdCUB7Q3XofvsMh9UQQkRBChLBC/cMIF5+jZSwWTW11uunOXOoZlwyaQvXiwYcD/SnuefO0UhLCoEUglfOzbO8XMfdpXev+Rkfl0CxbfvAgk82ks/nW8Eu3TAxMZGIoYRbkkQMJSRsw8zMTE+zWCYmJmLpy4D4LXlALOczxqAvvc5U8W6kJTDNOSN5m+Lbc9Qtj6LM4hHwVf9VWGeR+/b0/dve7/phqwABIRYKy7I4deoUxgiUalSGdlkcz82vX9QLBvo7t5/V6/Vt7WqOrfAD3VETd6eUSqXYROxGUqkUR48e7ShlDtaity2hWNCR1a0T3MYMIYXkkCxibROdDZt7hIQQXLx4cU+zf6LqkCSodx6PLoSgUCi0epfiYHx8fE+pcgCH7x8i099ecbv4hWjgZmbAxnIkXiVKj7t54yYrKyukhY1PgFEGq5fqkGyvDkkh+Wg6itnWGKQR/Oa392PNzZMVKTwTUFlXHcqKFCEa7CiBzm0EKTz04GGM1i17bLXm881zc1Rr/o7XJ4RAKRXb++rYsWN7DsDolGq12pMFcHx8PBm8mnBLkoihhIRtWFpaYnBwsOvjfN+PLUkulUrF1sTbFF5x/G2BGyKWljnf/26QtKwxow/04xd8wFAUfTwbnGdV18AYwoZF7jtS24uhINBY1tr1+ybEbiyaM5kMutGTZOhs4GoTAQz2d26nlFK2BohupBnusJ9WuXK5HGuzN0SCdnFxEcuyKBQKHcduQ9T0PiQii9uiLkfP8Q5UjcuCLrWsdttFZ8PWYQlCCPr7+5mamtqTZc1KRxWwbhLTisViz9XdZppcN04tKSNL6F7sXVJJTr+/vTo089IS5Ru16LU9lMJojVcNqa96rK6ukiL6G10C7GxUHeo2WW6tOhQd9+HUg1hCEg0fg6ceHkO4bhTdjmgLUrCFhYWiLjxSKYt6PbLMnTkxwPjYWhVEKcE3vjlLtebvGrM9NjYWW2W+GcUfF70M6B0YGGB5eXn/LyYh4YBJxFBCwjasrq72ZBW4fPnynmwo3ZDL5WLbLfR9P7aqUK3sQxjiFsdpto5YKcXQ/XlqWZc+kcESij93X2nMFjKEGO60j3DCGt3yfpvDVu0tKkNTU1PMzc2h1y0QRRcDVxF0VRmamJggl8tt+TspBbYl9y1i23VdPM/b9nwHxcLCAvPz822L7m4EkRCCAZkjJzI7Rm+XdZVlvUqfSDMo8zuK9Z1S44aHh5FScvPmzR7+2gipBJaj8GudV4ey2WzLShYHxhhef/31PVc0Tjw80rIGNrn4xcgi5fTZOFkb7QWIQFKv1JFCYmPhGh+pZNePE6yvDkW9WaNqgIedO6M+P6ORlo1Go40mK1JUjdvWO5QVKerGI5WSaGNa1aEH710LUhBCcH26zPXplV2DFAYGBmITQ+VyObawHKVUT5sC+Xy+JxGVkPBGk4ihhIRtKJfLPS0gtdY9N2J3y40bN/aWRtUFhUKBkydPHvh5QldTuh71UEglWlWhsbf2o4cNvgkZlDlWTZ2n/XNtFrndqkKw1i/UTJKzRdSYLGVjYddYS6suKkMQ9Qx1Qr1eZ2FhYcfbOHbUN7QfzdmWZXHs2LHYhgBDJDpu3LjB4cOHN70XuhFEECWHFUXfpuhtg2FZVyibGgWRpSi3rrStv6adUuOEEBw+fBjf39ketRvNqkc3PTHLy8vMz893f7LWS7Tz65VSkkql9rxhY6UVJ9/bLuImn5mjXvIQUpDudxBSQqiorUZWx3SjbwjYc3XIr0XHRVY5hQakkRghuFC7giMsDIaKXvs7M8LBYPBkgGMr6vUoSOH+eydwbAUiekilgOcbQQo7JTvevHmzt+etB3qJu+4VpaIh1N0Kolwuty+DhBMS4iYRQwkJ29BLZaj5BRKXGFpdXY3tC3Kvi8ROiKpCHtefnAZEZP8xBqEEw+8oUs962NhkRYpn/HNRP0nDIqeE5Nt3EEMbh636RIspC4nv+y0xJBp/4k42uSDQLC2vLbKE6FwMVSqVXXdPHUdhAN/fe8S2EKKnCmevGGOYmppicHBwWytgt4KoT0ZVn2b0dmg0q5ZLDS+qHsmdLYqdzhFKp9OtxL1eX+tSSZSj8LsYwtpMJouLZuT1Xjn1vjGkWnuf6NDw+p9FQR1OJoraTqcd+jMD+PWAlIgqN16zOpRS+NW9VYfe69zNoMxF9lZj8G3J88/9DiBIC5sK9ZYAU0KRFg41PNJpiyDUBIGmv5jirXeNRJpSCKSUrSCFnaxyxhhc19329/uJUiq2AAUpJUeOHOnaEp1UhhJuVRIxlJCwDb1UhowxSCljE0NxCq+bN2/uWtHYK6GrqczVqH7lBbSyWsEJI3cUUaOSuvQoyAxGsG62UJQi91b7JBPW9sEVUb/Q2mMVmBCBQAkVVYbUmgUwaqbefiGwuLyx50JQzHc2+LaZJLcTSkmUFHvuGzLGcO7cudhsm7BWYdnN+tWtIEoLh2FZwDMBc6zgC82gyJEROz/uvQxUvXbt2p7EiZ1W0TydDqse2WyWer3ee79Sl7otm83uPc4bSBccjr7jUNvPXv/zGwT1ECEFTp9FKu2QzfZRL/nYJorYblWHMo0eqy7nDq2vDtnC4rtSD0YpkGjqGYvKc1+lrGvrghTaq0Oe8ZFWVP2t1YMoSOGBI2itESLa3KjVA1567eaOQQpxxl0rpWIbeC2lpL+/v2sxlMvlEjGUcEuSiKGEhG0ol8td76hLKbnrrrtiS3iLUwxprQ/cauWueky9sERu+lUClW4MWRWMPtiPn48WUIMiz5Iu8zX/AgCh1hjgO9NbzxaCtWGr68WQT7SQArj99tuxbQcpRWfhCRtmDGXSFqlUZ8+553kdLWocR+25b8jzPLTWsS2iIHrf2Lbd0euyW0FkC4thGb0nc4FDaofobOhNCEG0w72x36kblC1RtmxZuXbDsiyUUl2L1l6zTAYHB7seJr0dZz7Qfj9BPeTKk1HflZW2UCnF5NRVKss1vKofRWwTCQipovlMe+0d+mj6ISTRe7dccBi7cIMn/aif0EJR1lXCRvNhGgeJpGpc0mmrteFw8liRifG1kBEpBS9+8wbVmr9tzHac1Zp0Oh2LTbnJxYsXu6565fP5xCaXcEuSiKGEhG1YXV3tujIUhmGsXwaHDh0ileqsIrFXwjA8UOEVuCGVRZfZbyySX7mKb0dD//pP9JE6blNNeWRlGltYPOOdJzBBZJEjxBKSb0u9ffv73jBsFaLKkIVEa43v+2htUK2Bq931Cw0OZKLhjx1QKBQ6GuTr2AptzJ5mDtXrdVKpVGyCuZchot0KIkfYjIkBHLOz+OxVCAH09/cTBMGe+vHstIUONaG3+2MhhODIkSM9i9ZuNVsYhiwuLvZ0ro3kRzOMv7U9xOXin86gQ90SO1Ejjqa25GGHCs/4aylvmca8nj1Uh05ZY7zVPoGQsDyQ5si1Ml90X8Q3IX0iTc14rSCF9TOH0ikLKaIhrJm0zYNvn4g2YBp22snpMteur+BuY5Xr6+vrafxCL2itWVhYiG3IaxAEXQu9pDKUcKuSiKGEhG3opTLkeR6Tk5MHdEWbGRwcjK0K1ZyrcVC4FY+bry5TL/n0lWbx0gUQgiMPDhLmoj6DAdmHi88T/iuN4ITIIveAc5ZDqrjtfW8ctgpRkpyNRa1W4+rVqy0RpHX3laHB/gxh2NkiZXh4eNsZQ+uxbYUUAn+HBu7d6MSSt58sLS1RKBS6fk12K4h2Yy9CCNZsQnu5DuVIpJL4tc5sVPl8vvv3V4+VIWMM09PT+2KVAzj7wfbh1PUVj6nnIkutnVHYjg22JvQ1ejl6n7hEld5IMMneqkOp9dWhd6KEZG40y6EbVV4MXudqeBNbWAhoi2fPCIcQjUdAKqVw3RDbltz/1jGcVHR7QfQ58PyLM1SrWwcp2LZNNpvt7sHqEWMMMzMz+/ac7UY0fLq7cyU9Qwm3KokYSkjYhl4CFOK2rV26dCk2m8aJEycoFrcXHHshcENqSz7Tzy8hlSBTmaOaGSY/kiZ7Jk0942EbizwZFnWZr/uXAAhNZJH7jh0GrcIWw1YbSXJWo1/IsizClhjSu3rl5zaIoeHBTEcLuTAMG8Krs0WGbe8tYnt0dDS2nWtjDMvLyz1Hve+XINqrEGoyNja25+GkdlYRBpEI2I3V1VUuXbq0p/N1ilIKIcS+DQwdPJln8FT7Z+X5P5mOeiiVxMnYhKEmlbfxygHGM62+IYjsdEDHtsImzWhvvxbybam30yfSTJ/op3+pjkDwRfcbaKPJiBQV3NYAX0fYWKjIKpeyWjHbxWKat945gjGNzR8pePX8Akul2pZBCrVajXPnznV1zb3SfB3H9XnfiwUwsckl3Kq86cXQJz/5SU6cONHVMVeuXEEIwWc+85kDuaaEW4NeAhTiFkO1Wi22Aa/lcvnAvojdisfCpRXKN6Ld21S9RLUwzpEHhgnzmhoeBZnFCHjKfy2y2DRS5FLS4kPOvTve/8Zhq0EjSc5GteYnrVWGzK6x2gsbbHJDg1miS9pZEAVBwOrqasfPmWMrglAThr3tBtfr9dheH2EYUigUtk2Q64S9CqL9EkLNa1lZWdlT+ITlKKQS+B1YwCzLwvO8Ls/QeG67dE4JIfa9+f/sB9t7h8ozNW6+ugLA4ePj5PvyOFkbZUn0gqGu18RQszoU1KMqT6esrw5ljMOHUm/nypl++soe0gi+4r/MiqmQFSl8E2w5c0hIWjHb6ZTFQ/dPtAUp1N2Al16+QW2LIAUpZWwBCqKRchdXZWhiYqLr93Jik0u4VXnTi6Gf+Zmf4bd/+7e7OmZ8fJyvfvWrfPjDHz6gq0q4FejFJieEiK2Hp/mlGNdi9/r16z0s1nYn8ELqy2tVIR0abL+KN3yEwl1Z/FyAQTMo8tSMx5Peq20WuXc6t9OvthetWw1b9U2ARCKFxBiDZUWN+J0EKBhjmJvfUBkayqCN2bV3oym8OhZDjkJAT6ly+zVcs1Msy+Lw4cN7fj32Koj2Uwg1WVlZ2fPizk5bhF6I3sXuGAlyHdvOf6FQ2NfPjrG7B8iPtlsyL3xhGoB0Nh09Dn5I31AKWRdUy3V8syYkWtWhbnuHmtWheshH0w9x5cwg6XqA0XBTr/B88DoQVYNWdKUVpNCcOVTHJ5OOKsOhNpw41s/Rw8WGvoyqQ994+SaVLYIUpIw+P+Lq48nndx4qvJ9kMpmubZv5fB7P8w7keyIhYSO/8Ru/wd13300mk0EIwQsvvNDzfb3pxdDp06d5+9u3b6zeilQqxTvf+U4OHTq0+40T3rTU6/WOejvWk8vlOHbs2AFdUTvNKlRcX44HVfVyV31WpiosXonsFTo0YDTZ04OYAlRUFJyQkhYLusSLwWVgnUUutX2KHGwetgoQoLFE9EV/6NAhRkaiGOjmIyl2EEPVmr/JMnNoKOob2G3XNgiCribWRzv4Cq+DJvyNaK0bQi+enrL5+XlKpdK+3Fe3gugghBDszzwelZIIKXa1gDWta91UGkSrMNT9Ynx8fHxf+12EFJzZUB2av1hi6eoqS0tLzMxNo0ODtCS5vgz1JY+qv1apaYYt9FwdqofcI49T6B9DaINGI43gz91vUjF1cqSpG49KozqkhCIlbKrGxbYVlpLUalGQwgP3NoMUotfi1EyZa1ObgxSar7O4qjVHjx6NbbNtcnKy64Gyzf7E/ZhhlZCwE3Nzc/xP/9P/xOnTp/nDP/xDvvrVr3Lbbbf1fH9df2N8+tOfRgjBiy++yA/+4A9SLBYZHBzkx3/8xwmCgHPnzvEd3/Ed5PN5Tpw4wc///M+3jq3X6/zdv/t3uffee1vHPfzww/zu7/5u2zl+/dd/HSEEv/RLv9T283/wD/4BSin++I//uOPr3com95u/+Zs89NBDFItFstksp06d4q/+1b/a+n1ik0uA3qKkXdeNzSZg23ZrQORB01xY77cYCryQ+orHzAuNqpA20ZBVo+k72U+YCwlMQL/swyXgq95r0bKvYZHrkykeSb1lx3P4gUauG7YKUWXIJnpuq9UqtQ1WqJ1schv7hYQQDA1Ei8rdQhQymQzDw8M73mYjjiPxgzB6bLrA9/2WtSYOVlZW9nVR2KkgOighBPsjhoQQ2BlF4IXoHeyOQgjOnDnTlVjeC+VymZWVlX29zyP3D5Mutl//hT+ZRgiBULTixnOHMjg4LC2095es7wHqhuZxgat5d/EBhAGNQRh4NrjATb2CJRQSQVmvzQiL5hD5BCYknbbwgxClBG+/Z4xUM0hBRJXi516IghTWW1allJw5cya299jCwkKsM8O6pfk4xFUpS/gfl/Pnz+P7Pn/5L/9lHnnkEd75znduubnTqbOg53fwxz72Md72trfx3/7bf+NHf/RH+Rf/4l/wd/7O3+F7v/d7+fCHP8xv//Zv84EPfICf/Mmf5Ld+67eA6EtrcXGRv/f3/h6/8zu/w3/5L/+F97znPXz/938//+k//afWff/Fv/gX+dSnPsXf/bt/l2effRaAL37xi/xf/9f/xU//9E/zbd/2bb1eNl/96lf5+Mc/zqlTp/j1X/91Hn/8cX72Z382Nt9vwq1DL5WQSqVy4INJmyilurbx7YV0Or3vX/p+NaQyV+fmuWhRZkIDAqQ0BAMp6o6LZRT99FE3Hk94LwO0LHLvcu6kIHf2tYehxl5XFTLGEBBiNcTQ/Pw8KytlpBAtm9tO1bZNSXIDGWy7s0VAKpWiUCjseJuNOHZjgdilVU5rTTqdjqVyaIyhXq/ve3LdboLI87wDE0IQveb7+vr2vLizUo3Agl0W+ZZl9XauHg6pVCp7ig7fCmVLTj/SXh2a+cYi1QUXY0wrbhwNA0N9rFbr1FfXLFUbE+I6ZX116H3Fh5DagARtDKHRPOm9im8CsiJNxdSoE50zjYNAUDMuKUc1YrZDisUUb71rtBWkIKXgtfPzLC7XqNXX1gpCiNjEK0RpjXFZ0IQQXb8W466UJfyPySc/+Une8573APDxj38cIQSPPvoon/zkJ8nlcrz00ks89thj5PN5PvjBD3Z0nz37J/7aX/tr/PiP/zgAH/rQh/j85z/PL/3SL/Fbv/VbfN/3fR8Ajz76KP/9v/93fu3Xfo3v//7vp1gs8h//439s3UcYhnzwgx9kaWmJX/iFX+CHf/iHW7/7hV/4BZ5++mk+9rGP8fjjj/OJT3yC9773vXz605/u9ZIBePLJJzHG8G/+zb9pS8b65Cc/uaf7TXjz0etcnbhsa9Vqlenpac6cOXPg52rugO4noaeprdSZfWkZAKMNRkc2GiE14aBDzfgUZRaN4Wa4wqvBZKNfKLLIffsuKXLGGIJAk82uLVhCGvNNhFp3u2j3VxvTitTdjvnF9krBoaFs6znfbQ2wsLBAGIZdpZQpJbGUxPPDjge7AmSzWU6fPt3x7fdCEAQYYw5kuGtTEL344os88cQTvPOdD7d+9/TTT5PP5w9ECEEkTo4cObLn+2lWh/xaGFnF1Navr+vXr5PL5RgaGurwjvd8afvOiXePcO6PrhO40ZvBGJh8YpGR96ZRjkRZUdx4sdDH3OoKi/NlxrODLWuqnYnEkF8Lcfo6f703jxvKHUEgEEKgMVha8hXvZR5L3ceoLFI2NSq6TkalWjOHqsYlL7Ok0xa1mk8hn+KhByZ45uvXUUoihcD1Ql585QYjw330Ze3We/61117jzJkzsdnXvpWJO/Eu4X9MfuZnfoZ3vOMd/I2/8Tf4v//v/5v3v//9FAoFfv7nfx7P8/ju7/5u/tf/9X/lp37qpzoudPT87fGRj3yk7d933nknQgi+8zu/s/Uzy7I4c+YMV69ebf3sN3/zN3n3u99NLpfDsixs2+bf//t/z6uvvtp2f6lUis9+9rMsLCxw3333YYzhv/yX/7LnOScPPvggEFW2PvvZzzI1NbWn+0t4c9LcEev29RanPcAYE9uXTnPg337u+Pm1gNqSx+zLSyAavUICRu8qRh9MIzkMmiFZoI7PU/5rkWelYZEryAzvde7a8RxBEImmtvAEog/HZmXIGNOWJLdTvxDAwqZY7SyqsbgNze49Q71UoR1H4fu6q9eX53mxxdxKKZmYmDiwjYD1FaInn3yS8mpkRe3r6zswIdRkZmYG13V3v+EuWKmGlavLgICO6OFjp5ed/06wMxYn3jPa9rObL5QZHYgqRlYmihsXgaAwmKUe+lQW1h5fIQVWuvfqUN03SCOQCIyIwg2uhDe4FMwQGk1a2JRMlaARpJAVKUI0rvFJNzYbgkBz/EiRY0f6m/eOkoIXv3mDaj3YU9z9Xjio52wrxsbGOhflDZrfl0llKOEgOX36NHfdFX33nz17lne+852tf/u+z8/+7M/yUz/1U3zgAx/gscce6+g+e64MDQ4Otv3bcRyy2eymhnPHcVpNtb/1W7/Fxz72MX7wB3+Qn/iJn2BsbAzLsvjlX/5l/sN/+A+bznHmzBne+9738vjjj/PX//pfZ3x8fNNtuuV973sfv/M7v8Mv/uIv8sM//MO4rsvdd9/N//F//B/80A/90J7vP+HNQfPDPAiCrtK4pJQ4jhNLgldzUR3HucIwZGZmhlwuty8Lz9DXlBdqLE2Wo0WPMegwalgee1s/AkM1rbC0wg4kZVPhNe9aJAC1JjSah6zbcUILP9z+76/VfYIgQOsA348W6jXtEhISypCQEKUUfgBaBwQBaG12fEznFyttC5JiwSEMQ8IgwKv7+M72j08Yhmitu37OBBrP86nVRZuw24mlpWWuTy1w+PDhrs7VOxazN7YIUBBrjf6iUcroVTONT5xkbr7MM888QyYluOuuu6LH/gA3BUqlEplMZl9e90Zpaqs+2M6WwjGqZHb3mRP4ATIA08Eso/WkUiksyzqQz49j7xrm4hdnWmIm8DUzryxy/B0jICDUIbVyHadPUcvVqSxWsbKgnMZrW0XvQVPWONkulimWwQtCcgYOiSKzYimyO2vJBe86Z8QYBbLMmxIr4SoFmUUQVaVLVOiXfQhhWK3UyWQs7r1nhGvXl6NKsYDpG6ssLFbIZRVSrlWCfN+PpW+or68PKWVsn/lCiK6ETfN9mFSGEt5I/sJf+AtdHxNPzFCD//yf/zMnT57kN37jN9q+CLbbdfuVX/kVHn/8cd7xjnfwS7/0S3z84x/noYce2vN1fM/3fA/f8z3fg+u6PPXUU/zjf/yP+cQnPsGJEyd4+OGHd7+DhDc9zdfnF7/4xa53x+IinU4zMjLC5z73uQM/l5SSkydP8kd/9Ef7sjNpNARlCGYFtZWGtSoEI+DZJ7/OiTDkhYvnmV9d4EK9yKrlMjl2jZXCCsYYPEK+efM1Hr/yeGuBvRVBYKh7hr6MaD2nNelTVz4D/lqzZbWuUUI0FmqGbHr7hc3163VWVtaqO888+w2C2qvMLYbks5JMZvtjBwcHkVLy3HPPdfpQAVEwQ801ZNJi1xlITfr6+pCqj9fOvdbVuXrBUhaHDg0zMzt74OcCcGyBlNH786A5duwYTz/99L40rhsNugYyDWILTTs6Okq9Xu8q2EDXiPrsugu+PHDKoU1Yit4LUkquXLrKy/NRD7CuARKqWZfA1/QtZLD6Qaxrv9FVwALZhfPSGJCuxUeAG/M3KVk1lJYIAa9cfpXcYpWMsVmxagx5fWR0dOdLdpVUaJHVDq5nCEODYwsuXfMplz0QjedOG55+6gnOFy0yjc+IkydP8uUvfzm2CPu4OHToEEEQsLS01PExzQ26uAIlEhI2ks1mu+7LhZjFkBACx2nfEZudnd2UJgfw0ksv8bf+1t/ih3/4h/l3/+7f8a53vYuPf/zjPP/88z1PON9IKpXikUceob+/nz/6oz/i+eefT8RQArAmhh599NGuEttqtRqe57X1ox0UWms8z+Mtb9k5TW0/CMOQixcv8thjj+3ZqtrEW/VZmqzw4soV3BWf0I+qQwN+H8IY7nn7Q1RPHeKwGsIWFo43xvX674Mx1EOfm3mX+29/mDE1uO05Qq1ZXnbJ5WxSTvRx5xqfRV3mkCxiCcXq6ip1V2PbKVKOolLzGRrYPghApC7xuT++2Pp3vjDAd33Xg7x+ZZnBwTQDxe2P9TwPY0zX/QW1uk+1Fux4XRsplUosLS3x3vfsHD3eC01B3NTFrudx+fXLvOvh72r9zLBu7tK6n7WO2+pn6/6XdccbA77v8bWvPUsqleWBB97Cl//sS6RSKd71rnfte3DDei5dusTDDz+8b+eoLblYKYW9RcWj+bh2Yzf06yF+NSDT7+xq8VxPqVRCa01/f3/Hx3SKMYY//PLzhMWoqhCGIYMTBR555EGMNtSWPJycxbxdQi6DXbYpTGRRjSASHRrqyx6pvLVWLeoAvx5SWapiADHoUNA2ykiMMnzvxLfxLusOlk2FuvE4qg6REnbr82BYFrCFxXKpjqUkxsDC771KsTiDNpEQGh7M8G3f9naGB7P0NfoQtdbccccdsfSKzs/Pk8vluh750AszMzPYtt1V+mVzYzsRQwlvFL2+D2MVQx/5yEf4rd/6LX7sx36MH/iBH2BycpJ/+A//IePj41y4cKF1u0qlwsc+9jFOnjzJv/7X/xrHcfjsZz/Lfffdx4/8yI/wO7/zOz1fw8/+7M9y/fp1PvjBD3LkyBGWl5f5l//yX2LbNo888sg+/JUJbwaEiCoJSqmu0oLK5TKrq6tdxyf3QrNhPY4v4WZynW3b+yaGVEHhDWkO3zvEpS/NIi2B0YaV61VAkFn0CW5zWJUuR1Wed6o7+DfuH+CLEMtYuMbni+FL/JX0h7Y9hw2kUhpYex6VUZR0DaTAFjblchkhHVKpLKmUg+sbpFQotfUX+oljA22P+dTsKpZlY9kWlrJ3fL30mjxVrWky6e5ei6lUikwmE0valVISpQSOYx/MLCrX5cknn2FoqMjpM3eRTkV/0+joKE8//TTvfve793VmznqGh4f39XEMM4AxW95fvV7v+j1mKQvjgTAS2+78K933fbTWB/L6cFd9tG9a7xMBZAYdbNsmcEMs20KmFUoobGNhpxWp9JqYC0x0Gyed2jZsYivCqiGTy0RCXIAkipYfU/2cdsbJqjSLukKGNFmVRgpJRbukjENWZTDGIIQinbZZrfhcmypH3wXGgIETx/rJph0yaaf1WDefszgEQKVSoa+vL5b3tJSy6++/pDKUcKsS6yv2R37kR/i5n/s5/uAP/oDv+q7v4p/8k3/CT/3UT/GJT3yi7Xaf+tSnuHbtGr/5m79JX18Um3vq1Cl+5Vd+hd/93d/lF37hF3q+hoceeojZ2Vl+8id/kscee4y/9tf+GplMhi9+8Yvcfffde/nzEt5kSCm/pRtBa7Ua586di+VcUkqOHz++b0IIQCpJtpDi0B1F7IyFkAIhowbhEIVzcZYsDhXtEuiQPpHhnfYdACgRmeP+sP7crrY921Z462KppZBIZKuBGqK5QtqYVi/LTjN9jk60l+BdN2B+sRplO+zSyT4/P99TaEsQhDh2dx/XuVwutn4hpRRKqQOZgbJ+jtAD998XvS8bz/ndd9/d8WDWXhkeHt7XxaeyBDrY+nVy/fr1ruOuhRQoRxG63X1WHWQjfnVhg/VdClLFSDyEnkYqiS8DTGiwQ4WyVVtVS/tRkEk3QkiHhjDQpEIX3QhOEEiMMLzNPsWAzBOgCUxABgcpovdT3fhkRFSpbQ5oFghKpTqzN1dpFjGNMZw5MYhlq7YBzhcvXkxGczRofl8mYijhVqPrytCnP/3pLeOtP/OZz2w5pPRLX/pS279/8id/kp/8yZ/c8n6b/Oqv/iq/+qu/uuk2P/ADP9D1B/jGa/rwhz/Mhz/84R2POXHiRDI0LOFbXgzFiTGGGzducOjQoX0VRHZWkelPMX5PP5PPLCCVIPQNoXDIXL5JWLMhU2eRVQZFnnc7d/Ln/svRrqWWvBxc5Vp4k+PW6LbncGxF3Q0IQ92q9thC4ROJoagKuPZ3QtQ3tN3yt7+YJpdzWF03H2VyqsRAf3rXwahCiK4XTs1EvPULsE5oJgAODw8fePVQCMHx48f3PV5440DVVpb0unlQ62O397tCVC6XKZfLTExM7Nt9SiUxJkAHGrnhOQ2CAMvq3rBhOTKqxoSR0OiEMAwPrMJQmW8XxYWRLKdOn4rO62uslKJKHStQmBBUtv2adbj5sdmN0Isa/q9efppxSyBMtGESCs399hn6ZR8VU8cAKRn93a7x0WgyIuodCgIdBSoYw8XLiwhEy9IpleD0yQGUFK3PkV5sjXshqlzFc65eNlISMZRwq5K8YhMStkEp1fXCNZVKkcvlDuiK2olTrAkhWFhY2PcdUKkk2f4Uo3cPIJRoVYe0cqh+8xpqVWELi1JYxUJyr32aLNGCWwmFNvC5+rM7nqMpIvxg7bGysfBN9LdkMhkymeg+dWPe0Pop8xsRQnB0or0nbHKqFC3Td9lD6SW9yw9CBN2LIYAbN27EluyUzWb3daG2UQhJKVvzn/S6zardBrPuhUqlsu8bY9Ju/A0bqkPNJLlexJByZCS0u6gOFYvFAxvaXJlvrwyl+21c10UHUTy8tAWeCbBChZCgNry2dWBQVnevpdDTSFvy6uUn8W0ZiSEBRZHlHnWClLCpaw+BwGkkNdSMi0X0GQMQhBrLkni+5vK15WiTxERVpsNjebIZu+192Hxv7ecG0U4MDQ3FNs/I87yuPzua3w9xPR4J/+Py6KOPYozhB37gB1o/+8xnPtPzOIlbVgyFYdia2bHVf0m0Y8Je6evr69qy0tfXF0u/EKyJobiqmAclvuysIjeSYeSOyH4mlMBXDu6l67BkyPgpXOGzaupkRYp3OXcCYEmJAP7I/fqOj4GUAtuS+OuscrZQhGi00QwPD9Pf398SQUrKXSs8Rw+3W+WuT680RiDtZtmzuxaUvh8t0LoVGpF4iCeGF6KG/Ndff31f7msrIdSkuXO/noMSRLVabd/DGYQQSCUJg/b3UhiGWJbVkxgSQqAcSeB2/r2Xz+cPrM9qY2WIrGZ+fp7A05Fos0IMBjtQIARinR2uJZg6rHDBmkXOciTTk9/AtxUCgRaGe+1TDKsCgQnxCHCEhYOFMYa68UmLtbg6P9AoJfC8gMtXl4EovMMYw6kTAyhLtvUSGmOQsvv3Zq8MDg4eyGDjrZiZmWmNRemU5vflQb2uEhIOiltWDH3wgx/Etu1t/4tr8nrCm5d8Pk+5XO7qGNd1mY0pXti2be64445YzgXR4vogNhmkkmQHUoy9dbA1/DS0MjjVZea+UcJZVSgjWdKrpLF5t3MXNOwiCsnrwQzngus7nsOyJP66OSzNgasBIbVajYWFBZSUhKFBKUEYdieGrl0vIYRkN12aTqc5efLkzjfaQBDonqpC0Jv46pV0Ok29Xt/za2QnIQRRj8xWmny/BZExhnq9fiDJXcoW6A1iyLIs7rjjjp4tRlZKYbQh7HDe0OXLl/dlmOxWbOwZcgoS27bRflS98QkQWiBDiZC0Kn6wVjFrVtA6oWmRm1clwtlp3LRqWeQesm8nJzN4BHjGJ4WNJRQeQZtFLgx1tAliBPOLNRaWatH7WUQV49vPRCMW1DrhZts2d911V2xi6PLly7Ftbmitu34tlstlstlsUhlKuOWINU1uP/m3//bf7rhQjauUnPDmJZfLdV1yDcOQ5eVlxsbGDuiq1mgOxIvri2dgYKCnXetOsLOK4uEsQ6fyLF1ZJXCy2G6ZqecXGH6wQLaYYlXX0UJzj3WcouxjxVSxpKKuQz5X/xp32NtHoNu2olYPWsLCIto59k1I6PssLS0xPpHH80Jsy8LdwSYHcPRwu02uvOqyWnFxnJ13RKWUWJbVsfc/DDXaGGy7t+c4qnjFs+dl2zbpdJpSqdTz+IPdhBCAFALY+vnZ7x6io0ePHkhst7Qkfj3EaNMKDqjX62ite75eZUuEFARu2Iqo3g5jDJVK5cBeG5WF9sqQXZAoqaKAgz6bVSKLHGH0WKyvDIVB1PfUjcAIXI2yJX/mvcTgYg03Y4OANA4PO3cihcTTPkZAujG4aKNFrrkBorXm0pXFRndalCKXchTHDheRUmCtqwwFQUC9Xo/FGt18zuKiFzG0uroam008IWE/uWXF0O233/5GX0LCm5xeKkNxhy5cuHCBM2fOxCL+R0ZGDuy+pZJkB1OMv22AhYsl/HSOVHUZtxyw8nKFvqE0q/k6S1Qoyj7e49zF4+6zKCERCP7YfYH/re97t/3ytq3IUuf7YctyZqHwCXAafTxSCsJGZcpAq0q1FYeGsqRSFq67VnW5MbfKYAdzgM6fP8+JEyc6WmQ3+5zsHitDhw4d6um4XhBC0N/fz+rqak9iqBMh1DzPTsWn/RJEvu/T19d3ILv+zXCAyNoVCd3FxUWEEHsSb1ZKEdTDXcV2s1p4EJsbOtDUlry2n2UGbVRDdGCBZ3yyQRojIpuZVO2VIdlFv5AONTrU2FmbL1a/wfct1an1Oa3ghBHZD4BnAjC0WeSyYu1z0w/C1mfARovcsSP9pNNqU5BJvV5nenqa2267rbsHqQfiDidoRmt3Q7lcPrA+tISEg+SWtcklJBw0vVSG3ix9PFsxPz/ftTjshlTOZvh0gcJ4Fi87iO1XwRiuP7uAtaqwWQtSeLdzV2vBp1BcD+Z5Mby87X0LIbAs1R6iIBS+ifo0wjBENYRPcw25U4iClILD4+1f+jM3Krv2GkG0AO3UuhYEGqvLXfL1eJ7XU5R3rwwNDXHkyJGuj+tUCAEd9Wbt1TLn+z4XLlw4MEuSVNEcM+2v/R37YcmzUjKKpvd2/kzwfR+l1IEIveriZuvdmXtOkkllkUoQqEjJ2oFszXNrVseMMehQbwpU2InAjfqQKqrO1/2LFOZrlPM2odC8276LtHTQRlM3HrZQOMLaZJGDRpKcAM8PW2IouiY4c3IAqSRKirbHrJfqSa/ELYZOnTrVGm3SKaurq4kYSrglScRQQsI29FIZUkodaAVlI3GKoWq1emA9BtCoDg2lGH/bIMsDp0m5y0DUjF05VyNbd6gLj6p2uVMda+34WlJiMDxe+9qO9+/YUYhCcyFtoQiI4oWHhoZaVaDmOjvcNUSh3So3e2N1tzC56LxdJMp5jUpWr0gpWVpaii1QRgiB53ksLi52fEw3QggiIao72GzYiyBaWFggl8sdaLO6tCW6IbiNMfsS1iCVRFm7Byk4jsPRo9vbSvfCxiQ5O6Mo10oEboCyFa7xUUYitIzCE7bqF+qiMhR6IcqRfNl/CY1mdLbC1VP9KCQfSL0NABcfzwQ42NhYmyxy0JgxZGD25iqlstt6LxsMt50e2jLRMQzDWCs1R44cia0/aWVlpevPjaQylHCrkoihhIRtyOfzXVeGmmIori8spVRsYqibikavpPpsRu/uZ/m2h7DcarRQMjD9tSWcVRvLKJZNhbSwea8TDUluWuX+xP0God7+y9u2I5tLc7CiLSwMhhDN+Pg4lqWQQqyFOOzSN3RsQ4jC7M1Vdk1QIOpn9Dxv19s1G7p7tchB9JzZtk2tVuv5PrrFGMPMzExHf2O3QggalbsOC6+9CKIgCFhcXDzwVMj1w1fDMCSXy+2L3VWlJKGvMTuIeaXUgfV2bOwXygw6XJ+cwpior8k1PnZoNZLY2GCRi6o8nc4Y0oFGhwbLUfyp+yIYwcBinRfvH+Gt1glGVT8QWeRCTKtfKBq02l4VigarwpX1VSEMuazD0cMFtKatXwii19dBBGxshVKK/v7+WM5ljGFycrLr75akZyjhViURQwkJ25DL5XqyhV25cqWjheB+cPr06dh24uIQQ9KS9A2nyb//PqQJWgulpWsV3CsemcChrGtoo3mvczfG6Fb/z1y4wjPB+R2uXyKFWOvDaSTK+QTMzs5SqVSiJDltOorXPjLRLoaWlutUa7s/PmNjY4yObj8ktklLtPUYntAkm83G2nidTqcZGBhgampqRztbL0IIogCFTipDTboVRL7v09/ff+DxwNKKLG060FiWxfHjx/dlE8VyVGPm0PYbA5OTk11V77qhunHG0KCNQiGlxFg6qsaGDYveFpWh9eJoN5oWOd8KeNo/jzCQrfg8+chhHkndgxLRe8czAQKDg4VLNGi1PVI7eqyMMVxqiqHGsNXjx/pJpS20MW2x2hAFlOznQN6dqFQqXL68vRV4P+nVkpdUhhJuVRIxlJCwDb1UhiCaTRKXLcnzvNiEVz6fp1Ao7H7DPZLO2xx9IIqxRTSmuxvDja+tkFq1MRhK1DhjTXBMRZZE1bDKfW4Xq5y1bt6QFBKFxDch9Xod13VRSkazhjqI1x4fzW0KWJi9ufvrRQjR0TBPP9AoKbYNceiU4eHh2Bcoo6OjeJ7HysrKlr/vVQgBIMB0WQztVBAFQUAmk2FiYuLAq7vSivpPwkAzOzu7b9U7IQXKljsOYK3VagdmAdxYGUr1WwijkLbEE40hpYFCKDC6XfyEge64KgQQeCFWSvKk/wo17SKMQGrD8liex5z7gEZEuvFQQuIIi7rxNlnkwtBgTPSeu3x1qfVzQ6NfqJEtpzYItXK5TL2+YabSAeH7fmwugF7FUNIzlHCrkoihhIRt6LUyFHeowUHt8G4kk8nEIoakJSmM9YEQaK8e9Q8YuPnqCsGsxjE2K2EFheQ9zt1gTMsq90X3RTy9fT+ObUv8YC3gwhJR31Czj0fJSASpDmxytq2YGNsYorDaUXjG1atXd+2/CgK956oQRM9bJpOJLdQDIkvPiRMnKBaLm363JyFEM1p79xCFjewmiIIg4MKFC7FZCqPhqwLfDaI5V/sYka9SUT/SxllGEP2dvu8fSGQ4bO4Zyg6myKayKFtEFjksCNZmCzVjtXVoInHUYb9Q0wqoHMUX3RcRRiAaouVO6xgTVrSh4hHgE2BjYRu1ySIHtHoJp6ZL1NZXdw3cdmoQRPS621gZmp+fj+31EgQBtm3Hci5jDNlstusNgXK5nNjkEm5JEjGUkLANvQQoQLQQjGvQZZxDNT3Pi82mkc7biEyGQze+GdlopMBow8LTJTJVm7rwcY3H+5y70USpcpZQlHSVr/gvb3u/TkNcrFnlLHwTkEqlWpUh3Uipa8Zr70Tb8FURVYZ2W6M3+wx2WkRpbQjC3oetbuT69euxieYmqVSKMAy5ceNGS7jsVQgB65LHur+m7QSRMYbp6Wn6+vpi6wGBSPiXl1dxHGdfKzXKlg2r3GYx1KwKHcR8MmMM1Q2VoYGxAodGDrXCE2ytotdD43mULTHUqEZ0+JoPvRAhBUZpnvReRRhBarmCEfD+1Ftbt/OMT2A0KWHji7CRIrfWm6W1IdRRZej1q0ttInugP83YWL4xjHnzdQVBcGCz197IczmOw6lTp7o+LrHJJdyqJGIoIWEbhoeHmZub6/q40dHRA9t13UgcfTxNmvauOKpe0pLo/n6O1V5pWGkAAzdeXEHNKaQRrJgqR9UhbreiKGclmla5Z7e9X6UkUoqWVc4WihBNLp9jYGCgZYNpLoh2qw6t7xsSNBLlOlilZzKZHe01wR7nC211vlKptC/31Q1CCEqlElNTU9Tr9T0LIVhXGdrDNW0URDdu3KBWq8Vij1uPtKLHJ9e3v7vpQgis1NapcrlcjpMnT+7r+Zp4q8EmAVbxSviBTygjIWIHVuMaaYvV1r5pVcs6IXCjGU3PBhdZ1qsIBA985Rq1rM23p+5r3c4l+nx0hN2yyFliTQgGjaASgeHSlaV1ZzCcONZPJmU1NiY2X5fv+7FVawYHBw881KNJvV7f1uK6E3Nzc7FdY0LCfpKIoYSEbRgfH2dmZqbr4/L5/IFG8q7HcZzYol2bu5Jxia9gbISByiV0aCIrjYDADVl8rkzWdVjRVbQxvKcxc8hqWOX+3HuZmt7egubYCt9fqwwByJRFPp9f689pzhrqMl57bqHaElo7sdv8juYAyK12o3uhUChQrVYPbG7OdjTtcqurq7z44ot7FkIQ2auEBNc1hD0K842CSErJiRMnYtt5byItSX9/P8V8/77ft5VSW84c8jzvQKpCsLlfSAhYqS+3UuQEAhVIpJIYTXt4QqiRdqdVocjqqhzJn7YscvDWZ2cpD2Q5bkUBJcYYPO0jANsoasbbZJELAt2oxBquTq5E732xNl9IqShMZWOSnDGGXC4X22vGtu3YvldWV1dZXl7u+riZmRnGx8f3/4ISEg6YRAwlJGxDUwx125uwsLDQk4jqhVwux7Fjx2I5VzS4NL5KVPiWt5CZvcLAiRzohp3GwOyzyzgrNgZNxdR5xLmneYFYQlHVLn/ifWPb+7Ut2doNtoRCIPBNwOXLl6NEObkWr717oly7JURrw/Ts7iEKxWJxx0VDEOh9qwpBJJqz2WxPgSB7RWvNjRs3SKVS3HvvvXsW71IKivnI5rRScltVtF4YGxtjZGSEb3zjG7GFnqxHm5C+viyW3P/qgrRkNOR0XXXIGMOVK1e6HkLbKdWF9k2IVNFCIsnk0rj4OMLChAZli03hCTowqA77hYJ1FrmveC8jjEALzV0v3qR+fG3or9/sFxIWRhgMps0iBw0xFBquXV/G9cJW35EBbjs91NoY2WhZFUJw7Nix2MTQxYsXD3To9Xp67U9KxFDCrUoihhIStmFiYqInu4AQ4kCHk65Ha83i4mJsgQ2HDx+ObXdSf+ITWDemOfqOYcLAIBo7s27ZZ+WFGrZvsaRXGZIF7rFPgInEjcHwuer2qXLNRU2zgtMcvqqUolarNRLlOgtRyKRtDg03qzzRqmlyqrPXy9LS0pZ9Q8YY/GD/+oWaHD9+nIGBgX29z91o9ghls1nuueceLMvalyGwSkkyaYGSkpVSHc/r7v601kxPT7O0tMTtt9/e02DW/eDq1auUK+Utgw72AyuloqCBdT1bQRAcWGx4Zb69MmTnFal0CmmJaOipttChiWywoVmzyIXRNcoOKqHNapflKF4NJpkNF5EIAqE5dXGFvu/+C63beibANyEOFgF6k0UOGjOGBFy6stz289HhPoYGs4ShRsCmKm2tVmN+fr6LR2dv+L7/Ld2f1JwvloihhFuRRAwlJGxDPp8nm80yPT3d1XFx9/FMT0/Hdr58Pn9gFpuNOO97H9L3mbhngPxoGoxpJU/NfXWZzGqKOj6e8aKZQxiUEEgET/nnWAm3nq2jlETJdfOGhMI3IZlMpiGGBEGoW6JoN442+4YaO8iT053t3lar1S2tKK3rsvb3cZZSUi6XY5s5tFVYgjGGlZUVLly4sOddbiEEhbyD4yhKqy61WmcWQN/3uXjxIq7rcurUKdLpdNeDWfeDarWK67oUB4tRktoBpP0pp2GVa/TxlEolcrncgVlrt0qSGzo0SCBCDAYrjF7TQrVXhrQf/e2dJMk1xZ2VknzRiwatGgwaQ3HFY+yTf6t1W48ABK1I7Y0WuTDUkSVVwKXLawEjAjhxrJ9USm0bnlCtVmN7L2mt0VrH1p+UTqe77ntdWFjA9/1EDCXckiRiKCFhG4QQPfUNNWOa4yBu69rCwgLXr1+P5VypVAohJRk74MiDw9FARktgDFTmXLxzPgpBSdd4r313NGBRCJRQeCbgj73nt71v21Z4zRAFLALCVsJbs0dAit3T5GAtUa65jLs+3VlQQT6fp1QqbVoEB4FGCrHvlSGIdrNv3ry57/e7ke1S46SUHD9+nNHRUSYnJ5mdnd3TeYQQ5HMpMmmLSs1ntbL9zC2tNZ7nYVkWo6OjnDx5slXl7HYw636wsLDAwMAATspqDF/dfzEkVWPmUKNyFobhgcbjt1WGjCE/3MfAcD+u8ZHIaL6QFDQzKsS6JDmp2gewbkfoRrcNleZJ7xWEEYRCAwZpwKz7+zwTgAHD9hY5P9D4fsjkVClqF2r2C50awLEVwTZVWs/zYquSNz/f49qI6mU22czMDIVCYdd+yISEb0USMZSQsAMTExNdi6F0Os3x48cP6Io2Y9t2bOLLsqzYLIAAulDA/9XPcPTBYVL5RtiBjATRzSeWSa/arJgqGVLcZ59uWeXYxSrn2CqK1A01dsNal8qmOXHiBGp9U7cx3cVrA1MzpY5EVC6XIwiCTY+n7++/Ra7J4OAgtVrtQHe0d4vPFkIwMDDAmTNnWguucrm8J6tnX9ahL2tTdwNKZbdNYBpjWF5e5uLFi8zPzyOEoFgsbkqNi1MQaa3xfZ+hoSGEioavHrRVToeG8fHxA7VKru8ZMgbK7hJGaFwCUsJGBxrVsMjBWqx26JuOIrWNMYS+RjmKq8FNLgYzLTF093M3wLZbgiEwIZ4JUEISYra0yPmtfqESQWgaOxqRWDt7agjZsMpuHLYK0es8lUpt+vlBYNs2d9xxR2xJh9PT011/pyQWuYRbmUQMJSTsQC+VISllrEMu8/l8bF+SqVQKz/Ni+9v8U6fgd3+X3HCGww9E1SHRsNKsXK6hr0BoQmq4POLcg15nlft6cIm5cOv+nVbfUBD1EQCEUjd88tHf1vwTd+sbaiXKNZ4Cz9fcnN9dbEgpmZiY2CQWgiDc1/CE9ViWxdDQUNvsn/2kmzlCjuPQ19fXClg4d+4cN27cwPO2r+7sRCZtU8in8P2QlZJLGEaVoHPnznHz5k2Gh4d3XazFJYiklJw6dQrHcVpx0gdRGQJQTjRzaHlhpae45E4JfU1tee2501oj+gzKVnjGx6HRL2QLTGhasdrGmKgy1KVF7kveiwgDRmgMhr/wG5fQYxOt27rGj8ITjEIbvckiB2t9gxcuRRa5ZnjC+Gie/mKKMDQY2JQkB1FC40H1Xm0krso/rPWhdksihhJuZRIxlJCwA+Pj4133DAGcO3cutsnkIyMjB2p9WY/jOGitY/ty1h/4AOrVV1G25OS7R6JhkjSsLMDiEyUcz2ZZV3jQvo2UsFtWucBo/sDdujokpcC2JL4fIoVEIfFNyNTUFMvLS9Esm8babLcqTyGfolhYN6jTGCanOrPKDQwMtPUBBIGOFl8HJIYgssAcxCyQXgeqSik5ffo0R44coV6vc/nyZYwxuK5LqVTqeIc6CALcehXXLXH12jVuzK0ghGJiYoKzZ88yODjY0abBQQuiarXKtWvX2sSotCThAVWGhBAoR7JwY6FnodkJtaX2CqcONcXxLL5o2FGDqH9JbQxPaIhA1cFrPrLISXwZtgatBiKylT78tQX0fWvzhTyCyBzXiMreaJEzxlB3A6QUXLyyiMC07HunjvfjONF8Idj6/Tg4OBjbgN75+flY7K2wJry6DVCYnp5OxFDCLUsihhISdqDXWUNx9vG4rtvTcNhekFJy9uzZ2FKNxP/8P6MWFjDGUBjvY/xtA600KgwsvVzFmpXUcJHAQ/bt0c5xY0rr52rPbXvfliXX5g0JC58oZataraJUI15biF1nDcHmiO1OE+W01pw/f771WvH9EMHBiiGlFIVCgVqttm/VoV6FUBMhBPl8nuPHj3P27FmEENTr9VbF6LXXXmstBldWVrh58yZDQ0PMzs62ghiuXbvGzMwMYeAzPjqAY9uUyi7pTF/XldODEkTGGGZnZ6N+uHXXJBtR07qDwI5ekLZgtVwhmz64fo714QnGGIQDhUN5XONjoRBhZAeUlmwPTwh0VCXaZdhq0yJnpSQ3wyVe8q+AAS00CsXI1DLpv/JXWrf3jB9FbqOxsbZMkfMDjesGzNxYja5BRJWqM6cHowj+QKOk2PT6cV2Xq1ev7vER6xzP82Kz5DVT67p9z8zMzDAxMbH7DRMSvgVJxFBCwg700jMEUQUlznjtOCNebduObSZL6tQphDForVG25NT7x4Dm9HrQoWHpiQoiFKyGNR5x3oJGoxBIJK8G15gMthaKtq3QxkQzfYgS5XK5HKurqwhBI0Vq93ht2Dx8tdPKkJQS27Zb9qUoUlsduO3RGMPk5CRLS0t7vq+9CqGNNI8vFoucPXuWO++8k6NHj5LL5VrX3hRx6xvKT548yW233cbRo0cZGTnE0GAftq0olV3qbvcbEwchiMrlMq7rbqrMNasiB9U3VK1XsB0bSxzcJkZ7eAIUDvUxPDKEa3xSwiZsBKAAmypDUm0WHBtpDlqVtuTL3ssYQyM4ATI4WFUXvvM7o9uaEN9EGwsaQ1psTmELAk0YaC5fXYrEW+P8SglOnxhopUlutTHhum6sA4xd140trMGyLEZGRro+LrHJJdzKJGIoIWEHjh492tMOYLO3Jg4cxyEMw9gqUTdu3IjNsiGEQGQyqC98AYCh4wVG7uqPqkONneTFZ1dxFm1WqHGPOklORJGwlpCERvP4NlY524osd74fYgkV7SA7NqlUCt/3Go3TsqtEuSbXpzenxG1Hf38/S0vRgiwINLZ98B/LzaTE2dnZPS3q9lsIbYVSir6+vlZ/Rn9/P6OjoywsLHDo0KFWCMNWgQiFfIp0ymK14lGpdv9+3G9BtLCwwOjo6KZUMCGbfUMHI4ZSqRQTR8cIvYOJ8AaorA9P0IbcSAbLiZIaHWGhfR1VhYxpqwyFge4oPCHwovAFT/l8tWGRC4VGCckHpgYwUkLjcfUaw1Z1Izhho0UOaKVJXri8BCbaXEFE7+V8Lrp98zNgI7VaLTaLnGlsBsUlhlKpFIODg10fd+3aNY4ePXoAV5SQcPAkYighYQduu+02rl27Rr1e3/3G6+ikWXu/UEphWVZs4qs5jycu/Lvvxv35nwdA2ZIzj4y17yy7hsozNUId4ouAdzt3RTNNZLQw+qPac1suAKNYcoUfRDYagEBoTp8+TT7Xh6Fhzelw1lBzKW6A1YrH8kpnr5lisYjnedRqdbTZeif6ICgUCuTzeaampnpaIMchhPaDXJ9DX8amVg8or7pd/637KYh2GnwrlST091+oaK1JpVL0DxdbVrODoNqsDBmD7weEjodLtEFjh2v9QqaxudCcNWS02TU8wWiD9jUqJVnWFZ73Xo9ElYjEzl/6hacIDx9u3d4zkRAK0aSFs8kiB1CtByhLcuny4ppFTsPJ4wPYliQMdfR+3EIM1ev12MSQEII77rgjNpvc7OwspVJnle0mxhjOnz/PbbfddkBXlZBwsHxrfnslJHyLMD4+Tjab5dKlS10dJ6WMTZwAHDp0KLYZFJlMhnq9HluiXP1HfgTrubXen0N3Fhk8lWurDs1/dRWroljRVd7nvIUQg2xY5S4Fs1wItg7BcOwoREEhEQh8E2CMYWkp6lNCdBavPTSYJZVqtyB1apVTSnH77bcjZHT8QSXJbcX4+Dj9/f1dH3erCKEmmYxNIZfC80JKZbejat969iqIyuUyU1NTSCm3tYNJW6BDve/vq7m5Oaanp5FKIpUkcA9GDDUrQ8aA1iGDRwq4xo82GoLob47+xoYYkqIVGrFbZWjNIid42juHa3xCESKEwBYWJ/7k63gf+Ujr9q7xI7GE2TJFLkoaDFgt11lYqrVst8Zobjs9iG2r1ibIVrHaw8PDsYXWeJ4X23BXgNXV1a6PmZ+fZ3l5mTNnzhzAFSUkHDzf2t9gCQlvMEIIbrvtNs6fP9/VcWEYcvHixdh6a4aGhmLbOXQcB6VUbGLP/sQnEJVKa5FopyzOvL9RHWpabZY0tRc8ariclmMMycg6ZQmJRvN4fRurnK0wRP0DUYhCtMBaWJiPqoGNdelui2cpBUfGN4YodL67KqVkfr6ZaBVPTDpE/QH9/f3U6/WO7XK3mhBq4jiKQj6KS14u1TvqBVtPr4IoDKOUwkwms+Pt1vqG9k8MNWOSmwt3Ky3Rvm5VZ/YLY0yrZ0jryIo3fKx/Xb9QlAInxFqsdjNOvPn/dyLwQpQtqYuGRU5H/UIWirdaJ3FuziN+4iei8xuNbwI8fBSS9JZiyOD7mktXljGGVpU5lbI4frQfKQVBGKXUbbTJGWPIZrOx2dZKpVJsPaHNFMduv0vOnz/P4cOHW319CQm3GrfGt1hCwhtIL2LIsqxYBUO5XGZ2djaWcwkhuP3222MTX6lsFmPbuE880frZ4bcPkx/LYHTDLmdg+StVTM1QMy7vte+O+gWaVrn61lY5y5JIIRrzhiSBCVvJZrVqpeNZQwCHJxo7xY1jJqc7F0ORAFuiUunOnrJfLC4ucu3atV0Hn96qQqiJbSuKhRQCWCm5rTkzndKtIDLGcP36dTKZzK7DTqUl93346srKCkqp1iLVciK7WuDt7yaNuxoQetF1a62RSpE+5KDRa8NW7UhwtN6zRIERcpceOaMbKXKOomLqPOtdIESDAAvJhypHEUD2yBEg6hcKCNHGkJWpLS1ytXok/C9dWW5UhQQGOH60SDYThS0Ewdb9QuVymcuXL/f0OPVCnMNdfT+qqK2P+++ExCKXcKtza32TJSS8AfQihiDeRDkhxIEOVNyI7/uxWTeEEJg77sD+F/+i9TM7bXHyPaOtJCoEeNcDgvMhK9R4j3MXep1VbjpcjKJ4t8BqzBuyieK1jTEUCgWqDTHUcbz2pspQ589HGGqKxQFKK8ux2Q/X0+xvm56e3vb8t7oQaqKUpFhIo5SkVHZxu0ya60YQ+b5PGIYcOXKko4qftAThPlaGarUaQ0NDrXMLKVCOItxnq1yzX8gYg5KSdDaFLAoEAlurtTh8aLO3tt6/O9AUbsY2fMO/TCmsEkqNFBIhJI/+P39IMDbWur1nAgITEqApsPVQ1Fo9QAh4/epSVJkSkeg6dXwAx47EUxBqrC16mWq1WtdiYS/U6/Vdq4r7hVKKY8eOdf3eTsRQwq3OrfltlpAQI72KoUwmE5tNLpPJ4Pt+bIly1Wo1tkoUgPWjP4r8ylfafnbqPaOkC3a00yxAGCj/eQ3fDxgV/RxWQ9EAU7mbVU62KkMAAVHEdqGQJwzD1syh3Tg8vhaiALC4VOs4wSwINLl8DqVE183L+4GUkmPHjrG6utqa27OeN4sQaiKloJB3SKUsyhWPaq27RL1OBJHv+ziOw8mTJzvu55NWZGPbLyYmJjYlg1lONOBVd2kT3IlWv5A2BEFA31AKTwZRilyj92a9GBJyrT9qt2GroatRjqIuPJ5yX4t6khopcafVOIXf/zzehz7Uur1HgEeUEJmRW1dU6nWfxcUqpbLbSJETaGM4e3oQy4oSJLXePjwhLnHSrNLEdT4pZU+9UIkYSrjVubW/0RISYuDs2bM9iaGJiQmGhoYO4Io2o5TCcZzYUt6aIQq72ar2i+Cv/lXM4mKb2HNyNifeNdK201w976GnNGXqvNu+C41u2WT+uP48odksTps7wfjRx6FPiFKKiYkxdCNytxOb3Nho36aFXad9Q36gsZTk8OGJ2HoRNmLbNqdOnSKfz7dVh95sQqiJEIJcn0M2Y1Ot+axWvK6qcjsJomq1yoULF3Bdt6seMNWInt6rUDHGMD09veX5lRPZ8YL6/r13qwtRZSgMNaHWZIdTeCYghY32TSs6fH2sdrM3aqckOR0awkBjOZKqdnnGO9cKTrCQvM++G+v6dcTf//utv9s3AXXjkRVbW+R8P8QPNJevRZVbKSQYQy7rcHSigJRrs8U2JjsaY6jVarGJEyEEx44di+0zYXZ2tqexCYkYSrjVeXN8qyUkHCBnz57l5s2bLC8vd3VcEASx7vJPTEzEFvfqOA5SytjEl5VKgW1T+/zn235+9oMTWCkZ9fYIgQoVpa/UqGmXd9p3tFnl5nWJr3kXNt23UrLVMK0afUMAtVqVqakpQHQUr62UZGS4j/W37FgM+SG2rSgUCqTT6ViTCNfTXHRduXKFarX6phVC68lmbPJ9Dq4bUCp7XSXNbSWI6vU6V69eZWRkpOtej9ZQ0j1a5crlMisrK1jW5iGrQgislNzXvqHKvAvGEAYhSklSh2wMZq1fqCEq1sdq60BHw1bl9mIo9CLhE9ohr4ezzIZLhGgsIUEIHprsA2NInz4NgE+ArwNCE1IQWwuWuhsQhobL16J+IRlpIU4e728lQgahRhBVENcjhODMmTOxiaHV1dWuv3f2guu6XaeSaq25cOFCIoYSbmnefN9sCQn7zODgIMPDw1y4sHkhvRNBEDA5ORlbD0gul9ty8XMQCCEYHByMtb/Fe+gh7J/5mbafZQZSHH1weK06ZAy15128hYCiyHJGjTdmDjWtcs9sed+OrfD9ZqJcVH3qy2aorK7iei7adDascmy0PU3pegchClobQm1akdqrq6u8/vrrsVXdNiKEoFAocOXKFZ555pk3tRBqkkpZjaQ5zUqXSXPrBdGTTz7J5cuXW58Z3bIfw1eNMdy4cYORkZFtF7bKUVEwgbc/r7HKfL0RQR9iWRbWsEIisWj0CzXCE9pitX2D3MKGtp7AjQIW6vg85b4WvQ8lWChGZT/3/Mz/F3P77a3ql2t8KtRQQlIU2/QL1aK+wCvXltfmCxnDqRMD2I0qcRgalNocg97sAY3rvVAqlWKd6Vav17sW8JOTkwRBwMmTJw/oqhISDp4377dbQsI+0kvfUCqVQggRW4hC05oTF6Ojo7FGqZp/+k9xXn55kyi5/duPrO0uC4GsK1afqlE2Nd5l30WIadllvui+iGc294fYlowqQ1riNypDjmOTL+RZXloG2LU6JIRgfCTH+tJQJ5WhIGi35DRF7cLCwq7HHhS5XI5SqUR/fz933XXXm1oINWkmzRm6T5oTQnDPPfdw6NAhbty4saf3hbT2Nny1VCqhtd4xvU7ZEqnEvlWHosoQWJaNVBJrSDWqQqatL6gZqy1kVCVqiqSt0GHU16RsQc14POOeJxAhCoEUkvc6dyP/+I9Rn/506xiPgLoJSAsHW24dclCtedyYq1CrB63KjzaG288MtTYkgkBvOfz45s2bsb4v47TkBUFAEARdn+/8+fOcOnUq1lCJhIT95s3/DZeQsA/ccccdvPzyy10dI4QgnU7HtrOXSqXwPC+2EIUwDLl+/XpsFYz0ffchAHHlStvPC+NZxt86gAkNUgqEgcpXPaoVl/vs09C0yglJWdf4ivvKpvtuLXwCgUa3eouGBgdYKa1gjOmoWjA+lmO9Gpq9uYq3y4LTD0KkXJtnIoRgbGyM+fn52AI41tO0xkV9U29cD9MbgVKS/kI6CrIou7s+d03q9TqXLl3irrvuYmBggCeffLLrwayta7DknoavFgoFTp48uauAVY5qDTPdC6Gvqa94kRiyLTQGe1C2LHJCiFZ4QjNWe6NI2orAjY4NnJAbeokL4TRarG1svLN6FFOtYr7/+1vHuNrHNyH5bapCvh/ieiFXJxv9QjKqCg32ZxgbybWqRGGoNw1bNcZQqVTo6+vb0+PVKcaY2JPkbrvttq5tcq+88gq33377AV1VQkI8JGIoIaED3v72t/P1r3+96+MKhUJsQzSVUti2HZv4klJSLpdjO58QAnP33fh/629t+t2d33k4WtQJAIFVUpSfq2KjuNM6Fi3QhNo2VU4piZICgui5CoiETz6f48Txkygpd+0lEcDoSB/rI+WMMUzPbk5nW4/v69aOdJNcLkexWOx4EOp+sbFHaGhoCNu2uXHjBktLS7FeyxtFlDSXwnEUpVWX2i5Jc6VSiddff51isYht2z0NZm07f9NS1kN1qFQq4bpuRwLWSkUzh/ZqlasuuoRhiOt6CAGBCskMpkhhEQamLSChOShZh5HQETvEaofNQav4PFM7T2g0QoBCURAZ3vYP/gPh2Fjr89U3ATXjApqi3MYi5wb4gebq5EojUltE/ULH2i1yBjYlyXmeRxiGZLNb3/d+o7VmeHg4ts2IIAi6FkIAzz33HPfdd98BXFFCQnwkYighoQPuv/9+nntu68GdOzE8PEx/f//BXNQWNFPe4kAIQV9fX2zzhgDqP/3TyC9+cdPzMHS6yKGzxdZiS2pB9QmXqu/ysH0HGo0S0cfdV9yXqejNj5FtK8IABALfRNU1S0m0gdXVckezhtKOxfBg+2JpJ6ucMaYxz2TzR/HExASpVCq2yttOYQl9fX3Mzs4yMzPzhsxBihshBPlcikzaotJImtuKcrnM9evXOXz4MCMjI61j9yKIZKNXJeyybygIAqampjoW0FIJlCUJ3L1VHyvzdQI/QEoZRdwXIJWyUUKhfd2qCkFjxpAUaD/q8dtuoyiyyBmkI6gbr5Uip4RCCMG7nLvI/Nf/hv+//C+tYzwTUDZ10sIhI7aJ1K4F6FAzObWCjDIY0MZw+tTAmkVumyQ53/cpFAqxWUaVUoyOjsa2mTY9Pd3Thsdzzz3H/ffffwBXlJAQH4kYSkjogLe97W0sLi4yOTnZ1XFhGO44yHK/mZiY6Klxu1fiFkPp7/s+hOfhbuHbv+07JqJYqAZyVrH0yipvsY4jkQgESkhqxuNP3Rc3He/YCq0NUkt8ogWiUhKjNTMz01QqO1fAms3Y46O5tkS5azsMX/UbC95WvPcGlpaWuHr16oG/fnZLjcvlcpw6dYrV1dWu3wO3Mn1Zh1yfQ90NKJXd1vOgtSYMQ/r6+jh16hTFYrHtuD0LIqv7EIWZmRmy2WxX/UpWShH6uhVs0Avlm1XCUGNZCoTAHm70C22YI9QWqx3qHSO1mxY5zw5YCSu84L+OEVFwAsB7xe3I5WWcn/qp1jGu8fGMT5/IbBmpDVG/0PTMKn6gkTJKoTTGcPupwZb4CUONkpuFWi6X4+jRoz0/Tt0yMzMT6yDter3edRpppVLhtddeS8RQwi1PIoYSEjogm81y11138dxzz3V1nJSSpaWl2EIUlFKxzv/J5/ObhjoeJFJKwsOH0f/7/77pdxNvGyI/nm31JViBovSVOkYb3mqdaM0c0mg+t4VVbn3fULMypJRAWRaFQpGFhcXdL1DAxFi+4xCFINBIsdYvtJFisYjneQdqUes0PjuVSnHq1KnW7Ky4LXxvFOlG0pzvh6yUXFYrVS5dusTc3BxSym0XkHsRRNKSXcVrr66usrq6ysTERHdzjRozh8I9BCksTq0ghUQqiRYaZ9iOxJDfPkeoGauNaFSIdugXCr0Q5UjqeDzvvo5PEL1PhMTB4r2f+Qqivz+K3G9QMhUMhsI2Frkg0NRqAdeml1ux2cYYRg/lGBjIth63IDCb3o/NhL64eviMMaysrPRkW+uFIAjwfb/r/qQXXniBQ4cOMTExcUBXlpAQD4kYSkjokKZVrhuEEGQymVjjUa9cuRKbVc5xHIrFYqzWKf/v/B3Sv/3bm34uhODsY43qkIhad+RlWLxS5gHrLBrTsso97Z1nUbf38kgpIqtMIAgIo11tJRFE8erLy8s7C4DGOSc2xGtPzZS3DV/w/a0tck2aIQazs7MHMnuo2zlCSin6+voIw5CLFy8yPT39hkWAx4ljK/I5h5s3b/LSN8/Tl8szOjq663G9CqJuh6/29fVx8uTJrhO9hBQoe29WOb0qsR0bBPgqJDvokMImDHRk+WsmtjWqT82Piu0qQzqIKlXCjqo9T9VfJRRrw5Mfcm7H+vl/TvgX/2LrmMCEVI2HLSwyYusem1rdxwtCrkyWoghzAdrAqeP9OPba6z7cwrZaq9VYXFyMzSIXd3+S53mk0+muxVfTIheXlS8h4aBIxFBCQofcf//9PYUopNPp2Pt4VldXYzkfwPz8PNPT07GdL/u3/zayWoWpqU2/O/XuMTL9KYwGhCBVd1h8ssrt1hHshsVGCYlvAr5Qf37T8ZYlMX4zRCFaIEopcFIOQ8PDrRjs7RBCNBLl1giCkBtzm62ExhiCINwUnrCRfD7P0NDQvqcE7mWgqlKKU6dOUa/XuXDhQqxWyTeCSBgLbEtz6uRJUqlCy+K4G70Iom5CFObm5giCoOeByyol0aHpabZRqVRiZWY1SnkUAt8KKAz0IYWMhq2ui85uxmobHf3vdjOG1lvkXO3zTHAehGhZ5N6jz8D0NMHP/VzrGNf4VHSdPlI4YutZa7VagOeGzM6uRlUhomrVmVOD68ITNNqYTeEJpVKJXC4X26K/UqmQyWRiE1/ZbJbTjcG13fD1r389scglvClIxFBCQof0GqLQ398fWxwrvAF9POk05XI53urQPffg/uW/vOnnUglOf2AMjImaubVAvxRSnqvxdvs0ujFzSKP5g/rmKp9tK5SRBIFp6xvCCIaGhpBSbVsJaS6T+rIO/cX2Bu6trHJBoKPUql3EEEQznbLZ7L4Jor0IoSapVIqTJ08yNDTUEvtvRBT4QeL7PlNTU8zMzKCU4uTJE4wcKmDbilLZpe529nx0K4iaYmG3EIWVlRXm5+c7/nu2wnKiUIJuq0PGGGZmZqgsuFESAVGS3MBAH0abTVa4Vqx2aHbuF/JCrFTU2/fN+lUq1LFEZOeTCB792/+W4PBh0us+U0umisGQlWlsNoshYwylVZfr0yW0MQ2LXHTZZ0+u7xeKPsM2xmqXy2UKhUJXj89eKBQKsVrPSqVST7bXJEku4c1CIoYSEjrk3nvvZX5+nqktKhI7kc1mY/0ibQqvuMRJX18fWutYrYC1X/5l7Cef3PJvvO2Dh7HSVmux01dNc/OZFd5mnWxLlXvBf52ZsL0PyLYkUggIaOsbMhgEcG1ycsfFZ3Pj+MhE+/M9uUWIQhBoBJ2JIYgEzPnz5/dsl9sPIdRECMHw8DBDQ0OEYcj58+eZnp6+5fuJwjBkdnaW8+fPo7Vu9UlB9DcX8inSKYvVikel2tnz0a0gUvbOIQpBEDA9Pc34+PieB15aKUXgdjdzaGlpCX81BC0QAkKh0cLQP5hribiNSXJCiU0Jc+sJfY3RBmODT8AT9Vcw62YLvdU6Se6//i61f/yP244rmSq2sEgLZ8vqje9r6vWAyZkSUohWv9DhiQL5/NrGRRBu7uEzxtDf3x/bgOnmc9Brpa+X883MzHT9uVKtVnnllVeSylDCm4JEDCUkdEg2m+XOO+/sum8Ioj6eXocwdks6nebkyZOxWTqEEOTz+VitefkHHsBYFrVf+7VNv7PSihPvGaGphlSocJ/1OVIbJitSGCKrXGBCPl9vtz0KIbAshWn0DUEjXltHu8n5fJH5+fktKzTNNDlj4Mj4RjG0uTLkB1ECV6fPUyqVolgsMjk52XOfzn4KoY1ElZOT+L7PhQsXuHnz5r7dd1wEQUAYRv1inudx6tQpjh49Siq1Oao51+fQl7Gp1QPKq25HQqIbQSRVZF8z20S6z83N0dfXtynJrhesVNSjFPqdva601ty8eZOsKTQscuBbAUoKiv1ZtB9VgeS6CosODZidh62GXoiQAtfyMaHhyfBVhBCoxlLlo6+kkEFA7uMfXztGh9S0SwprW4uc6wUEQcjk9RJCRlVcow2nj/djr+sXCgK9ZZjJoUOHYgsz8DyPc+fOxdaL5/s+QRB03Z/0jW98g6GhIY4cOXJAV5aQEB+JGEpI6IJeQhQgSkGL07q2urpKqbR9itl+MzExwaFDh2I7nxCC+sc+hv33//6Wv7/zO4+0ehKEgNxKmpvPL/N26zSmkSpnMPxB7dlNxzq2hAA83awMrX1MZjJ9ZLNZ5ubmdry+w+P5tn9PTpc2LZaDQLctxDphfHwcoKcerYMUQk3S6TTHjx/nxIkTWFa0MF1ZWaFSqXxLzyeq1WpMTU1x7tw5SqUSlmVx7NixXdO1MhmbQi6F54WUyu6ug3mhc0HU6hvaIlXOGMPIyAiHDx/el00PaUVpcKHbeR/U0aNHMRXV/AGBCskVspGIC3Sb4GnGarNLeELgaixHUTMu52rXWTLlqCrU+Bs/9P/5V4gPfahNmJSoEhpNVqS3FUOrqx6Vqs/cfBXVitSGM6cG22Lto5lf7dd27dq1WD9L4+4X6vV8SXhCwpuJRAwlJHTBAw88wDPPPNP1cXH38biuy8IWs3gOCqUU1Wp135v8dyL1r/4V1uwsbGHvyPSnOPLAUKs6lHIdys/UucscI8QgG1a5c+EUrwezbcfatkKh8IOQ0IRt/QOh1oyOjuJ53paLeyFo2W/WU6v5LCyt2QiDoNGo3aFFromUkmPHjpHP53e/8TriEELryWazrch113W5evUqFy9ebDX7fyvQ7G+an5/n8uXLAJw+fZqBgYGu7sdxFIV8ijA0LJfq2yYHrqcTQbTd8NXl5WWmp6dRSu1rtcJKyZZNbSfCMKRSqUSfafMuQkY2Ul+FFPv7Gil4piXmYC1W25ior6+ZMNd2v15k09NOSIjmz7xvggC7YZE7LcewX3wZ/9/9u7bjVnQkcBxp4WzRLxSGmtWKx+TUSlQValjkLEty6vhAa7NDa4PW7eEJYRhSLpdjs6wBrcc2LqSUPQ0Gf+aZZ3jggQf2/4ISEt4AEjGUkNAF73vf+3jiiSe67ono6+ujWq3Gtjuez+epVquxNrTPzc0d6DycjVjZLObIEfy/8Te2/P0dHz7SVCcIBH0302RedSiIDDRitgMT8ke19kqfZUlSwsYPNT5h1LjdSJ/S2rSqHxsRgtYuaX8xRTbT3sex3irnByECdk2S2wrbtikWi1Sr1Y6siXELoY2MjIxwxx13cOjQISqVSmtg6ezsbKwVI2MM1WqVGzducPHiRS5cuNDqB7n99ts5fPhwz4te21YUCykEsFJy8f3d33cdCSJbtvUNVatVpqenD6QHUTkqssp5O4u5ubk55ubmCH1NddEFAaHUGGEYGOhDB5utcK1YbW22T5HzQqQS1JUPoeDJ8BWUkIjGxsWP/qtX0LkcVqM6CqCNZtXUSOOgkKgthq16fkjdDbg+U47ey9FHAsePFslm196jTRG7vhJcKpVIp9M4ztZx3fuNMYZ6vd71ZsdeKBaLXc+KM8bwZ3/2Z7zvfe87oKtKSIiXRAwlJHTBPffcg23bXUdsp1IpTpw4cTAXtQWO4+A4Tqx9PP39/SwvL8d2PoDqP/pHqF/7tS0X1P2Hc4zeGfVTCAHZapqlZ1a5V51spcoZDH/gbk4ITNkWoW/WQhSkpOnx0Tpa7F2+fHnryHQhEIhNIQrX14mhIIhmmezFYuJ5HteuXdtxoO8bLYSaNHefT5w4geM4aK0JgoBr167x6quvcu3aNSDq2XHdzvpvdqLZ87OyssLs7Cy+7xOGIVevXsXzPIaHhzl79myjR8zalwqLUpJiIY1SklLZxe0gaW43QaQs0bLJ+b7PtWvXGBkZOZDFslS7zxzyfZ+FhQXGxsYIfU1t0W1FaksjKAxl0UEUjS3WVVRNuPZ8rq8YtX7fEGHSltSNz9X6LLMsYUmreQPe9c9+m/rf/ttt75m68fBNQEo4OGLrEIl6PcALNJNTJWSjImWM4eTx/lakNkQWOUF7ktzKykpPVZNeEUJw5syZroef9orneUxNTXX9frty5QrT09O8613vOqArS0iIl0QMJSR0gZSSRx55hC996UtdHdccvhpnpWZkZGTPKVPdkM/n8TwvtplKAH0/9EMYIaj8h/+w5e/v+K6oOmQMqFBiX7c4en2EkCg1CgSTwRyvBpNtx9m2xITgm2a8tgATLZLCxryUdDrNjRs3Np9URLLp6OENIQrT6ytDOw9b7YT+/n4GBwe5evXqlq+rbxUhtBW2bXPkyBHuuOMOTp482VpwlstlLl68yKuvvsqFCxdaj2+5XGZ+fp6lpSWWlpZar7FKpcLCwgKzs7Ncv369Jf4vXbrE+fPnW7a8yBZlcccdd3D06FH6+/sPpCFeSkEh75BKWZQrHtXa7hXknQSRbA5fDSLxWCwW25Lt9hsrpQgbQ0+34ubNm+Tz+eizzNPUViKLqq9CrFDRN5wmDKLo7PWipdkvZMzWlaHQjyxyYSpEo/lS/SUEAquxRHnXsytYtTrZn/3ZtuNWTBULCwu5pUXOGEO54lJaqbFSclGNSG1j4LbTQ22V2TBsDFled91Hjx7t2ja5F0qlEp7nxTrPyHXdrs/3pS99iXe84x2x2vkSEg6Sb51vx4SEW4RHH320azEEsLi4yPXr1/f/grahWCzGNsEcor6hQ4cOxZaCBNFCsva//W9k/t7f2/L3I3f003+kL5oBJCBfziKfhiGRj1LlZJQa94cbghQcW2FjUfWjxZ5SUZ+BYM1OMzIyQqVS2bSbLxqLvqOH21O+mvHaYajR2mBbe1+Mj46O4jgOi4vtEeHfykJoPc1Ngqbta2BggDvvvJNTp04xNjbWijMOgoBKpcLy8jLLy8stMVSr1VhdXSUMQxzHaQmco0ePctddd3HmzBmOHDnSsjnFscgUQpDrc8hmbKo1n9XK1v1lG4/ZShBJK3rdlZbLZDIZxsfHD/RvUI7cceZQLpdjdHQUow2+G+CWfDSGQIXYgUXfUGrL6Gwdmkb7ntgyPCF0dWSRkz4yFDypX0XJteCEn/3rj2N+6IfaXsfaaFZ1DQeFEnLL8IQg0NSqAddny8hW2qMhnbY4dqTYZokLNmxQNG3GcaXIGWOYnZ3dsdK736yurvYkaL70pS/x6KOP7v8FJSS8QXxrfkMmJHwL8/73v5+vfOUr3/J9QwCXL1+ONbhhZGQkVgEGkPk//09ktYp5+ulNvxNCcPt3HIaGPSbtOZjLgtsrhwnRWERWuT9yv442ayJOqaghux74Uf+Dks0gLMJGM7hlWQwNDbWsgc1FajNee2NlaHmlzmrFw2/0gOy1MtQ817FjxxgeHiYMQ7TWt4wQ2g4pJel0mnw+31qoDQwMcPz4cU6ePNlWSRoeHub48eMcPnyYkZGRlr0olUq94X93NmOT73Nw3YBS2ds1aW47QXTj5izTUzOxbDIIIVCOJPTaxZAxBtd1KRaLpFKpyCK35IGIBq0C2KEi0+9sGZ3djNUWUmwSc81Ib2ELXONzrTbPFW60ghMGp0oUphZQ//7ftx1Xx8cjssgJBPYWYqjuBVG/0HQZKVsthJw41k86tXZ7YwxhqNssctPT07GH3vi+H+s8o17CGowx/Omf/invf//7D+jKEhLi59b6lkxI+BbgLW95C47j9NQ3JISIdTip4zixxsICXL9+PdZFhFIK8UM/BD/0Q1v+/uiDw2QHmg3QhvxKH8Mv9KNN2FiYCW6GKzzvX2o7rs92CHyNTzQ/BQAhWlPqIZo/Mr6uoTu6TfQ/o4f6sDZUfyanVqJZJlK0+hf2ipTRbv7s7CxXr169pYXQm41UymokzWlWOkia2yiIrl27huu7HJk4GttzaTkKHbbPHFpZWeHy5cstQRZ6mvqKH1WRrACpBek+p2WBW1/9acZqGx0Nkt1IM0UuSIUYDH/uvoQUspX4+E8/+Tjugw/ChgpNTUcVlO2qQgCVik8Qaq5PlRCNx08bw+kTA20WOa0NBlpJcvV6Hdd1Yx2WXS6XyeVysb5nx8bGut68unz5MrOzszz88MMHdFUJCfGTfFMmJHTJXvqG+vr6YrVB5PN5yuVyrNUopVSsqXIA4f/7/8LkJP6VK5t+J5XktscOt+J889UMmW84HAr7MRishlXuDzakymUsm0BrPB1GvQQAxhCu26FvLlyuXLmC5zWe14ZNTim5ed7QVAnfD9sat/eLgYEBVlZWGBwc5L777kuE0LcIzaQ5Q2dJc+sF0dLSEmOHx1BS7Rp5vV8oRyKkaFWHgiBgZmaG8fHx1msq9DX1df1CdmjRN5QmDHQUCS7b+4WaPUNb9QsFXnRMXfoYX/OUPhfNFgKcqsvtL91E/9f/1nZMlCJXJ4WNgS37hbQ2VGs+S0s1qlW/lSKHMdx2erCtMhsE7Ulyy8vLFAqF2CxyEPXRdZvqtlf6+/u7/pxI+oUS3owk35YJCT3Qa99Q3A25uVwO3/fxtpjFc1AUi0VKpVKsvUPKcag/+CDm+75vy9+ffO8oTtYCBMJAfinL4ctDhGiUkBgMf+K+0EqPg2gRa6GoNkTO+nkk68WlEALHcVqpTE0rDmy2yl29vkKoTU+R2jvhui5PP/00vu/T19e3dbBDwhuGUpL+QhqlBKWyi+dtL4iMMQRBwFvf+laEEDz73DPUarVN84YOEiulCFyN1prp6Wn6+vooFqMeOB1ElZz6iocWmlBq7FDRN5yKhq1uqP7oMJo7JNTmJDljDNrXCMfgGZ9Zd5lzTLXE0Kc/9QeUTx4mu6H6WsfHMz42CoXYMknOdQPqNZ/JmXLLnqeNIZ9LMT6aa+8XCjVyXbXWsqxYP6chEiZxRmpPTk5u6jXshKRfKOHNSCKGEhJ64NFHH+2pbwiiIIW4Bk9KKTl79mxsczIAMpkMjuOwsrIS2zkBxG//NtZLL+FtcV47bXHqkbHWjnVhNcPYswP4YYAgWigt6QpPea+1jlFKkpIWtcBv/Fu0+oY29n+Mjo4SBEFUEVsnho5tDFG4HlkW96NfqMnGHqGTJ08yPDwcLTRjFKQJOxMlzaVwHEVp1aW2RdKcMYbr169z/fr1VoVodGyUZ5/9GpVSfNZTKyVbcde5XI6JiYnW7wIvis6uLrr4jX4hK7DIDqaiYasbXttGG0zj5xsrQ02LnGeHYOBJ99VW0AHAe79wFf3Z/7qpz6hmXBACJRVCCGw2V3CqNR8/iCxyUorWJsXJ4/04TnslKQjah60ODw/H1rsDUSVqdnZ29xvuE1pryuVy1xY5Y0wihhLelCRiKCGhB3rtGxJCsLS0RLlcPqAr24xt27EOt2w29Td3kuMiPTpKcPYsfO/3bvn7sx8cjyxACBzfZmSmn+GlAhqDEoJwK6uc7VANmolysiVywg3Rw0opDh8+TLlUbowjin6/sTJ0Y24V3w/bdqX3wlZhCUopHMdheXmZ119/vSfBnnAwCCHI51Jk0haVRtJckyAIuHLlCq7rcvTo0dbt33L3PQwPD/PUU09tOZj1IJBKYtBUyzUGBwexrDXxoP1oHlB10cW3AqxQIhGk+6MNl01iKIwqqVulyAWeRlmSuvRwvYCv6fOt4ISf+tufp3KowODb39F2jDYa1/goI8EYLFSrv2g9q1WPMDRMzURJcqZhXz1zchBng001DNeS5K5fvx7r5zPA0tJS22N80FQqFSzLIpVKdXVc0i+U8GYlEUMJCT0gpeTRRx/lC1/4QtfHNvt44sIYw7Vr12Kd/+M4Tuz2PAD7z/4M5ytfgS3sH5n+FEcfHKa5biqu5Bh/ZZBAh8iGVe7PvJeomrWerqztEGqNF/io1u6y2bIRPpfLcez4MQxrlaOJ8Xz7vBUDC4v7E6CxW2pcsVgkk8lw6dKl2BbRCZ3Rl3XI9TnU3YBSORoye+PGDZRSnDx5srUwNsbgVwLuuusuRg9vPZj1IDDGcHPhBjdn59p6lYw2hIFGWYLqvEugQqwwutZMfwohBVJttskZs4VI0obQC9GOJiBkwVvhVSZRQiLrPh/+7Ct87bP/YtO11fEJTIgjrKhfaIvwBN8PqdcD5hYruF4QvW8bf9fZDf1CYajRJqoMNQf1ptPpPTx63eF5HpVKJdbNo9XVVfL5/KaK22584Qtf4KGHHkr6hRLedCRiKCGhRz784Q/z+7//+10fl8/nWV1djc3CJKUkn8/Hblubn59nbm4u1nOKkRHChx/Ge9/7tvz97Y8dbi3K+qopzp47jFuPKidCCCra5c/db7Zun7GiXoRq4LdVc8JtmtmlEMzNzbW8+I6tGBtZs9sYY5i5sbqHvzCik/hsKSUTExMcOnSIq1evxmbNTOiMdCNpbnmlzNJyjZGRUY4ePdrWtO9XA3RoSBcc3nbv27YczHoQrKysUPdrkf1zXX9TM2HOr4d4QYAWBjuMrjddsDdFagMEvkaweb5Q6DXuyw4JteZZ7yKh0CAE/+Sv/B6TJ4s88PAPbLq/pkUOQG7TL1Spevh+yNR0qW2+0PBglkNDfW1Jjs0qr1JR1T6Xy8U6rLpUKsV+zrGxMUZHR7s+7vd///f58Ic/fABXlJDwxpKIoYSEHvnwhz/Ms88+27XXO51OMzg4GGs/R39/P8vLy7Gmyg0ODrK8vBz7Itw8/jjWa69ReeGFTb8rHulj9K7+aPfaCMZuDDI8VUQbg2xY5f5wnVXOVhaOioavrp9BstEmt558Psfc/HwrNbBplWs+9NOze6sKdjNHSAjB0NAQZ8+exbIsarVarK+BhO0xxrC8tMDK0g1q9Trlit/2ugrcEL8e4mQtpCW3nUO03zTT4w4fOYyTcQjqa59ToR8NR60te/hWgDACK1QIJXD6rC0DEkIvRCqxSSgFXoiyJXXhUfXrvGBex5aK9FKFh/9skl/63b/DgGzv21mzyAkQjfCSLZLkKtUAY+DaVDM8AYyGUycGsO0N1xFqpIjCE5aWlhgaGtrrQ9gVg4ODbT1ZB43nedRqta6T8qrVKl/4whf47u/+7gO6soSEN45EDCUk9Mjo6CjveMc7ePzxx7s6TgjB2NhYrB7xXC5HNpslDHeO9d1PMpkMmUymNZQ0Lqx8HvejH8X+yEe2XPjf/tjhKP4XyK+mOXlxjLrrtVLlnvReZUWvNatnLJuaH81UkTLy24TbCFkhBH3ZLMVCkevXr6O1XieGDCCYmuldDPU6UNWyLIwxTE9Pc/Xq1VhfBwmb0VozOTnJ0tISZ86cYmykHykEK6U6nh+iA41XCbBSCiu9tmiNQxAppZiYmKBYLGKlJDrU6HBtvpCyFdW5emSR01EPXnbAAcEmwWO0wQRRv9D6uO3mHKPQ1gQmZKVe5WVzFSEk//oHf4eX7hvlgRObq7t1oiquRCJM9L/N5LnWfWtNteqitWFqel2/EI35Qhv6hYJAR9H5QnD69OlYLWC+7+P7fqwBN0tLS8zPz3d93Be+8AUOHz7MnXfeeQBXlZDwxpKIoYSEPfDRj36U3/u93+v6ONd1uXz5cuyhBnEKMIiGkr4R826c3/gNrJs3qX7+85uv6Y4ixaNZhBLYvsXdrx3Fr0QDH4UQuCbgi+43WrfP2A6+CRrDUreO125DwPChQ9i2je/7HJlYqwwJEVWGdhu+uRW9CqHWZQnBiRMnEEJw4cKF2JvEE9YIwxBjDKdPnyaTyaCUpFhIYduKlZU6Kws1hIyqLRs5SEG0sLBAEASt/hVlRyIhqOtWpLayJasL9Wi+UNDoFxqIBkqLLfqFdGhQqQ2BBX408NizfVzt81p4nZrwGL2yzG0vz/Hjn/0LvM95y6brqxkXC4URBsTW/ULVWoDra27OVwhD3erzw8DZ04ObYu3DUKNUlOimlOq6j2YvLCwscPPmzdjOB9Fw116Gyf7e7/0eH/3oR2N9fBIS4iIRQwn/f/beO8yuqzzbv9dup07vI2k0GlXLlptwwTa2sSk2fBgTcKgJEEKAEMjPBBJI8pEv4QoQSCghXyAJAQJ2CB82xYABF8C9V9mqM9Joej1TTt1trd8f+5wzM9JI1oymSGbf1yVLnpm9z5pT17Pf932ekJPguuuu48477ySfX9hQvGma5PP5FTU18H2fw4cPr2h7XkVFBbW1tSvemqVbFvJP/5TEO95x1PeEEGx99drgKrYQNKRqaOmtwXG8eVvlYqaJj4/jeIG9dvF3OdJeOzg5ZavutrY2IpEITfXBMHYpg8j3JQNDC5sbOlkhVELXddra2mhsbCxvosO2uZVBSsng4CCjo6OYpsn69evnXJwQIrDe1nzIZFw8XR1z47kcgmhiYoLh4eE57w9CCIyIhuf4+G5gqa2ZgqlUFiUURnFeKFZjBdUfcaQYkihfYVhHCBBbIgxBQbhk3AK75CF0TeMrb7qV37y6g9aq9azV6+eeq9gip5W2LWr+sNVszgEUPX3TCI3ivBC0NCWproweYWii8KXCLuQZHBxc0deCUoqpqSmqq6tX7DZd16VQKCzYNlxKyU9/+tOwRS7kRUsohkJCToLt27fT0tLC3XffvaDjNE0jmUwyPT29TCub/zZt217xikA2m+XgwYMrvuk2Pv95VDZL9t///ajvrT2/jnithaYJ4jmLbQfbyOdsNAQKxZNuFyP+JBBcfTZ0nWxxbqi0mTrm3FBxr6WUwnVdBgd7qEgGw9GlY/sGTvxxXyohVF6eENTW1pazkQ4ePBhWiZaZXC5HZ2cnuVzuuFflnZxH1NCpaYhhuz7pjH3M181SCqJcLsfAwADr1q07ym5Zt3SUVDhZD61YKZqcyKEpgSGL5glV1lFucQDSkSDmOslJP3Ck8ywPV3lkC3me4zBnPtxL80CGv/76a7jS2nHUuUotcjqieGFBHFUZUkqRzbromkZ3zyQiuDqBUqo4L3R0ixxAamKc2traBc/RnAy5XA4p5YrmGXmeR11d3YI7BB577DFs2+ayyy5bppWFhKwuoRgKCTkJhBCLbpWrrKxcUTEkhKC6ujoIBl1BYrEYjuOQyZy8i9pCyX7hC8Q+/GHkEVk7mqGx6RWtweYOwVl72iEn8Pzg6rerPO6ynwLAQMc0NQqeE4Q3agIp1bxzQ4HUCTavSgUVwNbWVpIxWa4MAfSeoBhaaiF0JLquU1NTQ29vL/39/eEs0TLgeR6HDx+mpqaGjo6OY2a7+I7EzXuYMYNkZYTKZATH8ZlO2/NXIVk6QTQyMkJTUxMVFRVHfU83NYQmcHIuetEgYXoqW64KKaWI11jzO8nZEqFrc5zkfKfUIueR8x36/QnGSPPPb7uNb35oJxgGl0fmb5GLCBOPwJ1OIDCPqAwVbI98wUVJxcBQujzjpxRs2lBzVNix50vsQgHHLqy4cYLv+9TV1a1o21ksFqOlpWXBx912221ce+21K+p4FxKykoRiKCTkJLnuuuv46U9/uuD2s8rKStra2pZpVfNTU1NDNptd0fwfTdOoq6tbcZttgMT73ofX0IAzjx1s+yVNWAkdoQnqJhO09zUF1SEh8JH8Ih8E6gohiJomLnImc0UduzIkSpKoeEW/urqatWtrcF2X0hF9/S9sc77cQghmqkSbNm3CcZwVn194saKUYnp6mqmpKQzDYMuWLTQ0NBxz4yt9hZ1x0U0NKx5s8C1Lp6oyiu8rJqcLx5wzOxlBJGUg0tva2o4rBoQIxJpmaHi2TyZbKIshVDAzdKxQVaNYTSp/zZYIAwrKIe3m2K0O8xd/8StcU+ebH7+UZq2aLfqauesstshZysDFQwkwhXHU/ZnLu3i+YmAkgyquWymFpgk2bZhvXkhhmkFg8krPU1ZWVtLY2Lhit+c4DocPH15Uhf4nP/lJ2CIX8qImFEMhISfJy172MnK5HE888cQL//AsNE3DNM0VnRsyTZOOjo4Vv8JXV1eH4zgrHsIqhMC7/36sX/0K5wirbStusOGyZnRTQ/cNduxpxy54gQMWit1eDz1+IOBihoUvfKSaqf4cz177SDZ1NGNaZqmDjt7+6WNe7YeVEUKzsSyL9vZ2mpqakFLS3d1NOp0O54kWQTab5dChQ3Mqbcdrv1JKYaddEBBJzn1dGkZgrCCAqWkb152/crcYQaSUor+/n9HRUTRNO36FQgQVUeUpJlJBS2XJPEEpSNRH5rjFlc7vOz7GLPOEkjOdE/EoKBfP8Tk89jzX3/QcH7jtBhCCy60dR62l3CJXSkxWav55oayDoWt0d0+W7xelYN3aSuJx66jz2rZLLBZd0bkdgFQqtShHt5Nhamqq3F64ELq7u9mzZw/XXHPNMq0sJGT1CcVQSMhJYpom11577aICWLPZLN3d3Su66YxGoyueN6PrOlu2bFlRC9kS8fXr8d/zHsxXvOKo7216eQu6paPpgjP3tREtmNg5FyHAUz6/LFaHTHSUrnBdvxi+KuatBAohyjNDJTxPsqalAkPXkVLiuh4F22M8Nf+GdaWFUInAOjy4rWQySV9fH93d3cse8PlionT1PZlMsmXLFmpra1/4mGwgwKMV5lGCAig6zUXRdY3ptI1tz5/btVBBNDY2Rjabpaam5gXXqKTCjBt4js9EKosmBboKnitWwjhKxEFR+EiFPss8wbODNlTH8Mj6NpNulv9z7Vd46OXr6d4WGCZccQwXuVKL3LHmhVzXJ5t1iUY1ug5PlFtSlVJ0tFVjmUe/jgYHhxgfX1lRopRifHx8ReeTIHDLK7kELoSf/OQnXH755SsuGENCVpJQDIWELAHXX389t9xyy4IFRml4NpvNvsBPLi29vb0rOq8EQSVsbGxsRSthJcx/+zdwHHJ//udzvh6vjbD2JXVohkYyH2dzdyv5goMgaJX7ZeEJlFKYwsAwBXnXRdOCzBL/GPbapTa5UuXH9XyqKiIkkxYIged7eJ4/79zQagmh2WiaRn19PVu2bCEWi5FKpQBW1IXwdMJxHPr6+picnMSyLLZt20ZjY+MJbXa9go9nzwSrHgtNE1RWWEQiBumsQy7vzvtzJyqIpqenGR0dZf369S9YJZZ+0B4aSZj4rmRiPIPpF4WIUsSq5zdP8Ozg+aJHZr7nOz7KUBSUQ87J43/n6zSM5PjYd14HQKWIca7ZMff2iy1yMRHBwStXNo6sDOXyHq4v8TzF8GgWrVhFUgq2bKo7al4ony8wPT1Nff0Li8GlJJfLzbEvXwkKhQKO4yzKUvuWW27h9a9//TKsKiTk1CEUQyEhS8DrXvc6ent7efqIVqwXQghBVVXVigaTluZExsfHV+w2SziOw/Dw8IrfLkD+xz8m+sUvUjiiPWXz1a3olobQ4JznNiKlwil4KBSH/GEO+AOY6JiGjoePlJQ8Eo5qdROCmSvSxa95nsQ0dda1VqIJQcSycF2X/Z1z74dTQQjNRtd1mpubWbt2LUopDh48SE9PD9lsNmyfI3i8+vr6OHDgQGAiEI8DnPDjJj2Jkzs6WPVYCCFIJiziMZNc3iWTdeYX4ycgiAzDYO3atcRisRe8Xd8JqjlmQkcimR7LYZbNE4ILCvOJId/x0YTAsPTy7yt9hRvxycg8btrmVX/1df72y6+A4rzOpdaZ6EeEqOZV0FobUQauCqpiBnpZ7JTI5RwEir6B6eKcEEgVzAS1rak6ykluaGiERDJJ/ATug6UklUpRU1Ozoq9vy7Lo6OhYcDWqp6eHBx98kDe/+c3LtLKQkFODUAyFhCwB8XicN7zhDdx0000LPnY12g9qampWPOcIoLGxkWw2uyqtV/GXvxz3vPMQl146ZxNZ05akcWsVuqmxrWsNlZkYhZwDAnwVZA5pQsPUdaQWXCWfcZQ7ejOqmDFZAHBdiWForFsTXJXVNA3LsujuSZWPOdWE0JGUcpNM0+Tw4cN0dXX9VjrPSSnLs1S+76NpGhs3bmTdunULagFVUlFIu8cMVj0e8ZhJRcLCtj2m0868s2fHEkSZTIapqSni8fgJVwl8V6IZQQulZ0qy4wUMr1QZKooh/ej2Pt+W87bI2bpDzi9wxlvex+CaJL9+4/byz8zXIlfAISJMfCGD15YKzBNm43mSdNYhGjHpOjQRBMAW54XWr6siFptb/VJKUbAdmhobA8e5FaSlpYX6+voX/sElomTxfyLC90i++93vcvXVV9PU1LQMKwsJOXU4tT5xQ0JOY97xjnfw3e9+d8GbxFgsxtq1a5dpVfNjGAYNDQ0rvqE1DIO6urpVqw6ZDzyA2d1N9p//ec7XN7+iFd3SsTA5Y38bnpT4jsRHckfhSaSSmEJHmIEA0kpi6CiHLzHHTc73ZXB12tBpWzvTFqPrGhNTEt/3mZycPKWFUAnLsmhpaWHr1q00NDSg6zrpdJqBgYFVaX1cSWzbZmhoiH379jEwMIDnecTjcVpbW4lGows/X9YDBZEKc1HWypGIQWVFBN+XTB3Dae5IQZRKpejp6VlQu6NSCunNzP34lsQZ8xBlva9INMz/+3uORLP0Wf/v45s+OWwiP/s1tQ8/wXt+/pby9y0MLrK2zjnHnBY5FdxniKNb5GzHwy64xBMm+w+mZsb2lGLjhhrMeeaFWlvXEY8v/LE7GUrt0CvpXLfYnDelFN/5znd4xzzB1SEhLzZOzU/dkJDTkKuuugqlFL/+9a8XfGwul2NoaGgZVnVsGhsbSSQSK3qbAPX19bS2tq747QJopon//e+T+OhHITVTmWk6o5qqNXE0Q2Pnrk0IBYWcg0Ix6E/wrNcdZJrogdNc6Wr8CznKucVQR8PQWNc690r8dNqmr3+U3t5eKisrT2khNBtd18vzDqZpIqWkq6uLzs5OpqZe2DL8dEApRaFQKIu8/v5+HMdh3bp1bNmy5aTcGJ2ch+/4RJLmvBWVE8U0daoqg8yiYznNzRZEfX191NbWnpBhQgnfDQwL9KKY8AwfLyVBEvTIKUjOI4akr5CexCyJKDeoqLqmTyozxhlv+xC3fOoGMnXx8jEXWVuJibkZTKUWuSgmNu7MvNARlaFszkUCdsEnNZFH0wSquMQtHbWYxowoy+VydHd343n+UXNEy4mUkp6eHvL5/IrdJgQuclVVVQsW3c8++yyHDh3i+uuvX56FhYScQpz6n7whIacJhmHwlre8hZtvvnlRx46Pj+N58ztFLRejo6Mrnv+j6zqWZTE5Obkqsyfmddchr7kGb/v28u0LTbD5Fa0Ylsb6oSZqUxV4ro/vS3yCVjlT6KDPmCcwSxSVCGaGigYKSuF5EkPX0DRBQ30Cy5rZxEmluOf+p3Fdl2g0uiqhtCdLNBpl7dq1bNu2jfr6+vIV756eHgYGBkin06eV8UKhUGBwcJD9+/fT1dVFOh3YSG/YsIG2tjaSyeRJhWTODlad3UK2WGac5gTTaRvHmV8QlYI2d+3atbAcIlciNIGma3jKJ5+xMWwNpRSll26y6ej2K9/zkVKhlcSQEzwHcrrN5gtfR2bLRv71PXMz1i4/ToucJjRc5YMKaq+z2+R8X5LOOJimTndv8J4iNFGc4zJZ01JZFj1KKYaHh4lEoijA0FduCzQ5OYlhGGXTnJVASsnU1NSiWrFvvvlmrr/++hVdb0jIahGKoZCQJeQd73gHt95664JnYizLIhaLraiRAgSb2bGxsRXfsJY2JatVSRA//jEil6PwB39Q/tranfXEaiIYps7ZuzegUDg5Fx/J3YWnQYGuC5SmUH6wGTxmECaACux+SxsxTROsbakAAiGUzWR47Jk8PUNxfFXJ4ODQaSUcZqPrOtXV1eVKY8lSemBggL1792LbNlJKstnsKTNrJKUkl8sxPj5ersq6rouUkpaWFs444wwaGhoATkoAlW+vFKxq6eVg1aUgcJqLYFk60xmb/CynuUwmg+M4NDY2smPHjgUHs3qOxCgKGlu55FMOhiqZJyg0QyNee/SslO8EIsoomhZ4jo8f8ZGf+nviPQP85o5/pyBm1qkhuMw6c845ZrfIucpDIoMWuSOqQo7jk887VCQs9h0YBwSaECgJG9ZXE5mVc5TJZCgUCtTUBAGz+klU5haCUoqxsbHjBu8uB47jEI/HFzwv5Ps+//3f/x22yIX81hCKoZCQJeT888+ntbV1UZlDtbW1pFKpFa2WJJNJTNNkYmJixW4TAhOBxsZGhoeHV0UAaJqG/eCDRL7zHQoPPgiAbmpsvLIFw9K4YNcWhBTYjocvJSmZ4Sm3K5gHMhWy+BjNVxlSqhj2KiW+VHNS79euqSwLIU3TcX2LX/6qi69+61n+478P8+3v7eKhR7vnbGhPR5LJJK2trWzZsoWOjg6sooNeb28ve/bsYf/+/fT19QHBxmu5BZLv+2SzWcbHx/F9H8dx2L17N4cPHyadTqNpQbWjoqKCNWvWUFlZuaQti3OCVRdomHAiCCGoSEaIRQ2yRae56enpOW1ZC80hKllqa8UWORsXL+XPWFb7EK+x0Oaprvi2RNMFQhflFjlnqJu1n/4Ku//76zwd6Znz8+cYG6jR5lYgZrfIOcoLXnvq6HmhfMHF9yERN9nXNc6M1lBsbK+Z0wo3NTVVNC8IBJO+QpUhKSWVlZUraqcNwcWu9vb2BQuwe++9F8dxeOUrX7lMKwsJObVYuSm+kJDfAoQQvOMd7+Dmm29esB1pZWXlioeSCiFoaGhgdHSU2traFb1qWV1dzfj4OOPj4+Ur8CtJ/KyzSP/pn5J4xSsgnQZdZ8NlTez7RR+NE9W0DtbRt3YMJ+9iJQx+UXiSDyVfhyq+a0oZiCLfl0dvqgTlGY7Zlr7bNtXws18+h6bpxBPxOfms2azDw4/38pv7O7GsZzljayNnb2/irDMaaWpY+dmupUAIUTYYiEQibNu2Dc/zyOfzuG4g+Kanp+nv70fTNEzTJJlM0tLSUr6KbxgGhmFgWRaWZeE4DrZtY1lWeaNvmibpdBrbtvE8D8/zqK2tJR6Ps3//fhzHwTAMYrEYFRUVmKbJ1q1bMQxjRZ7z5WDVyvmDVZeKRNxC1zX6+kZIpUbZsnn9nA14SRA9++yzPPDAA1x66aVlS/Aj8d3A/U03A6FoKxdvLHhOC00gfUm87ljmCT66GYQZOwUPUNRcdBmjb/lfJC67mofUV+f8/OWRHUedIz+rRa4khqSQWGJmXsv3Axc5XYeptMN02g6qQsU2vs0dtVizXn9r1qwBIJN1VrQqJISgubl5RW6vRKFQIJVK0dLSsuDn+E033cRb3vKWFTV6CAlZTcJnekjIEvO2t72Nv/u7v2NsbGxBFqqaphGLxbBte1EOVYulsrKSioqKFRVCEGzMSpuT1SLx+c/DbbehrrgC7rsPK2HQfmkj++8c4LzdG+lvHcO2PaIxyT32Lj6YfC3C0NB1Ddf1UVLDl4pSfEdwH0oE4LgSy9TL1r22bTMxto9LL6ij87CaNzhTCEEkEsFxbJ7bPci+znFuuW03jfUJdmxvZMf2JjZtqFmxK9rLgWEYVFRUlP+/pqaGiooKXNfFdV2E0PB9ScF2mZrK4LgOrutRWVlFQ0MD/f0DTE9PU1ffTG9vH83NTdTV1ZFOp3FdF9M0sSyrnKnS1tZWFlSzORkThIVQClaNJMzjBqsuFRFLB2xaWtaAiB4l1k9UEPlOYKkthMBRLgqFWxRDFCugsZqj70PpSZSvMGKBiPJsif/OG3AFdH/lszgyxaSaGzJ95LyQr3wc5VJdrBY5aua1Mrsy5Lg+uZxLPG7RdSioqmu6hlJQWRmhsSGBrmv4vs/AwACtra3oul7O/loJMpkMw8PDbNy4cUXfYycmJpBSLvg2C4UCt9xyC3fccccyrSwk5NTj9P1EDQk5Reno6OCCCy7ge9/73oKPdRyHrq6uFTVSEMUrqSMjIytuaBCLxYhGo2XL2ZVG0zS0Z5+Fxx4j+9d/DcDGK1vQLY2d+zehezpSSZyCS0YWeMzZjy98IpaOVIGb3LFsjWdvuEo5QhUVFbzvD67mc//nFfzZB1/Kq16+kZamiiPWJIIBb6XKLYQjY1nuvvcQX/raw3z0k3fy9e88ySNP9JPJOst8Dy2ckqW450lc18dxfAq2Rz7vlsNC0xmb6bTN1HSBick80xmXXF7heAa2qzExVQARoaqmkYbGtaxZ005lZS2O49PU1Ex7ewcHOrupq1+LbiTI5V2amppZv349ra2tNDY2EokEzmTRaHTVrnAvNFj1ZPA8r2xZv2njBlqaa5FKMZW28by5z9EXapkrW2qbM/NCGhr2WPF9SQUtobGaue5vANJTSF+hWzrSVRS++XWSv/wFTz70fZJ+jMe1A3N+fpPewhq9bs7XCspFIIhi4isfP7Cvw2RuJc9xgudZMmHx/N7ACEZowfo3ttcQKRqWDA8Pl3OhlAoMUFbKSW50dHRRbm4ng5SSiYmJBTkHlvjpT39KY2MjF1544TKsLCTk1CSsDIWELAPvfOc7+drXvsYf//EfL+hDMBKJEI/HmZiYWNHWMSEEqVSKSCSy4n3tvu9z+PDhslvXihOLkb/zThJXXUX2ZS8jcc01rDmvDu9hn46eZvZv7MMuOMRiEX5VeJbzrU0YEQ1/UoKpHzU3pFSwGfO8IGz1WIGqmzbUsmlDLW947TbGUjme2zPCc3tG2HtgHN+X5c28L4NKU+m4gu3xxDODPPHMIEIINrRVc9YZjezY3sialqWp8Empyq1GUimUDKJkVbE1sPQ7Sknx52Z+9lgIgvYqTYiy656ua+h6IACFoPi94r+LFbXge3N/J9d1ScQEyaSJUqIstHRNYFk6lqmv2JX/Y3EywaoLpVAocPjwYWKxWLktyzA0qioipDMOU9MFKioic1rGjlchkm7wmJYc72w8LGGQGwusxpUKHstYjYX05Zy5Id+TCC1wuss+9QzVf/GnHPqvr6BaWqnOJbhfPD9n7VdYx2+Ryyk7+KICS5vlxigV6UwBBESjOgcOporPE4EqzguZhkY+n2diYoJNmzYhhCi3r66Ek1w2m6VQKLB+/fplv63ZTE5OYprmMVsgj8fXv/513vnOd654p0BIyGoSiqGQkGXgrW99Kx/96Ed5/PHHueCCCxZ0bF1dHYODg9TX16/YB5KmadTX1zM6OkplZeWKfhAahkFjYyODg4Ns3LhxVbJ24pdfTu5TnyJ23XXYhw+z6aoW+p8Y5/y9m+jcMIAnfJyCyyPaPjIyT8KIBRsrX86bNeR5RXHguzzyyMMvGKhaXxvnykvbufLSdgq2x74D4+zaM8yu3SOkJnI4xfYvw5i7wVdKcfDwBAcPT3DbL/ZRUx1jxxmNnHVGA5s31mEaWlHYFMXLLCGjFEd/ryh6joUmBMwSLZoGQmhlIVP+niaKAm5G3Cz1c0oIQcQyME0TpRSuJ3EcH9v2yRc8NDFbGGkrvrmzM24QrFq5uGDVEyWdTtPb20t9ff1RbmWB9XYgiKbTNom4SSw609p2LEHku37ZUlsphaNcEl6UwnSxXU0phAbx2iieLbHic8UQCPBsKq68lPR7/5DUDVcTz2qkjDT9cibfC+DyyAu3yGlKIIWa4yTnuj65gkc0YjI+niefd4PnYDH/aMumOgxDY2BgjLq6uvLFBc8PLi6sxMxQNpulrq6u3LK5UlRVVRGPxxf8vDt48CC//vWv+eY3v7lMKwsJOTUJxVBIyDJQUVHB29/+dr72ta8tWAxVVFQwOTmJ53krNtcAgZvd6Ogo6XSaysrKFz5gCamrq2NiYmLVzBQA4p/4BIX77iNy5plEUinqt1SyY/8GfmQ/SD7ukC84FGIODzv7eH30YnRD4LnyqDa5oA1H4noOjzzy1AsKoSOJRgzOOauJs89sxPMkvf3TPP50L0883ctoysUstnyVRYua+Wt0PMev7jvEr+47hGHqbN5Qw9bN9WzbXEdVZTSozsypvMwIGq0oYErVmxnRQ1H4nLpXioUQWGYgfEgEG2VnVoueIDCyiFhBxWi5fxcn5+G7kmiFdVLBqsdjpgJksGbNmmNWdIUIrLczWScIJ5WKRNya8/0jBZFw9ZkWOQIB5Kdk6YbLxyUbo3i2X7YKV0ohnaAyJLZvxd9+FlNf/hSOP0qtX8OvzKeDwNYizVo1W/S5c4OzW+SAwDxBCEDNmReyHR/X8amtifHUriGkUhjFeaGG+jg1VVF0XTtqLtH3Fbq+MuK4sbFxxVuPHceZY1yyEP7jP/6D173udeVcqpCQ3xZCMRQSsky8//3v55JLLuGf/umfFhR6J4Sgra3thX9widE0jba2tvIV1JWkZKawGiGss4nefjts2IC/cycbv3kno/un2Nq9lme2HcLFw7Y97rGe43/FLiRiGUwV7DltcqX9VS5X4Jmnnmbt2irOPfc8pATP9xfVblZZGeGqyzdx2UVtDAyNMzou2dc5TuehiZmQTVFsQystQgiUVOzvSrG/K8VPfgHr1lRy9vYmdmxvpG1t1Sktbk4Ws9gml4gHjmOOE4ijdHHGyjR0LEvDMvUlN6PwHH9Jg1Xnw/d9+vv7qayspLq6+oRyZJIJC10XZUGUTFhlQTBbEN1/3/2cf+YFVDcGF0Rs5aKj4YwH80Klp2ak0iRaaVGYdvBdiW5qM/NCv/cGRDZD9s5fM8komieoIsF9/u45a7rc2nGUKJndIieVxMNHR0dHQxczGUe5vFMWdrv3BfNCmgiqnR3ra9A16O/vp6WlZc6FiFL76nKilGJgYIC6uroVNcMBGBoawjTNBQsax3H4xje+sajQ8JCQ051QDIWELBPnnHMOO3bs4KabbuJP/uRPFnSsUoqenh6amppW9MM0kUjg+z75fH7BQX0nS6m/PZfLEYvFVq1nXe7Zg6ipoeKf/4KK9R9kZ+cmntt8GFf3yOdtnokeZMSfpDlST0pKPF/OceyybYcnn3wSw4xSU7+R/sEMpqlhGlp5tuLIdjMhKF6tPl67WYyW5iqUUmzt0Kmq3sbQiMuu4qzReOr4uTF9A9P0DUxz+10HqEhGgjmjMxo4Y2sD0ciL96NA1zViMY1YzAyEkevjOJJcziWLi6Fr5Xa6k90kS1/hZLwlD1adTSaTob+/H8uyFjxjF4ua6JoWGFhIm4pkpCyKhRCctf0s3Kzkscce4/JXXYphJbCVS0SYjI+lg5MUxVCyPopuaghN4Nl+UQxJnC/8A7UP3EP6uUM4EZe0ylPlxcgYOfZ7/XPWc8ULucgxYyQz21LbdSX5nBeIXkPQdWgiyCESwbzQ5o21jI2NoGnqqPeRYB5vedvWMpkM09PTK26n7bou6XSazZs3L/jYH/3oR1RUVHDVVVctw8pCQk5tXryfgCEhpwAf+MAH+NznPscHP/jBBW3uS+0vY2NjrF27dhlXeDTpdJrh4WE2b9684vM7UsqyCFyME9JSoEWj2I89RvLcc9ny52cznj6HWCGCa3o4novjeNxj7+L3I69AE+A6ftle23EcHnvsMRobKjjnnHNBCVzPx/MD+y1NCKJR46Q33jU1NQwODlBZUcGbXreVN1+/ncHhDM/tGWHX7hG6uieOW2VLZ2weeqyXhx7rRdc1NnfUBtbdZzTSUH96ZhqdCLquEdM1YtGgglBqpysZMGiaILJIA4ZSsKrQlidYFQJXwtLrY7G5YJalU1UZZTptMzldoKoigkDg5jw8x2f7GdvZF9nDgw8+yMWXvBQv6lMhYmTHAiMDVbSSi9cHF2mMiI5X8APTkHvvo/aLf8/U936KVVfHmDmJ7/lUe0nui8w1TqgUMc41O+Z8bb4WOU1pSCExmXk8bMej4HgkExaH+6ZxXL/sIieEoLnBIpebYOvWLXPuI9+XKFhWa3qlFMPDw9TX16/4rND4+DjJZHJReXVf/epXed/73rcqM5shIatN+KwPCVlG3vzmNzM8PMyvf/3rBR9bX1/P1NQUjrOy9slVVVVomsbExMSK3i4ErXqtra0MDg6WQzlXg8hZZ1H4r/9i3eduZN34XnYcbEf3NTzNx866/MbehbCCTVXB8ZBSYds2jz/2KPFEgm1n7MD1FL5SWJZBMmERixpoGhQKHpPTBVKTeTJZB8fxF9QeKISgpqaGzZs3I6VkaGgIIQStzRW86uUb+bMPvpTP/Z9X8O63nctLzm0lFjv+3JnvS/YeGOP7P97NJz/7G/7P5+7h1p/sYX/X+Ly24S8WAgtzg4pkhNqaGJVFtzXb8ZlK26QmFvb4lIJVI8mlD1bNZDJkMhkikQhbtmyhrq7upCqnhhEYK6BgdDhLejyP70oiCZN4TYRzzz+HxsZGfvPQveTzeSKY5MYLZXMCISBRH7TTGpFiKOtTzxL9X6/C/uSn0S65HF/3mSRN3LNIajHuk3PF0KXWmeW2txKzW+QgqAwJEQiwknmCUoqC7eP7knjcZO+BMZSkGLYKrc1JCvlp1qxpPWrmsmQxvpxOctlsFs/zqKure+EfXmI0TVvUzOWuXbt45JFHeM973rMMqwoJOfUJK0MhIctINBrlve99L1/5ylcW3H4QiUSorKxkYmKCpqamZVrh0QghaGpqor+/n+rq6hW/ullZWUllZSX9/f2sX79+1drlYm9/O87YGJf82Qd5ruEzPL7NwDMcCo7DbruHPn8My0qQyzvkcwWefvoxqqsr2LlzJ0oFGy/Pl3iewnH88hyQAFCB61bW8ckVW+TMouvZic6xmKZJW1tbedZoZGSkfDU6mbC48Pw1XHj+Gnxf0tU9Ua4aDY1kjnve4ZEMwyMZ7rrnILGYyfatDew4o5EztzWQTCz8ivPpwBwDBo5twFBqpzty3qocrJpc2mBV3/cZHh5mcnKyPAOyVJlJylVYUuB4irz0iVSa5SwkhaL9rE2M7U7z1KNP0nJxLdlxe8a0Q0CiLqgMabqGGh7AuvgCsu95P+qP/gTlKTJmgZy0afZqsU2Pp5yuObd/rBa5mmKLXMnFTkdDIDCL2xXXk+RzDrqhk4xb7Nk/hkIhNA0lFR3tNXR0tFORPHr20fMlmra8ZiCJRGJVXDGVUjQ2Ni7q2H/5l3/hbW97G7W1tUu8qpCQ04NQDIWELDMf+MAH2Lx5M4cPH15w3kRLS8uKixEIHO3q6upWzdCgpaWFbDa76lkX1p/+KfbhPv7wy5/gf658K3s3Czzdw866/LLySW6IvpxUKs0DDz5NY0PVHNc4XdeYvR3zizbcXjGQ1PMlQgYBpYWCR77g4ksw9MAyOh43MQ3tuO1aojhz5Ps+hUKBAwcO0NraOscNUNc1tmysY8vGOn7nf53B6FiWXUVhdOBg6rjVn3ze5YmnB3ji6QGEEHS017CjmGnU0pRc9cdnuTiWAUOmbMAwM2ckVOAeZ0Z1jCWcRfE8j66uLkzTZOPGjUtmbOK7EifrIX2Jaek0VCXJ2x6ZnIsnJTLqk1VBntAF28+j67n93H///eRGKsrzQgKI1xVzsKamiO88k+lrXofxd5/Dd3zQYFLLoCmNKhnnUW0fcpZpu4XBRdbWOevKK6fYIhcI7tK8kIaGLmayphzHJ297xCMGvlR090yW1+T5kvpqQTQyv52556llrQpNT09jGMai8n1OBiklnZ2dtLe3L7hFbmJigptuuokHHnhgmVYXEnLqE4qhkJBlpq2tjde+9rV89atf5bOf/eyCjjUMA9u2KRQKKxqGKoSgsbERKSW+76+4INN1ncrKSrLZLJZlrajF+JFY//Q5hh7t5Bdv/i47fvVGpms1CnmXO3NP8WbtcnY9t4uqyiRr1m4lk3WJRY15BUwpYNSaNfsgZSCO/KI4chwf2/HJ5IKgTCEEpqkRjRrEoyaxmDHvFWdd12lra2NycpK+vj4aGhqO2S7TUJ/gqpdt4KqXbaBge+zZN8quPaM8t2eEdMY+5v2glKLrUIquQyl+dPte6mrjRROGRrZsrF31kNPlYrYBg5SqXDHK5Vwy0sHLekG7XcXSGJ34vo/neUQiEVpbW0kml0Z0Sl/i5Hx8x0c3NKKVVtk+O64bZEWBw/kJIr5BQzxJhRZDExrnnn0uj9z5JEOT48RjiaCqIgSJ+gjK82DdOgoXX4z6v9/Cc/zAUS4umdayVNhx4iLC/Ue0yF1kbSUm5oq7AoFRQ1n0KBcNDYkkNuuyQr4QtKXG4iadB1P4viq3yPnSY2N7LaY5v+DxfUk0ujzbHt/3GRgYoLW1dVnOfzxSqRSapi3qffKb3/wm559/Pueee+7SLywk5DQhFEMhISvAhz70Id70pjfx13/91wt2gPI8j/7+fpLJ5IqLksHBwWAeZRU+4CG4aul53qq2ywkhSN56Mz2Xv4zHr/kB2+5/A57usy/dx8/77qKxvokNHVuYSttMpW0iEYNYzCSZMEnErOO2vGmawNJ0MOcKJN8PxFHB9sjnPabTNhOTBYSAiKUTj1lEYzoR00DXtXK4aU1NDclkstw6l0qljtvqGI0YnHd2C+ed3YKUip6+qXLVqLd/6rj3y3gqxz0PdHPPA91YlsG2zXVlE4aqypW1E14pNE0QjRhEIwZKKabH8yhNQxqCqbQdPJ6z2ukWgpSS8fFxxsbGqKysZM2aNVRUVJz0mpVUuPmgjQ8BkaRZrmBJJcmqAllloyKKRq0CshooA5WAsUPTdP5qkKFdDoZukM1kSVYk0AxBJK4h1q6FLVuI3n037lABL+8hlSIdy+MqnxovjrQUD9t756zp8hdokYOgMqQjcPHL80Ku61OwXYQQJGLBvJBUCk0TOI7DmuYEzc3zz1P5vixnES0H4+PjmKa5JI/ZQpBSMjY2RktLy4LfIz3P41/+5V/4zGc+s0yrCwk5PQjFUEjICnDllVfS0dHBf/zHf3DjjTcu6NhEIkE0GiWVSq14IGl9fT2dnZ3U1NSsuNU2BO1ynZ2djI2NrVoYK0BFU5znPnYT+S++nKev/jFn/+Z6cmmNr9bfyx+tew3nmRaWHQnmh/Iuk5N5pqYLRCyDWNSkImESi5knNAsUzDQEbVqxqElNVXF+wvHJFzxyeZd0xmZiUqIbGoahEY0YxKIGhq6Vv+b7PlNTU4yMjNDQ0EBtbe1x5xg0TdDeVk17WzWve/UWJibzPL93lGd3j7D3wBiu6x/zWMfxePb5YZ59fhiAtrVV7NjeyFlnNNK25sWZaeTmfQyhkWyKopkC15tppyvYHpoQZVFkmscP+XRdl66uLgzDYN26dQu+YDIfSik828fNBY+bEdUxYzpCCJRSZFWBjCqgUMRFhAoRQ4tqOMLjwKMjHL5/mMJAAVHMwopEoihVIJvN0trWgLdtK3oigf744wAIDVzbB0MxaWaIKouEjPGU1kWBGTMUDcFl1plz1npkixwETnJG0eOpFLbquD6FgkckohOJGMG8UNHUQUrJWWe0Ylnzb2v8Yh6YvgwhuI7jMDo6yoYNG1b8ok0+ny9X0hfK9773PYQQvPGNb1yGlYWEnD4ItdophyEhvyX84Ac/4MMf/jBdXV0L7v9Pp9P09fWxdevWFR/MHRoaIpfLrcoHPQS5Q4cOHWLjxo0rHmA4m/FDaf7i3m/w53/3N1RN25x71+sxRQRLM0nEory66nzenLycM2Qb+YIXVHVsD8+VIMAydeJRg0TCIhG3TkoglGyh8wWXXMHDdSVKKjQNDFPHNLSgLU8T2IUcY2OjxONR2tsXNrNWwnF9DnSN8+zuoGo0MZk/4WMrK4qZRtsb2ba5fkkyjVzX5fbbb+c1r3nNqrRQeo6PnXax4gZm7Ojfx/OCPCPb9vClmteAQSnF9PQ0lmURjUbJZDJL1hLnOT5uzkP6CiOiY8YMNH1+EZQUUXSh4zk+PQ+P0vnrQTKjefK+j5SKqKajazN5WAWvwOtueyeWW0Dr60O3LKQvyU3YTA/lyFsFBtpSNNo1rPMb+IL5Q35qP1pe23lGB1+tnpu7Nian0RDUakFVxVUeo3IKEwOFolGvDn4ulWMslaUqGSWRsPjoJ+/E9XxMQ0dKxfvfvZOzz2yatypXsk+vq136eR6lFLlcjkRidWzppZQL/lyQUnLOOefwwQ9+kPe///3LtLKQkNODsDIUErJCXH/99fzVX/0VN91004ItTJPJ5IoH+JVobGxkYGAAKeWqmDnE43E6OjqWbIB8sdRtqODqX5zDa7/7Rm595w/ZffkPOPPe63E1j0LO4fvZ+7kt+gibE628pfpyXpO8kCo3im0HmSiFgs/ktM1k2sYyNOJxK2ili1sL3gCXbKEjEYPqqrnuZ67r47mBSYOmaWh6lIamtfieT2oiz+joCFVVSaqrKjFP0LnOMnXO3NbImdsaecsbFANDaXYVhdGhnsnjGm1Mp20efLSXBx8NMo22bqorV43ql2FjutxIX5aDVecTQhBYVxuGRrwU9HqEAYNj55mYGAfls27dGmKx2JK0V0lP4uQ8fFeimxqxorudUoqMzM8rggppl/33DnDovmGcrItSgIQoGgWhsIUkqunE4gbtF9ex5QOXInWNe77zHS7xPOKWhXQVyMBZLqXlQAgqvThaBO63584LXR7ZMef/52uRs4t5Q0opLC24jz1PYtseAkE8brKvc7x4UcBF0yAaMWlbU4l5DDc/z5cnHao7H9lsFl3XV0UIpdNppJSLmif92c9+xtjYGO9617uWfmEhIacZoRgKCVkhNE3j4x//OH//93/Pu971rgUJi9I8SCl7ZyWrQ5qmsXbtWpRSi7oCuRTEYjEcxyGVStHU1LQqFSrbtqltkLz911fwwa/U8o8f+w77Lvkh59x9PdkqA1d5OI7Ls/lD7J3q458SP+Tayp28Ofkytqo2bMfHdjxcx8d2fdJpm6l0AUPTSCRMkskIyfjirKuPcj9zfRxH4nk+JUPvSMRCaIpoxOLw4X4GzBHq6utJxONlUWQYWtBqp4tj3sdCCNa0VLKmpZJrrt5EJuvw/N5Rdu0e5vm9oxRs75jr9H3J7n2j7N43yvd++DwtTRXBnNH2Rja0VS9rGOZSEASregsKVj3SgCGVmqS/v5/KqhpqamqQyiCXd08qiFdJhZPz8GwfTRdEKkwMSw8qQbJARuXxkeV2OF3oZEbydP5qkJ5HR/FdCZIZUSsEmi6IA3qVyZqL69ny0gaSZ2zAr6lBf/55Gp5/ngceeIBLL70UQwW/G6ZkysxQXUgQVxGe13uZVNk5az1yXmjeFjk8DHRc4ZEUQXtuSeybZtAWuvfAGI7rogmBJjTa26qJHMNFDgIxtdQmH1JK+vr6qK+vX/GqdSncdTHh1EopPvOZz/CRj3xkVavtISGnCqEYCglZQd72trfxyU9+kh/84AfccMMNCz6+p6eH6urqVQn0GxwcBFg1MwVN05icnMQ0zRX//W3b5sEHH6R2fQV/+Zq38ntPvJK73nsVxr//fzx35Y+45OdvZKzOwDV8PN3HkR6FKYfvpu/lh7GHOCO5jhuSl/HaqgtJeha27eP5MhBGjk8m4zKddtB1jUTcpCJhEY8fe2N3PHRdI6ZrxKLBpsd1ZXkj6XuKispqqqqrmZpMkc1M0FBXhe14RcOG4ByieB7DCISRUfz3fOtJJiwu2rmGi3bOZBqVqkbDo8fPNBocTjM4nOaOX3cRj5mcua2BHdub2L61nsQiheFy4mSCYNVo5YkHqyqlmJqaYnx8nDVr1lBXV011dQW6ruO6EtvxKBRnwWYbMJjHuL+PPLdX8HHzwVyQlTDK5ghHiqCkiKGjkTqU4cDdAwztmgiMNiRBmCqB0EUL/q5el2DTVS20nltHZnyS2IZW/E2bMJ58AoCzzz6bZ599lgceeICdZ12IoQymzTy25VKVS2JGDe7351aFNuktrNHnvnbzypnjIgeleaHg9yjNC+XzLq4XBK2aps6u3YP4nk8sFlSMN7XXHNNFTimFLxWxJa4MjY2Noev6quTzTE1N4XneosTQvffey549e/jlL3+5DCsLCTn9CMVQSMgKYpomH/3oR/nMZz7Dm970pgVvdhsaGlYtDLWurm5VzRRKw+Xd3d3E4/EVW0NJCCWTyXKO0MaXtdBxWTOjVz/K1O//Lo++6lZ+56Z3s3eTj6N7uIaHY7pBtSjv8kS2k+emDvOF+I+4JrmTtyQuZ4tYi+142HYQyOo6Pp4nyWZtptM2ui6oSERIFs0XFiOMRGmI39IhEbTTlQb9ExU1xJPVuJ5iajJFJjNNfX0tlVXVCKEHmUiexLZnEmJ0TcxUj4p/z559mp1p9MbXncHwaJbn9ozw3J4R9ncFbU3HIpd3eeypAR57Ksg02rShpjxr1Ny4+plGbsHDcxYWrJpKpRgZGUHTNGprazHN4HEsBaeWHhul1LwGDKUQXsvSj/r9PdvHyQXizIwWW/YE5HFIyxw+klipEqQ0Bp9JceBXg0x0Z44WQVowD4QQNG2vZvPVrdRtqkAIgTc+TnJDG/mzziL7s7uJpm0qkkFr546zdvD0k8/y8IOPcN6O80hVZIhHokQnTLQKwT3OrjlrvsI6ukXOxSMpZlrkPOUjkQQJQxqG0IMsruJ9EouapCbzjKcKGKaBEBoKxaaNtcdukfOCLK2ldJJbTdOEUshyU1PToir1n/nMZ/iTP/mTFXe+Cwk5VQkNFEJCVphcLkd7ezvf/va3ueaaaxZ0rFKKQ4cOkUgkaGpqWqYVHpvVNlMAGB0dpVAosG7dumW/rfmE0JEopZj+3beR/OGtfOvPvsDtF07xXNthHN3FMTw8I7A01qWG4RtYhkEkbnJWYj1vjF/K/4pdgOGZ2I6H4wRtbb4ny8LF9SSmEVSMEgmLWNRcEne22e10ruuRzeWYnprEtvN0dKyntqaq3DY1OyzWL/5d+uDQtJnKUanFbr52t3zeZc+BMXbtDsRRaX7mRKivjZfb6TZtqAXkihoo+K7ETrsYEQ0rcezbU0qRyWRwXZfa2lqmpqYQQlBRUbGg10vJgMFxggribAMGHYFf8PE9iW7pWHEdTdfIKfsoEYQLvY+M0vnrIbJjBZRUZfc1mBFBQtdYd0E9m65qobJlZo7L6e/H2LSJ/GWXEfvlL/F8xfR0ARTETANlS9yCx759+xicGsa8qJa1Fc20jtUw3jTNu+0vzfm9/qv6I2w11pb/PyPzpFWeZq2mfP/klM2kzGBhoAmNWq2CfN5lZDSLVIq62hhPPN3Pf9+6G18qdE2QiFv81Ucuo6F+/rmdfMElm3Opq4kt2ftW6bFeLUGRz+eJRqML/n2eeOIJLr/8crq7u1fVoTMk5FQiFEMhIavA3//933PHHXdwzz33LPjYXC5HJpOhsbFxGVZ2fEo98q2treWr2yvN7LcspdSyzTCdiBCavY7chz5E7Gtfo/+vvsIT1efxq+TTPLx5L+MVaVzdwzE9lKbQlMDwdUwCUVQTT3JN7CW8OfEyNutryqLI9YJNsFQEFQPHKwojnUTReCEaOTEDhBdidjtdJptHK15tH+jrpb6+hvr6WmKxubMFJVEUiCRVznEB0IQottnNCKXZ65RS0d07WRZGfQPTJ7zWSMRg66ZapicOc82rLmXdmmpqqhe+KTxRlFTkp5zAtKJy/gqd7/uMj48zMTGBlJK6urole32WDBgKBY982sVzfSzLIFllEUuYOJpLWubx8IkKiwoRQ2YUh+4b5uB9QziZwBRBlapyIqgYCk1gRHU2XNZEx+XNxKqPaEt84AHUy19O4fWvJ/r//h/KD6y6c2mHyVQBJSXJSoucaTNBmid7djGWTnHDma+mxqvme/F7+Ka6q3y6Zq2aH9b87zn336g/hV4UPCUmZQZX+Xj4VIgYSS3G5FSe8VQey9KxCylu+8Vhnt8XPGc0TbBjeyPveuu5VFbMb7KSyTp4nqS6amnmY7LZLKZpYlkr38rp+z7ZbHbBArvEDTfcQGtrK1/+8peXYXUhIacnoRgKCVkFJicnaWtr4xe/+AWXXHLJos6xWmYGQNlMYTXc5UoMDg4ipaS1tXXJN8ILEUKzyfznf5J4//vhox9l/D2foPOeAe4Ze44HN+9mz7qeoIXODOaKhADd1zGkTjRiYcUNzol18DuxS7gmdj4RZVGwPWwnsDgWBBf0PdcvW3abpk68GPAaiRhLZkDgecEsy8TENOOpCbKZDIlEnC2bO9B1ME3jmMGWs6tIni/LrXECyqLINOYKpNRknueKYa97D4zjecfONIKZOZyqqiqECJz1mhuTtDYnaW5M0tJUQUtzktrq2ElX0QrTDtJTRKsstGJGjVKKfD7P9PQ0dXV1aJpGX18f1dXVVFRULOnrUqliaGrBL5oUCKQG006eDHmUJqkwo9RFKvAnfDp/PUjPI6NIVx4hggSiOA8Uq7HYeGUL7S9txIge/RrOfPrTJD75SdTn/xH//X+Cm/dxCx7Slfiaz7RmM+ikAkvsOMQMiwotRqpzCH+gwEsvupgP6/9OlzYIxefJ70ZfxkeSbyjfhq98huUkNVqSmJgRMcP+BDoaDh71WiW61BkezVIouBQKaTTyfP2/e0hNFtCKdt/Xv2YrV71sA7HY/FW7qekCmiaoSJ68I6Xv+xw4cICmpqZFzeucLCMjI6TTaTo6Ohb8vrdv3z7OOecc9u/fT1tb2zKtMCTk9CMUQyEhq8THP/5xdu3axc9+9rMFH1v6QO7o6FiVq5NjY2NkMhnWr1+/au1yjuNw8OBBGhoaltRQYbFCqMxzz6Fe8hIKF1xA5J57KEy5dD8wzNNPHuT+1t08smUvk4kMju7hmT5SU2hKw/B1IrpJJGZSG09yTeQl3JC8jM16K27RVrjURqdpAtRMCKXn+ZiWQSxmkIxbJ+VMdiSleY1sNo+um4yOjjI9PUV1VQW1tVVUV1cet0ooZSCO/HIVSZYDMGcLpFKbne9L9nWNl6tGk1OFo855pBg6Fpap09xUFEjNFbQ2JWluSlJfGz8hkeRkPdyCR7TCQreC+3N4eJhUKgUElveNjY3LZvvuFYK5ICDIC4rr2LhMyxyu8tA8nagXIdWV5eB9Q4zumUIDDKUhlCpmA82YIlStibP5Fa20nltXFnazUUqR+53fIfbTnzL9/36EdvHL8RwfX3hkDJtpLcs4GQrCxhQGum1Q5VbQGKugyoyjC429+/dwINfNP57xa3RDLxtN/N/KD7DT2ly+rfla5EoCycLEwaVFq6VgewyPZslls2Qz49TVt/IP//wwrivRdYECPvYnL2Vje+0xn/PjqRzxmHlMsbQQ+vr68H2ftra2FX/v8zyP/fv3s379+kVZeb/73e8G4Jvf/OZSLy0k5LQmFEMhIavE6OgoHR0d/PznP+eyyy5b8PF9fX0opVZkduZISmKssbFxVZyUSpQCWdevX08ymXzhA16AkxZCRbzJSdi4ERWJoPbvx0om8V1J/1PjHLhvgIf8PTy0ZQ/71/aXDRekLkEIDF/DVAbRWAQzrnOetZHfib2UV8bOIyYigUW37eN6fllMSKVwHJ98wcP3JEYx4DUeN7GKtttLgSreztR0homJKaanM9TUVNPUVE+hkCOZiBGNRl5wkyhl0FbnFStJruuXBRJQbq3TNBgeybJn/xjP7R2lu5hpdKJi6FgYhk5zY4KWpqCK1NyUpLUpSX1dvFytcm2PbCqPowrk3RyRSITm5mampqYwDIN4PL5sm2HfCfKCpC8xLB0zbpTb4Vw8IsIkqaKMP5eh8+4BUt0ZPClxfYkvg3kuoQkMTWAIjZbtNWy5upX6LZXHXLNfcPHOPgujv5/xux+DlhbSeo5JPcsEGRzhYgidapGkjkoqtBgxLAoFH1cpppMZno8e5BFnP/dMPk3azRJPJDBMg0oR4+e1f4cuZp6Ho/4UhtDn5Avllc2EzGBholA06FVMThWYmMpj6hrJhM4Tz47yPz98Ht+XaJqgpirKx//00mOGqfq+ZGKqQGVFZN4w1oWQTqfp7e1l8+bNqxL2Ozg4iG3btLe3L/jY3bt3s3PnTnbt2sWmTZuWfnEhIacxoRgKCVlF/vZv/5Y77riD+++/f8EbK8dxOHDgABs3blyVrIjSxmDTpk2rUp0qMTU1RSQSOen7YKmEUAkpJe7OnRj79uHv2oW1cSMQCIqJ7gwH7x3i2QPdPNSxh8e27Gc6lsMxPHzDL84WBdWiqBkhEjeoi1RyTXQnb4xdQofZDFIUhZGHL1XZyEBJScH2KTgevq8wTZ1YRCcaNQP3siXMWim10zmOz+GeXnLZLIahk0zG2NC+jmg0guM4WNYLB8sqpQJh5PllJzvfn+tkly+47O9M0dWd4smn92FaNdjO8VvqThSpFJqA+toobWtriekSy7RZv6GG9evqqKmpXvbgX+lLnJyP7/johoYZN3ANb44IirsRhh6bpPPXg2RH5zdFkCikJmg6t4a2ixuoaI5hGDqRSPD4l6pisjQH1DNM5cVn4VdWc/A3v2Y65jIl0jjCx8IgqWI0UEWlHicqTAxDJ2c4PC26eEzt56HCXvq9VND6WTx3LpvHdV0qKpO8Nn4Rf1PxtvLv6SmfkXla5KZkFlu5KFQw/0ScvoFJ+vuHaF/fSmNDBf/2X0/w5DNDSBWYJ+w8p4W337DjmC1wtu2RzjpL0jIppaRQKBCPr05YcDqdxjTNRb3XveENb6C1tZX/+3//7zKsLCTk9CYUQyEhq0g6nWbjxo18/etf57rrrlvw8UNDQ6uSu1NieHiYysrKVbHaPpKJiQkqKioWZeyw1EKohFIK593vxrr5ZtS3v4321rfO+X5h2qH7/hEOPDTAE1UHeHDLHrpaB/F0P6gWGRKBQPd1IsIkGrMwYzo7zc28If5SXh7dQVxEi6IkEEYKMI3A8lqpwMWtNHdkGBoRSycWK1WMXjjL5kQpudOl0zkymRzJZBKlFL293ZimRjIRIx6P09zcXK7uvNDMWUkgHelk57oed//qbq666iocRzE6nmNkLMvoWI7hkSxDoxnyeXf+cxbPq4ozb1IqbDsIWBKaQNc0dM0ABUIPZlI0TdDUELTYtcz601ifWJKqm5IKN+/hFnyEJrDiBr4lSas8jnKxhImVNRi4LxWYImQDS201q5omtFmmCJc20XFFE7HqyFzXQM8PTEd8wFdgK/J3/ZSWP34nE1dcxlPf/kdcPCxhUqli1IsqknqcmDBBF+wz+niCTh7z97Pb66EsVZVCyuA5AJRneQqFAp7v8vXGG7mkYiZsdb4WOSgaKiAo4FKjJZF5eOLJfUSjFps2tlFVGeXP/vedTGfs4HERgt99w3Yuu6iNWHT+Sk0252A7PrXVJ/ceNT4+TlVV1aoZx9i2vWgx/tBDD/HKV76Szs5Ompubl3hlISGnP6EYCglZZb7yla/wb//2bzzzzDMLNiRQxbmA1aZ09X+1CDbdvbiuS3t7+4Lux+USQnP43vdQ73gHhSuvJHrHHUc9ZtKTDDyT4uA9Q+wd6+OhLXt4fPMBMtE8ruHhGRI00JXAlCaxiIUVN6k3Krk2+hKuj1/MeqMRAz1wHpvVRmeaGpqmIaUKhJHroxQYepBBFI0Yx8yyWSxzcnMcj3zexrYLKOWzZk0z+VyG/v4+NE3DMAwSiQRr1qwhm82Sz+cxDAPDMLAsC8uykFKWn+tCCAq2ze0/+wWveOUrAa0skhACTdNIT08zlS4wMpphdDyHbeuMT9ocPDRCvuABIgg4tSwQAiVVICYIqiWzhdDxEELQWB+0280IpQqaGhMnVIFTKqjMuLmgumXGdPyIJEOhLILEmKDvN2McfmQU6fjHdIaLVVtsfHkL61/agBk9esPuO5JC1iU7WWAqW2BcTtP0iT+l7Zd38MTH30/qj/+AGhGngUqSWoKYZjJkTPCE3skTspMn/APklDN78UFMkZpxeFQqqLAJAbqhsdFo5pKhDWztq+HSSy8tV1Tma5GTSjIkJ4gKi4JyaKCSPbsPMpV22dC+juqqGCNjWf7hyw/gerIsuP7yI5fRtqbqmOYhU9OBcDqW09yJMD09TV9f36q1x5Xagbdu3bpgMaaU4sorr+Tyyy/nU5/61DKtMCTk9CYUQyEhq4zjOGzbto2/+Zu/4Z3vfOeCj7dtm/7+ftrb21fFXS6fz3Po0KFVb5eTUnL48GGEELS1tZ3QfbEiQqh0WyMjaGedheY4qGeewVi/ft6fm+zNcvDeIQ49NcRTLV08uHU3h5tHcUuGC3pQLTJ8g5hhEY0Hw/0XGlt5ffwiXhY5k4QWRUmKwmimja5UMfI8RcF2cYuGDIauBQGfllFupVuKLKMSpdycUnaSKrakaZpCIDEMjWQyyfT0NJOTk3ieF7RYVVTQ2tpKf38/ExMT5fPV1dXx6KOPcvbZZ5PNZstfb25uoaqqmp7ePjzPRwgdITSSyUpMy8Qu2BQcycSkzdh4jtHxHMOjWYZHMmSyDkoGQuNEhNDxEEJQXxcvO9y1NFUUXe6SQQAu4Dk+bs5D+gojokNMkREFbOViYuD1+PT8aozBZ1Jl4TGfM1zVmjibrm5lzXm1aEcIAulL3LyPk3HJFApMygwTZoZcdpRLr3gjWr7AQz/8HhVrtpMQUZQF+2I9PGse5Ck6GVQTc3+xsgBSzN45lPKKarUKXmJs5iyvg3PFJjZU1GMYGs8++ywjIyNceumlWLEII3KSWq2CqJh5v7CVy7icJoqFi0eNn+C557upqa0jHo9QXRnlV/d188Of7cXzAzHU1Jjgzz740uNWfVITeaJRg/gizRM8z6Ozs3PV3OOUUnR1dVFZWbkou/af//zn/N7v/R4HDx6ksrJyGVYYEnL6E4qhkJBTgJtvvpm//Mu/ZN++fQvuBz/ZD8uloL+/H9u2VzWMFQJjh+7ubhobG18wDHElhdDs9eXf/GYSP/oR4ktfgj/5k2OvL+1y+KERDt4/zEE5yEOb9/Dk5k5yURvX8PANiSqGuUaESSwawYwZNGrVXBs9n+viF7PWqCciTDwvcIRzHB+pVGBQYAqEEkEFx/VxXRkEcIog4NM0dCxLwzKXJsuohJSqHCjqujPueKXqlGkc3bpXqgyV/vi+zy9/+Ute/epXl6/Ul6pG8z3/Aiv4oOXO9wM3u5INeCkbKTNt098zzWS2wETGZng0y8holqm0zVI9o4UIBv6b6uI01iZoaU7S1JagotlEWBJD6WR3F+i9e5zUoXRQcZEzlZfZznCN26rYdHUrDUeYIiipcG0fJ+uSzhaY8NNMaBnSVg5fKJpu+SXnf+Rvyb/sclLf+S691hhP6V08Kvezz+/Dm7UlECJw/BMwV/wUvxERBudaG7nA3MJF1lY26S1oIqhCpjMOnueTTFhYll4WROdcshM/ylEtctMyR07Z6GgUsnkarDqGx7LF1k6D2uoYX/63R3h+72gw36UJLrlwHTdcd8Yx54WkVKQm81QmI2URulAGBgZwXXdV3OMAUqkUo6OjbN68ecHvUVJKzj//fN75zndy4403LtMKQ0JOf0IxFBJyCiCl5LzzzuNd73rXoj60Sm0UmzdvXrUgwK6uLqqqqmhqalrx259NqZ3KdV0MY/48nNUQQrPxf/lLtOuuwz33XLR778U4ziyA9BVDu1IcvHeY/oNjPNnWxUNn7KGvcQxP9/EMD6krhNIwlU7cihKJmZiGzkXmNl4fv4iLrK0ktCg6Gq5bFEZuqY0uECAlRzq3aIEtKIanGkEuUEmsLKUwmtNO587kKZnF2zpWhcp1XW6//XZe85rXnHTbkpQKz/XJTARzQ3o8mCMqudvl8i7jxSrS6FgwmzQ8mmVyqrDg6pGUgbhBgDQkXsTF132E1Ki0I8QmdWKuoFI3qNBMKjUDS9PKlRehC9burGfTVS1UrZmxVlZK4bsSJ+0xlcuScjKMa9NkjTyu4ROTESrcKJvf9cfUPHAfv/rijfzsrZt5Wh4kj82cX0QplAS/OJOklILi3JSmCTabrVwc2cZF5lbOMTuIiPnvf6UU2ZxLwfaIRnWMqODpXc/QMz7AZRe9lNbE3As3Y3IaoWBwfBgnlWdD8yYmpxzicYNoxCAWM/nIX99BvhCEyOqa4PfefDYXnr+GaGT+1jHH9ZlO29RURRf9vPX9YM5qtWaFpqen0TRtUW6ZN998M5/4xCfYv3//qpjshIScLoRiKCTkFOH222/n93//98uiYqH09/cTiUSor69fhtW9MIVCodzatNoopejs7KS6upqGhoY531ttIVRCZrP4Z56JNjJC7qc/peKqq17wmKmBHIfuHaLn0VG6E8M8uGUPT2/uomA5uIaPNCQI0JVGVI8Qj0bQIxqtoo5rojt5bfwCmo0aYlgoBbbjYdt+ue3IsnR0TeDLQBiVQlNFcTal5FhXEipLlWVUwvdnhJHrBcP4pqEF4mjW7S2lGIJjB6ser5pUsD1GRrPldrvRsSzDYzkmJvLBLM+s85fa7wCUIfGibhC86wvkuMCfVChfMd+HcVzXqY5YtG+u5cyLmlm/sYaWpiSJuIX0JE7WYzKdYcxJM84UGaOANCUxP0KFHyeKSe/BB3j59e+jENG44Z63k2s4IqPmyDY8ivpICGq1CnbqmzhXbeZs1UGtqDimOFZK4eHj4eMqHxePdN4mU7CJWAbxqMGBPfvJD09zxaWXl2eIlFIMyQnyk1l6Rvo5r207+YzA9RURUyeZtOjpneKLX3sY1wuEum5o/O8/exmtzRXHFDr5vEsu7x7Tdvt45PN5JicnaW5uXtUstcVe3Cq1X3/yk5/kXe9619IuLCTkRUYohkJCThFOdtD1VDFTyGQyRKPRVbuSWqI0y9TU1FR22ztVhFAJpRT2X/wF1he/iHPZZUTvugtOwPzByXocfmSEQ/cOMTY5zePtnTy8fQ9DdRO4uo9v+EhdoSmBKQwSkWK1SBi81DyD/xW7gJdENpHQoljCLAer2rZftiyORgwQ4PsK2/aCdrLSp0VRHOmaKAujpcoyKlFqp3OLLXWz2+kEkjvu+AWvec1riEROrhJaDlattNDNE3s+lHKSZgukknC0ba9cRRoezjA8nGFkPEcqk8OLuviGD67AHwc5Gdyn830IC4JKUKTSJJIwEdrc248kINmgYTVKYvWCmtoILYlKaiNJxsU0e40+ntUP8Y4//jqvuO0AP3zHmfzT518RqJx5zA8geEwtzeB8cxMXRbZyobmFjXpL+X1FyiATynZ8Co6Li4/SJMJSCAMwZs6lo2EKAxMd31HYWUnUtEgmTJ57bld5higej+MolyE7xeChPurWNNIWbWVoJBMIYUunqiLCz+7s5PY7DwRVSwFta6r48B9dSM1x5oXSGRspFVWVC6uKlCrd1dXVq9Z6nMvl6O7uZsuWLYt6Lz0ZY56QkN82QjEUEnIK8fDDD/OKV7yC/fv309rauuDjHcdhYGDghA0EloPe3l5832f9+vWrLs5KG4p169ZhWdYpJYRm442MoL30pWgDAxS+/W2iN9xwQscpqRjePcnBe4cY2j1Bd+0wD2zbza6N3dimWzZcCKpFOnEzQjwWQTM01mkNXBPZyTXx86nXK4mLCLrQcdzAorskQExDJ2IF95XjSlw3EEyiWP4QcNTcz1JmGcHR7XSO7XL3r+7m6quuxjCNoIWrOC+kl+ywi5WswC5blCtbc+53x8dOu1hxAzN28uK9VE2yCx6FdGBQ4emSnGWT8W16905w+P4JRjpzpD2XtOeRlV5wBxZfKwLQLY1IhYkZN8odbEqCrTk4ZoFcPIdnuUgddEfHNzzStdNMNk0w1TqBFlW85NlhvvWHt5NNWPz+HW9lck3F/OYHQrDZaOWiyFYutrZxjrkBa1brW6na4+LjKq9c9fGVj+cpXFei3OD5ZQqdhGURNy0i1twWVdf1SWcchICKpMXzzz9XFkSuKclpDrov0A2dSD7KyFiWymQkMGaoifEP//wgnYdSSKnQhODll63n9a/ZRjJxbDE8MZnHNPXj/sx8j2FfXx+e59He3r4q72FKKQ4ePEhFRcWixNjU1BSbN29edGRDSMhvG6EYCgk5xXjrW9+KpmncfPPNCz72VDBT8H2fzs5Oamtrj2pRWw0KhQIQZG2cikJoNu6//iv6n/4p7tat6I8+irGAcMf0cJ6D9w7R88gok26WRzfu45HtexmtmcIz/MBwQQuqRZZhkYxEMS2DiDC51DyT18ZewtnRduIiQrTYRlcSRiUr45LBgYLy1wUEzmaIQAwoyj+71FlGJQJr7Z/z6ldfg6brgaWzDISIUmpm3mWeY0vCCaVwMh6mpROtMMvCqSSiFuOmJ32Fm/PwHB+pKeyYi607jO9LM/jrCdL780hZXKsK/nhAVnlkfA9VayAaTDKex1gqF1THNJe8lceO5fEiLlIEJZ1sVYbp2jSp5nHseGFGmPo+/+8Dd3DxU8P84x+dyz+/99zg9xai3HJYr1XyEmMzV1aexZXVZ1KnBy5jvpotemRZ/JQw0DGFgTGr6qOLQPi6rl82xvCLs1+zq4aaJvB9yXTaRilIJkz27HmeqakprMYEHRs7kBokRITcuMJ2POLFPCzD0Piz/31HUYgHj+EfvuM8ztvRTOQY80JKKcYn8iQT1jFniubDcRwOHz5Me3v7qthow8mZJgDceOONPPvss9x1112rfkEqJOR0IBRDISGnGP39/Wzbto2f/OQnXHnllQs+frXNFCBoUTt48CCbNm1adFDgUlFqjautrWXt2rWrFlB7oni5HP7FF2Pu2UPhH/6B+Ec+sqDj3YJHzyNjHLx3iOmhLJ11Azy4fQ+7N/bgGB6eUbTnFgJD6MStCPFYFARs1Fp4dfR8ro6dQ61eQVxEMIWB7wehrgXbQ8qgjS4SMTB0EbTROTNzR5omAhFSFCWzN8VLlWV0ojNDpUpNIJLAlzL425fkJ22kAitpBi518xxfri4JgabNCKkjhZMQ4OZ8PNvHUz5OzCOvOQw/PcHQbyZwB/ygJU1StmUrO8Np0HpeHe2XN5NsieE6PqNTUwxMpzgwOcxwNsNYNsOAStGvpxiqGCVdMz2nMlfiNXce5F/+9330NSe59tuvI1MRvP51qVM/3EDjYCMNg00kp5IoTSE1SSSu09AUo64xRmNDnMaGBC0NFdRXxQPBUxQ9Bif+2JVmv0rPC6DsTmjoGpmcTcHzcP0s/SN9DE2NcuE5L0HEdCr9BKkRm4iloRs6ibjJ/s4U//qNx/C8IOY1Yul88mOX09SQPKZodV2fqbRNdWX0hGfbpJRomrbqLccTExMYhrGo+ctdu3Zx4YUX8uSTT3LGGWcsw+pCQl58hGIoJOQU5B//8R/51re+xVNPPbWoq5P9/f0YhrGqzm6FQoFIJLKqm4rZM0Lbtm2jt7d3zgzRqYpSisz3vkfyD/4AUVWF/ZOfEHnJSxZ2DqkY2TfFoXuHGHxugik9yyOb9vLo9v2kqtN4+qxqERox0yIRjWLoBlFhcbl5Fq+Jv4Rt1lriIkJMWGhCK1/9t21vpo0uomPoAqfoVCeLuUaGHhgzS6nKDnUv5BR3IpysgYKddvFdSbTKLGfzHEs4za44lf8961x+wcfJB7MzdtSlgM3wU5OMPTCNmBIIBUIFlSgN0HQNIcCI6rRf0kTHlc1Eq0xSmTQj2UkGcynSqsCglqJHjXJIH+KQPowrPESxSuDJIGTW8ySuK2k8NMH33vtzmkdzfOwvX8r3r9tC9UQ1DYNNNAw1UJWqRiiB0iVSk8XqUoAmtTl/hBRoSiMSMco5SUFGUgUtzUlqq2Mn/Lj5ysf2PXKuQ95xyXsuHj5CU6QzOfr7+9m8YT3jw4OkRsc5+6LzaKCesfE8NVVRfKmoqYpyy217uPveQ/h+IIa2bKzl/e96CdVVx54FyhdcsjmXuprYCb0H+b7PoUOHaG5uXpRz21Lhuu6iK1JKKa644gouvvhiPve5zy3xykJCXryEYigk5BTEdV3OOecc/vAP/5CPLLAyAMEVzmNlrqwkjuMwMjLCmjVrVnwt85kllGaIWlpaViVAcTH4f/iHiP/6L9zNm+E3vyGyiPbH7GiBg/cPc/jBEfIZh72NPTx05l72dfThGf5MtQiBpRvEI1FiVgQlFNu0tbwqej5XxnZQqceDNjphBeYPjo9t+7heYNMdiQShrQKwHb+ca6RrAsPUECqwbJ5xiltcltHJiCG34OFkPSJJMwg7XQRKBVk+hYyL43rkDYeJfIbeR8ZIPZpBz+moYitcWTkVK0jRSov2lzbSdmE9Wa3AWH6KEXuCETlBpzZEjzlMtzFCRsujCy0QT8VKVPHGA+c3pTAyNv/ylh9x9lPD3PuqzXz/ix9mXXYdVSO1ZMc8RlJZRlM5pC8BDV1q6KokfARCakGFaQFYpk5zU1EgNVfQ2pSkvjFGdW0EKWTRTS5osSvJRoFAUyIQmcXMK9f1mZ7OoXSdaNxgsP8gmYkpLth8CQiTymRQ1aqpjvG3n7+Hvv7poNIo4JqrNnHtKzYddxYok3VwXf+4BguzH8/SrONqzQlBYKM9MDDAli1bFtUed9NNN/EXf/EX7N2795Rw9QwJOV0IxVBIyCnKr371K66//nr27t27KDMFKSXd3d2sXbt21drlpJQcPHiQeDy+qN9hsRzPNS6Xy6Hrevk+WW3BeCK42Szy6qsxH38c59WvJnrbbSfkOncknu3T+/gYB38zxNRAlnEjzSNb9/LYmfuZqsjhGz6+HlSLdKETjxTtuYVOgigvN8/mmthOOiJNxESEuIhgCL3cRmfbHn6xKhSNGFimhlQcYcigFduWRFDZ8IKZlIVkGS1WDPmupDDtYEYNrMTiDBOkL3FygYlD3rAZH5+m5+ExJp/KErENUGLGorr01NIEFc0xNry8ichWk5HCJD2ZcZ5X3ewX/fQYI4wak+joaEIL2vF0cUT+T/E/RSH0Nx/9Fa+9ZQ+jW9fR9fObWd8cbKClH2ROaX5Q5cHVmJq0GRkOMpJGRrOMjGUZHcuVs6ZKr4H5XgqlDYJSCqVJpKZQIvhbahKlBdUaXdeor4vSVJegoS5JQ32chro4NdUxdE3DJwjOnZiYIJvJsa51LcIX5LIemSkXUzMY6e9hcmKSS196AZVVSSwzeG79xd/ejefJIGxVCP74PS/hrG2Nxw1SnZouoGnimIGssxkeHmZycpKNGzeumgum53l0dnbS1NS0qAs1U1NTbNu2jS996Uu8+c1vXoYVhoS8eAnFUEjIKcxb3vIWdF1flJkCBO1yjuOs6tVOx3Ho6uqisbFxRdrTTtQ+e3x8nEKhQGtr62khiADszk6MV74SfWCAwp/9GeanPrUo21ylFGMHpjl43zCDz6RwHJddrd08euY+DrQP4Os+niFRxWpRpNhCZxmB8DhLX8+rIudzaWwbyWK1KIZVDLv151SFTGMml8jzAtHkuCUBpGOZQdtYyalOwQtmGS1GDCmpyE85aFpgV73Qx1xJhZv3sPMuaQoM96XoeWSM/H6HiHOkCBKBqYQQ1G1J0nRlNU6Tx5N2J8+4B9nHAD36SODyJ3R0TSvPIQkxo3ukDASALJ53vWrk9/7teV7/uR/gVVXR/f3/QW7djq60wNwAA1MLZnuCQlIw6yQ0Uc46khStwD3FxGQ+EEhjWUbH8oylcoyOZyn4LuiB+FGaQhX/HSxLzVgIKoFAoYqGFDP3adAeqUmBKXQaqpM01ydIRARJS3H29g2sXVODYRTNFzzJ1GQe35d0H+4im05x3s4LaGqo5unnhvjPm57C9yVSQjxu8smPXU59bfy47XrjqRzxmEks9sLPj1QqRTweX9Vg0t7eXqSUtLW1Ler9KDRNCAlZPKEYCgk5hSmZKfz0pz/liiuuWPDxJWe3hoYGamtrl2GFJ0Y2m2VsbGzRH/QnykJyhFzXpbu7G8uyWLdu3SnrMDcf6u67kW98IzgOuU98gsRf/dWi159L2Ry6f5juB4YpTLuMWJM8fMZenjyzk3QiH1SLimGuhq4Tj0aIWRF0NCpJcJV5Dq+On89aq46YsIiJCBERmBI4jk9hVhudZelELAPD0LCdoFpUcqSbbcntzMoWmi/LaKFiSCmFPe0ipSJWZc20nJ3AcUop3IJPIesw7eU4fGCUvkdH8QYVEdsESdmAQRCYIihNUbUzgfsSl6eSXeySh+jUBskLGx0dQ+hF8wWNwIxNoFDl25PFv2up4Cw2cLbWzhX/8zgdn/wMQkpG/ulL6De8NZgDUjPudKV/g0IpgZQlARMgBOW2uMBAwUeJwDrbx8eRPhLJdMZmeDxDarLAxGSe8VSe1EQe2/bQRNBaV6ooCRW03wWzRsXWO39u+50qPma+72OZVtl8oqE+TmN9gqaGBLW1MRJRk+rqKEMD3UxOjvOqV76MW3/axf0P95RnuM46o4H3vP2842YH+b5kYqpAZUXkuDbvJafJ1RRBULw4MTZGdXX1ouaFSqYJTzzxBNu3b1+GFYaEvLgJxVBIyCnO5z//ef7rv/5r0WYK6XSa8fHxVc/9Kb3VeJ63LJa1iwlU9X2fw4cPA7Bhw4bT6oqqUor8179O5KMfRdg24sYbEZ/5zKLP5zuSvifHOHjPEBM9WRzP5Zm1h3hkx14OtQ0hNYVn+ChNIXRBzLKIR6OYwkAgOE/byKui53FRbAsRzSRebKPTi210TtGNzi/mxEQiejGLhjnOYzO23BoIEWQLFatM5dBVIfnlL37Bq6+5BtOY6wan1EyQaek552Q9nEIwJ6QZ2qycnZn5m1lfKv+/7/jYeZfJXIbD+0YZeDaFNqVh2SaaFGVnODSBFJJcTYGxSyfp3jTEPrOPYW0CrVi1MTQNXWjB7JAOiNIaZXENEMXkLNHOS/TNXGBtpcNsRP/cP1L5T/8EQpD9y78k8tE/L84DBjd95L+PxFOBVbbje7jKx1E+rvTw/ODrrpRIBUpKVNH2GxWYKCilkF4xU8oV5LM+42N5JsdtxscLTKYKjKXy5AteUWgVW+3EjBQKRGLxsRAghDZ3SknM/FWMQaK2Okos4hCLuIxORJmadsrOhNddu5VXXLGBRPzYrb+27ZHOOsc1e/A8j66urlWPAPA8DynloluZS6YJF110EZ///OeXeHUhIb8dhGIoJOQUx3Eczj33XN773vdy4403LuocR6bMrxbj4+OkUik6OjqWNBV9MUKohJSSbDZLRUXFqlvqLgalFM5Pf0rkve9FTUxQuOEGIt/8JtpJOFKlDmU4eO8Q/U+O49k+g7EUD5+5h6fPPEg2VsA3JH4xzNWyDOKRCFEjgoaglkpeaZ3HK2Ln0mRVERFmObtIiGBOqFCcIZJKYehaWRhJGeTL2I5fdqSLFKtJJcOG+UJXZzN7BgYB0pE4OS8IVo0GPytE6c/cWRlR3MRLX2HnHEbGJul6dpDh56Yw8zqRgkUx5gcB+JrkcMsw+7f20XvGGH1VY3hINCkwhIYudDS9aH4QjEmVxRoKNASbWcMFxhZeGtnK+dFNREwLKSX2hz5E5D//ExWJ4H3pS0Te/e7jPmauCsSOK/2i6PHwpIetvCAgVQViBwKLb6GCSo6GQENHKIFOINyED5rS0ZQI2v/UzHuILCoWKRW+J/GVIpN1GBvPMTqWY3wyz3gqR2qiQDbn4HkuhmFgGkbZCnz24xMsaO7vU8qJsp0CvucRjcUDgaYJ/r8PXMSWjXXHrfhkcw6241N7DPOE0jylaZqsXbt2VV/zvb29AKxbt25Rx9988838+Z//eWiaEBJyEoRiKCTkNKBkprBr1y7Wr1+/qHP09fURj8dXtV1OKUV3dzeapi1Zy9zJCKHZlMIW16xZQ3wBYaenEum77yb6+7+PPjKC/cpXYt5yy4KCW48kP+nQ/eAwh+4fJj/pkHdtntrQxeM7DtCzZgSpy2C2SCh0QyMasUhEouiBFQA7tc1cEz2f82MdmJpJTFjl7CKlFK474yymCJzKohED09Rm5otmOdJFi251ruvy85//nGtfcy2WWTLCOFroS19SmHLRTY1IxQuLw5II6u0eY//j/YzsmyLimkQKJqIoJCZjGXZ39LJnfS+H1w1jV7pohoZWFBOa0MoCqDQDVBI/QgkaqeZCtnCBsZWXRDZTYyUD0SYVvutg/fEHMP7f/+BVVjL2xa8Qee3rEUIUw2QljvJwpY+nvLLoySsHicRDoZSk1AwnEGhoGGhYmoGmgr91dAwEhjAwi6INEeQqzb4vRXnuSHDkVqFciZMK31dIAgHjuRLPl2RzeboO9jGdkfgyylix1S41mSeXc8vnLgvTUm5SyTRPglQKx7HxfZ9YNEZ1dYy//shl1NXGj/veMTVtIwRUVsxvnjA2Nsbk5CQdHR2r2h47NTXFwMAAmzZtWlS1fHx8nDPPPJMvfelLvOUtb1mGFYaE/HYQiqGQkNOE9773vXR3d3PHHXcsSkRkMhl6enrYtGnTqrnLQdAWcvDgQSorK2lubj6pcy2VEIJiYv34OMPDw6xZs4bq6uqTWttqoZQi98wzmDfcgNndjdqwgfxXvkL8Va9atPj0XcnA0+McvGeI8UMZfMenNznKIzv28uwZ3eRjNr4ukboEDSIRk3g0iiVMNASN1PCqyHlcHT2XOiuJgV5uo9OENlMRsue2ykUjBroucF1ZnjEKChM+d991F6985SsxDJPZpYXSJ5pSisK0A0CkwpqbTnrEp56UEifvcXjfCAeeGWBqMBeIINvC1zwOtQyxb0Mvnev6Ga2ZQpigmxq6pqMjggqQJhAlI4RyDxzEpMWZXjvn+Bs5m02s0erQDa2cV6SkQj71OGs+/mHi3V14za30fOU/yJ99Nj4KJXx8IbGFgyeKGUGajyoGvmpoQSiq0IkIA1MzMIWOKfRA7Ggapghc6gJm7ojZT4e5/z728+RYPzf7CKkUnZ0HqK6upr6+ASGC+SXH8XFdRTqdZ3Akx9BwmuHRLKPjOcZSOdIZZ875FIFIdF0HpXyuuGQj7/jdc6mqPL5DXGoiTzRqEJ/HPKG05fF9f9Wc4yB4Hzxw4AAtLS2Lfq9529veRjab5Uc/+tFpV9EOCTmVCMVQSMhpwvT0NGeddRZ/9Vd/xfve975FnWNgYIB8Pk9HR8eqfng6joOU8qQGl5dSCM0mnU7T29vL2rVrqaysXJJzrhr5PO4f/AHaD3+I0DTsN70J82tfO6lq0cThDAfvGaLvyTHcvE9GFnh6cxeP7djPQNN4uYVOaQrDDAwXoqaFrnQMNF6qb+dVkfPYEV2PrmtEi9WiqAgEuu8H1aJSq9zsipCmBTNE2ZzNnXfeyStf+UpMs9T6Nvf57GRKwapWYFM9z88IIJ+22ftEPweeGiSXKmD4BpPJNAfW9LNvfR89zSO4pockqH6Zpo6p6UUXuGBNmihZCgTVn81yDef4GzmPTWy31hG1Iuj6TKVI0wT4PtYn/xLrP78Orkv6ypcx+vV/hsYaJD6+UPhCFs8NOoHAMTGIYGJqBgYahtDL7W0zgmdpKQXOAuVQ2pLJQ8m0ofQzhYKNZVk4TtAed6wNRtmAQczcRjbnMjyaZXgky9BohpHRLMOjWaamCyTjiovOMbnm1ZdRX1d1zLVKqUhN5qlIWEQic8VOKpUinU4vurq+lEgpmZycpKamZlHvxT/84Q95z3vew/PPP09LS8syrDAk5LeHUAyFhJxG3HHHHbzpTW/i2Wefpb29fcHHSynp6+ujubl5VatDJVKpFMCCW/eWSwiVcBwH0zTxfR8hxJLON60GUkoy3/8+0Y99DHNgALFpE+5Xv4px5ZWLFsWFtMvhB0c4dN8Q2ZSNZ/t01wzz6Nn7eG7rYQoRB6kHwkgzBNGIRTwawcRAKMEa6rkmspMrozuosuJoaOVqkSFmXOXmZhTpRCOBgcLPf/5zrr32WoyigcLsSouT97CzHlbSQCtac5c28SW3tvyUzZ5Hetm/a4BxfZq+plF6mobpXjNEJlYIMnSEQiiBZRhETAtT1zH0IAdJlBwDgGZVw0vYxE5tMxdEtlAdTWBaOpoWmBD4SFwCE4PMIw9Q/d4PETtwEL+pnkN/+2dk3349hq5jFNsLLWESwSQizGKF5+QFT/k+KgoZSoKmeL/NCBoANef+Oq6g0cr+dAwNDVEoFNi0aWPxPqJo8z1LBBL8fSLPO6WCFrxCwWVyusDePftwnQmuuOJlx2xldVyf6bRNTVV0Tl7V9PQ0fX19rF+/nkQiceJ33DIwPT1NPB5fdGVqbGyMM888ky984Qu8/e1vX+LVhYT89hGKoZCQ04w/+qM/4uDBg9x5552L3sgqpZbN1W0hZLNZDh8+vKAqzHILodkMDQ2RTqdpa2sjEnnh8MbTAZXLId73PuQttwDgXnAB/he+QGznzkU9n6QvGXx2gq57hhg7MIXnSNIiz5NbD/D4jk5GGibwi6IIHcyIQTxqEdEsdKVhYnCZdibXxHayLbIWoYNVNl0wy210JWHkehLP8/jV3Xdz1TwGCtKVFDIuVsTAShoIZjbhvvCZSuV44uED3Jd6ju6GIXqbxkhVpZEiCBNVgJACA42oaRKJWRiGjmbMVDESRDmXjVygbeYCYyttkQZ0UyANhaM8CsqhgIOjPGzloroP0/ihv6Lq3kcRvk/q5Zcw+o0vU9m4hqiwiAjjhARPSbCoI4SMmmWtXRI0Ss392WNREjQlwSKK7Xez54aC780IGjHrZyGwze7p6UEIQVtb27K0n/m+ZGra5vnnnyebSXH55ZfNK4jyeZdc3qWuduZ7i3mfWS5yuRyHDh1iw4YNi55NfOtb30o+n+eHP/xh2B4XErIEhGIoJOQ0Y3p6mh07dvCJT3yC97///Ys6RzabLc8PrbYgWsgV25UUQhBsKIeGhpiYmGDNmjVUVR27Ped0Q0pJ5r77sP78z7GefhqhaagLLyTz939P8pJLFnXfTvVlOXjvED2PjuLmA9e3Q03DPHrOPnZv7sG1PHwtmC3SLJ1Y1CRqRjCLbmbrRSPXWhfw8tgOYqaFQJTb6CIieJ76viSXs/nlL3/JNde+OsitKW7MlQzyhISp0Cv1wFYaH1s6PD7QyS87n+BpdZCBunF8TQXZPiIQFJoSRRc4nWjMxIoFNtxCBK5v20UbO8VmXiI2sdlcg7QkjuHjaR4F5eLg4SkfhQycz57bz7qPfoqqh59EUwr3rDOZ+uRfk7j2NUU7cq0saOZUao4QNLO/dyy0YpXqaNFyxPeKVZz5BM3JMDo6im3btLa2LutrUkrFdMZm17PPkU6nuPKKowVROmMjpZqTQ2TbNvl8ftXnAEu5b3V1ddTX1y/qHD/4wQ9473vfy/PPP3/SM5chISEBoRgKCTkNufPOO3njG9+46HY5CNzlHMc5JfJ1TqRdbqWF0GympqYYGxtjw4YNp1U464milELs2oX/oQ8hHnkElMI56yzcz36Wile+csHnc7Iehx8a4eB9Q2RGCniOz5Se5cntB3hiRydjddP4WlAtEgZYUZNY1MLCRFcaFiZX6mfzmthL2BhpRmkKfVYbnfQkt99+O9deey2YAg+JI12y6QKO9LAqDMaY5mnnIA+N7OXR9D4mZTZofQMoCqBSUKjua5imQSRhYsZ0hCZoVbWco3VwJm1s0dcQtSzcoviRBMfrMpjZMZSB4Qniz3VR95efxHz4YYRSFLafSfpvP435ssspOWofi9mVmaA6c0Rlpihk5qvirAZKKUZHR+cEha7E+4gqWnk/9dQupqfHuerlc1vmJibzmKZOMmHhOA7pdJra2tpVf4+DYGbTcZxFZ76V2uO++MUv8ra3vW0ZVhgS8ttJKIZCQk5T3ve+99HZ2cmdd965qA26lJKuri4qKytpampahhUunEKhgKZpR80zraYQKlF6qxwZGaG6uvpF0zZ3JEop7GeeQdx4I+Yjj6B5HrK6GvvyyxF/8zdEzjrrhDdySiqGngta6Eb2TuI7Ett1ObBmgCfOPsDejb24po/UJVJXGBGdWMwiopsYKqgWbRStvNa6gCtjOzBNHYVCeHDnXXdy5dUvL7fJZbMFdts9PGf28JTfSVd6iFzaxpEufnH+h2L1J/ijoSEwIjpmUidpxtiq1rKVtWxSa6jTKxA6aIaGKUxMDCxpYGESwcLCQDt0mNjnP0P8N7/CmEiBYeCft5Op//P3GBdfhK6JmbYzZoTMTBXnxOdnTiUcx6Gvrw/f91ethTSXc3j8iWeZmhrnqpdfRiKRCBwhJ/IkExaGDgcPHiSZTNLS0nJK3Me+76OUWnQb4Vve8hZs2+YHP/jBKfH7hIS8WAjFUEjIaUqpXe7jH/84H/jABxZ1jkKhgOd5JJPJJV7d4hgaGmJqaooNGzaUBdGpIIRKKKUYHh4mlUrR2tq66m03K4Lvk//Hf0T71rcwDx0C34emJrTrr6fw0Y9irlt3QgYT6aEcB+8d5vAjIzgZD8/xSEUyPHHWAZ46q4uJ6kxgz61JRERgRUxiEQtLBfk4MSJcrZ/La6IX0GbUcdddd7LxqrPZJbt5zN7PLvcwHj5OziWbs3Hx8IvhQKIkgFTxuSOC2aUOo4Uz9HVsVWvpoIWEFSNqmCSsKDHdIiYsopqJrukoJbFHRrA+9xniP/85+tAgCnDXteH97g1YH/845unuPngC5PN5uru7qayspKWlZVVfj4WCy2OPP8PERCCIIpEoU2mbZNygt/cw0Wh01UNVIbjPJicnaW5uXvRabr31Vv7oj/4obI8LCVkGQjEUEnIac9ddd/GGN7yBp59+mo0bNy76POl0mlgstqq5GxCIjcHBQTKZDBs2bEBKecoIodmk02n6+vqoqan5rdqYSCnJDg8T++d/xrj1VuThwyAlKh7H27AB/bWvxfjQh/AbGo4pkNy8R88jo3TdM0R6KI/n+Ni+y/71/Tx+9n4ObBjA04NqkTIVRtQIRJFmYCgDoaBdNbF/ohuzJoYAXNcnn3couDau8IsucATVH6mVA0hrcknOop1LG87ggtgW6sxKElaEpBUlGrXKzy/f98n396P/538Su/tu5O7dkE6DEPhNTfjXXUf0U59CLdIW+XREShm0UwpBJpNZdSOCEo7j8cijTzM+PsZll74UNBNTd5menj4lhJDv+3R1dVFdXU1jY+OizjE8PMyOHTv48pe/zFvf+tYlXmFISEgohkJCTnM+/OEP8+CDD/LAAw8sul2lt7cXz/Nob29f9c2DUoqBgQGklHR2dp5yQqiE67q4rks8Hse27Rdt29wL4dk2zq23on33u0SefRZGRlCeh7Is/HXr8HfuJPqqV6Fe+1pUTQ2appXNDkb2TtH1m0GGnp/AdySO65OKT/H42Z08c+ZBpiqygeGCIdGiGpGoSdSwMJTOdHoKKxoll3dwPA8pJEKB7mvovo4uNeJ2hA0DTWyfaucVLWdzwVlbiVVaQWCqpaFQeOPjqJ//nOhDD+E//DB0dSEKBdA0ZG0txoUX4r3pTagbbsA8iVys05lcLkd/f/8p1VI7G8/zefiRpxkdG+O8c8+hfX1zWbitJkopent78X1/0e+tUkquueYaamtr+e53v7vqv1NIyIuRUAyFhJzm2LbNJZdcwuWXX84Xv/jFRZ3D9/05/fWrTaFQ4KGHHiKZTHL22Wef0kLDdV0OHDhAdXU1TU1Np30m0VLgeR6FX/8a/VvfQn/ySczxcUinUb4PgDJNVHU1RkcH7hlnkK5tYdRuoHuyiWmtEV8K8sphX0cvT5zdycH1g4E9tyYhItAtgZ1zQAlEyQXO1zE9g/aBJjb1trKlp5nzPYu26lGqvX6Mnm6MvbuJDA4iUilUoRAsVghkPI7W2oo65xzsN78Z67WvXfUq6amAlJKRkRHGx8dpaGigoaHhlN2M27bDU08/j+vY7Nx59qJtq5d2TTa9vb20t7cv+vn0mc98hv/8z//kySefPGWqcSEhLzZCMRQS8iKgs7OT888/n5tuuonrrrtuUedwHIeuri7a2tpWNZRw9oxQe3s7ExMTtLe3nxIhscfCtm36+/txXZe1a9eueqjjqUhgFy1xCwW8xx7DuOsuos88g3/gAGpyEpHPg+MgPB+lKFqvBR9PSgikUEit/I0yAlF0hQNR+lbJfc3QkaaJikZRFRXI9evRL74Y/dprsc87DyMSQdf1U3aDv5qUHq++vj6ampqInsJVMc/z6O7uxjRNJicnGRkZ4dJLL11VQeR5HoZhnFSF6oEHHuBVr3oV9957Lzt37lziFYaEhJQIxVBIyIuE//mf/+GDH/wgTz31FG1tbYs6h+u6mKa5ai0mR5olCCEYGBgozxCdyoJIKUUqlULXdaqrq0+JNp3TFaUUg7tTHLxnkOHnplDpNL6rKOg2+zr6GK2dJDppsrV/PU25anRTg0SMtRc1sPHqFqpbkuV2vJCFIaVkdHQUKeUpUSU+EYaHh7Ftm3Xr1gHw7LPPrqogKhQKHDx4kI0bNy66qj0+Ps55553HRz/6UT784Q8v8QpDQkJmE4qhkJAXEe9973vZvXs3v/nNbxYdpup5HocPH2bdunUrKj6O5RpXMlUoFAqnRCbSiVAoFOjp6aG5uTlsbTlJsuMFDt03TPeDIxSmHDxH4vk+TqFAZW0FsWqLTS9vYcNlTViJ1Q0QPt3JZDIMDg4ihGDt2rWndDUIgos3mqaV3ytK7w1KqVUTRJ7n0dXVRU1NzaINE5RSvP71r0fTNH74wx+eFu95ISGnM6EYCgl5EZHL5bjwwgu57rrr+PSnP73o8wwMDJDL5ejo6FgR44IXss9WSuF5HqZplqtXpzJKKSYmJhgeHiYej9Pc3HxKzz2dDniOT/8T43TdM8RET5qsmOLSt5xL+8XNQWUo5KTwfZ/Ozk7q6uqoq6s75TfghUKBw4cPU1dXR319/VHfXw1BpJSiu7sbXddZt27dou/DL33pS3zhC1/g6aefPm4QdUhIyNIQiqGQkBcZu3fv5sILL+TWW2/l1a9+9aLOIaWku7sbwzBO6kP9RFhIjlCp/WTdunVUVFQs25qWCs/zGB4eJhqNUldXF7bOLRGFnM0v7/wFr3nNa055YXwqo5RifHwcpRQNDQ1IKU8518b5yOVyHD58mNraWhobG4/5mlppQaSUYmpqioqKikUbqTz22GNcccUV3HXXXVxyySVLvMKQkJD5OPXf9UJCQhbE9u3b+cpXvsLv/d7vMTg4uKhzaJpGW1sbmqaxnNdLFhqoGo1GaW1tpaenh8nJyWVb11JhGAZr1qyhrq4Ox3Ho7Oxkenp6We/T3wbCStDJk8lk6OzsZGJiglgsBnBaCKGS9X5jYyNNTU3HvbgghODss8+msbGRBx54gFwut2zrmpycxLZtqqurFy2EpqamePOb38zf/M3fhEIoJGQFCStDISEvQpRS/P7v/z79/f3ccccdJ2UTLKWkUCgs+VXVhQqh2aTTaXp7e09qQHmlmd06F4vFaGpqKm9CQxaG67rcfvvtYWVokXiex4EDB2hoaDgtWuJK5PN5YrHYgitYy10hymQyHD58mPb29kU7SSql+N3f/V3S6TS33377aSFMQ0JeLISvtpCQFyFCCP71X/+VkZERPvaxj53UufL5PIcOHSKTySzR6k5OCAFUVFSwZcsWIpEIjuOcFpUWIQS1tbVs3ryZSCRSvj+llKu8spDfBlzXpb+/n/HxcQzDYOvWrdTX158WQkgpxejoKIcOHcJxnAW/XyxnhSifz9PT00Nra+tJWep/9rOf5ZFHHuHb3/52KIRCQlaY8BUXEvIipaKigh//+Md8+9vf5hvf+Maiz5NIJMqtafl8/qTXdbJCqEQpw6O3t5f+/v7TRlQYhkFLS0t5RmPfvn0MDAzged5qLy3kRYjv+wwNDbF//3583yeZTAKnR0scBEJoaGiI8fHxk7LXXy5BNDY2RkNDAzU1NYs+x2233canP/1pbrvttkU70IWEhCye0+PdMCQkZFFs3LiR73//+3zoQx/igQceWPR5ampqaGhooK+v76SqMEslhEoIIWhra8O2bQ4dOoTruid1vpVG0zQ2bNiA67rs37+fkZGR1V5SyIsEKSVKKVzXJZ/Ps2HDBtra2k6bttIS+Xy+nDN2sm2lSymIPM9DSsnatWvndbM7UZ5//nne8Y538I1vfINzzz130ecJCQlZPKEYCgl5kXPVVVfxuc99jt/5nd+hp6dn0eepr6+nvb0dIcSiBNFSC6ESpmmWrxiPjY0tyTlXkmg0yvr162lvby8PXudyubBSFLIofN9ndHSU/fv3k06niUajbNiwYVXCR08G27bJZrPE43E2bdq0ZCJuKQSR7/t0d3czPj6OEGLRrYbj4+Ncd9113Hjjjdxwww2LOkdISMjJExoohIT8FqCU4v3vfz+PPfYY999//0ltjNLpNCMjI3M27y/Ecgmh2ZTeyqSUZLPZ0zrstLe3l3Q6TU1NDfX19aFJwBGEBgrzMzk5ycDAAJFIhIaGBioqKk6LmaAjKRmk1NfXL1vb2GJNFaSUHD58uFyVXux7meu6vPrVr6a6uppbbrnltGlbDAl5MRK++kJCfgsQQvCVr3yFZDLJu9/97pNqdUskEmiaRk9PzwnN6ayEEALKV2ht26avr4/h4eHTwlhhPtatW0d7ezuO47B///6wShRyTBzHYWxsDKUUkUiEtrY2Ojo6qKysPO2EkFKKsbGxsiHBcs7PLLZCNDQ0hJSSdevWndR72Uc+8hHGxsZCw4SQkFOA8BUYEvJbgmVZ3HrrrTzyyCN8+tOfXvR5ShlEvkSzhf8AAD5JSURBVO/T399/XMGxUkJoNvF4nI6ODqampujp6cH3/WW/zeUgHo+zfv16tmzZgmEYTE5O0tPTQy6XO21FXsjSkc/n6evr48CBA+XnRCwWI5lMnnYiaDa+77Nhwwaqq6uX/bYWI4jq6upYv379orOEAP793/+d//mf/+G2224rG1qEhISsHqEYCgn5LaKhoYEf//jHfPazn+XHP/7xos+j6zrt7e3HbcNZDSFUIhqN0tHRga7rp71wKLWBxeNxTNOku7ubrq6uJbU6Dzk9UErheR5KKQYHBxFCsGnTppNq1zoVcByH3t5efN+nqalpReebTlQQjYyMkEqliEQiJ5Xbdu+993LjjTdyyy230N7evujzhISELB2n77tnSEjIojjnnHP41re+xe/9/+3deXhU5d0//veZfclkmewhZCEhAQSKFsEFBBRBFilPABFB3Gjpg9UKKK2WFu1jKxetbS1uLW74oLW0oAYfpECFS2Sp4AKokJCNEEL2ZZLZZ879+4Nvzs8AKpBJJpPzfl3XXJrJzDmfTEJy3nPf9+e+80589tlnl30cnU6H2NhYeDwe1NXVdQod4QxCX68vPT0dOp0OtbW1aG5u7vEaQslgMCA1NRX5+fmw2+3QaDTK/iterzfc5VE38vl8qK2tRVFREWprayFJErKzs9GvX7+I6w53LofDgdLSUmg0mrAFuu8KRPX19WhsbOxySCspKcGsWbPwhz/8AePGjevSsYgodBiGiFRo1qxZWLlyJaZMmYLS0tIuHUuSJDQ1NSlrdHpDEDqXxWJBTU0NqqqqImY/om+i1Wpht9thsVgghIDH40FJSQnKy8vR0tIS8SNhdFbHz2l7eztOnDgBj8eDfv36IS0tDQAieipch6amJlRVVSE1NRX9+vUL6++KbwpEDQ0NaGhoQFZWFkwm02Ufv6amBpMnT8bChQuxePHiUJVNRCHAbnJEKiWEwPLly1FYWIi9e/ciOTn5so/Vsc+PzWZDcXFxrwpCHfx+P06dOgUhBAYMGNAnLiY7BAIBtLS0wOVyISMjA263G4FAIOLXj3yTvtpNTggBp9OJlpYWOBwO5ObmQqfTIRgM9qmv0+fzQafTQZZlBIPBXjW6dW6XOa/XC5PJ1KU9jhwOB8aNG4ehQ4di/fr1ver3IhExDBGpmizLuPPOO3Hs2DHs3r27S+2o29raUFRUBCFErwtCHTpGrkwmEzweD4xGY58MCy0tLaipqYEQAjExMbDb7V16V7u36UthSAgBIQQ0Gg3Kysrg9XoRExOD2NhYmM3mPvfz2draitOnTyM9Pb3Xtr8XQuDo0aNobGzE6NGjuzQ9zuv1YsqUKTAajSgsLIz4n1eivqj3Xa0QUY/RaDR49dVXkZiYiIKCgstee+L1enHo0CEIIXDllVeitbW1V07XkiQJJpNJ2SukqqoqYrvNfZvY2Fjk5+ejf//+SgAEzk75cTqdvfJ7oyZCCLhcLtTU1KCkpAQ1NTUAgH79+mHQoEFIS0uDxWLpU0FIlmVUV1f3+iAEnN0MVafTwW63X/bGrMDZzngLFiyA0+nEP/7xDwYhol6KYYhI5TpabjscDixcuPCS19Scu0ZIlmXU1tYqIxO9kUajQU5ODoLBIEpKSvpkZzZJkhAVFYV+/fohJiZGCUWVlZU4fvy40r2LekbHZsAA0NzcjJMnT8Lv9yMpKUmZotpXRyqBs1M5vV4vcnNze3UQqq+vR319PbKzsy9rH6IOQgj89Kc/xdGjR/F///d/bKFN1ItxmhwRATh7EXD99ddj8uTJ+POf/3xRF2Xf1CzB6/WioqIC0dHRSElJ6bUXeEIINDU1ATi7f4gQotfWGipCCLjdbrS3tyMxMRFutxu1tbWw2WywWq0wmUy9/jWIlGlysiyjubkZ7e3taG9vh8FgQG5urvJz1ttf566SZRl1dXXQ6XRISEgIdznfSQiB06dPIz4+XlkjdO4aooudMvfkk0/ihRdewL59+5CZmdmdZRNRF3FkiIgAnN2DaPv27di0aROeeuqp73z8t3WNMxqNyM7OhsvlQiAQ6M6yu0SSJMTHxyM+Ph4+n6/PjhJ9nSRJsFgsSEpKgiRJ0Ov1sNlsaG9vR3l5OSorKwGc3dTT7Xb32tG93qajs19jYyMqKyvhdrshSRLa29thsViQm5uL3NxcSJIEjUbT54OQy+VCaWkpnE5nrx8VEUKgsbERQgikp6d3apZwORuzrlu3Dk8//TS2bdvGIEQUAS5/5zAi6nOysrKwbds23HDDDUhKSsKiRYsu+LiLaZ9tMBiUrm0OhwNRUVG9sqlCB71eD7vdjsrKSsTGxiI5OblLu8xHCr1ej4SEBCQkJCibegJnWzrX19cr4Sk+Ph5RUVGQZblXfx97SjAYhNvthlarhdlsxsmTJ+F0OmGxWGC1WqHVaiFJkiovhgOBACoqKpCYmIiEhIReHfw6RoOcTidsNhsMBsN5j+kIREeOHMHevXu/dYTonXfewdKlS/H+++9j2LBh3V0+EYUAwxARdTJ8+HAUFhZi6tSpMJlMWLBgQafPX8o+QpIkQQih7NWRkZHRpd3bu1PHKJHNZsPp06fR1NSExMTEcJfVozpGigAoF7JutxtOp1O5oC0pKYEQAmazGWazGbGxsb16qlooBINBBAIBGI1GNDc3o76+XmkPnZiYCLPZjLS0NOh0OlUHxY6R4OjoaOTn5/f6NxNkWUZlZSUCgQAGDBjwrT/HFxOItm7digULFuCNN97A2LFju7t8IgoRrhkiogvauXMnZs6ciZdeegm33347gEsLQl8nyzJOnToFn8+HzMzMC7772pt0/FoMBoOoq6tDUlJSrw1xPS0QCMDj8SjT6FJSUqDValFcXAyj0QiDwQCj0Yj4+HglDIc6IHTHmiFZluH3++H3+xEVFaV0e/P5fMqeTVlZWcoeTmazmT8T/0/Hv5OmpiYkJydHxPog4Ox+R7W1tUhLS7vo4PZNa4j+9a9/YdasWXj11VcxZ86c7iybiEKMYYiIvtHX/8DPmDHjsoJQByEEqqurYbVaERsb2z0Fh5jf78eZM2fQ3t6O5ORk2O32Xj3lJ1w6mjL4fD54vV74fD6kp6fD5XKhvLwcer0eer0eJpMJaWlp8Hq9cLlc0Ol0yucuZRThUsKQLMvK98zpdMLv9yMQCCAQCCApKQnBYBDl5eXw+/2QJAlGoxE5OTnw+/1wOp1KwGPwubBgMIgTJ07AaDQiNTU1Ivaz8vl8aG9vh91uv6znnxuI9u3bh5kzZ2LdunWYN29eiKslou7GMERE32rr1q2YM2cOfvazn2HKlCkh2VC1Y2F+VzYz7EltbW04c+YM4uLiVDd1ris61iB5vV4EAgEIIRAXF4e2tjY0NDQowcRisSArKwt1dXVobGyERqOBRqNBbGwsEhMT0djYqLSlliQJVqsVe/bswahRo+D3+yGEgCzLSExMRFRUlLJ5qSzLEEIgOzsbFosFJSUl0Gq10Ov1yhQ3jUYDl8sFg8EAvV7PsHuRPB6PMmLmdrsjogshcLbujk6Xqampl11zRyDavn07fv3rX+OFF144b0oxEUUGvtVFRN9q6tSp+Nvf/obbb78dgwcPxtVXX93lY3o8Hpw5cwb9+/eHzWYLQZXdq6PttBBCmRKUmJjI0YLv0LEG6dzRG5vN1un73vGenN1uh81mgyzLkGVZeX0NBoPyGCFEp/s7jq3RaJT/T01NVe7TaDTQ6XSQJAkDBw68YJ29vdtZb3LulLioqKhO3dd6M6fTiZMnTyIhIQGJiYldCm+SJKG+vh5PPPEEnn32WQYhogjGv+RE9J1mzJiBjRs3Yu7cuRBC4LbbbuvS8eLi4qDRaFBZWYmUlJSImH7WMRoWCATg9/tRXFzMqXMh0vH66XS6CwbMc8OT3+8HAERHR19wmlykXJxHmkAggJKSEhiNRuTm5sJoNIa7pEvi8/mU3zddtX37dhQUFOCFF17AnXfeGYLqiChcGIaI6KJMnz4d//znPzFnzhwEAgHccccdXTpeTEwM9Ho9mpubQ1Rhz9DpdMjIyFCmzvn9fqSkpIS7LKJu097erkxPzMjIgNlsjpg3AIQQqKurQ3R0NOLi4kJyzPfffx9z5szBX//61y7/HiSi8GMYIqKLNmXKFGzevBkFBQXw+/246667unQ8i8UCi8UCWZZx5syZiOra9vWpc7Iso6qqCvHx8bBareEujSgk3G43ampq4Ha7kZqaCqvVGjHr/ICzU/qqqqrg9XpD1rTlvffew+23345XXnmlyyPkRNQ7qHdDBCK6LJMmTUJhYSEeeOAB/PGPfwzZcQOBAEpLS+F2u0N2zO6m0WiULmgmkwknT55ERUVFRH0NRBficrlQVlYGs9mM/Pz8kI2q9JRAIICysjIIIZCTkxOSKX2vv/465s6di/Xr1zMIEfUhkfEWLBH1KjfeeCP+/e9/Y+rUqaipqcHq1au7NG1Go9Ggf//+qK+vR3l5ecQ0Vuig0WiQlJQEu92O+vp61NfXIyMjA0KIiJlOROT3+1FXV4e4uDglBEXKSO3XCSGg1WoRHx+PuLi4Lv8bFELg97//PZ588kkUFhbipptuClGlRNQbRN5vOSLqFa6++mrs3bsXkydPRm1tLdatW9elDTAlSUJSUhJMJhOMRqPSPSySwoROp0NqaiqEEBBCoKysDCaTCYmJib1+o1lSL7/fj4aGBjQ1NcFms0Gr1UKSpIgLQkIINDU1weFwICsrKySNEmRZxiOPPIINGzZg165duOqqq0JQKRH1JpwmR0SXLS8vD/v27cNnn32GmTNnKnvBdEV0dDQMBgMaGxtx6tQpBIPBEFTasyRJgiRJ6NevH2RZxokTJ3Dq1CnIshzu0ogUgUAAwNkGCT6fDwMGDEBGRkbEdYkDzoaW6upq1NfXIzk5OSRvovh8PixcuBDvvPMO9u3bxyBE1EcxDBFRl6SmpuLDDz+E0+nExIkT0djYGJLjxsbGIhgMoqysDB6PJyTH7Gkmkwn9+/fHwIEDlU0p3W43XC5XuEsjFXO73Th16hSKiooQCAQQFxeHzMzMiG5JXl1dDY/Hg5ycnJA0eWhvb8eMGTPw1VdfYd++fcjJyQlBlUTUGzEMEVGXxcTEYNu2bUhLS8OYMWNQWVnZ5WPqdDpkZWUhOjoa5eXlETlC1MFgMCibPHo8HlRUVKCsrAxtbW3KdECinlBVVYWysjJotVoMHDgw4qbCnau9vR1CCCQnJyM7O7tLU3U71NfX48Ybb4Tf78fu3buRnJwcgkqJqLdiGCKikDCZTNi4cSPGjRuH6667Dl9++WWXjylJEpKTkzFw4EBotVq0t7dHdCgCzm44m5+fj6ioKFRVVaGtrQ0AGIqoWwgh0NraqozYxsbGIj8/H2lpaRG9jk2WZZw+fRqnTp2Cz+eDXq9XNkbuioqKCowZMwZZWVnYunUroqOjQ1AtEfVmkf2WEBH1KlqtFi+88AJSU1MxduxYbNq0CRMmTOjycTvevW5qaoLb7VY2foxUWq0WSUlJSEhIgCRJ8Hq9KCsrQ1xcHOx2e0RfpFLvEAwG0djYiKamJkiShISEBABAVFRUmCvrOq/Xi8rKSmi1WuTk5ITs38snn3yCW2+9FQUFBXjmmWeUtvlE1LdxZIiIQkqSJKxatQq/+93vMH36dDz//PMhO3b//v1ht9tRVlYWsrVJ4aTRaCBJEgwGA/r37w+v14sTJ06guro63KVRBBJCwOl0IhgMQggBt9uNtLQ05OXlIT4+PtzlhUwwGITNZkN2dnbIgtBbb72FcePGYenSpVi7di2DEJGKcGSIiLrFfffdh/z8fBQUFODo0aN45plnunzhIkkSEhMTYbValSYEfWEvH0mSEBUVhaioKPh8Pvj9fgBAbW0tJElCXFxcSNZCUN8UCATQ0tKC5uZmBAIBZGRkwGq1IjMzM9ylhUwwGMSZM2dgs9kQExMTkiYJwNnpdr/85S/x7LPPYuPGjZg6dWpIjktEkYMjQ0TUbcaMGYNDhw7hwIEDmDRpEurr60NyXIvFgoSEBAQCAZSWlirrbvoCg8EAq9UKADCbzXA6nSgqKkJFRQW8Xm+Yq6PeQpZlpctiXV0dHA4HEhMTkZ+fr/z89BUulwulpaXw+/0hC0EA4HA4MHPmTGzcuBEHDhxgECJSKYYhIupWGRkZ+Oijj5CYmIhRo0bhyJEjITu2VquF3W7HqVOncPr06YhvrnCu6OhoZGdnIy8vD1arFTqdDoFAAKdOnWInOhUSQqC9vR1VVVU4fvw4zpw5A+Bse/sBAwYgNjY2JE0EehOv14uKigrY7XZkZWWFbIS0tLQU1113HTweDz7++GMMHjw4JMclosjTt35rElGvZLVasXHjRtx77724/vrr8fbbb4fkuJIkwW63Izc3Fz6fL2QjT71NR2vujnUMer0ep0+fxvHjx1FbWxvm6qg7daz9kWUZfr8fVVVV0Gq1yM7ORlZWFgBE/DTRC3G5XHA6nTAajcjLy1OajYTCBx98gFGjRuHmm2/G1q1bERcXF5LjElFkkgTfWiSiHvT2229j4cKFWLFiBVauXBmyCxwhhHKrr6/vFB76oo7F8oFAALGxsaivr4ff74fNZoPVau1zIwRf5/f7sXXrVkydOrXPrqVyOp1wOBxoa2tDIBBAVlYWLBZLn1gj921kWUZdXR0aGxuRmpoKu90esmMLIfD8889jxYoVWLt2Le69996QHZuIIhcbKBBRj/qv//ov7N27FzNmzMCRI0fw8ssvh2QvD0mSIEkS/H4/3G43SkpK0K9fvz7RSvhCOpoudLBYLGhtbcXp06chyzLS09MRHR0NWZb7dDDqK4LBINra2qDRaBAdHY3W1lYIIZCSkoKoqCjle9iXg1AgEFA2hM3JyYHJZArZsT0eDx588EG8++672L59O66//vqQHZuIIhtHhogoLOrr63HHHXegoqICf//733HVVVeF7NhCCDQ3N6OmpgYpKSkhfXe5txNCwOPxKJtQHj9+HCaTCTabDTabDUajMeIvqPvSyJDL5UJtba0yJSw+Pl5VP6/A2dGgQCAAvV4Ph8OB6OjokP6MFhUVYe7cuTAajfjHP/6BjIyMkB2biCIf3y4korBITEzEtm3bcPfdd2Ps2LF49tlnQ9YQ4OtriWw2G2RZhsPhUEXDAUmSYDabodPpoNFoMHDgQMTGxsLlcqG8vBxCCPh8PjQ0NMDtdqviNekNOkJqY2MjKisrceLECQghlJGgvLw8DBw4UHVBqK2tDSUlJairq4MkSYiJiQlpENqwYQNGjhyJm2++GXv27GEQIqLzcGSIiMJuz549mDdvHkaNGoWXX3455AuaPR4PysvLYTKZkJaWBqPRGNLjR4qO9SZutxu1tbVwuVzKPkYpKSkIBoPKRrC9WSSMDHWETqfTCZvNBo1Gg6KiIpjNZlitVlitVlgsll7/WneXYDCI06dPo729HcnJybDb7SF9LZxOJx544AEUFhZi/fr1mDZtWsiOTUR9C9cMEVHYjR07Fp9//jnuvvtuXHnllXjrrbdwzTXXhOz4JpMJeXl5qK2tRUlJCdLS0lTZQarjYtNsNiMrK6tTpzLg7CavLS0tMJlMMJvNId3csi/rCD6SJMFgMKCqqkoZibRYLLBYLNDr9Rg8eLBqw08HWZYRDAah0+mUNyd0utBeihw9ehRz585FQkICPv/8c6Snp4f0+ETUt3CaHBH1CgkJCdiyZQsefPBB3Hjjjfjd736nXKSHglarRVpaGgYMGKB05VL7Xj2SJMFisSiNGDr2q4mLi4MQAoFAAABQXl6OsrIynDlzBs3Nzcr9atTR4hoAWlpaUF5ejmPHjqGkpAQOhwMAEBsbi+zsbAwePBjZ2dlKIwC1B6Fzp8QlJSWFNAgJIbBu3Tpce+21mD17Nj744AMGISL6TpwmR0S9zscff4y5c+di8ODBWL9+PRITE0N+Dq/Xi7KyMtVPnbsYHo8HbrdbuaWlpcFkMqG4uBgGgwEGgwFGo7HTVKfuvPDv7mlyQgj4/X4EAgFYLBa0t7ejvr4ePp9PaV+emZmJ9vZ2+Hw+mM1mGI1Gdu37Bt09JQ4AHA4HFi9ejF27duGNN97ATTfdFNLjE1HfxWlyRNTrjBo1Cp999hkWLVqEESNG4OWXX8Ytt9wS0nN0bOZYV1eHkpKSkO9p0peYTCaYTKZOUwuFEEhPT4fP54PX64XL5YLdbofH40FpaSkMBgN0Oh0MBoPyOKfTCb1eD51OB71e3+P7QHW89yeEgMvlQiAQUEJPSkoKvF4vKisr4ff7lSluAwYMgE6nQ0xMjBL6OkYz+mrb9lCRZRmyLEOr1cJoNHbLlDgA2Lt3L+666y5kZ2fj8OHDSE5ODvk5iKjv4sgQEfVaQgi8/PLLWL58OWbPno0//OEPiImJCfl53G43JEmC0WhES0sLYmJi+C7/ZeoYVfH5fAgEApBlGXa7HU6nE7W1tQgEAggEAjCZTBgwYAAaGxvR0NAAjUajdFZLTExES0sLXC6X0tDBarUiKioKra2tcLvdKCoqQn5+PmJiYmA2m9HY2Aiv16tcgCcmJsJsNqOsrAx+v1+5PycnB3q9HqWlpdDpdEowS05OVtZQ6fV6GAwG1U9ru1xCCDQ1NaG+vh6xsbFISUnplvO4XC6sXLkSf/nLX/DrX/8aS5cu5b9bIrpkDENE1OtVVlZi0aJFOHbsGF566SVMnjy5W84TCARQUVGBQCCApKQkxMXF8YK4m3RsBtsRnDoW1uv1elitVjgcDrhcLsiyDCEEoqKiEBMTg4aGBjidTlRXV6Nfv36w2+2IiopCXV2dcsyOUGUwGNDe3g5JkpT7O/Zfou7h8XhQWVkJAEhOTg75nkEd9u7di3vuuQfx8fF47bXXkJ+fH/JzEJE6MAwRUUToWBz98MMP47bbbsPTTz/dLaNEQgi0trairq4OJpOJ+5L0QpHQWltt2tvbYTQaodVq0draitjY2G4JQW63GytXrsSLL76IJ554AkuXLu3x6ZZE1Lfw7TEiigiSJOFHP/oRjh49ipMnT2Lo0KHYvn17t5wnNjYWAwcOVKb31NTUwOl0hvxcRJGuYzPfyspKeDweaDSabhtR3bdvH0aMGIG9e/fik08+wcMPP8wgRERdxjBERBElMzMT27dvx8qVKzF79mz88Ic/VFoah1LHnjFCCGg0Gpw8eRIVFRVwuVwhPxdRJOpoLW42m5Gfnw+bzdYt53G73Xj44Ydx8803Y9GiRdi7dy8GDRrULeciIvVhGCKiiCNJEhYvXoyjR4+ivLwcQ4cOxdatW7vtXElJScjLy4PJZMLp06chhFDWshCpicvlwqlTpxAMBmGz2ZCXl4eUlJRuG6HZs2cPrrzySnz00Uc4dOgQHnnkEY4GEVFIMQwRUcTKzMzEjh078Itf/ALz58/HzJkzUVFR0S3n0ul0SElJQW5uLiRJQk1NDcrKyuBwOBiKqM9rb29HWVkZKioqlHVaWq2229Zs1dTU4M4778SUKVNw33334aOPPsLgwYO75VxEpG4MQ0QU0TpGiYqLixEfH48rrrgC//M//wOPx9Nt5wPOdsqKiYlBdXU1SkpKuu18ROEihIDP5wNwNgxFRUUhPz+/W0eCAoEA/vSnPyE/Px9erxfHjh3DI4880i37ExERAewmR0R9zP79+3H//ffD4XDgz3/+M6ZOndqt55NlWdmbqKMTXVxcHNs3dyN2k+tesiyjtbUV9fX10Ol0GDBgQI+c98MPP8RPfvIT+Hw+PPvss5g4cWKPnJeI1I1/rYmoT7n22mtx8OBBLF++vNunzgGARqOB3W6HVquF3+9Hc3MzioqKUFtbq7yrThQpgsEgiouLUV9fj8TERGRlZXX7Oc+cOYMFCxZg6tSpWLBgAY4cOcIgREQ9hmGIiPocrVaL//7v/0ZxcTESEhK6fepcB7PZjJycHPTv3x8ejwdNTU0AAJ/Px3VF1Gu5XC5UVVWhtbUVWq0W/fv3x8CBA7t9hNPv9+OPf/wj8vPz4ff7cfz4caxYsQIGg6HbzklEdC5OkyOiPu/AgQO4//770draitWrV2PWrFndsg/KuTp+vZ44cQKSJMFutyM2NpbdsLqI0+RCo729HbW1tfB6vYiNjUV8fDyMRmO3n1cIgW3btmHFihUIBAJYu3YtR4KIKGw4MkREfd4111yDjz/+GCtWrMCDDz6I0aNH44MPPuj280qSBEmSkJubi4SEBLS0tKCoqAjBYJAjRRQWHo8H9fX1EEIoGwzn5+cjLS2tR4LQgQMHMGHCBCxYsAD33HMPDh8+zCBERGHFMEREqqDVavGjH/0IJSUlKCgoQEFBASZPnoxPP/2028+t0WgQFxeHnJwc5ObmQqvVorm5GSUlJWhoaIDf7+/2Gki9hBBobGxEaWkpSktL4fV6IYSA1WpFfHx8j4xUHjt2DAUFBZg4cSLGjBmDsrIyLFu2jFPiiCjsGIaISFUsFgt+/vOfo6ysDN/73vcwZswY3H777SgpKemR83dc/MXExMBut6OtrQ1FRUVoaGgAAI4YUUh0dIRzu90Azq4L6hgFSk9P77Fuh1VVVVi0aBGuvPJKpKSk4MSJE3jyyScRExPTI+cnIvouDENEpEp2ux1r1qxBcXExoqKiMGzYMCxZsgQ1NTU9cn6tVgu73Y7s7Gzk5+cjOjoaQgiUlpbi1KlT3MyVLovb7UZVVRWOHz+O2tpa+P1+SJKE/v37Iz4+vsf262lqasKKFSuQl5eH9vZ2fPHFF3j++eeRmpraI+cnIrpYDENEpGrp6el46aWX8Omnn6Kmpga5ublYuXKl0gmuJ+j1ehgMBkiShPT0dOj1epw5cwbHjx9HIBCAEILBiC5ICAG3243GxkYAZzsXarVaZGdnY+DAgYiOju7Retra2rB69WoMGDAAhw8fxp49e/DWW28hNze3R+sgIrpY3NKZiAjA4MGDsXnzZvznP//BL37xC2RmZmLx4sVYtmwZ0tLSeqwOk8mElJQUJCcnw+12Q6fTweFw4PTp07DZbIiOjkZUVBQ3dVW5YDCI2tpaOBwOyLKsjCzGxMSEZQpaY2Mj/vznP2Pt2rXIy8vD5s2bceONN/Z4HUREl4p/TYmIvmb06NHYuXMndu7ciZKSEuTk5GDx4sUoLS3t0TokSYLFYgEA2Gw2ZGRkQKvVoqamBlVVVQDOToli8wV1CAQCaG5uRmVlJdxuNzQajTKSOGjQIKSnp/dIu/hzVVVVYenSpcjMzMT+/fuxadMm7N+/n0GIiCIGwxAR0QWMHj0a77zzDg4dOgS3240rrrgC8+bNw+HDh3u8FkmSYLVakZqaioEDByI9PR0A0NzcjKKiIpSWlqKurg4+n6/Ha6PuIYRAMBgEAFRXV+P48eNoamqCyWSCTqeDJElITU0N2yhhcXEx7rvvPuTm5qKyshK7d+/G9u3bMWHChLCEMiKiy8UwRET0La644gq8/vrrOH78OOx2O6699lpMmzYNH330UVjqkSRJufhNS0vDoEGDYLfb4fF4lPVFVVVVaGxshMfj4VqjCOL3+9HU1IRTp06hqKgI1dXVAIC4uDjk5+cjJycHSUlJYd1o9tNPP8WcOXMwfPhwyLKMzz//HJs2bcLIkSPDVhMRUVcwDBERXYSsrCw899xzKC8vx/DhwzFt2jSMHTsWhYWFyjv44aDT6RAXF4eMjAxYLBYIIWA0GtHW1obS0lIcP34csiwjGAwyHPUiQgh4vV40NTXhzJkzAM5Oe2xtbYXRaET//v3Rr18/AIDZbA5rABJCYMeOHbjlllswduxYpKWlobi4GK+++ioGDRoUtrqIiEJBEvzLSER0yVpbW/H888/jueeeg16vx5IlS3DffffBbreHuzSFEAIejwdmsxnt7e04efIkNBoNrFYrbDYb4uLiIISIuGlNfr8fW7duxdSpU8MaEi6FLMtwu90wm82QZRklJSUIBoOwWCywWq1ITEzsdd+HtrY2rF+/Hs899xwaGhrw4x//GA8++CASExPDXRoRUcgwDBERdYHf78e7776LtWvX4uDBg5g/fz7uv/9+jBgxItylnUeWZXg8HjidTkiShISEBNTU1MDhcMBsNsNsNiMqKgomkyncpX6r3h6GOkYKtVotqqur4XQ64fV6odPpkJmZCZPJBJfLBbPZ3Cu7Ah4/fhzPP/88XnvtNQwaNAgPPPAA5syZ0+t/LoiILgdbaxMRdYFer8fs2bMxe/ZsHDlyBM8++yyuv/56DBs2DIsXL8bcuXOVrnDhptFoYLFYOtWTkJAAq9UKt9sNp9MJjUYDk8mEqqoqCCFgMplgNBphsVh6bMPOSCGEgCzL0Gq1cDgcaG1thcfjgdfrRWpqKuLj45WAaTablcYHAGC1WsNcfWderxdvv/02XnzxRRw4cACzZ8/Gjh07MHr06HCXRkTUrTgyREQUYq2trdiwYQNefPFFnDp1CgsXLsTixYtxxRVXhLu0i9be3g6XywWPxwOfz4fU1FRYLBaUlpZCp9PBaDTCYDAgNjZWGd3oqWlePTkyJIRAIBBAMBiEyWRCW1sbmpqa4PV64fP5EBMTg/79+6O5uRl+vx8mkynsa3wuRUlJCdatW4dXX30VMTExWLx4Me6++24kJCSEuzQioh7BMERE1E2EENi/fz/+8pe/YOPGjRgyZAjmz5+PefPmITU1NdzlXTIhBJxOJ3w+H7xeL7xeL/r3749AIICSkhLo9XrodDro9Xqkp6cjEAjA6XRCp9Mp92u12i7XEYow1PGnTwgBl8uFQCCghJ7k5GS4XC5UVVXB7/dDCAGr1Yrs7Gy4XC643W4lDOr1+l631ue7NDQ0YOPGjXjjjTdw8OBB/OAHP8CPf/xjTJgwoVdO2yMi6k4MQ0REPaC1tRWbN2/Ghg0b8OGHH2LChAmYP38+CgoKYLPZwl1elwgh4PP54Pf74ff7Icsy4uPj4XK5UFNTg0AgAL/fD6PRiNzcXLS0tKChoQEajUZp6JCYmIi2tja4XC7lfrPZDIvFooSVDlqtFjt37sT48eMhSZISbMxmMwwGAxobGxEIBJQueomJiTAYDCgvL1fuCwQCyMvLgxAC5eXlnYJcSkoKgsEg3G439Ho9DAZDxIcEl8uFLVu2YMOGDfjXv/6Fq6++GgsWLMCcOXM4CkREqsYwRETUw06fPo2//e1v2LBhA4qLizFjxgwsWLAAkydPjpjpVZdKCAEhBDQaDXw+HzweD2RZhizL0Ol0iI6OhsPhQFtbm3J/VFQU4uPjUVtbi/b2diX0xMbGYu/evbjyyivh8/mUkZnk5GRERUXhzJkzkGVZCVVxcXEwGAxoaWlR7uuY6hdpozqXIhgMYteuXdiwYQM2b96MtLQ0LFiwAHfccQcGDBgQ7vKIiHoFhiEiojD64osv8MYbb+DNN9+Ey+XCbbfdhttvvx3XXXddSKaU9UW9vZtcOMmyjEOHDuHvf/87/va3v0GWZcybNw8LFizAVVdd1afDHxHR5WAYIiLqBWRZxkcffYQNGzbg7bffhhAC06ZNw4wZMzBp0qSIn0oXSgxDnblcLvz73//Gli1bsGXLFrjdbmW08cYbb2QXQCKib8EwRETUywSDQRw4cABbtmxBYWEhSktLMWHCBNx666249dZbkZGREe4Sw4phCKipqcF7772HwsJC7Ny5E6mpqZgxYwZmzJiBMWPGqPZ1ISK6VAxDRES9XElJiRKMPvroIwwdOhS33norZsyYgauuuiriF/dfKjWGISEEvvjiCxQWFqKwsBCffPIJRo8erfwcDB48mFPgiIguA8MQEVEEaW5uxvvvv4/CwkK8//77MBgMGD9+vHIbMmRIn78oVkMYEkLgxIkT2L17t3JrbW3F5MmTceutt2LatGlISkoKd5lERBGPYYiIKEL5/X4cOnQIu3btwu7du7F3715YLJY+H476Yhi6UPhpamrCtddeq3wvR48eDZPJFO5SiYj6FIYhIqI+wufz4dChQ8rF9N69e2G1WjFu3DiMHz8e1113Ha644goYDIZwl9olfSEMBQIBHDt2DPv372f4ISIKI4YhIqI+6uvhaNeuXfj444/h8XgwfPhwXHXVVfj+97+P73//+xg2bFhEBaRIC0N+vx9fffUVPv30U3zyySf45JNPcPjwYWg0GowcOVIJP9dccw3DDxFRD2MYIiJSCVmWUVpaqlyQf/LJJ/j000/hcrkwbNgwJRx9//vfx9ChQ3vthXlvDkM+nw9fffVVp9f4yJEj0Ol0uPLKKzu9xnl5edxLiogozBiGiIhUTAjRKSB1jF60trYiMzMTeXl5590yMjLCehEf7jAkyzKqqqpQXFx83q28vBxWq/WCwUdtXf+IiCIBwxAREXUihEB1dTWKi4tx4sSJThf7paWl0Gg0yM3NVcJRTk4OUlNTkZqairS0NCQlJXXrRp/dHYaCwSDq6+tx5swZVFdX48yZMygrK1NegxMnTsDv9yMrK+uCYTE9PZ3Bh4goQjAMERHRRQsEAqioqOgUkMrKypTg0NDQAEmSkJSUpISjjqCUmpqKlJQUxMTEwGazISoqqtN/LzZAXUoYCgQCaG9vR3t7O9ra2pT/OhwO1NbWKmGn41ZdXY26ujoEg0HY7Xal7gEDBnQKPNnZ2RG1zoqIiC6MYYiIiELG5/OdFzK+/v81NTVwOBxKKHE6ncpzjUZjp3Bks9lgMBig0Wg63SRJQkNDA2JjYyGEgCzLkGUZfr+/U+Bpa2uDx+NRjm+xWDodPyUlpdOI1tf/PyUlBUajMRwvIRER9SCGISIiChtZluF0OjuFmK+HGb/fr4SdjlswGIRGo4FWq+0UknQ6nRKizh11slqtbFZARETnYRgiIiIiIiJV4gpPIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYhIiIiIiJSJYYh6hJJkvD4448rH7/22muQJAkVFRVhqwkAHn/8cUiSdMnPO/frISIiovDozmuKffv24fHHH0dLS8tlPf/vf/87rrjiCpjNZkiShM8//zyk9VHPYRiikJo2bRr279+P1NTUsNaxaNEi7N+//5Kft3//fixatKgbKiIiIqJL0Z3XFPv27cMTTzxxWWGovr4ed955J3JycrBt2zbs378feXl5Ia+ReoYu3AVQ35KYmIjExMRwl4H09HSkp6df8vOuueaabqiGiIiILlVvuaY4V3FxMfx+PxYsWIBx48Z962NdLhcsFksPVUaXgyNDEa5jOtiRI0cwZ84cxMTEwG63Y9myZQgEAigqKsItt9wCm82GrKwsrFmzptPzHQ4HHn74YWRnZ8NgMKBfv3546KGH4HQ6z3vcD3/4Q8THxyMqKgq33HILiouLz6vnQkPaO3bswA9+8AOkp6fDZDIhNzcXixcvRkNDwwW/li+//BLz5s1DTEwMkpOTce+996K1tfWyXpev++CDDzB+/HjEx8fDbDYjIyMDs2bNgsvlUh7DaXJERES9w7nXFOPHj8fQoUNx8OBBjB07FhaLBQMGDMDq1ashy7LyPFmW8eSTTyI/Px9msxmxsbEYPnw4nnnmGQBnrxEeeeQRAEB2djYkSYIkSdi9e/d31nT33XdjzJgxAIC5c+dCkiSMHz9e+VxUVBSOHj2KSZMmwWaz4aabbgrdC0LdgiNDfcRtt92GBQsWYPHixdixYwfWrFkDv9+PnTt3YsmSJXj44Yfx5ptv4mc/+xlyc3NRUFAAl8uFcePGoaqqCo899hiGDx+OL7/8Er/61a9w9OhR7Ny5E5IkQQiBmTNnYt++ffjVr36Fq6++Gnv37sWUKVMuqrbS0lJce+21WLRoEWJiYlBRUYE//OEPGDNmDI4ePQq9Xt/p8bNmzcLcuXNx33334ejRo3j00UcBAK+88splvz4VFRWYNm0axo4di1deeQWxsbE4ffo0tm3bBp/Px3dtiIiIIkBNTQ3mz5+P5cuXY9WqVXj77bfx6KOPIi0tDQsXLgQArFmzBo8//jhWrlyJG264AX6/H8ePH1emxC1atAhNTU1Yu3YtNm/erEzDGzJkyHee/5e//CVGjRqF+++/H7/97W8xYcIEREdHK5/3+XyYMWMGFi9ejJ///OcIBAKhfxEotARFtFWrVgkA4umnn+50/4gRIwQAsXnzZuU+v98vEhMTRUFBgRBCiKeeekpoNBpx8ODBTs/95z//KQCIrVu3CiGEeP/99wUA8cwzz3R63G9+8xsBQKxatUq579VXXxUARHl5+QXrlWVZ+P1+cfLkSQFAvPvuu+d9LWvWrOn0nCVLlgiTySRkWb64F+Vrxzr3a/r888+/9Xnnfj1EREQUHudeU4wbN04AEP/5z386PW7IkCFi8uTJysfTp08XI0aM+NZj/+53v/vW65Vvs2vXLgFA/OMf/+h0/1133SUAiFdeeeWSj0nhw2lyfcT06dM7fTx48GBIktRp9Ean0yE3NxcnT54EALz33nsYOnQoRowYgUAgoNwmT57cabh4165dAID58+d3Oscdd9xxUbXV1dXhxz/+Mfr37w+dTge9Xo/MzEwAwLFjx857/IwZMzp9PHz4cHg8HtTV1V3U+S5kxIgRMBgM+NGPfoT169ejrKzsso9FRERE4ZGSkoJRo0Z1um/48OHKtQ0AjBo1CocPH8aSJUvwr3/9Cw6Ho0drnDVrVo+ej7qGYaiPsNvtnT42GAywWCwwmUzn3e/xeAAAtbW1OHLkCPR6faebzWaDEEJZ09PY2AidTof4+PhOx0pJSfnOumRZxqRJk7B582asWLEC//73v/Hxxx/jwIEDAAC3233ec849j9Fo/MbHXqycnBzs3LkTSUlJuP/++5GTk4OcnBxl/jARERH1fudeIwBnrxO+fo3w6KOP4ve//z0OHDiAKVOmID4+HjfddBMOHTrU7fVZLJZO0+ao9+OaIRVLSEiA2Wz+xrU4CQkJAM7+4gkEAmhsbOz0S6impuY7z/HFF1/g8OHDeO2113DXXXcp95eUlHSx+ks3duxYjB07FsFgEIcOHcLatWvx0EMPITk5GbfffnuP10NEREShp9PpsGzZMixbtgwtLS3YuXMnHnvsMUyePBmnTp3q1nXCl7PHIYUXR4ZUbPr06SgtLUV8fDxGjhx53i0rKwsAMGHCBADAG2+80en5b7755neeo+OXQsfoToe//OUvIfgKLo9Wq8Xo0aPx3HPPAQA+/fTTsNVCRERE3Sc2NhazZ8/G/fffj6amJqUzXShmnVDfwJEhFXvooYewadMm3HDDDVi6dCmGDx8OWZZRWVmJ7du3Y/ny5Rg9ejQmTZqEG264AStWrIDT6cTIkSOxd+9e/O///u93nmPQoEHIycnBz3/+cwghYLfbsWXLFuzYsaMHvsL/34svvogPPvgA06ZNQ0ZGBjwejzIiNnHixB6thYiIiLrPrbfeiqFDh2LkyJFITEzEyZMn8ac//QmZmZkYOHAgAGDYsGEAgGeeeQZ33XUX9Ho98vPzYbPZwlk6hQHDkIpZrVbs2bMHq1evxl//+leUl5cr++9MnDhRGRnSaDQoLCzEsmXLsGbNGvh8Plx//fXYunUrBg0a9K3n0Ov12LJlC376059i8eLF0Ol0mDhxInbu3ImMjIwe+CrPGjFiBLZv345Vq1ahpqYGUVFRGDp0KAoLCzFp0qQeq4OIiIi614QJE7Bp0ya89NJLcDgcSElJwc0334xf/vKXynYe48ePx6OPPor169dj3bp1kGUZu3btUvYMIvWQhBAi3EUQERERERH1NK4ZIiIiIiIiVeI0OYoosixDluVvfYxOxx9rIiIiujS8xlAnjgxRRLn33nvP2xfp3BsRERHRpfr1r3/9ndcYHd3oqO/gmiGKKBUVFcpmsN9k5MiRPVQNERER9RXV1dWorq7+1scMHz4cBoOhhyqinsAwREREREREqsRpckREREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REREREpEoMQ0REpGrjx4/H+PHjL+k5u3fvhiRJ2L17d7fUREREPUMSQohwF0FERBQuX331FQBgyJAhF/0ch8OBr776CkOGDEF0dHR3lUZERN2MYYiIiIiIiFSJ0+SIiOg7Pf7445AkCUeOHMGcOXMQExMDu92OZcuWIRAIoKioCLfccgtsNhuysrKwZs2aTs93OBx4+OGHkZ2dDYPBgH79+uGhhx6C0+ns9LjnnnsON9xwA5KSkmC1WjFs2DCsWbMGfr+/0+PGjx+PoUOH4uDBgxg7diwsFgsGDBiA1atXQ5blS/raLjRN7oUXXsD3vvc9REVFwWazYdCgQXjssceUz3OaHBFR36ALdwFERBQ5brvtNixYsACLFy/Gjh07lKCyc+dOLFmyBA8//DDefPNN/OxnP0Nubi4KCgrgcrkwbtw4VFVV4bHHHsPw4cPx5Zdf4le/+hWOHj2KnTt3QpIkAEBpaSnuuOMOJTQdPnwYv/nNb3D8+HG88sornWqpqanB/PnzsXz5cqxatQpvv/02Hn30UaSlpWHhwoWX/TW+9dZbWLJkCR544AH8/ve/h0ajQUlJiTKdjoiI+hBBRET0HVatWiUAiKeffrrT/SNGjBAAxObNm5X7/H6/SExMFAUFBUIIIZ566imh0WjEwYMHOz33n//8pwAgtm7desFzBoNB4ff7xeuvvy60Wq1oampSPjdu3DgBQPznP//p9JwhQ4aIyZMnX9LXNm7cODFu3Djl45/85CciNjb2W5+za9cuAUDs2rXrks5FRES9C6fJERHRRZs+fXqnjwcPHgxJkjBlyhTlPp1Oh9zcXJw8eRIA8N5772Ho0KEYMWIEAoGAcps8efJ5U80+++wzzJgxA/Hx8dBqtdDr9Vi4cCGCwSCKi4s7nTslJQWjRo3qdN/w4cOV816uUaNGoaWlBfPmzcO7776LhoaGLh2PiIh6L4YhIiK6aHa7vdPHBoMBFosFJpPpvPs9Hg8AoLa2FkeOHIFer+90s9lsEEIoYaOyshJjx47F6dOn8cwzz2DPnj04ePAgnnvuOQCA2+3udI74+Pjz6jMajec97lLdeeedeOWVV3Dy5EnMmjULSUlJGD16NHbs2NGl4xIRUe/DNUNERNStEhISYDabz1vz8/XPA8A777wDp9OJzZs3IzMzU/n8559/3hNldnLPPffgnnvugdPpxIcffohVq1Zh+vTpKC4u7lQbERFFNoYhIiLqVtOnT8dvf/tbxMfHIzs7+xsf19FEwWg0KvcJIbBu3bpur/GbWK1WTJkyBT6fDzNnzsSXX37JMERE1IcwDBERUbd66KGHsGnTJtxwww1YunQphg8fDlmWUVlZie3bt2P58uUYPXo0br75ZhgMBsybNw8rVqyAx+PBCy+8gObm5h6t94c//CHMZjOuv/56pKamoqamBk899RRiYmJw9dVX92gtRETUvRiGiIioW1mtVuzZswerV6/GX//6V5SXl8NsNiMjIwMTJ05EVlYWAGDQoEHYtGkTVq5ciYKCAsTHx+OOO+7AsmXLOjVo6G5jx47Fa6+9ho0bN6K5uRkJCQkYM2YMXn/9dSQmJvZYHURE1P0kIYQIdxFEREREREQ9jd3kiIiIiIhIlThNjoiI+qRgMIhvm/wgSRK0Wm0PVkRERL0NR4aIiKhPysnJOW9vo6/fbrrppnCXSEREYcaRISIi6pO2bNkCr9f7jZ+32Ww9WA0REfVGbKBARERERESqxGlyRERERESkSgxDRERERESkSgxDRERERESkSgxDRERERESkSgxDRERERESkSgxDRERERESkSgxDRERERESkSgxDRERERESkSv8fy8AR+W2PxVoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "m1-ago\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols = cols_ephys\n", + "save_dtype = 'ephys'\n", + "ei_type = 'exc'\n", + "adj_rand_score_exc_ephys = {}\n", + "adj_MI_exc_ephys = {}\n", + "for cond in ['d1','d2','m1-ago']:\n", + " print(cond)\n", + " df_acsf,df_drug = return_acsf_and_drug(df_above_threshold[df_above_threshold.ei_labels==1.0],cond=[cond],joint=False)\n", + " common_exps = set(df_acsf.exp_name) & set(df_drug.exp_name)\n", + " df_acsf = df_acsf.drop_duplicates('exp_name')\n", + " df_acsf = df_acsf[df_acsf.exp_name.isin(common_exps)]\n", + " df_drug = df_drug.drop_duplicates('exp_name')\n", + " df_drug = df_drug[df_drug.exp_name.isin(common_exps)]\n", + "\n", + " data_acsf = normalize(np.vstack(df_acsf[cols].to_numpy()),axis=0)\n", + " data_drug = normalize(np.vstack(df_drug[cols].to_numpy()),axis=0)\n", + "\n", + " lables_sta_acsf,mapper,reducer = plot_UMAP_clusters_single(data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = False,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + " lables_sta_diff,mapper,reducer = plot_UMAP_clusters_single((data_drug-data_acsf)/data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = False,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + " df_temp_acsf,df_temp_drug = return_acsf_and_drug(df_above_threshold,cond=['d1'],joint=False)\n", + " exc_acsf = df_temp_acsf[df_temp_acsf.ei_labels==1] \n", + " exc_acsf = exc_acsf.drop_duplicates('exp_name')\n", + " # exc_acsf.reset_index(True)\n", + " exc_drug = df_temp_drug[df_temp_drug.ei_labels==1]\n", + " exc_drug = exc_drug.drop_duplicates('exp_name')\n", + " # exc_acsf.reset_index(True) \n", + "\n", + " adj_rand_score_exc_ephys[cond] = adjusted_rand_score(lables_sta_acsf,lables_sta_diff)\n", + " adj_MI_exc_ephys[cond] = adjusted_mutual_info_score(lables_sta_acsf,lables_sta_diff)\n", + " \n", + " plot_radar((df_acsf[cols_spikes].reset_index(drop=True) - df_drug[cols_spikes].reset_index(drop=True))/df_acsf[cols_spikes].reset_index(drop=True),\n", + " cols_spikes,\n", + " lables_sta_diff,\n", + " logscale=False,\n", + " lims=(-1,7e-1),\n", + " palette=coherence_colors,\n", + " save=False,\n", + " savepath=savepath+cond+'/' +save_dtype+'/'+'spikes_polar_plot_diff_'+ei_type+'.pdf'\n", + " )\n", + " plot_radar((df_acsf[cols_thrs].reset_index(drop=True) - df_drug[cols_thrs].reset_index(drop=True))/df_acsf[cols_thrs].reset_index(drop=True),\n", + " cols_thrs,\n", + " lables_sta_diff,\n", + " logscale=False,\n", + " lims=(-1,7e-1),\n", + " palette=coherence_colors,\n", + " save=False,\n", + " savepath=savepath+cond+'/' +save_dtype+'/'+'thresholds_polar_plot_diff_'+ei_type+'.pdf'\n", + " )\n", + " plot_radar((df_acsf[cols_wf].reset_index(drop=True) - df_drug[cols_wf].reset_index(drop=True))/df_acsf[cols_wf].reset_index(drop=True),\n", + " cols_wf,\n", + " lables_sta_diff,\n", + " logscale=False,\n", + " lims=(-1,7e-1),\n", + " palette=coherence_colors,\n", + " save=False,\n", + " savepath=savepath+cond+'/' +save_dtype+'/'+'waveforms_polar_plot_diff_'+ei_type+'.pdf'\n", + " ) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Biophysical" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inhibitory" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvgAAAMtCAYAAADqpgXLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5ycVdn/8c9dps/2zW422WySTScIJKE36Z0AooQiHQXFRxELYnkUUHnEnyIIoaigFBFROkEJhi69hM4mu0k2yfa+U+92fn9MdiAkQLIlOzu53q/XviCzM/d9drbM9z5znetoSimFEEIIIYQQIi/ooz0AIYQQQgghxPCRgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQY9SUKVM466yztui+PT09lJeX87e//W1Q5+rs7OTSSy9lhx12IBKJUFRUxOzZszn99NN58803s/f705/+xMSJE4nH44M6jxBCiKGTgC+EENuByy67jAkTJrBo0aKtfmwsFmPPPffkz3/+M+eddx4PPvggd955J1/96ldZtWoVb7zxRva+Z555JpFIhKuuumoYRy+EEGJrmKM9ACGEECOrq6uLm266iauvvhpN07b68ffccw8rV65k2bJlHHjggRt97uKLL8bzvOy/TdPk/PPP54orruCSSy4hHA4PefxCCCG2jszgCyFEjnnggQfYaaedCAQC1NbWcs011/Czn/1sUOEc4M9//jOO42wye3/WWWcRjUZZuXIlRx11FNFolEmTJvGd73yHdDqdvV9nZycAVVVVmz2+rm/8UnLaaafR19c36HIgIYQQQyMBXwghcsi//vUvvvCFL1BWVsbdd9/NVVddxV133cVf/vKXQR/zkUceYd68eRQXF2/yOdu2WbhwIQcffDAPPPAA55xzDldffTW/+tWvsvfZa6+9ADjjjDO4//77s4H/k4wfP57Zs2fzyCOPDHrMQgghBk9TSqnRHoQQQoiM3XffnZaWFlauXInf7wcyNfBTpkyhs7OTj/7JnjJlCgcccAB//vOfP/WYkUiEM844gxtuuGGj28866yz+8pe/8Pe//50vfelL2duPPvpo6uvref/997O3XXHFFfz85z/HsiwApk6dyuGHH87XvvY1dtppp03O+eUvf5nHH3+clpaWrX4OhBBCDI3M4AshRI6Ix+O88sorHH/88dlwDxCNRjn22GMHdcyenh4SiQQVFRWb/bymaZsce6eddmLNmjUb3faTn/yExsZGbrnlFs4//3yi0Sg33ngjCxYs4K677trkuBUVFbS1teE4zqDGLYQQYvAk4AshRI7o7u5GKUVlZeUmn9vcbVsimUwCEAwGN/v5cDi8yecCgQCpVGqzYzj77LO58cYbefPNN3nqqafw+/1861vf2uS+wWAQpdRmjyOEEGJkScAXQogcUVJSgqZptLa2bvK5wZa6lJWVAZlOOsNt//3357DDDqO9vZ22traNPtfV1UUgECAajQ77eYUQQnw6CfhCCJEjIpEIu+66K/fff3+21h0yNfgPP/zwoI7p9/upra2lvr5+0ONqbW3dqBXmANd1WbFiBeFweJMFvA0NDeywww6DPqcQQojBk4AvhBA55PLLL2f9+vUcfvjh3H///fzzn//kkEMOIRqNDrpN5gEHHMALL7ww6DHdfvvtzJo1i5/+9Kc8/PDDPPPMM9x1110cdthhvPPOO3z3u9/daM2A53m89NJLm/TMF0IIsW1IwBdCiBxyxBFH8M9//pPOzk4WLVrExRdfzAknnMBxxx232TaXW+K0006jubmZl19+eVCPP/rooznuuONYsmQJ55xzDgcddBAXXnghruty++23c9lll210/yeffJLe3l5OO+20QZ1PCCHE0EibTCGEyHG2bbPLLrswceJEHnvssUEdY6eddmKfffbZpFXmSDj99NNpaGjgueeeG/FzCSGE2JQEfCGEyDHnnnsuhx56KFVVVbS0tHDjjTfy1FNP8dhjj3HIIYcM6pj/+te/OOGEE1ixYgXV1dXDPOIP1dfXM2fOHJYtW8a+++47YucRQgjxyczRHoAQQoiN9ff3893vfpf29nZ8Ph/z589nyZIlgw73kCn9+fWvf82qVatGNOA3NjZy3XXXSbgXQohRJDP4QgghhBBC5BFZZCuEEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQekYAvhBBCCCFEHpGAL4QQQgghRB6RgC+EEEIIIUQeMUd7AEIIIUaGbdskEgk8z9voo6urC03TKCkpQdf1jT7C4TA+n2+0hy6EEGIIJOALIUSOUkrR19dHU1MTzc3N2Y+uri76+/vp7+8nFot94v+n0+lBnTcQCFBQUEBBQQHRaPQT/7+0tJQJEyZQVVWV/SgsLETTtGF+JoQQQmwNTSmlRnsQQgixPeru7qauro4VK1awbt06mpubNwnzyWSScDi8UYguKyvbJHR/0n/D4TCGYWw0S2/bNo8++ihHHnkkhmFkZ/YdxyGZTH7ihcPH/9vZ2bnReDc31qqqKiZMmEB1dTUzZsxg5syZFBcXj/ZTL4QQeU1m8IUQYgQlk0lWrlxJXV3dJh8dHR1UVlYyY8YMJk2aRFVVFXvuuecm4bigoGBYZ8U1TcPn8+H3+zcpxykuLqaqqmqrj/lJ7zY0NTXxxhtv8NBDD7FixQra2toYN24cM2fO3ORj+vTpBIPB4foyhRBiuyUBXwghhoFSivr6el599VVeffVV3njjDT744AMaGxspKCjYKMgeeuihzJw5kxkzZlBUVDTaQx8WmqZRVFREUVERc+bM+cT79fT0sGLFiuxFzvLly7nnnnuoq6sjHo9TU1PDrFmzmDdvHvPnz2fBggXU1tZK2Y8QQmwFKdERQoit5HkeK1euzIb5V199lddff51kMslOO+3E/PnzmT9/PnPmzGHmzJlUVlbmVEC1bZslS5Zw1FFH5cyCWqUULS0tfPDBB7z33nu8/vrrvPrqq7z11ltEIpFs2B/4mDZtWk49p0IIkUsk4AshxGfo6uri6aef5plnnsmG+XQ6zU477bRR6Jw7dy5+v3+0h/uZcjHgf5J0Os3bb7+90cXUW2+9RSgUYt68eey6667st99+7LfffpSUlIz2cIUQIidIwBdCiI8ZCPRPPvkkTz75JG+++SZz5sxhv/32Y7fddsuG+VwPx59kLAX8zbEsi7fffpvXXnuNl19+maeeeooVK1aw8847c8ABB3DAAQdI4BdCbNck4AshtntdXV0888wzPPHEE9lAP3v27GxY/PznP09lZeVoD3PYjPWAvznNzc089dRT2YuyFStWsMsuu2wU+KV7jxBieyEBXwix3fE8j5deeomHHnqIJUuWsHz5cmbNmsUBBxzAgQcemHeB/uPyMeB/XHNzczbsP/nkk6xcuZJddtmFo446ioULF7JgwQJ0XTZzF0LkJwn4QojtQjwe5/HHH+ehhx7i4YcfJp1Oc9RRR3H00Udz0EEHMX78+NEe4jazPQT8j2tqamLZsmU8/PDDPProo0QiEY455hgWLlzIwQcfTCgUGu0hCiHEsJGAL4TIW01NTTz88MM89NBDPP7440ycOJGFCxdy7LHHsu+++2434fbjtseA/1GWZfHMM8/w4IMP8uCDD9La2sqhhx7KwoULOfroo7eriz0hRH6SgC+EyCsrV67kb3/7Gw8++CCvvfYae+yxBwsXLmThwoXMnj1bWisiAf+jlFK88847PPjggzz00EO89NJL7Lbbbhx33HGcfPLJTJ06dbSHKIQQW00CvhBizGtvb+fuu+/mjjvu4LXXXuOII47gC1/4AkcddRQVFRWjPbycIwH/k7W0tPDII49w33338dhjj7Hbbrvx5S9/mZNOOomysrLRHp4QQmwRCfhCiDEpHo/z4IMPcscdd7B06VL22GMPTjvtNL70pS9tN0HM8zwAdF3Hsiwcx8HzPFzXJRAIEAwG6enpwbKs7GMKCgowDIMXXniBGTNmYBgGQPY56+npQdd1DMNA13UikQhKKRzHyd6+vbwL0t7ezt///nfuvPNOXnnlFY444gi+/OUvc+yxx0rNvhAip0nAF0KMGY7j8J///Ic777yTe++9l5qaGr785S9z6qmnMmXKlNEe3rBQSqFpGrZtk0wmsW0bx3EwTZOysjI6Oztpb2/HdV2UUhQXF1NdXU1zczO9vb3ouo6u65SWllJaWkp7ezupVCobyktKSvD5fLzyyitMmjQpe3tVVRWe59HU1ITrunieh1KKGTNmEI/HWbVqVXaMfr+fmTNn0t/fT1dXF6ZpYpomoVCIwsLC7IWGz+fLm4uB+vp6/vrXv3LHHXfQ3NzMiSeeyGmnncaBBx6YvUgSQohcIQFfCJHzPvjgA26++WbuvPNOdF3nlFNO4ctf/jK77LLLmAyQnueRTqcJBoPYtk1bWxvpdBrLstB1nVmzZtHf309ra+tG4bmsrCw7Uz8wwz7w360xmBIdpRRKqeyFhd/vJ51OE4vFcBwH27bx+/1UVFTQ1tZGW1sbAIZhUFZWRkVFBf39/XieRyAQwO/3j8k2lUopXn31Ve644w7+9re/oes6X/7yl/nqV7/K9OnTR3t4QggBSMAXQuQoy7K47777uOmmm3juuec48cQTOfvssznooIPGzIyp4zgkk0nC4TCaprFmzRrS6XS23GXWrFkopejq6sLv9+P3+/H5fCNeF78tavAHynps20bXdYLBIO3t7fT29mJZFp7nMWHChOy7DJqmEQgECIVCmKY5ImMabgPvKN1yyy3cf//97L///lxwwQUsXLhQ1jYIIUaVBHwhRE5Zs2YNN954I7fccguFhYV89atf5ayzzmLcuHGjPbRP5TgOAKZpsn79evr7+3EcB7/fz6RJkwiFQnR3d+P3+wkEAqNayz7ai2w/XtPf1tZGMpnMvotRW1tLKBSio6ODYDA4JkJ/a2srt956KzfddBOpVIrzzjuP888/n+rq6tEemhBiOyQBXwgx6pRSLFu2jOuuu44lS5Zw9NFH8/Wvf52DDjooJ8s4Burke3p66O3tJZlM4jgOVVVVlJWV0dvbi2EYhEKhnHy3YbQD/qdxXRdd17PrAZLJJJZl4fP5mDFjBp7nZd8VycXn9rrrruPnP/857e3tKKX4/Oc/z89+9jP233//zV7QpdNpLr/8cu644w5aWlqorq7mRz/6Eeecc84ojF4IkS9ye0pECJHX4vE4f/nLX7juuutob2/nK1/5Ctdccw01NTWjPbSNuK5LPB7Pfvj9fmpqatA0jUgkQnl5OcFgMBs4i4qKRnnEY9fAc2gYBpMmTQIyz386nUbXdVKpFM3NzViWRTAYpKioiHHjxmUvukbT3XffzcUXX8zixYvZZ599uOqqq7jzzjs57rjjqKmp4Rvf+Aann376Rh14TjrpJFpbW/nTn/7E9OnTaWtry74bJIQQgyUz+EKIba67u5vrrruOa665hkmTJvGtb32Lk08+mWAwONpDAz4M9KlUioqKCvr6+mhtbSUSiRCJRAiHwzk38701cnkGf0vZtk08HkcpRUlJCS0tLcRisez3KBKJbPMZ/j322IP58+dzww03ZG+bM2cORx99NHPmzOGaa66htbWVb3/723zta1/j+eef5+STT6ahoYHS0tJtOlYhRH6TgC+E2Gaam5u5+uqrueGGG1iwYAE//OEPOfTQQ0d95nXgz6DneaxatYpUKkUgECASiTB+/Hg0TRv1MQ6nfAj4HzcQ+Ac+SktLKS8vp7u7O7t4dyS/h5ZlEQ6HueeeezjhhBOyt3/rW9/ijTfe4KmnnkIpxZIlS7jyyit56623mDZtGtFolL333pvbb7+dSCTCwoULueKKK6TPvhBiSKRERwgx4hoaGrjqqqv4y1/+wqGHHspjjz3GXnvtNapjcl2XWCxGf38//f39TJw4kcLCQioqKgiFQnkTfLcXPp+P4uJiiouLgQ8v2hKJBC0tLUBmk6/x48ePyILdjo4OXNelsrJyo9srKyuz59c0jaOPPpqjjz6aZ555hi984Qt0dHTQ2NjI4sWL8fl8fP3rX6erq4tbbrll2McohNh+5N7qNSFE3njzzTc59dRTmTNnDrFYjJdffpkHH3xw1MK9ZVkkk0kA1q1bR1tbG6ZpUlNTQ0FBAQCFhYUS7vPAwGz9xIkTmT17NjU1NZimia7rpNNpVq9eTVdXF7Ztj8h5B3zS2oD99tuPefPm4ff7WbBgAYsWLeLuu+/m29/+Nn/+85+zP6dCCDEYEvCFEMPu5Zdf5thjj2WPPfaguLiY999/nzvuuIMdd9xxm49lYCOplStXUldXR09PDwCTJk1ixowZjB8/nkgkklclOGJjA4uhx48fn23NGYlE6Onp4YMPPmDt2rXAh7P+g1FeXo5hGNnZ+gFtbW2bzOoPqKqqYtKkSfzzn//k7bffJhAI8P3vfx+lFI899tigxyKEEBLwhRDD5oMPPuCLX/wiBxxwAHPmzGHVqlUsXryYqVOnbtNxOI5DV1cXSils2yaZTFJeXs7s2bOpqqoCyMn2m2LbME2TcePGUVtby+zZsykvLwegqamJhoYGOjs7t7qTzcBM/NKlSze6fenSpey9996bfcw+++xDU1MTsViM6dOnc/PNN2cX6J5yyimccsoprFy5chBfoRBieyevcEKIIVu/fj1f/epX2XnnnSkvL2fFihVcddVVjB8/fpuNQSlFT08Pq1ev5oMPPqCnpwfXdQmHw0yePJni4uKc3yxJbHumaWYXtFZWVlJUVERvby8ffPAB/f39wJbP7F988cX88Y9/5JZbbuG9997j29/+No2NjVxwwQUAXHrppZxxxhnZ+5966qmUlZVx9tln8+677/L000/zf//3f5x33nnU1dURiUT43Oc+x4UXXrjJOwNCCPFpJOALIQatu7ubSy65hBkzZtDb28ubb77JjTfeyIQJE7bJ+ZVS9Pf3k0gk0DQt2yZxxowZ1NbWSqAXW8U0TcrKyqitrWXGjBmEw2Ecx+H9999n3bp1xGKxTw37ixYt4ne/+x2XX345u+yyC08//TRLlixh8uTJQKaLVGNjY/b+0WiUpUuX0tPTw6677sppp53Gsccey7XXXkt1dTV//OMfee2112hubmb69On8+Mc/pre3d8SfByHE2CdtMoUQWy2RSPD73/+e//u//2PXXXflyiuvZNddd91m57dtm66uLrq7u4HMzGtJSck2O/9Yl49tMkeKUopUKpXdtdg0TaZNmwZsuqB2JL3wwgv84Ac/4O233+aHP/whX//613Nm3wghRO6RGXwhxBZzHIc//OEPzJgxg3vuuYd77rmHpUuXbpNwr5QiFosBkEqlSKVSTJw4kVmzZkm4FyNG0zRCoRBVVVXMmjWLSZMmoWkara2trFmzhv7+/iEtzt1Se+65J0888QS33347t912GzNnzuTWW2/Fdd0RP7cQYuzZ6oD/5z//Obvpi6ZpBINBxo8fz4EHHsiVV15JW1tb9r7t7e34/X5OPvnkTzxeX18f4XCYhQsXfua5n3nmGQKBAGvWrNnaYW/WvHnzmDhx4qf+gdxnn30oLy/Hsizq6urw+/289tprw3J+IcaSp59+mnnz5nHVVVdx9dVX89JLL3HIIYeM+Hkdx6G9vZ26ujrWrVuH4zgUFBQwefJkCgoKpPuN2GY0TSMQCABQWlpKMBhk/fr11NXVEY/Ht8n5jzzySF577TX+7//+jyuuuILddtuN559/fsTPLcRY9eabb3L22WczdepUgsEg0WiU+fPnc9VVV9HV1bVFxzjnnHM44ogjBnX+s846a6Pc/NGPhx9+GGBk8qXaSrfeeqsC1K233qqef/559fTTT6t//OMf6qKLLlJFRUWqtLRULV26NHv/E088UQUCAdXV1bXZ4910000KUPfff/+nntfzPDV//nx14YUXbu2QP9Hvf/97BahHHnlks5//4IMPFKAuuuii7G1nnXWW2n///YdtDELkuqamJnXaaaepaDSqrrrqKpVOp7fJeV3XVUoptWLFCtXQ0KB6e3uV53nb5Nz5zrIsdf/99yvLskZ7KGOe53mqp6dHWZalHMdR69evV4lEYpucO5VKqZ///OcqHA6rs846S7W2tm6T8woxVtx8883KNE01d+5cdf3116snnnhCPfbYY+qXv/ylmjp1qjr++OM/8xivvfaa0nVdvfzyy4Maw5lnnqlCoZB6/vnnN/no7u7O3m+48+WgA/7mvtA1a9aoSZMmqYKCAtXS0qKUUmrJkiUKUL///e83e7w99thDVVZWKtu2P/W8A8d5//33t3bIn6irq0sFg0F14oknbvbzl1xyiQLUm2++mb3tlVdeUYB67rnnhm0cQuQiy7LUb3/7W1VQUKBOOukktXbt2hE/p+d5qq+vT9XX12fP5zjOiJ93eyMBf2TYtq3WrVun3n77bdXQ0KD6+/u3yXlXr16tTjjhBFVUVKR+//vff+brqRDbg//+97/KMAx1xBFHqFQqtcnn0+m0euCBBz7zOCeddJLac889Bz2OM888U0Uikc+833Dny2EN+Eop9fe//10B6rLLLlNKZWbhqqur1fz58ze577vvvqsA9b3vfe8zz3vssceq3XbbbZPbJ0+erI4++mj10EMPqV122UUFg0E1e/Zs9dBDD2XHO3v2bBUOh9Vuu+22ybhPOeUU5ff7VUdHx0a3O46jJkyYsNlzzpkzR51++umfOWYhxqonn3xSzZ07V82ePVs9/vjj2+ScqVRKrVixQr333nuqra1Ngv0IkoA/smzbVq2traqpqUkplQkS2+Ldp0cffVRNnz5d7bzzzurZZ58d8fMJkcuOOeYYZZqmamxsHPQxWlpalM/nU9dff/1Gtz/xxBMKUH/961/VD3/4Q1VVVaUKCgrUwQcfvMlE9JYGfKWGN18O+yLbo446CsMwePrpp4HMZjJnnXUWr732GsuXL9/ovrfeeiuQqW36NJZl8fjjj3PggQdu9vPLly/n0ksv5ZJLLuHee++lqKiIL3zhC/z0pz/lj3/8I7/85S+588476e3t5ZhjjtloC/Bzzz0Xy7K44447Njrmv//9b5qamjj33HM3Od8BBxzAo48+uk0WVgmxLTU1NXHaaadxzDHHcOaZZ7J8+XIOPvjgETuf53l0dXVh2zY+n4/S0lJmzpzJuHHjMAxjxM4rxEgyTZOKiorspmrr1q1jxYoVdHV14XneiJ33iCOO4O233+akk07isMMO46yzzqK1tXXEzidErnJdl2XLlrFgwQImTZo06OM89thj2Lb9ifnzhz/8IWvWrOGPf/wjN998MytWrODYY4/d7NpOx3E2+tjcfYYzXw57wI9EIpSXl9PU1JS97ZxzzkHTNG655ZbsbY7jcPvtt7PPPvswe/bsTz3mG2+8QTKZZP78+Zv9fGdnJ//61784+eSTOfLII7npppuwbZs//OEPPPbYY5xwwgkcf/zxXHXVVbS2tvL4449nH3vQQQcxderUjcYGcMsttxAOhznllFM2Od/8+fPp6Ojggw8+2KLnRIhc5zgOv/3tb5k9ezau6/Lee+/xve99D7/fPyLnc12Xjo4O6urq6OzsxLZtdF2ntLRUdpgVeWfq1KmMGzeOzs5O6urqRrTzTSAQ4Ic//CHvvvsu/f39zJo1i9///vfSbUdsVzo6OkgkEkPeRf35558nFAp9Yk7dYYcduOOOOzjqqKM4+eST+X//7/+xYsUKXn755Y3uF4/H8fl8G318/vOf3+R4w5kvR+SV9ONXHlOnTuXAAw/kzjvvxLIsAB599FFaWlo+c/YeyF4sVFRUbPbzu+yyCxMnTsz+e86cOUDmSigcDm9y+0e78Giaxtlnn82bb77Jq6++CmQuGB566CFOPPFECgsLNznfwDjWr1//mWMXIte988477LXXXtx8883cd999/O1vf6O6unpEzjXwt6Gjo4Pe3l4mTJjA9OnTN/o9FSLfaJpGSUkJ06dPZ9KkSRiGQX9/P21tbSMWvCdPnsw///lP7r77bq699lr2228/mZQSYis1NTUxbty4T+zW9vEOkDvttBPAJt0eQ6EQL7/88kYff/rTnzY53nDmy2EP+PF4nM7Ozk12sjz33HPp7OzkwQcfBDLlOdFolJNOOukzjzlQUvNJm3qUlpZu9O+BWcdPuj2VSm10+9lnn42u69mSoYELkc2V53x0HB8t9RFirHEchyuvvJLddtuNgw46iDfeeGPEynE8z8u2unRdl4qKCmprayksLJQ2l2K7oWkakUgEAMMwiMfj1NXV0d7ePmKlO4cffjjLly9njz32YP78+fzmN7+R2XyR98rLywmHw6xatWpIx0kmk5+6oVxZWdlG/x5oo/vxfKjrOrvuuutGH7NmzdrkeMOZL4c94D/yyCO4rssBBxyw0e1f+MIXKCkp4ZZbbqG9vZ2HH36YRYsWEY1GP/OY5eXlAFvcr3RrVVdXc9hhh/HXv/6VdDrNrbfeyvTp09l///03e/+BcQyMS4ix5t1332XvvffmtttuY9myZfzqV78asV0xu7q6qKuro6+vj4kTJ2IYRrYHsBDbq3A4zJQpU6iurqa3tzfbR38k1naFw2Guvvpq/v3vf3PjjTey//77U1dXN+znESJXGIbBwQcfzKuvvsq6desGfZzy8vIRy56bM5z5clgDfmNjI9/97ncpKiri/PPP3+hzwWCQU089lccee4xf/epX2La9ReU58GFpTX19/XAOdyPnnnsu3d3d/O///i9vvPEGZ5999icGkIaGBnRd3+zVlxC5zHEcfvWrX7HbbrtxwAEH8Nprr7HnnnsO+3mUUtlyPMdxqKqqora2dosu6IXYXmiaRkFBAdOmTSMajZJIJFi5ciW9vb0jEvT33Xdfli9fzm677ca8efO4+uqrZTZf5K1LL70UpRRf+cpXsq9HH2XbNg899NCnHmP27Nl0dnbS29s7UsPcyHDmy0EH/LfffpsXXniBZ599lnvvvZdvf/vb7LTTTsTjce677z7GjRu3yWPOPfdcXNfNLubbe++9t+hc1dXV1NbW8sILLwx2uJ9p4cKFlJeX8+tf/xrDMDjzzDM/8b4vvPACu+yyCyUlJSM2HiGG23vvvcc+++zDLbfcwuOPP85VV11FKBQa9vPEYjHq6+tZu3YtSikqKiooKiqSGfttQCmF67pYlpUNbolEgr6+vuyHZVkopYhEIvT392dv9zwPz/NIJBKkUqnsMaRb2MgbeEcrFApRWlpKc3MzDQ0NJBKJYT9XOBzmd7/7Hf/617+4/vrr+fznPy+z+SIv7bXXXtxwww08/vjjLFiwgMWLF/PUU0/x+OOP8+tf/5oddthhkwYrH3fAAQeglOLFF1/cJmMeznxpDvaBZ599NpCpay8uLmbOnDlccsklnHfeeZsN9wDz5s1j3rx5vP7661s8ez/gtNNO47rrriOdTmdrnIaT3+/n9NNP5+qrr+bwww/faNHuR8ViMf7zn/9wxRVXDPsYhBgJruvym9/8hssuu4yvfe1rXHHFFSMS7D3PY82aNSSTScaNG0dZWZmE+iFSSuE4DrZtZwPgQCgfuL2goIDKykrWrVtHT09P9rGVlZWMGzeOrq6u7LojTdOoqKggEAhQXFxMV1cXmqahlCIcDuN5Ho2Njdmwr2kac+fOJR6P09jYiK7rmKZJIBCgurqaVCpFIpHANM1sZwjTHPTLynZP0zTKysooKSmho6MD27YBsm1kh9N+++3H8uXL+eEPf8i8efP4+c9/zje/+U1pTyvyyle+8hV23313rr76an71q1/R0tKCz+dj5syZnHrqqXzjG9/41Mfvs88+TJkyhQceeIDDDjtsRMc63PlSU2NkeqapqYmpU6dy2223sWjRolEbx5/+9Ce+9a1vsXbtWpnBFzlv7dq1nHLKKbS3t3Prrbdu8btmW2MgaIZCIbq7uyksLJSQsBWUUqTTaSzLIp1O43kelZWV9PT0ZGtHDcOgoKCA6upq+vv7s6F6IGwHg0Ecx0Epha7r6Lr+qRdXtm2zZMkSjjrqqE8MjkopPM/DMIyN3hUYeGegqKiIWCyWDaKO4xAKhZgyZQodHR309fURCAQIBAJEIhFCoRBKKbno20qO41BXV0dxcTGVlZUj8rv19NNPc/bZZ1NTU8Odd965SZMMIbZnv/nNb/jFL37B+vXrR2RybMBw58sx03B6woQJXHTRRfziF78Y0Y1CPs1A/fKll14q4V7kvIceeohddtmFOXPm8Prrrw97uFdK0dXVxYoVK+ju7gagpKREwv0nUEqRSqXo7u6mubmZ1atX43keqVSK+vp62traSCaT2QBcUFDAzJkz2WGHHZgzZ062denAjH1ZWRlFRUXZxdEDs+gDi5iHStO07PfSMAxCoRDRaJSioiKKiooAiEajTJkyhRkzZjBnzhwmT56cHePAz0IikciWmqxdu5a6ujpWr15Nc3NztlPEWJhnWrx4MVOnTiUYDLJgwQKeeeaZLXrcc889h2ma7LLLLoM6r2maTJs2DcuyqKur2+hdmuGy//77s3z5cmpqath5553517/+NeznEGKsuvDCCykqKuL6668fsXOMRL4cU++l/vjHPyYcDrN+/foh7Uw2WGvXruXLX/4y3/nOd7b5uYXYUpZl8YMf/IA//vGP3HjjjZx66qnDfg7XdVm9ejWO4zBx4sTN7hexPRsI86lUimQySWlpKYFAgFWrVhEIBAiFQhQUFACZBgQ77LDDJqHcMIwxd7E08DUMzNx/XFVVFel0OvsxMFmzYsWK7EVEKBTKuXeB7r77bi666CIWL17MPvvsw0033cSRRx7Ju+++S01NzSc+rre3lzPOOIODDz54SDvKBgIBJk+eTF9fX/ZiyHGcYS2Hikaj/OUvf+Evf/kLX/rSl7jwwgu54oorhr00SIixJhgMcvvtt/P666+P2DlGIl+OmRIdIcRnq6+v5+STT8Z1Xe6++25mzJgxrMcf2F7b7/fT09NDUVGR7DxL5oInHo9jmibhcJiGhgZSqRTBYDC7cDIQCORMicqWlOhsSwMXQgP/nTRpEpqmsWbNGiKRCJFIhHA4PGqhf6CH/A033JC9bc6cORx//PFceeWVn/i4k08+mRkzZmAYBvfffz9vvPHGsIzHdV0++OCDESvbee+997JtrO+6667sOzNCiLFDXpmFyBN///vfmT9/PnvttRfPP//8sIb7j5fjDOzMub2G+4F5kd7eXlauXMl7771HS0sL6XQagJqaGubMmUNtbS1VVVXZ2excCPe5KBgMUlJSkm2n6vP50DSN0tJSXNelubmZFStWZNcr9Pf3b7P2jpZl8eqrr26ywO6www7jv//97yc+7tZbb6W+vp6f/vSnwz4mwzBGtGxnzpw5vPjii+y0007MmzePBx54YFiPL4QYeWOqREcIsalkMsnFF1/M3/72N/785z9zwgknDOvxHcdhzZo123U5zkD7yP7+fuLxOJqmMW3aNHw+H+Xl5UQikY1mwqWTzNAZhkFJSUm2HtV1XTRNI51O09LSgmVZhEIhSkpKNtm1fDh1dHTgui6VlZUb3V5ZWUlLS8tmH7NixQp+8IMf8Mwzz4zYz8JHy3YcxwEyP6fDddEdCoW48cYbOfDAAznjjDM4++yz+dWvfjUiXeyEEMNPXoWEGMM++OADTjrpJEKhEK+//jpTpkwZtmMP9FQ3DIPi4uLtbsbecRxisRhFRUWk02nWrVtHQUFBNtBDpqd4OBwe5ZFuHwbKUAoLCyksLMS2beLxePb2devWoZSioKCAgoKCYS9b+fi7L59UbuW6LqeeeiqXXXYZM2fOHNYxbG5MAwueXddlxYoVlJeXD2uL2kWLFrFgwQJOPvlk9t57b+6++26mT58+LMcWQoyc7efVWog88/DDD7P77rtz2GGH8cwzzwxruE+lUjQ0NNDS0pLtzb29hPvOzk4aGhp4//33sy0gg8Egs2bNYuLEiRQXF+dE3fr2zufzUVxcnF2sXFZWht/vp6Ojg/fee494PA6w2R0st0Z5eTmGYWwyW9/W1rbJrD5Af38/r7zyCt/4xjeyrUwvv/xyli9fjmmaLFu2bEjj+SSGYTBp0iS6urpoaGjIlosNh+nTp/Pcc8+x7777sttuu7F06dJhO7YQYmTIDL4QY4xSiquuuoorrriCP/3pT8O6L4RSio6ODtra2igrK6OiomLYjp2r0uk0PT09BINBioqKsG2boqIiqqur8fv9oz08sYUGOvBUVlZiWRamaWLbNitWrMDv92fbe25tiYnf72fBggUsXbp0o/K3pUuXctxxx21y/8LCQt56662Nblu8eDHLli3jH//4B1OnTh3cF7gFIpEI06dPp7W1le7ubsaPHz9sxw4EAlxzzTUsWLCA448/nl/+8pd885vflHUlQuQoCfhCjCHJZJLzzjuPp59+mqeeeooFCxYM27GVUiilSCaTTJ06Ne9LT2KxGK2traRSKQoKCohGowDDGorE6Bi4MNN1ndmzZ9Pf309vby+9vb1Mnz4d27azu/JuiYsvvpjTTz+dXXfdlb322oubb76ZxsZGLrjgAgAuvfRS1q9fz2233Yau6+y4444bPb6iooJgMLjJ7SNB13WqqqqyuyCvX7+e8ePHD1vt/BlnnMHMmTM54YQTePPNN1m8eLHU5QuRgyTgCzFGrF+/nuOPPx6fz8fLL788bEF0YNY+lUoxadKkT+3rPZZ5nkdfXx+xWIyJEydmF3EWFRXlVM91MbwG1pAUFxdn6+Z7enpob2/PbtxVWFj4qSVoixYtorOzk8svv5zm5mZ23HFHlixZkm0f2dzcTGNj47b6kraIpmnouo7f72flypXZzdGGY8Z9zz335JVXXuH444/noIMO4t57791suZIQYvRIH3whxoAXX3yRE044gcMPP5wbb7xx2GbMLMti7dq1uK5LdXV1Xs7ae57H+vXr6e/vz9Ztb09rCjYn1/rgjwbLsujp6aG3t5eysjJKS0tJp9P4/f68KzuJx+OsX7+e4uLiYS27++g7ig888ADz588ftmMLIYZm+32FE2KMuP322znooIP4/ve/zy233DJs4V4pRWNjI6FQiOnTp+dVuHddl46ODmKxGLquEwqFmDp1KtOnT2fcuHHbdbgXGX6/n4qKCqZPn05JSQme59HQ0MDKlSvp7OzcZn32t4WB2vyysjI8zyMWiw3LcUOhEHfccQff+MY32H///fn73/8+LMcVQgydlOgIkaNc1+XSSy/lD3/4A/fdd98mG+0M1kCpSnFxMVOnTs2r8pRUKkVHRwe9vb2EQiGCwSCQ6YQiPmQnHJQ92qPIDQOz9ZqmMWvWLHp7e+nq6qKjoyPb5jIfZvQHLmrj8TiNjY2UlJRQWVk55ItdTdO45JJLmDt3LqeddhpvvfUWl112mVxECzHKJOALkYOSySSnnHIK77//Pi+++OKw9dNOp9OsXbsWTdMoLCzMi3DveR7xeJyCggIsy8puQjUQ7sWm7KSLZ0G630YvMDB8EsYgE4IHNtdyHAdN02hpaSGRSFBWVkZhYeGYD/uRSIRp06axdu1aVq1axaRJk4alW9QxxxzD888/z8KFC6mrq+O2226TxbdCjCL5qy5Ejunu7uawww6jvb2d//73v8MW7nt7e6mvrycSiTB16tQxP8M2UIZTV1dHc3MzrutSWFjIxIkTJdx/Bs3IhFTPVaT6LFK9Fo6VPyUpw2Ggw055eTkFBQW0tLRQV1dHIpEY5ZENXSAQoLa2lkgkgqZpDNdSvB122IHnn3+eVatWcdRRR9HX1zcsxxVCbL2x/QovRJ5Zv349+++/P8XFxSxdupTS0tIhH3PgxVvXdaqrq6mqqhrz4R5g9erV9Pb2UlVVxYwZM/Li3YhtRik0H4SK/QQKMots0/02yZ40TsodtsCXD0zTZNy4ccycOZPx48fj9/txXZf29vYxXaev6zrjx4/H5/PR3t5OU1MTnucN+bjjxo1j2bJlmKbJAQccQGtr6zCMVgixtcb+q7wQeeL9999n7733Zvfdd+e+++4blkWv6XSa+vp6EokEBQUFFBYWDsNIR4dt2zQ3N9PU1ARATU0NtbW1FBUVjfmyiW1NeTDwlJl+g2CRn2ChH83QScdtkt0WdtJBeRL0B2iaRlFREaZp4jgO/f39fPDBB7S0tGDbY3tBQ3FxMclkcth2wI1Gozz00EPssMMO7LPPPtTX1w/DKIUQW0MCvhA54MUXX2TffffltNNO449//OMWb8Dzafr7+6mvrycajRIKhYZhlKNjYLOeuro6LMuiuLgYAJ/PJ8F+EDx3Q2j/2FNn+HSCBT5CxX7MgI6ddEn2WFhx58PHCODDEpcpU6aQTqdpa2sDGJYZ8NHg9/uZOnUqkUiEVatWDcvX4ff7ue2221i4cCF77703r7/++jCMVAixpWSRrRCj7F//+hdf+tKX+MUvfsE3v/nNYTlmMplk7dq1TJgwIRuIxxrLstB1PRviZeHsMFGbD/gDdEPHH9HxhRR2ysVJudgpB9Nv4AsZ6KbMCw0Ih8NMnjw5uwt0fX094XCYioqKMbe/wMAOuAN7RAzHngC6rvOb3/yGqqoqDjjgAO677z4OOuigYRy1EOKTyF9qIUbRHXfcwYknnsgf/vCHYQn3nudhWRbBYJDp06ePyXDvOA7Nzc2sWLGC/v5+DMOQhbPDSA1Mzn5GbtN0DX/YJFTixx8xcR2PZK9Fqs/CtcbmTPVI0TQNTdOoqanBdV3q6upoaWkZk2sZ/H4/nuexevXqYanL1zSN733ve1x77bUce+yx0itfiG1EZvCFGCW//e1v+dnPfsYDDzzAIYccMuTj2bZNY2Mjfr9/2FrfbWuxWIzGxkbC4TC1tbVjurQoV2Xr6rdwYlbTNHxBEzNg4FoedtIl1W+hGzq+kIEZkMXNAwKBADU1NSQSCfr7+9E0jXQ6jc/nG1ML23VdZ+rUqTQ2NrJ69WpqamqGXDZ45plnUl5ezqJFi2hvb+fCCy8cptEKITZHAr4Qo+AXv/gFV199NcuWLWPXXXcd8vESiQSNjY1Eo1EmTJgwDCPcdpRSdHd3U1RURDAYpKamhmg0OtrDyltKKTT9w0W2W0rTNMyA8WHQTzmkYzZ20sEMZm6XNREZ4XA4u0i+ra2NeDxORUUFJSUlY+Y58vv91NbWsn79enp6eoZls7ijjz6apUuXctRRR5FKpfjOd74zDCMVQmyOBHwhtrHLLruM66+/nieeeILPfe5zw3LM9vZ2ysvLKSsrGzMBQilFf38/LS0tQCYUBYNBCfcjTHlsfbr/GMOvY/j9eE5mRt+KO9gJFzNo4AsaaPrY+BncFqqrq+nr66O1tZXOzk6mTJkyZurzB1rrQmZNTDKZpKioaEjH3GuvvXj88cc59NBDcRyHSy65ZDiGKoT4GAn4QmwjSil++tOfctNNN/HEE08wd+7cIR+vp6eH4uJiampqxkywH9DR0UFHRweVlZVjamZzrFNeZgZ/OOimTqBAx+caOBsW5DopFzOgYwZNdEO+pwPtNQsLC+nr68M0TVKpFLquj4kyuoHfS8uyWL9+Pel0mnHjxg3p93XBggUsW7aMQw45BMdx+NGPfjRcwxVCbCABX4htQCnFj370I2699VaefPJJ5syZM+TjrV+/nng8TjQaHTMzgp7n0dXVRWlpKSUlJZSUlAxLS1DxyVzXxfO8bKcXx1GgZdqMWpaF53mZOvuP/AxtbXjbfOedtHTe+YiBoA+ZFrZtbW2MGzeO8vLyMVGfH41Gqa2tZfXq1TiOQ1VV1ZBC/i677MKyZcs4+OCDcRyHn/70p8M4WiGEpsbiMn8hxhClFD/+8Y+59dZbeeKJJ5g1a9aQjud5HmvXrsWyrDHzdv9AOU5zczOmaVJTUzMmxp1LlFJomoZlWaRSKRzHwXEcgsEghYWFtLa20t/fj+d5uK5LRUUFZWVl1NfXk0wms2GsvKCSSEGYhrUrs7v/KqWYNWsWSinq6urQNA3DMNB1nRkzZpBOp2ltbcXn82GaJn6/n+Li4uzFg2maG4U9pRRO2sVOuihPYfh0fEETw59bQXbx4sX8+te/prm5mblz5/K73/2O/fbbb7P3vffee7nhhht44403SKfTzJ07l5/97Gccfvjhgzp3IpHIdqmZMmXKmJjNh8xMfltbGxMmTBiWC5N33nmHAw88kG9+85v8+Mc/HoYRCiFAZvCFGHGXXXYZf/rTn3jqqaeGHO6B7K6ZtbW12YCW69ra2ujq6pJynM+QmWF38Pl8JJNJuru7SafT2dankydPpq+vj+7u7mzYDgQCABQUFBAKhdB1HcMwshdQU6dOzbZxBEh0pcHwWLVqFUcdddRGF1oDQX/gImHgosIwDKLRKLZtY1kWtm1TXFxMX18f69evBzLvCBQVFTF+/PjsBUggEkDzDJyUl3Odd+6++24uuugiFi9ezD777MNNN93EkUceybvvvktNTc0m93/66ac59NBD+eUvf0lxcTG33norxx57LC+++CLz5s3b6vOHw2GmTZtGb29v9t0UIOeDvt/vp7q6GqUUbW1tlJWVDenv0Ny5c1m2bBkHHnggpmnygx/8YBhHK8T2S2bwhRhBV1xxBddddx1PPPEEO+yww5COZds28Xh8zPS2H+iOU1JSgm3b6Lou5Tgf4TgOhmFg2zYtLS3ZIG8YBrNnzyaRSNDX14ff7ycQCOD3+4f8rodSikRXGj0Aj/3n35sE/MHwPA/HcbIXnpFIhM7OTjo7O7EsC03TqKiooLSojO6OHpQDwVCQYIF/VDvv7LHHHsyfP58bbrghe9ucOXM4/vjjufLKK7foGHPnzmXRokX87//+75DH09nZSUtLCxUVFZSXl+f8RbDneTQ2NuI4DpMnTx7yz9Hy5cs56KCD+MEPfsD3vve9YRqlENsvebUVYoT83//9H9dee+2whPtUKsWaNWuIRqNjIuCnUinWrVuHUoqCgoKcn5XcFpRStLe3k0qlSCaT2LbNrFmz0HWdUChESUkJgUAgG5Q+2mpx2MawYc+i4cyOA4tFP/o9Lisro6ysDKVUNuQbfh1Ht+iO9ZBusdAxqKqqoqisENtLEwwFt9k7UpZl8eqrr24yW3zYYYfx3//+d4uO4Xke/f39lJaWDsuYysrKCIVCrFu3jr6+vpwvY9N1ncmTJ7N+/XoaGhqYMmVK9t2kwdh55515/PHHOfjgg/H5fFx00UXDN1ghtkMS8IUYATfffDNXXXUVTzzxBDvuuOOQjpVIJFizZg2lpaVUVFQM0whHTnd3N01NTZSXlzNu3LgxsYBwuLmuSyKRIB6PE4/HGTduHIWFhTiOQygUorS0lFAolA2048aN2zYD2/CG7bZqY6lp2kahb/z48YwfPx7HcUjEkxjKxE46NDSswcUhWhwmWhBl3LhxIxr2Ozo6cF2XysrKjW6vrKzMtm39LL/5zW+Ix+OcdNJJwzaucDjM9OnT6ezsxDAMXNdF1/Wcnc3XNI2JEyfS1tY25B1vAebNm8djjz3GwQcfTElJCWeeeeYwjFKI7ZMEfCGG2X333cfFF1/Mv//9b3beeechHy+ZTGYXTOYyy7Lw+XyEQqHtbhdaz/OIx+NomkY0GmX9+vWkUikikQhlZWXZmfjR3oTMy+5iO7qB0TRNCosKgEzbzllzZ5LsTxKPJ0j1paEMklaSpqYmIpFI9mO4LxY/HpwH1hx8lrvuuiu7C/VwX3Trup694GtqaiKZTFJdXT2k2fGRpGla9kJpYG3IUPay2HXXXbnvvvs49thjKS8v5+ijjx6uoQqxXZGAL8Qwevrppzn99NP561//yj777DOkY/X39+Pz+XI+2A+UnrS3t293wT6RSNDe3k4sFsM0TcrKyohGo1RXV+fmOxcDJTo5NDRN1/CHTXyhKOF0CDvpkuqzURoUFRST2hD0fT4ftbW1pNNpDMMY0nqO8vJyDMPYZLa+ra1tk1n9j7v77rs599xzueeeezjkkEMGPYYtMX78eFpbW1m5cuWYqc1vbGxk0qRJFBQUDPoYBx10EH/+8585+eSTWbp0KXvuuecwjlCI7YMEfCGGyZtvvslxxx3HNddcw8KFC4d0rL6+PtauXcukSZMIBoPDNMLhl06nWbduHZ7nMXXq1LwO90op0uk0fX19JBIJJk+ejKZphMNhKisrCQQC2fCVk+GeD2eoczEkapqGL2jiC5rZFpshI0IkWkBluY624dWqu7ubjo4OQqEQhYWFFBUVbfUaD7/fz4IFC1i6dCknnHBC9valS5dy3HHHfeLj7rrrLs455xzuuuuubTKzrOt6Zp1CURGtra2UlpbmdOesgQ5ZA3+7hhLyv/SlL9Ha2srRRx/Ns88+O+S9Q4TY3kjAF2IYrFq1iiOOOILvfe97nHvuuUM6Vm9vL+vWrWPSpEkUFhYO0whHhm3b2YCbq6F2qAY2iFq5ciW2bRONRikqKkIpRSgUGlMXNcO5i+1IMgOZVpqu5WGnHKy4g6ZrqFCmTr6srIz+/n76+/uzHYa6urqIRCJbXMpy8cUXc/rpp7Prrruy1157cfPNN9PY2MgFF1wAwKWXXsr69eu57bbbgEy4P+OMM7jmmmvYc889s7P/oVAou4HVSAmHw0ydOhWA5uZmwuHwiJ9zsIqLi9E0jXQ6PaSAD/CNb3yD1tZWDj/8cP773/9SXV09TKMUIv9JwBdiiNrb2zn88MP54he/yKWXXjqkYyml6O3tzelw73keTU1NFBUVUVBQMKR621zlOA49PT309vZmd92dMGEC4XB4TF/IKG/bLbAdDoZfx/D78RwPO+lixR3shIsZNCgpLsl2sBnoaNPc3EwwGKS4uJjS0tJPfadi0aJFdHZ2cvnll9Pc3MyOO+7IkiVLmDx5MpAJ0o2Njdn733TTTTiOw4UXXsiFF16Yvf3MM8/kz3/+88g8AZsRDoezu1iPHz8+J38eBy4+Blq/DiXoX3755bS0tHD44YfzzDPPDFvXIiHynfTBF2IIYrEYBx54ILW1tdx1111DerGNx+OEQqGcLaGATPvLtWvXYhgG1dXVedX+cqB8pb29ndbWVsLhMMXFxRQVFeV0WcTWSPVaaLqGHoQlS5YMSx/8bclzFU7KwUlnFhOYAR0zaKAbmd87x3Ho6+sjHo9TXV1NKpUinU5TWFiYk0F4sCzLYu3atei6zpQpU3L278VAqWFNTc2QQr7jOHzxi1+ko6ODxx57bNjbxwqRjyTgCzFIlmVx7LHH4roujzzyyJC6XAy8EE6ZMoVIJDKMoxw+lmWxcuVKysrKqKioyNlQsbVSqRRdXV2kUimmTp2a7dueTxcvA5I9aQyfgeZXYzLgD1Cewk65OKnMbrum38AXMtDNjUP8wKy+67rZWf1c7UaztQbWhASDQVKpVM6u1RkoORxqyE8mkxx22GGUlJRw7733yqZ5QnyG/JnSEGIbUkpx/vnn097ezr333juk0NDf359dlJaL4d51XdLpNH6/n9raWiorK/Mi3LuuS0NDA/X19Xiel+2eMlDTnY8yJTqjPYqhG+i8Eyrx44+YeK5Hstci1WfhWh/2Yy8oKGDGjBnU1NRkeu8nEkCm+9FYn9vSNI1gMIjruqxevTq72D3XFBUVMXHiRLq6uob0nIdCIR588EFWrVrF//zP/wzjCIXIT3IJLMQg/O53v+Oxxx7j5ZdfHlKt/EA9e3V1dU7W3KfTaRobGwmFQlRXV+fsLOGWchyHrq4uwuEw0WiUkpISampqtovZwIHFwpqmoRjb4XbA5jrvpPotdEPHFzIw/JlNogb66EPmd27t2rUopSgtLaW0tHRMf/8Nw2DatGmsXbuW+vp6Jk+enHMXqAOlbh9912EwSkpKeOSRR9h1113Zaaed+NrXvjbMIxUif+TBXI4Q29a///1vfvKTn3D//fcPaeOigV0qZ8yYkZMdMWKxGPX19RQUFDBx4sTRHs6QWJZFU1MTH3zwAYlEIluPXVJSMqbD3dZQ2R74Gul+Gy89uuMZbmbAIFTsJ1jgR9MhHbNJ9ljYKWejmWNd15k5cyYTJkwgHo9TX1+fvfgZq3w+H1OnTiUajRKLxUZ7OJulaRqxWIxVq1aRSqUGfZyamhruvfdevvvd7/Lkk08O3wCFyDMS8IXYCnV1dZx88sncdNNN7LbbboM+jmVZrFixYqOwmWu6urqoqqpi/PjxY7Ykx7IsIFO/67ou06ZNY8qUKdvnIj2lUK4iHbdxLQ/lgJ1yR3tUw87w6wQL/YSK/BimjhV3SHZbWAkHtWEnX03TKCwsZOrUqUybNg1N02htbWXdunVDCp+jSdM0qqqqKC0tza4ryTWFhYWUlpayevXq7O/mYOy7775ce+21fPGLX2TVqlXDOEIh8kduJgshclBPTw8LFy7k/PPP57TTThv0cRzHYfXq1RQVFeVcD3XP82hra8PzPCZNmkRJScloD2lQEokEa9asYcWKFdi2TVFRUc5vGjbSrIRNqt9GeZnZauWCHXew4vZoD21E6KZOoMBHqDiAGTBwUi7JHgsrbuO5H9aqD7yDM7BJU319PY2NjUMKoKPN8zxaW1tpamrKuXcmKioqKCgoYN26dUMa27nnnstpp53GwoUL6e/vH8YRCpEfpIuOEFvAdV2OOeYYDMPggQceGHTbRKUUDQ0N+P1+qqurc2pm3HEcGhsbUUoxefLkMVu6snbtWvr7+yktLaWsrGxMdokZTp7rYcWc7Mx9uCRAa6KLp595mqP3ORKfaeAL+whEzZz6eRxuylPZOn2lFIbfwBc0MHwbz3PZtk1HRwfjxo1D0zQsy8q5C/EtYVkWjY2NGIZBTU1NTrV6VUph2zZ+vz+7LmQwHMfhyCOPJBqN8s9//jNn3w0VYjTIb4MQW+AHP/gBa9as4a9//euQXig1TaOiooKJEyfmVJhKpVKsXLkyW8s71sL9R0sSysvLmTVrFuPHj9+uw71SCivhkOq1UUrhCxp4StHjxLECDlbQIeZP4HqKVI9FstvCc/N3vkfTNXyhTOedQMSHcj1SfRapXgvH+rBUyefzUVVVhWmaJJNJGhoaaGxsJJ0eW4sWBrpeRSKRnAu+A21oe3t7s5MKg2GaJnfffTdvvfUWP/vZz4Z3kEKMcbn1Wy9EDrrtttv405/+xIMPPjjoTjdKKZqamkilUhQUFOTcC66u65SXl1NdXZ1zY/s0lmWxbt066uvrSafTKKUIhUI5NVs5GjzHI9VrYycdzECmm0wibtFjxLDCDpF0kEgigGu49EZjJANpEr1pYm1JPCf3Wi0OJ03TMIMGoeIAgYLMBWC63ybZk8721R8QjUaZOXMmhmGwcuVKuru7R2vYg6LrOhUVFQCsWbMm5xbgRqNRbNtm/fr1gw75paWlPPjgg1xzzTX8/e9/H+YRCjF2jZ1XciFGwQsvvMDXvvY1/v73vzN9+vRBHUMpRUtLC7FYLOdmxnt6emhvb8fv91NeXp5T7yp8Fs/zaGhoQCnF9OnTqaqqGlPjHwlKqcyi0t5M/XiwwIfnesQSKXp8cbSgRmEiRNQIEdBNSu1C/GkfSV+a/kiCWDJFz7o4VtwZ5a9k2zD9BsEiP8FCP5qhk45v6LyT/LDzjs/nY+LEiUyfPp1IJILnebS3t+O6Y2eB8sCi4jVr1tDb2zvaw8kyDIPJkycTj8dpbW0d9HF22GEH7rzzTs4991xee+21YRyhEGNXbqUNIXJIR0cHX/ziF/nFL37BIYccMujjdHZ20tvbS21tbU4F/I6ODtra2qipqRntoWwxpRRdXV14nse4ceOYPn16Tj2no8m1PNJxGxT4wyb6hsAa85Kkow6+Hp1oKkioJECbr5u+SJJAsUmEEMmERY8eIxZJkoinSTfZFJaGCJcE0fT8v2gyfDqGT8dzDeykm/0wAwZm0EA3tOxmdrZtE4vF6OjooLKyMrs4N9cNtIRdu3YtnuflzAJ6n8/HlClTiMfjQzrOMcccw49+9CNOPPFEXn/9dYqLi4dngEKMUbLIVojN8DyPhQsXEgwGueeeewb9Aq6UYt26dZSVleVUa8aWlha6u7uZMmXKmFlAGI/HaW5uxvM8qqqqhrTtfT5RXqbW3km7GD4df8TESXukExb9viRuUBGy/Gjt4I/6cMpdGts7efbpZzn22EMo8EeIaAEMx6A/maDLipHqS+NP+CgtLKBgXAgzaIyJEDtcPFfhpFycdGaW3vBnNs7SjQ/f9O7r66O5uZmCgoIh7YexrSUSCQzDyG6GlUvf11Qqheu6g97R2/M8jj32WEKh0JD+bguRDyTgC7EZv/nNb7juuuuGNBNkWRamaeZkTXtvby/BYDA7K5nrHMdhxYoVlJeXU1ZWlpPP6Whw0m62nMYfNtF9OlbMJmVbxIIpjIBOKOHH7/pIp2zi0SRrG7p55c56kj0Jjvvx3gTHmZh+Db/mI6IH8TkGPek4Xb19pLtdivUoJeMihIsCGP7t63n/rM47nufhui6madLe3j6mdsXt7OwklUoxYcKEnAnCXV1dtLa2Mm3atEHvxtvR0cHOO+/Mj370I77+9a8P8wiFGDsk4AvxMS+++CIHHXQQy5YtY4899hjUMVzXpaGhgZKSEsrLy4d5hIPjeR7r1q1j3LhxY2LWfqAcR9M0SktL8TxPgv0GnpuZtXctF8Nv4A+b2XaYCdKkIhY+3SASC6ArAxVRNHZ2EI9ZPHvr26ycsp4et5d91uzMvMOnM/FzZehRDXwuhmYQ1gL4lE5nLEZPRwwzaVAaihIpDhHcsIHU9kQphZv2sFMOnqswTB0zZGD6M4u5Xddl3bp1JBKJMVO2Y9s2q1evxu/3M2nSpJz53WpqaiIej1NbWzvoxfJPP/00Rx55JM899xy77LLL8A5QiDEiN36jhcgR3d3dLFq0iMsvv3zQ4V4pxdq1a/H5fJSVlQ3zCAfHdV1WrVqF67qDnhnblpLJJPX19XR2dmbHmysBZLTZKYdUr4VnewQKMv3rnZRDqs+iz0ySLrAI4SfaF8LQDNIRi7WJLtYu7+b5P77HvQc/w0N7vcjTe7/Lo3u9xAtPvcd//vQG9c+14nXpaJZOXKXoJk64IEDVpFLMcpN2+ujo6qWnMU6iK7XRZlG5ZvHixUydOpVgMMiCBQt45plnPvX+Tz31FAsWLCAYDFJbW8uNN9640ec/q/OOrutMnjyZ6upq2tvbWb9+/Yh9bcNloCWu67qsWbMmZzbEGmhR2tnZOehj7L///lx66aWcdNJJsgmW2G7JDL4QGyil+OIXv0gqleKhhx4adKBsa2ujp6eHadOm5US7Rtd1Wb16dXbDm1wPyo7jUFdXR1lZGePGjcv58W4rAzP0ruNhBjKz9kop0v0OtusQCyXRAhoRO4iZMNB06PYlaO+LUf/YelbUr+OZBW/xztRGTNfAdT0wIWT52fvdOcxdNYVoIELtrpVM22Ui0QIfrt/FwQUXkrFMv3jTMwklfAQNH8GiAMFCH3oOzejffffdnH766SxevJh99tmHm266iT/+8Y+8++67m11QvmrVKnbccUe+8pWvcP755/Pcc8/x9a9/nbvuuosTTzzxE8/j2h52ysW13EyP/aCBGTBQKBzHwefz0dvbS1FRUU7P5nueRyKRIBqNjvZQslzXzf7eD/a5c12Xww8/nMrKSu64446c/h4IMRIk4AuxwfXXX88vf/lLli9fPqSyGsuyUErlTH27UorOzk5KS0tzOiynUils26agoADHccZMLfNIUyqz4NNOumg6+MM+DL+OnXRI9KVIN67EfPt5tNfewP9uPUZTM3pvNzgOmm3jJi1QDkpz0T2FBvjszOy77dNRgKdreLoGmGiYeLoPLehHVZTiq52KM2MKPTvMpHfeAqyJVUSCAUJWAH/ch2mYBAt9+CNmtmRlNO2xxx7Mnz+fG264IXvbnDlzOP7447nyyis3uf8ll1zCgw8+yHvvvZe97YILLmD58uU8//zzn3k+z/Wwky6ulXlOBzrveCrzrpmu60ycOJFgMDgMX93ISaVStLS0MGnSpJyYmIBM7/7i4mKKiooG9fiWlhZ23nlnrrzySs4555xhHp0QuU0CvhDA66+/zr777sujjz7K/vvvP6hjJBIJYrFYdmOZ0eY4Dq2trYwfPz5nXrA3RylFe3s77e3tVFRUMG7cuNEeUs6wUha9KxrR/3E3keefJrByBaq1FWw7ex9lGGjRCG60ELu0HGvyJPomT6ArFWJVh8Prc7p5eW43XcVh+otCWEENLQy2sgg4AYx+l6K+FMXdSUr6EpR3WOxQH2VOfZiKzg4q3S4iiR703h70RBK8TJDVNFCmD7u0DGvqTNL7HYh22mkU1VZjBkan645lWYTDYe655x5OOOGE7O3f+ta3eOONN3jqqac2ecz+++/PvHnzuOaaa7K33XfffZx00kkkEokt3g15c513jIBGR2cHnZ2dVFVVUVpaOsSvcOR4nkdjYyOu6zJlypSc+JvR19fHunXrmDp16qDXDT3++OMcf/zxvPjii8ydO3eYRyhE7pIpMrHd6+/vZ9GiRVx66aWDDveO49DY2JgzC2oHynL8fn9Oz9p/dLOq2traMbH4d6Q46TT2TTdh3HMPvlWroKMT03Mp0zS8wkJUbS3qxC/Rf/hCrDlzsApdCGkUEsYXN3Fsj24StPX38sbSlbyfWMPTi96ho1jHdCvwNA/P5+EvNPH5DbyYjb/cxCs06C406S6P0oDC1Twe1jMz/bPXzmbPd2YzIVbB+N1LmbZ7JeWFUbA8+q0U8TeepfC+Byh54U2Kb7wa49eXo6FQuo5TXIw3cybuokUEvvIVjG2w9qOjowPXdamsrNzo9srKSlpaWjb7mJaWls3e33EcOjo6qKqq2qJz64aGP2LiCxmZzjspFyetKI6UEQlFs513cvXdKV3XqampYe3ataxevTonQn5hYSHl5eU0NjYybdq0QT1vhxxyCBdddBGLFi3ipZdeyql2xUKMpNz7KyPENnbRRRcxadIkLr300kE9fqDXfSQSyYlFtQPh3ufzUV1dnZO1p0p9WKdcUVFBNBrN6QuR4eY4Dsn33ydy/fWwdCmsW4fuuvgKC7F2mIv6ytewTjgJX20NgYgfU9Myi2sTLmgOTjSNqZsUqTBePyRSFp1GnNX1rbz87Pu8PXE1ryxYARqYno5juuCDcFGQ6UYVP1Qn0fjye4QOnMBdwadZHmjAsxRuv4eW1PBchad7vDdpLe9NWktNewV7vz2HluerqdyjhKm7V1BWECE671CSu+7HqnACR7lE0yFKU1FU/RqMe/9G4NknCfz4x+jf/jYYBs6ECVgHHYT77W8TmjlzxILux3/mlVKf+nuwuftv7vYtOreu4QuZmEEj23lHd010dOJ9CdasW01VVVXObDT1UbquM2nSJLq6unLm93HcuHG4rpttRzoYP/vZz3jqqaf4/ve/z3XXXTfMIxQiN0nAF9u1Rx99lH/84x+89dZbg56tGqgdnzRpUk6Eadd1CYVCjB8/PmdepD/KdV2amppIp9NMmzaNwsLC0R7SNqHeeovUd76D7+WX0WMxIoYBkyfDsceS+NrXCE6txU0rVNpFmTqRaGY3WuUpUjEb13JJB2ySwTRB3U+hHSbd7xBLp+nQ+nn5yTrebWrgxV3qWD+uE59n4Oguru7hD5mEwwFO8R3ABZGjiK9Jsiahsa9/LgfoO/OWvYrbg0/wrP9tHMvLBn0dD09XNI5rY+2BbZT1FbLXO3PY8fdTmbBrORN3K6PIH6TKK8GKOnSG+1nja6NgVhmlP/gBaP+LpWt4rofR0oR39a/w/+dxgrffDq6LV1SEts8+JC+/nNBOOw3596e8vBzDMDaZrW9ra9tkln7A+PHjN3t/0zSHdME+0HnHDBo4louTdMHWGVc4nvWNTcRiMSZMmDDqs+Qfp+s65eXluK6bfd5G8++IpmlUVVWhlCKVSg1qLYNpmvzlL39h55135sQTT+TAAw8cgZEKkVukBl9st3p6ethxxx352c9+xnnnnTeoYwzMDH7WDOG24Hkevb29FBcXj/pYPkkymcy2EJ00aVJOlioMF9eySC9ejG/xYsw1a9B0HXvuXKzzziN4zjkblaw4losV+3DDKjO4ob+67ZGO2ZlOJ5E0js8lqoUIWX5iPWl6rCRr+tp44el3eS+8hpfn1uEYHkpXuLoHBkSjQSaaZfzQXMRu4ZkkOtOk4mmee+459ttvP4JRP0ZAR9N1GlUbd+pPsNR7naSVxu1XuAkXT1N4mgJNARqRVJDd35vJ/JUzmfy5Sip3KaK4OExJcYSkYdHjxXBSHlErSIEeptAXQkPPdJzZEHx13cW443bUjTfC22+D5+HU1mJ/4xuEL7xw0D/De+yxBwsWLGDx4sXZ23bYYQeOO+64T1xk+9BDD/Huu+9mb/va177GG2+8sUWLbLfGQOeddDxNU3MTldUVlJQVoem59/vqeR5r1qxB0zQmT5486n9TUqkU9fX1Qyrlu+666/jNb37DW2+9lVNdg4QYCRLwxXbr7LPPprm5mUcffXRQL16O49DQ0EBNTc2od8gY6L1v2zZTp07NyZl7gHXr1uH3+xk3btyoB4aR4K5fj/GjH+E99BD09eFFo1iHHop+1VUEp0zZ5P6b27BKNzLPi5VwsJMOnukRD6dBh2I9AjGN3u4kPV6cl+vqePO9lbw+o4GGCS0YSscxXBQKv9+koDDEUYHduMA+mkDSxLM9NF1HD8ATTz/BIQcfhHI0nFSm1aPh09F9Op16H/8wn+Vh7yW6rRhun4fzsaCvoWE6BvNWTGf3d+cwfepEqvYoorwmSjDkJ+VZJNw0bkoRsn1EfEGKgiFM18RJZxbqGj4dX8hAMzQSK1eiXXopgf/8ByMWwysuJn3EERi//jX+8eO3+Hsw0CbzxhtvZK+99uLmm2/mD3/4A++88w6TJ0/m0ksvZf369dx2223Ah20yzz//fL7yla/w/PPPc8EFF3xmm8yh8FwPK+Hg2YpEIoGLQ/n4spzbQGxg/4xAIJAT5X7t7e10dXUxffr0Qb3z4XkeBx98MHPmzNnoAlCIfCQBX2yXHnnkEU499VTefvttJk2atNWPV0rR2NgIQE1Nzai+8CmlaG5uJhaLUVtbm3Oz4h99q1/TtFEPCcNJKUWytxf1rW8R/Oc/0SwLffp0rAsvhHPOwf8pM41OysVKbJi1j5iYgUxg8VyFFbNxHQ876JIMpjExKNYiJLsdenuTrEm38cJL7/CBs5aX5taRCKQzs/aah4ZGNBqkMlLCD6JfZG97Lp31faBBpCxIoMCHq1weX7qUgw44mEAkgKaDHXcyFxuOh6ZpGH6dPjPBv0Kv8JD7Io3p9mzQdzWF0hRooAEojdlrqtlr+Y7sVDmVmoPLKZkUxjVcXOWibA2V8tA9nVDAT1Ewgt/OBH3lbbozLK5L8ne/w1i8GLOxERUMYp9yCsHrroMtWKy7ePFirrrqKpqbm9lxxx25+uqrswvozzrrLFavXs2TTz6Zvf9TTz3Ft7/9bd555x0mTJjAJZdcwgUXXDCon4mt4bmKvq4+GletIxQKUT15IoGID93InaBv2zbr16+nurp61P+2KKVYs2YNhmEM6u82QENDAzvvvDMPPPAABx100DCPUIjcIQFfbHe6u7vZcccdueKKKwbdG7mjI9P6brCdHYZTKpVizZo1TJ06Ned2qbUsizVr1mCaJjU1NTlXbzxYtm1jLF6M9qtfodracCdOJP3TnxI688zP/Bo918OKO7j2hxtWDZRoDJTqKBSpiEXatAlrAaJuiO72JF2xGG+2ruCNNxtYXr2K9yavRYNMOQ4aft0gWhzi85HP8f3gFwm0mSR6LJyUQ2F1hEhJEDOgE+9J8vjjj3P4UYeBnQmTvrCBYeqkYzbpfhvH8lBOpswnHknzfPA9HuFl3kqtxu3LfA3eR4O+Ag2NiW3l7P3GXPYumsu0wysJV5kk9czeEP60DzNt4GgugZCPwmCYgG2iUmQuLD6yYVT2OXEcUn/6E6Ff/hKjqQln3DgS3/0u4W9+c9R/94aLbdusWrEGJ+UwqboGX8iHL2hkO+/kAqUUyWRy1LvQOI5DOp0mEokM+hjXX389v/71r3nrrbcoKCgYxtEJkTsk4IvtzllnnUVbWxuPPPLIoGeT29raiEajOfFiZ5omnuflXFlOIpHIblQzfvz4MT9zr5Qi8eij+C6+GLO+HgoK0L/2NdRll6FtYdC0kw520gUNApHMhlUDx7YTDnYq0+0mHk7hah5FegQ9pdPe3M+6WAevrqjj3Y7VvLTDCroLYyhNoVDonk44HKCsqICLCo7joL5diLWnUJ4iVBzA8GmEywJoSsNKOvT1Jnjyqac46shDCUYDKM/DSXvohk4gaoKWKdtJx2yshI2T8tA0RTya4u1wI//SX+GF5Aek++xMqYnmfezJ0ijpi7LXm3M5NDSf2QdPxJgI/SQwPINoKojfNrF9DkbIIOwLEHL96Gn9IxtG6Zla/Y/MZivHIfXd7+K/9Va0RAJ7xgzMG2/EGGR721yilKK7u5uCUCF2yt38OxujyLIsVq5cmTMdgPr6+vD7/YMqjxwo1Zk9e/ZGG6IJkU8k4IvtyiOPPMJpp53G22+/TXV19VY/3nVdPM/b4s1vRlJfXx9NTU3MmDEjp2bGB/6kOI5DLBbLiTAwFEoptP/9X7zf/hY8j/Shh2LcfPNW1YV7jkc65uC5Hr6giS/84UZQnuuR7ndQnsINucT9aTSgRIuS7HNY19TJyp71vPVOA2+UNLB82ipcw0Oh0JSGT5lES4MsKJjO970vEm0NYadcwsV+CsaH0QxIdlrofh3HcUlZLvH+JM/9978ceMB+FIRD+EMmuplpj6k8hS9o4AtnLloGSomsuI2dcHE9l3gkxZpIB/8xX+PJ1Nv09SZIJ+zMbD6QKdxRoDTCqQC7vTebI73dmHfAFFSNIkYC3dUpSRTg9wzsgIsWAp9uEiaAL2Xipj2UUhh+A1/AyF4MDUivW4f66lcJPPEEmCbx//kfgpdfPuZn9ZVSNDQ0UBgpoiBUiOt46IaGL2hmFkOP4oVyLBZjzZo11NTUjPrMd2trK729vUybNm1Qf/9WrVrFTjvtxP3338/BBx88AiMUYnRJwBfbje7ububOncsvfvELzj777EEdY926dXieR01NzTCPbuvE43HWrFlDdXV1TrWZ9DyP5ubmbH/7sSzZ3g4nn0zwmWfQSkpwfvtbjFNP3aqAlZmZdzO90DfMjusfWUjppF2suIOmQzpskzDSBDU/ESdIa2s/azvbeb+pkfdWN/LcDm/TUtoDgKY0DE8nEPBRWBbmPPNwju7aDbvfxRc2KZwQIljgx017JHst+rqS6GED11XouoapK5586kn23GtflKdjKo1AwMTv1zcEaQ1tw8ZNA7PHTtrFSbmkYjZWzMbxXPqCcdrDfTzre4dl6eU093dngj6bBn3TNdhpZS3HJPZkr31noU3xiJFEt3RKU1EC+FFhhRNw0dAI4Sdo+VHpzEXQp4Xc9C23YHz3u+ixGOmDDkL/298IFBcP/ps/ymKxGGvXrqWoqIiK8kqctJftQOQLbVzCtK319vbS1NTEzJkzR3ViQSnFqlWrCAaDTJgwYVDHGFirIaU6Ih9JwBfbjbPPPpu2tjYefvjhQc2C9ff3s3btWmbMmDGqM/i2bbNy5UoqKyspLS0dtXF83MBuvgMXQLm2HmBLOa+8grdoEeaaNTizZuH97W8EP/e5rT6Oa3lYCRvlkQllwQ9n7ZVSWHEHJ+2i+zXi4RQWDgWEcGMaa5vbaexvp+69tbxqruDFOR9gmw6alwn2hjIIl/iZFa3mu4kTqeotxTB0ohVBQiUBlKNIJ2xSKYdk3CYVt4iWhggFTSKFAZThsWTJEo488kisNMT609gpF91R+NDQDR3N0DACOsGof6PuPgOtHq0Ntfq2cukLxOkK9POGr4H/2G/wQf/6jYN+prsmmtLQlMb0tRM5snd3DtttZ8zpOjEviZkyiFpBwkYQM2KQNm08PAKaj6Dtx7CMD9tsBowN5Tsb/x4nX30V47TT8NXXo82eTeLWWwktWDAmy8MG1q9Eo1GqqqrwXA8n5WY7EH3Sc7Ctxub3+0e9PfBA2VBtbe2gS3UOOeQQZs+eLV11RN6RgC+2C88++yxHHHEE77333qC6L7iuy4oVK6isrBz1khOlFP39/Tk1c6+Uor6+PtvfPtfWA3wWpRTxf/yDyAUXQCyGddRRGLfdhjmIWT3lZVpfOmkXw9Txb9iwakCmXCcT/Akp+v1JFBB1gnR2Jljb2UFTezvvvr+G/8x6g8bKtsyMvWtgejqGzyBSEmCR/nlO7tsf0zUIFfsIlwXR0EjFbZIpG9vNBEGV9jA1ndKJkexFhpW2WPLooxx99FH4fL4Nmwg5JBI2dtpFsxW6DZ7t4XmKQMQkVOwnUPBhh5eBwJnaUIdveTY9wTh9Zpx6s5ll9pu8GPuAdNLOlG2pDUFwQ4tNzdMY31nK4e27snDnPYjM9JFybPSkht/zEfUHCYV9pHUXS9kY6IS8AP60gWdlvmemPxNyN1mMmkzinXIKLFmCV1BA6o9/JHL88WMu6LuumylTMozsTq7KU9ipzLspA8+BL2Rs9M7QtpBMJmlubmbKlCmj+vs+cLExWPX19Xzuc5/j6aefZtdddx3GkQkxuiTgi7znOA4LFizg1FNP5ZJLLhnUMTzPo7u7m9LS0lELCUop2traKCsry6k644EFvslkkmAwOOZCVPzRRwl8+cvosRjWd75D8Je/HPSxHCtTcoPKdKXxBTf+PtkpBzuR6TlvR2xiegofJvTqrO/upj3eRdMHHTwTf4end3qLlN/GcA18ro6Ojj9iMrmggu+mTmSOVYMZyoR7wzRIp2ySCQcHha6BoWkEfAY6oPsMwiUBlFK4aY94T5L/LPsPRxx9GMFoMDsLrJQimXJIpZzM99UBLIXdZ+G4KrMjbkkAX9jE8OkYPn1D4HRI9WaCflqz6QvE6fMlaFU9PGm9ybLEm8RTmUW/GhvOtaHFpuZpFMYiHNC6MyfO3ouqWSW4toeX9NA1nWgwSDgYwNU8ksoCIIiPgOVDS2fWDRhmZkGu4d+4fMfzPFIXX0zwhhvwioowH3wQ9txz0N/f0dLT00NraytTpkwhEAgAme+Vk3axkxsW5Pr0TAmTf9uEbc/zWL16NaZpjvou3slkkv7+/kGXBf7sZz9jyZIlvPDCC2NuckKITyIBX+S9a6+9lsWLF/Pmm28OaqYnmUzi9/tHfSHrwKKyXOp1n0gkaGxspLa2duyV5Lz6Kt4xx0BnJ8nzziN03XWDfnFXniId3/yGVR//vBnQiYfSpLDwWT66uxK0JnqI9cX44OW1PDj1RVZUN2F4OqZjYigNXdcJFvk51rc7X7GOIKIF8UUNfH4Ty3JJJm1cwDA1TE3Hb+r4NyzmtRIueArdp2dKPByXrt4Ezz33DMcceSimaWKYOkZAx/Rnars9T5FKOyQ3zL77NAPNckn12niuRyBs4tvQr93wZer2dVPDtT2S3RZW3MYyMjP6sUCKmJ3imeTbPJx8iR4r/mHQ17LVO2ieht/ysVfbDnxp8j7MmTURzdZw0h6e4REKBYj6MmUYCdK4ePg1HwHbxEwZeI7abJtNyIRR5+tfx3/rrbjjxmHdey+h3Xcfwg/PtqWUorW1le7ubqZMmbLRTq5KKVzLw066G9Yq6Nk6/ZHmOA719fWUlJSM6pqbgVKdmpqaQe1Qm0wmmTt3Lpdeeilf+cpXRmCEQmx7EvBFXmttbWXWrFncc889HHrooVv9+IHSnPHjx1M8iov2enp6aGpqGnSt6Ujo6+tj3bp1VFZWUlZWNtrD2WLp5cvRjzkGs7UVzjkH7/rrh3Tx9kkbVg1w7UxJDgr0iEafmcD2HOweRWdfjD4Vp6ehj/+sWc7S+a+RCFj4XAOfa2RKcwI6VUWlfEc7gT3c2Ri+TBC3HZdk2kFpGj6/hs8wMDUN02dkZ9g916O/NYlrK/BrOHhYyqO/P8Wzzz3LwmMOoaQggmd7uHZmgyvdp2MGNszOK0imMrX8AD5dx0u4OEkXgGChD8Nn4G0oB9KNTNgfuKCx+i0SukV/JEEyaOFYDi/0f8C98f/S5HWBBzqZ2XxFppc+SkP3dHbqmMpJ4/djv9lzMJMGadfG9rn4QiZRM4iBThqbtLLR0Qm5fnxpA+xMsN9cm01cl8RppxH85z9xJ05EPfoo/jlzBv2939Y6Ojro6Ohg5syZm70YdS0PO5XZY0E3NMyBi50RnF1PpVL09PRkN7IbLZ2dnXR0dAx6l9sHH3yQs88+m7q6ujH190yITyIBX+S1M888k0QiwT333DOox69btw7XdUd1t9qBtnkVFRU50+khmUzS0NBAdXU1RUVFoz2cLWJ3dKD23Rezvp7kMcfgv+sufEO4WPq0DasGWAkHO+lgmDpuxKNPy7ST7OtK0++m8DyLuufW8/fSZ3indg2Ga+B3TQxPz/TKL/RxUGRnLuI4ipwwuq6T9rxMfb2u4Q8Z+A0d3QPD1PGFM11vXNvDSmYW2PZ1pvB8YEYMlAKfqaNpiqWP/4fd99iHcCjIuLIwwYCJY7k4KQ/P9TYsZtUx/AaaoWWDvqZp6ApUIlMH7gsahIr9GGbmvK7tZRdfKhR23MVK2aRMi/6CJOmwBUmN5V0N/L3/WVYaTeBlNsnK9PX/MOgD1PaN54ul+3Fc7e4EUj5Smo0VtNEDGkHdTwAfLh4JlUahCCo//rSJntYz9eubKV2xkkmcL32J4L//DTvuiP7MMzCImd/RYNs2Pp/vU2vPPSczo+8MLEoOGviCI9t5x3EcXNfNlhBta0opVq9eTWFh4aACulKKY489lurqam688cYRGKEQ25YEfJG3hrqwNhe65rium52py5Xads/LhL90Op0z7yZ8GqUU2v/8D+rGG0nvuiva0qUEhnih9EkbVg3wXIUVtzPhP2iQCln02Ql6u5Mk4haW3yHdkWLpK6/z8Odeojcax+eYmVl7NHRTo6ykkIsCx3OQvRO4kLZdHE2h+wxCEROfYaBv2F/KF87Un3u2ItFnkUzaWI6Lp0EqbhOM+IgUBggGTYIBk954nKWPPcaRhx1Jb79NKu1QWBCgvDSEaRobFtB6OFamvlvTM51rNBPStkc6vSHoewov5uI5Cl/YJFzsxwxmymVc28O1MhcLru1hxx2slE3SZ9FfksKNuPiSJu+1rOHe+H95LdCQOZfSUPqHQV9TGh6KilQJJ0b24suTDyLiBLAMGyvk4vm8zAJc/GhoJLFwcDExCNp+zKSB8tRmZ7TdZBLjkENQL71E4rzzCF533aiX4m0J13Wpq6v7zE5am3be0TGD5oh03smF3b0H/l4O9m+lLLgV+UQCvshLAwtrTznlFH7wgx8M+hipVGpQNZ3DYaDPc3Fxcc60w+zs7KSnp4fa2tqcueD4JEopeu+5h4Kzz0YPhWDZMrSddhrSMTfesCpTCvPx58GxXKyYAxqYYZ0eM05XX4y+vhS262GGFateaubu9DO8OnslmtLwOyaGylwk+KMmexbO5jvqC5SnC0mmHFyNTIAu8BHwGSgr82fbDBqYQZ103CHWlyaddrE9D83U8fl1TFNDJRWFpUH8IQPL9kikLOr7Wnj+hec57OADKAqHcVKK/l4LA4OK4ghFBSHMDV1ZXCsT9F1rw8ZTpg4+sF1F2nbRAMMBN+GAB4Goj0ChLxuklZepEXftTNvQZK9FOm6T9FvEipOoqIcW02np6+KB2As843sXx3MADU/PfJ0DM/qepih0Qhzv35PzJh5GsVaA51PYIYe0bgMQ1PyY6Ni4pJSFjk7A8eFPm2Cz2TabiWefJXDMMeA4xP76VwqPPTbnf74H9sIYP378Z/592Badd5RSrF27Ftd1mTJlyqg9f47jsH79eqqrqwd1sfbTn/6URx99VBbcijFPAr7IS9deey3XXnst77zzzqDeMu7r6yMajY7qH/jW1lb6+vqYNm1aTrzQdHR00NbWxpQpUwiHw6M9nE9ltbej9t4b3+rVWP/7vwR+/OMhBY6NN6zS8Ed8m7Rm/Oh9DL+BCnu0pXtp6e3BTSq0kIblWjz9+JvcV/s87SW9+DwzW2uv6RqFxWHODx3JMcndScUcHDJ17gXFAfw+I7O7q6cydf6GRjJuk4hZWJaLqyl8AYNA0CQQMAn4DQxdo78zhRbQSTsuCduiT4/jKIfXnnqJffffL1OCYyqU5mU76AQDPoqjIQqDQYKmD1MzMJQGtoZjZTZdAsDUsF0PW3noCjRbgZUpz/GHTXxhc5PSENfOlDYlutLE+1L0aXESBWkswyHgGNi4PNj7Iv9WrxPXUgAbgn5mdj8T9D0C+DiCXTl/wuFM8lWgBzTsoJOdwfdhEtR8eEqRxMLDw+/5CKR9GJa+SZtNpRSpH/+YwFVXwZw56P/9b86X7QyE/C39nRzpzjuu61JfX09ZWdmo1bEPlOoEg0Gqqqq2+vGJRILZs2fzk5/8RBbcijFNAr7IOwMLa7///e+z7777suOOO27VDPhAffn06dNHrZ40Fotlu9PkQhlMd3c3LS0tm3TwyEnf+EamHGf33fE9+STGELv7ZAJppm+9GczMfH78YsFzPdL9DspT+MIGcS3Fmv42emMpTN1Ej8K6ujYeqH+B53Z4B9dQ+FwDwzPQNDD8BjsW1fA990uU9RRhK49IUYCiihABn4mbcnGdzMy8h0ci7pCIW7iOh+438IcMQiEffr9BwG9ku+D096WJ9aQJFPhQfpd0IE3YF6BUD/PvRx9j/88fDGjZTjaO5pKybeJWGk8Hf2DDZldBE9PU0NAwMTCUjmaDltbQnExPe0spPJUJ4oarZdYFGHq2LMYX2rQG3Eo6pLrSxPqS9DhxOvUYlmcT9QcxwzpL29/gIeslOvy9KDYO+grwNIWh6XxefY7zxx/J3EAN/oiJ6/OIq1R2Bj+EP1NWpmxsHAyl47dN/CkTPC3becbw62BZaAcfjHrxRVJf+QrB66/P6dl8y7KyexlszUTAQNAf7s476XQ605lpFEudUqkU9fX1TJs2bav+fnZ2dvLWW2/x1FNPce2118qCWzGmScAXeee8886jp6eHv/3tb6xcuZKVK1cyYcIE5syZ85nhdGBBazQapbKychuNeFPxeBzbtke1c89HOY6Dbds5He6tujqMPfZA1zR46im0Qew++1HKU5la+9TmN6wa4KQzve81HcyQzvp0F2tjnXgW+AIGjmHx8lMruK/wedZWtaErHZ9nom9YRBoq8HOa/0CO7dkbHJ1wgY+SqgihkImd9HDSDo6ncDyPdNollbRBy+yOGwz7CAZ8BAMmCoVlucTiFmkrU4qhexq6q/BVaFh+hwJfkGItguM42Z1sPaWTSNq4rpep/9c10pZDPGGjaYpw0I/mA90H/pAOhsLBw1EuHh6emynBwQJscGyFpgxMpRE2/PiNTCmMbuifWAPupF3S/Rax/hTtyT467V5czSUYCBDwm7zUVceD8ZdoiDSjNPA0D7RM6x2FQmmgaxrzmcY54w5j/8hcglE/SlfEVZqESmd3xfVh4KJIqjQaGgHbhy9toDt6dq2BL2gQe/YZwsccg/L7Ua+8gm/KlCH9PI2kgY3mSktLt7qc76OddzRdywb9oVzUeJ5HW1sb5eXlo1aP39LSgud5TJgw4TPvm0wmeeedd2hpaWHGjBlMmzaN4447jqlTp3Lddddtg9EKMfwk4Iu88u6777JgwQLeeustpk+fDmTecn333XdpaWlh5syZTJs27RNnl7q6umhvb2fGjBmjUhajlCKRSBCJRLb5uTenq6uLdDo9qLe6txWlFMlvf5vQddeROPFEgn/965BnDz9rw6qB81rxzI61pt8grVusjDfTnUpgmgaGX6O9uZelr7/GstnLSQUtDKVjDiykNTQmRyv5ZvIEalMTCIZ9lFWHCUf82EmXZMwi7bi4nsK2XBwnM9MajJiEIv5MCY6hk7YcYgmb9IbNqXx+k3DQJBTyobke3ek4FCsKtBAFeqaMw7ZtlixZwlFHfbiTbdpySSRtPE9hbgjgvX0WacvB7zMIBozMhY7PJBwy8fkMPOVh4+IoFweXtG2TtmwSCYtkysG2XUylEQ0FiQQDmOiYGIT8fgIR30YXTAPlI1bcoT+eoq2/mz4thvKB4ZoETJO67vU80PsCbxQ34OkenqYybz2oTJtNpYGuNPzNNt1/eQvnyWaOOPQQrv39tQSKw8S9VGYGH50gmXd2+p0EV/7qSp749xO01DVRFirl8/vtz08u+zETJo3HWvQlwg8/jPeTn2D89KdD+rkaSQPlOlVVVYPabXs4O+8opWhsbAQYtQ5kA80APu3cjuNkJ4GqqqrYYYcdspMY7777LvPnz+ftt9/OvpYIMZZIwBd55YQTTmDChAlcf/31m3xu4O1X27aZO3cuVVVVm/zxtywLx3FGrca8ra2Nnp4epk+fPup19729vaxfv57JkyfnzAXHJrq6cD/3OejpIfnYY0T32WdIh1PehtD+CRtWDcgsts2U7eg+jVa7h9WpNizXxW/6Sask9a+28KD7PO9PWQc62XCvVKbU5yhjD06PHUxxOExJZZhISYBUzCHRb5FKO7iuh+t6KMAXMAlFfYTCPnymjuN49MfSJNMOnqswfQaRkEkk7Me/Ifh7yqM13kvSSlNVUkJI+7Dc7OMBP/v1qw0bXKUcPE/h9+k4tkdvLI3nKQK+zPNhGhqBgC8b9Dd5fjyPtG0Ti6fp7k8Qi6dQKAKFOuFIZkddzdMI+H2Egj78G+r8TQwMMhtypeMO3V399Kg4yUga23ExHR3TNGjt6Ob+thd4vux9Uj4LtSHoKwVp2wJPEfAFKCFE/90fMG1VmCX3PACApWziKk1qw664Vl+SM884i9PPPp2ZO86mr7uPn19yOUZC59+P/iuzn8DL/yW88Gjcigq8117DN4gAvS0MlPZNmjRp0C11PVfhpJwhd95xXZeVK1dSVlZGeXn5oMYyVK7r0tTUxIQJEza66FdK0dTUlF2j9bnPfW6z73ycc845pFIp/vrXv27LYQsxLCTgi7zx/PPPc+ihh7Jy5UrGjx+/2fsMzCy99957FBQUsOOOO2b7uMdiMSKRyKjV28bjcVavXk1tbe2ol8LEYjHWrFlDTU1NzvTe/yilFIlf/YrwT36COuQQ1MMPD33W/jM2rBpgpxzsRKZFpoXNKquVDjuG0hWe6xHvifP6Gw08XPsyvdF4ppuOa2B4OkqDccEivqVOYE9jNoXFAULFAVIpm1iPhW17OLaLpmdm+AOhTLAPBn04nks8bhNP2LiOh99vEAn7CYd92dn87NeiXLq8flJxiyI3QlHJxhdonxTwP/r8fjTom4aGZbmk0i6GnlkQ7LgePkMnHPZ/YtCHzEVTMmHR15WivyuFwiNc6iNY6MNSDrbrokyFETQwfBvX+XtJRbrLJp22SEZsEnoKx3LQNYOAz0esPcWDq15gWelyeiNxPDxSVhq/34+m6Zkdcl3o7ezk9ImHcdGML1ITyOy46qlM7/y4SmV3xfVj4CqPF954maOOOorXn3uN2vLJGK6BjgfHHUbgxRdJ/L//R+Sb38zJ2vxYLEYoFBry78NwdN5JJBLZVsOj9Y7oxxfc9vT08NZbbxGPx9lhhx2YNGnSJ34f165dy6xZs3juueeYN2/ethy6EEMmAV/kBaUUBxxwAPvvvz9XXHHFZ97ftm3q6upoaGigpqaGKVOmsG7dulFbWOt5HnV1dYwbNy4nFnXFYjFs2x7UW/0jzYrFUPPn42tsxPrnPwkeffSQjrdRz3q/gT+y6YZVQHZ3Vtdy8ZRHl+pnrdNJn5fESXso1yXWmOSh7hd5ZdoKXCNT0246RmYXW1PnAHMnvuU7gfGRQoyggeV5pGI26ZSd2exJ1zD9BqGoj3DEB5pGLGGRSNjYjofPZxCN+IhG/AT8Jvpmxmkpmy4vho5GOB7E1AyCBRuH+M8K+Nmv+SNB33U9PE9lF3Mahk467ZC2XExTJxr2EYn48X9C0AdIpRx62hLEulLoukZxSTBTK+8qXDyUqSAE+MDBxVYujuuS6EqTjls4foUTcIi5SVTSw2/6KAqHoVvn4Tdf4v7wczQVdRIIBbK1+SiwkhZ+00+0KMQhhbtwdukhfC4w9cNxKYu4SmV3xX3hqf/yheOPp25tA+FoGN3RCaR9+CwD5/5/Uvj1c7FnTMf3xhvoo7RHxqdRStHS0kJJScmQF+kPtfOO53noup7d/GxbG1hwW11dTUNDA+vXr6e2tnaL9zf57ne/y9tvv82//vWvbTBaIYaPBHyRF5YsWcIZZ5xBQ0MDhYWFW/y4WCzG22+/jc/nIxKJfOIW8NtCPB4nHA6P6qxgOp3GsqycnLUHSL7+OoG998aZPh3j1VeH3CHnszasGuDamZIc1/ZIqBRt9NHsdhFLpvEsD5+ms/qdFu4qe5r24l483UNXOrqjg4KiQITvRL7AIb55KE3haRpWysFO2Xgu+DfMjkYKAmimRsrKzNbbjovP1ImEM6E+GPRtNtRDJrT3WXE67V5wFNWRCrS0SWt7C8rMzMIC+ANFOK7G+nUrCQajlBRnAmBNTQ2Q6UJlmiamaeLz+SgoKMisc0hlwnw67WA7HqFApiTIUypTLpRy0DWNSMRHUWHwU4N+Ou3Q1Zog0ZfG1DQKi4L4Ayael9mh1/Tp+EKZd1E85eHgEuv//+z9d5hkV33tjX/2yZU7d0/P9OScJKEcEBI5Y+BiE6+xgQu2L9jg8Dq8v+uIsY254AvGYHwBGzC+BhssGUwUgouQNApITM7T3dM5VK46ce/3j9NdM62J3dPdM/xc63nmaam79qldVafOWfu713ctj0qhSoDETXjktSpFv4pfDzF1nbZ0hq9+6l/Yd2IE+ap2jveOoFBIofB8H0PomJqJhsBOmdyU28TPtz2Pu62daCL+3EMVMeUWeeErX8zGTRv51Mc+GUuGiPBUAJHA8g2MYkjy3jswhwaJHv8xxrbNCz4Hlwrj4+NMT0+zfv36CybezhcLdd7J5/PU6/XLanhdbEgpOXz4MMViEU3T2LFjx7wkh7PhXV/5yle49957l3CmTTSxuGgS/CZ+6iGl5IYbbuCtb30r733ve+c9Pp/PMzIywsjICAC7du2iq6trsad5QVQqFTRNu+re8mEYcuLECTKZzDXZVKs+9jF473txf/mXSfzVX13RsS4nsGoWQT3EKwfUA5+yUWdMFhipFai5LgnLIlO3+crRR/je2qfxjTC2bow0tEhD6IJb7S38P+nX0RJmEYYgCiOCWoQMwbJ1krk4FCqQkmo9IAgk+kxFPJuO02eFEI0KaKVSoVQq4fs+QRCQy+Xo6uriwMARJut5UnqCdjNLR3sHWmBS86rotiAMJYNDZf72c/uAOKk5mUzxJ79zB7ZtkM1mkVIyNTXVcE2SUrJ+/XrK5TL9/f1omoZUGkqZZLLthEFAJmPS3pYhCCWlske1FjfqppMWLS0Ojn1hF5V6NaAwWcOrhZiWTiptoSuBlLEdpuHEfRDv/8Cf8Id/9IeYmkXaymEIA0/5hBkIc4JES5r3f+DP2XtwL9/97jf54sc/z5N7jvN18Tj71/RT82toho6uGbGzkNTQhMBOGmxs6eXNLc/lZc7N6KHgda97Hf0DA3z9e99AT1uNVFwbE8WMp76SmL5B9r2/g/W/P0XpTz9I+j3vQbcXnqK62FBKMTIyQrVaZd26dYvqZjNf5x3f9zl27NgV9QbMF0opxsbG2LdvH5qmsXPnzgVf1//0T/+Uf/u3f+ORRx65Zj7fJpq4FJoEv4mfenzhC1/gd3/3dzl8+PCCtqNd1yWKIhKJBCdPnuTw4cO0tbWxc+fOJU+xnXVx6O7uvqpymCiKOHnyJLZts2rVqmvqJqaUwn3BC3B+8APEt74F99xzRccK6hFB/cKBVbOQkcKr+LgVnzJ1yprLYG2KSbeI0mBlroWJIyU+Gf4Hp9sm8fVYv6+HcXBV0rL5pfTLeJm6rWHnGNYjZChxkhZmWgNNww0i/CBC1+NKfSZtkUyYhGFIuVzGdV3q9TqGYbBmzRoKhQL1eh3btjEMA9u2qZsBVemS1ZINpxylFMcPTXFiuMCRk9McPT6NH0SNvxWLRXK5HJZlcPMNvdxxSx/r17Sc97NXShGGYYP4K6Ww7CQDA+Oc6h/BsgTdXRl6ujvIZHJMF2pUqwFRpEgmTVpyDqnk+avISimqRZ9SwSWMJE7CIGmbECoCLwIU5WqJsl9EswQqgrAW23NqOoRK4hoB6b4Wvvq1f+ezn/4c//D5z9KSSWF7NnsfOsVfD3yZ/rsKhAmJnPHRF9EM0ScO5erKZCn902H8rwzw/fu+05DKeSpoeOoLROypj8AjICRCffnfWfHmt1O79wWIL/4rZuLccK+rBaUUQ0NDtLW1LUkBYT7OO7MOZRs3blxyj/xSqcS+ffsoFAps27aNNWvWNAh/T0/PvHdpq9UqGzdu5GMf+xivfe1rl2jWTTSxuGgS/CZ+quH7Plu3buX3f//3+fmf//l5j3ddF9u255Aaz/M4dOgQAwMDrFu3ji1btlyWVnMhGBwcREp51azkZpHP5ykUCqxZs+aqu/ecjbBQgE2bQCnkwYNYnZ0LPtblBFY1HutLanmPYr1KVXOZlhX6q5PUlUt7Ls1Ko51/fexh/m3Fw9QNn1CLEFLEzZhCsN1ew++kfo4VYTsyUsggQgYKK6mjJXRCBEEYN6wmkybplImMPKrVKp7nsXbtWqrVKhMTEziOQyKRIJFInNMfEvcCVAhUSIuWwi1KDh6d5NCRSQ4dnaJYcBG64OyXqRREkaRUKtHSkpsj+VnRneHOW/u49caVpFOXlnUopahWfYbHClTKdVpaEqzp62Ro6DTFYolIGQShTsJJk04naG1xyKTt88qMZCQp510qZR+hazhpk4SpI/04+VaGCt3ScLImZkLHr4aNzzLyJX4YsLf/AM99zQv5u8/+PatXr8U2TUZODfCOV/48n/nTL/GAeZAf7NhLPl1BitjJR8jYTz8KQ/zIY0VPBy/L3crPJu5ig9074+4TfyfiptwznvoGOhGS0sgAK3fcAYkk9cf2YSTT6JaG6cyvKXUpUa/XcRxnSa4z53fe0c+xQR0YGKC9vX3JCie+73P48GFOnTrF2rVr2bJlS0OeNJsV0NLSsiBXn0984hN85CMfYd++fVfN27+JJuaDJsFv4qcaH/3oR/nbv/1bnnrqqXlXhcIw5MiRIxeMeS+VSuzdu5dSqcT27dsXnYTP+lZfbrPXUmG2CW7257UC9f3vo17wAtzbb8d+4IEFV/2UUgS1SwdWzT7Wq4QUpioUggp13WMsKDEeFhEJxabWXvyhgA+e/lcOd50m0EIiodAiDUPGHvH/NfF83mA8l6gaEQQRQoEwBCR1lBanuyYTJratkU07CAGHDx9G13UymQzJZJJcLnfJcy1UEcO1PEdPTTNytM6xwwXGJipnvRZQkULoceqrUoo4aDZulC2Vy2QzmdhtRjDzL14M6LrG9Tu7ueOWPrZu6rig7n8WUkryBZd80UXXBK0tDpYJvu9Rq9UwzQReoNHfP0w6nWRFTxutLcnzOu+EXkQ578aafkuQyto4pk7kSbyST+BJNE1gpQ3QBJqY+W8Vy6le/+Y3MlgY5rf/7PeoeyEf/euP09nazl//5YfIeRlO/WCMjzz8jxx5yRQTPeV4Z8UNUKHAMi2EmCGoKY3bElt5rXMXO5w1WKaBqRnoShAi8QmIlMIWBg4WYRSSesFLsR59grF//yr2s+7EVia6oWEkdAzr6iW7Sik5evQobW1tdF7BIvlSuJTzzqzMbLEbbqWU9Pf3c+jQIXK5HDt37jxvL1a5XOb06dNs3rx53teTWXvl3/qt3+Ltb3/7Yk29iSaWDE2C38RPLWq1GuvWreNTn/oUr3zlK+c9fmRkpFEtvRBmdaz79+/HNE127ty5aJ7OSil8378qrj2zKBaLTExMsGHDhmtKlhN89KOY73sfwQc+gPHrv77guV1OYNUsolBSmqgykS9R0V1c3WMkKFM0K3Rnc2xOruDrP3qC/535JlXLJdBjuYsRxd7ta4wufifzBvqKXYReRKQihKmjJzXslIVj6ZgmRGGdarVCvV5nzZo1ZDIZPG/W2vESpD6UnOjPs+/YGE/1n2bwdBmrbqGpuQsWpUBKhQwl6AIBIASagN4VGaJIcvzEMOl0rvH4s28Fs0RfCEF7W4I7bu7j9ltW0dZycftW3w+ZzNdx6yGOrZPNOiQcI/bll5KhoTGGR6fJF6okEw6bN68jm3FwbH3O4lJJhV8LqJZ83EBiJDQSSZNkwkSFinrRxy8HSKUQCnRHJ9VmY6VMxkcm+H9+/Xf41gPfwUuE3P3S5/JLv/YeDNMiZVl0OS08q283f/Huj5HvMPjmtsfY33kqdjqSAi2KiZ8AnJRFqjXBNquPn9Hv4E57O5opkKZE6IJAhdSVT6AiTKGTxML5ow/R8YH/yehf/Rnqbb+A7RrYoYmux/IVw7468p16vc7JkydZtWrVvIwIFoJZ553QjZDRXOcd13UZGBi4aODgfDAxMcHevXuRUrJz5066u7sv+D2atc1MpVIL0uP/8z//M+973/s4fvz4Vb1uN9HE5aBJ8Jv4qcXHPvYxPv3pT/PEE0/MmwD6vs/Ro0cv23M+iiKOHz/OkSNH6O7uZseOHVekaR0fHyeXy13Vm8Ry3vAvF0opau9+N4lPfhL1zW+iP/e5CzvO2YFVpoaVMi8a1FMveoyezlOIqnjJgJryGBEFSMKWXC/WlMkf7/snftx9nEhERJpEUwJDxv7zr9Lu5E3+c1FVRSRiwpnMWaQyNqYhMU1Ba2uOoaEhwjAkm82SyWQuudWvlGJ4tMyho1McPDLJ0RPT1KSLb3tokY7t2ghEg6CfTdRnq/UdnSm2b+5g+5ZOtmxsJ5O2GzaZd971PB5/eoyHHh1gcqp23uPADOHXBNs3d/Ds21eze3s3xgWkJ1IqKlWPUsUHBbatk3DMBtEHqNVdxsYKCM2hVCpTKefp7m6lq7ONTOaMw8mse1G9HhCi0GytcSwhwCsFuMUAt+SjUKTabFKdCTRDEHmxPtxVPjXToxRVybtVgigkpTv0mK1kwySDj0zyg/37+PbOJ/nJ2lMoodBCDaFi6Y4QYNo6dtpkpd3BfxF38lLjZhzNRJmgLEWkR1RwKakagQqxvvIttr3pPQz96tspfeB3MKSG7VmkApuEsLEc4xwJy3JgNrxuOXcNn+m8Yzgag8MD2LbNypUrF3zcarXK/v37mZiYYMuWLaxbt+6yFgy+72MYxoJ2K2cXEb/+67/O2972toVMu4kmlg1Ngt/ETyWCIGDjxo188IMf5Gd/9mfnPd51XUql0ryrOPV6nYMHDzI8PMzGjRvZuHHjvPWYpVKJ06dPX1VpThiGHD9+nNbW1mV1DLoYpJTUX/5yEt/9Lt5jj5HYvXtBxwm9mao9Fw+sAgi8gMmhMuPFAjXLg6QgL2tMGiU6Mmk2W71899H9fNy+j4pTJ9IlSsQWmLrUaSfLe6KfYWOpDxQ4OZNcZ4Jsq4PvVqhUYrebjo6Oy36f84U6B49OcniG1JcrXuNvvukTWAF6aGC6Vty8O0PkISbiqaTJlo3tbFnfzvqVLazecG7j7DN98KVUHDs5zUOPDvLkT0YJw9lm3LMJP0D8POm0xa3PWsmdt/axqjd73gW264VUKh5+KNE1ga5rOLYxh+gHQUSp7DIxUaBQLOO5VVas6GD16pVYptbwT58NIfOCiFBTaMaZY2mawK+FVCdcankPw9JIdjg4aRPN1JBhPL6uPKp6nVJUp+jXiJCkNYcVehup0GHwsUke/fFhvr3lx/x40zF8PUSPNGIzfdAAw9axMyYtVopXarfxGv0O2kX8+jVDoJsanuFT1lzKjz7Chnt+hsprX8HEP3yUKi5hFKH5Go5vklQ2tm2TsE0cy8JAQxdLL+Op1+tXJUgv8iWBFxH5EWEUMjB0irUb18zbVScIAo4ePcqJEydYuXIl27Ztm7e5QhiGVCoVWlpa5jUO4O///u95//vfz8GDB5e8WbiJJq4ETYLfxE8l/uEf/oE/+ZM/WdBFVko5I0FY+DZ5Pp9n79691Ot1duzYwcqVKy/reLNa2M7OzvNGoy8Xoihienqajo6Oa0aaE9x4I/rhw8gTJzAWsOi43MAqgCiIKI/XGZnIUxQVZFqiDI1RWSBwQnrMNpKTSf7q2Fd5tGc/SkCkRXF1V8Ypq3e6O3mr+0JSUZJ0u03nyhSGA7lsCt/3GRoaorW1lVwud9FztF4POHpimgNHJjl0dJKx8co5j1EoPMsn1AMM38Tw4oWhEALD0NiwrpXtmzvZtqWD1SvjxtnZHYxk67m7RBcLuqrWfB778TAPPTrI6eHS3Hmch/CvWd3CbTeu5FnX9ZBO2hiG1tDsR5GkUvVjl6CZiqlU6rxEv1YPKVdcPC8gkbAZHxsmlXJY0dNBOp2KP99aSOiFBCreKREa2GcT/UpIeaxG6EnMpBFXyhMamqGhpIpzDPCo6i7FoEo5qoFQZEWKbtFGUtmc3jPJ408e5cH1P+HxjUepOC6aFGcRfYFha9gZE8e2eIF2Az9n3s06vQcVxv0NQhNgKur5IVq37sa9bgeVB7+Jruu4+FSiOpGvED7okY5haBi2gWFpmMJoNPYaQidu5V1c+03P85iYmLjs69ZiQoaSwI2YHJsCoHNFx2W5DimlGBwc5MCBA6RSKXbt2rUggg7x6z927NiCgg1ni0t/+Zd/yete97oFPX8TTSwHmgS/iZ86zG6Tvu9971tQs1N/fz+pVOqKtfRKKU6fPs2BAwdIJpPs3LnzklaXU1NTFAoF1q9ff9WIdalUIp1OXzMNtaHnoW/cCFGE6u9fUDJo4IYEtTiwykoZF2xojHxJvegzOVFk0i/hJnystEnJdxkVBXTDpC/o5OSpUT6q/Sv5VBmpSQLtjN4+EyV5W/Ul3KV2kmtP0L4yhdQ8CoU8ruuybt26i1ZIw1BycqAw43QzycmBAue7DM+SaakUruMiNYnl2ZjSYNWKLDu2drJtcwcb17Vhnef1epUAFSmc3LluOJeTZKuUYuB0iYf2DPDYk8O4XnjBOSrAMnWu29nNzTf0smZVDtPUsUwdXRd4fkStHmDoAsPQ8f3ogkS/7oa4bkClUqdYKlCvVUilkmzcsIZk0p5xQwpjwq4pwpm5Oo5BwjFBKaqTXtxUrQsQIPS4ui5E7LGvpKSu+1RFnWJUo6zqGLpGViTpidqwpMngkxM8+dhxHll5kCc2HWM8W0SLBBD3NAghMKyY6Bu2zi3aFt5gPoebzE0IEcuLZKRQnoe9cz1hOsn4gUdIJFJYGCgULgFhINE80H09XhjZAmyQmkQiG++1gT5D/PUzCwD0RkjXfBBFUSMUsLu7e97jFwOx805E4Ibxe3ke551ZTE9Ps3fvXjzPY8eOHfT29l7x9XNoaIgoihoBb/PBRz/6UT7zmc8sSB7aRBPLhSbBb+KnDl/96lf5lV/5FU6cODHv6susc83mzZsXzeosDEOOHj3K8ePHL7llPOsnfrWkObPyoA0bNlwTTWJBPo+2Zg1RXx/W/v3zHi8jiV8JicKLB1aFXoRXCagU6ky4RYqiipYUREowHBQpaTVaybDG7+LvB77JN9sfQwpFqMkzevtI57rqet6rvYY1LZ20rUySzDkMDZ+mVqvR3t5Oa2vrOdV6pRQjoxUOHp1s6Oh9/zxkmbkVcpRCComf9GlpsblhzUp2b17R0NFfCm45AMDJnHuuXQ7BPxu+H/HkT0Z46NFBjp2cvuDjlIpfR293mmddt4LrdnaTTJjoWky0PTdENzQyKQsF1OvheYl+GEpq9QDPD/G9gGqtSktLjsD3iSKPnu4OCCBwIxACaYA/IytyHAPbNAiqIaEXIXQBKJRUCDTQ1IwtpkIhqZs+deFSiGrUdBdTN2ghTVeQQ5c6A0+P8+Rjx9nX0s+PNxzjZPc4QsIcom9q2NmY6G8Uvbxev5vnJ27AMnWUhKDqod+8G316ipGnn0a1JRCmIGlY6ELHJ8SPQoQHtm/hKBPTNtBsgTIVIZJQRQSEhCoiOov46zOVfoO55P9Sch/XdTlx4gSrV69e8ryPCyEMQ44dPUZf72pEpKOUQrfiZmTd1KjX6xw4cICRkZEFSyIvhCAIOHLkyGX3YZ2NWq3G2rVr+dznPseLXvSiRZlPE00sNpoEv4mfKiiluO222/i5n/s53ve+9817/IkTJ0ilUktStapWqxw4cIDx8XE2b97M+vXr55C98fFxWltbrxq5D4KAY8eOsWLFigVvbS8m/GIRvbcX/6abcB58cF6VsNnAqtCNEBrnDayadfIIahFe1afgVZkIi1SFh64ZFAKPKUpohsYGvYv8eIUPel9iKD2JEopIkyih0KVGMnR4u/dCfrbt2WQ6EniiRq1eZfXq1URRhK7P9dTPF+ocOjrFoaNxlb5U9p75EmbmeG5TqxCCZMJkw+YWVm1LsmV9O5vbuzC0+RGbesFHN+Mwr2divgT/bIyNV3hozyCPPD40pz/gfDB0jV074qr+6pVZIqmo1QOiUJJKWWTTFlIq/EBelOj7QQRK4bouY2NjBGHIip4uutrbUH5M3nVLIxQKzz9D9EUAKpTolgYIopm/CY14YeBJAi9OH3Ytn6rmUlJ16oaHY5m0yywdfhYhNY7/ZISnnzjBKXOMp9ad5GDfAJGY+cyYS/RNR6eTHK8Rd/Iq6zZyTgphgn/HHdgHD1E/OkBZl7jCR+kKx7SwLQOlgat8pK8wXYOktLHMuCFXt87IdJRShETxPxURIglUSIREMTsnEct9Zir9Z1f/ZzE9PU21WqWvr29e58Bi4vTp00gp6evrixuj3Vha1j94ipPDJ1ixoocdO3YsSd9AuVwmkUgsaNHw/ve/n29/+9s8+OCDiz6vJppYDDQJfhM/VXjggQfiKPn+/nlXnaIoor+/nzVr1ixpc9Tk5CR79+4liiJ27NhBT08P5XK54V5xtUJS+vv70XWdVatWXZXnn4N6HdnVhf+sZ2HPk9zPBlbJSMWpoc8IrFJSNZw7AjekHnmMennGvTJIUJpOgRpVzaVNJOly2/i3iYf5au7/Es7o7CN9JrBHamyprOIPcm9kY+tKIstjujiJpml0d3eTyWQQQlB3A44en+bgkUkOXkBHD+cn9AiBaWisX9sau91s7aSz16FEDUsYtIr0gmQYtbyHYetYyXPPtysh+LOIIslPDozz0KODHDg8cV6Z0dnoaE9y242ruPmGFeiGRrHoIhWkUxamqSGlIgglhiZIJq0LEn2BolqtMDExQWtrBy2tOXQFWgS6FnvOB0rizkg/tEhhILASJoajEdTOJK/qViy5CWohfjUkUBF106VueJR0l9AKSdoO7VGGNjdDGEYcPTjC/sf7GQ8L7Ft9ih9vOIFrxrsls0RfNzScnImZMEgqm5eLW3itfic9ZivWS5+H2L8P71Q/mpWg6rtUQw9X+eiaRtK00UxBaEiCMMLwNJzAwtGty7LZjAl/dObnDPk/m/g3qv5qbvX/asj2ZptmV69eTSqVYmRkhL1P7UOPTHbduJPu3qXz7Yf4viClnPf3oFAosHr1ar7xjW9wxx13LNHsmmhi4WgS/CZ+qvD85z+fZz/72fz+7//+1Z7KRaGUor+/n4MHD5LL5WhtbaW7u/uqNtZeiT3cYiKoVjF6e1E33oj47ncvm9yfE1iVMuakhM5qekMviu0V/YCxoMhQdYogijCFhWdGTMsKSko6/CzSl/y1fx/HM0OxJEZTSE0iENihwZur9/LfVr6IZFuCVKvDwMAA2WyWdDrLqcFiXKE/cgkd/czclYRZFxohBKt6M2zf0sn2LZ1zdPRlGWvCk8ImJ1IL1vhWp1yslHFe7//FIPhnY7pQ5+HHTvOjPYNM5+sXfawQgp3burj95pX0rcwR+DOfp6kThBGeF+EFEYYmGlV+y4pfQxTNSnciNAGmoeMHHqf6h2hvbSdlJzGEIJE00R0dL4jwvBm71EiQylg4GRMleUbyqo5mCLxqgFf0caOAmuZRt3zKZh3lKNKOQ1fUQs5LUvN9jh8a5tDjQ5TKVQ6uGuSxzUcppKrxa2QmMMyYSd5Nxo2yzxW7eZ14Nlte8DqMk8eJhkawU4k4YM0PKAc1yr6LlJIEFrqhIS1FKCK0QMMOTJLYMdGfp81mNFPpP0P8o4bcZ3h4GMuy6e7onEP4zZn/XsgCcz6YmpqiVqvR399PpVJh27ZtdKS7sZIGZmJpCyKjo6P4vr8gLf5v//Zvs3//fu6///4lmFkTTVwZmgS/iZ8aPPbYY9x7770MDAzMmyi7rsvExASrVq1a1qaoIAg4fPgwnudhmiZbt25tRKcvFyqVCq7rLlpA15UgqFbRenuRO3diPvTQZY+7WGCVjGK/88iXyEhS90KmvBJD9WmqoU9CGYQ6TIV1ar5L1kjQbeR40j3CZ/Vv4IoAJWJirzSFJjX6yh38QfJNbO9YRdGfxnYsDLOVgzOSmyPHz6+jhwvLblpbHLZt7mDH1k62buo4R0evlKKgqtSVR1YkSWsLlyQoqajlvbgB9DwNuItN8GchpeLwsUke2nOap/aOEkXyoo/PZR2etbuH3Tu7WdGVjoOsFPhBSLkSUK35SKlIOAaZTCxjMQ0dIWgQ/biiX2R6agpNt8ll2jAwcSyddM5GtzVcL6Ja9gjrEcmkRa7DQdO1OYtCiBNsdVsnqIbUSz61ukuFOlXLp2LXMVIaOSdFp8yRdh1Kfp2Th8c4/vgIlck6x3tGeWzzYYY64j6FBtHXBXbWwk7H5+0NbORPnvdRcgNjuEcGcLJJdHumCVhJqpFLya/h+yFapKFLDaFBYIQoCXZkkcLGtsxGgNRCoZSiVK9w9OQxVq5ZhZ10GouAWWgNnf8ZuY+Jvii2np7ncfDgQQYHB1m3bh1btmzBNM2L7kAtJmYzURbiqDM6Osq6devYs2cPu3btWqIZNtHEwtAk+E381OC1r30ta9eu5UMf+tC8xw4ODqLrOr29vUsws4tDSkmxWOTQoUPk83m2bt3K2rVrl6WSHoYhx44do6ur66ruHgAErovW00O4aRPWnj2XtdC6WGBVFMR2e5EfEYYRnh9R9OqM+nlKYRXlg5I6RelSjzwSlklPModjGvxN/n72GIcRioYkRwnQI41XTNzC+9a/msniFEcHphmfUgwM1ShX/PPP8QKym2TCZMvGNrZv6WTb5k66OpIXfM1SSaZVhUCFtGgpEuLKGqBlJKkXfJysdU5vAiwdwT8blarPo08M8dCjg4yMlS/6WKVgTV+Om2/o5bYbV5KeWfxIKSlXfcplj2DGT99xTAxdi+04BQShJJIKlKRSKeLYJql0jnLBJfQkCccg3epg2TrVik9xykXTBC2dCZJJEyEESioCN+7pUEph2DqGoxH5ErcQUHFdikGFiu5SS3iYaZ32ZJZu1YJZ15n2Kpw+NkX/o+NUR10G2yd4bPNRjq4aQolnEn0TO2WCgC8895/oHa7hHRjAMh10S8Ow9AZh91RARdapBh4ECs3XEBI8ERKpCCsySAmHlO1gzMp3FljAmJqaYnJyko0bN6LrccNrhCQkIlDhnOr/2XKfOa4+Z1X/LzUPKSUnT57k0KFDdHR0sHXrVsbGxli3bh2maV60h2Sxcfr0aYAFyRd/+Zd/mVKpxOc///nFnlYTTVwRmgS/iZ8KzDrfzGo154NZz+NNmzYte/U8n8+TTqcbJGpsbIx9+/bFMoWdO5c8ZGpwcBApJatXr76qdm4qDIm6uojWrMF68snLmsucwKpk3GgIcTU/rEd4bkgQRQSRwgsCxoM8U2GJWi1A1XUiIXGNAMcwaUsn6Ehm2O/185HiVyiLKgiIZiQ5KGgrZ3nz+Itpc3s4cbrA6eEihnEuUbmQ7MYwdNavbWH75k52bO1k9apcww/+oq9TRUzJEgpo09JY4soJTeRL3LJPosU6r4xjOQj+LJRSnBoo8NCeQR778cgFdz4AIqmwLYObrl/BvXetZfWqXOMYrhtSqwcx0dfj4CwlY6opI0kUKSKpME2NhKMxOHCKbKYNgwRBILEdg0yLja5rlKZcXDckkTFJ52xsK/6cG43Z9WimcVfHdDSiIF5oFqtVSn6Vglalansk0iYdyRy9WhvKgym3xPixAgM/mqQ0WmMqXeLJTcd5esNJQj3W/WuA0ARO1sRKm3z+ns/RPunylf3/h5cbd5CWCYQm4kWGraPpgkhFVJVHTXmEUYTuaxBCGEXUAg8RCpLKJmMmcDIWpmNcNLn5Qp/T6Ogo7e3tl7xOPlPuE8zIfS7X1vNC18GBgQEMw6C3txe35COEwD6PC9Riw/M8JicnF2S/eezYMXbs2MGpU6dYsWLFEs2wiSbmjybBb+KnAr/927/N0aNH+Zd/+Zd5jx0ZGSEMw2V3inBdl+PHj5+zsHhm5WrHjh1LYlPneR4nT55kw4YNV825B2LiINauReZyiKefvnRl7zyBVYgZ0loJqLsBkVQoPSb7ebfCcDBJoV4nrGo4hknkSHQNMrZDayaJ5Wj83fA3+I76MUqC0mYsKEVc/V19eA1b9uxGBDFxfOb7dcaTnjmpsStXZNi2pYMdMzp6256fnMBTAXlZQUPQrmUWLcl01hY02Waf9/1eToJ/Nlwv5ImnRnhozyAn+/PnfYxU8TmAgLV9OZ59+2puvr6XRMJsEP26G6KUwrL0mQZdCAKJ5wXUvRDfiwgCj0p5ipZcgs72HoKawg8izIRBIm0g3QivHoEhMJMGyYSJM/P5KaUaji4yUuimhmHryFARuCGFepWCV6Uoqrimj50w6UxkWWG2EkSSQr3C9LEyp384xfRIhYpV4+kNp3hiyzGqjjuH6NsZk6++8AsIKfn5x97FK8xbea24k66wJbaNNGeq+na8UHPxqSoPXwVxonIoiAJJxfOI6iFmYJLSbFJpBzttnrcH42JQShEEwYKKIVLJRmNvg/zPuPsAVCpVjh46QjRVZ+fWHefsZJ4dQIUfpxg72eUryiilFlQIeelLX8qtt956zfeGNfGfC02C38Q1j3q9Tl9fH1/60pe499575z1eSomUctnda/r7+7Es64JVHc/zOHToEAMDA6xfv57NmzcvOtmSUl7VplqlFO6tt2L396ONjV3y8c8MrNJNDb8eUi35eG6IFCBMgYoU5UqNE/UxJv0qRqSTEha6ZRDoPindoSWXIJuyOeGN8mej/8yYyhMBvojwRUxCzKrFrh/cQN/oKiIZYhgGhmnCBWQ3bS0OWzed0dFnMwuX0tSUR1FWr8gp50II6iFBPSLZdv75XS2CfzaGR8s89Oggjz4xRLU2V/6kVKznV0qhaQLbMnjWdSu489Y+Nq6Lw+TOJvpnp9mGocTzQ8pln2LFJT81TTJlsXpVD9KV+G4IOui2hgoAqdAMDWFr6FosrTp7oTZb0ZeRRDc0NEtDRQq/HlD065SjKkWq1AwPRzfpsFvosnO4BNRcl/LxOoM/mGRsuIiv+xxaPcSebYeZzJXQxIyXvpI8/LzPs/+6Ln79y69FExrPta7j5/S72RT1EgVyxvUnXmjopkagQqrKpa7i987GQEpJ3Qtwqz7UBHZkkrZsnLQVW8lal07ELZVKDA8Ps2nTpkVzG/N9n/1HDnJo4Chdq3u4fdONJO3z95gMDQ3hOA4ZJ0sUKBIty0PwZ8O/1q1bN+97xde//nXe9ra3Na75TTRxLaBJ8Ju45vGZz3yGD33oQ+zdu3fe1ZVSqYTjOMt+0Z1PoFaxWGTv3r0N94jFkNMMDQ2RzWbJZDJXdJwrReXNbyb5r/+KmppCv4iP9TMDq3Rbo1YJqJV8vCACLU66VEpRKbmcKk8wGZUQmiIrkiQ0C1cL0A2djkyaXItJJOF/D36Lf4kexo8iAiRSKJQmUUDniW6e9fBNZEgTBD66biA0bY7sJpEw2bKxveF2czEd/XywWE45F4JfDYmCiETLtUvwz8wl4un9Yzz06CCHjk7O+ZuUCinjqqqmxTr2ro4Ud97ax203rSKTts5L9GftNaNIUqn4lCseXhAwPTVFd2cnWhTbcmJoKCURocJOmJhJHalA1wSppDUnIXhWGhaFEk3X0C2BisCr+ZTCOkWqVLQadS0gIWzatAw5K4mnhchIUj1e59T3xxg5nSfUFP09E+zZdpiB7jGEECQqPo+84PP8nzdu5+N/9ryZgC64wVjPG+x7uEVuRs54/p8t4UFT1JRHVblESEwMdKERyYhKzSWsSsy6TgIbx45lQYatoZv6eWU8sw5ghmFcsaXu2W5i2WyWnp2rac200KZd+Lo0W0X3a3FQWbJ1+QL5Tp48STKZnHdOipSSzZs38yd/8ie8/vWvX6LZNdHE/NAk+E1c01BKcdNNN/GOd7yDd73rXfMaG0URhw8fZu3atSSTySWa4YWfu16vX7b0RinFyMgI+/btw7Isdu3aRXt7+4Keu1gsMjw8zMaNG68qeat+4AMk/sf/IDh8GHv9+vM+5pmBVVIXePWAWiUgCCSaJdBtAw1FvRJwOj/BaTmNMCGnp0gLmyAKkLagNZkklbA4OVhgz+hx/jn9PaZShfh5BDGxFwrDN9jy0A7WnViHpmsYhtmQ3ei6NkdHv6av5bJ09JeLxXTKuRi8SoCKFE7u/Avba4ngn43J6VrDbrNQdIH4o4mbaBWaHjfWAmiaYPf2bu68tY9tmzvw/eiiRL9a9Tg9NEo+X6Sru4NcqoWgHhJJRSDjwCvD0ElmLTRDQ9cFpqGTTJhziH4UyHhcINH02PM+iuLfFcIqZb1O2awRaRJHmbREaQzdQBoKQ2n4J0OOfH+IocEp0GCspcRjW45wcG0/K08X+OZ/+TJ/8LvP5t/fshMnayJmXsMavYs3Ju7hhdoNaH7cANyQ8NhxY65HQFW5eCpAQ8PCABT1yMerBug1DTu0cDQL3RKN3QDd1NFM0Vho+r7PsWPH6OvrW3CRYDYPJAxDdu7cSUt3G3lVoUPLXrLPxHVdxobG6WztvuAu1FKgUqkwMDDAli1b5r178eEPf5gvf/nLPDQPd7AmmlhKNAl+E9c0Hn30UV7wghcwPDw8b536xMQE5XKZ9Rcgl0sF13VjqccCJEFRFHHs2DGOHj1KT8/8ExzDMOTo0aNXP632299GveQl1L72NVIXiHKfDazyvYgIheuF1OsBUsa+5E5CRwqBXw2YmC4zEIzjmh4tqTStIoEWCVwZMF32mBj3GBws0T+Z59T6kxzbehQpYt2v0hRKxP9yw61c9/1nkalkQChMy2T1yha2bmpnx9YuNq2fv47+cnG2U06rlsYRS7er5JZ8EALnAg2K1yrBn4WUioNHJvjho4P8ZP9YnHbrh5weGqJUjDMHWlpyrF69Gl3Xack53HFzH7fdvJJ00jov0X/nO9/J3/7tp/jU332W3btvoK2tjZ7uDpQrCfyIUCoqVT9OzbUFuqaBAMc2SadMUikLyzxD+mQY27OGfoTQBJoeu/G49YBiUKVo1nATHsqAlLRJeU68L2RAQpoEg5ID3x9kaGASNKg4Ho9vOoYz/QCf+I2v86ZPvpynn9WDnTaxM2Yj86FNpPkvibt4tX07mSAZ5z6EcyU8ylAN+Y5EYmMiEAQqxPMCcMHyTRJYaJqGZsTkXjM1dFOgmzrlSgnTNOddHKnVauzfv5+xsTG2bNnSSPSelCUAOrTsJY8RRREH9h6kp62Xjr7WZTMIUEpx4sQJOjo6yOVy8xpbKBTo7e3lkUceYffu3Us0wyaauHw0CX4T1zR+8Rd/kUQiwV//9V/Pa5xSiiNHjrBixQqy2UvfUBYLSimOHTtGW1vbgivwEPcdHDhwgJGRETZt2sSGDRsua8FQKBQolUr09fVdNdcc/8gRzB07EB//OLzjHef8XSmFW/GpluKG2SCUBEGEpguctIlpxUmdXi1keqrCqfIEFadGLuvQnWihNO5ybHCaU6NFRsdqqLoGBlRaSuy7bi/51jPNm1JTICRCaqx9dBNbDm4llzTZvLGVW561lh3buq9IR3+5WAqnnIvhUhaD1zrBPxulsscjj5/mLz78T/iBRV9f7KI1ODiAbVtxQ+YMhBBs2djOHbesYsvGdsIw1vF/5zvf5AN/+kdMTIzzm7/5m/zyL/8KrhfheiG+55FNptBmbN/DICKQikhT1PyQuhsQhgrL1MhmbHIZm0TCbOwOzOYwhF7skiO0eIHiuj6FsErFdnETPpoFaZXE9gzCMEJHJyUTuIMuBx8a4nT/JEKHQEhaj32K19z3bzz3vp9jsjs905Ni4mTPEH0bg5c7t/L6xN2spIPQi+egpIp3FmbsNj09oCpdAsKGhWWkIupBgPIkVjgTnqUb8dzDmBJoekz0A+mTTCcueT2ZLS4cP36clStXsm3bNhzHAcBXAZOyRJuWueyF7ejQGNOjBbZctwndWL4+oivpW1ro/aqJJpYCTYLfxDWLK6mISCmZnp6mvb19WYluPp9nfHycTZs2LUpz6/T0NHv37sXzPHbs2HFZNm4LdYJYDEjXhdZWam96E+m/+7u5f5OKWiWglK9TLfkEUYSmaziOjpMy0SwNlMD3QvITNQZKk5TsCpoj8AqC4VNVjvdPU6r5IMBUBlZkEiQCTq8d4ND2g0QzLE0J1ajcpyczvOAnd/LSjbu44/Z1tLXZy9qTsVROORdDbdrDcC4cEvTTRPABDh48yPbt2/nXf3uQQiXHYz8eplgsc/ToEXbs2N4gkmcjlbS49cZeVq3Qef3P/gxf/Kd/4s1v/Dne/e5f4r3v/TUACoUix47309bWSTabRZcCXYL0JYZjYGcMQhVX9otlb6YZWJBKGmQzDsmEiWnEnvwCMScdF+Iqf83zKKoKlYSHnwiwLJOUstFCDeUpTGmQDhJUBusceHSQ4f4pEHDHv/9PNpx4kOfe9ytMdlaY/UZbKQMna6HN5BsI4DnWLt6YuIfd5joiXxL60TkSnsiMqOFTV16c1IyJQuGGAYEbYgQ6KeGQdGyEFjeyezWf48eOs2bNGpLZZKO6f7Z2XynF6dOnOXDgAIlEgl27dtHa2jrns5iWZUIV0aW3XPZnHnghB546xLqta8jmlreXqFwuo+v6vHcv9uzZw/Of//wF7Tg30cRiY3ltRZpoYh743Oc+x/XXX7/g7c7lTm5VSjExMUFXV9eiOde0tbVx9913Mzg4yN69ezlx4gS7du06R34z28zW3d09L0nPYkIpRbRtG9HmzST/9m8bv/P9iFotoDBVo1LwQCqclEVLNoGZ0NFmNMy1qk+54DM8NcWh8igTbpXpMZ/SaIRSEhUJpJBoQsOJbDRdUG4tsu+6fUx2Tcz2xaKEQtfBEDp3HNnOb615Fe2vtKlHVTo7k4vmDHI5qCmPgqxgC3PRnXIuBqUUy/RUy4KHH36YXC7Hq1/5HABe/+od/GjPIL/5u49SLlexbYdnrmmrNZ/v/t9THDl8hHte/BvU/RyansDzBZWqT8IxaGnJsXXLevr7B1AqJJdrI5Cg6RBVAkI3JNFm09mRoq01geuFFEsepZLLxGQVy9JJpyxMU0fTBJapoyc0CBQqVAhdkEo6JCKLSt2j5FapJV0KTg3bNEhaNr6MKAVVnE0Wt6/aQr6/yuEnTvOjl7+Prs8c5r43fYWPvu8DPLzrAKdWjuJXQ/xqiJUysGeCzB709/Kgv5ddxhrelLiXu1M7sVIGkScblqlCCJKWTcqy8YyAmvKIkFiGgZMxCcKIklej5NZwlEXGSpBqTdCzpouJ4jirU6vxfQWEjep+uVZk/8H91Ot1duzYwcqVK88pLoQqwlU+Ldr8CK9uaKxbu45UcvmvZ7VaDdd1WbNmzbzG3XzzzWzYsIEvfvGLvOM8u5dNNLGcaBL8Jq5JKKX4xCc+wW/91m/Ne6zrupw8eZItW7Ysq0WklJJsNjtv7ealIIRg9erVrFixgqNHj/LDH/6QVatWsXXr1kblcnp6Gt/35x21vpjw3vEOzPFxxKFDhJGiXnWpVgOqJY9aMUBXkMs6cbqqrREphedHuBWfEyemOHx0koPlEUaDAnpkYLkWApAhsXe9oTCViRVYhFbAQN8gB68/QKgH6AgMTaDrsQNKSyXFzw8/n5+56Va8oEKkB2xct3FZyX1J1qioOinhkBWL475zOVByxqd/EZuDrzZGR0fnhMIlEibPe856KhNfZ8NzetmyYxc/OTCO580N0RodGY2JbXoFX77vAF1rX8upYYejJ6bp683gOCaJRJKNGzcwMjJCNmMRhIp6PSBQCq8e4o9EpNsdEi0WqaRFMmHS3pqgWPYoVzzKFT9Oz00ZhKHEjeIKvgYggVDFmQwJh5RvUS65FGtV6imXYiLCMUyUbRDYdaKkpDWb4s7V25gYKPPY6n/m+e+7m1d99V9ZO/YuJrJlHt11gP3rTzWIvpk0cLImuqWzN+znt8ufZZXWwRsSz+Flzs04joWMJOEM2VeewtB1Wq00gRVR13w8FaDrGumkg0xIXD9gzHOxiybJRJr8dJ66rNLa2koUSqqlGoeePszo6Cibd21g0+ZNF5QQVlQdHY0E89s1E0KgGzrVShXDnn81/UrQ1tbGkSNH8DxvXtdUIQTvete7+OQnP9kk+E1cdTQlOk1ck3jkkUd48YtfzMjIyLwr0sPDw0gpr9jibT6IPdPVsiwoqtUq+/fvZ2Jigi1btrB69eordry4YjzwAOpFL2Lq4SfwVq3D80JCP0LWI4xI4CQMnJyFMsALIkbHqxw9Mc2JU3lO9ecpG1X8rIswNGzXRIv02A4wgECTCF3gBA660iinSpy49TBjvcMYkYY5Y58YaQqF4lknN/CulpfwrJ2bkMqn6lZYuXLlspH75XLKuRBkKKkX/XghZZ7/fLxWJDp/8Ad/wB/+4R9e9DGPPfYY3/rWt/j7v/97Dh8+POdvmzZt4hd/8W28+z3vo1zxOHxsiid/MsrR41NUazWOHT3K9u3bG6/xJ3v30t3VTVd3F10dKW68bgU37OqmrTXZaMadnJwklUqj0KlWfep5HzxJusUm152c855GkaRQcimVPIJQkkyYtOYcTFMnCCPCUOIHEZEXS2Y04uZdESlc5VN0qrgJD5EUOCJuhNWERk6kyAYJoqJk+oE9rH7LC/jqz/4FU707MEKTquXx+I7DPLHtCIEZL2rMxAzRt8+c5zmR5L84d/HaxJ0Na8rIj4l+FJyR8ChL4Zo+LgEKhU38fnlB3JTrFeokNJuuXCsDw/0cPXaUjpYuNq3bTPvKlgt+dpGKGJOFBX8PqlMupXqRul9ddrOEgYEBTNOcdzptuVxmxYoV/PCHP+T6669fmsk10cRloEnwm7gm8e53vxvXdfnUpz41r3FSSg4dOrTs1piVSoWRkRE2bty4bJXaiYkJ9u7di23bdHZ2smnTpmXX3keRJD8yQdv6Pib/3z+h9Oa3YxoCLRSIeoQCjIxBoe5z7NQ0J07mOTFQoFzxUZEiMH3cXA1lSQzfxPQMpFAIT0MqRWTGvt4teoq167PUt03zHx0/IF8vo2SsP5YzqbRJ1+F1R+/iZ2+9i4xjk2tNk8okl7UnYTmdci6EwAupTtdJtScwLYN8Po/neUgZV5Zn+1Ief/xx+vr6GgufWWlZuVzGNM2GE9RSLlonJyeZnJy86GPWrl3LP/7jP/K+972PQqEw528tLS18+MMf5hd+4Rfw/YhKNe7PqNcD/uJ/foEf/OgkpnVGGqIUCAGmZbF71y4UoAnBts0d3HxDL9s2d1Ct5CkU8vT19ZFKpWNZzlSd6qSHbWm092VIZuZ+rkopimWPYtHF8yMcx6A1F2v0NU00GsndSoBbCwgDiYoURApP96mm6shchOHomMRe/Kam06XlyEQJar/3h6T/6oN868MPMDRQRYXx9yXUFE9vPc6enYcopaoAGI6Ok7Nij/wZWBi81LmJNzj3sMboasx5VsIz68KjWeBbEa7uExJhKB1d0wiCkIHTQ5w8fJJ2Lc31N+0mbefgEkmzJVmjpjy6tZYFfQdr0x6aBScG4j6AVCo172MsFPV6nSiKFqSlf8tb3kJPTw8f/OAHl2BmTTRxeWgS/CauOQRBQG9vL1/60pe455575jW2Wq0yOjrK+vXrl5Xsnjx5klQqNUdGsByQUtLf38+hQ4doaWlh586dS17Fl1JRqweUKz6Vqkffrdvx1q3H/9p3MBS4eZ9SxefURJFTIyVODBSZnI7JhyCW24QipJ6tESZ89NDAqBkgBEIK8AXKlqzszXHjxpXcuKUXoy3ik7Wvc39lD1FVxscRIDWJQrFloI936i/mWTdthIpPsZ6nb3Xfsjoone2U065lMMXSKiCDIMB13UYz4NDQEMViMXZTqUnWbuujra2NkZERpJQNIt/aGtsOPvLII41mcKUUXV1dhGHIwMAAYRgShiFCCLZv3069XmdiYoJEItH4t5zJ0LNNto8++ii33HILEFvo3nbbbRw6dIgtW7YAM8FW1YAgjKjXSkxPjXNysMbegwVO9Fc5fOQI7W3tdHS0z2nMVcTSplzW4cbrVrBrW44oKNDbu4L29nakVFQrHpOnq4ReRK49QWt3AvMZlqpKKarVgELJpV4PsGydbNqeY7GplKJeC6iXAlw3wKuG8aLMcKlmXPSWOHTL0nSkgKSwWaG3Yt50F4xPMPGdJzny+BAn948RuQojMBBS5/CGAR657gCjbdPADNHPWhjO3J2rZ1s7eGPiHq43zlwjZSQJ3bg5d9aFJ7IkrhkwVc1z5NAh/LJHpqWVm9fsprUrd8lGbqkkY7IQS9S0hRVb6gUP3dSZLk/iui5r165d0HGuBFEUzXv37xvf+AZve9vbGBgYWFZZYBNNnI0mwW/imsPXv/513vnOd9Lf37+g6uFyu8jUajVOnTp1Wam1iwmlFENDQ3R0dKBpGocPH+bUqVOsXbuWLVu2LKpTjFIxqa9UfSoVn0gqLFOn5b+/lfSD36N89DSHDk1z4OgkJ4eLjE5VUcSfg2Cm/1VBJCO8ZA035YISGDUTjdiBpDebY+XKNKvWpbl+20rWtrYRepIfVQ/wF9UvM1CegBAQcSNtJBS2b/Ky/Tfzhpvvobe7laBcp1QvsG79umVtNvZUwLQsY6DTpqUX3SkniiJ83yeRSDA9Pc34+DhhGGJZFu3t7bS3t+O6LkopCAXSh1T7uc4ys7gciY5SiiiKMAyDIAgoFovU63Xq9TqGYbB+/XrK5TL1ep1EIkEyubQNzC95yUsYHh7mk5/8JAD/7b/9N9asWcP999/feMzWrVv5wAc+wItf/HJq9VhXnklb6LpGoejy7HvfwK5nvZxcS8/5XzMx0VcK1q/JcvMN3Tz79o2NoCsZSaZHaxQn6+i2RrYtQbbNxjDmvm6lFHU3pFCs47oRuiFIJi3SCRPbNhrhaZEv8esB9UpAvRxQr3vktRrldB2VjkiYDpquMEyNNpFgbdc25M+9Ee/P/4papc7Bx05z7MejBFWJGRjokc7gygkeve4AR1cNATOZEjkLw9Y4uxN5m9HHmxL3cK+1e875OivhqVXqHDt2jIHJAdo2d7F1w2aGBsbIRQ4bNq+jXvBxMha6df5rdEXWKas63VrLgpvL6wUfzRDojqBarS56f9OlkM/nyefz85YHhWHIypUr+eIXv8hzn/vcJZpdE01cHE2C38Q1hze+8Y2sXr2aP/uzP5vXONd1qVarV+Q/vxBMTEwQRRE9PecnDUuFUqnE0NAQmzdvbhCrUqnEvn37KBaLbN26lTVr1ixYYjGH1FcDokhiGjqZtEkyaVL8p6/S9fY38r9+5585WDLxwwhNE3HaqCZmSH18eYkiiWd41DM1pB5heBatdpINa1vZtb6HdSta8PUAzdFY3dpOWrOZLpb4W/c/+Cf3/xKUo4ZNoBSxJGftSDdvzT+f25+3jTY9Q9KxGM+P0dnZeV7bxKXC2U45bSKzaIvLMAwpFAqUy2Wq1SqZTIY1a9bgui5RFOE4znkJtV8NiYKIRMuFmwOvVIM/u4gul8sUCgXq9TpBENDd3U1HR8eCqp6XwvT0NO95z3u47777AHjlK1/Jxz72sTmOUkIIPvOZz/DWt76VMJSUKx5SKpJJk4RjsnbtWn71V3+Nl77iLfxozyBP/mSUMIzOfX3ERF9KcByN3dvbeOkLtrNyRTbOcSj5FKZcPC9Et3UyrTaZrN3wxj/7fXLdkFLFw/Pic9hxDBzHwLaNRlU/CiSBG+HXAvxyQK3ukzerFNNVpKUQ6EghSQ8Nc9PNL6F039ew7rgHGSr8KOTgngGOPDqMX47QPQMzMpnuKLJn90Ge3niCSJPolo6TMzEdfQ7RX6G18frE3bzCuZWksJFScvLkSQ4dOkzWamHD7o3QoWNjUpmsUxqZoK+vDxObZKt93mZupRRjsoAjzHm755yNZwa2BUGwrD0jYRhy+PBhNmzYMO9ryq/+6q9SLpf59Kc/vUSza6KJi6NJ8Ju4plAul+nu7ubRRx9l165d8xo7PDyMUoqVK1cu0ewujOXeNbhYoJZSirGxMfbt24eu62zdup2urs5zyMeFjjtLSCq1gCiUGIZGJmXFN/6BInv3jXHw4Bh/9qFX80+3vYUHdr8cTdPQDRHf7BXImaZjFYGvebipGiKtWNvWytbeLrZv7WDNqjbSymakUKISeHTkMvSkskR1ydOVk/xZ9CWOVIZQ3plLVCQkmtR4wU9u4E3b76FvaycZP4EX1OjoaV9W1ySY65ST065MH6yUol6vUyqVGnKZoaEhstksmUzmsndkvHKAkgond+HHL0WTre/7AFiWxdGjRwEac08kLh2UtBRQSlGtBbheiGXGlpbaWYS0WvN57MfDPPToIKeHS+eOB6JQ4nkemq6zZWMnz7ljDTdetwIRglv1cWshvpQIQyPTYpNKmRck+tVagOeHKAWWpWMaGo5tNKr6s+m4bsXHKwX4YUgpVaWcdYl0hZSK1j/+MJv/5nMc7T9Ol8hCAIaugSE58tQQh344hFsI0F0DMzSopV2e3HWEx7Yfpm756JaGk7UwE2cRfaVI4fC22vNJ/yQi4Wjs2rmTjNVCkA6pGz661AmLIWaoEGiknNQFF5Gzi94urQXjCnazzj6XZ8n2xo0bl9UtbHBwEMMw5t1s+9hjj/H85z+f0dHRq2Zd3MR/bjQJfhPXFD73uc/xl3/5lzz99NPzGqeU4tChQ6xevXpZG7HGx8dJpVLL+pwQL4SGh4cvGqglpeTYseM8sucAmUwrmzZvIJdNN4hFTEIEQihcP6JW86nVw5jUmzq2qTE2WaV/sMTBwxMMj5aJQolS8Btf+T3aqlP8v//1k+i61kjvjOSsGT1IEdHSp9Gx2mTTyla2rlpBOm3hpG1arRTlvMtQsYBh6axqbSMtbMqFGp8PHuSz8tvUih5Czh5OEWmSFVNtvOnYvdz7yt1knRSZyCFfnaLmVlm3bt2yBVgppcirCq7yF8UpZ2xsjHw+j1KKdDpNT0/Pgom3W/IRQmBnLjx+qV10oiiiXC43/m3YsAHTNAmC4KpYuTYacIF0+owefhZKKQZOl3hozwB7nhw+x24zTqb1EJqGaRg4jsmtN67k9htW0t2SQAFBEFF3Q3RbI5W1SSbOJfpSKlwvjG04Q4kQcZOvpgls28C2dExTb6TjuiUft+BRlwGVXA23JUAzBVvW30V5+yaG/uXvaQuy2J4V6/ENgZ4QHN83zLEfDVOfDjDqJkaoE9oR+7ad4OGdB8hnKmimhpUxMBwDKSNc10WGkv9dfQ+37tqJkAK37ONlAyJNEkQhWkmjqyWHVwlBUySy5/8sx6MChtAbzj0L/tyqAVEgGwuJwcFBdF2nt7f3io47H5TLZSYnJ1m3bt28ximl2LJlC+9///t53etet0Sza6KJC6NJ8Ju4pvCiF72I5z3vefP2v58lvJs3b162SuGVbN8u1vNfSvMfRZKTpyY5fvIE05Nj9K7sY/XqNQihI5XEcyO8IEJGCpBMF3xGxkr0DxYZGCoRhZIoUshIooglENsHfsxv/Mf7+ZW3fY7ASSLVmR2Mns4Ufd1p2rs1kj0xAWh10mQyCZyUSdZKYocGg9PTlD2P9nSaFZkcQTnkVHWMPze+zJP140SVCDEjypEitr+86yc7+a9t97Dh+b0k6jYpbAq1POVqaVnJ/WI45UgpKZVKCCHI5XJMTU1h2zapVOqKz996wUc3BVbq6hH8szF7blSrVU6dOkUymaStrY1sNrusVf2zG3Ad2yCVNM/7/J4X8uRPRnlozyDHT043fi+VIgpDdN1AzixkNU2wakWWW3b3cuOuHlIpk1o1wAskhqORSJkXJPp1N8B1Q6RSaELM5rRh6Bq2rePYRtyQ7kbUpl1qBY86PuW2Op47ws1bnsO+r32G6N7bSaoEbUEGVdbw6yFCF0gr4sT+MU48OkJ9wsN0TUSgo3TFsfWneeT6Awx3TqGbQCLCsi1M0+YTyXdzc24jQT0kqEfUWjw0JagELsmKTWtLmumRAlOlCbZsP/d66yqfaVmmQ8tiiSs7t/xaSOhFJFtjgl+v1xsZJ8tpewss6Fz9oz/6I5588km++tWvLvKsmmji0mgS/CauGYyOjtLX18eJEyfo6+ub11jP8/B9f1l94CcmJqhUKvOu7FwpisUipmlelg2olIqJySqRUpiaz6FDBxibKNLZuZZsro1iyWdwuMTIWIXB00X8UIKKpQBRKM8QGV2gCYEMIv7mUz/HP9/6Zr57w6tIpyw2rmtl8/o21nRmcL06I2GewI7IJZPk0inMhEFCt8mQoFitMlIooqGxoqWVlDRwSwHftp/k75z/oFiqQgACgVIKqSlaSyle9+O7ecELbqB1TYp0NYljmhgJjdNDA/T19S1bVXjWKQegbQFOOWEYMj09zfT0NJqm0dXVdU4q8ZXiUu4mcPV88MMwJJ/PMz09TSqVYtWqVcsub6u7AbXa3AbcC2F0vMKP9gzy8OOnqVTiHQCl4h0KTdMa3w8hBIaucd22Lp59Wx+re3JxFgQKzdJwHOOSRF8IgabHy9ogjJ2ibNvAsQ10TeDXQyqTLl7eo6YH6J9+P6v/9tM8Of1jNDQModOqpWmN0oiqoFYNCBRUlMuRvUOcfGIcdzIg4Zk4kYEIJYO9w/zja/4vmZ4EpmMQRYr/k/ttNiR6GvKYQrqKhU7F88jUEmQyCdyyz9DEAJ3dnbS1tc15TZMz348O7codrAI3JKhFJNvOfL8HBwfp6OhYVtmL67rUarVzXuulcOzYMbZv387o6Oi8xzbRxJWiSfCbuGbwkY98hPvuu48HHnhgXuOkjD2cl1sDf+TIEXp6epbV2SGKIo4cOcKqVasuazGjlGIqXycMJemURSppsnf/CX6y9xClsuCpgyGapsfVyUgShYpISlBxdVKfaZiNST/8xr/9/+iqTfL9z36bXdu7WLuqhaASMDqUZ9QtUrPr5NqSdGRzWAkTU9PJiCSEiv6paQrlKq1Ohg4rRVCJmAqKfCxzP//X34dfChEyJkCxS47khkMbeV3pbra+bBWWZpCoO1imidQDEolEHC4mYu2/gBl9dRx8Nau11mb+Jp7xc87fL+PcuRKnnDAM0XUd13UZHR2lo6ODdDq9JOdsdcrFTpnn2COejasddHW2Q8+JEydIJBJ0dnYumwvV+RpwL/X4vQfGeGjPIPsOjuN6HqZhoBvGTDPuGWmaEIKuzhS337iSG7Z249gGkaYQpoZt6SQcE8M4l+jX6gGeFxN9y9QQmsDzI6RUGHq8SLBMjaAeUhl3qed9ul+6m8KOTZz62t8SSomQGlqkkQoSJD0H0zMwTA0nbRDpkmP7R/jJd08wfaqKU7NJtGv8z1/4CqlOB93SkAq+1fXHtGkZ6gUPzRBMJcokhEWpVqfdy2AlTEI3ItBdRkZG2Lx5c0Mm6KuASVmiTcssSgZE6EV4lYBkm31VejhmMeuUtnXr1nn3+dx+++289a1v5Z3vfOcSza6JJs6P5fP0a6KJS+Dzn/88v/RLvzTvccVikUKhsOyV9FWrVi1rmBbETiK2bV92+MrsTdEydXw/IpU0WbdmFY6T5ROffYRyuYKmG5imNWMdAoYm4ua7mR/d7SnWrsryrPx+to0eoDY0xs+0t+BXfEaP5hkpTlFJ1En1OKzNdeMkLQxNJyMSJLGZrlc5PTkNkWB9axdOaBDUIp5KHuWD2r8wUswj6xJdaSBAIkm7Dj/z6B286tbb6Lwli1HXceo2VqdB2SszOjpK+4aNaLo+kyLMnJ9SxpIMKdUZ68NLvVc8k/wLNC1+D2u4lKnjCJO0liTSIBJRvLiY4R3nWyhEUcTk5CRTU1ONoJ6lPE9jqRWwvL3G84YQokHmV6xYwfj4OEeOHKG9vZ3Ozs4lb5Y2DI2WnEO1FlCtBQSBPKcB95mPv2H3Cm7YvYLpQp0f/Ogk3/vBMepe7BYkNNEg+lJKxsYq3PetI3ztu8fYtqGDW3b3sHFDO76K8PwIy9RJJs4QfU0TpFMWCceg7oYNop9w4uZb14t7CDQhsCydXF+KdIfD6S9+kzXPv4GBzz5O5QW7iTIhpm4gTQkpRZuWIuGZGIGG9AI0rUDuhhqlgkaSBDLpNV6jVKBpkBZO/B2KFMwWzhUIBbquIUOJZmpk01ny+Tyu6zaugxXlYqAvWsDb7PdJSTh7PT06Oko6nV5QCNVCMJv7UC6X513QedOb3sTnP//5JsFvYtnRJPhNXBPo7+/n6aef5jWvec28xxYKhWW70M9i9qa2nFUlKSWTk5OsWrVqXs+rzVQEXT8iCCSmpWMYBslkmkwWyqUaVbeKZVs4jk3vigyb17exbmUL3R0pDFNDGIK+Lc9m+nf/B76vM/jjcfKlIpVEjUSvyarOTlIJGw2NhLDJigSRkpyYniBfqpLTk3TYKWRZUTZc/i73H3yl/jD1KT9OvSXWIEsh2X5qNW/ov4fb3rAFs13HqVo4oYWdNfEil4nxUdavW0MyOX9ZjpSqoal9Jvmf/TlbjZUzNoklWaGi6iSUg4NDleCS7zcCKuUyY2OjOI5Dd3cvCpNqzW/8XZvddWr8NzM7UQvT+wINW9ILEdVrEYlEgjVr1lCtVikWiwghCIIAXdeXlOgLEZNqy9SpVH0KRTf+f+viOzNtLQl+5qXbuffOVex54gSnhiRP7xsjQjaIfhRKwiA+f/Yfm2D/0QkySYubd6/gpmf10tKWoFByzyH6uq7NIfrVeoCmxUQ/mdCp1gOKRZfxILbctLeuYfxd7+a6976DE989Sr3uUe/xiZyImqqhoahadUYHhxnfN8KqVb087557+YcfPoxhaJQcf85rs4WJJUyiIO5ul4Y8837JeFdBhgrD0RBCzAmeClWEq/wrssV8Jhr2+UoBZ85pIQTT09PLdt0XQtDS0kKhUJg3wX/d617Hr/3arzE6OrrsVspN/OdGk+A3cU3g/vvv59nPfjatra3zGhcEAdVqlVWrVi3RzM6F7/ucOHGCzZs3L6u8QQjBqlWr5n9TE6DpGrom8fwwlgiYGrmszdR0jUQiQaCH9PbAbTdY7N62jqTdSqQUTtoik7UI3/wGZC5L/Wd/iaHDExSMMmGnorUjRcZKQqQhPUGblSahWUx5FYYmpok8RY+eIxEayFBxPDvMn/B/OFEYIShHaGqmQofCCgxe8titvLbvTvp+qQsEpCoWpjKxMybCgMEjg/T09Cz4xj5bmQe4VI/erFOOrhSrRTspzWn8/pk7BrM/I6moVCokk0kSCZtVq1aSTKYAQRjKuWMu/pHNIftn/vvM75+5UBACZBDPQaprvoh/Ds52oxofH6dSqdDd3U0ul1vShbRl6bQYDuWKT6niXbQB92zkclmef+91AJTKLo8/NcpDjw4yMlZGWDoyjGVvSoJmaJRrPg883M93HzrFxrWt3HrzKrZubscP4op+wjEwZ9x9Zom+ZWoUSx5j41WiSM745+vYtk4kARTGH78fvvj3dH/893B/78NU+11KyRrVTpcD7nEmjg7Tame45bYb6W3rooZPKCWm0HDNeLEaS91oJM7K+OBEmkRDQwnQlUARL5D1syRGk5OT8W5M1kBHI8EiNrufVcE/G62trRw9enRZffFbWloW1Mjf3d3NzTffzNe+9jXe9ra3LcHMmmji/GgS/CauCdx///288pWvnPe4Wq1GKpVaVqI9PT1NJpNZ1ueMfbTdBTURi5nxtm1QrwekkiaWqZPL2o3CmKZrrF2zkut3d7Dnh/vJtKa4+bZddHQmKZwYIPuVr3Do0/9BsTQBaxSretpJ2RZEAhUJ7NDCci3yNZfDtVEqFY9MlKDHTGGiI9IaX0x+j89Uv0Nl2gVfNci9RLJ2tJvX/eTZPP9V1+FsttFCjWTZQtficB5tpjlxzZo1y+JYFKmIaVkhJDpHTzxLps+uKEK8qzMyPEQYhrS1biCdunil75kLBKnU3AyB8ywiZncgzn7snHm7EV49xNNkI0W40Xtw1kKgVvOou/K887oW0NvbS6FQYGxsrCFvWkp9vqYJclm70YAbBBGZtH2OVv6ZmK0k5/N57r1rHc999lpODhR46NFBHn9qBM+NbWdlKFFabIcpdMGx/jzHTuVJJk1uvH4FN+zuobsrjaFrGEa8CPWDWH+vaYJsxiIMY/mPpmskE2as7Y8krheS/9J9dLz4XvjQR7DbskQnA/r3nGSkfYzV1/WxqXst7fUWFFCr+SAVJhquPdM4PPNaGovYSKHpGr4IMdAJVYSQZ5x+NPPMua/rOiPjo+TSnWS1xd3VPGPTP/c8tyyLVCpFPp+nq6tr0Z7vYrAsC8uK80Dmu7P0yle+kvvvv79J8JtYVjQJfhNXHaVSie9973t8/OMfn/fYXC5HNnvlbg2XCykl+Xx+WXcMIO4zGB8fZ9OmTfO+gQohUAocW6dWDwhDhW3ptGRjra0AUDA5XY+33IMMU8UhHn74R3RYPVz3y2+hsG03pdv6SK+wSTtJDE2go5PUbbIiiUAw5ZcYG81Tzwek3SSOruOKiOGWPB/Uv8T+qX68UoAWaTMuOaBLwfOfupFXiVvZ/cvriVIRpm+QqFnohhZ7uYs4xKy1tXVZnDMCFTIty0DsBHI5TjnT09OMjIzQ3t5OV1fXZRGACy0U5gulzjR5emaAo+skMvYFFwpyhtdHEqq1gJbc8jfZXgpCCFpbWxsWorquN5xrlrKan3DixW+54lMsuZfVgNvS0kI+n2d4eJiVK1eyfk0r69e08rpXbeeJp0b44SMDHD+ZP+tzikk7Amq1gB881M8PfjTAip40O7Z1snVTBy1Zm2zWJp2yMY0zrzkMZSNdul4PSCZMUkmL5HPvRO6+DutF9/Lo//okE+Oj9LX30bWtF6fLxCdsNIXXKiG6Ehi6oG55Z0i7gIyIv18yVGi6IEJioFEnxFA6Ukp0U5/zGeRyOY6P9aNXKqzILa5TzGxK7vm8QHp7e5fNKnMWxWKRqakp1q9fP69xr3jFK/jjP/5j6vV6M/SqiWVDk+A3cdXxrW99i02bNrFhw4Z5jfN9n2q1Om9Zz5UgDENSqdSyav6VUkxMTNDR0bEgciNEfAxd1zB0Dc8PMU2dtpYEasb1AwGTUzWEJrAsg40bN7Fx41r2f/gLOAPHePDxb7BpdQbbMNBnmuhyIokpDDwVMFyeZnqyjlUy6NIyJHsszBadf9Ue5uPVf6cwVSWsSzQZb/NLYMV0K69+4g5edOcNdN3Rgk9IwrWxXAPD0rHSBkIIxsfHKZfLy1Kpm69TzqxEwLZt1q1bt+xN1xB/froenxeGpiNsLqkjTyY0bFPEqcWaRyZtXVWXkgtB0zQ6OzuBuLHS8zxWrly5pLaouh7L12YbcH1fkj5POu3Zc1y9ejXHjx9namqKjo4OABzb4M5b+7jz1j5OD5X4wQ9PsefHw1TdkDCKA+NmF9egGB4pMzpe4QcP9bNzexc3XtfLpvVtpJJmQ7pjGBrZjN0g+uWqT60eYFsapz/9v9l4440kjx3h2S97GWJacFKMYAiTkHCGJCvqNR9jpufFtf14kT/TWN8g+JHCtDRCFWESZ2ZoyoivI+YzzhMBifY07nQV0bL455AQ4hyJDsQV9SAIiKJo2TIwUqkUg4OD85YG7dixg56eHh544AFe9rKXLeEMm2jiDJoEv4mrjvvuu29B8pxSqUS5XF5Wgm9ZFqtXr16254M4xCuKoivwSxezvZfYVlzFTyRM2tsSZ0JcgErVx/VCdF0jChUtbWlu+cjvcOqNb2CqXKCw51F2b97Jhu41JIWNVJKpoMTIVBF3PCDj2rTmkqQ6EhQyFX639kUeKR2mlvcgBENpxGp7uHXvNl4w8ixu+5mt6L2CsuvRGiQxIwMzYTQ83EulUiNFcqktFKvSpaiqOMKiVVzcwlIpxeTkJBMTE2zYsGHZk4wvBCVVo+p5KZimIJOx8DxJoeiSzdgX9YS/2lixYgVjY2McO3aM7u5u2tvbl2xR0mjAtXQqFZ9iybtoA65pmqxevfq8leYoknR0JHn5SzZz18197Ds0wdOHxjnen0cRf16aEDHRlxCGiqf3jfHU3jHaWhPceP0Kbn3WSro6U40E3lmi7/shp/qH2H/gEKmEQc/rX88Nv/mr+K//WWrFGlIqdAQRsdwm8hSeF2GIeKFdNwMUM/0cQFok4lA7FTdxSCQIhYqIF+cz/QRno6Y8Wlpa6MgtTQaJiC8b58Xk5CRRFC3bjmpsTpCkXC7Py9deCMErX/lK7rvvvibBb2LZ0CT4TVxVhGHI1772Ne6///55jy2Xy8sqz4miiNOnT9PX17fkNn5nQylFd3f3gp9T02jIMiwrduKQUtLZnmw0e87KeCanatiGIIok3gf+FCsMcX/vj7lpjWB0eJTDTx2g2jLNhu2bqGgRkyMV9CmdLjtLblWCVIfNN+ST/GXpX5golvDLAZoUCBVXDNvKWV7+6C3cs3EX21+3mjw1pK/QJ0zKUYiThoTSUF68y1CpVFi5cuWSb2uXZI2KqpMSDjnt4mTd930GBweJooi1a9cuW8jW5WC+oVGWqePYOqWyF5PYtNUgkdcaNE1jxYoVZLNZJiYmaGtrW/JdB8vUack5VKqXbsCd3b0pFIrouonQDIIgIpqRT5mGRntPirvbEtx9Sx9lL2DPT0Z46NFB8oX6zFFiFx6hYnlKvlDn2987wbe/d4Ktmzu4/aaVXLezB8c2KJVK7Nu3j3y+wNq1G9i+dQPinrvRslmiT3wc8apfREYKqSSOZuKJAFWVaApMXQMFNctv9GkApDUHGc64SM046AhmiH2kIXSBZpx57UopKsolpTsYyqBYLC56Lkh8bTo/w29paeHkyZML0sUvFJlMhmq1Ou/gqle84hW85S1v4W/+5m+W9f7RxH9eNAl+E1cVDz/8MLquc+utt85rXBRFVKtVVq5cuUQzOxelUokgCJad3F/pDTMmI/HNWtc1TEMjihROwiSTtimWvfgmimJ0vML6FTncqovzx39M/+//DZYykYZiTd9qNvWuY/LIMP/6wLdoFz1sad1AT2+O7IoUtYTL71X+ge9Un6KSd5G+RJMaQsV1+5uObuaFx5/FPa/aRcv2FFXl0iIdHN9CZUBzdCIUQRBRq3kgBMlUG4ap4QfRHC3yYmHWKcdVPjmRajQZXgyzOtqenp5r7katpJrTAHk5iCUpMy4yZY/UZejOryZm3XaUUoyMjJDL5ZZUGhU3uV64AVcpRRhKglASBBEjo3nKlQobNqzHtgxSpo5haGesS5MQ1GOf+xfftZ6Xv3AT+w9P8IMfDbD3wFjcSB0XzmO3pBn51aEjkxw4NEFbq8Pdt6YJvXHWrVvH7t034PoKY+Z7Pf2hv6LjN36VwmvfDiFEUpLRLXwV4lVCTENHIw6Tq1neWb0gMxX8MN5ViDQVXzZmPPBVFDfXamft8tTx49wKkUBJxenTp3EcZ3EXvdqZHchnwnGcBfvTLxQL3Tm6++67qdVqPPnkk9x0001LMLMmmpiLa+vu1MR/Otx33328/OUvn3ezlJSSrq6uZdNeQuy3v3CZzMIwMjJCPp+/4uOcfYO0LJ0wlDPezrM6/Phv4xNVdF0j82vvJOzqQjz35RjomMSkAEOwbdd2bth5A/6Ux6mR/VS0aZ4wjvDG/J/zjfwTlMZrKE+hRzG5z9QSvP77z+FN5Xt57S/fTnq7Q1W5pMMETjlOqEy02CRSJumURWtLAt8rUSlNYRganh9RKntM5+sUSx61ekyyrhSRipiUJTwV0KZlLknup6enqdVq5HI5ent7rzlyDzOBQAvwwJ91kXFsg2otbuL8aQg5tyyLkydPLsp35FJIOCYtOSd2zsnXyOfrZ87LsofrhmiaYO3albTmHHy32JD1PDOXwEwY2OnYbz6ohOza2sV/f/vN/PnvP59XvmQzHR1J5EzYVBTGhB8BYejTPzDODx4e46677mbXrl1ouoEm4tTpKJLob3wLtLZi/+57EEAYKRxhEamIquvhWAZC04iUom7N9cHPzEh0NEMjUhE6GlIodKUhI4luz71OV2QdR1gYIs7WmG2KXkzE9Ynzn4tCCNrb24miK78eXC40TcN1XVzXndc40zR5yUtewn333bdEM2uiibm49u5QTfynwv33388rXvGKeY8zTXPZ7NHgjN/+clWJIJYv5fP5K5anzDbZzsIy9UagU1urA8ROOgLB2EQVXUjS/3Ef2te+jqYLjFDHwkQJgURRUx5tqRb6Nq9j9027+L+DT/Cu0x/h1MQYtbyHFomZZlrYeWoNb/vui3n1s+7g+b94HdWsR6AiWvwUekVDMwRO1mpUKQEqlQqlUpFVq1aQTlm0tSRozTkkkyZCQL0eUJwhVqWyR90NiKL5WT4GKmRSlpBIOrTsRZM3lVIMDw8zNjZ2TZNeNeOacyW7HOmURTpl4XohpbLfcOdZKuTzed7ylreQy+XI5XK85S1voVAoXHLcwYMHedWrXsX69et597vfzZEjRzh69OiSzVNKheeF1N0QKSWuHzGZr1Eqew1HqrbWBJm0TcIxWb26j+npaTzPu+AxDVvHzpjISOGWfGQkack5vOJFW/iT372X97zzFm64vgdNE3ieT7lYxvN8UqkkhpUlPWOZG4ay0TsRRhJdF5Q//VmcL30ehSQMA2xhEgWCSuBiOwYoRaAk3oxEZxazFXxNF4RIDKETEu/EKQn6WfIcV/mERKTFmYVxW1sbhUJhUQn3xSQ6EFfU5yuXuVIUCgUmJyfnPe4Vr3jFguSoTTSxEDQJfhNXDUeOHOHUqVO84AUvmNc4pRTHjx8nCC6eKLqY0HWddevWLav3faFQIJFIXLHv+6y+fhZnZDqS9pbZ8KZ4ITAxVYV3/gJ+Vzdy23aELjDQMURcwdeEwFU+BhqBCOnu6SRzcy8SgVsNIIz92ROezat/dDs/e+puXv2229nynJVMUUZDI1dPompgOjHBObviHEURQ0NDdHd3z9md0XWNhGOSzdi0tSbIZWwcJ3b1qNYC8kWX6UKdStXH88KLElNX+UzKEhraJW0woyji1KlT1Gq1a6qZ9nxoOI1c4VXdsQ1yGZsokhRL7rwXT/PBG9/4Rp566im+8Y1v8I1vfIOnnnqKt7zlLRcdc/z4ce666y62bt3Kgw8+yN/93d9RKBQaMp3FWIQppfCDiGotTridLtQpV33CUGLbBj1daVavypFMmviBPOd8s22bTZs2XVKqopsazoxNqVsMGgmyuq6xe3s3b3ndNl77khyt2QDDMMlkMvHPtNVoPA0jOeOdf4bsJ5/7PKJcC33/44+IQoWOhvIgIMCx4+9NhMK342vo7KIwTWydqxmCcKaCH6kIAhXLhc5qsK0oF2sm+XYWyWSSjo4OpFy8c0Zo5wZdPRPT09OXtTBcLGSzWcrl8rzPtZe85CXs27ePgYGBJZpZE02cQVOD38RVw3e/+13uvPPOeVtOVqtVgiBYcleVsxEEwbKTu2KxSHt7+xUfZzbo6mxYM246uVy8O6BQaEJjaqJM8t++Qv8X/p0VMq4GS6lICJNAhWgzaZbxIIVPSJfRgiFMdD1EhRDJiNd//dncvGsLd71qO64VkJcVElg4VRsZSKxk7JbzTCilaGlpuWhFTgiBaeqxdWDCRClFEEiCMML3I1wvBMDQNUxTix87o9+fj1MOxNvxmUyG1tbWZffcnjdmPuNnykEWAnMmCK1U9igUXTIZe9Gbbw8ePMg3vvENHnnkkUYPzqc+9Sluv/12Dh8+zJYtW8477vd+7/d46Utfyl/8xV80fjfrS16r1RgaGmL16tXz1oGHMxp6P5CEYRS7y2hiTsrsOVIbQ79gA65lWdTrdSqVSsPq83zQdA0na+GVA7xygJUyUJrkyJEjnDx5ku6eXrZsWccTT43FAwRkM/FrkzL21jd0rZGknJgh4YVPfJpVb3gNJz7y/yKUIKxJlKnQNUGoFBbg2XMlOknpzMxJEBLhKJMIie7rcSDezELCVwH+jLTtmejq6lqU3aQGxKUXbUoppqenl01CObuYrNfr8+r/aG1t5ZZbbuGBBx7grW996xLNrokmYjQr+E1cNTz44IPce++98x5XLpfJZDLL5tvteR7Hjh1bVp0nwLp16xbFJUho4hyXOdsy0HWNdMpshE4J4KVf/kvCjk7Mm24lCmRsUSfBwmhs5Quh4WkBuqZTkz47jNUgFYI4pVPoGsFKF79lhEMTxyjLGhmVxCnbqFBhZ8zzknvP89B1ne7u7nl9tkIILEsnlYz1+20tCTIp6xz9/mBxmtF6ESs0adMufv64rsupU6dQStHR0XHtk3s4U0VepO+Frmu05BxMM3bZqdcXd8fs4YcfJpfLzWmwv+2228jlcvzoRz867xgpJV/72tfYvHkzL3rRi+jq6uLWW2/lq1/9KgCJRIJ0Os3JkycvKo+B2L6y7gaN86NQcqnVA4SAZNKkNefQ1pIgnbKwbeO8C6fZBtx0ysLzQgpFlzCUZ/1dY3x8nGq1etG5CE1gZ000Q3Di8Cm+/Y3vks/nueuuu9i5Yxd1N5ojpZkl+OHM7spsgy2ArsWWm/bd9xLkMqz73T8nChXC17EMnUiXhEqhCXCtmc905uApFffEKE3FFp4z55IImRNwVVEuxkwexjOhlOLYsWPU6/Vz/rYQzD6nusiuXC6Xo16v4/v+BR+zmJjV/i9kt+iee+7hwQcfXPxJNdHEM9Ak+E1cFSilePDBB7nnnnvmPa5UKpHJLI3n8vlQKpVIp9PLSvKKxeKiWb/NEoOzb0aaJrAtg0zKbjxAhiF3HP4+/f/r02iaIJIyls9IhSUMNKGhCQ0dAVKiAC8KadHSdNVb4uq+iIm+v01jw45N7DtykAMPPU3ldLyd7WRNjPN4ic9KYYrF4hW/Xk0T2LbR0O+3ZG1cx6WGh+WaUDWYmq5dUL9fr9c5efIkyWTymmykvSBmXoZYxCkLERPYhGNQrS9u8+3o6Oh5+2i6uroYHR0975jx8XEqlQp/9md/xotf/GK+9a1v8epXv5rXvOY1fP/730cIQU9PD62trZw4cYIwDBtjpVT4fkSl6jNdqJMvulRrQXxeOrEsqa01MfN6LxxsdT44ttFowC2U3MZiyLZturu7GRoauqRsJZ/P8+iPH+b4yeNs37ydO++8k5aWFiKpKFdmiOvMQjyXteOKfSgRxIuxs8n+bHjVyU/8FX3/+GUCL0KEkLJtaqFHpEDTFL45K9GJD5+M7EaCLcR9OQD4AsOakQGpCFf5pLXz9wYJIUilUkxPT1/2+3cxNAj+Rc67WX/6Uqm0KM95Oejq6lrQrm6T4DexXPgpuns18f9POHToEOVymZtvvnle44QQrF27dlmTZJd7QTHrt382ObkSnLlBzv29bevYtt6QXrzl+5+gnMwxsWY7AOGM7lZJMKSOQKARN9pqGCghCQiJVMS6Yg9CzTyPUAxkx1nR28tdd91FR66TPY/u4eDxffjh+Stso6OjWJa16E3MkYrIiwqaDWuzHfS1t5HL2CRmpD21Z+j3C8UKx4+foLOzc1mbuBcDs5KIpdjZSiUtMjNV6lLZu2iPwx/8wR805nGhf48//jjAeed6MWnHLEl+1atexXvf+16uv/56fvu3f5uXv/zlfOITn2gcs7u7m76+PqQSVKpeQ0dfqngEQYRl6mTTNm0tCXJZh2QiTou9kvduNgF3djFULHlxn0t7O4ZhXFAjXq/XeeKJJ/jRj35ET08P9z73OXR1ntnFiiJJqTx3N+LsCv6sXWcYSnRt5vOPW2GoPedW/FQa+d73gYKUaVPxXQQQmOdeX1LSjvX3MwRfKRX78kegzyzMK6qOjkaCCzemt7a2UiqVFkWL31iwXmJd2dPTs6y5KEopBgYG5r1rcMcddzA8PMypU6eWZmJNNDGDJsFv4qrgwQcf5I477pi3TnZWe79clVUp41TH5d4xsG37iptrG5jhLOfo8E0dQ4/tERFw58EH+MQrfpd8wSWSijCSCF2LTbABUxhoaCgUJhpKKHwZ4RGyZqo7fiolUAIG0uMopTAMnfUbNvDsu5+NVJLvfOc7HDlyZI7cqVKpUCwWWbly5aKS02c65dgzzYCmqZNMmORmnE+yGRt7xjrUdSWJZBu6kaJS9fH96Jp2zjkbcYrt0h3ftg2yGZsoUhRKc6UoZ+O///f/zsGDBy/6b+fOnfT09DA2NnbO+ImJCbq7u8977I6ODgzDYPv27XN+v23bNgYGBghDGbsslTw8X6NQqHH48HGCwI8tWHMOrTOym/PZV14phBCkklb8PklJseTh+xFr1qw5J3E7iiIOHz7Md7/7XQCe97znsWXLFgzLaBBrgCCQcQX/LC16g+Cf5aATnUX2lYwX2kIXPPHBP6D9c/8AxBX8qusjNIVrP0NypRSJyEHTtUaDrRQKOcNfNTNuuK0rn5RwLvpddRwH0zQvKU26LDQkOhd/WCKRQNf1RW3wvRiEEA13tfkglUpxyy23NKv4TSw5mk22TVwVLESeA3Gl17btZauuaprGxo0bl+W5ZrHYfvtnJDpzf69pAsuKSdst//4palaSwd4trCl5SCmJwghNi8cpCZZuUMfDQCcgxBA6kYrwVMCa8U7oA00JIiEZt4rkVWXmMZJkMsHNN9/M5OQk+/bto7+/nx07drBixQpM02TVqlWLmmngKp+8rGCg06al0cX55VVCxE2UMgqoeiU6OzpobUkShBI/ONOwaxpnmnWNJQjcWgws1AN/Pphtvi1XfIoll0zaxnqG5Kqjo4OOjo5LHuv222+nWCyyZ88ebrnlFgAeffRRisUid9xxx3nHWJbFzTffzOHDh4GY1Aah5PCRk6xavYlCKa5OG4Y+U5V3ULKdqclhspl16Pry3PIsM7bOrNZ8ylUfxzawLcnIyAirVq1iZGSE/fv3Y9s2d9xxx5ym8tlGVhkpUIpy9dxegmzGRj6jqTaK1FmN0DNaHhOKt9+GdBxSn/kY1m/+JjJSKEPimmdVnoVAUwIHc6aCH81YZEZogUBoAsPUqCgXgSAlLl58EEKwYcOGxZEYzhzichbap06dor29fdmabVOpFNVq9ZzF26UwK9NpNto2sZRoVvCbWHZcif6+Wq0uq5vN1NTUJZv1FhNKKZLJ5KJKVWarlOe7QSYcg0zG4iVP388Xb/95lIJC0UVGIKOzPPQVWMIgQmJh4BFiC5NQxgS/YzyHGRkzMp2YEOwNT8VVwFmyQUz+nvOc57B582aefvppHnnkEVzXXdSt9ap0mZZlbGHSoWUvSO5n4ft+o6FW17U5+v3WnNNwRnHd8Ir995cSSp5f2uL7PtVqlWKxyNTUFEEQNBKS8/k8U1NTjZ4PpdQlK6CzUhTL0ilV4uCxhWDbtm28+MUv5h3veAePPPIIjzzyCO94xzt4+ctfPsdBZ+vWrXzlK1+JX6NSvPd9v8GX/+U+PvqxT/Hjpw7x0Y99km9+89u84+2/eMZGNRvLsAxDo6uri5aWFk6ePLms1rqaJsikzzTglishpVKFxx9/nL1797J161buvvvucxyjZhdpMpJEUlEsxdefWemNEIJ0yjqjuZ8JuJIz5y/MLPZmbC1DCaNv/zV6PvO/kFJhKxOlyzMV/JlzJkMillDpsUWmQbw4F358XImiqlySwr6sBa4QgkKhcMVSw1lZ1+UQ/HQ6TblcvqLnmw9mCf58cc899/C9733vp2Z3sImfTjQJfhPLjoMHDy5If+95HlEUXXHw0+VCSsno6OiyXoRn9cNL4bd/vldh2warT+/HkCGPbH9ebDdXqCM0iMIIeZa8x5rZ8NNmbra20BFKp648/HrIqom4aqspAUKxL+hHQ4v1vGcRAiEEa9as4d577yWTybBnzx6efvrpRXHAKMoqRVUlLRKXdMqB+DMeGBggk8mcd1fofP77sX6fc/T7nhdeVcLv1l0KxQJDQ0McO3as0bDc39/P6dOnmZycpFwuN+RRjuNQq9Uol8tMTk7G3u++z4EDBzhw4ADHjx9neHi4QfrPJv5CxOQ1mTCp1QPKFW9B35MvfOEL7Nq1ixe+8IW88IUvZPfu3Xzuc5+b85gjR44xOVmkWHKZzte597kv5i8/9GE++tG/4jl338YXPvcp/umLn+X5z7sb6zw6+tnvVGdn51VpmnZsg4QjOHBgP8dPDpFIJLj33ntZvXr1ec9PIQSaLlCRIook5bI3xxgpl7XRNEEYzDbYijMOOjOBcQpQmkAqiZCC2pvfheG6yP37SQmTwIgaKbazh07hoOkxmY6QGOiEKoJIQzMFdREvNNKXqN6f/Tqmp6cXpXEecWmJDkAmk1mQP/1CkUqlWLFixbyf7/bbb2dkZKSpw29iSdGU6DSx7Fio/t73fdLp9LLdpKvVKoZhzHueV4KTJ0/S3d09L2/lS6FBIi5wD3rep/+YJ9bePOOXD9PTdXRD4HsRlhZfIpRSaELHQEcqFVfqTYEtDVzlUws8Vk90crJ7FKHiCv6BcIA4ZT46r3NjsVgkmUxy6623cuDAAb7zne+wZcsW1q1bN+/PWClFXlVwlU9OpEhpl0dC6vU6hmGwYsWKy6pKnvHfj58zmPFODwLZkPPoWuzTb5k6prk0ch6lFK7rUi6XMQyDtrY28vk8ISGZ1hSdnZ2Nna6NGzeeM4cgCBgbG+PGG2+cs5jUNI2tW7cSBAG+7+P7PkIIisUiQ0NDOI5DJpMhm83iOHFzqqFrlCsexcgjk7bm5T7T1tbG5z//+Tm/m7WvDAJJGErGJ0tx0rIQJJMmlqnzK7/0i/zKL/3iZT/PrK2hlJLp6WlaW1uXRWYlpeTEiRMcPnyYXEsb119/Pb5bpFqtXvS6InQNGSkiOOOgMzPdXNZBEDfYmka8oAkjiSbEmfdeKUARyihekEeC2l330PKrb0fe9wMUiprjzTluSsX6+0hFcS4GgjCUGJGGMAVVPBLCQptHo0cul6NQKFxxnoeYvThdAolEAsMw8Dxv8XqYLgJN08hms0gp53U+na3DX7du3RLOsIn/zGgS/CaWHQvV32ez2WV1SZh1z1kuvbXrutRqtUVfUIizqvDPRFiukBsZ5FM//4FGIJbrhUSRIggi1Iy+erZ6ZgkDLwpxlElZc0mqNKWggovP6om4Ai4AXdM4HJ4mVBFSyTNlwtnnDUOmpqZYu3YtyWSS2267jbGxMfbt28epU6fYtWvXZfdZRCpiWlYIiWg/q5n2UpgNL0smkwv6jGf1+7O6Zynj92yp9fvlcpnh4WGiKCKdTtPS0oJSiq6ubuyUieHMlSTNN1PAMAwMw5izU5bL5UgkEtRqNUqlEmEY0tvbS6lUiklOJkG56lMsxSTfnEco1jPft1mHHtPQcByj8f4tBqIoYnx8HCnlZfUJLBRKqcb5rGkat9xyC7mWNkplj56uHJZ18XNU0wShL2OCX527s9WSja8PUSRJOGbjv89eWCkJSle4QYSl6/H37cN/w6obN0M9QJNQc9w5x00rZ46DTnwciYGJb4VIJGkxv93TXC7H6Ogonudd0XVNCHFZFXwhBJs2bVrWHpmJiQk8z2PVqlXzGjerw/+FX/iFJZpZE//Z0ST4TSwrlFJ8//vf5z3vec+8x80mFS6XH306nV7Uxs9LoVgskslkFv31NWwyz/M3852/iL96LdJJzGnGLdd8iCAyJGgCNSPPsIRJRbmxjtdQKCXQXEHN9uibOEOYdE2npjxOhKP0qvZzKvhRFNHe3j5np2JWRnHy5Ekef/xx2tvb2bFjx0UtUQMVMi1jzW2nlsO4hN5+FqVSiaGhITZv3rxo7/es//4sj4mimLAGgcR1Q2pKxX2PM5V9y9Qvq9odBAH5fJ5SqcT69euxbZve3l5SqVRjp0POSDSWqslWCIFt29i2Paeh0HVdpqam0DSNlpZWDDNFqew1wqHOh2fufMxqyXXtzIJpqXY+TNNk9erVnDp1Ctu2l8Qdq1wus2/fPvL5PNu2bWPNmjVomkYQxNIowzDwfZ9arXbB5kzNEChXESpJZaaCPyPBJ5eJPfDDUDUkOWEon7EIUiDiCrwudKJQoXW0E3T1kPof78W4/k1UHa9xXJQiSVzB95Uf+98LkIHCEBoVzSUlnMv+fs3CMAy6u7uvXDKjXZ4GH+Jdk8XYNbhcJBKJBXn+33PPPbztbW9bghk10USMJsFvYlnR39/P9PQ0N91007zGeZ7H6OjovN0KrgSL7cl+KZTL5SWrKgrOTYKMoojsd75F/r6vkXswbiBFCKRSFMseLUmbIAJDCGQYj7Uw4uqgipv7fBXguBaeGdBRztJaSZNPV9A1DYHg6fAkPbRydglfSollWee1QtQ0jQ0bNrBq1SoOHTrE9773PdavX8/mzZvP6Us42ymnXctctnTAdV1Onz7NypUrl3SxqOva/8fenwdJcuX3neDnvedHRGTknXVl3XfhbDQK3WgcDaBQJQ6H0i4lW9lIIkXNzNpwjDujw0yiNLuSza5WS5lpVssdLU1m2hGloUYSZeJq12jicjU9EgoFNLsBNNiFRgNVOAp1X1lHVp5xuvt7b/947pGRVZlVGZEZ3mAjvjQQjcjwcI8I9/Dv+/2+v++XopIUU6VAkpLaKDbUajFVYqQQ+P5ShX9ZFdZabty4wfz8PAMDA2zevDlN7Q0eXHjajOD37O2siM2bNzMxMcHi4iIzMzNs2zZEFMP0vUVGRgYYKLnjbH/vSaKx0HrvhULwwHvvJUqlEpOTk0xNTVEulzdsIRFFEZ9//jmXL19m9+7dHD16dNn3lO3HGDfTcPPmTcrl8orzNlIJjLFoa9x12YbhwZBsHMJTLtSq3U0HXAU/0gnaGkKhiLXGE5Lq3/9/MPy//UW8J36Jerj0utbCoCi0HHQUEm0NRltiqdGYNWvv78dG/KYJ4Yb+14qpqSkGBwdzKdCUSqWWpK2T/T3//PNcu3aN27dvr2oL20cf60F/yLaPXHH69GmeeOKJjvWR1Wo112TRmZkZbt68mcu+MuzZs6dnEiQhxAMV/Nr/8I8xgc/Aa68yNlJwAUO4m31mNxjFibu5pgTSEwqJICam5IU0bUyhFgKWWtBkx51NINNBQSSfJFexFjRLd+cbN24wPT390OMNw5Cvfe1rvPLKK8zNzXHy5EmuXLnSquJVTH2ZU85ayb3WmitXrjAxMZH7As7zJMWiz/DQUmJqGCq0tlSqEbPzDWbn6szMLjIzM4+1Tqt74MCB1rmxegBUbyv4D4OUkuHhYfbu3UuhUMBThqmbV/n0s0tcvjrNvZkacwuNlttOqegzkmYQDJZDCqGXG7nPMDIywv79+9fszvIwWGu5dOkSJ0+eZHFxkVdffZWnn376AbLXPgpTLBYZGhrizp07K76mUAJtLDaxy0OuBAyVw9Ywt+fJVh6Bd99nGCfumlNSkWDxPUXwH/0cSMX+z35AI4iwwrZaAwOiiJBLFpmx1igjqckGgfQJ1ih9ux/GGM6fP78uN51OvielFMVicWM8+NcAKSWlUolardbRdoODgxw6dIjTp0/36Mj6+KqjT/D7yBWnT5/m6NGjHW+Xtz1mNmCbFzIrzl4tYFp2l20o/t1fY+E/+XNIJZkYHyB1wwRruTtTI/QVUZS49rhe2ta3iqZNKMoQjSGuJIRxQC1ssPvOphbJVEjOJTdIjHZWmbih1oWFhTWT6+HhYV588UWefvppzp07x9tvv82l6Wss2NqanXLaIaVk69atbNq0ac3b9AKZfn+gFDAyXGBspEghFNy9e5vPz13gzt05ZubqSFVEGyfveCjBSSu6PwmCD6QOPNq5CUWCHTv3opTii/OXuXV7moGS/4B95U8aSilmZ2eZmprq+jXu3r3LW2+9xYULF/j617/OCy+88OhFevo1bt68mbm5uRVteEXaSTPGMr+wXCs/VA5JjEWmqbUtiZNa+u6ttTRjjYcg1i7PIkgdcmr/0Z/kW2//UyI/aVv0W4aUk8tp6xx0oiRGW0MiDYOq+4FVKZ3caj32lULyyCTbdnRrX9ktdu/e3VXB4OjRo32C30fP0Jfo9JErTp8+zc///M93vF2xWHyoFnsjkfnt3+9P3UtkcoGeSXSEWG5CoTXqzh303/2/IoVg01g6PJc+6c50jTBUzM+bZama4GQ6sU0YVYPcs1UW6jUGmiH3BheZvDPRItwSwZSZ4Q5zTAr3Wd6+fZuxsbGOWtlCCCYnJ9myZQufXficPzj9DnsndnL0sWegA7OhbNGWd+V+LUiSmKtXLlEul3n2mcfwPJ8o1mm67n36/XTotJ0km1U88HsFpwE3S1r6tIosUx19qeizedN+6vU6i5WIWi1mcXGBTRNjX6qQsIGBAaamphgaGuro96VarXL27Fnu3r3LoUOH2Ldv3yPlXvfnUYRhyO7du1e3xBW05jfaHxsecBX80M8GbC0qJfvgpHjaWCIb40lJpAVBwUelvwF3/qu/w57/72Eilbi0W5FKdGTRfa+pRCdONE0RUySgqNY3+D84OMjCwkLXEstOOy1DQ0MdV9TXAyEEtVqt4yLU0aNH+e53v9ujo+rjq46ffBmlj68MrLVdV/A3bdqUm/99FEW5+u1rralWqz0Z+MtwP6eq/bf/LXZsHBGGCAETo6Vlz5meqeF7HtZYYm2wbfpX3yqsEOAZQhuw0GhQqrvPaqhWaPnlCwRSSM7aqy7y3hi01l1Xz5VS7Du4n5dffpmSCHnzzTf57LPP1tT611pz7dq1XG/6a0G9XqdarRIEAQcOHGDXrl2EYdjy3x8sOznPyJCzpLQWavWYudQTfrHSTF2PdM+r95l95UIa9jW/2KTRSBBCMFDyGU07EdmArZSCgYESmzcNI4TlypVbfPrpORqNxqN3lhOyWZAbN2608gEehiRJ+OSTTzh16hS+73P8+HEOHjy4plmOlYbdy+UySZKsGMBlrKWyuPyzEggGBwK0Nsh0l1qbZYs9ayGJndWlTcBYKJa81hyNKA4QBSV+7vffd3756XZDqoROW0GeUDSSCC01AxTWvSgbGhqiUqk8MkRtVWTun2ZtJL9UKvXUJel+aK25dOnSms6hdvQr+H30En2C30duuHr1KnNzczz99NMdbVer1dbVRu8UQRBsWMz6WlCpVAiCoMd++6Kl0wbwf/M3qf0Xv+z+IgSbNpUQLOn05xeaCFzVMU50K+UUwLMewloioSnKgHq9iRRQiHyaQcLu2pJdpkRw3t6kbqPWAO16pE/aGkqFEkefPcqLL77InTt3ePPNN7l+/fpDK3xTU1MUCoXcIuwfBWstd+7c4eLFi9TrdYCHdjUeqd+fbTJfaVCpRkSRXvZddwtjLM1mQqUaMTNXZ3a+Qa3mUnCLRZ/hwaVjKRb8VXX0UgpGR0ocObwfIUPOnD3XletIrzA2NkahUGh9DyvBWsvVq1d54403uHfvHi+//DJf//rXO54lyqxo23H79u0VZ1IssFhZTvwLoYennGVkprlPEnOf/t4SxQbpCZoNjVKSgZKHTrssJrF8/sTP8Od/5w/ds4U7nkGvSJLNyhjDoq4TSp8iAR2a5zyAMAxbMw/doLU46qCKf+fOHRYWFrraX6fwfR/P8zpevH7961/nxo0bq85i9NHHetAn+H3khmzAttPKeLVazTViPo7jXMOtjDE9J55ZGx6gubiImptD/O//D62/bRl3WhdBmoJpLdNzVTxfuWE9u+SFLwAPj0RqCsInbmgiL6HULND0Y/bVt7R2KhBc4Q7zusK1a9e6r+Cl0Bhk6sgzNjbGt7/9bR577DHOnj3L9773Pebm5h7YplKpsLCwwPbt278U8hCtNRcuXGB+fp59+/Z1XGlcSb8/UPTwPUUUaxYqTWbm6syng62P1O+nsNYSxZpqLWIuTehdrEbEsSbwFUNpN2E47SZ04k0vhGBwsMCePdvZsnU7cSKdS0yHFc9eQAjBrl27KJfLK35OMzMzfPe73+Wzzz7jqaee4uWXX+76ehWZ12UbxsfHmZ2dXfZZWGuxAirV5jJp3chwgURbrHUuTVq76RbVLtfSljjRCN8SNTXFQkBYWKrgm8Twwbf/cybuVRFatwj+kFcisRqBW9Q3bMSwchkR671uMvenbtOqRauCv/ZtjDG5EXxwMtKHLRJXwtDQEAcPHuxX8fvoCfoEv4/ccPr0aZ599tmOt6vX67nJZay1XLx4MVcpx+joaM+HPp3+193I9a/+KmbLFqTvtxJCi0WfUtFLSblbDEzPNvCEILGgjW2tEKyBUCgikbiUzJp1BD8KERZ2JEuEVSC4au8wtXCHOInX3RUxWFSbY44Qgp07d3L8+HEmJib43ve+x49+9KNllbRSqcTevXtX1zrnCGstUkomJibYv3//hpzXme59cDBkbKTI6HCB8kCAlIJGw9mfzszWmV9oUq/HLdcVcNXfej1mfsE9Z2GxSTPSKOWkIKPDBUZT2U0QqHUTvWLBZ8vmEXw/ZOrWDJ99du5LIZsSQtBoNDh//nyLaNfrdU6fPs0777zDli1beP3119e/SHyQ31MqlQjDkNnZ2dZjWluEEizWlhc2Rkac/j67bnU6/K7a5Flx7Ei/0aCbloFBH+G5Dp41FqMtVvnMjhb4i7/5Y6xwi/yyKKJxA7azSRUhBMNqwBH8DZB/VatVrly50tW23VTw8x607dYE4tlnn+0T/D56gj7B7yM3dKu/z5Pg562/j6KI27dv57Kv7N5Y+Df/hvhv/A2sbU85FYwOF1xtPH1seqaK50ksEDWSVvXMAp7wMVhX/asIEqWRWhIkPpNMLPmyA3Uizi1eozS2/hkDV8F/8GfL8zwee+wxjh07RhzHnDx5ki+++IJ79+7l+n0+DDMzM1y4cAFwNo0bKQGzZqnKqZSkEHoP6PdhSb9/b6ZOpWaYX2hSq8cIAaU2Hf1gOSTskX1l4KvUTadEoTjMuS8uLCO3PymEYYjnedy+fZtz585x8uRJrLW8/vrrHDlyZENctVaS6ICbMWpfOGhtEFJQqUbLVgSugm/wsoArbZBCLPueosgtvJtxhEJSKvhIT4CxWA06McRBwj/7c4/zC//mM8DtYlA4iY4A5uM6g14Rl9e6cQABAABJREFUYeUDKdTdolQqEUVRd1X87Bg6qOC3+9PngYmJia50/30dfh+9Qp/g95ELuh2wtdayZcuW3AharVajUCjkqr/Po8qU2WTaxUVkpULxL/9l53uf3jgFgtHhYusxC9yba6CkwPMFcbKkwbfaEFoPIXGa3dT9LvE0pUaBYb/EmBxqva4xhuvqHl55/aEz2jqHj9UwMDDAN7/5TZ5//nmmpqa4efMmd+7cWX+S5jpgreXmzZvcvn2bbdu2bbhMyFrrvrdVqqwr6ffToFKGhoI16eg3GkpJRkcKbNo0zujYVq5cufGlGL5VSnHv3j1u3brFCy+8wHPPPbcsbXm9eMDNKsXQ0NCy5NVEG6QULFSiZefu6EjROSZlz0vMA99ZHBl8X1JtRBRCD99XSF+03LCstjT9hN/8C08xMt/Ai5xMZ1AUSawmsglxEjMiB9KO08acr5k/fTcdm0wm1Ml1rJRi9+7duSWfZ3M1ncoQ+wS/j16hT/D7yAXXrl1jZmaGr33tax1vOzIyktuPdJIkG3pDfxTy8vfPgq6av/qrxNu2ASyv4Atc2BVuMSCA6dk6Rls8JZcTfANKSjwhSYQmqVs8rYi9hFB7+KHioNqWvSxKKuZGIiIStF2f5tpgH0rwM0xMTLBnzx583+ejjz7i3XffzVWP2447d+5QrVbZv39/T77r1mzEGhYOmX5/fLTIQEnie+uX3XQLIQRDgyET48NMbt9NoiWNRuMnshibn5/nnXfe4ZNPPiEIAp5++ullhHujsFIeRYaFhQVu3LgBZNaXkoXKco/8oXKAReBnA7ba4HnLK/+J1kgE1WZEMQxQSiDS55uU4Df8CKE8pseL/Mr/8CMACvgkVlPXEb5VBIHvXGs20J2pXC53P08lOtPgg7PnzKtYA65L16kO/9lnn+XatWvcvXu3R0fVx1cVfYLfRy745JNPOHDgQMfk+d69e7kmym7atIltKQHuNTK//VwIPs5izvu936Pxp/90a/8ZuRMCxkeyQVunuZ2dr2O0qxBaLHHsyLlLtRUE0icWMXE9wY8VsdIoLSkFBfZ52xyRsWCxXBauil633bfLjTVYLHINhLRer7O4uMj+/fs5fvw4g4ODvP3223z00Ue5tewz56GJiQn27t3bkfd/J7CtFNuevHzPMVAKGB4q0mjEfH7uCleuXM2N5DebTX784x/z3e9+l5GREY4fP87hw4d7OPS+cgUfnERobm6OJEnQ2qCUYG6xuUyiM1gOEcoNr9s0CGu5PEeDFWht0MYwUApRUrbSpU1iMImlGTiS/e+P7eHnf/98K7SuQYzVEOITeh7WwEby4y1btnQ9b+R+qzo7L+bm5rrW/XcKIQSFQqHjTtTw8DC7d+/mk08+6dGR9fFVxR/RW0Iff9Rw7tw5Dh8+3PF2tVott+FIay0zMzPrdnrpBBMTE/l0DARoY5DT03h/628BYEybP76A8dFiSyMsBcwuNIli7RIzEUTN9HNJ9d4BPlpo4kaCn3hYYbHSUg6LHFDbMBiSRKNjzTVzF42hZh9M7VwrsjTctVTwgyBg165d+L5PEAQ89dRTvPbaa1SrVd544w0uXrzY0+/ZWsv169e5e/cuSqmepiJnZPgnlWK7EmZnZ/mlX/olhoeHGR4e5pd+6ZdWdDjK4PT+mv/xf/wt3nv/Q/7+3/91nnjiCf7RP/pHPTk+YwwXLlzgjTfeoNFocOzYMZ544onWb02lUuH69esbvt92N6v7EYYhpVLJOeoYJ5XLKvjZNuVygOe5Qfg4Tj3r2wl+bFBS0Gho8KAYpotKCdKTmMQN2UZBjBWW3/jffYOtt6uURYEaTaqmQTHxUJ7EUy4H44EQjXViZmamqyq+kJ1X8IMgoF6v57Zg7MZJB+DQoUOcO3euB0fUx1cZfYLfRy44d+4chw4d6ni7RqPRsdd0t4iiiKmpqdwkC0IIJiYmcmkhSyHQ3/8DrO9TaKVJtulrBYwOFyDVCAsh0MYwu9jE4pIyo7SCb40BAaH0wEJDxwgr8bQk8jQDhQIH1SQCQaITPOVhsFzUt0jQRLa7Fn0WwvMogp/JPO4PDhscHOSFF17g6NGjXLx4kbfeeqsnbfGM3DebzVzSkJcq+F8egv8Lv/ALfPjhh3znO9/hO9/5Dh9++CG/9Eu/9NBt/sZf/2v8/37//8PQ4CAvv3KCv/N3/i5/6S/9Jf7tv/23G3pst2/f5tSpU1y5coVvfOMbPP/88w+k2BYKBRYWFjZ8PqbdzWoljI6Ocu+eGzhuNpMH8gycPakE6+Q4AEotOcwkibtGtU6QviBQynXkhEAqgU4MRhsagetiVcsBRgoOnFtgRi9iMBSSEKkkHnJDNfgZZmdnqVQqHW/XqQYf3Peotc7NZnlwcLCrebE+we+jF+gT/D5yQTcE31pLFEW5edLX63UKhfWnNq4VN27cyM09RAjB2D/4vyGePdp6f+3kQSAoD/j4qWuOEG5RMDvfII4typMkiUllJ6mWW3nYBiTK+az72iP2EkrFgKIM2cUExlo8qbDA58kNFLJrmU5G8Fdy0cmQkeuHfa6Z5eGuXbt4//33+cEPfrChRO7u3bvUajX27t3b08p9Bueg8+Uh959++inf+c53+Cf/5J/wwgsv8MILL/Cbv/mb/P7v/z6ff/75qtu9++67/Kf/6V/gP/7ZYzx25BCvvPbH+Nozz/HDH/5wQ46rUqnw3nvvcfr0afbu3ctrr73G5s2bV3yu53lMTExw+/btDa/+PuzlhoaG2LlzFwALi9FS8Ty95kpFH89XKZl3AVfZ9ZzZY1pj0drgBwJfeW4gV7ohbJNojLY0/CXC+8X+UX7x//IG02aBggjAuGq/0OnON5gldGtf2U0FX0r5yBCzjUSpVOpqdqNP8PvoBfoEv49c0G0F/+DBg7lJdPK04wQ3YJsHAQSng/d/+D7mv/lv2h5jWXVOCMHEWBGsbf1trtIkSjRKgtXWyXQsraqgiMAoRyz8xMNiCUIfJSQHxSSyRUAsZ+LLFEVI3UZdkSZjnUXmwxZgi4uLJEnyyJuslJIDBw5w4sQJwjDk1KlTnD17dkMqfeVymd27d+f23dI2S/FlwLvvvsvw8DDPP/9867FvfetbDA8P884776y63csvv8zv/d7vcfPmTUaGi5z+4Xv8Z//5L/P68Z9dF8mO45gzZ85w6tQpSqUSJ06cYN++fY/snI2PjxNF0Ya6+zxsyBbceamNJWo2WVhM5WzCXb+Z+1EWMBbHulW9B4hijRCCqJlgJSAkofJaO5aewBiBTYzT4KeH8S//wlM88c5FqrZOKQ7QGJQnWp2yja7gl0ql7gh3FxV8gD179jA0NNT5/rpAlnjc6e/IwYMH+wS/jw1Hn+D30XPU63WuXr3aMcE3xuB5Xm7kxff9B1r1vYLWmiiK8vPbr9eh0cD+7M+2HrNtdnvZgOamiXTg17obe7UW02wmCCERAuI4wTqG7wb3GqClxmLxjMITisTXeCieKR1A+apFQM8mVygSYDA06ZxIt6fYrobp6WnGx8fXLHsKw5BnnnmGl19+mdnZWU6ePMnVq90NeTYaDebn5ymVSrnJyiCdpfgS/ZLfunVrxcr45s2buXXr1qrb/cZv/AaPP/44O3bsIAgCfv5//XPs3L6ZQqHM3emFliRlrbDWcvnyZd544w3m5+d59dVXefrpp9c87KyU4tChQxt6jWZuVg/D3NwCd+/eYW4hXVikqp6hQdfJ9Hzp5G+xXa6/jzRYi04MygMvEPjSPRdcVd5qg05sS6ID8D//ySMUqk3iRgNpFEZYfOUtdfg2+Pe3WCyumhr8MHQxYwu4RVOz2f3sTycQQlCv1zve36FDh7hw4QJJkvToyPr4KuJLdFvo46cVFy5coFQqdexOMzs725NBt9UwMTGRW6WnXq/jeV5uVV7z3//36KFh2lNrLG3SjvRfmyfcwK+1jsRX6hFRbFItvaQZpRV8CVJIqDlPzUQ48jXgF2gSIxMYnwudi0762vO2xi07i4/X1bCtxixLsb0f1lqKxSKjrRmDtWNkZISXXnqJp59+ms8++4zvfve7zMzMrHn7JEm4cuVKbkRiGczqHvgbib/9t/92y498tX8yOc1Ki3L7iE7Db/zGb/Dee+/xe7/3e5w+fZpf//Vf55d+6RcwusbVq9eZnau1nJwehenpad5++22++OILnnnmGV588cWurm0pJbOzsxv2vQp4JEktlko0m3XuzdTSbUSL4Esh8AOFNgajNcpL7TITg0nzEBQSLd2xK+E0+BbrCL4Foy3NNokOAprlApP/4jvEWmO89DrL7Fc3mCX4vt9VHkSmwe90YdBoNLh06VJug7ZhGHbs1LV7926A3Bx/+vhqIKcech9fZWTynE5/0PPU38dxzN27d3sSRLQSSqUSe/bs6fl+MhT+9b+i+sprZH49LeeV+543PlpqVRklgkotxlpLo6EZGHY6/ESD8h2xF3VHHyKpKVmfkh9isCwuVCg1fEbLg8zYRYQVGGE4E1/hleBJFmzNSW46YA8Gi/eImsR6LE6FEExOTrJlyxbOnz/PO++8w7Zt23j88ccfWcWdmpqiUCh0bQG4Hhhj8bze12r+4l/8i/zZP/tnH/qcPXv28NFHH62Yznz37l22bNmy4nb1ep2/+Tf/Jr/7u7/LH//jfxyAp59+mg8//JBf+7W/wz/5J/8Uay0Li03KAwFhuPKtq1arcfbsWW7fvs3hw4fZt2/fujM0qtUq9XqdycnJdb0OACKzmV0dUijKAyXuTs+2tgEol5aCyIy1GLPkoBPF2gVgCVAItNAu4yDd2GKREoRNffDbKvhGWK69/AT7/6ff5eqf+y8ICh4eKn090ZPfw+npaXzfZ3h4eO0bpae4NSA6+EqzQVutdS4FlSAIOl4Qep7H/v37OXfuHPv37+/RkfXxVUO/gt9Hz/HFF190pb9vNps98w5faV+VSiU3OZAxJrfFC4B/9SrV//K/blUPzX3OK9ng6vhYyWl+0+fNVZp4CqqNBE+5VNokTlpVPd0weEaRKNdaLoahWxhUFxgaHORxuRNX8ne6/jPJFYoiwNK5J762etUB2yRJOHfuHFqvL0gLnDTj8OHDHD9+HICTJ0/y+eefr/ra9XqdSqXC5OTkT0YLb/OR6ExMTHDkyJGH/lMoFHjhhReYn5/n/fffb237gx/8gPn5eV588cUVXzuOY+I4fkBapZRCa8327ZOMjw0ghGGxGlGtLT93kiTh008/5c0330QpxYkTJzh48OCGBOSNj48zNze3IedWdn6sVk3W2s2zjI2NMLewnCSWS0Er1MpaWjI6cHp8ay0SgbAWPIGXvvdW1oUUWERawXfXqxVgheX8L/88wbmLCAuRip3+/iHpyOtFkiQsLi52tM3StdVZJV5Kied5uXXXRkZGuuoW9Qdt+9ho9Al+Hz1HtwO2cRznRoLzXEwAXLx4sSuruG4htCZ8/vkHiIW4739MjBXdjdRaR8IbMVJIavUYKQRSOLcOqVwFP64n+NojUY78+AWFbxRztUVGyyMcUjuQabiPtW7QVgpJQQTU6YzgPyzFdn5+Ht/3NzTxuFgscvToUV588UVu3brFyZMnuXHjxgOfYbFYzHUYvB2ZZOHL5KLz2GOP8bM/+7P88i//Mu+99x7vvfcev/zLv8yf+BN/YlkWxpEjR/jd3/1dwLnHvPrqq/z1v/7Xeeutt7h06RL/7J/9M/75P//n/Kk/9acAV0m/c/s6hUBSbyQsLDYxxnDt2jVOnjzJ3bt3eemll3j22Wc3dAaiWCwSBAHz8/Prfq0WRV2Fo2rt/rBp0wTZbK9wCh0GSl6rYm/Sijy4xXqcGNfJUQJtLPjgpwPumXRdSHfNOpvM1F9fOJ/7hWMvIuoNMBDJGE+ons52FIvFjoeXRVsFv1OUSqUNWaCtdV/dhBf2CX4fG40+we+j51iPg04uIVDkKwfKe8C28b3vYdPWdMYrsgr+/Q4ZoyPhUjJ9+uQo0kSJphlrPKmItUuyFQiShsbTklgaDBa/5FEkYNO2zRSDAgfE1tT5xpGSc8kN6rZJUQRENiaxa7vpZim2K2nws4CybrT3a8HY2BivvPIKR44c4eOPP+b73/9+K7RpamqKWq2Wn2POfWh54H+JXHQAfvu3f5unnnqKn/mZn+FnfuZnePrpp/kX/+JfLHvO559/vow0/+t//a/5xje+wS/+4i/y+OOP8/f+3t/j7/7dv8uv/MqvAM6dqFAoMDc3zVA5ZHp6hv/l37/N2bNneeKJJ/j2t7/ds3Ng69atG3K9Zguxh1XwBaCU5O704rIwtsFS2JJimbRaD06e4xx1pJPnWItU4MmlkXSLWwQq4dywGn6MxclzJIKyV8QqBRcvEEvjFtI9nO3ICH4nYXOP6n48DLt27cptvirrJnZ6nH2C38dGo6/B76PnuHTpEnv37u1omyRJaDabXVVCusHAwMCGVn8fhkajkeuArf2H/5Bk165WSi082OTOqoG+UowMF5i+V3NVRiFoxglBIaCy2GR0tIi1zmfbVfA1vklt+2SCX1AEeAwPDWOx7M0IPgKLRmP4LLnOM94+JJKabTIkHr2IW/LAf5BwNJtNkiTpTM/bIYQQ7Nq1i23btvHFF1/wve99j507d+L7PhMTEz3b76OQVTPXoknOFpZhGLYGkmu1GkEQEATBhp7/Y2Nj/Mt/+S8f+pz7CdDWrVv5rd/6rVWfL4Rg+/btfPHFF9y9e5dr166zecsuHnvsEMNDvV0sZ64vxph1BdM9ii5rY1FKEkWaesMNwrr9WQZLAUpJjHFyN69NnqO1oRB6KJu69Pi2dd1lOnwhBVaKlgbfCotAIBEMyALxli2M/+N/ytWj/0ekFcQ9nO3wfZ/t27d3tE1rsdFFBT+KIprN5gPhd72AUoo4jjsuGu3bt4+LFy/28Mj6+KqhX8Hvo6fQWnPr1q2OB9Sq1SpTU1M9OqoHMTQ0lNtiIk/pEYD3zjvEx4+nLhTuMXt/BT/9lyW1ykwdKwQwtxARhpLFaoRSji7Eabs7rmuUVUgriZTGKyguXryIbWgMliIhe+RmFAqDxWD5OL6MEIKiCKiv0U3HpEuSlSQ6hUKBQ4cO5ZII7Ps+jz/+OK+99hrghgWvXLnSUSVyI9Ealr6vgm+MaUkSbty4wblz5/j000+5fPkyUeRyCCYmJpiamuLSpUt8+umnJElCkiRMT09TrVZ/Yu9pNWituXz5Mnfu3EFrzYkTx/na048TJy70qdeYmppad/LxUhV65b9rbVBKMLfQQKbzB+Cuy+HUJlNrg5Cuh2a0odlMwEIYKHRisQKEEm30XqQVfCf30dbQ8COMMEjr/h4Yj9oLLzLwve8jkMRCu9mOHtU8hBCMjo52fM12k2YLrqjyMIvWjYQQgiAIOnbS2bZtG1NTU7m5/fTx049+Bb+PnmJ6ehqtdcfuJnEc56aJN8Zw6dIl9uzZk0sVf2RkpKfV5vuh7tzB/KW/lA7PupuHWYUYAkyMlVJJjeP9s4sNDhcmqDcTktjge5I4cY4dSSNBAJ52g7YisGitGSkOMmerKCQH5XYu2zuOkGA4mzgruKIIqNoGTRsTiofr11dLsbXWsrCwkEtl7n4UCgW2bdvGmTNnuHz5Mk899dSqLjG9gs2cTtKFWq1WY3Z2lvn5ebZu3crY2BilUomhoSEKhUJrTiCOY65du8bP/dzP4fs+cRy3BhGr1SrT09NYaxkdHWXr1q25vqf7Ya3l1q1bnDlzBt/3efLJJ5mYmCBJEpRSNCNNpRoxMtzb7IGBgQHu3Lmzru84u9xWl+hYAl8xN99AStmaXQl8RangY40l0QalFEpAHGmakcbzFb6SVJMYBEjfJVG3q+2y8yQSCVq6DpywTpdfsCHiL/4Vgp95nUAoGibCt73NILl16xZSylXThFdCN2m2sGRd+Sir1o1Cdk11gsnJSer1OgsLC7neH/r46UW/gt9HTzE1NcXo6GjHQ29JkuQmYYnjmEajkUsFGBwJy2vgyyYJwhiK+/cj2yr4WEcAlpBWFg1sGi+lft1uAG9mrk6p4KONoVqPUb7z4bZY4oZOCb4kkQYjE4qFIkUROkJvNQfkZJqLJUis5kx8xZEW4eOh1lTFXy3FNoqiXLMSMpTLZfbv38/mzZt57bXX2L9/P6dPn+bdd9/t2B1kPbDZKgxnQ3n58mXA2VVmevTR0VEGBwcfOgSc/S0MQ3bv3s3hw4fZtWtXq9M0NzfHwsJC7tXFhYUF3nnnHT788EMOHjzIq6++ysTEBAsLCy05w0DJJ9GmJWnpFcrlMs1ms+PK7EpY6VPU2nnZKyWZm28ggCBw38vQUOhcrLRFa9vyv280NXFsKBZ8sJAkFuNZlOfEN7BcFiQEVFUDIyzCLi0AijpAHHkSkoSCDWgY9x57ObytlOrY2abbCr7v+1hrNySpei3YunVrx5r/4eFhCoVCrp3rPn660Sf4ffQUN2/e7MqbXEqZu4NOXoOKN27c6C6qvQuIf/fvEAMDaSLw0uMWlt35W5VFLJsmlrzwLZaZhQZBIPGVorIYEaTkIk4scV0jEHjaSXAiFVMoFBBCEAofa+GQnGwNyBos02aBKeNCpJxMJ3rkTVtjVpTnLCwsUC6Xc1ucgXPsqVarrQWolJK9e/dy4sQJBgYGeOutt/j44483hAg+Cs16k6mpmxhjGB0d5fDhw2zfvp1SqbSu81kIwcDAQGuRYIzh5s2bXLp0KRe7wSiK+Oijj3j77bcZHh7mxIkT7Nmzp/Weso7N7Owsvq8ohB61Wtxx2m0nUEoxMDBAtVrt+jXE0oX2AHQqm1NKMDffaO0TBMNDIUpJrHZypCBQaWpqhJBQCBUmtljr5DtKuoHblkQnu76EYD5wxy/TBDorLIXEJ/R9jO9RePsPibVBp6/VK3TjF99u4dsJpJSMjIzktkAtFApdyY8ymU4ffWwE+gS/j55iamqqK4K/efNmxsfHe3BEDyJPOZC1liiKcttf41/9K+LWMNvSjd4Ye18FfwkT4yXae/tzi02sNhRC5ewypQu/SRJNUk/tMdNB25Htw62h04II0Fi2izHKstiS1ziZzlUASiLEYmk8wjJTY1Y83sXFxVzlOdZapqamVoyUD4KAp59+mldffZXFxUVOnjzJ5cuXe0IqrLVMT09z4eJFPN8tNDzP65nEbGxsjEOHDlEoFLhw4ULPOlDGGC5evMgbb7xBrVbjtdde48knn3yg+yCEYPPmzdy9exdrLaWijxCCaq23Fdrdu3evy6knO4VXCrtqd9DJPPC11jSbTYYHC/iBxGjjdPrSyd1q1YTAVwSBQicGDUglsGL5kK3FOjmXdARfQGv4tmADPKPwAkW0dTMDv/O7WGtpEve06NEum1krhBBgurueduzYkVvRaGZmhmvXrnW8XZ/g97GR6BP8PnqKqamprhIgZ2dnc2unlsvl3BJI49glw+ZF8OWZMySPPw6kftrZkK21rKDQgTaJTisF01oWKk0KoY9ODI1Ggh8ookgTN3S6uUAmkqaMWpWrAj6pFohDantKNxxZ/yi+BIASikD41B4h01nJA99aSxiGuRL8hYUFhBAPbb8PDQ3xwgsv8PWvf53z58/z1ltvrXs4837cvn2bmZkZdu3YydZtW3PpYEgpmZyc5MCBAyilWFxc3NBq/p07d1oe+EePHuVb3/rWQ7/b4eFhwjBMA7IEAyWfKNZEUe/kb0II5ufnu17gPMzqUWvbGnrPKvhCCLQxDA+HSE8RR9qlTHuSRFuaTU15IMAaN49hsAgPEKJ1vYHrxFkLiUxYDOoIs3S+FGyAshIrLdHhgwQ//gjfKmKR9FSiE4Yh+/bt62gbIbuzyQR37S4sLHS1bafInHQ6xeTkJDdv3uzBEfXxVUSf4PfRU3Rbwb9169aKVdJeIAzD3Pz2tdaUy+Xc5EDy5k3sH/tjQEbwU5tMu3zAtl06MFAKKBb9NGDHPX+u0sTzJEpKqvWYIJA0Gwk2dVoRAmQsuTFzY2nfQuJbDwsc8rZDWzXxxynBB1fFb9oY/RBP/JVSbDPbxDwDpu7du8f4+Pgjvz8hBFu3buXYsWPs2LGD999/n/fff39d8g5wqbmZA86BAwcoFIq5e+Bni9NarcaFCxeo1Wrrer1KpcIPfvADfvjDH7J7926OHTu2pkFWIQR79uxpHU8YevieolLrrCrcCYQQ3LlzZ10hdW6+5cHHtV6ypZzPCL6UWGsZKvtIKVqLF9+T1JsxAiiEnqvsGzczI5VoHatoJ/nGUpVNmjJuhV8BlEyAQmJ8S/TKS/jXbhAYn6bobYElc5vp6LsSoqshW3Dna17zMb7vd3X/6lfw+9hI9Al+Hz1FNxr8zOIvL+J25cqVVnBRr1EsFtmzZ08u+zLGIKtV/D/9p4FsQM39LZ2fbeF+kjgxtnzBM7fQACEIPEEz0iglSOoGndIEARBDOBiQtN2BCzYALIfUdsC2JAPn9HUi6whEAR+BoG5Xl+msVMG/detWrmnAGbHuRKKhlOLgwYMcP34c3/c5deoUn3zySVc3/8XFRS5dutTS/0spe2pl+Chs2bKFLVu2cPny5a6+hziOOXv2LKdOnaJQKHD8+HH279/fUTfCWsu1a9danYTygHOaqdV7R04HBwfXRRSz+Zb74Swy3XufzQg+IISkVJJIJUhigxTu2m00NL4n8X2nvzdpV054SyFY7jXc/hKjiWTygDyoYAJ85WGEJfmF/w1qfp7AKpdzYXtbZOn0t3c9MwHdku5u4HkeSZJ0vNDsE/w+NhJ9gt9HT9FNBT/7Ec4reCqKotz2ValU1l3F7QQC8EZG3P9eVsF/0C4uq65DKtNJFwTWwsxcE6wl8BSJMRgNJtLozG4TgdSC0mCRiKWbaAEfKSUH/G2tYwCIreZs7HT4UkgKIlhVprNaim17Cmoe0FozNDTU1blSKBT4+te/zssvv8y9e/d44403uHbt2poJQKVS4erVq2zfvp1yuQy47zAv27/VMD4+zuTkZEfntLWWK1eucPLkSebm5njllVf42te+1pU+OnNVmZ2dBZx+vVT0qTeSnnnjDwwMrGtIvv06zGCMI+hKCoyxzC84gm8tBL7Pjm1jCCWcjAeRpksbBoqeC+BKTGqFCVLJ1rxKS2aHZdHUUVYSqWSZs07RBoS+R2I1cnIHaA2R6x40bW+r+J2S7uz77qZDk5HuPOD7PkeOHOl4uz7B72Mj0Sf4ffQU3WrwR0ZGciMueVpyzs3N5Ubw5eKia9OLpZZ9dlvMqn0Z7vfn3jSRWmWmj88uNMCCrwRKSKr1CBHTRvDBCxRDpfIygq+EwhOKIiE71AS0SQY+iM+3nlcSIQl6xYrhSim2SZIQxzHFYm8TTDNYazl//vy65SgjIyO8/PLLPPXUU3z66af8wR/8ATMzMw/dxhjDjRs32L59+zJ/7CysrJc66bVgZGSELVu2EMfxI4nvvXv3ePvttzl37hxPP/00L7744ro9v0dGRpifn2+du4WCh5KCSrU3LkaFQoFCodC1DKi9k5Yhc/9RSlKpRhizlDgthGB4yEd6gkQbBIJaPXaLmYKP0db9IyyekhhhltJrU5mOtoaabVASAQ0/+1wsFktJhwSej8bgSeWq/dUqBeXRpLcEv1PS3Zph6GLtVigUOrau7BZCCIwxHYfFTU5O9gl+HxuGPsHvo6e4fft2x8EwQRCwY8eOHh3RcmRyoLwIfp6Liepv/zZJWzrvMu3vAz74yzEx5px0Mq3uzHzdpWHiJAHNhiZJB/6MtUgBpeEio4MjxG0E31pLUYQYLIfVjmzXSAQ/Ti61SFIofCRyxSr+Sim29Xod3/dz67zU63WMMRuyoMhmB15//XU2b97MO++8w+nTp1ckx9Za1wE5cICRtBPT+lvKHXppZdgJFhYWuHr16oqkplar8cMf/pB3332XyclJXn/9dSYnJzdkEV8ul0mSpCXTEUJQHgh65o3v+z47d+7s+thX2qzdIjOr3kO24LZM372BMTa9dqBSjSmUFEpJdGRcVRs3CG2FQVi5jORXbQNhBCVbSAl+VtmHEgV8z3MEH4ktFODkfyAUAZHtXGbSCToNhGqd610cUxiGuZkpgJMfdVoQ2LJlS26Ju3389ONLcmvo46cRURTRbDY7rppUq9VWy73XEEJw4MCBXEO18tqXOnUK3S6PEkv2fNba5Qk46d+z++bEuNPgZy3xmTlXwbfWMlCQJNYQVd2NWVvn0GGlxjceCYmT1WQVVeHjozioJiElIgLBZ8m1ZfaYJRGu6Im/UoptoVDoqjPULTI7zo3sKnmex5EjR3j99dex1nLy5EnOnTu3zKFlamqKubm5FRcyrQr+T1Ci046xsTF8319GUJIk4bPPPuPNN99ECMHx48c5dOjQhi7MshyCdmeqXnvjZ2nB3eHBsKbM+lII0dLfA2BheKiAtYZGM0IqQRxroiihXHbvV0caYy1WgidFen0t9cqMNdRtk4L1wUDdX7rmrLAMUEB5ksRqFJJkyxb8k/+Bogyw2GUduY3G6Ogou3btWvsG66jgW2u5evVq7jr8TjA0NMTi4mLugXJ9/HSiT/D76BmywbtObQxrtVpuw5PWWnzfz40kDQwM5ObFLD/7DH34cOu/s/dojKuJr1TBz26cm1KCny0CmrGm1ojRxuL5HkJCbTFGCuEIvjFoYjzjFi8RSatb4EsPX3gc8rezJDyAGVPhir7T2ndRBBjMA7KAzEGn/TvyPC9Xe8xGo9Gz/ZVKJZ577jleeOEFbt68yZtvvsnNmzdZXFxkbm5uVYenTH//k5boZMg6E3Nzc1QqFW7cuMGbb77J7du3efHFFzl69GjPJFWlUukB68peeuNHUdS15WK7XW2GJLGtAdv5+aUulrWWkeEinufRbEQoJajXYtcxK7pwPh2bliuWlMKl1LadEllSdMmEWAuNYLl0aVCWnI4fgycU4uBBgs8/wVMKhaTxkOH3jUAn8wz3Swk7gRCCSqWSm/2yUqpjO9XBwUGMMTQajUc/uY8+HoE+we+jZ1hMNeCdWlAaY3JLJq1UKly6dOnRT9wgTE5O5kfwZ2fRBw4s/XeL4Lv/vt8ms50UjI4UXUWR1h2VhUWnDfZ8QeB7VBcjhHUVfGEtXsFDIFHItLWfvjaCggjYJsYoitB1AnAynY/jyySpPaYvPHy8B9x0VnLQ2Qg9fCfYtWvXurXij8L4+Divvvoqhw4d4uOPP+bSpUsMDw+vmplgDQ92YX7CCMOQsbExfvSjH/Hxxx/z2GOP8corrzA2NtbT/SZJwueff76MvPXSG79YLHZNwlYastXGoNRyD/zsKaMjBXzfpxnFqECyuNikWHS2mUIKdGQwwl3fQrjOnEwnVqy11G1EKAIwILDU2iv4WEZkiQT3+Sgk3qHDqNkZpHRp1L0ctI3jmIsXL66ZsGeL2W4r3Hk66SilOj7ObIA+LzvPPn660Sf4ffQMi4uLXXm+a61zI/h57itJEqampnJrv6p6neLRo0sPZCmabd71y7Hkji2lYGyk2FYxg7mFOsZYfKkIA0WjlmDTLTQQlpT7O17a1m8xfArCJ5Ae+9QWbOqvLxF8ntxYprsvioCGjTBtPfj7U2wzvXVeYWH1ep1arZZLl0cIwe7du/nmN7+JlJIPPviAH//4xysGSlmzFIz0ZUCj0eBHP/oRP/zhDxkbG+Nb3/rWurTqncDzPAqFwgMD7L3yxi8WizSbzY6HKOHBIVtrLcbYBywys6eMjRbZt28fxeIAFkEzNgyUnIWwFaATi5Fue23bCb6gToTGMCBCkth54zaC9FxKF9rDcqAlg/NQ1Hfuxs7PgXAEP0E/NKNiPciskDupdIt1eOFLKbv6zrrB9u3bO9b8h2GI53l9gt/HhqBP8PvoGSqVSleyhoGBgVYlo9cwxuRqxzk3N5efZrpeRz3/fOs/W4E3Ge9+iEQHYHw0DVES6aDtXAOT6vCDUJE0NFa4FzO4IVtrLZ5VxDZp04hDIHxCEbBPbUsHAh3ZOJ/cpGabLfJVFE7322iT6dxfwW82m/i+n9ssw+zsbG4JmBlGR0d58sknOXbsGI1Gg5MnT3LhwoVl5MQ6nVWux7UStNZ88cUXnDx5kjiOOXbsGHv37uXmzZtdJ752g1KptKLcoxfe+J7nsW3btq4XDe3baZ0O2KbfZWvINg2rGB0uEEURtVqdONFIISgE6bmvDVa7GRjPExhrSC9ZBIKKqVMQAZ5QaG2QCuqpRCc7ghFvgMRqZ3UrJPETTyBqNYSEEEfAmz3S4UspkVJ25qQjWTEobC2YmJigUCh0t3GHiKKo4y6PEILBwcFc8z36+OlFPnfIPr6SyCr4naLXUoh25CkHynMxAWCThObmzWSq54zQ6zbi3Y77P4bx0eLSdiYdtBWu7BcEHqapU7tNAVIyMj6EAQI8ajSJMsvLdD9FEbBfbW157WMtF/QUTRvRIKJIiBKKUPjUbJOScFImbTWhWPqpiuM41/Taer3O+Ph4bvu7d+8eUkpGR0cpl8s8//zz3LlzhzNnznD58mWefPJJtmzZgtUW6f3kCL61ltu3b3PmzBmUUnzzm99cVrEMw5DZ2VkmJiZyOZ5CobAiMcq88av1mDDwWmmx64EQoutzQsrlQVfZEHB2XO0SHQGMDBe4d2+GezM1SuVRBoo+wrpum9FLAVe+p2hYA8IJ6yJiBIIhUWTB1jGJRnqKhh+lFrgWrGBYuQp+togWX/s6Ik5aFps+Hk0bt67HjUanabbZ4H83yPPeMjc3RxRFHTvClcvlfgW/jw1Bn+D30TN0W8G/c+cOpVIplyr+xMREbpKZvBcTwLIqd0bozWruK/f958RoqfWwIZMOuLAd35PYhkuy9SxESYyVCcZYCspDEBHZBA/VeuGCCDjs7Ujdtx3Nj9HcMDOUZdHp83FuOrOmQmK1qzxiljnoDA0NdTzX0S2stTQajVz99qenpx8Ih9u8eTOvvfYaly9f5vTp04yNjXFgxyGGxvLx9b4fCwsLnDlzhvn5eY4cOcLu3bsfOLcnJia4ffs24+PjuXStRkdHV9X6FwoejWZCtRYxPLQxFdxbt24RhmFHycZwn10tkGjj9PTiQQ2+lDAyVEAIQ70RERYto4MBGMf+rbEYLDK1qtVOaI8QkoppMi4HCYSPNTWSROMVBIl0XZUsGGtUlp1FZhqJrAolYClELVtw9woH2uaE1gT5YI7AWnH79m183+/5TAi47kQ3Hax+Bb+PjUJfotNHz5BZC3aKSqWS2yBUHMe5yQiCIOiYDHSL7PNbScaSEfyV9NvtMfbtFfzMCx+RDQRKTGxb6bdJosEXWONIgS+8B4bzAjw2qxE2y5E2ig8XkimaNm4N2xYInH7YNlta/PYUW2NMbvKcLL02L71/tVrFGLPidSOlZN++fZw4cYKCX+R73/s+n372SW6uIOBkBx9//DFvv/02g4ODHD9+nL179664cB0cHGR4eDi3BbQQgsXFxRV/OzJv/DjZOG98rTVR1IXDjHhQoqPSzy+KNbV6nBJYdy0ND4cIqajVm3hKUhxw4VbWWqxx8yzCpvpyLJ5QNG1EYhPKooBAuORpbampJulLu0OxUJbFlkUmgJJq2YIsFD4Gs2II3UagUql09DkKgVvgdIGuv7MuoJTqSu8/ODjYr+D3sSHoE/w+eoZKpdJVFT7PSvfdu3cfmSS6USgUCrlJPZK20J8MGaE31qxsvnJflXV8pNh6WACLlYg4MUspmw2n23WuIAa/6Lu/WUfmM4lO9rJCCAZkgb1qi/PNT/dzLrm+LORKCEFRBNRsc8UU26mpKe7du9ftR9MRPM/LbVAUYH5+/qEpztZabCQ4uOcwL7/yEou1Bd544w0uX77cUyJtjOHSpUu88cYbVCoVXnvtNZ566qmHLnyklGzZsiW3axlchXa1pOiN9sb3PK+rxVV7ojSkHvipg878/IOa7ZHhAtZKtJYUCoqw4LkB2cRV8Y3IFsBpNV8IqraJh6Ig3GLZameNW1WNpVkc4Rzzy7KYhly5Cn57QBa4a1kgeuamc/fu3Y7Svdcj0clzyNbzvK4KEeVyuV/B72ND0Jfo9NEzdFvBz9PZJs/FxPz8PHEc56JJLl67BveRryUffFb0TnfSgZUr+OAqhZVakwnjHtd1N/BnjPPh9kueq8tbSyA8jLVoa5ZJfwZEyF61lffjL1oV/DPJ1RahH7RusLckQmq22fLwbh+yjeM4tyHshYUFtNa5dV42bdq0Krk3iaFZibEGwgGfgfExXtr2Erdu3Vqmz9/o8+vu3bt8/PHHGGN49tln2bJly5oXPNVqlenpaXbv3r2hx7QaHmWDWCr6RJGrkg+W16cp932/Iw/3DEvD7u7818ZSSAl+y0HHOvJdKHgUCz6zwg31DpQCl1ZrLUlsEAWFwVlkumq+wQrnXT8qy639mdgisdTkcqmNr53XvcW2umTGWKwQVK9epbxrV0um0ySmzMZL1Tol3UJ2F3SV7Suv7vDg4GBX979+Bb+PjUKf4PfRM3Rbwd+0aVNuXvFa69wGXxuNRm43F335MmqF6pFg7faKYeAxOBiwMN9M9b4wt9hEG4OODSJVNgkByvPwi17L8q+IB2kKZjsZLBFyyNue1hodwZkyM84aMw25KhAQCB+FpGId4WnX4CdJktuQbSeVxfXCWotSasXzMW4kxDWNkILCsIdMLRWFEGzbto3Nmzdz4cIF3nvvPbZs2cITTzyx7jmFarXK2bNnuXv3LocPH2bfvn0dL4Y9z6NSqbT03L3Go6rqmTf+YjUijDRB0P21Pzg42JUjS2vBbJdIvpeFXC00W38TwunvjbHUajHV6iK+N4RIFwNJpBEDgcuUSJ1lNIamTZBCUGRpga8TQyA9qrgFSWZvW4h8twinbRFtwSqFvnoV0pTZEJ8FW+vJ99hxVX2FHIG1Ynh4OLcKfpIkVCoVRkZGOtquT/D72Cj0JTp99AxxHHelXc4i7/OAECI3gp9nt6A2M4NZ4UYshMDYVQi+WF4Zs9a2Bm1l2hafX2yiDcR1R9wVqdOG76FCRZw4Zx0pXOBVLJYvaDzpcUTtIEh1vVnH4PPkBoHwqdoliUJJhNRME2HFMlKRJEluGvw4jnPbV71e54svvlhGXqyxNBZjomqCF0oKw36L3LdDKcWhQ4c4ceIESinefPNNPvvss64WlHEc88knn3Dq1CmCIODEiRMcOHCgq3M3CFzaal7JnMVi8ZHf10Z54/u+390iqi2NNUlScq3uc9AhJfjDBRrNhEYjobI4BxikEq5z1tRo4a5lJd31GVtNTEJRhMi0Ii8Q6EQjfcGiaSyTBxWbAUYseeBb6zpwSIlqW9yGwsemC/aNRqFQ6Og3uLVA6kKHH4ZhbgPzcRwzNTXV8XZ5hnH18dONPsHvo2foltBevHgxt0Go3bt352adlifBF7UadqV9iWzI9kGCL1dwp5gYT5100nCeucUm1kBUcTcglRJ/HSd4oSJJTOs1AusTr0AIyqrIXrUFY1uGmXycXKYkQpo2boXqFEVIgia5b5Hw2GOP5dbhybNbUK/XKRQKS3amkaE+H2FiQzjoEwz4j6yeFgoFnn32WV566SXu3LnDyZMnuX79+pqIrLWWq1evcvLkSWZmZnj55Zd55pln1vVZCyEoFAq5EfyxsbE1SZQ2whs/Wwh1ukhoz6PQxmnmswX33HxKwNNK+fBQSL0WY7ShVFSt51lr0dpdP1IJN6NioUIdJeWy6r1AYBILnmTRpBX8NPG22AyJrXbBWEIskWYpsW1J0Z5wUp5e6PA3bdrUkavNUgekc4I/Pz/PlStXOt4uT+Q5J9DHTzf6Ep0+eoZuCW29Xs/NeaNarRIEQS4kbnh4OD+C32g8aGyPIxda25X+tAzZ579pLCP4gIXZhYar5NXcjV5J4Yb9lEUqSRzb1hCuj8eCqGGsaVUTwVXmD8pJPue6cwBBcCa+TJGAeYTT4ouSIxVCEbWlaFprqdfruVXhRkZGcttXo9FoST6iWkJcT1C+JBjwkaozWcTo6Cjf/va3uXHjBmfPnuXSpUs8+eSTq84SzMzM8PHHH9NsNnnqqaeYnJzcMCnG5ORkbl2QKIpYXFx85DD7Rnjji3T+pJvtICPpSwO2kFbw2376RkcKVOsRnu/So5d1d1IPfN9XWGNJTEJNRGyRo2lfLZ250RYMKF9StUszAwIoxAFaGALhFgRZB08oj+J9v8Gh8HtC8KvVKtbaNcs5s58Sa4AOm6/uM88vfK0b9Al+HxuFfgW/j54hz4p1t7h16xa1tkpVL1Eul3Pzb2cVgi+laFUHV8bym/rE+HJyO7PgKoyNxaUKvgC8UKA8SWwMUexuoIH1EMJ53bfDFx5PBruxqRIf4NPkGgbTGq7NkLnxZHaZWmsuXryY2wJwbGws126Bpzwa8xFxPcEvehSGgo7JfQYhBDt27OD48eNMTEzw/e9/nw8++GBZNb1er3P69Gneeecdtm7dyvHjx9m+ffuG6qzDMMztdyCKojU7LBUKHkoKqrX1dQs7ruBnEh1Si8w2ydXcfKM1YCsElAcC6o2EQugxMjrU9jmmXR5r8QKJNbBo3Pc6KArpwjndj3F2msKHSkbw0wV7IQrQLFlkttKnlUTd10UNhevImW4nXFfB4uJiZ0nR7R/glxhKKQYGBjrerk/w+9gofLnZVx9/pLEeN5y8bAnzGv4DZ+GXlyVnWSm8FecfBNrYB1Js3V/aJDrpvyfSCn7mlTm32MBYS6O6dPMXQuCFEt+X6GSJ4HtCIpFE91X9JIKnvL1YcDp8oEHMeT1FSYRoDA3rXj/Aw2uz0MwbV69epdnMZ9+TW7dTlGUXFjYUEJQ2purteR6PPfYYr7/+OlprTp48ySeffALA22+/DcDx48c5fPhwT+ZRZmZmuHbt2oa/7kroxEJxvd743UpFRBtBfaCCv9BoDdiCW4QkiaFQ8Nize1drsWmtxQpIYoMfOEK4qGsUpe+CrViyuzSJRQiLVGJJopP+vRD5y1Jss99DDVTv3Fl23CGuy9kkv9yFldCq4Oe0yO8WQRCwKx1S7gTdBmT10cf96BP8PnqGbsnzzp07c2vp54k4jvML8KpUVhmyTUMwV2b4D2BiorTsz1pbKtWIqLr0PnwhKQwVCQOFlNBspkmZFgLhPTCYp5BMyCG2yVGStur+mfgKvvDw8VqE3gpLQQbUU8Kf3dTzWpRlwVO9hLWWqBqzeK8K0lIcDlD+xv80l0olnnvuOfbv38/ly5cB2LdvH88++2xPZUjr8S3v9b7W440vpexq+Dg7dROtsSwN2BpjmV9otgZsLVAI3e9gqehx9+5dosgNBgvctWG1JfAVdSIiHVOigEzD5zIYbRFCgrSO4FtcwhUQRj5aGpRNCb7GXehSui5g+/sVEh+PxgbLdDr9zoQQXZ9Tg4ODbN++vePtukGSJNy5b5G0FvQr+H1sFPoEv4+eIfNr7hRDQ0O5tfTzlA/kiWhhAb0KwbfGrFzBT9v27RgcCJasBJ26h9lKg2YbwfekpDRURAqJpyS1eupOkhH8+xIwJRIEPObtchZ96TnycXIZgAFZoGEjYuOIxKAoEpMQW+fc43leroSxlzDa0JiPSJqG2cV7NG19xYyCjcDc3Bzf//73uXz5Mo899hgAV65c4Z133ulMItEh8uySKaU6HpovFd3wcjcDt93M7mSfRZK4c1il33e1FpFo0/LItMZSDBXKkxRCn5mZGZIkcQnSUmClxFiL5yuqNFBG4UuFTH3tlyr4xp1TQrBgamQXubAQxoFrzumlboSUAqRErNC56oUOvytnm/scv9YKKWVuQ/NJkjA9Pd3xdsaY3Jzd+vjpxk8fs+njS4NuKxGff/55bi46O3fuzC00KU+IJHkgmTbDqhV8lirkGX+WQjI+WkSQtvyt8+puVuP2jajHVYy1lAo+zSghTpy6PsCFX7XH3GeBOk97e7HYVlrt2di5WxRx6ZuLqWVmiRCJpG4jPM/jyJEjuS7KerWYiBsJjXn3ORaGfbyC6sm+ms0mH374Id/73vcYGxvj+PHj7N27F4DXXnuN4eFh3n77bX784x/35LrLcxYnDEO2bdvW0TaZN34z0kTR2qURWms+/fTTrr4zgavgC9otMputBXZ2dRaLPr4nCcOlc0Mnxl2/wqIQNEWMFoaCDhBCtq7tzBWnlXshoWIabZ06Qag9Z3ebEXxjISX491fwwRF8g1l2Pa8XIyMjHbnoQPr71aWLTta9+rLij8LsWh9/NNA/i/roGbol+EmS5FahnZ+fz01jPT4+npslpx0eRqwS+GOts+Z7AKv8GoyPFluyAbDMLDRo1pdu8BZQviWONaVSQJIYoigBa/GFj0Asq+LLlGE85x9wHt0pwb9mppk3VYQQFEXQGghUQraSbq21zM/P59bC3rZtW1dZDg/Dg972AVLJR4Y0dQpjDOfPn+eNN96g2Wxy7NgxHn/88WUVTN/3efLJJ3nttdeo1+u88cYbXLx4cUM/3/HxcSYnJzfs9R6Ger3O3bt3O96uG2/89cjFhBDoZLUBW4eBNMQqDLyWJEUIgUkMyhetBNuKbRBKD2kEnljqmgqc/t5am1bwoWLqy5p0gfYRUiAyiY5x3F5pTWHHjgeOO8BDIDa0ir+wsMD8/HxH23SbZpunbr/bzlWf4PexUeifRX30DN0S/Dw1u9PT07mG8OTlyMLk5IotdkgLX48asm2jAeOjxfTv7v/PzjeIaknbdhAUJNpYfF8glaRajcE6AuLfp8PPBvoO+TsIhU/SZoN5JnFV/JIIidE0bIwSipIIMRgaJuLatWu5DaENDw9v6DyIjlf3ti+VShtCrK213Lp1izfffJOrV6/yjW98g+eff/6hjh6Dg4N861vf4ujRo1y6dIm33nqrK/3wSoiiKDeJTr1e7zp9uFNv/HX9RglIVrDIdAtp9/s3NBhitKVUdAuy0dFRPM9znvZStDpjkY0pyyLaGBdIl0lwSG08rWgtJCo0Wvp7AYTax5cKq9POnUknfJtNxAoEXwhBILwNHbStVqudO5mt4x6Rp1ys0xRb6BP8PjYO/bOoj57hj8KwULde1t3g9u3b3Lp1K5d9DRw6hFppoLclvVlFooNdfuMUzgtfQMtJZ3ahQbO2/LWD4pJ9Xxh4VGsRWrswHWd1uUQIZPqzI4TgsNruKvjpPs/El93rCR+JaG3nCw8PRUPESClzG1a+devWmm0XH4WoltBYiJBSUBgO8ILlOtvR0dF1V7oXFxd57733+OCDD9i/fz+vvfYamzdvXvP2W7Zs4dixY+zevZs//MM/5Ac/+AGVSqXr47HWcuHChdwkd+tJHs688euNpJUw+zBkicpdVfCBJDF47RX81EGHdBB+qOwq+MWiez9bt25FSdVy0JFS0BANlJUUVUicaKSQywl+YhEyTbPVhqpoLHPYCbWPpzyMtq0UWykFNopYXCUwLMQnshvXZe2G0IouNfh5zoMEQdCxXAz6BL+PjUP/LOqjZwiCoCv5y969ezdcFrEalFK5LkLyIqbN7dsxq5Aqd5N78PFlj7XduzOJDjhiMjvfIKrrtu0kW3dswVMSrS2FUNFoxERxghBu0FZjWgm1QggkEmMNT3tOC57JdLIKPqS+21a3tiuJkIaN8Hwvt8/RWrtucmq0pbHQ5m0/vLq3/ezsbFcynSiK+Pjjj3nrrbcYGBjgxIkT7N27tyuiIKVk//79nDhxgkKhwKlTpzh79mxXx5Vd/39Ukoc78cYvFoscPHiwq/0Y6/5ZJtGZqy/pyq1lcDBEKUHgu9+oa9eukWQOVdKiPUsiE0qmgJCCxBg8KZdJcJxFpjvXYp3QEFHLAx/As8rJelKvfMCxgiSBVSweQ+G7sLsVUqq7+iy6IvjdVfBHRkbYuXNnx9t1g0aj0VVBp9ls5jYI3MdPN/oEv4+eoVwud1X9KxQKuVVZSqVSbj+meS4mmuPjsIKMxfKQ2TTR9qTsIZFKdNo2qjcTqtUmxroKvRAwNDbgfPCNoRh6CClTkiQI0sDsdkIgU+3914MDwBLBP5tcaQXpBHh4YskDvygCLBY1EOR2fqxXF59EmsZ8hNGWwuCjve3v3bvXkVzBWsulS5c4efIki4uLvPrqqzz99NMbskAOw5Cvfe1rvPLKK8zNzXHy5EmuXLnSEbHKUofz+r7K5fK6huY78cZPkqRrqZg1rmvVLtGZmXNSQZsOvJRLPoGvUMp1rObn5zHaJUZrY4n9CImkoH2kFBitEe23dOsGbIVy9fpFnb5+y2FHuAp+qtu3qU2oTF195NDQisfuCw+J3DAdfjcBgELSVdCVMSY3+WccxywuLna8XaVSYXBwsAdH1MdXDT99ZuN9fGkwODjY1Q/chQsX2Lx5M0Or3GA2Eps2ber5PjLkKVnySqVVmPwjbm72wc3GhotIITDCWV8KAXPViFJQbK0Jbty+QXnvPrc9EPiKWi0G4Zx4PBSRTSgKV8lVQqIxPO3vQSFJrCYQPjUbcUnfZr+3DQutZNtBSiihCIVPuHWMsszH+cj3/a4sJK21xLWEuKFRgSIc8NZkf1kqlahWq2saxr579y5nzpxBa80zzzzD1q1be0Kkh4eHefHFF5mamuLs2bNcunSJp556ivHx8Uduq7XOL70ZNmSIvd0bPyPYKyGzrezGV92k10n7a8/Op7NAqYykVAoopvr7TA5ktUX5kqihiT1DSQ64lFoPtLBI2+aBr5dsLwWCik4XjgKEAYQlND6ecFKxJE5/m1KHmodJnTbSLnN0dLTjbbqt4E9PT2OMyWXou1upzeLiYp/g97Eh6Ffw++gZuq3g50mEO45JXweGhoZycxPJbs4r3QRXo4BSLP0c2DZNjucphofCTIIPwEIzwraJYP2iAgwIgTFQKng0I9OqcN7vhy+RGCxb5Shb5AgW26rcZ374BkNZFNGYFpkoiZC52gKz83MdfR7dolwud0zgnLd9TNI0BAMehUF/zd72w8PDzM3NPfT8r1arvP/++7z//vvs2LGDY8eOsW3btp5WyYUQTE5O8vrrr7Nt2zbeffddfvjDHz6y2zAxMcGWLVt6dlztMMZw8eLFDRnAXos3fka6u4Ex5oHvKxuyBUDAQMknTOc04jhGSYXRbsB20dTxFAyqIkYbrDCuMm9pEfzschPSkeHF1JUqg7QuuMrD7SMbtJXKBUkVCoVVj78gfGKS1jW7HkxNTXU+ZJul2ZrOSP560tU7Rbf7qlQqP5XWzX3kjz7B76Nn6LaCnyfBr9VqXR1jN1BK5ZbQ63leSrYf/BxXJYKthx+8aY6PFJc9rao1uu1pYcnp4n3PxawXCu59VlOZQ5ASgmzBoZBo64YCn/T2YGnT4ad++BpDUYZ4qJZMp0BAo95gan5jHF4eBc/zCIJgzedj0tCpt72lMOTjFzr7vkulEmNjYyvuL0kSPvnkE06dOoXv+xw/fpyDBw/mGoqjlOLw4cMcP34cIQRvvvkmn3322YozEdniOS95TqPRoNlsbgiBW+aNH6+8YFjPQK8x4LXJc6JYu46XzarTMDwU4nnuvYRhyPiYG3pN0NRoMqSKKCUx2rruGqDskgbfauPIOoAWVG0TK5ZW7oXYR0mBtM47X8du0ZEtkB72vWWyu41w01lcXOz49z47tk6r+HmGSBWLxa66E/0Kfh8bhT7B76NnKJfLX3qCn+e+qtUq58+fz2VfUjqvmvtvZmlI5qMzYtpLiaQEP7vhG6iZZEkKABTKoSP4gdMHCyEIA0U1ddu5X4ev0go+wBP+rpYmH5wOPxuslQgGRIG6bWKsIyBlr0gl7rDitw5cuXLlkT7d1liaizHNaowKUm97r/OfVyGEc0tRS8FG1lquXbvGG2+8wb1793j55Zf5+te//tAKa69RLBY5evQoL774Irdv3+bNN9/k+vXry4759u3bG+rr/yjU6/UNnd9peeNXV/fG73Z+R2uzzMlqfr6BsdZV4YU7n8ZGii2XnUKhQLk0iBCOqEsBZVVCKPfc7Npol+hken1rAGuoydSlx6bWtrGHUBJhBVJljjuCRqPxSOKshMLH2xCZTldDtq0Kfuf7y6uCXywWu7LJXFxc7Ffw+9gQ9DX4ffQMg4ODXUl0tm/fnlvVT0qZm6e6Uiq3fQFYIWhcvUrxPjeM1fSrLeK/wr19dKiwNINrLXWjMcZZ8CEFW7dvISgGxE1HNJpRwkDRZ7Eeo7XBUwqJJLIxofCdX7d1xORJfw9SOFcdi+WSvs28cQReIQmEx4KtUbNNyqLIoD/AleQ6kY0JRO8HpAuFAvV6fdVqnI4NzYqrvoZlHy9cX4XQWsvFixfZunUrzWaTM2fOUK/XefLJJ3O9NtaCsbExXnnlFa5fv86ZM2da+vxsOLmbCma3aDQaFIvFRz+xA5QHfObmG9TqMQOl5YPLe/bs6eo1jUkpeJts695s3blbpVeZ70vK5aBVwb99+za2KRkeGWYhqVP2CigjEUpgY0uSGAQC0Xbt2gRkyVXmjYZq2GwbsIUg9lsOOkK6AC1RVCRnz8IaOhOh8Knb9YcEduuiA51X8PNy0AE3o2GtXdOsSjv6Q7Z9bBT6Ffw+eoZuJTpAblX1YrGY24+p53lorXNzcdClEsl3vrPsMVchFCuP2qZ8w7bpeCF10mmT6GChpjWZ/NUrKjzPx1qL50mUlDQbOg3osdRaMh1vWQUfwGA5onYQ4oj6/XaZEoEUkkKaZAswXBxkcGCQmskngbhYLFKv11f8W1y/z9t+neQeHHkJw5ALFy7wzjvvsHnzZo4fP86OHTu+VOQ+gxCCnTt3cuLECcbHx/ne977HxYsXGR4eztXPe2xsbMMXFEpJiit44ydJ0vXsjtZuEazavsuZ2bpLkVVOnjM0GBL4qvV91+t1dKyJvJhIJwwpN7iczXZESZK65Sg3z6LTgXglMMaCgbpsLruug8RDSdly2tFpBV+dPIlZQwU5FD4asyyorlNYa9myZUvnnZDso+vwNlGr1XKz2G00Gh13sKy1fYlOHxuGPsHvo2fIhmw7JevT09Pcvn27R0e1HKVSqeMKS7fI9Lq5ebiPjaH+8A/ve1C0JABrgavqW8aHi0sLAGNpWEOU3tj9gmJhYYErVxwpDwNJI9IEgSIIfCqVlOCzNGibhV1pDCUZcsDb5sJ4WgT/MuCkAAADIiRB07QxSin2T+6hQZzLYmlgYIBms7ms+2KN87aPagl+wSMc8lf1tu8EWmvOnTvHj3/8YwCeffZZjhw5ktvsxnrgeR6PP/44x44dI4oifvSjH/HFF1/k0rUyxlAoFHrit19cwRu/Vqt1/RuljUUA7Wufu/dc+m57im27w07UjPGUR1U28IxPMbVBFVI4D/wk9cBPuwMmlclJJTGRkwPVZNNJ9NIuXRg7B51sYWG0cUP1H32EWUM4WoCHQKxLpiOEYHx8vGNdvBCiKyed69evr7pY32h005loNBporfsSnT42BH2C30fPkFUhOnVIyFMXH0URN27cyGVfQggee+yx3Mia3rED+emn9x1D6qqx4hapfvf+P1oYG1rSe2e614rWWMAvenieG7IVpME8iSZODAMln3ojxhhLIDwsltgmbRV8g4fisLfDyXTSVNuz8dXWc8AN6bYP2zbnaszOz27IkN+j4Ps+R44caZEQHRnqcxEmSb3tB7pLM22HtZabN2/y5ptvcvPmTb71rW9x4MABkmTjEkPzQKPRwBjDc889xze/+U2uX7/OqVOnuHXrVk/fx+zsbGuBudFYyRs/8/fvBlob53/fds5M36svc6kaGSq05DkAUT0i9jQxmgEKyxJwpRLoxKCkTG1uLSQZwRcksUEoSYU6pDm2AH7i47XNemTenYUrVwgOH17T5xIIb13XYK1W6/576yLNdr1BaJ1Aa93xwiWTtPYr+H1sBPoEv4+eIatCdCrTyVurPjs7m59sRuvc3pt48kn8+5IU02yqFd9vVmxaRvLTCn6x4FMquRujTSuQVZ2kBN9JdOI4xlhDEHhgnTNIqeSTpMTIzwZtbeIqcAi0NUghecxzg7bWWjSWT5OrDyw0siRbYw3CQH2x1iL8vYYxhvn5eaJqQmMxQnqC4kiACtb/Ezo/P88777zDRx99xKFDh3j11VcZHx+nVCqxK52f+KNA8q21XL9+vbWg37RpE6+++ir79+/nRz/6Ee+++27PLGl7PZiYeePX6wlam3UR/CSx+Cl5t9ZirWVmtoaUSxXpoeFwGYnfumUbpgjKKELhtQKyrLVIJYh14uQ26VyL0SC9dM4lNihPsGDrrQFbK6AQeyiZEVBX+bfGYq5fJ37qqTW9lxDnh9/t+RlFUdcdTbeoXvt+jTEYY3IrsIyPj3d8Ti4uLqKUyi35uY+fbvQJfh89g+/7FIvFRzqQ3A/P8/ILhMpZNnPz5s3cfPfDV19Fzc4ue8xk6Zld3I8nRkuuLX4fwfcKCt/zUEoRRRGeJxFSEkUJhVDhe4pqLUYIgY+3opPOU95uNyQoBBrNgq0zZZcfeykNyarZpnNLadgW4e81ombM5c+vEtVjgpJHYShYs7f9amg2m/z4xz/mu9/9LiMjIxw/fpzdu3c/0A24fv06d+7kYwu6Hty+fRtr7bLwOCkle/fu5fjx4wwODvL222/z0UcfEUXRQ16pM2itqVarPa96ltLQqVo9JgiCrgO8dJtVo7VQr8csVNwch1POCYYHw2Uk3i8E2ABC7QZv3QLZQShBohNUej5aY1OLTOegY7TF8xWLtuauNuuIcZgO2bpt2gZXZ2eJvvnNNb2XUPhY7LKU6k6wnoq6kJ1V8LXWhGGYm01muVzumKjPz88zNDT0pZy16eOPHvoEv4+eYsuWLdy6r4r8KAwODrJv374eHdFySClRSuVG8DN3kTzQfPllTLW6/MHMZ3ulDbKCWJuTTubJDTAx6iqW2U21ZjTaGPyiBwgOHz5MISwgBfiepBlplCcpFj3qDeem4wKv3PuXaZotwDY1xrgcTEm/c9M5l1xfdnjtw7bFYhEVW5JEU7cbRxZXQtLU2IZASkUim+n77R7GGC5cuMDJkydpNBocO3aMJ554YlWis2nTJmZmZpienl7XfnuJarXK7Owsu3btWlF3HAQBTz31FK+99hrVapU33niDS5cubchCvtFoEARBz6ue7d74E5u2dFXBt9ZijEV5S+S9UoupVt0C2KXYkhJ89znem77HuRuX8D0PT3sPJOtKKdHWtuZVdOKGaqUnMIkb6vd8RdU0EHbpMg/joPVaJpX0WGsRzSbypZfW9H584SGRXevw1xMW1qkG3/d9Dh48mBt5Pn/+PM1mZx3GW7dusXXr1h4dUR9fNfQJfh89xbZt25iamup4u0qlkpssYcuWLbm1bX3fz20xIcbHwZhln6NJo+vNw4ZsH9Dgu/b9+Ggp1b06MlDXmgSbpti6ClmtXnPaXM/54WttGSj6JLEhijSB8NAYtNUu7Col+B6KQ952JDJdX1g+Ta49cGildNhWS8PO7TspyqBnMh1rLc1KTLMS4wWKie2jLFTW1325ffs2p06d4vLlyzz33HM8//zzj2zjFwoFdu/ezZ07d5ibm1vX/nsBrTUDAwMcPHjwkSR7cHCQb33rWzz77LNcuHCBt956i7t3765r/wMDA+zfv39dr7FWhKFHEje5du12V79POk2Hy0KutHbytWptudf+aJtr1XxlEesLBr0S2tiWNt8tCJakOFlNP4k1AoH0BDpKA7BCQYUGLZW/gELko6RCSKfhl2opGM/roDsRCr9rgj86OsrY2FhX23ZawW80GrmFGhpjaDQaHXcLpqam2LZtW4+Oqo+vGvoEv4+eYnJysmOCb63l8uXLuRHhsbGx3AavfN/PbeHSkh+lmuhsv6spS9orr+12eq0K/lhWwXcPNIxG25TgW1fFzbo1fuAcPeLEEIau6lhvxK3AqxhH8DN5jS8Uh9UOJI60aGv47L4KPjgy4aGo2iajo6OUVZGYZF1WfSvBJIbGfISODOGATzjoMzY2RhAEXX1/lUqF9957j9OnT7N3716OHTvG5jU4lWQolUrs2bOHUqn0pdHjZ2FWly5dSi1S17ZIzsK8Xn/9dXbt2sX777/PD37wA6r3d5vWgDiOmZmZydWOM4lrNBrOG79TaJ2e754jfs2mplqJnDVtW3dtbHSJ4E9X5hkoFgmt+43y7qvgI5zdrDASIQVxrJGpg04SadellIqKqbcW7xZLMQoQynUmjLYIT2Bn5kCIjgoeYZpS3Y1ULgiC7gPbOqzgVyoVZmZmuttXh8juXX2C38dPEn2C30dP0U0FP2/ZzN27d7l3714u+xobG2PHjh257EtKiRkYIPrt3wZoVe2lkqvfGMVSEmZLkwuQeuG3W2zWjSZpSXQsxWKxlYKppERJQZxofF8S+JJaIwEjUEgimyxLr/VQHPHc55LZZV5Kbq1Ync+GbRcWF7hx6RoSuaFV/LiR0FiIAUFh2McruJt0GIYdt8/jOObMmTOcOnWKYrHI8ePH2bdvX1eEtFQqEQQB9+7d49q1a7ldHyshSRKuXbvG7Oxs1/78UkoOHDjAiRMnCMOQU6dO8cknn3QkYZuZmcmtKgtuUVOrVZkYH37AG38tSLRBSoFMV9mNZkKlFrXsaLOPcXTEkd5Yxyw0KoyXR1v2mqrNjtXinKikBGXd65pYt+ZDTGxQvkBKSdU2aP+WClGIUALSkCulBN7v/DZifLyj7zNMF+3duOmcO3eua9tKIelolihPB504jvG8zt21+gS/j41En+D30VNs27aNmzdvdrxdZruYB7TWNBqNXPZlrWV+fj63IWIOHqTw7/7dsoekWKrKPwi7TIOfPSSESCU6S5p8A9RNgl/0sNZV44QQNJtNNwSonD+3EIJSyUe3ZDo+EQlKSCzORUQKyUFvOxIXAGRxbjqfxFcfOMKSCN0ipKho1BuomA1J1LTG0liMiaoJXqgoDPvI+6qlzWaTCxcuPLJymHWh3njjDebn53n11Vf52te+tiE68eHhYYwxnD9/PreB7fuRdWoOHDjQfQU2RRiGPPPMM7z88svMzMxw8uRJrl69+sjP2BjDzMxMbjkW4Fxf4jhmYmLkAW/8tUBrt/gFSBJ3PdTrydLlJgTlAZ/Ad4vKGhG7du5mNCy7bZVcIo3pvwwWJAhD6omv0wFb66Q3viQ2sZtVySr4AkqNECGde5bVFulL+J9/n+TgwY7ekxIKD9WxTEdrTRzH3Q/ZphX8tVbx16P37xSFQqHlgNUJbt68yeTkZA+OqI+vIvoEv4+eolsNfrFYzE2KkKcuHpwrSl6Dtt7x46g0NKlVwZfiIQT/QbjnWobKAZ4Sy0KyKkmCKixpgoeGhjDaIIWTElggjjVB4CEkNCOdBl7FCJvqkNMqflkW2O9tQ6Q/SxbbCrxqRzZs2xAxAwMDJJUIjVlX4I6ODPX5CBMbwkF/VW/7IAgwxjxUCz89Pc3bb7/NF198wTPPPMOLL77I0NBQ18d2P3zfZ9euXWzdupWbN29uqCPNw5AkCbdu3cIYw+TkJLt27dpQwjQyMsJLL73EU089xWeffcZ3v/vdh0oq5ubm8DyPgYGBDTuGR0FKyfbt21FKPeCNvxZkHvhCCKLIdcCq9Ti1p3fn2/Cg88A31jBbX6BMAS/wXJiV9+At27gVONJKJ9eJLcqTmMQt1pUvqdhGy/7WXb2ZRMcFZZnEIpVEff4pjVde6/hz6UaHH0VRq1vbFVrBe2t7ehAEXVubdgopZVf76lfw+9hIfPnjEfv4I41uNPhAbjIWcD/8eZEkIQRBENBsNnPxOm78+T9P8A/+Ae3d7Ef5Rzst8H0PpMO5YyNFZq9XIbXpqxmNCJZebseO7dTnI2Kj8ZRECkGcGHxP4nuKRjOhMBCkumF3Z3b/dlXAQ2o755IbCAQGw5lk5RCcAVHgnl0gLBeJqg2Ko8PUbZNQdFYNtNYS1zRxI0H5kmDg4Ym0Qgg2bdrEnTt3GB4eXia1qdVqnD17ltu3b3Po0CH279/fM0s+IQQjIyMMDQ0hpWR2dpZms8n4+PiGyxCiKOLevXvMzs5SLpedBKuH72v79u1s3bqV8+fP884777Bt2zYef/zxBwhTJlnK01LQ8zxGRkaA5d74YeC1ZDerwVqLNpaCctdfFGuKocfiYtTi99ZahodChBBUTYM7t6eZSIYRm528JwzVg6+JuzaFdpaY2rhKv07lQ8qTLNi2sMH0MAcahVYSrjEGIUHNz2H//H/W8ecSCp+qbZBYjSfWdm5EUUQYhl1/f63t7FJ418PQyczLenH79u3WQrgT9Al+HxuJfgW/j56i2wp+vV5vpfr1GsViMdcf1TAMc1tQ+EeOQNoKt20V/NVcdNJi/fJ7pl26mY4NL5GsjODjq9ZyIYqitOrqPL2VckN/vq/wfUkSa0zsQq6ywdj7nXQAJAKD5aP40oqdnFD4KCSF0RI7d+6kKALqNuqo62O0pbkQEzeSlrf9w8h9hpGREZRSrUCnJEn49NNPefPNN1FKcfz4cQ4dOpSL33a2wCgUCkRRxLlz57hy5UrXuuYMxpjWOXrr1i3iOGbPnj3s2rUrl/ellOLw4cMcP34cgJMnT/L555+3QuKyBXIvw63uR5IkfPbZZ8uC6jJv/LVIdbJrzlOSJHF2mVLBwmLTLaBTV5zRkQLWWqq2gakmDA4MtNx3suFcWLo8jTVIoRBCohPt/jvV1QtPghTMm2rLdcdiEVYQxn6rgm8NxEkExhBMbu/4swnxEYiOqviDg4NdyVgyiCyYbw0VfGMMU1NTuUkju5EDWWv7BL+PDUW/gt9HT7Ft2zbm5+ep1WodBcNUq1Wq1WouN/Csze+G3HpfDRwYGMit6qiUwkhJ/cIFgr0HgFSis8Jzhbivcp+hLdh2bHB516GhDUbREvVba5m+O83QyDBCgPIEjYbz4g4Cj2akaTYTgtAjwSCswKTxup5wg7YWWvr8WVPhhrnHDjXxwGGVREiFBs2oibRgA0uDiCKP7owkTU1UTZxd4FCA8tde6xBCsG/fPoQQXL9+nbNnz1IsFnnppZcYHR1d8+tsJIrFIrt27SKKImbTcLNsDiAMQwqFAsVi0QWE3fclZ+d9o9FgZmaGer1Oo9FoEbCdO3f+xIJ3isUiR48eZWZmho8//pgrV67w2GOPUalU2LVrV67ynMXFRYIgWLbAybzxF6sRYaxb2vmVkA3kKiWpVCN8T2GtYG7ezf+kNviMjhSp47pgsmop7iqS6GzbB78Hg0Wlg7s2sW7A1jpveynd6y7Y5Qu+MPLxrEJI20qr5tNPwfe7CsETQhAIjyYxA6xtJmO9mvglE4BHH3BWeMjLYz5Jko6D0GZmZoiiqE/w+9gw9Cv4ffQUmWSg0yp+EAS56dQBLl68mFvHYHx8vGvv525gxsYQv/VbWOOqhFmlcGWk8p22vzuPbffAyMBy8lw3etmvSBAGSCVbFWQvrTDHscH3nWQn0QaZqAecdHwUm+UIw6KUenq7Kv7H8eUVjzQbtp2avcPM9D0C4T/STafd2175kuJwZ+Q+w/z8PO+99x6XL1/m8ccf59vf/vZPjNy3IwgCtmxZCmEaHR1FCMHc3FwrWKrRaPDFF1+wd+9ePv/8cz777LPWsKIQgvHxcQ4cOMDOnTsBfmLkvh1jY2O88sorHDlyhGvXrtFoNHL9fQBH8FdKyw1DD99TVKoP7yDp9PoDiGKNH7isiPnFZlugnGV0pOAsLRuGcjBAWAzQ2uK1D9iyFEKnrUbihtpNYkGBjl3+hZBum4qpIxCtzlwhDtwMTJusqPA7/wq2bsPo7mafQpwOf61dtGvXrq1rSLyVJL2Govx65UCdIoqijqVyU1NTlMvlnicy9/HVQZ/g99FTSClbw4CdINOp5+kZn+ew4u3b3QXldAPx3HMMvP12y+6yVbFbAZkfNyxV891j6QBgqY3gC0HDahJrW/IfIQTlcplatQY4ez4pBVFa3fR8idYWG5Mm1i5p8aWQKKE4oCaRyFSmY/govrTisSqhKIgAf6jAwsICofFo2hi9iif+St724hG66fvRaDT44IMP+P73v8/w8DBjY2Ns2bLlS0GC70em09+2bRv79u3jscceQylFEATs2rWL69evs3fvXg4ccJ2dTKo2MjKSKxlaK4QQbNmyheHhYXzf5w/+4A/48MMPO04L7QbGGCqVCsPDwyv+vTzgY419qDd+NmDbjBIE4EmB0YaFxeay83BgxCNBMxYMsXvPbpSnVh2wBUiMQSLTwVqD8iQ6cteUkO6fRVtvU9xZCpEjn0KlS2kpMP/hfyF+9ijWrN2Zph2h8LFYYh5tWGCt3ZA5pLWm2TabTYIgWNe+OsG+ffs67i715Tl9bDT6BL+PnmPfvn1cvHixo22CIKBcLuemmcwWFHlASsndu3dzc+6Rf+2vIc6exaQ+2lmYzkpY4nTLSvitx4cKy2+SMZZmMyFu8wMfHh5moOQ887UxBL4ijjVKydTmD2yUpm6iWxV8cDKdfd5Wl8SZ9g0+SlYm+OCq+KrgoQo+0byrUtbtgwu11bzt1wqtNV988QUnT55Ea83rr7/O448/zvDwMDdu3PjShE89DBlhl1IShiFxHBMEAb7vf+nI/Gqw1rJlyxaefPJJjh07RrPZ5I033uD8+fM9/a2QUnL48OFVCalSkmLRp95IWmFW9yOzuWw23UyKRdBoJtTrseubpeX1cETg4zF7axZr3fBrki4OVoLBEXwrQCcW6QlM07YsXg2Gqk1TbNPztNgM3G+BovW74F26RPTXfhVgmVPWWuELD4lckw4/ily3Y90Ef41ptoVCoTUc3WtorTHGdJx1ceHCBfbt29ejo+rjq4g+we+j5zh06BDnzp3raBspJbt3785loA/yHXzNCNZ6ByHXCvPyy9hU0iClWKrk3UdKhRAthU76iHte23MGg+VtZyEFs/ONZaSmWCxSHhpCKicJ8D0nRdDakf1MWiC0swLUbXdoz0r2eFvSRoPb/xfJTRorkHaAgghQSErjZaR09pntMp3l3vZyRW/7hyEbfDt16hTXr1/n+eef5xvf+EZLX7t161aiKGoN3PbRO2QV34kJN49RLpdb38fVq1d58803uX379obv11rLzMzMIxdBxYKHkoJKdeVzNbtGEm0ohB7GGOYXGi4zIlXNGaUpDilUwzJ9exov8FoDtvcn2GaHo41FIpAirbx7YBM3wAuQSEMlDbmyOA/8YtMRayklGNBxE6ETis8dde+5y2DoUPg011DBj6KIYrG47gTitVbwBwcHN9Sq9mGo1WpcubKy+9fDcO7cOQ4dOtSDI+rjq4o+we+j5+iG4APMzs7mposfHh7O1ZqzWCzmRvCVUthiEfP//jcpmUhTLh/mpJP9b5vq8bNsnQQKss3JQwrm5putIcAM07fvMD8/hzEWPx08zOwyMx9+G7sKvmnbo0SwW25CCifREQgSNGfi1W+YJRHiD7oKXUmEJGhim6Dj+73tO6tULyws8M477/Dhhx9y4MABXnvttRa5zKCU4sCBA7kOe34V0Ww2OX/+/Ipdts2bN/Paa6+xb98+Tp8+zbvvvruh6ba1Wq0V7PUwCCFa3viN5nKSq7U7y5NEI4VwjlLaMr/QXCaFEwOGchgQLTYYKA6gAkmcOLa9mkTHWIPMlsTCOeLY2LqUWkALk6bYZinV1hF8K0C63wHv//U/YcqDeOkCvNtuSCh8IhtjHlFWHxwcZO/evV3tYxkeGtq3hCtXruRWwOlWDtQn+H1sNPoEv4+eo1uCX6/Xc4uhl1JijMlNajE8PJxb6ApA9PTTFP/pP3Zk4iEcN3v3LS98u/QHIQRJPaEsl5wvpIS5xQZJnN3Q3Yt7fkCluuisAKXAU7Jllwlpmm7kgrASm7Q+dyEEofDZp7akMh2nGf4wvrDqMWfDtrfm73Jv6i4KyVytSmMhQkpBYTjAC9beCYqiiI8++oi3336b4eFhTpw4wZ49e1ZdHCilaDQaXLt27Y+EVOePGowxXL9+nbGxsVVTc6WU7Nu3jxMnTjAwMMBbb73Fxx9/vCGk7t69e4yOjq6p2px549dq8bIFdFaFjxNLECishShKqFTjpQU3moFRj0FVYmFukYGBstPTrzBg23pd4xbIMr2VSyWcRCQdsAXQQtNMO2DZ6VmMHAEV0j04+Lu/g/7mt1qP2a4Hbd1vQ/SIKv7CwsIyu9FuIYSAR8iJtNYsLi6uu1uwVmQDvZ2iT/D72Gj0CX4fPcehQ4f44osvOq4K5SmbATh//jyNRiOXfeXZMgaIfuVXCM+cQWQuOjxY+Wpx/7Y/2FR/nz0SNzQD7RV8IZhfbBLHyxdH5YEB4igiipwe1/clcWxaZF8IgWcUJrG4HNrUBjD9SXrC252Gabn//miFRNsM2bCtDmHm3gzJbMJivY5XUBSG1+ZtD45IXrx4kTfeeINarcZrr73Gk08+uSY3DN/3aTQaa6r09tEZbt261dLePwpBEPD000/z6quvsri4yMmTJ7l8+XLXC68oilhcXGR8fHzN26zkja+1IUkMQkAh9NDaoLVx+vu0Cp0EMaODRQrWp1wqUx4sI5R4yICtc5nCuOvGWvACN2grAIR7z0ZY6mTHkmrwGykBVQJjQH3+Kclf+VWssQgl6XacQQkXWLeapA7cb8pGpXkLubphQIZGo4HneRuauvwwaK07JvhxHHPx4sU+we9jQ9En+H30HPv27aPZbHLjxo2Otstz8FUIkatsJvMoz8vqb+gXfxHZbCzzul/1xmhpyXKyTrtI/19cSygrr8X4hRTMLzQwxraqlABKeRSLIYuLTmLl+wpjLUni7DIBfKUwEU5OkxJ8t1vJEW9Hul/3f2eTKyRm9apgSYQYIcD4NGZq+GUPW1o7qbtz5w5vvfUWly5d4ujRo3zrW9/qyK5OKcXu3buZm5tLg7762CgMDQ2xa9eujiqwQ0NDvPDCCzzzzDOcP3+et956i+np6Y73LYRg69atHUkupBSUSj7NSBPFaZibsSSJRkmB50kSbdDaUm+4c1oLQ+JpNpfdLMnY6AR+4AipfsSALVikFc4GN1ToxKI8iU0vFy1May4l7ZNRjN2QrZQCHScQNUme/SbWOu98u8qg8FoQCv+hg7YbNWALQCpJehjq9Xqu3dKdO3d2bJl76dIlPM9rWdP20cdGoE/w++g5giBg7969Hct0isVirt7ieRJ8IQRxHOe6PxsEJP/+37ceW5H+3s8j0ifZVLsfN7Qj+NnT0yFbY+19OnzLjp07WiTZ95xKOJPpGOvCeVSsiElaOnyDIRQeh1KCL9MDmjUVrui7K743ay2yJtAVzcDmMrGuE/reim4696NSqfCDH/yAP/zDP2T37t0cO3ZsTZXilRAEATt37qRWq/WlOhuASqXC4uIi5XK5K02zEIJt27Zx7NgxduzYwQ9+8APef/99qtXqmrY3xqCU6qh6n6Fwnzd+HGu0thRCd+00my5kLRvIjb0YhGBzeZCrV6+yMDuPTOU5lgcHbN37g8QaR3DTS08qtyCQSmGyoV40NZMRfOeYU2ymn6eC5u/8a2yxhOd7WO2sM9fiTLMaQuGjMa2k6vvRaDQIw3BDJDNiDS8xODjIpk2b1r2vtcAYw/z8fMfX/7lz5zhw4EBuphJ9fDXQJ/h95IJudPie5+X2wwyO4OdlXZntL0/3lfqhI3j/97+/pOW9/x6Umei05Vy1tPGpVCeuawak19pYSJibdxX8TIIArvIfBD6NZhOttZPkeIooNi2yLwQE+NTjmMSklU4MoQjYIkYYEkU3FJyS/A+TB61WjTY05mOSpmF4YIBwU4H9B/ZTEiENG6067BfHMWfPnuXUqVMUCgVOnDjB/v371006yuUyO3bswBiTq7zspw3NZpNr165tyPWolOLgwYMcP34c3/c5deoUn3766SNf+86dOx3nd7Sj3Ru/3kxQShKksyD1RoLnKRarERZL4iX4icfIYIGF+QV8P0D6orVoXnXAFouwIK1bgIs0VVpKMNpipNu+Rkrw04u7EAUI4xbohX/6/yT62tfc341FSom1dl2BV8CqVXwhxKp5Ap0ic9F5GKEOgqDjVNluEUVRx51q6Ovv++gN+gS/j1zQ7aDtzZs3c3PSGRoaYvfu3bnsC2BgYGDN1cT1wlpL5a/+DQo//CEZOTer3hTbkq6ydKxUoB/XEga85RV8Y2Gx2iRJ9LKXUEpw8+ZN5ubmAQh82XqO5ymsFYTSJ4ktTRwZ0Bh8odDC8KS3x+0jJfhnksvLCHvS0DTmY8BSGPIZLpRAQKQ01ekF4iR5oIpvreXKlSucPHmS2dlZXnnlFb72ta9tjFygDbOzs1y6dKlP8rtAFEVcunSJ0dHRDe3gFQoFvv71r/PSSy8xPT3NyZMnVx2MjqKIe/fudVW9z5B541drMbVqRBh4KCXTkCdNIVAsLDZJfDdk7scevqfxVUAQBChPkiQGJcWqA97GWgQCoy1CutyIzCnLaoMW7npxPviZBE5QSIdsEZbwzEck/6f/s7uWjXWLBLoftBVCEAi/dU3fj6GhoQ0r3GSfy2odB2PMmhZzG4XMyrXTXIk+we+jF+gT/D5ywcGDB/n888873k5rnVuVWwjB4uJibrr4wcFBtm7dmsu+rAX5H/9xRBzRuH27LVjnfrR59mXPydx0hCCuawpC4qW9cVdhx1llJsvvskpJRkZGmJmZBUjDfZxdZkb2S76PSSz1VEJgrCXEJWI+5jk9aibT+Sy+TpMYayzNxZhmNUYF0g3Sei4FNxQ+dSIa9QaVe/Ntw4XODeXtt9/m3LlzPP3007z00ksbVkm8H+Pj45TL5VznLH5aMDc3x/DwcNdSqUdhdHSUl19+mSeeeIJPPvmEP/iDP3hgbuLOnTsMDQ2tW7tdLHjoRLNYiRgouYVxHGviWFMoKBYWG8RejJcoFApBxPDgCFIJhBRovXqCrRBO0iasq2JLL9XhK4lCYhKLlq5iX2kR/HTINiX43sw00hiKr7zi7GuNbaXqdhN2lSHEW7GCnyTJhgbDtSQ6q7xeo9FASpmb9KVer6/q9PQw9Al+H71An+D3kQsOHTrUFcHPUxcPMD09nZs1p+d5lEqlXNJ6nRuOQO/chf+3/parMK1wT7TCtu6VmVynFUyVVvCFFJTTG2Z2g51bbGDtUpiPtRYpJMNDQ1SqNZrNJp4nkUK0dPgWJ58IrE8lcQRfYwhSq72M4GeDthf1LWaaFerzETo2hGWfsLzc235AFIhszNjmceqzVSrNKou1Cj/84Q9599132bZtG6+//jqTk5M9TW8VQjA5OcnAwADXr1/v2X5+mtBsNonjmE2bNrF169aefz87duzg+PHjbN68mXfeeYcPPviAer2OtRatNZs3b96Q/QglU9tK934aTe3m2C1uwSosXuRkLY8d3sNgeQjpuUr/6g46Djol+MaA9IRLy/UFWPe/tdAPZE0IC4VUg7/9138NfeCAc5rKCL5wi4tuJTrgdPgWS3Qfya/VatRqtY37bh9Rwc8Id15JzVLKrjIx+gS/j16gT/D7yAVPPvkkly5d6pg8503w897f1NQUd+7c6fl+WqT9r/5V/N/7PeeQc99zVrwJphV8a61r+ad+9wOpF35GWmbnUoJvnB7WYpFK4Hkeo6NjrRZ5ZpeZkX1rLUXpsxg1nO4XQyB9JJKD3mSq1Xf7iE3CjxcvOqvB4QAvfLAqF+K2NaFg09AYVy5d4d+99e8RQnD8+HEOHz6cWzUvI/k7d+7EWtuX6zwE9XqdS5cuMT8/vyyMrdfwPI8jR47w+uuvY4zh5MmTnDt3jh07dmyYbCuODeWBkHo9waSafN9X1GoJcRAjEom0CmsNg2Uf2sj6agO2GQwGkWSOmC6gSoXKXbOJRbNkkWmxLcldIQrACkbf/QMW/+u/ipDCueekVXupxKpBeGtBINx1eH8Vv1qtbmgoXFZgWK0jkLeDzubNmxkZGelom3v37nHjxg2eeOKJ3hxUH19Z9Al+H7lg27ZtbN26lQ8//LCj7YrFItu3b8/NlaRQKOTmhQ/u/eWhw2/p7X/5l7Hz8ySNxoqfaSvcKrPJtFkYDsT1Jc/MzElHpPrg2fkGUuCGAtteVkjBpk2bWjd131ck2qQJt47sD4Ul6nFE0zgiopB4QhEIn71qqzsI48jHBXULhljV214IQZGAS1NX+Pzzz2nOVHnq+a/x+LNP5nqjbz8ez/Oo1+ucP3+ehYWF3I/hy475+XkuXbrE+Pj4ujTv60GpVOK5557j6NGj1Go13nzzTW7evLnu350o1iSJZnzUnXvVWkS9kVAseNxdrGClQTV9hABPaaJGeg2kVpqw+oCtEM4H3yZLgVUWUJ4C64ZstdQ0zRLJzkKpC7GPbNTwmg38P/MLraq9bbnxiK41+BkC4dG8L/Bqwwl+K9Nj5WOdnJx8IH26V4jjmNu3b3e83QcffMC+fftydYzr46uBPsHvIzccPXqU06dPd7SNlLIjP/L1olQqEQRBbguKgYEB6vX6hqQ6PhTp25G+jx4dRf36f7dqxHv7e2+X6MSN7GYtKKVhV9kNdmahgRQulKdF8AUo6ba9desW8/Pz+ClZyWQ6iTaUvQCNYSF2CyuJwEOSWM3jYpcbILQCoQTn5Y1Vh/fA6bd/9M4P+eTTT9l2aCcnXjxGSRaY1ZUH5AJ5olQqsWPHDq5fv86dO3f6NpoprLXMzMywc+dONm3alFvlfrVjqdVqTE5OcujQIT766CPeeecd5ufnu37NKNJYC6WST6nkpwQ/plT0uVWZR2qF0hKtNUODIYXAyUnkGgZsIV24JyCkdORcggrcilzrBIN5oIIfxD7SSp74wW/RHJ9oLZaFTB1pUh3+ejT4AAURENl42WD8+Pj4hhJ8SH+fVpDoGGOI4zi3jl2tVutK3nn69GmOHj3agyPq46uOPsHvIzd0Q/ABbty4wd27K3ugbzQyL/O8iEYQBK0U1F4iq+ALAdGf+TMM/st//gDJbH/HmeYekw3ZWpLG0iJkUHkuNCv9BZmdc7Im3eaFL3DkxFXrfaanp1FKoqQgTkyL7CurCKTHbNN1MhQSzyrqtSaH4+2uCp6m336ub9Cw8QPH3mg0+NGPfsT3vvc9No9v4n/16s8ytn0TFVOnebfC4uwCM6aCXsWbOw8MDQ2xb98+5ubmcu0SfRmhtW4FT+3ZsyfXRfxqmJ6exhjDpk2b2L17N8ePH2dkZITvfve7/PjHP+44dM9aSz2V4ygpKIQeibY06jHC18xUaviRl86uJGyaGMRoJ88BHjpgm72+sQYSUL7AJAblSddVww3oWiz1ZSFXSwO2ez9/g1t/8j9p/da1hmutdV7467DKBDdoCxClVXxrLaOjoxueKJt1L+5HpVLhypUrG7qvh6HRaHQ1YNsn+H30Cn2C30duePbZZ7si+GEY5qqLX1hYYHZ2Nrf9HTx4cMOrWvfDWtvSs3u/9mt403eX21qmEIhVK/gZwRc4DX5GCATQjDT1RoI21ml3Uy2ATK33RkZGaDab1Go1fF8RxbpF9k0C5SBkIaq57QwkC4Y40jxR3I1QLn5XIJg289wxcy3SYIzh/PnznDx5kjiOOXbsGI8//jiD/gCDokhFNBif3Ex8t0oSxdwzi6t64+eBQqHAwYMHKRaLLC4u5mYB+2XC4uIiX3zxBZVKpTX8/ZOGtZZKpcL27dtbWQi+7/PEE09w7NgxGo0GJ0+e5MKFC2seim9GGm0soS9RqY5eCdeVnE/q1CoJMnGZEkoptmwewsQGmZL6JDGP1N8DCC0QXmqV6buwK4EgMgkYQaPNKlakHvhoTaExz8x/+V9h0120CL5eksCtp4qvhMJDtXT4U1NTXaUJPwqrVfA3Wg70KHSr9z99+jTPPvtsD46oj686+gS/j9xw9OhRPvvss45JTd66eK11rgQf6Cr9sBNkRB0gGB7GDg0R/qN/+JDnL9lkZtZ6cVsFvyQVUi4nZrOzDefUk9pliozgW0dgRkdHmZmZIfAVxli0Nk6mE1uKfkCdmHolojEf4yEIyz57SpspC1cVEzif7/PJTeqmya1bt3jzzTe5du0a3/zmN/nmN7+57IY+KEsURUhctAyODlO/tYDBMmsrP1GJTPY9JEnC1atXuXHjRu8lWl8S3L59m2vXrrFlyxZ27969IWmm60V2LuzZs2fFQKRyuczzzz/Pc889x+XLlzl16tSatNbNpkYK4Wwr06HVOLEMDHnMN+vUZ0zr2goCn5GhAtZalCfT6rvT4q8GQ5oebWzL9lZ6TksvhSA2GsGSRSYshVwd/sPfpFEYRnge2VfQTuqXyP76rpNQ+DTTjtvCwkJXFe5HIvX/vx95E/zBwUHK5XJH28zMzHDp0qU+we+jJ/jJ/7r28ZXB5OQkmzdv7mrQNo7j3MJKMl18HvaVGa5fv96xBKAT2DSJNkP8V/4q4a///WXPEUK0BmvTR8BCxuPjetJ6WApJOfSX6XruzdUQQJws+WwKQcuNY9OmTUxOTuL7ztk+ijWBr8CAZxVxFLMw30QFkoGRIp6nMFie8HYBS374H1Uv8L0/fJcPfvQB+/fv59VXX101OGdEDOALD3+ixLYt2xiTZSKbMG/zCRh7GEZHRzlw4ABRFHH+/PmfWpKfadvByZQOHDjA6Ojol6JyD3D37l1u3rz5yOPZvHkzx44dY8+ePZw+fZr33ntv1WKF1oY40XiebOno41iTaIM/BJ5ULNxNMx2iCAsMlZxrj/SchA0e7qBjhcUmFolMrzXhWgS4wdwYjbSSiq23BnCxTqJz4Ozv8vE3/oK7xNvedivsKrPKXKcOPxQ+CZpqvYYxpieJsi0pYRuydNs8Cf74+HjHzksffPABe/bs+YkNl/fx040+we8jNwghutLhK6U4cuTIhms3V4Pv+3iel1vAlpSScrncU//99go+QP0v/xXE/Bzx/ZXI7CmmvYKf2lTW2wmoZaQYtFJmhYC792p4afUxezGVlgeNsXiehzGGhYUFR0Big+9LMBDPaayw6MDilzwnJRKKGN1KtMVaGo0G37n7A8yg5Jlj32T3nodXgYUQjIkySkpqYUx1rkIh9qjZJhWTn+xrNQRBwJ49e9i+fTtKKarVatfnnbW21RnR2hDHmijWRJGm2UxoNBPqjZh6PaZWj4liSzNKiGO9biK3GqrVKpcuXeLKlSvEcUyxWCQIgp7sqxs0Gg3u3r27ZgcTKSX79+/n+PHjFItFTp06xZkzZx4IM2tGrnoulWjJc+LEYDDYwLBpYJD5hSZRnKCkW7oOlYNWwFU2YHt/l6wdGoPRFiUk1oplzlJCiv8/e+8dJ9d1n3d/z61zp+3ONmCxwC46CAKgKHaxiKSK1btc5ZLYft0dy7IVxXJJXJQoieLYjmU7fh1Lcolly3KRRFKFkiiziGIViUL0ttheZnbqbeec9487M9hFIxZlSb2e5/PBB8DunLn3ztzynN95fs+D1AoTg6r2l1S415yqYsU+x697V3uV7fTxiSVWmZftpNPU4c9V5snlcldlxUYIcdaKnBCCLVu2YNv2Fd/euVCpVBgfH1/2uI7+voOriZVhTB100MSlNtrCpTcxLRdCCAYHB1fs4QDJ8m6xWLxiEe5n4kyts+M4+Ju2YPybf4P9wAPneP3p1MvWAvjiJlsQdGVcSvFpMjo3X8c0DSIpQTebcJubVEpjGAIpJadOnWLN0AhKGcS+JK7FKAtyBRfREISRJOVaWBhEWnKtOUwQBEkqpWngF+AvncfZaG7GVja9Rg5DnJ84GMKg18gzq8pM+LOkiiZ9I6so6zqmNvDElfE7fzEkVcXF8qfWBAocx8MPYhbKNaYmp/DSaQb6B3CaFcHTY09XJ1sV2fa/LwKtPow4lkSRplqN8G3d/p1hiGbyp2gTzNYf8wLV5HNhfHycUqlEX18fIyMjK+ZmcrFQSnHq1Cl6e3uXXVl2XZdXvOIVbNiwgd27d/Pggw+yfft2RkZGEEIQBDGOYybN5E7yuTUaEYEVkbNMMrjU6yFxLEm5yT0tl3bb+vsXa7CFRIOvY41pGuhYYbh2EnxFshInhcTSJhXVgNY0XcPP/NE/MN+3rV2lX1zmW+yeIwyBii+P4BvCwBE2bl8XXfrKV+8habI9U4O/sLCA4zgrZo1bq9UuSfbXIfgdXE10CH4HK4obb7yRz372s8seVy6XKZVKbNy48Srs1dnI5/MrqtPO5/PU6/Wr1nSoFEskOkIIih/7nwy+9x1LtilYpGc9XYgHkhTbxSjkUpwotsiDYHa+gWUZKJkQUBZVB1suPq7r0t3dzfzsDCm7BzOCdM6hok0sy8SwIAjiJsE3OTU3QX3PON1rHMpdBrZlIVEclVN8uPxJfiv3g2g0vUYOU5yfQFrCpGBkifsk08fH8aY9vFU5SqqGaSQkBE5XwZN/c04irZPZD0qfTv1dTMBBLyLiyyPgjptlcChFcX6Og4eOsGHDBlzXAZHoqg0DRHMyIwQYTVmVEOJ0KJg4TeRb37lxht1iFEVk0gaF7hSmaSWVf6WaKwBJgmqo9On8hOZpIIxkVcY0FxH/RZOAWq2G7/v09fVRKBQYGBhYsZW35SKOYxzHuazE2nw+z+23387k5CR79uzh+PHjXHPNtVhOlrRjEoRJM3kUSYIoJjZD8mYvlXKiSzdNo31u5NJ2W3Mfx4q0d+ECgxZALBBW0ptu2ALdvBZBoA2NiARVp8HpKRxsO3iMr773rxC62by+qIIvDFDR6Qq+DC9fpmjGglJYoTebv+z3OhfOVcGfmZmhr69vRQn+pchsnn76aX78x3/8KuxRBx10CH4HK4xWo+1yG6AymQwTExMopVakMS+OYw4fPszWrVtXZHuWZbF27dqruAW95DiEAPdVd4JhEN9/P/Zb3tJkcK1X61Y8ZntmsESiI6CnKwXF0w/W+WIj0QxriGUyaWhtcrEbR2+hjxdOHoDuNPnuFF7GxigZqFiTsk3qfohRiXn+hd0cLY2yc+N2/nz4Q7y/+qdMySImBhrFKTnLfyh/kl9L/wAjhqSXLIYw2wS8RcYXk21TOdjd3Rw8McYWNlJLRSzoWXr0hVcBFuPcRFo05Q5LCXiLeNMk4+cj4K1/t0j46oE8YRhi2zb1ep2JiQkKhQLd3d1XtBJuGGJRpfjs9z0t+zk9AWjJgMIwmQAopVhYWKBULKGUpKe3gJsKME2LWILSsj0JeLno7n3fx3VdhoeHL/u9Wit+fX397D9wiH95+HH6+vq56cZdwGlb2JoOcFIWOTPF8YUFLMvCtpNJoWkYeCkLwxYX1WALJJavUqNNkswJy6AlqIuFxDANiKBqN9oe+G964AixZVMvDKO1bDtUtY9lUdjVmb74lwq/XGeqMs1Qpr89kb6iaN2zmvsppcT3/RXT30spaTQay95esVjk6NGjnQp+B1cNHYLfwYpiaGiIwcFBnnjiCe69996LHuc4DqZpUq/Xl+1UcCmwrEQHXq1WyeevTuXpTNRqNcrlMoODg1f8vZXSLOaFoqmfMb7nezA+8AF4y1uWDtCnl72FOMNFp/lA7ev2mv9JqvXlSkAUxWhOV8FbBFeppKof1SXS16wbWYuRclBCY1kGhhBICbYleOHwfmZPTjK4Zg2377qbwI2JK4KP6B/lV9UnGNNzyTEBk6rIr5Y/yQfN72GTMUiBHLYwz0OkBRnDRaVyOJtNXNshR5p5KvjCp8/IYwpjydjWCsSZBHwl0NKqp1Ipenp6KBaLTE5O0tfXx6pVq1bEYlIIkch1TFg8AYjjmEqlQjbtYZoOC6Vp1q1dRSab+NknjjHxWdr+Myv+pmks+dlKfL4tf/TNmzcvuynyTGitiSKFH8SEkWTNmhFWrVrDieOHefCrX2fN0Ag3vnI7QRDTEAG9ZgYDg4OHR5FSJasyQpBJ28mE2DQIgmSl7EINtpDIeIROuuJN63QSrUAgjcRu01SCimq0E2z//R88ydM339F+D2HA4oWvxaS+pelXUmNeDsGv1MllswQ6uioEf3GarSC5Z7uuu2ISSyEE69evX/b2Hn/8cTZt2tRpsO3gqqFD8DtYUQghuOeee3jooYeWRfCFEHR1da2Ykw4ky++VSmXFCL5lWczPz9Pf33/FZQ2apc107V7aj38c0dVF7PtgNl1xdJMOtOUnzQr+YomOgN6CB4vEJxrN7HwD0zAS+74mjGbTYFCOkLHCSVtkenuo1gLK5Qb5nItlCU6NT3BsdBbbSXPrHbfQ29WDEBARU6JKSqT4uP5pPtT4BIfVOKY2iJFURYOP8Xd8OP29FByPvOFhi/N/fnlc5pVFNaozdXKe9cMjlC2fhvDpEbmXTZW5BdM06enpoaenB9/32+5OJ0+eREpJLpcjk8mQSqWu2mpTazJRLBaZn59ve36vXr068fbffG7pXHsFoFn5b1X/kwmAQqml17PRnFCcqf2/UhOAIAgYHR1lzZo1l0Xu47hJ6kOJ0hrLNMikbVzHAjw8byc9vWs4cvgADz74VXqHR7B70nRZaSqVCjOzlfaKmWEIsmmHQCoyQCxV+9gvuA9SYiiBUmDaCUtvicFiJZMG9li0Nfh2PWTVTJ0/f/+PsPMEiUPWGZOItj2mSsKuWv++VERRRK1Wo3/NGgJirkacmWivEgJmch+9Wr1M58KluvV8/etfX9YzsIMOlosOwe9gxXHPPffwl3/5l8sedzUq2xdCLpdjbGxsxcJ4XNcllUpRLpfp6em5ou+tlWbxEbSPx0sTDw0R/eAPYv/N37YL8k2VS/PFgNZLJDoCyOZdMmmHajVszwtm5uqs9lLEi9w3VKRoVGLMrEMq72DayRO5Vl1gfHwWIUKe2/cMx6Jpdm3YxrXDG3BsG9sQuMIGHHLaZU5VkCh+z/0JfrXyKZ6Pj2PrxGmnSoPfrv0N/573crOzlR4je8FqYUFkkZaimIHR0VGGN4xQ1FUWqNEtrv4K0aVicZP5mjVrqFQqVCoVZmdnWbt2LblcjvHxcVzXxXVdLMvCdd2LOn91U25jmiZhGFIul/F9v03m165dm7gS9fSQy+UuahK6dAXgfNtcOgFoSYKi+Gx3n6QPQZzRA2C0f3ah49RaMzo6Snd390W75ixGIkuS+EES6GYYAtc1SblWuwE5jCTVWohWmqGhfobXDfDtgwd45vBu8qksg9enqZRLIFKASCxoBRTyKcJIIqUiXpTyfCHEsTzdY2EtnrwLIh3j2DaqoanqpIL/X37yyxwfyeM1m12FFs0egEV9Fm2Cn7ynEOKy0mzjOKanp4esnWZB167OvXRRBR9YUWtMgOPHj9PX10dXV9eyxj300EP8wi/8wlXaqw466BD8Dl4C3HPPPfzsz/7sspP/lFLMzMzQ39+/Irr4TCbDpk2bVrSi293dTalUuvIEH5bqaFu6Va3xP/lJMm94A9Fi3391+oFpNA3tWz74zTkAVsqirydNtRq233Rmts7QSJpAxmitCWsxcUNiWAZet7Pks8xmM4ThKZ56+jk2bRjhhuGbOB7OMVop0uV6hG5Ev9OFJ1xMYdJvdFHUVXwd8pHcj/A71b/hW9FBLG0SI2nokP9S/Tt+MftO7nR20GPkmhOEsyGEoMfIEvcPMDZ6iumxSfrWrmJB17CUSdZYmea8y4Ft2+3K/uJgMtM0qVQqzM3NEccxW7duRSnFsWPH2qS89T34vs+JEyeQUhLHMbZts3XrVnzfp1arkUqlyOfz7eu0u7v7ih7Di00AgHbFf/FEIGkETiYAi+lnawJwuvp/egJgGII1a9Ys656jtW6SekkUJ9aXjmOSca0kw2HR62r1CD+IsS2TbM6mFgVMLJSwerLcfctdLIxPs2f3c6xatYpaXUErm0JDbyGF5ZhUa+FFNdi2PhdDGW39PSQVfCEEUilcx4a6Tir4SnLX10d5y6ffyTt2O819BuOMzZyZYHu5Vpme5+F5HrGWoCEgIsWVtUltt87oROY4OzvLyMjIFd3G+dDS3y/XhalcLvP0009z9913X6U966CDDsHv4CXApk2b6O/v5/HHH1+2TKdYLJLJZFZEh98iQZcaQX4p6O7uvuIVqLYeftHPWv/WGrL33IPMZIj+02/AB35t6WsWVceW+uCDkzbpLXgcP1lqD5iZq2Fu7Ef7itq8jyEMUlkbZZz+PKWUHD58mEOHDrFq1SCDqwfpXzWMqy2uy6U5Ec5QbjSoBj4VL2DY6yVnppue9jnKqk5VN/jV7Pfxu7V/5KFwd5vkh8T8bvUfqWcCvsu9gYKRJSXOTShMYdJn5YmHVlOdL5MWLhJFWdextHnecS9HLJ44rVq16qzfK6VYu3ZtW+LW+rslZ7Asq9n0mTC+fD6/YtK0F4NpGhc9AWhNAqTUiXNNkDQCT09Nk8vnyKTThFGwxAGo1QewWBYTRZKgmR+gAdsyyGYcHPvsBOeoWbVXSpNJ2ziOwWR9gdl6FSEFq+wuCpk03uAglUqVf/jcE3zrqSmUdnBdB601XbkUuS6H0oJPHCtyuQvLh5RWSXKtNpNJTZvgJ9dtpCWu7RCKmEDHvP83H2WhkOL4xgKpZ06f12KRi0/7Z4sCrsRlEPwgCJienmbt2rVYwsTEINDRFb+uWk3uWmsqlcqK2rHW63Ucx1m2/v6RRx5h48aNV9lYoYN/7egQ/A5WHC0d/nI1iEIIMpkMtVptRQg+JA15s7OzbN68eUW2Z5omhmEQBMFlNwC20KruLq7gt0hKsmRuIP/gD8j89E/T+KVfazbX6uRvkSzXL7HLa5Ydbc9q6vCbPwZm5xroSBHWJLHU5HttRChp+ElFf2Jigj179uA4Dq961avo6elhcnKStGcRhApVgdV2L9lsjXLUoNJosDs4xfp0H2u8ZFUjb6SxtUlJ1fjFzLvIiBT3BU+2SX6M5I9r91HTPu9K3U63kTmv170tLPqdbswBk1JcRVciUl0ORVWlz8hfUMv/nQTDMJZMHFvBTJZlrdjk9WrhQhMArTVjY+MIAnoKqzENq70KEEWSYNEKgFKaMIiJYpUErVmJs006ZWHbZnsisPi9642Ihh9jWwb5nEtdB5wsL9BohGTx6PWy5LIuQsAXH9zHN745znzRR5gekd8gikJcN0WhO4XrWFiWQaUSJvanF0AsZVtGZ9iL9gmNkkmglmtZzBiJLOa9n9zDB/7PmwFIhQnBFufQ4MPSsCthXLpVZqlUWiLJSQmHQEcvMuoS0bxPlctlVq9efXW2cQ5cqlvPQw89xD333HPld6iDDhbh/x9Prw6+43DPPffwF3/xF8sel8lkKJVKV36HzoNcLsepU6cIw3DFEjjL5TLT09Ns3rz5isiDWhbR53qnFrlxf+iH0D/90xif+TT6Xd/X9NJOyL9CJQ/5JA63PdZKGYmTjjj9RtPTVWJfYbsGVsbEMA2EoVhYKLN3z1PUajW2b9/O8PBw+9gGBwdRSmFbMVIJGo0YN/TIOJDNpqgEAQdqE8w1qmzJDJJy7US2YxgUVZUf976LtHD5jP8IljaIUYDiL+pfpaYDfiB1NwUT0uch+SnhkBdp5uQC89PTrA76sQbSzKkK/Ub+gv76Hbx8obVmcnKSWq3K5s0bz3n9aq1p+DGNRtIALoTA82xs28A0klTmuh+Df1qeZhhJY2vDjxBAJmNjpwQTfpFSo4H2BavsbnLZFK5j8vhTp7jvKweZmCxh2Un6s2WaZDNZgiAkDn2qC8cpl7txbBfDEDT8iFz2/BP8uCkXEjEYi6VCaCKd7Ktr2TTMkHd88jliy+CJe9fDVL1N8EFjnoMBLA67MkzRDlZbzr1Ia02pVFrSN+UKm5r2kVpe8WtKCEHgB0m+wwpq8Pv7+y8pL6Wjv+9gJdAh+B28JGjp8Ov1+rL0i9lsFinli7/wCsE0TTKZDJVKZcXszFrNvb7vX5HqaltLv9hFp/WwXvRsWvjpnyb/4V+m9q7va46D1pClKbaAEFiu2a7g66Zmf67YwPIsPMNAymSZfs+evRw+fIpNm0a45ZZbk+CmMzA3N0e5XGbjxo2kXAvft7AaJvNhmazj0uV6nPLneaZyjA2NVfRncziWTZ+RZ15V+f7U3aSFy6caX8XUIFGA5rP+o9R0gx/33oA2cmSMcychZw2P2JHoEc3MiTn60Bj9HvPNSv7LzVmng4tDy8LwTHIfRon8JgxlU4JjJhIcxzzru14q/1FUayG1WoQQgpRrMh/XmJup4ldjvMilkEmDZfDYE6N89eHjlEoNgiAAYZ6ebDcnxVvW9/Get2xDqhm+8Y1v0Ns3xMj6jQShxI3kEp3/YkSxBK0xEFj26Sq85rQkzzZM6lbAL/znx/j4h24BwJImljJRKNCJtOfMGLbFYVftplupEdbFXwP1eh2l1JKVVqdJNwJi0ufIXLgcCANsw2bTpk0rJtGRUl6SjXJHf9/BSqFD8Dt4SbBYh/+a17zmosc5jrOiFmiQ6OJXclJhGAb5fJ5isXiFCP7ZP2vz+0W/TP32RzB///cJH3uU1G13NncmscuMgrP198IQ9HR5CblXGmGA1JpqGJFOmxw5cpTxsSP09/fzute+GmE41BoSISSOs/Qh3NvbS6lUYnZ2lv7+fjzPxnUtPN9irFEkCCM2uKuYcUocCcZZKBUYTHWR9Vz6jDwlXeMdqdvwcPiTxgNoDQqF0PDF4BkaOuRn029Fo8/bQNslMkhXYYwIqhMVhnUvRVFjXlfoFS8PPXoHLw6tNTMzM/T09CyRa0iZWFsGYdKcaxqCtGfjOGbbBedcaGnzpVQ0fIkQgv6+NCKlWJANwlpIOnbpTeVJdVk8v3ear/7LMRbKQdKkG8VEkcKyTITQGALWDeZ57e3r2blzgFTGQeteunpW88K+/Tz15KOsX78ZsW4dPd3eOSeXsZQIDAwMziyGx1phYiAMA+Phr+KEir//iRtAghs1E5ubrxXnOO7FYVeLvfCNZbAFz/MYGRlZYoZgiCQxOtDReVfTLhlCEDR88rmVc8BquVct1z2no7/vYKXQIfgdvCQQQnDvvffy0EMPLYvgQ6LtrNfrrFmz5irt3VJciqXe5aKnp4e5ubkr8l4XquCrRQTfti0qb3wLXT//Y/hP7IemtabWIM8g+FbKQimNo5JGRW20yILmyLEJgsY4sSPYfu0rWLd2NSk3eX2tHlGuBriOSSbttPfJMAyGhoY4duwYuVyu6ekuyKZdNrsDjDeKLAR1CnThOTZlqoRBRHeQodfL0u1lsDD4rtQNpAyHP6h9jkjrpJKv4RvhHuo64AOZd6HR5IyzV42EEBTIIh2FO+zimDZWWdNIhyxQo8tYWfu9DpYPpRRjY2M0Gg0KhQJKaYIwqdRHcRIs5TgmrmNin6c6fi40/Ih6PcIwBJmsRd3yqYUBjYrCqrtkbZt9B2b4+iPHKS34QHK9RXGSIJ1KOVimycjaLu69dYRNI93YaQspYHq2hu/HmKbJda+4nkq5yAv793P8+Emuv34HI8Nn3+fiWCFopicvIulaJ6sMNibCgJ3v/0/80/dc025CbctzNM1gLXGOCv7SBFshxLK88FuOTOdamXWxqOngot/rorcZRxw9epSdhWtXLOCqXC6Tyy3f2b/jf9/BSqFD8Dt4yXDPPffwyU9+ctnjbNtmYWGBwcHBFZNOzM/PYxjGFbcJPB/S6fSyrdfOhxaJP/OzEsCZFhrBn36C/Lp+guefRd94Y2JBp/XpFNsmLNcgqCQNc/19aSanqiglqfs+f3PfHm7dsYY3v2kn3auy1OpJI6KXsshlHcJQUqtHlBb8JBzItdrHvGbNmrMsUE3TYG2mhzm3QtGv4wYp8oZJw/Ep6yqNRkhXkKE77dHjWNzt7MLF5mO1fyDUEZIk8fPJ6BAfqf4t/yH73Sj0OQm7IQx6jRwzqsxMvEB5Zp7QkKihHizbPK/Ep4OXHnEcc+LECbTWDA0N0/AVUZR4wDu2ST7rYtvGsu4ZUiqqtYgolriOifJiSjQIfUlcEoiGyd6Dszz2xCjlSkJctU7GxVIRxzEp12Hr5l7e+OpNbFiTx3It3IxFFCuq9ZB0yqLQlcJxEglPVz7FqlX9HDt+gmeefobJiVF27NjRlrsoqZE6OaeFaSxprtFoYi3xhEv9gQdIzRb5L7/9bpxm4q0b2W1CLwxx2mJyEZaEXRlJQu5yvPBLpRKlUolNmzad9TtX2FR0g0jHV7SBvVyt4HnpFSP3Simq1eolrSY/9NBD/OIv/uJV2KsOOliKDsHv4CXD6173On7qp36KUqm0LOLcIr71en3FGqq01szPz68YwYdEvz47O8vQ0NDlvZHmnK4cwhBnWeQZjkPwQz9G5offQ33PMRDJa2SL4GuNUmBYBpZtYKVMentSHD8xSxhH2I6NsF2+tb/Ek/sf4brtA9x15wgb1hfaRD/t2XTlXeqNiEotJAglmbSNaRoUCoXEneSM3gwhBH12Hse0WHDrZHwXIzRpCB/hSsqqSq3qUzAz5NMZbne286vie/lo9TPUdUCMxNIme+IT/Gbl//Lh7Pei0XQbZy/pm8Kkx8gyR4Xe9auojpeYOT6BXBcz6PV9R9ln/mtCHCsQDt3dPTQChWUapJvpsi+WCnsu+EFMrRYiDIGTFdTNOlIrVE3QmIHn9kzxxDNj1OvJRFfrRP8eS5U43GjFxuEM3/uuG9mwOo9WYKdNDNugUgsJI4ltmXTl3LMlQp7N9dddw/ZtG9i/fz9f//rX2bhxI1u3bkVoA6lkIh0647rWJBV8CwP3fe/jmZ96G5hmeyKfiuz2Nd9KBj6XTSawRKZzsVaZrftkX1/fOX9vYyEQBDq6ogR/obxAPrc8qczlQEpJV1fXkuC5i8H09DTPPvvssletO+jgUnD104I66OA8GBkZYfv27Xzxi19c1jghBLlcjkqlcpX27Gx0dXXRaDQIw/DFX3yFYFkWCwsL1Ov1y3ofpfU5LXQS+c3ZD+7673wMUS4R/OPfNbX6mjhImhGVTGJu3ZyNnbYYGxvDkNMorch4aTzXS2wLLQMFPLt3io//2ZP8l//5CI9+a5RKNaBaCylXAuxmVTWWitKCT8NPiFIQBBw7dgzf98/at7yRpmBlMDKaQi5Fj5UlDDQq1ghXMUuZuUodp5riRnML/yn3PnLCQyCIkWitOSTH+Y/Vv+KknKGoquf8DBxh021k8EVEYaiPdYVBRKgpqmrbpaSDlx5KaSan5jh46CTVekyh0Ifn2XTnU3R3pfBS9rLJvVKaciU5Ty1HoLIRVbOOUAJ/UvCNL5/ij//8ab7+8HHq9ahZsdfEcVK1NwRs21zg+96xlg/+zF2sH8ijNThZi1jrxOteKvJZl678Ocj9Iriuyyte8Qpe/epXUywW+epXv8qJYyeJlcQWJsJamt4ba4lGo//iUxi+zzc/8iOnXa6aFXxI/t/S15+JM8OuhHnaF//FUKvViOP4vLp0IZJ06oArZ5cppcQ0DXLZ3CU52lwKbNtmaGho2SvI9913HzfeeOOKWnl28K8XHYLfwUuKt7/97Xz+859f9rhVq1ataLOtZVlks9kVteg0TZPu7u7L1uLr81XwhThPA66g9HMfpPuXf75pkQdBLW5X8YQpUGbEY489yrETR3nLa67nJ37oFoaGupIKf6wRGizbwLAMpNTMzNS570uH+OjvPcpff2Y3e/fPUFrwqdVDPNfCdS1q9YiFso9tO/T29nLq1KlzPrCzhkfByBKaEemszZpsV+LX7YODSeAEzKkyckGwLRrmN7M/SEFkEUBM4j5yUs7w65W/5Hg8RVGfm+R7wiUnPCo0yPV3MdK1hqgRcnD6GLHqkPyXClprgiBmoexz8NBJjh07RS6XIZ916Sl4ZNIOlnVpj7YgiCkt+ESRxMgo6l4DKSSULR783Ci/+7++xTceO0kQJitaUup20BbANVv6+ODP3c773r2eXVvXIuKkYm+mTSr1kFojIrVIknOx6Orq4o477mDH9p3s33eQJ596knJpIQmiEqfPXYVCS03fr/4K/kc+QplGYqepAUSiwRca0Kcr9ec49xeHXbV88S+GPEsp6evru2DSuItNqOMrRsZN02TDxg1JL8IK8HutNSdPnrykYs/nP/953v72t1+Fveqgg7PRkeh08JLi7W9/O294wxuIomhZ+knbtgnDEK01lrUyp/GqVasu+OC6Gujt7eXw4cPEcXzJx5l4WJ/9cyHO/XAH4N99CPHH/5PG7/4Pwu/9acJq1Bbt1+sNRo+V2Hn9COs3jWBZFqtXw407Bzk5UebRb43yzJ5JYqmwTIEyTGSkiCOJUgYvHJhl/6FZMmmHV163mhuuW83qgSyuaxJFSTU/lytQrVaZnJxc4qXdgidcDMNgXlWwbYu1djdzURXpgxekaFgBVbuOGzqs9wf5Dfd9fCT8G2bUQluuM6VK/GrlU/xG9gfYYq+hh9xZFbmckSZWipKq0WsY9Jp5RhdOsTs4wM7BrSum+e3gdLpsGEqU1sxMTxLHAa+4bivp9OW5TSUN4IlcTFsKmY5QQmGGFo98dYyv/cvxdqBVS5O++NrZsqmHt37XFrZv7UMrCKuJr77lmYRKEdQktmWQy7qXNPnQShPWYhwvw+abr2V0bJQ9z+ylNzdAV+91uF5yHkYo+v7nHyFsG+8Xf5FK5ROnm2bbGvwEwhDNvIuzsSTsalFFX5yn6t/CxTjKuMJOJmlEpLg8uVsSZDZGX09/+//nO6YrhSAIqFary74f+77Pl770JX7zN3/zKu1ZBx0sRaeC38FLiptuuolUKsUjjzyy7LHj4+MrWlFPpVJYlkUcr1z11nVdNm7ceFnezlqf3WCbYGkF//RrNGhB6Xd+l9zv/Ca6Kb8PwoBypZL4f9e6mH4wpDYZNIlA4rgzvDrP+967i4/8yr28+/XbWN2TSar5joFpGuhmgmgcJ37ijzx+kt//30/wJ598msefPEUcJdriRiDJdw+QzZ7fntIVNr1GjlhLajqgz86RypqIrKJbZXBjF98ICeyYoaCfXxPvYzUFFDoJw9KaeV3l16p/wZ7oBHO6gtJnp3Z2iwy2sJhXVVIplxs27CRSMc8c3b2ikq1/jZBSUW9EFEsNFioBYSRBxxS6UgyvW8W12y+f3IeRpFT28cOY2AuJMgFxqHjyq9P8zm8+xhe+dIggSAi60qBkco4IQ7B1cy8/82M38YGfvo0d1wwwOzXHsf0nkuvKNakFiUVmNuPQlU9dErmPfclCscZodY7JehkVmWzu28Ytr7wNxzX4xr98nf379xPHMUEcMvBff5/ozz6JEIKKaiAWXedueJpQt6U45yh7nxl2Bbxoo+309DTz8/MvejyWMDExrkiqbb1ep1KpYDUdkc5x+V5xlMtlstnssos9X/va1+jv72fnzp1Xac866GApOhX8Dl5SGIbBW9/6Vj7/+c8v2zosl8uxsLBw3oauq4GJiQkMwzhnVflqwfM8arUaqVTqkoi+1vqcOmTDAHXOB6IgaoSIN38PfORXMT/yS8xe+93EkUE2m21XrqrTPt/6fw8yfGs/m18ziOkkDzwVKVzT5N6713Pnbes4dniep/ZN8e0DUzQCiVYaJTVKSkzbwDQEJ08tcGJ0gc9/6RCv2LmKm64fZPVAliASVMZnyOe9JaE5LTgiCbuaU2UqukG3yFC266iuiL4oQ6PhUpQ1Qitkle7mV3kfH1WfZlRMgwBLG1Tx+Y+Vv+JXst/LDfYmeo0cxiJ7ESEEPWSZ0QtJuq3VxXXD2zlZmaRuhhAmMoGVCtj5/zu01gShJAgkUTOx1XFMXBPmZqepVqt0dW297AZ7rRPbVj+ICc0IlY2II8WzD83wL187xUIl8bE3zcR5RyndtJY02La5l7vvGGHzhh6yGQchoDhdYuzYBGvXryMUijjSpFyLtLf8PgBICHWt3GC6XmYhqIMU5HWajOORyphk1uTZtH0VxWKR3bt3c+LkCbZ96o+J8jnEW94GQEU3kol7MgdPmmzF6cr8+ardwhCo6PRERogLN9pKKZmdnWVkZOSijs1t+uFfLhYWFujq6mpee1dO9nMhVCoVenp6lj2uJc/phOZ1sFLoVPA7eMnxtre9jc997nPLvjnn83nq9fqKVtS7urpYWFhYsWYuSIjI5OQkxWLxEsefu4IvWnGai6Ckxq9EhA1JParz3G/8BoVPf4rtdwxxzb0jGMI8yxP75LdmePQPX2D2UHnJNuNQYVoGW67t593ftY0P/dvb+N43XMOmkQKWaSThQZEiilSTPCUyjCefGefjf/YUf/yJp3nsiVGm5+rse+EotXrjnMdnCZM+I4+BwYKuk2821VbsOrkum3XZHvI6S6wU3Vaa/2B+LxvUIKGMk0o+4BPxO9W/4bFwH7OqjNRLbUET+8w8EsW8rpAyHIZyA9QJODU3waFDhyiXy+favQ4uEmEkqdZC5osNqrVkZSSbcegpeGgVcOL4UZRSbN68+bInU1EkKS74VHyfRqpOw/J59F/G+P2PPsv9XzhGqewn5N4wEg27SOxar9uxip/50Zv44e+9jmu39ZPPuaChPFvj+JFRelb3I1IuGujKuWQzziU1+VaKPsdOzbB/dpJio05eZVjn9jHY20Vvf5rugTSOZyeTz54eXnnnTaTW2Az/3Rd47D/9R8rlBQCqLYJPck2mQif5h+aC+yWMpdXwxRX9c2Fubo5UKnXRky5X2MTIs66z5UAp1Sb47XnKClTwBwcHl51eq7Xmc5/7HG9729uu0l510MHZ6FTwO3jJ8brXvY6xsTFeeOEFrr322oseZ9s2+XyeIAhWTIefyWSSpe9KZdk3+UuFEIK+vj4mJibo6elZ9tKwOo8GH5am3MahJChHxA2fU6eOM1eZZfNdryPaupXNP/+DRA9+k1XXFth//ymqU422RzZAUIl49v8eZdW13VzzlrU4aQtEc1lfJq47lmdyvTPArs39FCsNvn10lie+Pc5C2SduBgIZpsAQYJqCyakqX/jSIUxTMLI2zfhkwGvu3kkulzprwmIKk14jR1FXKek6XSJNg5B5XaXbyTDo5OlueMz4FbSAX7Lfwx9E/8Q+eRItNLZhEgnJR2uf4Rf0O3iN+wp6jRzmophQS5j0GDnmVJkFlQRfSaXQ/RrPTXHq1Cny+fw5vfw7ODekVAShxA/idrqs59m4zXTZpH9EIKVkcHCQrq6uy6qAaq2pNyJqjRDfCmhYIU8+NsGT/zJFUFOJfExqDAMsM9HbG0Jw3Y5VvO7u9fQW0k3HFgfTNIhDSViNaTQiMj1dZLu7SHs2qZS1rP1UShNGEr8eMV+qU5IVhKEpOB7dpEl5DrZnYaetJe43C6rGpCpSjRvc8N6foLZjJ9033c03n/gmQ8NrKA/Vm1aYepEPfsKHkwr+BSQ6i8OuzPN74WutKRaLywoedEl6BgJi0lzaZE0IwdDQEOl0GiFEO8zraiKKIjzv3OnCF8IzzzxDpVLh7rvvvkp71kEHZ6ND8Dt4yZFOp3n961/P5z//+WURfIDh4eGrtFfnRqtiFgRXPo3xQsjn80xPT1MqlZa/PHxeFx3azXdRPcavhoyOneDUqZMM5vq58bqb8dIe5c9+hd5dI8RPPsSqV7+OrqEMxx+d4tjDUyipEcbpFYKpfSVmD5e55o1rGbqxt/3AjSOFYQjSvS5RTdIVKe65dog33b2RAyeLfOORExw4MofUGm2Ipkd3QvS1hiMnauw9MM/DT8xxx23ruffOEQpdS7XXhjDoIUeJGiVdo0tkMIRBUVXJizTZtMew10OlEWA3LH7BeBd/qD/H8+po0qxtWBgCfq/2z9R1wFtSN9Nr5LEWkXxX2HSJDAu6hqVM8kaaGEnQFbE+u4Hy/AJCCKIowjTNDtE/B1pkNghiolghANe1lqTLKqWYmZlhbm6OTZs2XZE06ThWiU2r9KnqBk88OcaTD08hawKpNGGYyMcsy8CyElnO9btW86bXbqLQ7RFGEte1yKQTchrWYhrVgLmFCtlCltWFVe08h+V9DpIwigkbERVZRzmSLsMlF3m4lo2bSSxpTTt5X601JV1lSpaoSR8nsBn5wpNkj56kPj7N9b1dGJU0vz/+94yWJ0i7HhY2WpMQfJE0ol64gr807MowBHF47vK4EIJNmzYta1XFEAY2FoGOSAv3osctRhRFS4ss4upr8E+cOEFfX9+y81A+//nP86Y3vQnH6WRodLBy6BD8Dl4WeNvb3sYnP/lJPvShDy1rXEu+0tvbu2I3z5W052xBCMGqVasuaex5ffCFQMaKxkLI5Pgkh44fQAqT6295JYVsNzpUqEChtcfcj/47er/7u9HFMrlVJtveuJbVuwrs+/xJ5o9WE5LfJPoyVOz93EnGnp1j17tH8AouaI1WCqXA8kxyrkd9zqc82mDLqi5u/LnbmBir8sjjJ3jiuQnKtSDROzeJvmUK0ukU5UrE5794gAceTLT6r7lzA9ds6WuTFSEEBZHFUIIFXSMnPLLCo6zrSKXoMjLk0ymyqVUUGhk+WP9ufl//I0/oA7gyWQkwDfjT+gPUdcB7vTvpNXJLQnkyRgqpFAu6hqkNCiLLrC5TMX36V/UjhGBmZoZKpcLAwADd3d0d3S20SX0YJpkKtmWSyzg4jrnk8ykWi0xNTWHbNmvXrr1spyKtNQ0/ZqHeYDas8sTuUZ765hS6YoAWRJEkihWGELhuUiF/5a7VvPl1W1g1kKFaDYnjxLfecUyU1ASVkGotZGp2Bj9usGa4l1TqxfdTNZvMg1ASRcnnYGqBH/r4ToCNwPU90qGLm7Nwcw6W25z0aMW8qjCtSvgyJBW6rA37yeCS/n9+HP3f/zvP5cb5i4W/4snoIPRCNs7i130CGWIJh7TvtFftWhr8c9W8WwRfKY1BM+yqaZW5+LvSWjM3N0dPT8+yz3FX2NT1pRVKgiDg8OHDXHPNNe2JxdWu4Pu+TxAE5HK5ZY/93Oc+xwc+8IGrsFcddHB+CL2SYuIOOjgPJiYmWLduHePj4wwMDCxr7IkTJ/A8b9njLgeVSoUwDOnt7V2xbbaglLroyrDWmrlig1zGwXWXzucrJZ+xk7NMThyjEde4dud2hoeHkVLjBzFBECcBV4FG+TGr7thG8Jo3of7kT0l3u2ilCaohp56eY/8DY0T1GMNMCHlLEyQEbLxnNZvuHkwevs3AHQyBsARBOaI63SCVtelen0FoA78asfvgFI8/N8ELh2aBZAWi1SvoN3yEYQLJsvzq/ix3vWqY229ZS1f+dLJkRdWp6AYZkcLCZEHX8IRLt8i0yUgUx4zVi3y08Xc8pJ4jhYMlEsJpCMG7vdv5Ye+19Jn5s5I351WFQEdN/b9gVpUxMOgzkqriwsICU1NTGIbByMjIy6p6F0UR999/P29+85uvqtWnlKp5LiXWlqYhSLkWTlOC04LWmjAMcV2X+fl5TNMkn89f9sRISsVCxWe8WuLR507w9LOTUDYxpImUiihO+j9s28CxTW64bpA3v34za1bnqDeipjWmSS7rNKvYkloxoOZHNKIapfIcO67dcsFE0+TYlpJ62zKwLZMwCliI6oQ6xg1tvMDBcS3SPS5WKjkPpZbMNYl9JGO8MEVvmCNjpLBSJuEPvBsef5R/u+8DHJVTABgYGLpp5ykVYRCRHXX5vn+8mz7VjRs5FEay7Pz3I6SEQ95In7XftTkfN2NjpUxkqPArIV63k/jNN1EsFpmZmWHLli3L/q4CHTGnyvQbXctOtZ2YmCCOY9atW9f+mV8OQQhSuatzPk9OThJF0ZJtXgxGR0fZsGED09PTl9Sc20EHl4oOwe/gZYO77rqL7/u+7+Nnf/ZnlzWuRaQu5SFzqahWq4yOjrJt27YVlWFUKhWmpqbYtGnTRR2rlIrigt+uPkKy7F4p1tj93H6Onxpj/eZhNm3ehOPYTSItMAxAQxgnvuNxIFH79rPurXdy/J+eILN5A9mBNF63jYo1tRmffV8YZfzZORAiIfqLJABeweG6715PYTiLjBSohKwbpiCOJJXJJJCna22aVJdDVJPEkaRUC/nW8+M88cwYpQW/6UEuCcMkN0Ep2sTRtk12XbuKO29bx45t/ZimQV0HlFSVlHDwcCjpGraw6BHZJU45tbDBb5b/hn+OHsfBxsFq6nrhjakb+anMm+g3u3DEafKgtWZWlVEo+o0uJIpZVcYVNj1GUuVTSlEqleju7iaOY8IwbPdxvJS4mgRfKU0QJqQ+SXYVOI5JyrXOsonUWlOtVpmenm430F6pz6bRiDg5U+TBZw7xzO5JRN3EDC20glgqpFRJsqpjcvMNQ7z5dQmxl1JRqYZIqUh7Np6X+Lb71Yhy0ScGUhmD8fETrF8/fM6KbovUh5FctGKRTCIcxySOYuZqFeo6wIwMUg0HB5tMn4ubtRGGINIxs6rMrFpAKkU6StHjZ0kbKSzXpOLW+cKev+V9N/0kb33ih5hZ14WBwFACJZPrXCmFqmm27F/Dq5/diVMysYsC10wxuL2Xnb88ksjOjLObY+vFAMs1cdIWSmoapSDppWndR7Tm8OHD9Pb2XhJx1VozqYrJKptx8VanSin279/PyMjIkqbeoBKhtSaVvzoT6dHRUbq6upbde/Wxj32ML33pS3zlK1+5KvvVQQfnQ4fgd/CywZ/8yZ/wqU99im9+85vLGte64W/YsAHPuzxP7IuF1ppDhw61JRgrBaUUBw8ebDccvhhaBL8r52LbJlEQc3jfEQ4fPkLPqm6279xBOpNJyEAztVY1l+KTv5tkpUlUMj/43aRf2MP+z3wLQwkyeYfcQIpUl4sKFTMHFnjh86M05oOkYdYQGC0nEmDtjX1c+7Z1SROfTLYhjGSb/nxI5Md43S6ZAReBQdRIVgUiA/YfnuWJZ8bZd2CGKIqIohjXdRPHHqnQOpHymKZBoTvFq25ey+23rCNbsCiqKrawyOJS0nUMxFlNtFpr/kflH/iz+pextImNhUFC8u+0dvCL+Xey2i7gLiL5UssllfuAiHlVISu8s6qi5XKZsbExbNump6eH7u7ul0yjf6UJvtaaKEqq9WGUWFvadkLqbds4J2nXWnPkyBGiKKKvr4/e3t4r8nlIqRidWuC+b+7nqb1jiFBg+Q5IgdJJ8mxyrhjceuMQb/muLaxZnZB0P4ip1UIMQ7RDqZTUlOcaVCoBTtoi3+3ieQ5hGC5ZlWl9BkF4WoZkmQauY7ZXLGSsKNarLIQ1UODWbVLSwc0m5N4wDXwdMqfKzKsKUmlycYpCI0fKcLBcg5P2LJ8JHua+4An+Yccf8fhda/mtP34ThkquKa0SOY9dMdnx3HpuOLCZQi2LE1qYkUEcSYLAx90u2fR9Q2xct56CdfYkxV8IEabAzSbnR30+wE6b2Kmk2l4sFpmenmbLli2X/L3NqwoaTa9x8aTZ932mpqYYHh5ecl6FtQgZabzul89KGcArX/lK3v/+9/MjP/IjL/WudPCvDB2C38HLBnNzc6xZs4Z9+/axadOmZY2tVCp4nrdibjqQ7G+pVFr2vl4u5ufnmZ2dvagViyiSLFQCuvMppiem2P3MXoQB1920k9WDqy96my3CHzYC3L4C47/0Yerv+ymC+QghNZkul8xAIhkIajGHvz7B8Uen2k16mKK9r07KZNsbhhjc1YOOVPKapmVnVItRocZyDdLdLqkuB+lLBCKRI2jFfLHBt/dM8q2nRpkrBbTMPmWsiKVuavaN5uRCsG1zL7fcOsja7WlSlk1eeJR0DQ1n6eu11nyi/mX+Z+2f0AosbWJgIoBXGpv4YOY9DKf78IzTjYGtSmtKOBSMLDXls9Bs8s0YS6UbrYr+3Nwc3d3d9Pf3X1ZK8aXiShH8OG6S+ma6rGUauK6J61jnbOL0fZ9isYjruvT09FCr1fA874pNdKZmqvzj1/fw+L5RtBQ4gYOIEjceTeLqJATceP0g73zzNW1ivzjJNtVspBVC0KiHlGYaxFLT1ZvCMCVjY6fYtGkTlmVdFKlvodZoMFuvEMoIN3RwfQvHscn2J9dNg5A5WWZB19AaclGKriCLoy1Mx+A5+xifDr7BY+ELSBTv+8Mn+cn//iR3H/0ZmrltKK0olLLsenIDOw+PkPU9nMgGCbo1sUmZjNw7QOomyfOH95IRKW699sazeovOrIg3SgGmbeBkmk3GYUgURZeVR1BTPmVdZ7VRuOyVm7CeSArThUtr2r0Q5ubm8DyPdPpsKdOFsHfvXm6++WYmJydXzHWtgw5a6BD8Dl5WeMc73sGNN97Ib/zGbyx7rJQyqRavkPxBSkkYhiu2atCC1prjx48zODh4Qe0vJI2NE5PzjI0eZm68yKaNm9iyYxO2e+mEsvHP/0zqve8lPHaSRqabhdkG9TkfG0FXn0dudRonZVEcrfLsp48yf6yalO9NElF+k8x3r89y7TtGsDMWcRAjY4WKFKEvUbLpPW4LvIKTBA1FGsc1MT0zadgMJZNTVR57/DBHR+vEsW5XaJVKwr1M02jr99NZi2tv6ebmG4a4ZmAVC7pOjKTHyC2pyiut+GzjUf5z7e+QWiJUomcWGFzDWn7JfS+b0gN0p04TG1+HSyr3C6pGTfv0Gvkl7734O2zdeg8cONAmvLlcbkUCsy6H4EupCJvWlrL5ObtNCc75HGTq9TqTk5M0Gg3y+Ty9vb3LJksXwtx8nX/+6gv8y+6jxFon1erQBn26+VJp2LV9gHe+aSvrR0678kSRpFILQUMmbeO6VqLdn/OpVgLclEVPf5pYhhw7doyBgQHyXYVEghOe7i1oOQGd+RlEUcRsrUI1amBJE6/uYOlEZ+92WdQJmFdVKrqOgUEuSpEL0tjKQtmKh6zn+XTwMIfjcSQqqXiPlbn/pr/gp/7u3Tx76xoUmo1zq9nx6DCbjw2RDl0slWRWqDiZnJu2wbpX9zL0hl7IgYlBGpfJY2McPHCQ/v5+duzY0SbsYS1GRhKvOyHMfiUJpkrlbHzfx3Xdy77XxloyrUrnvU7ORK1Wo1wunzNoMPJjorok3XNlCb5SigMHDjA8PLzsycyHP/xhjh49yqc//ekruk8ddHAx6BD8Dl5W+MxnPsOv/dqvsX///mU9PLTWHDx4kDVr1lySy8GlQmuN7/srTvIvBlEUsXfvfl44cJSR4bVsv2Zb4j+twclYbXeOS8J73oN+9FH0+DhaQ60WUpqoU51tYBoGXX0pCoMZDNvkxGPT7PvcScJ63LbcEwZtrf7W1w+x8e7VyEgiQ0UUSIJa1JwUCFSssVJmcyLQ1DN7FhJNrREyOTnL3HwRP/B4/oU5To2XUc20XE2S2GsaAmEYaEMRegHr1uW4d9dmtu0qoG1FwcqSMVLN+UfS2PiA/zS/Xf2/BLoZpKYEhhasZzW/JN7LhtQq+jPZtrVjVTUo6zrdRpa0cNtNuP1G1xKrzTMRxzGlUolisUgcx1xzzTVIKVFKXbXG3OUS/Jam3D8zXda1cOyzjy0MQ8rlMrVajeHhYYIgoFqt0t3dfUVXK4qlBl948CBf//ZhAiJMaWEHDoYS7R4KreHabX287tUb2Lalr/19AdQbEfVGhG0ZZDOJt329HlGaqSNjRXePR66QIggCDhw8TFdXD7lc9xJS79jmWb0F0FytadQoNqqoSJOOHFKRg502SfXaNKyIoqpS0z4WBtnYI+N72MqkajW4z3iSz4aPMqfKSBSKpEldSPjKtX/Kv9w7wm//4Ru4fnoj27++nqFTPTiRjUHTw14m5F6YgjW3F1j3ln6MLoGFSdbw8HDa91jf99m/fz+nTp1i48aNbNmyBWJB1DhNmFuE38lZHDx4kLVr116Re+2ULOIJ95yNvmfi5MmTOI7D6tVnrz7GgSSoRqR7Ln/isRjlcpmJiQm2bt26zGwDxYYNG/j4xz/OW9/61iu2Px10cLHoEPwOXlZoNBqsXr2aBx98kJtvvnlZY8/lrHC1EYYhhw4dYsuWLSvukjI3N4fWmr6+viU/11pz8uRJXnjhBbLZLFu3bsdNZYji5jp+lBTT01mnra+9FMiuLoK3vpX0X/91e7u1asD8WJ3KvI+JINeXojCQRseK5//hBOPPzCXJuoZY4riTHUjxiu/bQPdQhqghif0YvxphmALLtZBRItNxu5NGYCU1dsrCTptEseLkyQmmp2dZv36Euq94/Kkxnnx2nGotRDUTOBNnHEBA4IUoQ5LXGbZf18OOV/SyaaCPrPCSfgFDIJF8U77Af47/Bp+w+eECWrBG9/Lv4vew2V5FfybfJoclVaWhw0T6g7WkCXdxU+/50JLrlEolTp06RSqVIpfLkc/nr+gk8mIJfsvSMQjidqNoi9QuluAsXpE4evQoQRCQTqfJ5/MUCoUr3mswX2rwwFcP8/Wnj9AQAUKDEziY0lpir7rjmgFuu3mIjcPddOVT7eq6lIpqLSSKk0batGcjpaJUbFBfiHBdk+5+D2GItgSpWq2Sy+dwnUSCdC5S30I9DJitLeD7ESlp44UOlmVhdhnEWcmCrtHQIRYGOZkm7btY0mTMmOMfjEd5IHqKQEdtYq+1xpAGWml++6fv57ZHxvjoVz/Oti8NkZ/KYMtk0qRVEk7VkiIN3NzN8Fv7sPssbCyyRgrvAr7zpVKJ3bt3U6vV2Lb5Gvq7V5HpSSVNv80KeSUqUavV2LBhwxUh0iVVJdKSfvPCPUUta8ytW7ee85yNQ0lQifC63SVhYJeLkydP4rrusm2KH374Yd71rncxMTFxVZ2qOujgfOgQ/A5edvjRH/1Rcrkcv//7v7+scb7vc+TIEbZt27aimubR0VFM01xWkuOVQLVa5eTJk2zdurV9vHNzc+zevZsoitixYweDg4Pth/BiaUVQj4h9hZe2yBVSOJcg2Wm88ALurl0EX/863l13LfldrRJQmqhRmU98rjMFl+4+j/LJOs///XHqc/5Sot8kiyOvGmD7W9chgLAe0ShFCAOcvI0KFCrW2CkD27Pa492chWEaTEzOIISDZdtNuYjguT1TfOOxExw+Op/4f4tmJIABsRciLYnju2ih6Rt2uf26Ye68dj2pVBIM5MuQp+Mj/E7411Sot1NAldb0yDw/U38X6+JVFJwMGc/BS5lUrET60292YQgoUsU0jITkt0O8Lhw0lHxfkkqlQqVSwXVdBgYGmJmZQUqJ53mkUikcx7kkknUhgt9Klw0WSXBS55CfVCoVarUajUaDRqPB4OAghUKBarWK53lXRWo0X2zwxa8d5htPHqdmNFBCYoVOUrk2EjmWYQhuuG41N71yDb0Fj0J3ikz69OcUBDG1erJClMs4WJZBrR5SKQaoSOFlHGzPJJKKSqVKqVRk08YRUq59QVIPEMuY2XqFSq2OEQtyKo2tLVRaEuc1ddMn0FFSRVcpPN/FjAyeN47z9+IRHpMvgNZIdELtlQYFKFBoXvvNIv/t+z7NP/3S3yMaqzE4HUilm03xaE3PK7Kse0s/6SEXR9hkRYqUuLgChNaaUyfH2PvcPmzD4RW37qKvvxcZKmrFBqMzx9mwccMVk1g1dEBRVVlldC9pej8TY2NjaK1Zu3btOX8vI4VfDvG6HIwX+Z6Wg9b1t9wCzk/+5E9iWRYf//jHr9i+dNDBctAh+B287PC1r32N7//+72dsbGzZRP348eP09fWRzWav0t6djdbE4nyVpauJ48eP47ouXV1d7Nu3j8nJSbZu3fqiyZJxrKhXIypFH43G63LwPPucGuILofKhD5H5gz+AchnjjGPXWuOXI4ozdaoLAUppvIxDOmdx6rFZjv3LFCpOoidbJF8YiWvHrveMsHpXgaAaU5/zUQpSeQs0yCAZ42RMhGEgDNF299BaMz4xjVIm6XSaVMrCS9lMTFX4+iPHeerZCWr1sL2PoReiHYkTOggNgRviGQ63X7OeO28ZZuP6AgERu6Pj/HrlL5hRZQCEFigUOZ3m/eo9bPSHSEk3IcIpg4rdAKCgs8RKMkcFB5uCWHpetvoDjObSgtEMC2tVoA2RfCat11Uq5TapDoKAtWvX0tXVxczMDJZltf+4rnvBqvmZBF9r3Sb1rZUe2zZIew5KxdTrdYIgoNFokE6nWbVqFdPT00RRhOd57QnH1ep/mZ2v86WvHeGRJ09SFz6hESKkiRe6mMLEEALLMrj5lWu47aYhHNsk7dkUur3T9rBaU6tH+EGM65hk0k6SblsJqC0EaKVJZWxMN1mdCIMG01PjrFs39KJJulprFsIa85UKUUOSw8PTDr4dIbOKMBURCYWDSVq7uA0HQs03xG7+nkc5pMdBaxQaqVWyIqIApdECdhojvPbULn74Ve9g960/xfEbvj8Jj9NNcg+goevaNENv6CG3Po1nOWSFd1HadgAlFXGgkKFESY1UktGxkxwdPcKaNYNcs207UUXSUDUGhy6+Qf9Ft6sVk6pIwchecHVBSpkkTp/nmaCkolEKSeUcTOfKEPxLbYAPgoDVq1dz3333cfvtt1+Rfemgg+WiQ/A7eNlBSsnw8DD/5//8H974xjcua+yZSYsrhampKbq6ul606fVKo1arcezYMU6cOMHg4CDbt29flpRDSU113scPYrQtMG0j8et2zu+Eshhaa+ItWzD7+jAef/y82wirEZV5n1o5IJQK2zFRvuTolycoj9abTjrNdM1mhXtgezev+J71WCmL2kyDOJTYaRvTTtJyVaQwHQPLscDQWI6Jm7UpLZQ4dWqMQk8/qVQWwzDwUhaua1KtRTz7/ARPPjvOwaPzaAWREyDdGFs6WNIkSPkIZZBqpBgcyHHHrevYdUMfE+4s/6n6V4zKJHzLxEChSWHzi867eUW4GTdw0QLclEGQ9km7Lr0il1gfygoZUmTxmo4n+oL2pOo8t+aWhAit2ysC09PTRGFALCUyjtm0aSOWZXL06FEcx8ZxbEzTZGhoiCiKmJ6ebp4za1FaUCj0Ua3VKBXnEEIhkKTTaTZt2kSxWKRUKuE4Dp7nkclkcN0r71RyLszM1fniVw/z+FOnaIiAhtkk4pGLq5OqvGUZ3H7zWu68bR2WaRBLRTbjLJHkxLGiUk0mmZmMg20ZLJQDFkoNwlpMyrNI5128dDLJrdUqjI+PMzQ09KJ2tI04ZLa2QK3i4ymXjOkQCEngRqi0BltjY5LSLinfph4EfEE/wT/xTeZEBQCtFbFWKKUSYq+Tyd3d5k6+a+JGjPsNbvkf3wsCvvH9f9Em9gAaTfYaj9X3dtO9IUsu7ZEVqSWZDeeDkjrpfQkUMk5yAUzbwHQNzKa9aaPRYO/evUxNTbO2b5htO7eSylxZOeKMXMASJgXj3IWZcrlMOp2+INnWSlMvLvXqvxy0+rqGhoaWXTD6p3/6Jz7wgQ9w5MiRlzzzooN/vegQ/A5elvjgBz/I5OQkf/mXf7nssZdqaXYlsFITDK01Y2Nj7N27F8/z2LVr14tWGS/0XmE1JgpitCXQpiCMJACObbYt/857XGGIzuUIP/pR3F/8xfNuJw4lYTXGr0XUqyF+EIEQzB8sM/rwNDpoaeVPE33LMdn+lnWsv2OA2pxPWI+xXRPDNpquO01bTNcAkbzeyVoEkc/JkyfJ5fJ0F/rxgxjDEKQ9G9syqNZCpmdrPLdniiefHWeqWiZyQ2xpY0ubKJVIi9xGCkMbmKbBNa/oZuRmj7/u/SKH5QQajUlCIC1h8nPeW7lFX0O+kaPhS6QpCT2f3nSWfjd/VhPuxaBF+i88IWjamDZ/r9tjFb7vI2NJLGO0UvT19SFlTLE4z5EjxxgZWY/r2qwZHAAhCYMAy7KwbRvLsl4yn/6Z2RoPfPUIjz91ioiYhuUTEWPHDp50MQ0DyzS487ZhXnPXeixTUKtHmKZBLuuQzZyW5DSajbSmaeClkkleaaFB1JA4pkm+K0Wu4OK6FkolJDeKIuI4vuA9RGrJXKNCcaGK8A3yjkdkxARmBCkwPIEtLBxt4wU2k0GJz8pH+SJPEYjk3NdaE2uJVE05joasSPEW5xZeP/5Kqg/4LIzV2fDkX7Djif/D5/6fB8FoklcB3laHwbt7yI94dGUy5O30i6bCaqWRoSIOJTJKjtewDSzHwHTOdiGTkSIOYg6+cJhSqUQtrHLdK3cukf9dLsqqTl0HrDbPvofFccyBAwfYuHHjixYvFqfvXi4qlQpjY2Ns27Zt2cf53ve+l+3bt/Pbv/3bl70fHXRwqegQ/A5elnjuuee4/fbbmZiYWLZ/8OTkJGEYMjw8fJX27tyYmJjANE0GBgau6nZajXD1ep1rr72WtWvXMj8/j2VZFxV+dT6E9ZioEWM6JnbabIdbRbFCQNJc6ZjndE1pfOELuO98J41vfIPMHXecdxtaa6KGJGokntUNP8avR9RLIccfnaJ8rIapQdDUqVuJNKVrXZbrv2c9TtYmqMVYjkiqmAJ0lDQVmpZAmALTMrDTFtgJwe3q6iKOJfVGEsJkmUa7qbLeiNDAyVMLPPTUUZ49NgaRwI0conQEQuP6LqZKjjl0QpxBxZHX7mG2Zw5hgoFoEn3BT6TfwB32TvqDbsK6oug3qNsNVme6WJ3NUxWNC9pnXgmctQpwjslBGIY8+OCDvPWtbyTtreyq04UwNVPji189zLeeHkMqhW8HBCLEUAZelMIxLCzL5K7b1vG6uzfiuia1WkgYSVzHIpt18FLJ56qUptKcSBqGQClNtRoipcYzDLKeTabLxUknr4+iiJMnT1IoFC6YzKq1phLXmVkoE5ZjPCuRhPhGhDIVTtrCti0cLNyGzb5glM+oh3mMfc3ll9PEPlYyCXvTsMbo5bvdu7hncienHpineKIKQH7sOe75x5/l62//QxbWXIcWkNrssObeAtmhFF1ehkI6i21coLqtW6Q+keAAmLaB5ZgJqT9jpU7FiVwnDiVaacqVMvMLc2y9ZjPjk+PtBv5du3Zd1j2nhUBHzKky/UbXWROUqakpGo0G69evf9H3qc8H2J6J7V1+D9aJEydIpVLLbq6dn59nzZo1fPvb3+aaa6657P3ooINLRYfgd/Cyxc0338yP/diP8VM/9VPLGvdibgtXC5VKhVOnTrFt27arUvn0fZ8XXniBsbExNm3axJYtW9pL1qVSicnJSbZs2XJZzY2tKrswwM3ZGKbRbrr0g7jtL38uJ5H6v//3pH7/94mnp3Fe5KGvpG4G08RolVgw1ish4y+UOPbwFLIusbTAbGnQzeTPhlevZuNdq9r7oaRuyxq0TG5lhpV47Ttpi1TOJlYxJ06cYN26dZimTb0REcUK2zJxHYMgVERxEnBUCXy+/MwBnn5mktq4Js6EYCkc38VqOpUEboDv+uy55Xkq6+dJZyy8lIWFiQZ+NP167nR2MKh7sEOHicoCc2GVASfPqnyehttACkWfkb+gfebVxJVOsr1cTE1Xuf/Bwzz57HgSqGZE+JaP0uDGDp5Okphf/aphvuvejWQzTpO8xwlh9yzyzeRZgIYfMV/0CUOJ4xjtpGPXMkgbFnZTzmXazdc3Gpw4cYJMJsPQ0NB5r19fhcxWFigv+BBr3LSNtps+866B69nJJKRh8qi/j7+TD3NQjLXdorTWxEoSqRilNYYWXGds4H3ePdwws4WD948xd6Ql29EY9Spv/eRb2H3Tj3Hk5h/C2WCx9nW95IfSpA2X3kwOxz3396e1RkYqkd9Eia7ftBL5jeWYZ5P6MzT4QohkZcyEI8cOs2bNmjaZj6KIgwcPcuzYMdauXcv27dsvS7altWZSFckJj6xxukovpeTAgQOMjIxclAd9EsZl4mQuj+ArpTh69CgjIyPLvj5+7/d+j89+9rM8/PDDl7UPHXRwuegQ/A5etvizP/sz/vAP/5Bnn3122Uukl1p9uRxorTly5AiFQoHe3t4r9r5SSo4ePcrBgwcZGBjg2muvPethp7Xm2LFjpNPpc3pELwdKqiTFUpGQoEUNay3bxCXJpYtSO4M77sA8dAhzauqivjMZKsJ6hIwVhjCQcUxxpsGBr04wsWc+IRkkfwwrSadN97hsf8taejfnMSwjqTb6Tf2yVKCTSj5oLNvCyVss1IrMzs62NdVhKKnVQ6TSuE7SVOn7MUII3LRBSVQ5cGiOPY/P8+2j40RGhBu52HHysA9SPqEdsu+GPUysm0BYSUhSPp3CMg1+2HsN97jX0Svy5PCYq1eZrdZIhx75VIo4F+K4JgPmxdlnXmm8XAj+5HSV+79yiKe+PYFSmhiJ7wTEIsaOLbw4RcqxefXtw7z+nk105V0afkS9HhGEEsMQeCmbXNZJGoWDmFLZp1qLsG2TdNNtyTIFjjAxNZiOiZux2gRXSsnBgwfp6+ujr6/vnOet1JJ5v8pcsUyjHuB6Dqm0DVKghcbJ2Li2RexLHqg/zT+oR5ml3M570FoTqZhINRtFMblH7OJH0q9lpLiK/fefYnr/AtC0HFVJk+1bP/lm5lZfy5M//bsMf1cfhfU53Nim28mQyjpnkXTgtPwmTEi9YRpYroHpmGfZR7Y0+LGvUPLcGvwgCJifn2f16tVnfTbVapW9e/cyOzvLNddcw4YNGy65uDHXbGDvNU6v2LYyInp7ey/qfuIvhAhTXJb97+VAa8327dv59V//dd73vve9JPvQQQctdAh+By9bVKtVhoaG+PKXv8ytt966rLG+7ydkbYWaAVsol8vMzs6ycePGy34vrTWTk5Ps3bsX0zTZtWvXWZ73i+H7PkePHmXbtm2XbVGolSaoxchQJpKDM5a8tdZEkSIIE4/wxCPdxHEMUiNrEbt2wYMPXty2tCb2JVEjkQ4YlkBGivG9RfbcP0plLnGkMRFYImkCFqZg9Y4C17xpLdmBVKIT9iVxIJEysRYURjM0F4GbswkNn/HxMdatW9cO6PGDmHojQimNYxkoDbFUWDb4XoBUCkoWj3z7ON/cd5KFyYhU7KLRBJ5PbEgOXPcCoxtPog0NaDzHIZux+Tddr+XtmdvwcEgJmyCOqTYinKpLHCt8r0FPPs2aVGHFG/FeaoI/Plnh/gcP88xzCbGXShHaIZEdIZSBG7pkbZe77xjh9fdsJJ9z25KbIIyJY4VtG6RSFpZhJMnGTftLQwiyWQfTFMRS41gmlkzO6cXncjIhCEilUkRRdM7PQWtNRdaZLJYolas4lk0+72EIExVJDNfA8xzKYZ1/qH+T++WT+CJcROwVUbNirzVk8XincRvvy9xLfiHNCw+cYnJ3MdlWs6ei1URx5z/8BJnGNPu/+iirdhSwGxYZ7ZLKOmeF1MkoqbzHQYvUC0zHxHINjDNcsZajwb/YdPDp6Wn27NmD1pqdO3deUmGlqhpUdIPVRnI9SNmUEi3jXrY4bfdSoZRifHycwcHBZd9Hv/GNb/Ce97ynnWHRQQcvJToEv4OXNX72Z3+WRqPBn//5ny97rFKKOI5XNICqdTldLmErl8vs2bOHhYUFtm/fzsjIyMVVxKW8ov7jLV1+q3n1XPuglG4SrGbKabVKz5Z1LPzcz9P1sf9+0Z+FkpqoHhOHEtMyMGxBUI05+OAYhx6eJIwlWiead8sUOEaitd/2XUkSrjAEYS1OiH4o0VInJN8QKJk04lpZQTrnEcdx04HFaqYRxzT8OCFHTb22RuN7PqYj6NIZyg2f509O8MJzcxx6fqFJ0n20UBy+9hBHtx1BG8k4QwsMw+Ae/5W8f91bWNvfhULh6zCx06ynmK82mNcVejNpRrqWJqxebbxUBH98osL9Dx7imecnkSqRtsRmRJSK0FpjhzZZM8Vr7tzA6+/ZSC7bTFENJdVaSBwrYqVAg92sMLdyCeIocWdqOemYhiDlmGhfg2CJJCeKIsbHx4miiE2bNp3zHA10xHh5jqliCST05nNk0x5hIyIWiV/+yXiav288yiNyL1okk0pIPOsjFROr5JwdpMD3mXfz3vydiAXBgS+OMfbM3BKrSwAESFNx7VP/i2ue/ifGpw+TMbtxfAvLNnGydrsKf6ZOvtWUbrnGWT7wizX4qiXXuYAGvzXm6NGjL9qT0IJSiuPHj7N//34KhQI7d+5cVtJtpGNm1EK7P2VqaoogCJbVS5WsPGpSXZd+z5+fn2dubo7Nmzcv+z7+/d///QwNDfGxj33skrffQQdXCh2C38HLGs8//zy33XYbY2Njy3aJmZubo1QqsXHjxhWtkLYqQKtXr162h3IYhuzfv58TJ06wYcMGtm3btmwCViqVUEpd1EP5YhAHkrAWN0Ol7AumRLbCtGqPfYueN9zD1Kf+ltw734brmBdNYFuynSSt1sQwDUqjVZ77zHFmjpeJtUY2bTVtw8ASBr0bcrzyfRvpXpsk4Ub1mMhPGnnRAsMWiae4FngFh2q4wNz83BJdsVKahh/h+0m1VeuErNdsH9uDXjuHkpqJxgKNaszoCzWeeX6Cw/PTaA0nNh/n4HUvoIRGC500CivB2uNreePMHdzxyhE27+iiYQX0mnn6VBdTpTKn6kWyeKzt6iafc5eVQ3CpWGmCf2q8zP0PHubZ5ydQTQcghSRKRShLYoQmWeHx2js28obXbCLbtGFsedfXG8n3EscSEGQzNqlUEjwVRacbwUmUWXgpC1MJ4kCeJckplUpMTEyQzWZZs2bNWRNiqSVTfpGT87OEfkxfKk9vIUcUSfwoxLYsnjeO8g/+Y+xVJ5NJhpEU3qVWxEoitQQN2xnmh+3X8F3ZGwhrMQe/NM7oEzPtUKrTxF4gLYnuha08zXW/9UuUvvUIqY2vTCYzzcbR8+nkTcdsT15auJAG37TPluucidnZWebn59m8efOyZDeXcw+blEXSwsWTNocOHWL9+vXLckMLaxEyUnjdl7Zyq7Xm8OHD9Pb2Lvv+OT09zbp169i9ezdbt269pO130MGVRIfgd/Cyx5133sm73/1uPvCBDyxrXEtbu27duhUNvoLTAVSDg4MX9frLrX4tRivhdvPmzVds9ULFKln+1mfr8s+7H//tv5P+1Q8z8/DjmFu3YxoC9xyJqOfCmbIdJ22BAccenmTfF04R1CKipmZba4ElBI5tcO0b17H9zesQhkhIfj0mqMeoWGJYBkKAkmA6BtIJmJmfbjdWtoielCpx9wliZKyQWtOwGghPsyrVhS1MZqIygS/JRGkmZyo8euAYe/bMcGjVMfbe+Hzi7iMUNEn+6rHV7HryFeRVlm03dbHphhzXrl7NsNVPKaxzsjiP2bDJWR493R7ZjPOiGQSXg5Ui+KNjZe7/yiG+vWcyIfW66fmeipFODFKQUR6vuXUDb3rd5nbFHpKq/XypQcOPiKIk3CybcSh0p3AdCykVlVqIjBWaJCzMsU0810I2JDJWZ0lyhBDMzMzgOM5Z7i9KKWZkmZPFaWrVgB4jy2ChgLI11YZPqGMeM/bxz9HjTOri6cZZkYRTSaWQWmFowR3iWn7YeS03ZbcQNWIOfGmME9+cRsuziX1sx6huzbp7+9jctcDAza+m9j9+D+MHfxxhkKQ2K00cnF8nvxhna/DPL9c5H1pGBevXr7+o5tZzoVwus3v3bsrl8kWvQhZVlVhLoqkaURQxMjKyrG2G9WQFL91zaQS/ZY25devWZfcSfOQjH+Ghhx7iK1/5yiVtu4MOrjQ6BL+Dlz3+9m//lg9/+MMcOnRo2Tfdqakp6vU6GzZsuEp7d240Gg2OHj3Kli1bXpRkt/SrSil27dp1RRqDx8fHCYKA9evXX7HVC600QTWpkDkZCzv14qsT9Z/4CbxPfYro5CnCbBdBEDf1+hcXpqWVTmQ3TdmOk7EIKhHP/f1xxp6eRSlNpBWx0kitMYSgZzDNrT+8lYGtXe3VgKAWEdUkCDAdgZagNTg5k0pUak/EFp9fUqp28mkUSWqigU5JBjJ5cpbHnCojlSbluwShZEYuMHqiwj+ceooHRr6RyHVEQkyFNuib7Of6x19JupYhcH1yGwWv2rGe1+/ahp0SzPs1WLCQDUi5FoWuFJlFfu5XEleb4J88tcB9XznEc3unEntOBaCRtkSmIpTQeMrl3hs38sbXbKHQleiVW3Kv0oJPuRJgCLAsA9s26en28LxkX+uNiFo9JI41VtMaNZt2MICwGi+R5GitWVhYYGZmho0bN55VsVdaMS8rjFZnKC80yMUea3I9WN0m1YbPdFjiQf1tvqyfoa6DNrFXIiH1SmuUVqS0wxvEDfxg6l42ZdYQB4pDXxnj2CNTyEiBWirhC+0YmVesu7uXza9aQ3a2SHbzduKfez/Br/wmwhRtp6gX86pfjlznYlCv16nVavT39y977GK0+oj27NmDZVkv2kfU0AHzsoKcrDPQN7BsHXvkx4S1mEzvpenflVIEQbCssEBImoHXr1/PH/3RH/H2t7/9krbdQQdXGh2C38HLHq1Kzp/92Z/x5je/eVlj4zhmfHyctWvXrnhoz+joKJZlnbeKX6vV2LNnzxVxoDgTUkoOHz7MunXrrnjgV1hL5C+Wm9jRvSgB/d7vRd93H3pqCpFOE4ZNJ55lhGnJSBHWYpRUyXbTFlP7Sjz76aPUZ320glgpQimRJFKEDbet4ob3biCddxKZUTXGr0TEftJTgJFYa1quSXZViqmZKaSUrFmzZom0Kook9WZYUimqEdoRA9kcq9J55lSFGEleZag3IqajBdKGwxP1Q/xm4/9SrjeIm9GkQgsKsz288rGbyFYzRFZMPVsnJRxu2DLEzTesYWRdnkyYplyK8P0Iz7Pp6U6RTl/ZPpKrRfCPj5a4/yuHeX5fi9g301ZNjUxFSEuSEg53v2IDr7tzE/29GYSgfU4EQUylFiIAL2VjGGDbJrmmBaaUimotTPILlMZ1LTzPJuWaxA1F5MdLJDmt679Wqy2RY0EixSmrBqONaRbKDdINhwGvG7fHxifiQOUUD8RP8ph4AdXqfDVAiZY1a9IU20uetxu38Z7U7QxmepGh4vDXxjny0GSTcJPMJkmIfeREhFnJ2jt72Xr7WnqzOaxyHbFqNeU3vBX9vz6B6STV+Qt61S9DrrMchGF4xfuWznQC27FjxznvS0orJuQ8PWYO7yLD4BYjDiRBNSLd4y57YhwEAUKISzr2z372s/zyL/8yhw8fvqI9UB10cDnoEPwOviPwW7/1W3zzm9/kgQceuKTxK5UwuxhxHGMYxlmk/Up7SJ8PSqmrNqlp6fINUyxp/DsfGrffjrNvH2JmBsM+HUTUcuG5mDAtSCp0UT2ZGNjpxMv7hftGOfzVCVSsUApULImURpngdNnsevsIG24dIOWYRA1JUInwyxFaKyzXaBIwcPIWxcYs9Xr9LDIIpxs9Z+tViqpKbybLcLZAxaoT6IiCkUXGmrF6ETu2OcwYvy3/igW/Qbke4IcRKEFXqYsbHrmZXDlH7ESEdoShDEDTvcrljl0jvOEV27AMk7miTxjGZLMOPd0ernv5AT5w5Qn+8ZMlvvDlQ+x5YbodqgVJ06l0Y2InwnMc7tq1gXtu3khvIZVYMIaSKEpcmJTSxLHEsU0s2yCONY5tkss6TbvGmHIlwA9ibNvES9lkMzYCQViNzpLkQBI+F8cxg4OD7UlbpGMqqsF0uECpUsWqGUljZ8EhdmMerx/g8/632M+ptq5fGzrprVCJQ5PSms0M8nbzNt6UuomedBYlNUe+Psnhr00Q+fESYo8BkR0TZmKGbutj26vX0p/LYWMRLtSw1q6mtvNG4k9/Hq/LxfLM83jV67ZbTluu45yeBFwuWtKczZs3X5V70oWyPCBZ+dw9doAtGzZRMJcvUZShwq+EeN3ui96TzsTx48fxPO+SVlDvuece3vKWt/DBD35w2WM76OBqoUPwO/iOwOTkJCMjI5fUwNRygxgaGlpx67I4jimXy/T09KC1ZnR0lH379l3RFMgLodFoMDMzw7p16674BGeJLj9nX7BqKKUk3rEDc2EBY2zsrIlHK0wrCGLkBcK0oCnbqScNtIaZyHaqUw2e+b9HKZ2oJlrvSCVkCI0yNYWteXa9a4SeNVkc00D6isZCQFiNMSwwrGRCYdoC6YQUK/Ntd5UzPzc/iJktVxmrF3FNm/X5HnRG0iAkL9IIBHNRFdO3OBxN8B/lp2iIgEhJKvWAej3CK2a48ZGbyZe6iJwkMdcMLcJUSOAGpKMUr1q/iTtuWcfQ6hylBZ84VnTlU/QUUljW5VUJrxTBP3qiyP1fOcSeF2YWEXuBYYCyFZET4qYN7n7lRu68bj2ZlINlGcRN3bxlJranUSyJpca2jKZtpibj2Xie3W60LS34SKnIpB1yWQfXtdrBbIslOb7vMzs7y+Dg4BKLx0BHVHWDUlRjoV6FKuTiNKmsg58L+Vr4HJ+rf4tpVQJEYntq6KR6r0EoQAtuYgtvN2/lFm8bPeksWsKxh6c4+OAYYTVeYnWJAaETEaRihm7pZfvdaxno7saIjGTfywHerg0Eqwfh4W/hdaXOIqZa6URTHyhkvMjW8jwa/EtF6z6ZTqcvunfoUlEsFtmzZ8+SNG4hBMePHydyNfmBblaZyzNVgOSe1FgI8bqcZUmTWpLKbdu2LdsYYffu3dx6662cOnXqihkbdNDBlUCH4HfwHYMf/uEfJp1O8yd/8ifLHjs2NobWmrVr116FPTs/4jjm4MGDFAoFDh48SBAE7Ny5k8HBwRVZUWhJdXp6ei5bT3suaKUJKonjjZO2sFLnJ55SStTwMORy2Pv3n/d1Z4ZpmYYg1azsL27OPVO2Y6dMjj0yxb4vjBI3myxVnCSYagE4Butfs4qNd6/GTVlYCKQv8YsRMpZYbRmEwOuy8QoppqYnUUoxMDCwhAhrrVmo1zm2MEfoS9Z4BdI9JoEVkhEpDAQV3SAtUxytT/NB/88oixoIUEIRBDFG0WH7F19Jdi6PdGKEFti+Q5AKqGdrOKFDtpyjrzvDq25ay45r+ppadujOp+juTl2y487lEvwjx4vc9+VD7DuwiNgLgSEAUxM5EU5OcNdN63nVNcOYmNimgeNaS8LRlNJUamFTbmMShgoE5DIOtm0Sx4piqUG1FuI4Jl35FGnPRgiI6nKJJCeKI6anp1lYWKBQKDAwMIBpmjQIqaoGvgyp+HXimsYNLGzXopyt8UX9NF9sPENd+sm5YuiE3AtAgaEFrna4W+zkzdbNbPOGKKRyCC04/ugUB788jl8Ozyb2bozvhgy+soed9w7Tl+9CRCTVd6WIfEnurlck59yBg5iLCGnb1jJIvOqB03Id98qR+sWYnp6mVCot2zXnUqG1ZmxsjL179+J5Hlu2bKFUKjG8eT0LRp0Bo3vZSc9KahqlgFTOWdaKxsmTJ7EsizVr1iz3MPiRH/kRXNflT//0T5c9toMOriY6BL+D7xjs3buXm266iaNHjy67wtRaer6YptcriUajwYEDB1BKkU6n2bJly4prNOv1OseOHWPDhg1XXI8PzdCrekzkS+yUiZ0+vy5fhiHG4CD6mmsQjzxyQaJy7jAtI5Hx2Ga7OfdM2U7UkDz/meNM7p5vJnUmJL/lOZ4eTLH9PcN0r88hNJgaZE0RlpOAItM2ESZYroWZ0cyX56hWq/T29tLf37/k+wtlzMnqHMWFBjmZIZ2zMLokadPF0II6AQUjy0RQ5OfKf8y0WgA0ykhsPvMqwzuPvpbxR2MmK2XM2MINXAI3oJqtYsYm6UYaO7QxhMH2Lb3s2rGK1QMZbMeit9sjn3OWTcguleAfPjbPfV8+xAsHkwZnrU8Te2FAbMfY3XDHLWu5ZcswRmhhWoJc1iXt2W0HJa019UZEw4+xLQPTFPiBxLYMclkXwxDUaiFzxQaxVHTlXLryKSzLQEm9RJJjpZLejVOnTqG1ZtWqVVi2RV0HVLVPrGKCICKqS1SgMEyDUXeGL5pP82i4L5kIqiapb361QgsMLeghxxu4kdfZ17MqVaDHy2JicOLxGQ588RSNYrjEw14LCFMRgR2xaleBnfcM05vPQ0S7+dUwRNI0fvfN2NOTWFNTYJoXtLU8l1znSmNhYQHHcZbdYHq5iOOYw4cPMz8/TzqdZuvWrSy4PnmRJmMsb8VVa019PsDN2meFgV1ozMzMDN3d3ct+Npw4cYJt27axZ88eNm/evKyxHXRwtdEh+B18R+Ed73gH27Zt47/9t/+27LEnT57E87yrUsk+E63K+aFDhxgcHCSbzdLb23tBB4mridnZWaSUV8Sh53yIfUlYT3T5bs4+PyEJQ+TAAHJ4GPu55y6qGqm1bkp4mmFaJM2XKdfCthMT8qiRTDIM08BOm0zvK/H83x+nUQpPV/KVRksNhmDtrX1sfdsQwjETq8VAIasxRGDYiRWhYQhSeRvtKOaKswwNDbXJdOtvqSUzcZm5Yh0qFpYtMAqK7rSHgSAkpsfIUVRVfrb0R5yMZxIyJxRCQM7w+M3s+0iPdfPosyfY/3wJo24S2iH1TB1DGdixhR04WDKRD2QzDju3D7BtSy+r+zP0FtLkchevmV4uwT94ZI77vnyIA4fnlhJ7IyH30pBYBbj1lkFuvmYddmRhYtDd5dGVX+rtL6WiUg2JpSKdsohl4pzjpSwyaQelNLPzdcrlANc16e3xSHsJ8VosybE8g1K5SLlcZtOmTQAoFFXtU9dB8v9A4zdCGmGAkpI99km+aD7Dfj2KjjVSKpTQiWONSNyOhIZNDPImbuI2+xq6vAw9qSy2sDj11CwvPHCK2oy/xOpSm4rAiQnsiP7tXVx7xzoGevIIZSxpflWxIqhF2Le9ArM4B+PjCGGfYWtptF+/XB35pSCOY8IwvCqT/+WgVquxb98+pqamGNg6xPoN6xmwly/Tqc8H2Gnzoly+4PJ6lX7+53+emZkZPv3pT1/S+A46uJroEPwOvqPw+OOP8/rXv56TJ08uO/hKKXVOTfWVhNaa8fFx9u7di+u67Nq1i56eHnzfx7btl8xhodVkfLHR85cKGSmCSgQiiYs/nw42DgIYGkJ1d2MdPLisB2wrTCsIJbFUGEI0LTdNTJGk2cpYJU45Avbff4qjD08mTiMkfY8qTjT6qbzN9retZc3N/cRaE9QjgkqErEgsQ+CkTUzLwEpZeHkHJ2MxX5xnZmaGgYEBCoUCQojEalFXqQU+cdHAb0iidEhPVwrXtVBo+ow8Fd3gFxb+NwfjsaSpVEs0mrTp8h9zP8D11iYqvs/h58s89c0pjs7PENkhQhkJqZUmduBg6OTzUgrWDeXZub2f665dxaqBDJmLcNy5GIKvtebgkXnu+/JBDh6ZbxN70ST2QiTNpna35sZbV3HTriFyeBjKJJ2yKZxDQtTwI+r1CMMQeCmbhh+hlCaXdXEck0YjYmqmRiwVPd0purs8DEM0V4makhzboBqUmZ2bxbZtVq9ejZ12qOmAhg4wMLAji0Y9oBI1WJA1viX282XzWWbEQqJpjxVKKwwzSRw2tEBowa1s403iZrbaa0h7Lj2pHC4248/N88J9o1QmG2cTezfCNyN6N+XY8aphVq3uxjTMdvOrYQu0Ill1CCKcG7dDFBHtOwxYl+xVfyWgtebEiROYpsm6detWbLuLt18PG5wYO8nQ8DqUoZmen2HPC3uJ45i7tt2ybDljfT7ASiVOWy+GKIraK7vL1d5PT0+zfv16HnvsMa6//vplje2gg5VAh+B38B2He++9l9e85jX8+q//+rLH+r5PvV6/Ks1QpVKJPXv2UK1Wufbaa89qbJVSUi6Xlz0xuZI4evQoXV1d9Pb2XrVtKKnbkfFOxjrvUnkcBOhmyrB14gRcwuRHSoUfxAShRDWbc1OuhalABol22fZMyhN1nv3ro5Qn6iASu8K2fEdp+jbn2PXu9eSGM0RSUlsIqc36xI2YtOfgZSxM28TJ2jgZi0ZYY2pqCoChoSEymQxaa4q6iq9DzLpNZT5iTlbI5W2yORfHMukz8jR0wAfK/y+74xMJ2VSSGIUtTP5D+rt5lXcNhjDoEVnGx2p8+emDPL13DFkVSDtGC40dOliRhUh8XlBKY1kmO7b1cdvNa9m+rQ/PPX9l/kIEX2vNgUNz3PeVQxw8mhB7FhF7SIi9mxfcePsAN1w/SL+bw45tEJD2bNLe0vdUSlOthYSRJOVaWKagVo8wTaPpkgOz83VKCwEp12KgP0Oq6RjUkuREQYxwINudZnx8nGw2i511qREQ6ggLk5Sy8esxxbDCqXiGr7ObfxG7aRghWjf7QFSSl2CaBgIDV1t8FzfwRuNG+pw8rutQSGXwhMvkniIv3HeKhdHaEg97aSoCJ8S3Igprs+y4Y5ih4V4sxzqr+bW1siWDkMz1W9DZLPVvPo9pm01f+8uztbwczM7OMjc3x+bNm69a8UFrjUQRI4m1TP5GEWuJQnHq1BimaTA0OIQlTCwMTG0weWqCw/sOks/n2bVrF/l8/qK21ygFmLaBk3nxlanx8XHiOGZ4eHjZx/XhD3+Yb3/729x///3LHttBByuBDsHv4DsOX/7yl/mBH/gBTpw4seyUxeUEUF0sgiDghRde4NSpU2zcuJEtW7acsyoaRRGHDh1ieHh4xZN1W6jVahw/fpyNGzdeVa2t1s2AqkBipyyczLmrY1JKxI4dGMUiemwMscwq2mKc1ZwrBKZK3E+sZoPi4a9PcOBLY0k1P3GmbBN9wxSsv3OALa9dQ7o3RRjFFKcbVKYb6FDhZR2yXQ5O2sLxbJyMSblaJpPJYFkWMzMzFAoFGlZETfukVYpgQTFanSc2JPm8S3fGY5XVRUjMfyh/gm9FB5PPQSkilfQR/Iz1Vu7N7CLnePQZeQwEY/48z++d5vlvznN4YprIjjGUgRM4mOo0MZPN6vSa1Vluu3Etd71qmK782TrmcxF8rTX7D83yhS8f4vDReVSzbyFZ9UrGKQ2ZvMlNd63ixhtX0ZfOkZYuvi8xDNH2q1+MMJJUqyEAmbRNFCeTspRrkUnb+H7M5EwNGUt6CmkK3anT5DiU1Ip1isUi1bBCobebNWvWtBtnYySOsMlol6ghmfEXeD4+ypf0MzzN4aRhFtq+9UILTNNMAtF0jndyG/ear8CxbeyUScHN4uEwe7DMvs+PMn+8etrD3hDEpsS3QwIzontVlp13DTO8pR8nZZ/V/KqVxi9HhLUI5fvkbtiEHByEp56/YraWlwPf9zly5MgV682R+jRxP5PQtyAQWJhtIt+oNpg4Nc72Ldtw7LPvxy1L4aNHjzI8PMw111zzovad/kKIMBKZ4IXQ6svatGnTst3VFhYWGB4e5gtf+AJ33XXXssZ20MFKoUPwO/iOg9aam2++mR/6oR/iF37hF5Y9fnR0FCHEZTvqKKU4evQoBw4coL+/nx07drzohGN2dpZiscjmzZtX3Je/hZZbxqZNm666ZKiVLGnaBm72/Lr8+PrrEceOweQk5mVOPFrNua0EWhkriDSWYZDO2NRLIc//7THmj1cxDBKphdKoWCFjTaYvxZbXrWH1zm4yfS5+I2Z+rEppqgFAtuCQy6dIZey273osYyYmJqhUKuRyOeyCh04bZEQKJ7A5VppjPqhhuYLVuTxrvR6UofiNyl/xULj79H7rGKkUPyhey+tTNzDg5Vltd6PQzKoyljAJpuAbT57gkd1HqYYBVmzhBE67mg8gZUL0bcfkhutW89pXb2DT+kL7nFtM8C3LYt+BGe77ymGOHDtN7BHJO+pk58jnXW6/d5Drb+knn/LI6hRhXRPFCi9lNd1txJLvoZUEbFsmac+iVo8Sq8uMg20ZzBcblMo+jmOxuj/T9vlXShE1JNVSjdHxUQr9eXr7e1EpQZ0QhSIlHDK46EAzUS3ydf0cD6inOaTHMEQiadI68a0XSmAIgTAMNotB3ssd3GJsQzkKM2XS5aTJCo+5IxX2fWGU2UPlpcTekNSdgMiI6epLc90961m/cxVO6uxzOkl8DmkUQ2SsseI6uRs3E2zZhvvUEy+bICStNb7vL2uir7VuVuBb5F21SbzmNJU4TeJNTIzTlfkzXHFGR0dJp9MvuqJYrVbZs2cP8/PzbNu27YKhgH4lAhKJ4IVQLBZpNBqX5Jzz0Y9+lPvuu4+HH3542WM76GCl0CH4HXxH4rOf/Szvf//7OXLkyLIr8WEYcujQoUsOc9FaMzU1xZ49ezAMg127dl10467WmsOHD1MoFF6yhtuWa0Rvb++KkA0ZKoLqhXX5SimCV70KZ88e4gMHcK+QnalSSQNnEMT4tYiokQQppVIGk8+VOPDFMWQgaZWoW0RfKc3qHQXW3zFAYTiLV3DwqxEzJ6tU5hoI2yDbkyLb5ZBOO20pUhiGzM/PI6WksKaPyfosWStNr9XFRK3EqUqRhgxZ43WzLtOLkzL4L7XPcF/wZLLDWrdJ0zt4FW8ybmWV08VarwdtKeZUhZRwKBhZokjy+N6TPPTsUQ4fm8cJbax4sZVnImGKm70HQ2ty3Hvnem69cQjHFtx3332s33QLX/zaMY6dKKJUkxALFk0VBIXuFPe8bh27bu7FsgxywsMMLer1CGGItqXlYsSxolINUEqTTtuYppFU8ZsWmGEomZ2rE0lFb8Gjuyup2odhSHG+yMzYHKtXDZLvySItSWjJduNsWrhkRAodakars/xT/BgP6KeY1gsYIrE5bSUHI8FAIAzBbcZ23ivuYLuxDt8JEa5B3vHICY+Fk3X2ff4kUy+UTltdCkFkRjTskNiU5HvSXP/aDWy6fs1ZkhqtElvLKIjxyxFxIHHSNun6DOZ12/FvuonUQw+teJr2udDqE+rv7z/nvfPFJDUtGIuI+5mE/mKLF4tlTxeD1n0XYNeuXQwMDJz1mqAaoaUm1fXiz4VLCUBsNBqsX7+eT3ziE8tOVu+gg5VEh+B38B0JpRTXXnstH/rQh/i3//bfLnt8vV7H87xl39wrlQp79uyhWCyyfft2RkZGlv3Q9n0f0zSvSILo5UApRaVSuephW3CGLj9rJQ2wZ0BrTePd7yb1hS+gv/pVzFe/+orug5SKwI+pLgT4jRihAV8x+tg007tLbZIPp4m+nbYYflU//du66VqTTvT3JZ/iWJ1qJcD0TNJ5Fy9vk824pPL2kibJYxMnOVEcoyuTZzi3GumajDUWKPl1+ow8a7wCnmfxv+P7+Fv/dDVQNonVG6wbebu8nQEKrEp1IVKKsqiTEx45I5FVKK04MjvLw88e59vPTBHMa4xFsh2tIZYKKRNrzpRrcf2uAb793CFilUU13YVavQkCgTCgt+DxhtdtZNsN3WhL4QmXjHJp1BVRLNsSmzOvoUYjot44ra8PQkm9EWFbJq5rUi77lKshKdekvzeD4yQ2lxMTE8xOzeEaHt3dXWRXZfHtCF+HGBhkmsQeCYfL4/xF9DUe1M9SI8DUzf0WSbOsUKAVOMLijeaNfLd5J6uMAg07hBRk7BQ54VEb99n3+VEmnp9PPiuS6UFoJh72sSHJd6e5/rUb2XLzmiXV+rZXfahQkSKOmjaclkGq20E/9GXcd74T+b73Yfz5n79kK3ZnYnx8nHq9zsiGEZTBsiQ1LRJvYV7W8QRBwMTEBCMjI8t+H6UUx44d48CBA/T09LBz584lksewFiMjidd9/uJNK5TqUqRJf/RHf8Sf/umf8uyzz75svtMOOjgXOgS/g+9YfOITn+C//tf/yt69ey+pEu37PsBF6S/DMOTAgQMcP36c9evXs23btsvS8CulKJVKbReWlwJhGHLkyBFWr169Io2/WmvCakwcSmzPOq/LRfSxj2H/yq8QffSjWB/4wFX5fMIgpjLvU62ERIHk/2PvzuPrLOv8/7/u7azJyZ40Sdt0TVtAZN9X2csiMMMmjCi4jOuojDqOM87IV+XnCCrqqIzDIgIuo4AslVUQEEQsFSh0Tbc0+372c2/X74+Tc2xpS9v0pFn6efrIAwnJfV85JznnfV/35/pc2f4cG5/pxhlyRmeBR8fsKzzXp3puOTOPqqZ8RoSKxgjoGpnBHMPdaRzfxywzsSIWoZBBWUWQSCxQHHcyl2LTcCeZZJrFM+ajhwxe61hPWvOZYdRQb1Vimjq/Mv7AXfaTxXP7Kh+6TrIO5h+M99Dg1BIhhG3ZeEGXWqucsPa3EGMrhwE3wZtr+3jtL32sXznCNlUT+Ao818fzFRqKRDJJWVkZeqErjp4vY6mtDnPOGfM5+IgaskYOE4MKPQp2fmEsWr5NZ+Bts/ae55NMOThuvuVlKGgW/z0UNPF9n5F4DsfxCAbA0B1SqSSWZTFr1iziAwmUo6GiGm7Ew9FcTAzK9DBhAigfXk9s5I7c4/xBrcTDR1c6+aWyGjp6PtgrRaUq42KO5+Lg8UT1EOlADhVShM0AMS1Cpsdm1SPtdLw6wLbvgI7lkAnY+IYiVh7h3WfMZcExjcWLNqUUvqOKG1AV2loq38d3FUbAIFBmkPmPrxD55jdxb72VwCc+Ucpf3b3iK3+78N43NEBXXzez5szGtP7297enJTWlUKodc3O5HKtXr2bLli3MmzeP1tZWLMvKt8vNeESqdx7wk8kkW7ZsobW1da8757iuy8KFC7npppu48sorxzx2IfYHCfhiyrJtu/hi+773vW+vv7+np4dUKsXcuXN3GSKVUmzatInVq1dTUVHBIYccssfdHN5JoU9+bW3tuHa02Z1kMsnmzZvHbROsnXEyLnb6bzuQ7qwuX/3hD6gzzyRzwQWEf/ObcSttcHMe8YEMicEcHoqu1wdpf7EPAw1zm5aqylcYlk7TkTVUzy2jrCZItC6El/NJDeZIj9hoIR2z3EAzDAxTI1YVIlqeD/qu8hjw4wBU+BHaO7eyLr6VEd9mltnIgtoWDFPnYe0lbvMe/dt5lcLB5XBzPh8LL2Wu34hmmwx5SVTApzlcSdj8W5BRSpFSWRIqQzye483lQyx/uZvBoUzxa3w/XzefSCSorIjlu8loUFsd4bwzF/DuI+pIahl8FGVaiIgKkUo72I5HMGAQjQSK3XQKcjl3u/CvaxrxZA4UmKZGNusyMJggFotiGi4D/d2UlZVRXl5ONFKGl/FJuBnssIse0ghqFlEtREgL4Ps+zybe4K7MkyxX61EaxU4r+f9p4OfvVLT49fydfwLnBI/ECpikg1ncgE/QsIjpEZwBl1UPt9P+lwGUly83URo4lks25OAbPuXhfI39wuP/VorjOT6e7eHmCqE+39ZSN8HN+HiujxU2MYIauQsuIPT002SfeopIie9C7cwel9QonY72rTTWNRCLlI+ppKYU+vr6iuuQSvF3PTIywsqVK0kkEixZsoSm+mbstEu0ZseJm8LFRSwWG9N+KHfccQc33XQTq1at2uuLAyH2Nwn4Ykq78847+drXvsaqVav2ekbd8zzWrl3LzJkzKS8v3+G/9/X1sXLlSjzP45BDDqGhoaGkb4SFmaT58+ePaS1AqQwMDDA4OLhfF/4W6vI1HYLl1k57f9sdHRiLFuE2N2O8/jrmOD1GSilycYdEXwYPRTbjsvLhdkY6Uvmgr2sYo+UfyldUNEdoPqqGYHmASFWAYMzCTrmkB/OB1qo00YIGjpfvxV9eESQcsdAMxYCfwEdRrZeBD6sTm+iMD7EgMgct7pNMxflT2Xr+N/Q4uqHnL35GQ/5CYyafib6Xd5tzULZOR3YIx/doClZRHn7bZlLKY0SlySobS5l0tWV4+eVOXnuzB8/Lh9SRkREqKiqoq41y3pkLOPLwGST1DDnlENICVGgRPAeSqXwHnLJogMDbSqu2XUhbCP852yWddlBKMTw8xNBIikQ8SSRicdihiwkE8sFI13VyOZuhZIqMlsOMmJQFQpRpISzNxFYOD8Vf5qeZp9igulGawtAMLN/I7zSLVqypOdJdwCXuCRwTaMUIGWRDDk7QwdQNYnoENQRvPdLOlj/14nujb3k62EGXXNBBGYoyK8Qhp8yh9eQmzNFNqdycj2t7xV1ozUKvelMv7qCs6RCIWhi6wlu8GHp78deuxSrxpnLe2xa1etv8/4JdldTgqmIgnciykkLAbmxsLOmEglKKrq6u/N1cTFrnLqZ53owdJg/S6XRx9n5vLy4ymQytra1861vfktl7MSVIwBdTmud5HHrooXz84x/nE2O4Fd7f31/sKFN440ulUrz55pv09fWxaNEi5s2bN24zyJ2dndi2zZw5c8bl+HtCKYXneZimOaZFZ2Ple/5oXT67rMv3HQevtRV9cBBjyxYYx/UCbs4l0ZPBdxXBigCbX+3nzd9twc75aICpaZiajqHla9RnHV1L1dxydFMnUmlhBHSyIw7ZhEOwzCRUE0LpipztYwQ1QlGLYNAgaeXbO1br5ZjobPH6GHCSxOJh/BEP287ygvcm/1v9+3zQVPnpaU9XzDbr+Ofo33FcYBE6Oh2ZITI5l2pVRjgUIBwytwv6WWUz4qeKs/F+UufPr3by6mudbO3YyhV/dzzHHTmTjJ4jqbLoaFToUQLKIp3JB/eAZeRn5d8WlhzHI5Gy8+FXc/HcHAODCYZHUtTX11NWFmXLlk7CoQD1dVVUV5cXx+b4LkPpFIlsGsMyqIpGKTNCGJrBoJ/gl4nn+HnmDwyoOL6mMDWDgDLyG375gJavrz9DHcbF2eOYozVgRQ2cco+c5aDr+cXADOU3Otv8pz58x0fTQRlgBx3sgIOvQ9QIcchJs1l06kx0S8PN5WfrfU9ttwttYTZf+YpcysWzPayQgRUxyba3EzrkELSWFtSKFWNu9/r2kpo96VJjaqNlNbsoqfE8jw0bNlBTUzMu+3/sqW2jxni8xvhefpfg9Wva2LBhA01zGzj4kIN3uJDwPG9MJZ0333wz9913H3/5y18mxWJpIXZHAr6Y8n7729/ykY98hLa2tr3uL+/7PkNDQ1RXVxdn9Dds2EBzczNLlizZ6/7Ie8vzPFzXndAZ/IJ4PM7Q0BCzZ8/ebyFfKUUuORqWdlGXr5SCSy+FRx8lc8cdRK65ZtzG43s+qYEsTtojUGbhOT4rH9pCxxuDuCpf8KDzt7Afawgz9+QGzLCBbmgEy0x8DzJDOdA0yupCBCtNXBccz0Oz8psgZQIZVEBRa5UTIsBGr5sRL0W9W0MoF0TT4FW1jv+wf0bay6JGQ76Lx4xADf8Su5xDEk3ohs6IkUHzTSr8GLquEwya2wV9pRQJlSGpMsV6et2FZcuWccZ5Z5E2bDx8olp+4anj+iRHg3s0GiAYMPB9H8MwihvFJZJZRuJpYuVlzJpZT0dHByPxLJpmEQqFiEQjaGhYlk5ZWbC4aVVOOSTcDIlkGjyojESpCEfRNZ0Nbjf3pJ7m4eyfSfu5vwV7THRPGw3cUKmX8V7tOJbaxxBzwlhhA7/KJxdwQYOoCsIgrHuii80vjQZ7QwMDckE7/3VAWAtw8AmzWXhqM4aZD/a+l9/t2rB0zGB+F9pt/xZc28NO5r+/cFGavO02Ip/8JPZFFxH6zW92+zu2pyU1hVp4Yx+61Pi+z+bNm9E0bUwLWkupr68P13X3qe7+7YoLnbP5driapmGGDBzfZs3a1XR2drJgwQIWLFhAKpXKX/jt5G7t7gwPDzNv3jx+8YtfcPbZZ5ds/EKMJwn4YspTSnHSSSdx7rnnjml328J27WvWrCESifCud72LysrK0g/0HQwMDFBWVjahQd/zPDZu3EgoFKK5uXm/hgE77eJkXMyAQaDM3Om5s3fcQeCjH8U+80yCy5aN2/h8zyc7YuNkfYyAjm5oDLTFefO3W0gN27jKx1X5+VQDMHSducfU0XRYNV7GQ7PypRxOOr8HQLDcItYQHu2X7+Oi8A0YIY1rutSFy6myomzyehjxUzRrNQQyIRzXZ63ezpftO0n4+QXhmgZK86nQo3zQPo2jc/NwXZcBL86CWfOoIMbKt9ZiGgbRaJBoJEhTUyNKKfqHBvLn1DwCvsmf//xnjjvtBLyMS4wwutLI2YpwpJxsNk06OYTv5y9Ay8vLaWlpobe3j+6eITTdIFYepr6uCsMIMBzPksm6hEZ3LdaAQMCkvCw/85/FJulnyTg2pBRRLURFWRTD0vmzvYa7M7/nj7m3cPz8Tr2mZhDQTDRPw3fzb1Etej1XWqdwunsoWjofwqnSyEUcPDxCTgB9SGfD77vZ8nIfnp3fvEyZilzQIWeOBnsVYPExM1l4ShNGQMdz8sFQt/TRnWV3DNDbbtxWWDuCBrn3vIfACy+QvfPOHS4896WkZl+71BRs3bqVXC7HnDlzJrT/fqk31fK9/EJnN+uhlMIwdcyQscNzNzg4yMqVK8nlcjQ1NTFr1qwxraH613/9V15++WWeeuop6ZwjpgwJ+GJaeP755zn//PNpa2vbq8VTg4ODvPHGG0SjUSoqKiZsA6rOzk6y2ew7LvjdHxzHYcOGDVRUVDBjxoz9eu7C7GhhF0rd2EnI7+zEOPRQdM9DvfEGZon65b9dvq2nje/mZ3+Vnw/+bc90s+mPvaOzsApXKbzRsB+NWSw5ZyaVdWGcjItm6Pk+/AknP5tfH6KsdnSXVg18E4ZVmhEvTbkepi5YTo85yAhpZho1RJ0I6bTDBrr4sncnw34yvwkVoHSfqB7in6OXclbwcNBgyE9SThgto0gmsyRTWVzPo7mpgYCl0dvbg1KKtMqRUBnefOtNlp50NtnhFJ6nSGdcdMNkTksTuuaTzWaxLAvTNDFNE9vxSaXsYu9709RJpW2GRnL4nk84YuXr4jUIh/J3EdLkSKksrvLQMwbBnEkkGEKLKB6zX+WezO9Z63Tg+T4KhaHrWNrojL2rQMGR+kKuCJ3C0WohbspD+aBVghNzybkuAdvEGNbZ+sd+Nv9pNNjrGr7hkw062KaLBoS8AAsPb2T+yU0EIvlyNGN0h2MjoO9yEzbPGd3HQUEgYmKGDNTmzXDYYfihEOm//gWzvnavSmpMdIxx6lKzrUwmU3wOJ0qh7j4aje7za0p+rwEPz/aK5VNmyNjpGp5tz7927Vri8TjZbHavJ3A6OztZuHAhzzzzDMccc8w+jV+I/UkCvpg2LrjgAhYuXMh3vvOd3X5tJpPhrbfeoquriwULFjBr1iw2bdrEvHnz9mpnx1LxfZ/169dTWVm5081b9qdcLkcqlZqQet1t6/KDZfm69rdzXRf78ssJP/ww/PCH8KEPjVNNbz7kKwVmSMfN+qAg0Z1h5YObSXTnO9MolQ/67mjob1hcQetpM9A80DzAz3frsbP5zY9iM0IEY/n+8Yapk7Zy9LtJDMcgpiL0B4ZJW1lmB2qpUuWk0i4bnW6+7N9JPyP4viK/QatHULf4fNnfcWboMDQ0EipDlV5GWAvi+4psziWTye/sGQ5bhIImup7fUGrZ75ax9LylOC5ksi6WqVMWDWxXww/5rjuptE3O/lvve99XDA7nO/WEQibRSADP89F0jXDEwDFdUip/1yHoW1gpA93TSYWyPMCL/F/mBfr8EXzfR6n8XRBTN9A8DeUoDF/nDN7NVdHTWKA34mTybSkJQzbi4OCg2zqBtEXPy8NseqkHN+Oh6Rq+ocgEc9imi+5DyAky75AG5p3SSLgygGHqGMF8sN9VqC88r07aw844YIJepuNpHrlv/hfVX/kamfdfychPbi1+fSlKakqlt7eXQCCw3+9E7kyh5/3s2bPHVLuu/NHZ+lx+XYRu5MtwzOCe3eXI5XKsX7+euXPnsnnzZtra2vaqBPMf//Ef6e/v59e//vVej12IiSQBX0wbb7zxBpGOhBYAAHSYSURBVMcccwyrV6+mpaVlp1/jeR5tbW2sXbuWGTNmcPDBBxcDfXd3N+l0esJm0TOZDBs3bmThwoUTvgkW5G+r53K5/bIR1raUr8glHTzHJxAxscK7mH1ctgx18cVkDz8c84UXxuUxU74iG89v0BUsN/EchZv18H1F+5/7WPdUZ7GEBMAfDfpYGvPPbKRmXjl+2kPzFHg+TtoDBZHRNpuBiAUK3KBLwsqiuTqBXIBOf5CUkWFWsIamUBWOo9iU6uNfnP+lSxvM3wHwFa7vYeg6n4tcwjmRI9A1nayyqdHLCWj5x8P3FZmsQzY7WqISznd8eXTZMk4+5Qx0zSAStgiHd3z8bMfLd9FREI1YBIMm2axDb38K2/GpiIUIWjq266OZCiI+OS2/MVVECxJ0TLyUYoPq4v+MF3jcWU5W2fh+fnY+34NfR/M1cKDMC3GBfwyXlZ1EnVmJ7432nfdd0oEctuFg+AYRO0j/q3E2vtCT78akaXimTzZg52fsPY2QbdGyqJ4FpzdS3hDGDBr51pY7uTME25fU2J5DOmnjeC56OB8o3WyOqpPOJfrWavoe+AWRc88teUlNKQwODtLd3c28efPGfQ3R7riuO+a7B77r42Q9PDu/LsGwRstwrL2/SLBtu9hlLZVK8dZbb9Hb20trayvz5s3bZfnS2rVrOfTQQ3nttddYtGjRmH4OISaKBHwxrbz//e9H13Xuuuuu7T6/bRs1y7J417vetUP/ec/zGBgYoLa2dsK6JOzLG2KpFXrkz549e0wL0/aVnXJxsu9cl+8mEqiDD0bv7yf9859TdtFFJQ9a24b8UMwCTcNO5xcGZ0dsVj26lf518R2+z1OK2KwIC5Y2g67IxV2U7WP4PsrRMS0IVQeJ1oSxQgY2LslIhlAgQMQJsjnbz5CbolaL0RCsJBKw6MoO8/nM/7KRbgxdQymwfRcUfDxwIUvLjiBgWnj41Omx7UpAtg36rufy9FNPc9bZZ1JVEcU0t/99V0qRzjijM/sGZVELw9AZHEozMJghEDCoqcovyM14NirsoQUVBjplWn5jKjvl8sfMW/yf9gJ/VmvwUfmOOwoobK6l8sG+0a7mEud4LogdTXkwmt9QylXksjZJlcUOuliWQZkXZvD1JBue7SYzbKPp4JpePtjrLoarE8xZzFxYS+tZzVTNKiu2tYS/bR72t3r4HUtq3JyHyoCp60SjIQKWhfnI7zAvvwqvqQl95UqMCbjLtydGRkbo6OigpaWFaDQ6oWNxHIf169fT0tKyx3X3Sim8nJ/fSMzN3xGyCrP173C3ZVdGRkYwTXOnj0V/fz9vvPEGnudx8MEHM2PGjB1eO6644goqKir4n//5n70+txATTQK+mFY2bdrEkiVLeOWVVzjkkEOAHTdC2V2XGNd18+UTE7QoLZ1OMzAwwMyZMyd8VrAQGGbNmjUhId/Nedipd67LB8h87WsEv/pVOOoo9BdegBI/d8pX5BIOvqcIllsYlo5rezhpF8/16X1rhFXLtuKk3R2+V9M15pw+g6ajq0kM5sgM53BSLiYahq4RjlqEq4KEYgFUUDFipghGLSqNKL1OnIFckpATpJIyIlaQpJbmS5k7ecvfgqFraBrYysX3Fdfp53B26AjKwyEs3aBWj6Fr24d3z/NJJLM8+eQTvPeipTvsH5H/7zae5xdn9nM5l97+NJmsQ2UsRCRiMZRNkdFzhKMmIcOiTA8R1oKknSy/jb/Mr5zn2aT1gJYvKdJG21sWfqc1V+OQ7BwutY/nxMjBhKMBFPkyLTtrE3eyOEGHYJlFRIWIv5Gm7eluUgM5NB0c0yNj5XB1D8PVCdkWTXNrWbS0icq5ZShL7VGXmkIZje7r+CkfzdWK7S/ddBp14olYb72F+va30T/5yZL+XpVaf38/gUCgJJvx7YvCBoGWZTFzD9bJ+J6Pm80H++LaiJCx09a5e8p1XdatW0dzc/MuH49Cg4VVq1btsJHh8uXLOeWUU1i7di3Nzc1jHocQE0UCvph2PvvZz/Lmm2/y0EMPsWbNGtrb25k7d25xK/Pd2bJlC5ZllbSd294o7HJbXV09pt0WS214eJh4PM7s2bMn5Py+65NN5Bc5FsL1zqh0Gu3YY1Fr15L63veIfuQjJb1AKmyItW3IV0rhZPLdPOy0y7qnOul4dWCn3x+tC3HoZS2E6kIMd6UZ6UuRS3lYmk4gZBCOmESqg1gxk0Qggx7UqApHGVFpUipH0LUI2SEMzySjbG50fsYKtR5Nz8+Gu3j4vs8/aGdyinYo5eEQNeEoNXpsh8fBcRyWLVvG0qVLt/ubyGQd0mkHXdcoLwui6xrxRI6BoTS6plNTHSKpsow4acyATnUkQrkeJqBZ9HrD/DL5HA9kXmSIJIxu0oXS0ABG/9X0dE7NvYv3Zo/noOBMrNEyJTSF5yqSdpp0wCZQbhLVgyTfyNL2dA/Jnkx+cyrTIWs52JqNpjRM16R+TiXzz51B5fwo3jYhfk+71BQuJNEgGLXQLY3U975H5POfx21txXjllUk7aw+QSCQIBAKTot0u5NcAFPYXeaeJEtfO/+0UOhmZQQMzpL/jotk91dHRgeu6uyzX3JbjOKxZs4aNGzfS0tLCokWLOOusszjxxBO56aab9nksQkwECfhi2hkeHqa1tZUPf/jDXHTRRRx88MF71R+/sChr/vz5E1bDmk6n2bhxY8nayu0rpRRKKbLZ7ISMpzCD7rk+gaiJFdp1GVPqjjsIf+xjuLNmob3yClZVVenGoUZn8l213SJg31PFsp2hTUneerg9v7PtTsw+to6D3zsL1/YZ6Eox2JHEzfloJgQsk0jUoqwmQLIshxbSqIhEyJo2Dh4BzSTqhzFsk0Q2yzfsn/NH9RaaBrqh4Ws+vlJcZZ7GKd6hWLpJU7iKGeGK7QLt2wO+7ysSSRvH/dtC2pztMTScJZXKz9IbMcVQNg0KaiJlVAejaMBat4NfZJ7jicyrZP387sT5B4viTrMKRdQLcX7uaC7IHku9XlFc5KqbOqalk/RzJEihhzQiWojMGpu2p7sY7k7hGR4ZyyYVzOHqLprSCLgB6ptiLDy7iRnzq3boUmNi7HD3Yofn0x9tf2l7+VKwqImWiOO++93oXV1k7ryT6Pvet++/OOMokUjQ3t7OzJkzJ3zmvmBkZIRAILDThgWFRbNONr9DsGHm9xwwgqVbjFxoy7lw4cK92uE8kUiwcuVKfvOb33DfffexZs2aCblzKUQpSMAX09JPf/pTvvzlL7NmzZox1aJO9IJbyN9u931/wrvqFCSTSbZs2TJh5Tr5riYuTtbDDI6GsV08N24uh3vqqQSXL0f927+h/8d/lHQcuaSL7/g77MDr2T522sHJemx6oYeNz/ews1fYQNTkXZe00HRENZkhm8H2BCO9WRz8fL24rwhHLbw6D7NMJxoJoSIKTc+XuJRrYaKESedyfCP5Kx5zlud3IdYBQ4EGlwdO5nQOw3c0Zhq11EfKCY5uOLVtwFdKzy+kBcrKAhi6RiKZI56wsZWDFQNbd3BsRYUZoT5ahqt7vOys4VeZ5/mzvYb8PlwqvwuYIl9bj8LXFPVeFZc4x3Ne7ggCTgClFFbQIBC1CJSZ5JTDgJ0g7eewDJNcu8PG53sY6kzgaT45wyFn5TsBhdwA0VyQuhkVHHTubJqX1GDpY1uz4tn5nU9R+efDCOjkvvAFgt/9LurUU1HLlmHsRTicCPF4nK1bt9Lc3LzfF8PvjOu62La900kAz/GLs/UARkDHChnF9RGlpJQil8uNaYJmZGSERYsWceutt3LFFVeUfGxC7C8S8MW05Ps+J598Mqeeeirf+MY3xvT9vb291NfXT/i25K7rYhiTo0vH8PAwnZ2dExbygWI5jG7k6/LfafFd7oknCF5+Ob7nkbn9diKXXVaSx3HbHXiD5dZ2IV+pfKcdJ+OR6M6w6tF2httTOz1O3aIKDrtiLqEKi3h3hpH2FJmUgwpqeCrf89sus7EqDcpiIUKVJsFgAF/3iWhBKrQoCsUt8Qf4ZeZ5PM/P15kbYOga7w0fx/nm0Xg5jUa3hpgVIRKx0PB59NFHOfW0s/B8jYBlEI1YZHMuqbTDUDqFF3QJRHXwNAKuRVUojBtyeSK3ggdyL7Le7UJT+cW7+dp2Ld8HX4GPz2J/Jpc4x3Ny7hC8jMqvbYnqBKtNjHIDW3cYyCaIZ9KYSkfrg44/DhHfmEbzNVzdxTE9NDTCTpCIE6CqoZwlS2fSeGj1mBZdFp4fJ+3hZF0MU8eKmmR/fi+hf/xHME28Rx4hcPLJYzr2/qSUYsuWLVRWVk6KcF+ouzdNk1mzZhU/l9+QKr9LsG6MluGMcdHsnhgaGiIcDo/57utnP/tZXn/9ddnUSkx5EvDFtPXXv/6VE044gb/+9a+0traO6Riel69rnsi2lZs2bSIUCu33jad2ZWRkhJ6eHhYsWDBhFz/FzYeAULm121nA9Fe/Sugb38CrrsZ57DEi7373Po9BKYWdzJd3BMsszOD2tca+V7jj4NLx6gBrn+wstvzblm7pLD63mQXvacRzfAY3JYl3p9EN0KMG2ZTHgJ3ACTuEyizKKkLU1cZQIUVAM6nW8hdat2ce5yepx/E8he25KBSmoXNm4DAuj5yEqUwac7WYfj7gP/HEk5z+njOorIigaxqJVI54Lk1cZbCCGmVWCMM2MXSdVDjFMvcVHs79mSE/gY6G5ys8P78rq56P9igUR/mtnJc9koPs2Ti2h+256CGNaH2IYLkFBiTtDImRLGZOIzBs0fvcCIOrkwDkAnZ+xt7QCLgmYSdIrCbM4vNmMvPI2n0Khr7rk0u6KF9hhQ2sttW4Z5yBPjxM+j//k+i//MuUCHWJRIJoNIqmaZNmvF1dXSSTSebNm4eGhpv1cHN+ftFswMAKGjvd16KU9nXH3EKr5eXLl3PQQQeNwwiF2H8k4Itp7VOf+hRr167lscceG9MbYU9PD6lUakJLdXK5HG1tbTQ1NU2KjWsgf4dD13UymcyEbAwGo3Xvyfyi18IOo+/Es21y11xD6P774fDD0Z95BvZibcau5JIObs4jGLV2OoZC2U56MMeaxzvofWsYdvK7FGuKcPhV86hqKSMznKN/XZxs0iEUMzGCBr2JOMNuEicA4WCA+soYwVqDcDhAjV6OoRn8PPMHbk39Nn+HwXXxfB9d0zhOX8xVoVOpDEWZQwNO0ufpp5/iwgvPxXFh2EmTcDMoTRELhgmrAFnPpcPo5XH9Lzxt/xVbuWho+VaTfn4vAI38AtogFse7iznZfhfNdg2Wo6MpjXAoSEV9lPLKMDoaKTfLyEgaN+FBP/S/nKDnrWGUpvKtLkP5LkQhzyJkB4hWhlh87kxmHVO7zwsvnYyLk/HQdPCTA1jnnk1gzRrcq69Gu/32Ceuatbf6+/vp7e1l7ty5E/a393aF8r05s+ai+0a+xaX2tw2pdtX9qpT2dcdcpRSnnnoqxx13HP/1X/81DiMUYv+SgC+mtcKC2x//+Mdceumle/39hR1mq6urqa2tHYcR7pnCQrrJ9KZeaENXXV1NfX39hFwAKTW6SDLnFVsb7m4cfjyOfs45qL/8hfQFF2Dddx+BfXxM7VS+7n5XC4C3LdvpeWuY1b/bSi7h7PRY805p4KALZmMEdYbakwxtSqLpGpGqABkvR489QsrLYekWFUYZqkpRXh2iKVxFOBDg4ezL3JT8Fb7ysX13dFMpjUO1uVxpnEaVVcY8s45nHn+GI04+AcfMb74V1oKETZO0Z/O6t5En9Ff4i7+uOK587/h8qYXm58txalQ5pzuHclxuMXVuBTEimJpBKBigrDpMuDIAGiT8NIOJBOmBHH4PDP4lQf/qOL7mkws65AL51rRBJx/sw+UBFp3TTMvx9WPa2GhbvqewU/mN0xQO2rVXEX7sMZwjjyTwzDNok2AR+55QStHT08PQ0NBe9ZYfb76ncLIu2WQW07Tyi2ZD+dn6/fmaMDQ0RH9/P/Pnzx/TncV7772XL3zhC6xevVoW1oppQQK+mPbuuusuvvKVr7Bq1aoxLbhNpVJs3ryZ+fPnT2gbung8TjQanVQzjdlslk2bNlFeXk5TU9OE3eVwsi52ysWwdIJl71yXX2CvXIl+7rnoPT1kzz2XwC9/ibkPoakY8t9h991C15Zs3Gb977to/3M/7GSooYoA775sDo2HVmNnHAbWJ0kPZgmUWxBV9GVHSPppgipATJWRCtgYZTozyquoiEZ4kZX8Z+peHOXl+78rheZrtOrNXGucRcQJ8saLf+XUU04mqFl4KDJGjhecN3maFWymB330ufTJd1BSvkJzNXSlscibybn2ERzqziVCkJheRiBgopujLT8rg/lWk36WgUSc5EAWr8tj6NUUA2uS+cWzQRs76KKrfLAP2gFCUYuFZzUx96SGfeqBXlBsf+nYBD98DdrvluE1NaGefJLAGMv2JorjOGzZsoWZM2dOinaYnu2TTmTo2NJJ88xmgpH8HaxStLgcC6Xy6zzGUk4Zj8dZtGgR3/3ud2VhrZg2JOCLac/3fU466SROP/10vv71r4/pGENDQ5SXl0/4LrO+79Pf3z+hu+2+nW3bbN68mcbGxr1qR1pqnuPnZ8W1PavLL8isWIHxd3+H1d4Op52G/+tfY4xx0WJh910rbBKI7Pp3xXN87JTL4KYEbz3cTqo3s9OyncZ3V3Po37UQjFkkezMMb03jOQq9XGPITDDoJKjwI1SrGAktjRvyqQzHKAuFed3awFedn2FrDi4+KFA+zNLq+EfzPFb/8XWOOPo4MlaWF9Uq/uC9TlxLY+o6oJFfOqvyrS4d0ByNE3JLONs/ktlaHZauE9OjlIVDaGgYpk6gzMKKGKScLH3xEZLDWbxen/iKDAOr47ialw/2lofua4ScAEHHwgqZLDyjifmnzthtqdWeKFxI2d39mNdcSmj5K2itrfj334++ePE+H39/8n2fZDJJLBbLd0qawJr7QotLN5fvhrNl6xbKKqPMmtM8YeMq7FJeX18/5tfnz33uc7z22muysFZMKxLwxQFhxYoVnHjiiaxYsYJFixaN6Ri+75PJZCZ0C3jf99m4cSPBYJDm5ol7U327Qk1+NpvFNM0JuxDyvXyfeuUrAlFzh4Wv76ijA+/889FXrsQ+9FC0hx8mMIYdLO20i5PZfciH/J2HXMJl0ws9tP2hC7XjGlzMoM5BF81m7okNOFmPkc406aEsylKMhFIM+gkq/Ci1foy0niOrO8RCUcrDUd7Ut/Af6qcktSxK8zE0Hd+HOj/GIa/Xor27nBd4EwcXw8gvlPVGoz1KoVwI5izOjB/OefqRVIbLULqiXA9TGYqi6fnvMQIGgYhB2s7RGx8hlc7CsCL+1wz9rydwNJdc0ME2XXRfI2wHCbj5FqPzT5vBgtObCERL8zvj2T7p1W0ErrwEa+1q7IMPxrv/fqLz55fk+PuT67ps3rwZXdeZM2fOhP29+66Pk/WKi8R1U6O7vwsfjzlz5kzoZENvby8jIyNjLs154403OPbYY/nLX/4iC2vFtCIBXxwwPvOZz7B8+XL+8Ic/jOmNoLD51IIFCyb0FrnjOLS1tRVr3yeTjo4OkskkLS0tE7ZJ2LbdbayQuVfBUSlFprsb7dJLCb7yCt7cuVi/+AUceeRejcHJuNhpd4/Or/z8JlnxzjRvPdzO4KbEToNc9ZwyDrtyHmUNIVL9WdIDOXI5h6Fwkj43Tg3lzNAqSZIlreeIGiFqoxW0WV180b+TQRJ4+FiagVL5soRYeQx9dCdcvzBnrxS4UJuJce7wUZytHUaoOoijeQSwqAmWEwxZ+K4PoxtsZT2HwVSCtJPDsHXiy9P0/GWYnHLIhRwcw8PwdcJ2gIBroZsa806ewcIzm/KddUrA930Sv3uask99DL19M9njjkP95jdEJtnfyJ7KZDJs2bKFSCRCc3Pzfg/RSim8XD7Y+56PpmtYo4tmfeXT2dlJY2PjhN7V3NeuOa7rcvzxx3PmmWfKjrVi2pGALw4YqVSKd7/73Xzyk5/kM5/5zJiO0dXVRTqdzreCm8DZ88Kb//z58ye8bGhbSil6e3sZGBiY8J01CyF7b+ryt/v+VArtH/4B83e/wzcMctdcQ+B739vjzY8K6wKsUH5Tp90ptP7seHWANY934GbcHcp2NB0WntnEorNn4toeqb4M2YxDvz5Cvx6nIltGk15FVndImGkCfoAaq4y+6Aif1+6gSw3io9CVTjKRoKIiBjp4ygcf8GBhrokLh4/lRP9gqFFkDQfd16gJxigvD+N7Pm46fyHg4DFip8j4NqaukViRpfP5QdJujlzIwTN9TE8nZAcJeCaarjHnxHpaz2rOL8AtAc+2sT/yUQK/+iWa5+MsPZ/gL38Ok3yTqt0ZHBzEdV3q6ur262uN7/m4WR835+VbXFr5RbOFNRGpVIpIJDIp7h62t7djWdaYWwjfdNNN3HPPPSxfvnzCJiSEGC8S8MUB5fnnn+fcc89lxYoVY+qN7/s+bW1txGIxGhoaxmGEe65Qj+u67qQK+ZDvlZ9IJJg5c+aEjsOz86FZ0yFYbo1pAaBSiuRddxH68pcxentxFyzAuPtujGOO2e33ulmPXMrBDBoEy/ZsptrJuqT6cqx+bCtdrw3u9MIkWhvi3VfMpWZ+eT7kpxz6tGF6tTgVmQgNuUrskEvKzGJpBhUqynAgxZeCd7FZ60WhSCaSlJWXgQLd1zghdxDvTZ/AQX4zTtAnbeVQ+FSEy6iriOXLn0ZsXFvh6x5pPUdGt7Esg/hrWTqeGiCZTZMNOfimwvQMwnYAyzPRNJh9bB2Lzp1JpHrf734ppXBeeIHARz6CWrcOp66B5P+7idi178O0Jtffwt5QStHX10csFtvvgdO1veJOs5o2uiFVSN/ub2ZkZISOjg7mzZs3KQKx74+WDI3h7sbKlSs59thjeeaZZzhmD/6WhZhqJOCLA85nPvMZXnnlFZ577rkxdaTJ5XIAk6KThW3brF+/njlz5kyatnnb8n2fvr4+6urqJqxO1/f80bp8CJSZ+9SdJdPXBx/4AKGnnwbLInPVVQS++9137L5TDPkBY4/LUZSvcDIu3W8O8dbDW8kM53Y6YzrrmFoOubgF5SlSA1l69RH6zGEq7XKqR8rJeTbp8iyWaVKllRMnzb8Ff8oaLV9KVRep5lz3SC52T6BJVZNzHBJaBi/gUR6JUFcWQ/N1siM2bi5/RyEXdMhaNoalk1iZof3xfuLJNNmgjW8qAr5JOBfE9POP88wja1h83kzK6ve9vaubSOB8+tMEfvlLNN/HP+8Cst/5EYG6KqzI5Njteaw8z6Ojo4NMJrPfStyUr3Cy+UWzylf5FpdBAyO4Y4vLZDLJ5s2bmTVr1oTemYN8eVk8Hh/zBIKU5ogDgQR8ccBJp9O8+93v5mMf+xif+9znxnQMpRQDAwNUVFRM6C63AAMDA8WNbybDrNq2XNdly5Yt+L7P7NmzCUxQ2YRSilzSxbO9PVr8uidy99yD/sUvYvT24peX415+OaHvfAd20lPfzXnkkvmQHyjbfa/+At/1yQzbrHuqk41/7AHY4XsDEZN3XdrCjHdXkR7I0ZHuZyAap16roipeRnI4Q9zKYJbr1JsxlIJneI033nyT6xZdSlWwHCfjMJRNkQ04lMVCVIfKCekWdtrDzbgoTWEHPXIhB93USK7OsuV3fQwPJ8kGHJShCPr5HvaFYN/47mqWnDeTWNO+XXjmBgYwv/xl9F/9CpVI4DY2kr7xG5gX/B26kS+/2tde+RPNdV02btyIaZrMmjVr3O/IeY5fnK0HMAI6VsjYZecp3/dZu3YtDQ0NVFVVjevYdse27eLGfxVj7Hb1jW98g3vvvZdXX311UkzUCDEeJOCLA9ILL7zAOeecw6uvvjrmrjpbt27FcZwJ7W5RUNgAZ+HChZOqTz7kw0F3dzfDw8PMnj17QltpFjrcGAGD4F4E7Xc8pm1jf/e7hH/4Q4zOTrxolOyFF6LdfDPhbeqnXdvDTrrolr7X53azHgMbE7z52y2MbE3lS/Pf9v11rTHefcVcdFNny1APPeYIM8vrqMvFSPSn6UkOQUhjRqyagK7x7B+e45QTTyaRyBInTSBmUR0tp9wMg89oK0RFznLIhW0wId2WY8tjfQz3pchYOXxNEfIDhJ0ghsqHw4aDKlm8dCZVs8f+PKe7ulA33EDokUfQMhnUrFkYX/oSzrUfwMuBZ3uYQYNAtDTP4UTy/XxJzODgINXV1eP28yg12uIy6+F7Ct3QirX177Q+ZTKVAhZ2qw2FQjSPocMV/K0059lnn+Xoo48u8QiFmDwk4IsD1mc/+1lefvllnn/++TGFYs/zaGtro7KycsK72SilSKVSExqed2dkZIRIJIJpmiilJqxkpxC096Uu/52k//u/sW6+GWPrVlQ4jDr1VMz//E/8ww9HuZBL5mfBg+XWXoW5fG93hw0v9LDuic58rfTbgpluaiw+byYtJ9bRPthHuz3AzLIaZkVryQzZdPT3k8zZVAfCLP/Tcha8+2DMcp3KqjJqwzFMy8SzfZy0Q9ZzyEYctDCkN+Vo/10fA70JsrqN0iDkWYTdIPposK9dGGPJBbOombv3u4B6nkfmmWcI3HwzgZdeQmUyuLNmYX/xi4Suvx7DMIrPG+x7qdVk4Ps+XV1duK5LS0vL+J3Hy8/Wu7n8wmgjYGAF8zvN7k7hzkJzc/OkKAHM5XJ0dXUxe/bsMb1+OI7D8ccfz9lnn803vvGNcRihEJOHBHxxwEqn0xx22GF89KMf5YYbbhjTMbLZbLF15kSX6kD+DbCnp4fm5uZJN5NfMDAwwNDQELNmzZqw2+Pb1uUHy6w9Cjt7SylF7s47Cdx2G9rKlSjbxq+sxDn9PWQ/+yXCBx+01yEf8mU78c40Kx/aQu+qETR9x7KdWGOEQy+fQyKWpj3RR22ggrnV9RgYdPQM0N0zxGuvreCU95xAc30d0WAI3/NJD9lkslmyYQfKIdths/mxPga3Jsha+f0FgrZF2A9gkP/9qp5TxpLzZ1G3aM/LJZRSaOvW4f77v8PTT6OPjIBl4R18MNa//Av83d9t97VO2sXJevk7L1FzrzsiTTa5XI4tW7ag6zqzZs0qeemaUgrPHi3DcUcXzY62uNSNPXvsPM8r7rkxc+bMCb9TUoo7CF//+tf5+c9/zvLly6U0R0x7EvDFAe2Pf/wjZ5999j6V6nieN2nCtO/7xZr3lpaWSTOubfm+XywpampqorKyckLGoXxFLungOT6BiIkVHt/yg1wigX3LLQR+/nOszZvRfIVfX0/25JPwr7uOwCmnEAgE9jhIuTmP9r/089bD7dhJZ6dlO3NOrqfiPVE6M/3E7AgtsXrKqsL0jQzz+9//nksvuBBDM0kP5Ugnc6StHHo1ZHps2h/rp29znJzhgKcIOhYhN4ihaaBpVDRHWHLBLBoOqtztmH3fJ/XYY+h33UXghRcw+vrQTBO1cCGpq64i8E//RHAnM8T5HX/zF2JWxMAKTd0OOQWFMpNoNEpDQ0NJg7Pv/a0Mp9jicnS2fm/OU9hQr7AmYKJ3zXYch/Xr19PS0jLmOwmFDa2ee+45jjrqqBKPUIjJRwK+OODdcMMNPPfcc/zxj38c80xaKpViYGCAWbNmTfhMl+/7bN68GaXUpA35kO+E0dnZyfz58yf07oedcnGy7l4vgN0XSin84QS5f/9PjMcfxezcimbbYBjoM2bgHH442csuI3DxxQTC4V2OSfmKzHCOtx5pZ8vL/WgaO8xuByssGv+uEqfJI5yymBGsIVIe4IknHufUE07HSfukjRxUQnbIYcsTvfS2jWCbLpoHwaxF0MmXMmmaRvmMMEuWzqTx3TuvF8+l09j/93+Yv/wl5muvYQ4M5HfFNU3cWbNwL7oI7fOfJ1Rbu+ufSymcjJdfL2HqBMrMkpdS7W+e5zE8PEx1dXXJS9Q828fJeXi2N9riMt+7fl8es+HhYWKx2ISHe6UUmzZtwrKsMXfNyWazHHfccZx//vl8/etfL/EIhZicJOCLA142m+WEE07g9NNP55ZbbhnTMQr1+BUVFRPeHx8mR3vKPeH7PrquMzw8jGEYlJfvff12Kbg5DzvlounaaF3+/rlI812fbNwZPa+Jv7Ud83//F+fRR9Hb2tDS6fysfCSCXl+PPXs27qGHos4+G/2kkwhGIui6ju/59K4a4fXfbCLZm92hbMdHETrKoubMcsq9EOW5MH96/kWOPPloVKWOm/bY8lQf3auHcEwPzdcIZk2CtoWu6Wg6ROvCLD6vmcbDqjB1jfQTT8Djj6O/9hrG5s0YAwPo2Wz+4iUcxl2wAO+sswh88pOYexHM8uVTLr7nY4VNrPDUbn8Jf7uYDYVCY64ffzvlj87W5wqLZnXMUH7GfqyPl+d5dHZ2MmPGjElRcgj5zQWTySTz5s0b82TFJz7xCV599VWee+65SfNzCTHeJOALAaxbt44jjzySe++9lwsvvHBMx8hms2zYsIHm5uYxt28rtULQr62tnbQz+QBDQ0N0dXVRUVHBjBkzJmSsvuuTTTig8otv91frRd/zyY4UNuMKbHdxoZQil0hgPPss1rPPknv5ZfT2dvTBQTTbzgc5TcMPBFDBIH44Qs4oI+2VkQ1VkimrJxVrJFXeiB0Ik4s51BxTTqwuyOYNm2iZNZfBlUmGN2fQ3SSxgS4qB/qIJgYIZYYJ2XECTgqLDIabQ8vlyFcCafjBIF5lJe7s2fjvehf6uecSPu88lLX36woKnKyLk/bQdAhEp377S4Du7m4GBwdpbGyksnL35Uy747s+TtbDs0dbXI7uNLuvj5XneWzatAnDMEp2EVIKIyMjhEKhMdfM//rXv+bDH/4wK1asYM6cOaUdnBCTmAR8IUbdd999fOpTn+Kvf/0rs2bNGtMxEokE6XR6Usziw9Qp14F8u8mOjg5s22bhwoUTEjC2q8uPmvut5tv3RmfytR1D/u6o4WGyf/gDqq0NNm6Ezk7M3iGyG7rREiOYbgbDtdFQoIEa/SdA4dVfy8d2PCOIY4ZwA2U4ZRVEWmcTPLgFd1YzLFyIeeKJmJWVJX9utn3crZCBFZn67S+z2SyhUIhMJoNpmvs0c6yUwsvlg73v5bsnWaOLZkux4Hgyhvt0Og2wT917NmzYwBFHHMEdd9zBpZdeWqqhCTElSMAXYhsf+tCHWL16Nc8+++w+dWxwHAdgUtwOLiy89TyPOXPmTOqQr5Qik8kQiURIp9MEg8H9Pt5tu7bsz17rvqfIxm0AQrG9C/k747kem/7Yy1sPt+NkvGLZjqt7xENp4ok4VdFKwk4QyzFQfv6tIBgL0Hp2E3NPatgvrSinW/tLz/Po6uoiHo/T2tq6T68j+RaXfn6n2cKi2dHe9aXkeR59fX3U19dPinDvOA5tbW3U1dVRU1MzpmPYts1JJ53Esccey/e///0Sj1CIyU8CvhDbSKfTHH300VxyySV87WtfG/Nxurq6SKfTzJ07d1K8Yfq+T0dHB/X19VOmPVx7ezupVIqGhoaSlDbsLTfrYadddEMjULZ/6vJ9T5FL2CgFoVhpevSnh3K8cf8mOpYPoOkamgaO7jESH6E6WgUKUGCFTVrPbmL+qY2YofEP2Uop7JSLm5s+7S9HRkbo7OwkHA7T3Nw85gt81/aKO83mF80amCG95AuNHcdhYGCg5N189oXv+2zYsIFwOExTU9OYx3XDDTfwzDPP8OKLL066Hb6F2B8k4AvxNm+++SbHHnssDzzwAGedddaYjlFoMxcMBmlubp40b56Qr3ePRCKTPugrpYjH43R1dREIBJgzZ85+v1jyHJ9cMn83Jli2f2rCiyHfh1BFaUK+UoquN4Z4/f82kR7IgpZf+FleVo4ZMllwWiMLz2wiEN0/JUnFx1VBIGLulwuK8eQ4DpZlEY/HASgvL9/rv3nlK5xsftGs8hWGOVpbv5ctLvdUNptl8+bNlJWV7VOQLrWBgQFGRkb26e/94Ycf5uqrr2b58uUsXLiwxCMUYmqQgC/ETtxxxx186Utf4rXXXmPGjBljOkbhNnNDQwNVVVUlHuHYdXd3MzQ0xJw5cwiHwxM9nN3yPI9kMklFRQXZbBbLsvZr2Y7yFbmEg++p/RZGla/IxvMbS4ViFrpZmgsLJ+uy6pF2Nv4xvw/Bu85ewMEXtBCKlXajpV3Jlz95ONlC+8v917FoPLiuS29vL8PDw2Mux/Gc0Z1mR1tcGgEdK2SU7DnfmXQ6zebNm6murqa+vn7ShPtCHPF9f8x/4+3t7Rx22GH84Ac/4Kqrrirl8ISYUiTgC7ETSin+4R/+ga6uLp544okxv9lMRCDdE/39/fT29jJ79mzKysomejh7rKOjg3g8zowZM/Zr2c625ST7axHoeIV8gHQiy+NPPM4FFy3db+tEtm1/uT82Fhtvw8PDdHV1EQ6HaWxs3Ks7Ykr9bUOqfItLrVhbvz/KlNLpNJlMZsz17eMhHo/T39/P3Llzx/y35boup512GkuWLOEnP/lJiUcoxNQy8cXBQkxCmqbxox/9iPb2dr761a+O+TihUAhd1+no6CCbzZZwhPumtraWpqYmbNue6KHslaamJpqamujp6aGtrQ3P8/bLeTVNI1hmEYiaOFmP3GjwHtdz6tpoHb5GNp7vMFMq+Rnikh1ut5ysS3bEARThisCUDfdKKXK5XPHfm5ubaWlp2eNw77v5nXkzQ3Z+3wVDJ1QeIFwZxAqN/xqEoaEhhoeHiUQikyrcZzIZtm7dSk1NzT5dOH/pS19ieHiYW2+9tYSjE2JqmpqvskLsB+Xl5TzwwAMcf/zxvOtd7+Kyyy4b03E0TcOyLDZt2sS8efPGvFtuqVVWVgL5uwypVGpSveHviqZpVFRUUF5eTjwexzCMkrTT21NWKL+jai7hkBmxCZWXdmb97TRdIxizyMUdcgknvw4gMHXmZXxPYaemR/vLdDpNd3c3tm3T2tpa/PvZHaUUnp0vw/HcfItLc7TF5f4qT1JK0d/fT19fH7Nnz94v59xTuVyOTZs2UV9fv0/7h/zsZz/jf//3f3n55Zf3y2uBEJPd1HmnEGICHHzwwdx7771cd911rFixYszHqaurIxaLsWnTJlzXLeEI953v+/T29tLV1cVUqdjTdX27C5SNGzeyZcuW7WZXx4th6YQqAmhafmbdzY3vXQRNy4d83dTyveLt0s3kjyc355EdsfE9Rag8QCA69g2wJlp7ezubNm0iGo3u8R4N+Ysbl8yQnV9QrOUXaocrAwQi5n4N911dXQwMDDB37txJV5Kn6zr19fXU1taO+Rgvv/wy//iP/8gvf/lLWltbSzg6IaYuCfhC7MaFF17Iv/7rv/Le976Xnp6eMR1D0zQaGxuJRqPFHvmTRSQSYd68eSSTSTZt2rTfyl5Kpbq6mtbWVgzDYP369WQymXE/p25ohCryXXVySQc7Nb4XbZqmESy30EfP59qT9zkqLErOJR0MSydcEZhSdx0KbNsudsWprKyktbWVhoaG3a6n8ez8jsiZ4RxuzsMM6oQrA4RigfzGVPvxIkcphaZphEIh5s2bN6kW1XueR39/P6Zp7tPdw46ODi655BK+/vWvc/bZZ5dwhEJMbbLIVog9oJTife97H+3t7fz+97/f5zKbZDJJJBKZFD3yCzzPY2BggLq6uik702rbNpZlkc1mGRgYoLa2dtx7YDsZFzvtYlg6wTJrXOuolVLkki6e7REsszCDY1u87TgOy5YtY+nS0i6y9WyfXGq0/WXUHPP4JlI2m6Wvr494PE5VVRVNTU27/R7ljy6azRUWzeY74RjB8WlxuSey2SwdHR20tLTs02Zb46Gww7amabS0tIz5McpkMpx66qkccsgh3H777VP2dUuI8TB50oUQk5imadx+++1ks1k+/vGP71Mpi1KK7u5uOjo6JlVJjGEY1NfXA7B582YSicQEj2jvBQL50hnDyM+UtrW1sXnz5nGd1bfCJqHyAL6b34nW98avhEbTNELlFmbAyM/kj3N50J4qdBnKJuzRuxuBKRfulVK4rsuGDRswDIOFCxfuNtwX+vlnhm2cjIdu6IRiAcKVAczQ/p2t31Y8HmfDhg2Ul5dPug5eSim2bt2K7/vMnj17zI+RUooPf/jDmKbJj370Iwn3QryNBHwh9lAkEuHBBx/kkUce4Qc/+MGYj6NpGnPmzCGTydDd3T2pQj78bSFre3s7/f39k258eyIQCNDc3ExrayuBQKDYwSibzY7Lz2ME8nX5oJEdGf8SmmB5fvY+l3RwsxMb8n3XJzti4+Y8AhGTUCwwZXrbK6VIJBJs2LCBwcFBTNNk0aJFNDU17fIunVIKN+uRGbbJxu38AuKwQbgyQLB8/2yG9k7i8Thbt26lubl5UvW4L8jlcti2TUtLyz7dwfzWt77FH/7wB+6///5Jv2mfEBNhct23E2KSmzlzJg888ABnnnkmS5Ys4cwzzxzTcUzTpKWlhY0bNxKLxYhGoyUe6b6prKwkGAyyefNmPM+joaFhooc0JpZl0djYCOTLAjZt2oRpmlRXV1NZWVnSEqlCXb6ddPMbY4XzG2ONl2CZhaZBLuWgUFih/f9y7mRcnIw32tLTHNeOQqWWTCbp6urCdV1qamqKi7Z3NePtez5u1s/vNKsURsAgGMnfTZkMfN9HKUVZWRnz5s0b99K0sbBtm1AoxPz58/fpwuPRRx/lxhtv5LnnnhvzRoRCTHdSgy/EGPz0pz/ls5/9LH/+859ZsGDBmI/jui6maeJ53qS7lQ75Wm3f9wkEAriuu982RRovvu8zPDzMwMAASqniNvalnuW00y5Oxs2HwLLxbQ1pp1ycrLtXm0ftaw2+7ynspIPn+lghEysyceUoeyOXyzEyMkJdXR25XI50Or3bCz3Xzm9I5Tk+mqZhBg3M0P5rcbknstks7e3txGKxSXsx3t/fT39/P62trft0Yb1q1SqOO+44/ud//ocrrriihCMUYnqRGXwhxuDaa6/ljTfe4LzzzuOPf/xjsXZ9b5mmiVKKDRs2UFNTQ3V1dYlHum8K4S+VSrF582aampr2uP/3ZKTrOtXV1VRVVeE4Dpqm0d3dTTabpaqqilgsVpKgGoiY6KaGnXTJjtj5DjjG+MxuB6ImaPmLCqUY17sGAG7Ww067oEGofPJ3yFFKEY/HGRwcJJ1OE4vF8H2fUCi0y1lu3/vbolnlKwxTL+5BMNkuZIaGhujq6qK6unrMr0PjbWBggN7eXubOnbtP4b6zs5PzzjuPT3/60xLuhdgNmcEXYox83+d973sfbW1t/P73v6e8vHzMxyoE6MbGRqqqqko4ytKJx+N0dHQQi8VobGycVB2A9oXjOAwNDTE0NIRSipkzZ5asV7jv+eQSDspn3DepKtw1sEJmPvS/g7HM4Cs/v5DWtT3MgEEgOv47r46VUopMJoOmaYTDYbZu3UowGKSqquodO8p4Tn5DKtf28ou1A/rorr+T83fd8zw2btxIQ0PDPr3+jKfCa9ucOXP2aQOq4eFhTj31VA4//HDuvPPOSXehJcRkIwFfiH2Qy+W44IIL0DSNRx55ZJ/aZyaTSbZs2cKsWbMm7Zu1bdts3bqVGTNmTLvdIpVSpFIpgsEguq4X10dUVlbu0/OqfEUulW9tuTdlNGNRaNm5u5C/twF/qrS/tG2b4eFhhoeHcV2XhoaG3fZYV2p0tj5baHE5utNswJi0FzDZbJZkMkltbW2x1/1k5Pv5sibHcfbpbyibzXLOOecUdxef6qWCQuwPk3NaQogpIhgMcv/99zM4OMgHPvABfH/sLRLLysqYM2cO0Wh00nauCQQCzJ07l0gkQjweL856TweaplFWVoZl5XdcraurI5PJsG7dOjZu3IhSakw/q6bnW1taYRM7nV+AO16PmRXOB3sn62Kn9n1DtXz7S2dSt790HIfh4WEgf8GdyWRoaGhg8eLF7xjufdfHTjlkhmzslItm6ITKA4Qrg1ihyXl3QinF4OAgbW1txUW1kzXcDw4OsnHjRoB9Cvee53H11Vdj2za/+tWvJNwLsYekBl+IfVReXs6yZcs48cQTueGGG/j2t7895jfdwqz41q1biUQik64mH/62IFXXdTo6OkgmkzQ1NU3KRcJjpes6FRUVVFRU4Lpusdyjv7+fkZERYrEY5eXlBIPBPX6uAxET3dDy/eJHnNG6/NKHMytkoqHlu+uofGnQWPhuvse78vOz9hPRpWdXlFL09fWRSCTIZDJEIhHKy8uLH+/0fZ6dL8PxXB9NH52tD06uRbO70tnZSSKRoKWlpWRlZONhYGCAnp6efdrECvLP1yc+8QlWrVrF888/P+3uGgoxnibPK7YQU1h9fT2PP/44J5xwAo2NjXzhC1/Yp+NVVVWxefNmgEkZ8iF/x2HBggV0dHSwbt06FixYMOl2zCwF0zSLobHQcSWRSNDb20tdXR319fXkcrniJlvveKzRIJlNOPnFt+NUl2+GDNAgl8yX1QTL9y7kF+r5dUMnVGGO2wLhPeX7Pul0mng8TiwWo6ysDNd1qa6upry8fLe/d76X711fbHFp6cWe9ZN1BnxbuVyOYDBIRUUFDQ0Nk/rvbHh4mJ6enn2uuQe48cYbefTRR3nxxRd3W2olhNje5H2VEGKKmTdvHo899hinnnoq9fX1fOADHxjzsaLRKC0tLZM+5FuWRUtLC+l0GtM0yWazWJY1rWbzt1XooV9dXY3v+8WSrPb2dmzbJhqNEo1Gqays3GUI002dcEWAXDJf+jJes+OFUppc0kEl2KN2nb7nYyfdCW9/qZTC8zxM06S3t5f+/n50XScWixUf193tMgv5tQNOzsMbXTRrBvXRFpdTozrVdV26urpIJpO0trZO6ll7oNiHf+7cuYTD4X061o9//GNuvfVWnn/+eWbNmlWiEQpx4JCAL0QJHXbYYTz44INceOGF1NXVcf7554/5WNFolDlz5kz6GUZN04obdQ0MDJBIJGhubp60C4VLRdf1Yieh+fPnk81mSaVSpFKpYmlPR0dHMfSHQqHic5nfGCqAnXKxUy6+q/JdaUr8XJvB/Ey+nXTJJd13DPnbtb+MBfb7jqy2bROPx4uPYeEit1B2s+3j906Un18062TzLS51QycYtTCCU2O2viAej9PZ2Uk4HGbBggWT+qJZKUVPTw8AM2bM2Oc7DL/5zW/453/+Z5544gkOPvjgUgxRiAOOdNERYhz8+te/5oMf/CDLli3j5JNP3ufjDQ8Pk0qlaGpqmtQhRSnF0NAQ3d3dxGIxmpqapk07zb3lum7xeUulUpimSWtrK9lslmw2SzgcJhAI4Nk+dspFNzQCZeNTl+/Z+Xp63dQIllu4rlvsomMaZrHLjxk0xuVCY1tKqeJi2Gw2Sy6Xo6WlhUwmQ19f304viPboZ3Tyu8x6dv6uimHlZ+v394XKviosnB0YGEDXdSorKyf933xHRwepVIo5c+YQDAb36XhPPfUUF198MT//+c+58MILSzRKIQ48MoMvxDj4+7//e0ZGRjj//PP53e9+x4knnrhPx4tGo/T19RXbaE7W0KxpGtXV1ZSVlTE8PIymaZN2l97xZpomtbW1xVaGjpPvauM4DgMDA2Sz2eLjVV9bz3BfglQyTVl1hEDIKmmoMwL5jZpySYdc3EEfrZ7wbA8nlw/EwXILM1Da58l1XXK5HLZtk81mqa2tRdd12traCIVChMNhKioqgPwC85aWlr06vlIKL+fjZD18L79o1grnF81Oxi44uxOPx+nu7mbu3LlTpua8UJ42b968fe5w88wzz3DJJZfw4x//WMK9EPtIAr4Q4+T666/HdV2WLl3K448/znHHHTfmY1mWxdy5c9myZQubNm1i7ty5k3pWLxAIFHfV3LJlC4ZhMGPGjH1qlzeVaZpW/NkLJSeFmWylFLqpY5Ohr2sAZ7NLIGrSNKuR6urq4oWSZVmYplls47m3jEB+YWku4eAkXPwc5BIuwWiQ4Bg3rSrMNhdm4gsfVVVVlJWVsWHDBnzfJxgMEgwG8wtcDYODDjpon35/fW90Q6pcvlWkETAIRkp/gbK/2LZNV1cX6XS6JCUu+0Phua+trSUYDO7zRfxzzz3HRRddxA9+8AOuueaaEo1SiAPX5H8VEWIK++hHP4rrupx77rk8+eSTHH300WM+lmmazJkzh0QigaZpk7oH9rZmzZpFd3c369ato66ujrq6uikx7vGmaRqhUKj47zMaZ9Awo4FswiadyBDQAsUdWdPpNLZt43lesS59w4YN6LpeDP01NTXouk48Hi+uDzAMo3gOz/PyM9xRHXvIR7lgRgysiI7neygv3+c/EAgUZ9wLC4lN0yQWizE0NMTIyAiO4+C6LlVVVcyYMaN4RyIQCBAMBosBdcGCBTu92zTW59+18xtSeY4/umjWGF00OzV/nwp/w0NDQ5imycKFC6dEuLdtm82bN9Pc3FyS1pV//OMfueCCC/jud7/LtddeW4IRCiEm/yuJEFPcJz7xCVzX5eyzz+bJJ5/kqKOOGvOxCv3ZHcdhy5YtzJw5c59rXsebaZrMnDmT6upqhoaGgHzbw8laZjSRNE0jHAtiBUY3xYo7zGiYUZxd33bJVG1tLa7rFsN24b8PDg7i+z6e5+H7PosWLSKXy9HW1lb8Xl3T0cOQczNsXPW3z4fDYebPn086nS52rtF1vbiIOhAIFDvZWJZVLMlobm7e6c9TiufY90Z3ms3lF80apl5sLzqVLxTj8Ti9vb3MmTOH+vr6KfOzZLNZNm3aRCwW2+dOOQAvvfQSS5cu5Vvf+hbXX399CUYohABZZCvEfvOd73yHG2+8kccee4xjjz12n45V6FoxNDRES0vLlNsAZvPmzWiadkCX7eyO5/jkEk6+q025hW6OPSwXduEtvNw7jsPjjz/Oeeedh2HkW2EWPiYLz84vmnVHW1waAR0rZOzT4zAZbFuO09DQQFVV1aR63N+J4zisX7+empqaktyJe/755zn//PP55je/ycc+9rESjVIIATKDL8R+89nPfhbTNDn77LP53e9+xwknnDDmYxXCsWVZbNy4kTlz5hRnWaeC5ubm7cp2Cosvxd8Ylk6oIkAu4ZCNOwSiZrG3/d56e3gv9O/XNG1SLYBWviqW4fieyncWipqYgam5aHZb23bHmUrlOAWFfQlKNaHw7LPPcuGFF/Ltb3+bD3/4wyUYoRBiW1Pn1UWIaeBTn/oUpmly7rnn8uijj+5zC82amppiNxLf9yfdLOyubFu2MzAwgKZpuK5bnE0WebqhEaqwsFMuuaRT7Jc/3fju6Gz96KJZM2AQiBjjssvv/ub7PoODgwwPDzNv3jxmzJgxpX7HlVJ0dXWRyWSYN29eScL9008/zcUXX8ytt97KddddV4JRCiHebvq9UwgxyX3sYx/DNE2WLl3KAw88wJlnnrlPxyvM3Hd2dmLbNrNmzZpUs7LvJBKJFANDX18fiUSC+vp6KioqplQIGk+aphEss9BNLb8plucTLLOmxYy2Z+e74XhuvsWlGcq3uJyqi2bfbnh4mJ6eHnRdp6GhYcpcgBe4rkt7ezuu69LS0lKSsS9btozLL7+cH/7wh7z//e8vwSiFEDsz9adHhJiCPvzhD/OjH/2I9773vfziF78oyTEbGhoA2LBhA7lcriTH3J9mzJhBXV0d3d3dtLW1TcmfYTxZIZNQeQDfVWRGbHzXn+ghjYnvKeyUS2bIJpfMrzEIlluEKwMEIuaUD/dKqeKi50wmQ319PQsWLCAWi02pcA/Q3d2NruvMmzevJGtl7r77bi677DLuuOMOCfdCjDOZwRdiglxzzTXU1NRw+eWX09vby6c//el9Op5hGLS0tNDT00N7ezvz58+fUoFC0zSqqqqoqKhgaGgIy7JwHAfHcabcIuLxYgRKV5e/v3m2j5Pz8EYXzZpBfbTF5fSZZ0qlUvT09AAwb948GhsbJ3hEY5NKpYhEIjQ2NqLr+96tSCnFzTffzNe+9jUeeughzjjjjBKNVAixKxLwhZhA5513Hk899RTnn38+3d3dfP3rX9+nN9PC4lvPy4eowhv1VAr6uq4Xd/FMJpO0t7cTjUapra0lGo1OqZ9lPBTr8pOTvy5f+fkWl0423+JSN3SCUQsjOLVbXL6d7/ts3ryZTCZDTU0NtbW1Ez2kMVFK0d/fT19fH3PmzCnJhbXv+3z+85/nnnvu4ZlnnuGII44owUiFELszOd8VhDiAHHvssbzwwgucc8459PT0cNttt+1zdw3DMIr1s2VlZTQ1NU3JLjWxWIxFixYxMDDAli1baGhoKIb/A5mmaQTLLfSMhp128X015t1ox4Pn5BfNena+jMiw8rP1hjX1fgd3RSlFPB7HNE2i0SiVlZXMmjVrSnXG2ZbneXR2dpJKpZg7d25Jetzbts11113HSy+9xIsvvsj8+fNLMFIhxJ6YPq+2Qkxhixcv5sUXX+TPf/4zl156Kel0ep+PaZom8+fPx7Zt2trayGazJRjp/meaJg0NDSxatIjKyko8z2PDhg0MDw9zoG/jYYVH6/Idn2zcxvcmri5fKYWb9cgM22TjNp7jY4UNwpUBguXWtAn3SimGhoZYv349XV1dxXr7qqqqKRvuIb+g1vd95s+fX5Jwn0wmueiii3jrrbck3AsxAabHK64Q00BzczPPPfccQ0NDnH322QwODu7zMS3LYu7cucRiMWzbLsEoJ45hGMU2mpWVlfT09LB27dqSPE5TWb4uP7+jbHbEwbW9/Xp+3/OxU05+0WzKQTM0QuUBIlVBrPDkuauwrwp7ByQSCfr6+qipqaG1tZWKiooJHtnYKaUYGBhgYGCAYDBIS0tLcXfifdHX18d73vMeHMfh2WefLTYAEELsPxLwhZhEqqqqeOKJJ6itreXkk09m69at+3xMTdNoaGggFouRSqXYunUrnrd/Q2Ap6bpOdXU1ra2tNDQ0FGdQU6nUlL+IGSvdyC++1S2dXMLBTrvjfk7X9sjGbTLDNm7OxwwahCuDhMqtadG/vqCw8+zq1avJZrOUl5ezcOFCqqurp2TZW4HnebS3t9PX10coFCrZcTdt2sRJJ53EnDlzWLZsGbFYrGTHFkLsuan76iTENBUOh/n1r3/NiSeeyLHHHssrr7xSsmMHAgEcx6GtrY1MJlOy406Ewkx+fX09APF4nHXr1rF582aSyeQBV76jaRqhcgsrbOJkXHIJp+SPge8p7LRLeihHLuGAgmCZRbgqQCA69Vtcvl1nZyfr1q3DcRxaWloIBoNTrpf9zvi+T1tbG77vs2DBgpLtgv3iiy9y3HHHcfbZZ/Pzn/+cYDBYkuMKIfaeBHwhJiHTNLntttu44YYbOP3007n33ntLclzLspgzZw6VlZVs2LBhytbl70xjYyMLFy4kGAzS3t6Obdvb9SQ/UAQiJsFyC8/xyY44+N6+h3zP9sklHDLDOdyshxnQCVcECFUEMIPTZ/dh13Xp6+uju7sbgMrKSlpbW5k9e/a06OCklCKXy6HrOjNnzqSlpaVk6wbuvPNOzjrrLP793/+d733ve1Nmsz0hpqupuyJIiGlO0zQ+97nPcdBBB3HllVfyxhtv8PWvf32f3zg1TaO+vp5YLEYwGMS2bXRdn9ILBAsCgQAzZswo7hqaTCbZvHkzsViMyspKysrKpnxI2xNmwECv0PL98kdsgmV7XzajfIVre7hZD99T6IaW77sfMKZNXX2B4zh0dXWRSCSIRCLFTk3Taf8F13Xp6OjAtm0WLFhQsp/NdV0+//nPc/fdd/Pwww/znve8pyTHFULsm6n/ji7ENHfuuefy8ssvc9FFF7Fy5Uruu+++ktS1FupuBwYGGBkZoampadrUyxZCfFlZGQsWLGBoaIiOjg6i0SizZs3Cdd3igt3pSjd0QrEAuaRDNmETiJhY4d2/5Puuj5PNt7hUSmEGDAIRY1rV1SulyGQyDA8PU1tbi2EYBAIBFixYMC3LSuLxePH3f968eSX7vR8aGuKKK66go6ODP//5z9IpR4hJZPq8YgsxjS1atIg//elPuK7Lcccdx/r160t27MKM99atW9m6dWuxW8h0EQwGmTFjBosWLSruLNre3s66devo7e2d1gtzNV0jFAtghUzs9K7r8pXKb0iVHbHJjORbXJqh/KLZ4DRbNDswMMC6devYtGlT8bEwDIMZM2ZMu3Bf+PkymQyNjY3MmjWrZKUzq1at4phjjiEUCvHSSy9JuBdikpk+r9pCTHNVVVU88sgjnHfeeRxzzDE89dRTJTmupmlUVVWxcOFCTNNE07RpF/Ih/3MWypBaWlpoaGggk8mwbt06MpkMSqlpG/YDUZNg2Y51+b6nsFNuvsVl0gENguUWkaoggcj0WDRr2zb9/f309/cD+S5MDQ0NLF68mObmZgKBwASPcHyMjIzQ1taG53k0NDRQWVlZspn7ZcuWcfzxx3P55Zfz4IMPTps7f0JMJ1KiI8QUYpomt9xyC+9617t473vfy0033cSnPvWpkrxxW5bFjBkzANiyZQuGYdDY2DgtF8vpuk5FRQUVFRXFcp1cLsf69esJhUKUl5cTi8VKsuHPZGEGDXRDI5twyMUd/Cxkh22sgIUZzO80qxtTf85HKYWmaaTTaTo6OsjlckSjUaqqqgCK/5yuXNelq6uLZDJJY2NjSVt5KqW4+eab+epXv8pPfvITrrrqqpIdWwhRWpo60HrJCTFNvPTSS1xyySWcffbZ/PCHP6SsrKxkx3Ych46ODrLZLM3NzZSXl5fs2JOZ67okk0kSiQSe5zFnzhzS6TSe5xGNRqd03/MC5StSwxmefOJJzr3gHELR4JRfi+D7fvF5SyaTLFiwAN/3SaVSlJeXT8uL1F3p7OzEcRyamppKsmlVQTwe5yMf+QgvvPACDz74IEcddVTJji2EKL2p/24lxAHq+OOP59VXX6W9vZ2jjjqK1157rWTHtiyrWMbS29t7wPSUN02TyspKZs2axZw5cwDI5XJ0dnayatWqYo/9qUzTNYLlFnqYKdvisrBI1nHyawrWrl1Ld3c3uq7T3NyMrutYlkVlZeUBEe4Ls/a+7zNjxgxmz55d0nC/fPlyjjjiCAYHB1m+fLmEeyGmAAn4QkxhTU1NPPXUU1x11VWccMIJ/PjHPy5ZGC/U5he6bnR0dDA4OHjAhP2CqqoqWltbmT9/PpFIpBiIN2zYwObNm+nv7y/W8IvxNTIywubNm1m1ahUbN24knU6jaRrz589n4cKFNDY2HjCtUCF/oTMwMMDatWuxbRvf99F1vWQ/v1KK733ve5xyyil86EMf4rHHHqOhoaEkxxZCjC8p0RFimnjmmWe4+uqrOemkk/jJT35CRUVFSY8fj8fp6urCNE2ampqmVX36WGQyGZLJJKlUinQ6zfz587Esi8HBQcLhMKFQaNLOHjuOw7Jly1i6dGlJZ3pLxfM8MpkM2WyWVCqFaZo0NzczPDyM67pEo1FCodABE+R3pdC7v7GxseRldIODg1x33XUsX76cX/ziF5x44oklPb4QYnzJDL4Q08Tpp5/OX//6V+LxOIcffjivvPJKSY8fi8VYuHAhZWVlbN269YCfsQ6Hw9TV1TFnzhyWLFlCIBDAdV1SqRTt7e2sWrWKtra2YneeZDKJ53kTPexJx/M8kskk/f39dHV1AZBMJtm6dSupVIpoNFrceKqyspLa2lrC4fABG+5d16WnpwelFHV1dSxYsKDk4f6ll17i8MMPx/d9/vrXv0q4F2IKki46Qkwj9fX1LFu2jJtvvplTTz2Vr3/963zmM58pWRgqtBisq6tD0zS6u7sJBAJUVVUdsIEL/raxViAQoKWlBcjPkjuOg6ZpZLNZOjs7cV2XQCBAZWUl9fX1ZLNZlFIEAoFJO9tfKp7nkcvlsG2bXC5HbW0tnuexdu1aLMsiFAoRDodRShGLxUp+B2qqU0oxODhIT08P0WgUz/NKvvu07/t861vf4sYbb+TrX/86//RP/3RA/10LMZXt8Qz+JZdcQjgcZnh4eJdfc/XVV2NZFj09PaTTaf7zP/+TZ599dpdf/+yzz/KBD3xgL4abf9NcvHgx/9//9//t1fftyq233oqmaTz22GO7/Jqf/OQnaJrG/fffD8App5zCZz7zmZKcX4hS03WdL3zhCzz11FN897vf5b3vfS8DAwMlPwdAJBKhr6+PDRs2kMlkSnqOqc6yLCKRCJC/+7F48WIWL15MY2NjsbwpHo+zadMmVq1axerVq4vPUzweJx6Pb7eQdKrIZrOMjIzQ19fH1q1bSafTKKVYs2YNmzdvZnBwEMdx8H0fy7JYvHgxixYtoqWlhfr6ejRNk1C5E11dXQwMDDBr1ixaWlpKHu57e3tZunQpt912G88++2xJJwaEGE933XVX8XVjZx/b5tA5c+bsce4s7HT9i1/8oiTj/OxnP4umaaxevXqXX/PlL38ZTdN49dVXcRyH+fPn893vfndM59vjgH/99deTzWa57777dvrfR0ZGeOCBB7jgggtoaGggnU7z1a9+dYeAv379er73ve/hOM52n3/ppZf46U9/uttx/PCHP2RoaIhPfepTezr0d3TNNdcQDAa54447dvk1d955J3V1dVx44YUA/L//9//44Q9/yJo1a0oyBiHGwwknnMCKFSswDIODDz6Y3/72tyU/x7ZlO1u2bJmWG2SVkmmalJeXF0sq6uvrWbJkCYsXL2b27NnFVqfpdJre3l42bdrEmjVrGBkZAWDTpk1s2rSJrVu30tPTUwz/iUSCVCpFJpMhl8uhlCp+7C2lFJ7nFcuJHMchlUqRSCQYHh4mlUoB+RrtTZs2sX79elatWkVfXx+QD4p9fX1ks1ksy8Iw8p16Fi1axJIlS5g3bx4zZ87EsqztNh8TO7Jte9zLcQB+/etfc8ghhxCLxVixYgVHH310yc8hxHi78847eemll3b4OOKII8Z0vK9+9as0NTVxxRVXlGR8119/PcAu86bv+9x9990cdthhHHHEEViWxVe+8hVuvPHGMU3S7fEr63nnnUdTUxN33HEHH//4x3f47z//+c/JZDLFH2BXqqur6e7u5vjjj+eMM86gs7OTK6+8sjjj/05c1+Vb3/oW1113HdFodE+H/o5qamp473vfy4MPPsjAwECx1rNg9erVvPTSS9xwww3FxWinnnoqixYt4pZbbuF//ud/SjIOIcZDdXU1999/Pz/72c/4wAc+wAUXXMCtt95KdXV1yc6xbdmOruv09PTg+z51dXUS3vaQaZrbPVaFDceA7S6aampqsG0b13VxXbcY4ru7u/F9v/ixaNEiPM9j3bp16Lpe7KyyaNEiUqkUW7duZfbs2bS1tREIBJg3bx7Dw8N0dnYWzxeNRpk7dy4jIyMMDAwUjxOLxYhGo1iWRSwWK469sCPs7Nmzd/ozTvcSpFJyXZfe3l6GhoaoqKhAKTUui6H7+/v5xCc+wVNPPcUPfvADrrzySpm1F1PWIYccUrIWroODg9x222185zvfKdnfxCGHHMIxxxzDz372M77xjW/s8P74xBNPsHXrVr74xS8WP3fVVVfxuc99jttuu41//dd/3bsTqr3wpS99SQHq9ddf3+G/HXPMMaqxsVG5rqs2btyogB0+rr322uLXr1u3Ts2cOVNpmqZ+/OMf79H5f/Ob3yhAvfnmm9t9/j/+4z8UoF577TX193//9yoWi6mqqir12c9+VjmOo1avXq3OOeccVVZWplpaWtQ3v/nN7b7/8ccfV4D63ve+t8M5v/CFL+z0nN/85jdVNBpV8Xh8j8YuxETbunWrOv/889WMGTPUQw89NG7nSafTauPGjerNN99UPT09yvO8cTuX2DXf91Uul1OZTEalUimVSqWUUkq5rquGh4fVY489poaHh1U6nVZKKeU4jspkMiqXyynHcZTv+xM5/ANaW1ub2rRpk8pkMuN2jl//+teqrq5OXXLJJaq7u3vcziPEeLvzzjsVoF555ZXdfm1LS8t2WXRXbrnlFmVZlhoaGtru89dee62KRqNq1apV6uyzz1aRSETNmDFD3XTTTUoppV566SV14oknqkgkohYuXKjuuuuu7b7/tttuU8BO34Mvv/xyFQwG1eDg4Haf/9jHPqZaWlr2+jV5rwL+unXrlKZp6jOf+cx2n3/zzTcVoP7lX/5FKaVUNptVjz32mALU9ddfr1566SX10ksvqfXr16uhoSH17//+7+qoo45SX/jCF9RZZ52lLr/8cnXRRRep5cuXv+P5r7vuOlVfX7/D5wsBf9GiRer//b//p5588sliMP/kJz+pFi9erL73ve+pJ598Un3wgx9UgPrNb35T/H7P81RLS4s67LDDtjuu67qqsbFRHXfccTuc8+WXX97lkyTEZOX7vrrzzjtVRUWFuuaaa9TAwMC4nSuZTKoNGzYo27aV53kS9CcR27bVgw8+qGzbnuihCJV/D+rr61Pt7e1Kqfx7z3jp6+tTV1xxhaqurlb33nuvXMiJKa8Q8P/0pz8px3G2+3j739KeBvz3vOc96phjjtnh89dee60KBAJqyZIl6tZbb90uV37pS19Sra2t6vbbb1ePP/64uuCCCxSg/vKXvxS/Px6Pq0gkoi6++OLtjjs4OKiCwaC68sordzjnL3/5y11Orr+TvQr4Sil16qmnqtra2u3eGG644QYFqLVr1xY/19fXpwD1H//xH9t9/9q1a9Wtt96qbNtWzzzzTPGBfvHFF3e40nm7JUuWqHPPPXeHzxcC/i233LLd5w877DAFqPvvv7/4OcdxVF1dnbr00kt3eoxXX321+LmHH35YAeonP/nJDue0bVtpmqa++MUvvuOYhZiMtm7dqpYuXaoaGxv3y0Vqf3+/WrNmjRoaGpJAMQlIwJ8cfN9Xg4ODavXq1Wrt2rVqZGRkXM/3m9/8RtXX16v3vve9qqura1zPJcT+Ugj4O/swDGO7r93TgB+JRNQ//uM/7vD5a6+9dodJ4kKufHuGHBgYUIZhqM997nM7HMOyLNXT01P83Pe//30FqCeffHKHc65bt04B6kc/+tFux72tve6Df/3119Pf389DDz0E5GsF77nnHk4++WQWLly42+9fuHAhn/70p3eoJzz++OO59tpr3/F7Ozs7qa+v3+V/v+CCC7b79yVLlqBpGuedd17xc6ZpsmDBAjZv3rzd137wgx9E1/XtFj/ceeedRKPRnS6wKGyD3tHR8Y5jFmIyam5u5pFHHuEb3/gG//AP/8C1117L0NDQuJ2vurqauro6uru7aWtrI51Oj9u5hJjs1OhCZqUUw8PD1NfXs2DBAmKx2Licb2BggKuuuooPfehDfPvb3+aBBx7Ybp2HENPB3XffzSuvvLLdx8svv7zXxxkeHiadTu8yb2qaxtKlS4v/XsiVjY2NHH744cXPV1dXU19fv0PevP7663Ech5/97GfFz9155520tLRwxhln7HC+wjj2Nm/udcD/+7//eyoqKrjzzjsBWLZsGT09PbtdXLszp512Gnfdddcef30mkyEUCu3yv7994WAgECASiezwPYFAgGw2u93nCg/sfffdRy6Xo7+/n0ceeYTLLrtsl10LQqGQtAYUU5amaXzgAx9g5cqV9PX1cdBBB3HfffeNS0tGTdOoqqqitbWVqqoqDMNAKcXQ0JB03hEHDN/3GRgYYO3atfT29qLrOnPnzh23fSSUUtx9990cdNBBpNNp3nzzTa6++mpZSCumpSVLlnDUUUdt93HkkUfu9XEKuW5XeXNXuXJnzSt2ljdPPvlkWltbizn69ddf59VXX+WDH/zgTv82C+fa27y51wE/HA5z1VVX8dhjj9HV1cUdd9xBeXk5l1122d4eaq/V1tYyODg4bse//vrrGRwc5Le//S333HMPtm2/44XL0NAQtbW14zYeIfaHmTNn8uijj3LzzTdzww03cPrpp/Pmm2+Oy7l0XaempoZgMIjjOPT397N27Vr6+/tll1cxraXTadauXcvQ0BANDQ3jPoP+2muvcfLJJ/PlL3+ZH/zgBzz44IM0NjaO6zmFmA4K3RTHM29ed911vPnmm/z5z3/mjjvuQNf1XfbnL4xjb/PmXgd8yAdhz/P41re+xbJly7jyyiuLG7oUBINBYO+vON7J4sWLaWtrK9nx3u7iiy+mpqaGO+64gzvvvJPW1lZOOumknX5tZ2cn2WyWgw46aNzGI8T+omkaV199NWvWrOHII4/kqKOO4oYbbiAej4/bOQOBAAsWLKCpqYmRkZHi7cfxuIMgxERwXbe4X0EwGKS5uZn58+dTWVk5brPow8PDfPrTn+a4447jpJNOYtWqVVx22WUyay/EHiq0Dh7PvHnttddimia33XYb9957L2eccUZxF/S327BhA8Be580xNak+6qijOPTQQ/nud7+LUmqns9zl5eW0tLTw29/+ljPOOIPq6mpqa2uZM2fOWE4J5Et6brzxRtLp9A4XFKUQDAa5+uqr+f73v49S6h13y/3Tn/4EwOmnn17ycQgxUWKxGLfccgsf/OAH+eQnP8nixYu5+eabueqqq8YlIGiaRiwWo7y8HN/3UUqxceNGwuEwNTU1xd7qQkwltm3T39/P0NAQ0Wi0uGvveGxSVeD7Pj/72c/4whe+wKGHHsqKFStYvHjxuJ1PiMlm5cqVuK67w+fnz59PXV3dXh3rtNNO43e/+12phraDGTNmsHTpUu68885d5uiCP/3pTxiGwSmnnLJX5xjTDD7kZ/GVUhx00EEce+yxO/2a22+/nUgkwkUXXcTRRx+9242sdud973sfnufx6KOP7tNx3knh5zIMg/e///27/LoHH3yQd73rXbzrXe8at7EIMVEOOeQQnnnmGW655Rb++Z//mdNPP52VK1eO2/k0TSvueDpjxgwcx2HdunVs2bJFSnfElKCUwrZtIH9L3XVd5s2bx5w5c4p3tMfLX//6V04++WT+7d/+jf/+7//miSeekHAvDjgf/OAHOf7443f4GMsu7ldffTVdXV288sor4zDSvELerK6u5uKLL97l1z344IMsXbqUysrKvTq+pqbY/fALL7wQ13XH9cpqd+LxOE1NTXznO9/hwx/+8ISNQ4j9IR6Pc+ONN/Lf//3ffOxjH+M///M/x63bx7Zs2yYej1NTU0MmkyGTyVBZWSk7opaA4zgsW7aMpUuXjssOqQcSz/MYHh5mYGAATdNYsGABwH4piRkeHubf//3fuf322/mnf/on/u3f/q1ku7wLcaA79NBDOfHEE/nRj340YWNoa2tj4cKFPP7445x11ll79b1jnsGfKDfddBNPPfXUuF5V7c53vvMdZs+ezQc/+MEJG4MQ+0ssFuPmm2/mL3/5CytWrGDBggV8//vfJ5fLjet5A4EAtbW1aJqG7/sMDQ2xZs2a4voXISZSodXlmjVrGB4epq6ujvnz56Np2riH+2w2y7e//W0WLFjAmjVrWLFiBTfddJOEeyFK6L/+67+466672Lp164SN4Wtf+xpnnHHGXod7mIIB/5BDDuHOO++ku7t7wsYQi8W46667MM0xLWEQYko6+OCD+f3vf8/tt9/ObbfdxuLFi7nnnnv2S5vLsrIy5s+fz5w5c1BKFQN+IpGQNptiv/E8j8HBQdra2hgaGsIwDBYsWMD8+fOpqqpC18f3LdXzvGIDiLvvvpuf/exnPP744yxatGhczyvEgejcc8/lW9/6Fhs3bpyQ87uuy/z58/nv//7vMX3/lCvREUJMPM/zuOeee/jKV75CZWUlN910E+edd95+7dTh+z4bNmzAtm3Ky8uprKykrKxMuoXsASnR2XuDg4N0dXURDAaprq6moqJiv5WLKaV46KGH+Nd//VcymQxf+9rXuPLKK8f9gkIIMXXJq4MQYq8ZhsG1117LmjVr+MAHPsD73/9+TjvtNF566aX9NgZd15k/fz5z587Fsix6enqAfO1+Op2WdptizJRSpNNpOjs7aWtrQylFNBpl/vz5LFiwgOrq6v0W7p9//nlOOukkPvKRj/Cxj32M1atX8773vU/CvRDiHckrhBBizEKhEJ/97GfZsGEDp556KmeddRYXX3wxb7311n45v6ZphMNhZsyYwYIFC9A0jXQ6zaZNm1i3bh29vb3FziZC7E6hrn7dunVs2rQJpVRxQ6pgMPiOO6mX2htvvMEFF1zA+eefzznnnENbWxuf/OQnpXWsEGKPSMAXQuyzWCzGjTfeSFtbGzNnzuTII4/k2muvZdWqVft9LJWVlSxevJiGhgYymUxxs654PD7uC4PF1KKUIpfL0dfXR1tbG/F4HMMwaGpqYvHixTQ3NxONRvdr2dfKlSu5+uqrOeaYY1i4cCFtbW185StfoaysbL+NQQgx9UnAF0KUTENDAz/4wQ9YuXIlgUCAww8/nEsvvXS/d73SdZ2KigpaWlqora1FKcXw8DDr169n7dq1dHd373RDFDH9KaVwHAeArq4u1q9fTzqdpqqqqhiiy8rK9nsJzEsvvVTcMyYWi7Fq1Sq+853v7PUGPUIIARLwhRDjYP78+fzkJz+hra2NuXPncvrpp3PmmWfy9NNPT0htvKZpzJ49uziz77ouuq6Ty+XYunUrIyMjsqHWNOZ5HiMjI7S3t7N69Wo6OjoAqKurY8mSJbS0tOzXuvoCpRSPP/44p512Gueccw5Llixhw4YN/OhHP9qnXd+FEEICvhBi3DQ3N3PLLbewefNmTjrpJC677DKOO+44HnzwwQlpb2kYBhUVFcycORNd19E0DdM06e3t3S74eZ4ni3SnMKUUmUyGgYGBYhlOb28vlmXR0tJCS0sLAJZlTchiVc/z+L//+z+OOuoorrnmGs4880w2b97MN7/5TRobG/f7eIQQ04+0yRRC7DfJZJL/+Z//4ZZbbqGyspIvfvGLXHXVVZOiVWMul8N1XaLRKJ2dnYyMjBCJRIhGo8RisWm1uHG6tclUSqGUQtM02tvbSSaTAESjUZqbmyfNniW2bXPPPffwzW9+k0wmwz//8z9z/fXXywZVQoiSk4AvhNjvcrkcd999N//1X/9FLpfj4x//OB/60Ieora2d6KEBf5sBTqVSpFIpKioqqKqqoru7G8uyiEajBIPBKdtzfzoE/Gw2SzKZLD5HjY2NVFVVMTQ0RDAYJBwOT5rnp7e3l5/85Cf86Ec/oqysjH/5l3/hfe9737S6aBRCTC4S8IUQE8bzPH7729/y/e9/nz/96U9cddVVfPKTn+SII46Y6KHtVH9/P8lkknQ6DeTXGgQCAeLxOKFQiEAgMGlC5TuZSgFfKYVt22QyGbLZLJZlUVNTQ1dXF7lcjmg0SjQanVSBvuCVV17h+9//Pr/61a84+eST+eQnP8kFF1yw32v9hRAHnslx31IIcUAyDINLL72USy+9lJUrV/KDH/yAk08+mcMOO4yPfexj/P3f//1+7T2+O7W1tcWuPIWw6boufX195HI5NE0jEonQ0tKC7/u4rjtlQv9ksG2Y9zyPmpoahoaG6OrqIhQKEQqFiEQiAJO2Vj2TyfCrX/2KH/7wh7z11ltce+21rFixgiVLlkz00IQQBxCZwRdCTCrDw8Pcdddd/PjHP6avr48PfOADfOQjH2HRokUTPbR35Ps+uVwO27apqKggHo/T3t6OpmkEg0HKy8upr6/Htm183ycQCEzYbqQTPYO/7WOVy+Woq6sjl8uxYcMGlFLFIN/Y2FhcjD3Zd25dtWoVt912Gz/96U9pbm7mox/9KNdeey2xWGyihyaEOABJwBdCTEpKKZ577jl+/OMfc//993PiiSdy3XXXcfHFF0+ZTX8KQbYwu19RUUF/fz+9vb34vl8sN6mtrSWZTBY/Z5ompmmO28z//gr4mUwGx3GwbRvbtqmpqcGyLN566y10XScYDBIIBGhqakLTNHK5HKFQaMrc8UgkEjzwwAPcfvvtvPzyy1x22WV89KMf5cQTT5wyP4MQYnqSgC+EmPR6e3u56667uPvuu9m4cSOXXHIJV199NWedddak6ZCyN5RSuK6LbdsYhkEoFKKnp4d4PI7runieR1NTE9XV1bS3t+P7fjH0V1VVEQgESKfTaJqGrusYhoFhGHscKvcm4BfeIjRNw3VdHMfB9308z8OyLMLhcHFtguu6uK5LfX091dXVbNy4Edd1i0G+urqaQCCA67p7Nd7JxHEcHn/8ce69915++9vf0trayvvf/36uvfZaampqJnp4QggBSMAXQkwhSilef/117r33Xu677z4cx+GKK67gmmuu4eijj56SgXFnti1LSSQS2LZdDNd1dXUEAgHWrl1bDNoAra2taJrGunXriqFf13XmzZuHbdt0dXUB+aCuaRorVqzgtNNOY2hoCMg/tsFgkKamJoaGhujp6cH3fXzfJxaLMXv2bLq7uxkaGioev6qqipqaGkZGRnBdt3j3IRgMTquFpEop/vSnP3HPPffwq1/9inA4zNVXX83VV1/NIYccMtHDE0KIHUjAF0JMSZ7n8Yc//IF7772XX//61zQ0NBRD14IFCyZ6ePvNtj3gId+CtBD8fd+noqIC13WJx+Pbff0f//hHzjzzTHK5HJAP/oZhEIvFcBwHx3HQdX27OwQHmjVr1nDvvfdy7733Mjg4yGWXXcY111zDSSedNOnXBAghDmwS8IUQU14mk+HRRx/lnnvu4Xe/+x2HH344l1xyCRdddBGLFy+eNjP7pTLRi2wnK6UUb775Jg899BAPPPAAb7zxBueffz7XXHMNS5cuJRgMTvQQhRBij0jAF0JMK4ODg9x///089NBDPPnkkzQ3N3PRRRdx0UUXceKJJ0qgRQL+thzH4bnnnuOhhx7i4Ycfpru7m7PPPpuLLrqISy65hKqqqokeohBC7DUJ+EKIaSudTvPUU0/x8MMP8/DDD5PL5Vi6dCkXXXQR5557LhUVFRM9xAlxoAf8oaEhfve73/HQQw/x2GOPEYlEuPDCC7nooot4z3veQzgcnughCiHEPpGAL4Q4IPi+zyuvvMLDDz/MQw89xKpVqzj11FO54IILeM973sMhhxxywNRVH2gB3/d9Xn/9dZ5++mkeeeQRXnjhBQ455JBiqD/iiCMOmOdeCHFgkIAvhDggbdq0iYcffphly5bx/PPPEwwGOfXUUznttNM47bTTpnXgn+4BvxDon332WZ599lmee+45XNfl5JNPZunSpVx44YXMnj17oocphBDjRgK+EOKA5zgOr776Ks888wzPPvssL7zwAqFQaLvAf/DBB0+bwD/dAv47BfrC83f44YdPyT0ThBBiLCTgCyHE2ziOw/Lly4uBsRD4Tz75ZI466iiOPPJIjjzySOrq6iZ6qGMy1QN+T08Py5cv59VXX+WVV17h+eefx3Gc7QL9EUccIYFeCHHAkoAvhBC7UQj8zz33HMuXL2f58uW0tbUxa9asYtgvfNTX10/0cHdrKgX87u7u4mNe+Ojo6GDhwoXFx/yUU06RQC+EENuQgC+EEGMwPDzMihUrtgue69ato7m5mSOPPJIjjjiCJUuW0NraysKFC4lGoxM95KLJGPCTySTr1q1jzZo1rF69mldffZXly5fT1dVFa2tr8TE98sgjOfzwww/YDkhCCLEnJOALIUSJjIyMFEP/ihUrWLt2LWvWrCEej9Pc3Exra+sOH3Pnzt3vIXuiAr5t22zcuJG1a9fu8NHZ2UllZSWtra0sWrSIww8/nCOPPJLDDjuMWCy238YohBDTgQR8IYQYR0op+vr6dhpq169fj+u6zJ07l1mzZtHY2EhTUxONjY3bfTQ1NVFeXl6yMZU64CulSCQSdHV10dnZSVdXV/Gj8O/t7e1s2rQJy7JYuHDhdhc5hX+vra2VXYeFEKIEJOALIcQE8TyPrVu3snbtWjo6OnYZjnO5HNFotBj4a2pqKC8vp7y8nLKysnf8ZyQSwTAMdF0vfniex+9//3tOO+00DMPA931838fzPNLpNIlEgmQySSKR2O7/v/2fAwMDxTGm02lCodB2FyXb/v/CHYyZM2dOm25EQggxWUnAF0KISUwpxfDw8Hbhf3BwcKeBe2efS6fTxQBf+NjWtsFf13UikcguLx7e/rnq6urtgnxlZaXMwAshxCQgAV8IIQ4wvu+jaZqEcSGEmKYk4AshhBBCCDGNSCGkEEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4AshhBBCCDGNSMAXQgghhBBiGpGAL4QQQgghxDQiAV8IIYQQQohpRAK+EEIIIYQQ04gEfCGEEEIIIaYRCfhCCCGEEEJMIxLwhRBCCCGEmEYk4Iv/v737C626/uM4/jrNzZxFtWQ1CaT8U0hJmtRFKYJEbUU0KWwM2ty57KrLCoJCKLQLCSLWxVapqzszyj8FdRUMw130DyGsBMOM/qyb1Dbb70Lc7+dvZ+pvTc6Pj4/H3c7nc76fN+fqyZdzvgMAoCACHwAACiLwAQCgIAIfAAAKIvABAKAgAh8AAAoi8AEAoCACHwAACiLwAQCgIAIfAAAKIvABAKAgAh8AAAoi8AEAoCACHwAACiLwAQCgIAIfAAAKIvABAKAgAh8AAAoi8AEAoCACHwAACiLwAQCgIAIfAAAKIvABAKAgAh8AAAoi8AEAoCACHwAACiLwAQCgIAIfAAAKIvABAKAgAh8AAAoi8AEAoCACHwAACiLwAQCgIAIfAAAKIvABAKAgAh8AAAoi8AEAoCACHwAACiLwAQCgIAIfAAAKIvABAKAgAh8AAAoi8AEAoCACHwAACiLwAQCgIAIfAAAKIvABAKAgAh8AAAoi8AEAoCACHwAACiLwAQCgIAIfAAAKIvABAKAgAh8AAAoi8AEAoCACHwAACiLwAQCgIAIfoA46Ozszb968jI6OTrunu7s7jY2NOX78+IzPGR0dzYIFC/Luu+/O+Br/6emnn06lUsmhQ4em3fPcc8+lUqlkZGQkY2NjWbx4cbZt2zYr5wNwYQIfoA6q1WpOnjyZoaGhmut//PFHdu3alYcffjg33HDDjM954YUXsnDhwmzcuHHG1/hP1Wo1STIwMFBz/e+//87bb7+dO++8M6tWrUpjY2Oef/75vPjii/n1119nZQYAzk/gA9RBe3t7Fi5cOG0ov/POOzlx4sRkUNdy+vTpnDp1atr13377Lf39/XnqqadSqVT+8cxJcvvtt+fuu+/O9u3bMz4+PmX9o48+ytGjR8+Zu6urK5VKJf39/bMyAwDnJ/AB6qChoSE9PT05ePBgvvzyyynrg4ODaWtrS3t7e5Lkhx9+SKVSyZYtW7J58+bcfPPNmTt3bj799NNpz3jzzTczPj4+5e59b29vrrrqqhw6dCgPPPBA5s+fn7a2trz88stJkuHh4dx3332ZP39+li1blrfeeuuc91er1fz000/Zu3dvzbnnzp2b7u7uydeampqycePGvPHGG5mYmLj4DwmAGRH4AHXS19eXSqUy5S7+N998kwMHDqSnpycNDQ3nrL366qv55JNP8sorr2Tv3r257bbbpr3+hx9+mJUrV+baa6+dsjY2NpYNGzbkoYceyu7du9Pe3p5nnnkmzz77bHp6etLX15ddu3bl1ltvTW9vbw4ePDj53q6urjQ3N0+Z+/fff8/u3bvT2dmZ66677py1devW5ciRI/nqq68u9uMBYIbm1HsAgMvVkiVLsnbt2uzYsSNbtmxJY2Njkn9/v72vr2/Ke6688srs379/cu/5DA8P58knn6y59tdff2Xz5s3ZsGFDkjMB/sEHH+Sll17KyMhIVq5cmSRZvXp1WltbMzQ0lLvuuitJcvXVV+fxxx/P0NBQfv7557S2tiZJdu7cmVOnTtX8WtGqVauSJJ999lnuuOOOC84OwMy5gw9QR9VqNb/88kvef//9JMn4+Hh27NiRNWvWZOnSpVP2P/LIIxcV96Ojo/nzzz8n4/u/VSqVdHR0TP49Z86cLFmyJG1tbZNxnyQtLS1pbW3NkSNHpsw9NjaW7du3T742ODiYRYsWZf369VPOOzvHjz/+eMHZAfhnBD5AHT322GO55pprMjg4mCTZs2dPjh8/Pu2Pa9va2i7quidOnEhy5o5/Lc3NzVPWmpqa0tLSMmVvU1NTTp48ec5ra9asybJlyybn/uKLLzIyMpJNmzbV/EHv2bPOzgXApSPwAepo3rx56erqyr59+3Ls2LEMDAxMfgWmlot9Gs7111+f5MyTdC6Vvr6+fP311zlw4EAGBgZyxRVXpLe3t+bes3MsWLDgks0DwBkCH6DOqtVqTp8+na1bt2bPnj154okn0tzc/I+u2dTUlFtuuSWHDx+epSmn6unpyZw5c9Lf35+dO3dm/fr1WbRoUc293333XZJk+fLll2weAM7wI1uAOlu9enVWrFiRbdu2ZWJi4rzPvv9frFu3ruajLGfLjTfemI6OjgwODl5w7uHh4TQ0NGTt2rWXbB4AznAHH+D/QLVazcTERJYvX5577rlnVq7Z3d2dY8eO5fPPP5+V69Vydu6WlpY8+uij0+5777330tHRUfORnQDMrsqE/zoCUKwVK1bk3nvvzeuvv163GQ4fPpylS5dm//79uf/+++s2B8DlQuADFGzfvn3p7OzMt99+m5tuuqkuM2zatClHjx7Nxx9/XJfzAS43vqIDULAHH3wwW7duzffff1+X88fHx7N48eK89tprdTkf4HLkDj4AABTEHXwAACiIwAcAgIIIfAAAKIjABwCAggh8AAAoiMAHAICCCHwAACiIwAcAgIL8C0NDvNgr92P5AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "m1-ago\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols = cols_bio\n", + "save_dtype = 'biophys'\n", + "ei_type = 'inh'\n", + "ei_lab = 0.0\n", + "adj_rand_score_inh_bio = {}\n", + "adj_MI_inh_bio = {}\n", + "for cond in ['d1','d2','m1-ago']:\n", + " print(cond)\n", + " df_acsf,df_drug = return_acsf_and_drug(df_above_threshold[df_above_threshold.ei_labels==ei_lab],cond=[cond],joint=False)\n", + " common_exps = set(df_acsf.exp_name) & set(df_drug.exp_name)\n", + " df_acsf = df_acsf.drop_duplicates('exp_name')\n", + " df_acsf = df_acsf[df_acsf.exp_name.isin(common_exps)]\n", + " df_drug = df_drug.drop_duplicates('exp_name')\n", + " df_drug = df_drug[df_drug.exp_name.isin(common_exps)]\n", + "\n", + " data_acsf = normalize(np.vstack(df_acsf[cols].to_numpy()),axis=0)\n", + " data_drug = normalize(np.vstack(df_drug[cols].to_numpy()),axis=0)\n", + " lables_sta_acsf,mapper,reducer = plot_UMAP_clusters_single(data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = False,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " lables_sta_diff,mapper,reducer = plot_UMAP_clusters_single((data_drug-data_acsf)/data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = False,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + "\n", + "\n", + " adj_rand_score_inh_bio[cond] = adjusted_rand_score(lables_sta_acsf,lables_sta_diff)\n", + " adj_MI_inh_bio[cond] = adjusted_mutual_info_score(lables_sta_acsf,lables_sta_diff)\n", + " \n", + "\n", + "\n", + " plot_radar((df_acsf[cols].reset_index(drop=True) - df_drug[cols].reset_index(drop=True))/df_acsf[cols].reset_index(drop=True),\n", + " cols,\n", + " lables_sta_diff,\n", + " logscale=False,\n", + " lims=(-1,7e-1),\n", + " palette=coherence_colors,\n", + " save=True,\n", + " savepath=savepath+cond+'/' +save_dtype+'/'+'polar_plot_diff_'+ei_type+'.pdf'\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Excitatory" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "m1-ago\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols = cols_bio\n", + "save_dtype = 'biophys'\n", + "ei_type = 'exc'\n", + "ei_lab = 1.0\n", + "adj_rand_score_exc_bio = {}\n", + "adj_MI_exc_bio = {}\n", + "for cond in ['d1','d2','m1-ago']:\n", + " print(cond)\n", + " df_acsf,df_drug = return_acsf_and_drug(df_above_threshold[df_above_threshold.ei_labels==ei_lab],cond=[cond],joint=False)\n", + " common_exps = set(df_acsf.exp_name) & set(df_drug.exp_name)\n", + " df_acsf = df_acsf.drop_duplicates('exp_name')\n", + " df_acsf = df_acsf[df_acsf.exp_name.isin(common_exps)]\n", + " df_drug = df_drug.drop_duplicates('exp_name')\n", + " df_drug = df_drug[df_drug.exp_name.isin(common_exps)]\n", + "\n", + " data_acsf = normalize(np.vstack(df_acsf[cols].to_numpy()),axis=0)\n", + " data_drug = normalize(np.vstack(df_drug[cols].to_numpy()),axis=0)\n", + " lables_sta_acsf,mapper,reducer = plot_UMAP_clusters_single(data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = True,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " lables_sta_diff,mapper,reducer = plot_UMAP_clusters_single((data_drug-data_acsf)/data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = True,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " adj_rand_score_exc_bio[cond] = adjusted_rand_score(lables_sta_acsf,lables_sta_diff)\n", + " adj_MI_exc_bio[cond] = adjusted_mutual_info_score(lables_sta_acsf,lables_sta_diff)\n", + " \n", + "\n", + " plot_radar((df_acsf[cols].reset_index(drop=True) - df_drug[cols].reset_index(drop=True))/df_acsf[cols].reset_index(drop=True),\n", + " cols,\n", + " lables_sta_diff,\n", + " logscale=False,\n", + " lims=(-1,7e-1),\n", + " palette=coherence_colors,\n", + " save=True,\n", + " savepath=savepath+cond+'/' +save_dtype+'/'+'polar_plot_diff_'+ei_type+'.pdf'\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adaptation " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inhibitory" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAJ8CAYAAABunRBBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAABEE0lEQVR4nO3deXxcZaH/8e9ZZiYzafY0TdKmdC+0pYtQtiKyFgqCCAjqVVxw4SL8FAS96MXtXvcN/F1BROXqvT+UTQRUNlkVKJRiKZS2QOlG0zVtkzTLLOec3x8hpWsy085klufzfr14QTvPaZ68aDKfPOec51hBEAQCAACAMex8TwAAAABDiwAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADOOmM8j3fbW2tqqiokKWZeV6TgAAAMhQEATq7OxUc3OzbHvgNb60ArC1tVUtLS1ZmRwAAAByZ+3atRo1atSAY9IKwIqKip1/YGVl5cHPDAAAAFnV0dGhlpaWnd02kLQCsP+0b2VlJQEIAABQwNK5XI+bQAAAAAxDAAIAABiGAAQAADBMWtcAAgAAFAPP85RMJvM9jZwIhUJyHCcrfxYBCAAAil4QBNqwYYO2b9+e76nkVHV1tRobGw96X2YCEAAAFL3++GtoaFAsFiu5B1cEQaDu7m5t2rRJktTU1HRQfx4BCAAAiprneTvjr66uLt/TyZloNCpJ2rRpkxoaGg7qdDA3gQAAgKLWf81fLBbL80xyr/9zPNjrHAlAAABQEkrttO++ZOtzJAABAAAMQwACAADsYdWqVbIsS4sWLcr3VHKCAAQAADAMAQgAAGAYAhAAABjL9319//vf14QJExSJRDR69Gh9+9vf3muc53m65JJLNHbsWEWjUU2ePFk33HDDbmOeeOIJHXXUUSovL1d1dbXmzJmj1atXS5JeeuklnXTSSaqoqFBlZaWOOOIIvfDCC0PyOe4L+wACAABjXXvttbrlllv005/+VMcff7zWr1+vZcuW7TXO932NGjVKd9xxh+rr6/XMM8/oM5/5jJqamnThhRcqlUrp3HPP1ac//Wn9/ve/VyKR0PPPP7/zrt1/+Zd/0axZs3TTTTfJcRwtWrRIoVBoqD/dnQhAAABgpM7OTt1www36r//6L33sYx+TJI0fP17HH3+8Vq1atdvYUCikb37zmzt/PXbsWD3zzDO64447dOGFF6qjo0Pt7e1673vfq/Hjx0uSDjvssJ3j16xZo2uuuUaHHnqoJGnixIk5/uwGxilgAABgpKVLlyoej+uUU05Ja/wvfvELHXnkkRo+fLiGDRumW265RWvWrJEk1dbW6uMf/7hOP/10nX322brhhhu0fv36ncdeddVV+tSnPqVTTz1V3/ve97RixYqcfE7pIgABAICR+h+tlo477rhDV155pT75yU/q4Ycf1qJFi/SJT3xCiURi55hbb71Vzz77rI477jjdfvvtmjRpkubPny9J+sY3vqElS5borLPO0mOPPaYpU6bonnvuyfrnlC4CEChhQRAokfC1Y0dK/1zUruee26Y3VnTJ8/p+HwBMNnHiREWjUT366KODjv373/+u4447TpdddplmzZqlCRMm7HMVb9asWbr22mv1zDPPaNq0abrtttt2vjZp0iRdeeWVevjhh3Xeeefp1ltvzernkwmuAQRKVCLha0tbQnff3ap/LmqX573zWl1dSKeeMlxzTxsu1+XnQABmKisr05e//GV96UtfUjgc1pw5c7R582YtWbJkr9PCEyZM0O9+9zs99NBDGjt2rP7nf/5HCxYs0NixYyVJK1eu1C9/+Uudc845am5u1vLly/Xaa6/p4osvVk9Pj6655hpdcMEFGjt2rN566y0tWLBA559/fj4+bUkEIFCSEglfb77ZpR//dIUSiWCv19vakrr9jlYtWdKpK78wjggEYKzrrrtOruvqa1/7mlpbW9XU1KRLL710r3GXXnqpFi1apIsuukiWZelDH/qQLrvsMj3wwAOSpFgspmXLlum3v/2t2tra1NTUpMsvv1yf/exnlUql1NbWposvvlgbN25UfX29zjvvvN1uKhlqVhAEe7877KGjo0NVVVVqb29XZWXlUMwLwEHo6Ejqmi+/qt7ewU/znnxSvT54UbMiEWcIZgYA2dfb26uVK1dq7NixKisry/d0cmqgzzWTXuPHfqDEJBK+Hn5kc1rxJ0l//0ebBv8xEABQSghAoMS4rqUnn2pLe3wyGeipv7cpleKmEAAwBQEIlJjeXk8dHamMjlm7tkepFMuAAGAKAhAAAMAwBCBQYsrKHFVWZnaDf0tLVK5r5WhGAIBCQwACJSaVCvSeE+rSHh8KWTrh3XVsBQMABuE7PlBiwmFbc08brrKy9L683318nSwW/wDAKAQgUIKiUUdXfn6cwuGBy27a1Ar9y4dHsgcgABiGAARKUChka9y4cn3zG4fqyCOr5ezRd3V1IV10YTNPAQGAPSQSvlIpX0EQKJXyS/a56TwKDihR4bCtpsaIPvvpQ5RItOiNN7qUSPiqqwtrzJiYPC8g/gDgbYmEr2TS16OPbdaCF9rV3e0pFnM0+8gqnXLycIVCtsLh3H3PvPHGG/XDH/5Q69ev19SpU3X99dfr3e9+d84+HgEIlDDLshQOWwqHbc2cWbXba47DhX8AIGln+N1513p53u57oq5Z06M/3btRH7igSaee0heC2Xb77bfrC1/4gm688UbNmTNHN998s+bNm6dXX31Vo0ePzvrHkzgFDAAADJZI+Prbo5v1h9tb94q/fp4X6A+3t+rRRzfn5JTwT37yE11yySX61Kc+pcMOO0zXX3+9WlpadNNNN2X9Y/Ur2AAMeDgpAADIsWTS1513rU9r7B13rVcymd0ATCQSWrhwoebOnbvb78+dO1fPPPNMVj/WrgrmFLDn+QoCacOGuJYu61QqJTU2RjT98EqlUoEikYJtVQAAUIT6V//2t/K3J88L9NhjW3T66Q1Zux5wy5Yt8jxPI0aM2O33R4wYoQ0bNmTlY+xLQQRgIuFr+fIduuuPrVq1qme31yoqXJ10Yp3ed04jF6wDAICssW3phYXtGR2zYOF2zZvXkPW5WHtsyBoEwV6/l015D8BEwtczz27Vf/92rfZ11rezM6X77t+oN1Z064tXsmUFAADIDsex1N3tZXRMd7cn285emNXX18txnL1W+zZt2rTXqmA25b2mNm2K7zf+dvXqq526485WxeOZ/Y8CAADYF88LFItlthF+LObI97N3n0I4HNYRRxyhRx55ZLfff+SRR3Tcccdl7ePsKa8BGI/7+stfNw4af/2efKotq9UNAADM5fvS7COrBh+4i9lHVMvP8o3AV111lX71q1/pN7/5jZYuXaorr7xSa9as0aWXXprdD7SLvJ4CtixpwYLtaY/v7fU1/7ltmnNcLSEIAAAOSjhs65STh+tP925M60YQx7F08sn1Wd8Q+qKLLlJbW5u+9a1vaf369Zo2bZr++te/6pBDDsnqx9lVXlcA29uTSqYyW0Ztbe1VKsNjAAAA9iUUsvWBC5rSGnvhB5pyshG0JF122WVatWqV4vG4Fi5cqBNOOCEnH6df3lcAM2Xb1gEdBwAAsKdw2NappwyXpb59/va1Eug4li68oGnnI+FKQV4DsLo6rFjUUXdP+jd2jBsXk+tSgAAAIDtCIVsnnzxc7353nR57bIsWLNz+zrOAj6jWySfXKxSySyb+pDwHoOf5mnN8rR55ZHNa46sqXc2cUZXTfXEAAIB5wmFb4bCt009v0Lx5DbJtS74fyPeV9Wv+CkFeP6NIxNFZ8xrSfsrHmWeOSHu3bgAAgEyFw7Zc15ZtW3JduyTjTyqAfQDLy11ddeX4QSPw5JPqdeop2b/zBgAAwDR5fxJIOGxr3NiY/vNbh+q++zdo/nPblEy+s8o3cUK5zjijQTOmV/IUEAAAgCzIewBKfRHY0BDRRz/Soo/8yyi1ru+VlwpUWxtWVZUry7LkOFz3BwAAkA0FEYD9+k8DjxtbnueZAAAAlC7OqQIAABimoFYAAQAA8qnHS8mxLLmWrVTgywsCRZ3SyyVWAAEAgPF6vJS2peL6cetiHb34Xo1feLuOXnyvfty6WNtScfV4qZx83Keeekpnn322mpubZVmW/vSnP+Xk4+yp9JIWAAAgA3Hf0883vKqvrF6gZODv8oK0qKtN31r7T33nkNm6ommqIraT1Y/d1dWlGTNm6BOf+ITOP//8rP7ZAyEAAQCAsXq8lH6+4VVds+q5/Y5JBr6uWfWcLEmXNU7J6inhefPmad68eVn789LFKWAAAGCs3sDTV1YvSGvstasXqDfwcjyjoUEAAkAp8Xr7/t3/JuUn3/lvALvp8VL6+folu5/2HUAy8HXj+ldzdj3gUOIUMACUAj8upTqljbdLW/4qpbZLsqWK6dKIC6XqOX2/tvi5H+jnWJbubluV0TF3t63U1SOn52ZCQ4gABIBi58elrY9Jq767x2qfL3Uu6vsnNkma/DPJiUlWdi9iB4qVa9nankpkdMz2VEKhEvhBqvg/AwAwmR+X2p+TVn574FO93a9Jy66Q0jzVBZggFfiqdsMZHVPthtM+ZVzICEAAKGaWK635maRg8LE9r0ttD/ddFwhAXhDo/LoxGR1zft1Y+UEaX29p2rFjhxYtWqRFixZJklauXKlFixZpzZo1WfsY+0IAAkCxCnyp859SYn36x2y8U7Ks3M0JKCJRx9XnmqamfUo3ZNm6rCm728C88MILmjVrlmbNmiVJuuqqqzRr1ix97Wtfy9rH2BeuAQSAYuXHpe3/yOyYntf77hR2h+VmTkCRKbMcfeeQ2QPuA9jve4fMVlmWr6E98cQTFWRxRTFdrAACQDHr3/YlE0FmF70DpSzquLqiaap+NObo/a4EhixbPxpztD7XNLVkngtcGp8FAJjIsqVQTYYHOZJTnpPpAMUqYju6rHGKPjlism5c/6rublup7amEqt2wzq8bq8uapqjMcrL+GLh8IgABoFjZEWn42dL636V/TPVxuZsPUMSijquoXF3VfLiuHjldIctWMvDlB0HJrPrtilPAAFDMQvVSxaz0xzd+WLIy2/YCMEnUcRWxHdmWpYjtlGT8SQQgDlAi4cvzAq14s0v/XNSupcs6lUj4isd55BQwtBxp7HWSWz340OHnSeWHcRcwAE4BIzO+H8jzAj3w4EY9/nibtm1/Zz+xsjJbxx5To/Pe36RozFHI5ecLIOdsp+86wCm/lt64tm/D573GRKQRH5aaPybZoaGfI4CCQwAiI8lkoO9+/3WtXNm912u9vb4ef6JNL77Yrq9+dZLqakNyiUAg9+ywFK6Xptwi9ayUNt0jJTb1/X7FLKn+vZIs4g/ATgQg0pZM+rrxppX7jL9dtXek9L3vv64ffn/qEM0MgKy3v53HJkotV2jnk0Esty8EAWAXLM8gbdvbk1r0UkdaY7duTer5BdvkeUO/uSVgPCcqObG+f4g/IDN+vO9xiUHQ928/nu8Z5QQrgEhLPO7poYc3Z3TMI3/brKNmZ7pHGQAAeeDHJT8hbbpb2vaElNrR98ScmhOlhvP7fpiyI3meZPawAoi0vfVWT8bjXZe7DQEABc5PSBv/KC16r7TuFqn79b5nbHe/3vfrRe/te93P/lN0vvvd72r27NmqqKhQQ0ODzj33XC1fvjzrH2dPBCDSlumjCvPwaEMAADLjx6WNd0tv/ZcUpPY9Jkj1vb7pj1k/Jfzkk0/qc5/7nObPn69HHnlEqVRKc+fOVVdXV1Y/zp44BYy0NTeVadmyHemPby6T5wVyHFYBAQAFyo9L636R3ti3bpLqz8rqqeAHH3xwt1/feuutamho0MKFC3XCCSdk7ePsiRVApCUScTT3tOEZHXPKyfUKWAYEABQqP953and/K397ClI5WQXcVXt7uySptrY2Zx9DIgCRgeHDw5py2LC0xlZWujru2Fr2AQQAFDBb2v5EZodse0K5yqcgCHTVVVfp+OOP17Rp03LyMfrx7oy02balKy4fp+bmsgHHxWKOvnzNBJ42BQAobJbbd7dvJrwdkuXkZDqXX365Fi9erN///vc5+fN3RQAibbZtKRKx9I2vTdLc04YrFtv9C8BxLB1zdI3+45uTNWJEhNU/AMCB83qlwJNSnX2RFviSl+VTr0Gqb6uXTDjD+uaVZVdccYXuu+8+Pf744xo1alTW//w9cRMIMuI4thxHuuD8Jl10YbOWvNqp7dtTisUcTZ1SIde1FA4TfgCAA+THpVSHtOH30pa/Sl5n3++H6qXh50ojzpfssixtcu737fPX/Xr6h9Sc2HdclgRBoCuuuEL33HOPnnjiCY0dOzZrf/ZACEAckEikb/VvxvSqPM8EAFAy/LjUvkBacZ0U7LHnXnKL1PoraePt0uTrpei4g49AOyI1nCe13prejSCW2zc+i3cBf+5zn9Ntt92me++9VxUVFdqwYYMkqaqqStFoNGsfZ08s1QAA4PVKfkqKb5Ti6/tCxOvN96zMEvhS9wppxVf3jr9deZ3S8s9LyW3Z+bh2RBp5aXpjR/1r1h+veNNNN6m9vV0nnniimpqadv5z++23Z/Xj7IkVQACAufpPN67/X6ntwb4L/CXJCku1p0pNH5EijSX1CLCCFaT69tlLZyXO29G3ajf6C5Iz8I2Jg7IjfaeVLWv/H99y++Kv4bysB2C+tksjAAEAZvLj0o4l0utfkvw9HnUZJKS2v0ptD0ljvyLVnkQE5lpyq9T5Yvrjtz7SF4DZYIelhvf3bfK86Y99W714O/pu+Kg58Z3wy3L85RMBCAAwU2Kz9PrVg2zq60krvy2FG6SK6X0rQciNjhcyG+/3Sj1vSMOytF+eHen7p/GDUuOH+7Z6CTxJfknGP9cAAgDM4/VKrb9O84kOvrTuZh5wnmv+AVxzmYsnctgRyQ5Jlt337xKMP4kABAAYyZe2PpH+8B2vSIkNOZsNJEWaMj8mnNkjSvEOAhAAYJ7uFQPfabovnYtyMhW8repoyc1ga7HoeCnSnLv5lDgCEABgnkzjT5L8AzgG6fNTUv3Z6Y8fceFep+XzdUftUMrW50gAAgDME27M/Jiy3D+ey2hOmTTykvRu6qg5Uao7ve8aPUmhUN+/u7u7cze/AtH/OfZ/zgeqqG9nisc9RSKOkklfjmPJ8wI5jiXbtvI9NQBAIQuPkMoPlbqWpTferZUqj8ztnNB3l/Xk/yut/qHU9vDee/LZ0b7tWkZ+Zmf8SZLjOKqurtamTZskSbFYTJZVWi0QBIG6u7u1adMmVVdXy3Gcg/rzijIAEwlf27Yn9eCDm/TMs1vV2+vLsqTJk4bp9NOHa8b0Ktm2Su5/PgAgi0Z8SHrz6+mNbXh/X4xYB/emi0FYdt8m3KO/KLV8Xtp8n9S7WpLVF+z18/pO+9p7r341Nvat6vZHYKmqrq7e+bkeDCtI42RyR0eHqqqq1N7ersrKyoP+oAcjmfT1yCObdcddrfu9I3/8+Ji+dPUEhcM2q4EAgH3zk9LqH0lb/jzwuMqjpIk/2Gd0IMf8xNurgFbf6mAa/w88z1Mymcz93PIgFAoNuPKXSa8V1QpgIuHr6We26vY7Wwcct2JFt37wozf01WsnDdHMAABFxw5Jh1wtlbVIG34vpbbv8XpMGn72289/Jf7ywg5LyuzpG47jHPTpURMUVQA6jqW77h44/vqtWNGtRS+1a+aMKjkOq4AAgH2wQ1LDBX1Pf9j2D6lrqSRfKhsr1Z0qBT7xh5JUNAHoeYEWLNimHTu8tI956KFNmn54JQEIANg/p6zv3zUnSNXHSoEk2+V6P5S0ognAZNLXS4s7Mjpm+WtdXAMIAEiPZUtWaT72C9hTUe0DmEj4GR/jeaW/KSQAAEAmiicALamqKrPrMMJhW6EQK4AAAAC7KpoALIs4es976jI65thjag5o1RAAAKCUFU0AStKokVGNHh1Ne/wZZzQoEuEiXgAAgF0VVQAGgXT5ZWMUiw4ede8/t1HD6zPbOwgAAMAERRWArmuptjasb3x9kka37HslMBZ19JF/GamzzhyhUKioPj0AAIAhUTTbwPQLhWzV1YX1ja9P1tq1PXriyS1qb08pHLZ1+LQKHX1MjXxfxB8AAMB+FF0ASpLr9sXdmDExfbBxpKS+fTtDrrXzNQAAAOxbUQbgrsrKuMkDAAAgEyyXAQAAGIYABAAAMAwBCAAAYJiivwYQKHaeF8jzAjmOpSDo+282MAcA5BIBCORJMunLti0tfHG7nniiTVvaEnJdSxMnlmve6Q2qrw9zVzsAICcIQCAPEglfra29+sn1K9TentrttXXrevXEE2064ogq/etnx7CnJQAg63hnAYaY5wXatDmub3/39b3ib1cLF7br+hveVCoVDOHsAAAmIACBIRYEgX5z6xolEv6gY19Z0qmFL26X5xGBAIDsIQCBIbZ5c0IrVnSnPf6hhzcpCAhAAED2EIDAEEomfT07f1tGx6xY0a14fPDVQgAA0kUAAkPI9wN1de3/ur/96e0lAAEA2UMAAkPIti3FYpnv8ReJ8KUKAMge3lWAIRQK2Tr2mNqMjhk7NqayMr5UAQDZw7sKMMQaGsIaNzaW9vjT5w6XZVk5nBEAwDQEIDDkLH3i4y0KhwePukMPHabZR1bLcQhAAED2EIDAEHNdS42NZfrylyaqomL/D+OZMb1SX7xyPI+DAwBkHY+CA/IgHLZ1yOiorv/JVD3//HY9/sQWtW1NyHVtTZxQrnlnNKixsUyuy8ofACD7CEAgT/qf8Xv00dWaPbtarmvJ96VUylckkvmdwgAApIsABPLMcWw5Tv9/S45D/AEAcouLiwAAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAEpGEATq9lLyg0A9b/+720spCIJ8Tw0ACoqb7wkAQDYkfE8LdmzWj9a9rPu3rpanQCHL1vtqD9HVI6drVnmdwraT72kCQEEgAAEUvYTv6aOvP6E7try52+8nA193ta3UXW0rdfHwibplwruJQAAQp4ABFLm47+nTb/x9r/jb0+82v67Pr3xWvb43RDMDgMJFAAIoausSXfrd5tfTGnvzhqXamurN8YwAoPARgACKVpeX1I/WLU57fCDpp+teVreXzN2kAKAIEIAAilbEdvRoe2tGxzzSvk6Oxbc+AGbjuyCAouVatrq9VEbH9PieHMvK0YwAoDgQgACKVsL31BSOZXTMiFBUSd/P0YwAoDgQgACKViDpYw0TMzrmEw2TWAEEYDwCEEDRitiOPtEwWeV2eluaVjthfXj4BPYCBGA8AhBAUbMs6bZJJ8vWwKt6jizdPvkU+eKxcABAAAIoalHb1WnVI/WXKaerJVy+zzGHRIbpkaln6t2VjYqmuVoIAKWM74QAil7UcXViVZNWHvlBPbJ9nf6wZYW2pxKqcSP68PAJOrmqScnAVxnxBwCSCEAAJaI/7uZWj9KcykZJkiUpZruyLYu9/wBgFwQggJJiW5YqnFC+pwEABY0fiQEAAAzDCiCQgd5eT7bdd7ep7wcqK2M7EQBA8SEAgUH4fiDfD7RhQ1wPPbxJb73Vq0BSU2NEc+c2aHRLVJalnWEIAEChIwCBAfh+oHjc1/U3vKlly3fs9trKld165tltGjcupquuHK9Y1JHjEIEAgMLHNYDAAJKpQP/5ndf2ir9dvflmt771H8uVSPB8WQBAcSAAgf1IJHzdf/8GvfVW76BjN21K6K67WxWPE4EAgMJHAAL74TiWnnyqLe3x/3h6q2y+omCYeNzb49f8EAQUA64BBPbjzZVd6uhIpT2+t9fXklc7NXNGVQ5nBRSGRNJXZ0dKDzy0Sc8/v007dqQUCTuaPqNS885o0KiRUbku18QChYoABPajs9MbfNAeMglGoFglk74efHCT/njPegXBO7/f3eNp/vxtmj9/m446qlqf/fQhcl2WxYFCRAAC+xGLZv7GVR5jX0CUtkTC12OPb9Hdf1w/4Ljnn98uS9JnPj2GlUCgAPGjGbAf48eXK5pBBIZClqZOrcjhjID8CwINGn/9nnt+u1pbe3I8IwAHggAE9sP3pTnH1aY9/qijamSx0IESlkz6eurvbRltefTAg5u4MQQoQAQgsB+RiK33n9uk2trQoGMrKlxdeEGzIhFOAaN0eV6gRS+1Z3TM4pc7FInwVgMUGr4qgQGUldm67quT1NgY2e+YurqQrvvqJJWXE38obbZtZbyaF+9l9Q8oRNwEAgzAdW1VVYX0nf88TIsXd+jhRzbprXW9CgKpuSmi004drne9q1pBEHC3I0qe7weqGJbZ20ZFJW8zQCHiKxMYRP/zfWfMqNS0aRUKhfpCL5n0ZdvW269z8R9KXyhk6/g5tXrxn+mfBj7m6BolEr7CYX5AAgoJX5FAmmzb2hl/Ut+bYX8cAiZwHEszZ1apKs1VPcuSTp/bQPwBBYivSgBA2jw/0L9eOkZOGpe8XnRhs2LsjQkUJAIQAJC2cMjW+PHluubqCaqu3vdKYFmZrYs/OkqnnjKc1T+gQHENIAAgI+FwXwT+5EfT9NLidj399FZ17vBUFrE1a1aVjp9TqyDQbpdMACgsBCAAIGPht+Nu5owqTTmsQpbV95QQ17W4Ix4oAgQgAOCA2balsjKu8wOKDT+mAQAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGCYkn4WcG+vJ8exFARSEASKRHheJQAAQMkFoO8HCgJpzZpuPfzIZrWu75VlWRo1qkxnnN6gxhEROY4ly7LyPVUAAIC8KKkA9LxA3d2efvLTFXpzZfdur61c2a2//32rDjtsmD5/xThFIrZsmwgEAADmKalrAONxX9/6j+V7xd+uli7doW9/5zWlUsEQzgwAAKBwlEwAxuOe7rhznTZtTgw6du1bvfrzXzYokfCHYGYAAACFpWQC0LIsPTt/W9rjn3iyTY7DKWAAAGCekgnAJUs61Nub/opee3tKq1bv/1QxAABAqSqZAOzoSGV8TOcBHAMAAFDsSiYAY7HMb2iOxdgXEAAAmKdkAnDatAqF3PSv6YvFHI0bF8vhjAAAAApTyQSgbVuaPbs67fHHz6mV57EVDAAAME/JBGAkYuvCC0eqomLwU8F1dSGd+75GHg0HAACMVDIBKEnDyh1d99WJqq0N7XdMU2NE1311ksrKSupTBwAASFtJPQouFLJVVxfWj34wVQsXbtffHt2s9RvisiSNGhXV3LnDdfi0SkliD0AAAGCskgpASXLdvpW9I46o1qxZVQqF+n6dTPpyHIvn/wIAYIAdXlKOZSkIpECByp39nx00UckFYD/HsXZb5esPQQAAUJo835cvaVFXm25Y/4pe72mXbVmaUV6nLzYfrkMiwxS2uf5fKuEABAAA5kj6nralEjpz6YNauGPLbq/N79ykmzcs1byaFt05+VRFbUe2ZfYZQZbFAABA0dvhp3TU4j/tFX+7emDbWp34yv1KBOk/OrZUEYAAAKCodXlJfXHlfK2O7xh07As7tuiG1pfV65v9OFgCEAAAFLVA0h+2rEh7/I0blipkmZ1AZn/2AACg6P156xr1+F7a49fEd2hJ9/bcTagIEIAAAKCobUx2Z3zMlmRPDmZSPAhAAABQ1GrcSMbHVLnhHMykeBCAAACgqJ1VM1puBtu61Ltlmh6ry+GMCh8BCAAAilrUdnVO7SFpj79kxGQlDd8KhgAEAABFLWo7+vGYY1TtDH5ad2ykQl8ZNVMxx+xnYRCAAACgqFmWpcZwVH8//Gw1hqL7HXdYtFpPTz9HMdvs+JN4FBwAACgBZbarSdEqrT7yQ7pjy5v6+YZX9VpPuxzL0oxYnb7QPE2n14ySJckxfA9AiQA0VjzuyXH6Lpj1vEDhsC3L8OciAgCKW9h2JEkX1Y/ThfXjdv661/cUsmw5vM/tRAAaJAgC+b60rrVXDz60SWtWd8v3pREjIjr11HodOrlCknaGIQAAxSj0dvj1K9vj1yAAjeH7gRIJX9f/7E0tXbr7sxLXtfbqxX+2q6kxoquvnqCqKlchl+VxAABKFe/yhvC8QN/53ut7xd+u1m+I61vfWq7urvQfpwMAAIoPAWiARMLXQw9v1urVgz/2pr0jpf9321tKJMzeHwkAgFJGABrAdS099vjmtMe/sLBdqVSQwxkBAIB8IgANsH59r9rakmmP97xAC1/cnrsJAQCAvCIADdB1ANf0dXSk5PusAgIAUIoIQANEY5nf/j6s3JFtsx0MAACliAA0QHNTmWqqQ2mPdxzpiCOqczchAACQVwSgATwv0Ikn1qU9ftbMKoXD/NUAAKBU8S5vgHDY1rx5IzSyuWzQseXljj78oVEKhTj9CwBAqSIADRFyLX31KxM1bmxsv2Nqa0O67quTVFnp8lxgAABKGI+CM4RtW4pGHV3375P0xhtdevChTVq9pke+H2jEiIhOO2W4Zs6sUhAEcnkMHAAAJY0ANEj/Xb0TJpTrs2PGKPz2ad5UKpBtW3IcSxIrfwAAlDoC0EC2bSkSfif0uN4PAACzcK4PAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAgB7zAlx8E+Z4GsE/sAwjAOImEL8ex1NGRlOcFqqjoe/xhKGTxGEQclG4vJdey9Odta7S8p12uZemkymbNHFYnPwgUtp18TxGQRAACMEgq5Sue8PXQQ5v15FNbtH17SpLkONKsWdU6a16DWlqiCoU4OYLMBEGgZODrP9a+qF9uXKatqfhur0+N1ehbo4/QmTUtKrN560X+WUEw+Pp0R0eHqqqq1N7ersrKyqGYFwBkVSrla9PmhL73vdfV3pHa77jz3t+kM+c1EIHISML3NO/VB/VYe+uA434y5hhd2niYog4RiOzLpNf4DgfACPGEP2j8SdIf71mvZ+dvUyLhD9HMUOy6vZSuXb1g0PiTpC+umq8l3duUxtoLkFMEIICSl3j7tO9g8dfvnj+tl+tyLSDSY1uWfrVxWVpjA0nfX/eSenwvt5MCBkEAAih5rmvpyae2pD1+69akXlnSySoNBuUHge7c8qY6vGTax/xp6yp5ASvMyC8CEEDJ6+hI7bzhI11Ll3UqmSQAMbBk4GtZz/aMjkkFgVqT3bmZEJAmAhBAyUt5mYeclwrEAiDS4RzA1kGOuMQA+UUAAih5FcNcORluv1ZfH+Y6QAwqbNmaUzEio2MqnZBaIsNyNCMgPQQggJJnWdK7ZlWnPd51LR0/p06OQwBiYJZl6dTqkWoJl6d9zEeHT1SKawCRZwQggJIXClk688yGtMcffVQN8Ye0JXxfXxk1K62x5barfxs1U+VOKMezAgZGAAIoeZZlqWVUVOef1zTo2JZRZfrYxaMUifDtEemJOq4+MWKSrhk5fcBx5barv0w5Q/WhyBDNDNg/vsMBRSIe79s3rH9rknicU0iZCIVszTujQZd8crRqa/defXFdS3OOq9V1/z5Jrsu3RmQmYjv61ugj9cCUM3RyVfNur8VsV58aMVmvzLpAR1cM51FwKAg8Cg4ocMmkry1bEnrgwU1asGC7uns8RSK2Zs2s0hmnN6ilpYxgyUAi4ctxLL26tFNLl+5QKuVreH1Ec+bUynEsVv5wULy3nwm8PRXXW4kuhSxbE8uqFCjgtC9yLpNeIwCBApZK+brjzlY99PDm/Y455ugaffpTo4nADAVBoGSyb6sX17W45g9A0cuk11iHBgpUIuHrvvs3DBh/kjT/uW2ybemSTxKBmbAsS+Ew0QfATLxbAAUqmfT11wc2pjX2mWe3afPmRI5nBAAoFQQgUIASCV9/e3SzvAyeF//Ag5t23igCAMBACECgQL38cmdm41/pUDjMlzQAYHC8WwAFyLIy3+YlHvdlHcAzSQEA5iEAgQLk+1JlZWb3aFVWuvL9QW/qBwCAAAQKketamjOnNqNj5hxbq1SKAAQADI4ABAqQ41g6anaNysudtMeffHI91wACANLCuwVQoHw/0GWXjpGdxlfpxz/WolCIL2cAQHp4xwAKVDhsa9KkYbr6i+NVU73vR0iVlzu69DOH6Nhjalj9AwCkjUfBAQUukfTl2JZefrlDTz+7VV07PJVFbc0+slqzj6yR7wfEHwCAR8EBpST89qnd6dMrdeihwyRLUiCFQvbbz69l6xcAQGYIQKBI2LalsrL0bgoBAGAgnDcCAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAAcsALfAVBkO9p7JOb7wkAAACUim4vJdeydP/WNXq9t11hy9bJVSM1NVajQIHCtpPvKUoiAAEAAA5aEARKBL6+ufZF3bJxmbal4ru9PqO8Vv85+kidUj1SUTv/+cUpYAAAgIOUCHydvuQB/WDdS3vFnyS91LVV5yx9WP+98TX1+Kk8zHB3BCAAAMBB6PZSumbVc3qyY/2A4wJJl7/5jF7v6RiaiQ2AAAQAADgIlqTfbFye1lhfgb6/bpG6vfyuAhKAAGAQPwi0w0uq00tqh5cs2DsUgWLhBb5u27JCXRmc1r1ry8oczig9+b8KEQCQc71eSq5t69Htrbqr7U11eknVuhFd3DBRRw4bLi8IFCmQuxOBYpLwfS3r2Z7ZMYGvjckejXUqcjOpNBCAGBLJpK8gkBzHku8HCgIpHGYBGhgKPV5KT3Ss16Ur/qE18R27vXbThqU6LFqt/5l0kqZEqxV1eFsAMmFJcmRlfJx9AMdkE1/pyKlEwpck/f0fbXr22W3q3JFSJGJrxvRKzT2tQZGITQgCOdTjpfTXbWt14fJH5Wvfp3uX9mzX8S/fp8envVczy2tVVgBbVADFImw7OrZiREbH1LgRNYVjOZpRevgqR84kEr4WvdSuX/16jeJxf7fXVq/u0Z//slFnzhuh95/bKNclAoFcSAa+PvL64/uNv369vqfzlj2iNUd+aIhmBpQG27J0Vm2LGkNRbUj2pHXMxxsmKRX4CufxVgzedZETiYSvlxZ36MabVu0Vf/18X/rzXzbqzrtblUzuewyAA9frp3TzhqXq9b20xq9PdOvPW9fIC/h6BDKRDHz926iZaY2tcEK6ZuR0xfJ8uQUBiJywbUu3/vcapXOD4YMPbta2bcncTwowTMiy9dvNr2d0zK82Lk87GAH0idquLm08TFc0TR1w3DAnpAemnKEaNzxEM9s/AhBZ53mBnl+wTV1d6b+JPPDgJsXjvOkA2eRYtloT3Rkd05rokmPx1gBkKmI7+uGYo3XfYXN1QmXjbq+V264+PeJQvTLzfB0xrL4grrPN/wxQcpJJX889ty2jY15YuF0fu7glRzMCzFWW4dYuUduVz96AwAGJ2I7OrGnR3OpR2pqKa218h8K2o0llVZICxZxQvqe4EwGIrLMsS13dma3mdWc4HsDgur2kTqpq0m2bV6R9zMlVzTmcEVD6HMuWY0lN4Vje7/QdCOv8yLogCBSLZrjqkOF4AIOLOSFd0zwj7fGOLP2f5ql5vzgdQO4RgMg617U0e3Z1Rse8a1bVfu8WBnDgpsZqdHbt6LTGfq5piioK6BQVgNwhAJF1rmvr2GNqMloFnHdG36bQALIrZNu6Y/KpOqN61IDjPt4wST8cc3RBXJwOIPd4x0VO+L508UcHfsPpd8rJ9aqvz/8t8UCpKrMd3XfY6Xpgyhk6rXrkzgdQuZal8+rG6OnDz9HN449XmGcBA8bgRz3kRDhs68gjq/UpL9Bvf7tWydTedxValnTqKfX64EWj5Lr5fSYiUOpCtq251aN0YlWTHNnqDVKK2q4Svq+o7ciy+BoETEIAImdCIVtHH1WjI4+o1uNPbNGz87dpx85nAVfpjNOHa9gwl/gDhohtWSqz+r7th9S36u46nAgCTEQAIqfC4b43l9NOHa65pw2X69ryvECpVMA1fwAA5AkBiCERCr0Te45jyXFY9QMAIF9YggEAIId6/ZSSft82V6nAV7fHs8+Rf6wAAgCQAz1eSsnA1y82LNVtW97QlmRc5Y6rM2ta9MXm6aoPlWX8qD4gWwhAAACyrNdP6fdbVuhfV/xDiWD3Te5f62nXDa2v6IqmafrRmKMVsjkZh6FHAAIAkEXdXkp3t63UJW88td8xgaSfrX9FqcDTT8YeqwgrgRhi/NgBAEAWOZalK958Jq2xN25YqtXxHTmeEbA3AhAAgCxJ+J5u2/yG2r1E2sf8aN1idXFjCIYYAQgAQJYkAl93tq3M6Jh7t65WuRPK0YyAfSMAAQDIEluW2lPpr/5Jyng8kA0EIAAAWeIrUI0byeiYajeco9kA+0cAAgCQJRHL1gfrx2V0zPl1Y9XtpXI0I2DfCEAAALIkZDu6sH5cRquAV488XDGHXdkwtAhAAACyyAsC3TL+3UrniedXN09Xc7g853MC9kQAAgCQRVHH1Zm1LfrD5FNUbu97Zc+Rpa+OmqlvH3Ikm0AjL1hzBgAgy6K2q7NrRmvzUR/Vf296Tf9v8xvanOpVhRPSWTWjdUXTVJU7rsLEH/KEAAQAIAeib1/X98kRk/XxEZPkWra8wFcQvPMakC/8DQQAIId2PcUbsrjyCoWBv4kAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBg33xMAgIPR7aXkydeK3k4FQaAxZRUqsxxFbEe2ZeV7egBQkAhAAEWpx09pZW+n/nPtP3V320olAl+S5MjSe2tH69pRMzW9vFZRm29zALAnTgEDKDo9Xkp/3bpWMxf9Ub/fsmJn/EmSp0D3bl2tYxffq19vXK5eP5XHmQJAYSIAARQVPwi0vKddH3ztUSV3Cb89BZKuePMZPd6+Xkl//+MAwEQEIICiEvc9fXPti0oFQVrjv7FmoQKlNxYATEEAAigqXX5K929dnfb453ds1pu9nTmcEQAUHwIQQFF5uWurvAxX9J7t3Jij2QBAcSIAARSV1ADX/e3PQNcKAoCJCEAARWV8tDLjY6bEanIwEwAoXgQggKIyKlyuo4c1pD1+TKRCx1SkPx4ATEAAAigqtix9adT0tMd/vnnaAZ02BoBSRgACKCqubeusmtH6QtO0QcdeVD9OlzUepjKeBgIAuyEAARSdiO3oe2OO0s3jj9fYSMVerzeFY/reIbP1u4knKmw7eZghABQ2fixGXnheoODtjXxTqUDhsK1k0lckwps10hOxHV3cMFGfHDFZ/+jYoOc6N8tXoBmxWs2tGaWk7xN/ALAfBCCGlO8HCgJp4cLteuiRzXrjjS5JUihk6aijajTvjAY1jogoFGJxGoPrP7V7YlWz3l3ZqECSa/X93XEd/g4BwP4QgBgyvh8oHvf1gx+9oTff7N7ttWQy0NNPb9XTT2/VOWeP0PvOaZTr8gaO9DkWf18AIF18x8SQCQLph/uIvz3dd/9G/e3RLUokuHMTAIBcIAAxJHw/0EuL27VikPjr96d718uycjwpAAAMRQBiSHheoIce2pz2+J4eX888u1WpFKuAAABkGwGIIeG6lpa/tiOjY155pVOpVJCjGQEAYC4CEEOib9uXzI7hGkAAAHKDu4AxJFzXVizqqLvHS/uY6ppQDmcEANnR5SXlB4FkWSqzbIXYfxJFgADEkIjHfR13XI3+9uiWtI856T31KivjGymAwpMKfAWBtKxnu27esFTrEt2K2o5Oqx6pDw+fIC8IFHN4i0Xh4m8nhkQkYuuMMxr06GNb0joVPLolqpaWaO4nBgAZivue1ie69YHlf9MLO3b/ofb3W1boypXz9fWWd+mypimKsBqIAsU1gBgyVZUhfeiDIwcdF4s5uvxzYzO+ZhAAci0V+Fqf6NaRL92zV/z1a/cSumrVfP3H2hfV66d/2QswlAhADJlw2NbJJ9XrU5eMVmXlvhefx46N6Rtfn6za2pBcl40AARQWPwj04dceU1sqPujYb7+1SK/1bM/9pIADwClgDKlQyNbRR9XouGNr9eI/t+ullzqUSPiqrArpxBPq1NgYkWVZchziD0DhWRnv1LOdm9Ie/8N1i3Xz+OMVc7ipDYWFAMSQC4f7Fp7fNatah0+rlCRZlhSJcK0MgMLV7aX0yw3LMjrmzi0rdevE9+RoRsCBIwCRN45jyXGIPgDFwQsCbUim9zjLfvHAU5eXUpUbztGsgAPDNYAAAKTBsqSonfm6ScTmrRaFh7+VAACkocx2dGZ1S0bHzB42XLa4phmFhwAEACANrmXrnLpDNCKU/h6lX2ieJosARAEiAAEASFPS9/X9Q45Ka+ys8jpdUDdWIU4BowDxtxIAgDRFHVcXDR+nn449ZsB1vSOG1euxaWfJtVj9Q2EiAAEAyECZ7eqzIw7TiiMu0mWNU1Sxyx5/x1WM0F2TT9X86e9TpROSbfE2i8JkBcHgD9zq6OhQVVWV2tvbVVlZORTzAgCg4HV5SZU7IfX6KYUsW6kgkGNZcgk/5EEmvcY+gAAAHKDyt1f/yt7eHoaHGKFY8CMKAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwjJvvCQAASkO3l5JjWWpPJeRatirdkFKBrzKbtxqg0PBVCQA4KL1+Sq/1dOgH617SXVtWKh54kqTxZZX6XOMUfabxUIUtWyHbyfNMAfTjFDAA4ID1+p5uaH1FMxbdrf+3+Y2d8SdJK3o7dNWq+Zr6z7vUmuxR0vcG+JMADCUCEABwQHq8lP6weYX+bfWCAcetju/QCS/fr3jgD9HMAAyGAAQAHJCQbevf17yQ1tg18R26ecNS9bIKiBLS46XU6SXV6SWLboWbawABABnzg0APb3tL6xJdaR/z8/Wv6vPN03I4KyD3/CBQPPC0NRnXjRte1er4DrmWpeMrGvWRhgnyg0AxJ5TvaQ6KAAQAZKzX9/Tw9nUZHbMy3qntqYTqQ2U5mhWQW6nAV5eX0kdee1x/2bZGwS6v/XbT67pq1Xxd3Txd/zZqhsIFftMTAQgAyFigQIkg81NeiSI7TQbsqttLafZLf9Lrve37fL3TS+rraxdqXaJLPxt3nCIFHIFcAwgAyFjIstUSHpbxMTVuJEczAnKr20vpX9/8x37jb1e/3LhMj21vlRcEg47NFwIQAJCxsO3oksbJcmSlfcz768aocN8OgYElAk93bVmZ9vgfty5WsoDvfCcAAQAHpMIO6ZzaQ9Ief83I6Yo5XHmE4uMFvv538xtKZBB0j7W3qstL5nBWB4cABAAckIjt6DcTT9D4sspBx3695V2aFqsZglkB2Zfwfb0VT/+Od0kKJG1J9eZmQllAAAIADohtWSq3Q3phxrk6p/YQ2fs4HTwiFNUvxh+va0fN5JnAKFqOZansAG7oiFiFexMIX40AgAMWsm1VWmH9YdLJ6vASumXjMq2JdyliOzq5qlln145W0vcL+m5IYDBh29FZNaP1zbUvpn1MUzimUZHyHM7q4BCAAICDYluWoo6rqOPqmpEzlAx8WZLKbEeOZct1ONmE4jdrWJ2mxmq0pHtbWuM/O+JQJX2/YP/+F+asAABFKWI7GuaEVO6E5Fi8xaB0+EGgH445Oq373keFy/WF5sMVLeCbnvjqBAAAGETYdnRiVZP+e+J75Fr7z8DRkWF66vCzFSvwyx4IQAAAgDREbVcfqBunN971QV3RNFVVTnjna5OjVfqvccdp2awPaFQ4plCBB6AVBINvU93R0aGqqiq1t7ersnLw2/0BAABKWbeXVMR21eUl5Vq2wrYtLwjyesNTJr1WuCenAQAAClTMCUmSKt13VgHd9B+Mk3ecAgYAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAw7j5ngAApMsPAiUCT9tSCT3TsVG9vqfx0UodOaxeqcBXmc23NABIB98tARSFHj+lV7u3699XL9BD299SsMtrYyIVurxpiq5omqqw7eRtjgBQLDgFDKDg9XgpPbztLR27+F49uEf8SdKqeKeuXvWcLlj+NyV8Ly9zBIBiQgACKHgbkj26cPmjSgb+gOPu37pG161ZqC4vOUQzA4DiRAACKGhdXlI/WPeSEoPEX79fbHhVjsW3NgAYCN8lARS0kGXrfze/kfb4Di+pP2xeoVSawQgAJiIAARS0Tcle7cjwlO7i7q1K+AQgAOwPAQigoFlDdAwAmIQABFDQhofKVOmEMjpmZnmdwjbf3gBgf/gOCaCgJQNfHx0+Me3xVU5YF9WPk8uNIACwX3yHBFDQyp2QvjRqhsrS3OD58qYp3AACAIMgAAEUvOFumf546GmKWANH4Pl1Y/W1lncpluEpYwAwDQEIoOBFHVcnVjZpwYxzdW7tGDl73OYxKVqlG8fN0W2TTuJRcACQBp4FDKAoRB1XU2M1um3SSdrhJ/XCji3q8VMaF6nUtPIaeUFA/AFAmghAAEXDtixFHVdRx9W8mpbdXnPZ+wUA0sYpYAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwjJvvCQAAgMLgBYGSga+OVELrEl0K247Gl1XKC3yVO6F8Tw9ZRAACAADFfU+Pt7fqh+sW67H21p2/X+mE9NHhE/WVlpmqdctUZjt5nCWyhVPAAAAYLu57unb1As179cHd4k+SOrykfr7hVU158S693LVVcT+Vp1kimwhAAAAM1uOl9MsNS/XT1pcHHNfuJTR3yV/V7iWHaGbIJQIQAACDhWxb33lrUVpjt3sJ/XjdYnV7rAIWOwIQAABD+UGgv2xdqw3JnrSP+fXG5QpZ5EOx4/8gAACGivuenuncmNExbam4NmUQjChMBCAAAIYKJKUCP+PjDuQYFBYCEAAAQ4VtWxOjVZkdY9kaHormaEYYKgQgAACGci1bHx0+QdEM9va7oH5sDmeEoUIAAgBguIsbJqU1zpL05ZEzFXN4jkSxIwABADBYuRPS9WOP1bEVDYOO/b/jjtPEssohmBVyjQAEAMBwYcvW49Peq883TVPlPp75OzVWoz8depouGTFZUVb/SoIVBEEw2KCOjg5VVVWpvb1dlZWUPwAApajbS8m2LP2xbaVW9HYobDk6papZM4fVyQ8ChXkOcEHLpNfIeAAAIEk7r+378PAJSvq+bEty+jd9tvI4MWQdAQgAAPYSsrlKrJTxfxcAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGHcfE8AAIBc6PZSci1b/+hYr83JXlW6YZ1Q2SQpULkTyvf0gLwiAAEAJcXzfcUDX99cu1C/3rhcban4ztditqsPDR+vb4+erRo3rLDt5HGmQP4QgACAkuEHgXb4Kc15+T4t6d621+vdfkq/3rhcf966Rk8ffo5GR8oVIgJhIK4BBACUjFTg631LH95n/O1qY7JHJy/5iyRraCYGFBgCEABQMt7o7dCTHevTGrsmvkP3bF2plO/neFZA4SEAAQAloctL6qetL2d0zM9al8hXkKMZAYWLAAQAlARL1qCnfve0pHsbN4LASAQgAACAYQhAAEBJCBRoaqwmo2OmxmqU8L0czQgoXAQgAKAklDshXdl8eEbH/J/mqbK5ExgGIgABACVjQlml3lPZlNbY0ZFhen/tWLk2b4UwD3/rAQAlw7Vs3XvY3EFPBY8IRfXY1LMk7gCGoQhAAEDJsC1Lw2xXz08/V18aOV11bmS312O2q0tGTNZLM89XC08BgcGsIAgG/fGno6NDVVVVam9vV2Vl5VDMCwCAg9LtJRWyHP2jc4M2JXpU5YZ1QmWTpEAxJ5Tv6QFZl0mv8SxgAEBJ6o+8k6qa8zwToPBwChgAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMO46QwKgkCS1NHRkdPJAAAA4MD0d1p/tw0krQDs7OyUJLW0tBzEtAAAAJBrnZ2dqqqqGnCMFaSRib7vq7W1VRUVFbIsK2sTBAAAQHYEQaDOzk41NzfLtge+yi+tAAQAAEDp4CYQAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDD/Hxw9jX+rj6IZAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "m1-ago\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols = cols_bio\n", + "save_dtype = 'biophys'\n", + "ei_type = 'inh'\n", + "ei_lab = 0.0\n", + "adj_rand_score_inh_eta = {}\n", + "adj_MI_inh_eta = {}\n", + "for cond in ['d1','d2','m1-ago']:\n", + " print(cond)\n", + " df_acsf,df_drug = return_acsf_and_drug(df_above_threshold[df_above_threshold.ei_labels==ei_lab],cond=[cond],joint=False)\n", + " common_exps = set(df_acsf.exp_name) & set(df_drug.exp_name)\n", + " df_acsf = df_acsf.drop_duplicates('exp_name')\n", + " df_acsf = df_acsf[df_acsf.exp_name.isin(common_exps)]\n", + " df_drug = df_drug.drop_duplicates('exp_name')\n", + " df_drug = df_drug[df_drug.exp_name.isin(common_exps)]\n", + "\n", + " data_acsf = normalize(np.vstack(df_acsf['eta'].to_numpy()),axis=0)\n", + " data_drug = normalize(np.vstack(df_drug['eta'].to_numpy()),axis=0)\n", + " lables_sta_acsf,mapper,reducer = plot_UMAP_clusters_single(data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = False,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " lables_sta_diff,mapper,reducer = plot_UMAP_clusters_single((data_drug-data_acsf)/data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = False,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + "\n", + "\n", + " adj_rand_score_inh_eta[cond] = adjusted_rand_score(lables_sta_acsf,lables_sta_diff)\n", + " adj_MI_inh_eta[cond] = adjusted_mutual_info_score(lables_sta_acsf,lables_sta_diff)\n", + " \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Excitatory" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "m1-ago\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols = cols_bio\n", + "save_dtype = 'biophys'\n", + "ei_type = 'exc'\n", + "ei_lab = 1.0\n", + "adj_rand_score_exc_eta = {}\n", + "adj_MI_exc_eta = {}\n", + "for cond in ['d1','d2','m1-ago']:\n", + " print(cond)\n", + " df_acsf,df_drug = return_acsf_and_drug(df_above_threshold[df_above_threshold.ei_labels==ei_lab],cond=[cond],joint=False)\n", + " common_exps = set(df_acsf.exp_name) & set(df_drug.exp_name)\n", + " df_acsf = df_acsf.drop_duplicates('exp_name')\n", + " df_acsf = df_acsf[df_acsf.exp_name.isin(common_exps)]\n", + " df_drug = df_drug.drop_duplicates('exp_name')\n", + " df_drug = df_drug[df_drug.exp_name.isin(common_exps)]\n", + "\n", + " data_acsf = normalize(np.vstack(df_acsf['eta'].to_numpy()),axis=0)\n", + " data_drug = normalize(np.vstack(df_drug['eta'].to_numpy()),axis=0)\n", + " lables_sta_acsf,mapper,reducer = plot_UMAP_clusters_single(data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = True,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " lables_sta_diff,mapper,reducer = plot_UMAP_clusters_single((data_drug-data_acsf)/data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = True,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " adj_rand_score_exc_eta[cond] = adjusted_rand_score(lables_sta_acsf,lables_sta_diff)\n", + " adj_MI_exc_eta[cond] = adjusted_mutual_info_score(lables_sta_acsf,lables_sta_diff)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## STA" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inhibitory" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAJ8CAYAAABunRBBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAABDJElEQVR4nO3deXzcVb3/8fd3mSVJszRbk3QNbSldWMoqWyktAhVQdkQUN0QE3Ljidn96vfrzehVF8CoIXH+4K7ggighUdqWFUi1IKYVC9yZNmqRJmmVmvsvvj6GlazKTzmSW7+v5ePTR5XtO5jNNMvPOOd9zjuH7vi8AAAAEhpnrAgAAADC6CIAAAAABQwAEAAAIGAIgAABAwBAAAQAAAoYACAAAEDAEQAAAgIAhAAIAAASMnUojz/O0ZcsWlZeXyzCMbNcEAACANPm+r97eXjU1Nck0hx7jSykAbtmyRRMnTsxIcQAAAMiejRs3asKECUO2SSkAlpeX7/qAFRUVB18ZAAAAMqqnp0cTJ07clduGklIA3DntW1FRQQAEAADIY6ncrsciEAAAgIAhAAIAAAQMARAAACBgUroHEAAAoBC4rqtEIpHrMrIiFArJsqyMfCwCIAAAKHi+76u1tVXbt2/PdSlZVVVVpYaGhoPel5kACAAACt7O8FdfX6/S0tKiO7jC93319/erra1NktTY2HhQH48ACAAACprrurvCX01NTa7LyZqSkhJJUltbm+rr6w9qOphFIAAAoKDtvOevtLQ0x5Vk387neLD3ORIAAQBAUSi2ad/9ydRzJAACAAAEDAEQAABgL+vWrZNhGFqxYkWuS8kKAiAAAEDAEAABAAAChgAIAAACy/M8ffOb39S0adMUiUQ0adIkff3rX9+nneu6+vCHP6zm5maVlJRoxowZuvXWW/do88QTT+j4449XWVmZqqqqdPLJJ2v9+vWSpBdeeEGnn366ysvLVVFRoWOOOUbPP//8qDzH/WEfQAAAEFhf+MIXdNddd+m73/2uTjnlFLW0tOiVV17Zp53neZowYYLuvfde1dbW6plnntHVV1+txsZGXXrppXIcR+eff74+8pGP6Fe/+pXi8biee+65Xat2r7jiCs2dO1e33367LMvSihUrFAqFRvvp7kIABAAAgdTb26tbb71V3//+9/X+979fkjR16lSdcsopWrdu3R5tQ6GQ/vM//3PX35ubm/XMM8/o3nvv1aWXXqqenh51d3fr3HPP1dSpUyVJM2fO3NV+w4YNuvHGG3XYYYdJkqZPn57lZzc0poABAEAgrVq1SrFYTAsXLkyp/Q9/+EMde+yxqqur05gxY3TXXXdpw4YNkqTq6mp94AMf0FlnnaXzzjtPt956q1paWnb1veGGG3TVVVfpjDPO0H//93/r9ddfz8pzShUBEAAABNLOo9VSce+99+rTn/60PvShD+mRRx7RihUr9MEPflDxeHxXm7vvvltLlizRSSedpHvuuUeHHnqoli5dKkn6yle+opUrV+qcc87RY489plmzZum+++7L+HNKFQGwCPS7juKeq8e2b9Y97a/roa6N6ncd9bsHd0wMAADFbPr06SopKdGjjz46bNunn35aJ510kq699lrNnTtX06ZN2+8o3ty5c/WFL3xBzzzzjObMmaNf/vKXu64deuih+vSnP61HHnlEF154oe6+++6MPp90cA9gAXN8T4Oeqy9vWK4ft72qLie261qZaes9ddP09cnHqtIKK2yO/MBoAACKUTQa1ec+9zl99rOfVTgc1sknn6z29natXLlyn2nhadOm6ac//akefvhhNTc362c/+5mWLVum5uZmSdLatWt155136p3vfKeampq0evVqvfrqq7ryyis1MDCgG2+8URdffLGam5u1adMmLVu2TBdddFEunrYkAmDB8nxPvW5CJ754v1YPdO9zvc9zdNfWV/RA1wY9c/g7NT5cppDJgC8AALv70pe+JNu29eUvf1lbtmxRY2Ojrrnmmn3aXXPNNVqxYoUuu+wyGYahyy+/XNdee63+8pe/SJJKS0v1yiuv6Cc/+Yk6OjrU2Nio66+/Xh/96EflOI46Ojp05ZVXauvWraqtrdWFF164x6KS0Wb4vu8P16inp0eVlZXq7u5WRUXFaNSFYSQ8T6e/9ID+3rt12LaHRMu1+uhLZRsEQABA8RkcHNTatWvV3NysaDSa63Kyaqjnmk5eIxEUqJX9XSmFP0l6Y7BXD3RukOt7Wa4KAAAUAgJgAepzE/ruln+l1ed7LSvlDD/YCwAAAoAAWIAsw9DKga60+qzs71KEhSAAAEAEQAAAgMAhABYg1/c1u2RsWn1ml45VzHOzVBEAACgkBMACVGaF9Ommw9Pq84nG2bLfPJAaAAAEGwGwQM0uHauTy8el1PaQaLnOrZ4ki21gAACACIAFyzKkP806SzNKKods1xgu1aOzz5FYAAwAAN5EACxQpmGqwgrp+SMv0A1Nh2usHdnjeplp6+pxh+mFoy5UU7hUNqeAAAAwrHjck+N48n1fjuMpHi/OPXQ5Cq6AWYapMZapr006Vt+YfJz+1tOq9sSgKu2wTqtolC9fpVYo12UCAJD34nFPiYSnRx9r17Lnu9Xf76q01NJxx1Zq4YI6hUKmwuHsDabcdtttuummm9TS0qLZs2frlltu0amnnpq1xyMAFoFSK/lpXFA1PseVAABQeHYGv9/8tkWuu+c9Uxs2DOgP92/VJRc36oyFySCYaffcc48+9alP6bbbbtPJJ5+sO+64Q4sWLdLLL7+sSZMmZfzxJKaAAQBAgMXjnv76aLt+fc+WfcLfTq7r69f3bNGjj7ZnZUr45ptv1oc//GFdddVVmjlzpm655RZNnDhRt99+e8YfaycCIAAACKxEwtNvftuSUtt7f9uiRCKzATAej2v58uU688wz9/j3M888U88880xGH2t3BEAAABBIO0f/DjTytzfX9fXYY9syOgq4bds2ua6rceP23Npt3Lhxam1tzdjj7I0ACAAAAsk0peeXd6fVZ9ny7crGxhrGXoc1+L6/z79lUmAWgTi+p7jnypcUNkyFTCvXJQEAgByyLEP9/ekdk9rf78o0MxfMamtrZVnWPqN9bW1t+4wKZlLRjwD2u47inqt7t72hL6xfps+vX6a7tq7WDjehftfJdXkAACBHXNdXaWl6A0KlpZY8L3OnK4TDYR1zzDFavHjxHv++ePFinXTSSRl7nL0V9Qhg3HN185YXdfOWl9TlxPa49pl1S3Vl/aG6tflEhQ0zq8OsAAAg/3iedNyxldqwYSDlPscdUyUvwwuBb7jhBr3vfe/TscceqxNPPFF33nmnNmzYoGuuuSazD7Sbog2Acc/V1a8/rZ+0vbbf6wOeqztaV+nl/i79dfY7FDaYEgYAIEjCYVMLF9TpD/dvTWkhiGUZWrCgNuMbQl922WXq6OjQV7/6VbW0tGjOnDl68MEHNXny5Iw+zu6Kcgo44Xm6r2PdAcPf7p7uadVXNixnOhgAgAAKhUxdcnFjSm0vvaQxKxtBS9K1116rdevWKRaLafny5Zo3b15WHmenogyAvnx9e8uLKbe/c+srChlF+V8BAACGEA6bOmNhnS6/rEmWtf/bwSzL0OWXNWnhgrqsHgc3mopyCnhLvF/P79iWcvsOJ6aHt2/UudXZG2oFAAD5KRQytWBBnU49tUaPPbZNy5Zvf+ss4GOqtGBBrUIhM2ujf7lQlAFwY6wv7T6vDfRkfc8dAACQn8JhU+GwqbPOqteiRfUyTUOe58vzVDSjfrsrygAYGcEOjSWmRfgDACDgdg97mdzvL98UX6SVNKe0WqVmetl2QdX4LFUDAACQX4oyAPry9e7aqSm3P7G8XlMiY7JYEQAAQP4oygBYZoX05YlzVW6Fhm1rytB/TT5OJtO/AAAgIIoyAErSuHCJHpm9SBVDhEDbMPSzQ+frhDH1stkGBgAABETRpp6oaeuoslq9dsxl+vz4I1VrR3ddKzNtfWTcYVo19xJdUD1FJVZRroUBAADYr6JOPlHTUtQs0ZcmHq2vTT5WHYmYPPmqsSNK+J7KUpgiBgAAwTHgOrIMQ7ZhyvE9ub5flANFRTsCuLtSy5ZtmBoXLlFjuFRh0yL8AQCAXQZcR11OTN/Z8qJOePF+TV1+j0548X59Z8uL6nJiGsjSkbFPPfWUzjvvPDU1NckwDP3hD3/IyuPsrfgiLQAAQBpinqsftL6sL65fpoTv7XZBWtHXoa9u/Kf+a/Jx+njjbEVMK6OP3dfXpyOPPFIf/OAHddFFF2X0Yw+FAAgAAAJrwHX0g9aXdeO6Zw/YJuF7unHdszIkXdswK6NTwosWLdKiRYsy9vFSFYgpYAAAgP0Z9F19cf2ylNp+Yf0yDfpulisaHQRAAAAQSAOuox+0rNxz2ncICd/TbS0vZ+1+wNFEAAQAAIFkGYZ+17EurT6/61hbFIdHEAABAEAg2Yap7U48rT7bnbhCRXB4ROE/AwAAgBFwfE9VdjitPlV2OOUp43zGKmAAABBIru/ropopWtHXkXKfi2qa5fl+xmrYsWOH1qxZs+vva9eu1YoVK1RdXa1JkyZl7HH2xgggAAAIpBLL1nWNs1Oe0g0Zpq5tzOw2MM8//7zmzp2ruXPnSpJuuOEGzZ07V1/+8pcz9hj7wwggAAAIrKhh6b8mHzfkPoA7/ffk4xQ1MrsR9Pz58+VncEQxVYwAAgCAwCqxbH28cba+PeWEA44EhgxT355ygq5rnF005wIXx7MAAAAYoYhp6dqGWfrQuBm6reVl/a5jrbY7cVXZYV1U06xrG2cpalgZPwYulwiAAAAg8EosWyWydUPT4frM+CMUMkwlfE+e7xfNqN/uiu8ZAQAAjNDuYS+S4fv98gkBEIEX81xZhqF1gzvU5QxqjBXS9JJKJTyvKH/qAwCAdzcElu/7Svie/nfrK/qflpVaPdC969r4cJk+Ou4w3TD+cEVMS3YR7PoOAMBOBEAE1qDv6qyVf9HTPa37XNsc79OXNy7Xz7et0d8Of6eq7bAsQiAAoEjwjoZAinmurlj9+H7D3+5eHejWGS/9eZSqAgBgdBAAEUgt8X7d17kupbYv9ndq8fbNGT36BwCQp7yY5CUk30/+7sVyXVFWMAWMwOlzE/rOln+l1ee7W17S/MpGRQ2+ZQCgKHkxyYtLbb+Tup6QnB2SPUYaO1+qv0gyw5IZyXGRmcMIIALHkKHlO9rT6rN8R7uiJuEPAIqSF5e2/l5aca60+S6p/zUp3pL8ffNdyX/f+vtkuwz7xje+oeOOO07l5eWqr6/X+eefr9WrV2f8cfZGAETgGJLcNKdzHaZ/AaA4eTFp6++kTd+XfGf/bXwneb3t9xmfEn7yySd13XXXaenSpVq8eLEcx9GZZ56pvr6+jD7O3hjSQOC48jU1WqHn0hgFnFZSoYTvHfCcSABAgfJi0uYfptZ20+1S7TkZnQp+6KGH9vj73Xffrfr6ei1fvlzz5s3L2OPsjXczBE6ZmTz4Ox0fGzdLPqOAAFBcvFhyavdAI397852sjALurrs7uSdtdXV11h5DIgAigAzD0HHldTqiNLVvrho7oivqpylcRIeAAwAkyZS2P5Fel64nlK345Pu+brjhBp1yyimaM2dOVh5jJwIgAuvBWWerKVw6ZJsxVkgPzV4kidE/ACg6hp1c7ZsOd4eUpTOCr7/+er344ov61a9+lZWPvzsCIALJNkzVhaL655EX6tLaQ/a5t8+QdGbVBD13xPmaUzqWFcAAUIx8J7nVSzqsMZLvZryUj3/84/rjH/+oxx9/XBMmTMj4x98b72oIrLBpqT5corunnaYfTj1Fv9n2htoTg6qwwrqwZopqQhGFDJMj4ACgaHnJff76X0u9y9j5yX4Z4vu+Pv7xj+u+++7TE088oebm5ox97KEQABF4pZatUtm6umGmEp4n2zBkGEauywIAZJsZkeovlLbcndpCEMNOts/gKuDrrrtOv/zlL3X//fervLxcra3JI0orKytVUlKSscfZG0MbwG5Cpkn4A4AgMSPS+GtSazvhY8kTQTLo9ttvV3d3t+bPn6/GxsZdv+65556MPs7eGAEEAADBZUakcRdJhpHc529/I4GGnQx/9RdmPADmaosxAiAAAAg2MyzVX5Dc5Lnt98mtXtwdyQUfY+e/FfwyHP5yiQCYQ57vK+676nESen2wR6ZhaEZJpcKGpRLTyvupyITnKeG7MmQoYloy87xeAAAOyIwkfzW8W2p4T3KrF9+V5GX0nr98QQDMkUHP0bO97fqvTSu0ePumXbvM2Yahd1VP0f+ZOFczopUqsfLrU+T7vgY9VwOeox+3vaoNsT5FTUtnVo3XvMpGOZ6naJ7VDABAynYPe0W8CwTv1Dkw6Dn63paV+tz65/a55vi+ftexVvd3rtNPp8/X+TVTVJIne9A5vqc+19FH1jyt+zrXytntvoVvbn5BzZFyfWPycXpXzWT2zQMAII8Vb7TNUwnP1UNdm/Yb/nbn+L6ufO0JrerfLi8PzqD1fF99rqNjX7hPv+l4Y4/wt9PaWK/e/epjuqv1FQ14KZ6rCAAARh0BcNQZ+urGf6TU0vF9fW3jPxXzMr/jeLpivqsrX3tCawZ7hm37ybVLtGEwzaN1AAA4SLlaUTuaMvUcCYCj7JWB7fpnX0fK7f/UuV59eTCa1u3E9UDnhpTa+pK+tflF9buJ7BYFAICkUCgkServ789xJdm38znufM4jxY1ao2xpb1ta7V35erm/S/MqG7NU0fAGPUd3tK6Sp9R/6vjVtjX64dRTslgVAABJlmWpqqpKbW3J99jS0tK830kjXb7vq7+/X21tbaqqqpJlWQf18QiAo8zx0z8/0M3xkLbj+1ofS29Kd8Bz1ePGVWNGs1QVAABvaWhokKRdIbBYVVVV7XquB4MAOMoOL6tOu8/UkoosVJI6Q1LYTP8nDbuIl88DAPKLYRhqbGxUfX29EonivAUpFAod9MjfTgTAUfa28npNiZRrXaw3pfanVjRoXCh7h0GnImJaml/RqDtaV6XcZ1q0QmXsBwgAGGWWZWUsJBUzhmhGmeN7uqFpTsrtPzf+SFk5vo/BNkxdVNOsGjv1ndCva5yd86lrAACwfwTAURY1bX20YabeWzdt2Lb/PuEoLaxqyoup1ITv6d8nzE2p7aTIGH1k3AxFRjBtDAAAsi/3ySKAwqalH02bp5ub36aJ4bJ9rs8oqdRPp8/XlyYenTcnapRatq5tnKXPNB0xZLuJ4TI9OedchfMgtAIAgP0z/BR2FOzp6VFlZaW6u7tVUZHbBQnFZMB1FDZNPdndohf6OmUaht5WXq9jxtTK9f28HEGLea6W7WjXTZtf1J87N8h9c2uYieEyfaxxlq5vnKWoYSmUh7UDAFDM0slrBMA8sfPTUAj7Fnm+r5jnypGvzsSgwqalulBUCc9TCQs/AADIiXTyGu/WeaIQgt9OpmHsCnrl1ls7kdsW074AABQC3rEBAAAChgAIAAAQMARAAACAgCEAAgAABAwBEAAAIGAIgAAAAAFDAAQAAAgYAiAAAEDAEAABAAAChgAIAAAQMARAAACAgCEAAgAABAwBEAAAIGAIgAAAAAFDAAQAAAgYAiAAAEDAEAABAAAChgAIAAAQMHkXAPvchDzflyTFPFdxz81xRQAAAMXFznUBkuT7vlz5+ueObfrOln9pSW+b4p6rKdFyXT3uML2nbpp8+YqaeVEuAABAQct5ovJ8X/2eo/NWPawnulv2uNaaGNDS3jZ9Zt2zemDmWTpqTI1KCIEAAAAHJedTwI7v6YyXHtwn/O2u04lp4co/69WBbjm+N4rVAQAAFJ+cBsC45+qnba/p2R1tw7Yd8Fx97PW/7bo/EAAAACOT0wBoyND3Wlam3H5Jb5vWxXZksSIAAIDil9MA2OkM6l/9nWn1+VX7GlYGAwAAHIScBsBeN5F2nx43IZdpYAAAgBHLaQCssMNp9xlrR2QZRhaqAQAACIacBsAqK6xjx9Sm1ed9ddMVNq0sVQQAAFD8crwIRPpk45yU259e2aRx4ZLsFQQAABAAOQ2AIdPSpbWH6IzK8cO2rbBCumPqKQoZOd+6EAAAoKDlPE2FTUt/mnWWLqppPmCbSZExeuaId2liZAz3/wEAABykvDhXLWpa+sWhp+tb8eP17c0vamlvmxK+p8mRcl3bMFNnjp0gz/e59w8AACAD8iIASlLEtHRItEI3TTlBlmHIlKGE7ylq2slRPwb+AAAAMiJvAuBOZVZo15/DYsQPAAAg03J+DyAAAABGFwEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAIicGvQcOb4nSfJ8X31uIscVAQBQ/PJuH0AEw4DrKOa7ur11lX7RvkbtiUGVmbbOHDtBn2k6XBMjYxTh5BcAALKCAIhRN+g5umfbG/ro608r/ubo3053tK7SHa2r9P766bpz6qkc/wcAQBYQADGqBlxH93eu1wfXPDlku5+0vSbX9/WjafMIgQAAZBj3AGJUWYap69/4e0ptf96+Riv7u7JcEQAAwUMAxKhJeJ5+1/GGOpxYyn1u2vyi+l0ni1UBABA8BECMmkHf1W871qbV54+d61VqcacCAACZRADEqDEk9TjpbfPS5znyfD87BQEAEFAEQIwaX1J1KJJWnworJNMwslMQAAABRQDEqCk1Lb2ndlpafS6pPYTNoQEAyDACIEaNZZg6p3qiGsOlKfe5cfwRKrNCWawKAIDgIQBiVDm+px9PO02Whp/W/WTjHE2JlI9CVQAABAsBEKMqato6taJBf5p1lqqs8H7b2Iahz48/Ut+acjzHwQEAkAXsr4FRV2LZml/ZqK3Hv1e/3va6ftL2mtoSAyozQ1o0doKub5ytUsvmBBAAALKEAIicKDGTX3qX107VxTWHyDKMXdu9lLDvHwAAWcU77Sjrdx258mVIihimQgEf5QqZlljiAQDA6CIAjgLP9xT3fW2ND+j21pe1PrZDYcPU/MpGvadumlzf57QLAAAwakgdWZbwXHW7Cb3n1ce0ePvmPa79tP01fWrtEn1u/JH6zPgjuOcNAACMCgJgFnm+rx43oWNfuE/rYzv226bHTejfNzyv1sSAbppyAqteAQBA1rENTBbFPFdXrXn6gOFvd//TslJLets49xYAAGQdATCLer2E/tS5PuX239n8omKem8WKAAAACIBZE/dc3b31VblKfUTvwa6NctJoDwAAMBIEwCxJ+J62xPvS6uPJV2cilqWKAAAAkgiAWWLKUNRMf41NxORTAgAAsou0kSUR09I7xk5Mq09zpFy1oWiWKgIAAEgiAGaJaRg6uWKcpkYrUu5zbeMsOZ6XxaoAAAAIgFnl+r5umnJCSm0PiZbrYw0zFeVEEAAAkGUEwCyKmJbOHjtBd009VZaMA7abGq3QU3POU8RgE2gAAJB9BMAsKzFtXVE/Ta8dc5mua5ilciu069qc0rG6c+opemnuxRoXLpHNAhAAADAKDN8f/uiJnp4eVVZWqru7WxUVqd/Thj31uQmVmLb6PUe2YcgyTPm+zxnAAADgoKWT17jhbBSVvTn6N2a3UcAhZoYBAACygjlHAACAgCEAAgAABAwBEAAAIGAIgAAAAAFDAAQAAAgYAiAAAEDAEAABAAAChgAIAAAQMGwEjX30uwlFTEs7XEchw1TI5MQSAACKCQEQuwy4jjbF+3TT5hf1y/Y16vMcSdIRpdX6ROMcvbd+mizDkG0wcAwAQCHjLGBIkgY9R3e2vqJPrV2iA31BzCip1JNzzlVNKEoIBAAgz6ST13gXhwZcR7/rWKdPDhH+JGn1QLfmvfSAEr43arUBAIDMIwBCIdPU59c9l1LbVwe6dffW1Yp5bparAgAA2UIADDjP97W4a7M2xftS7vM/LS/LMowsVgUAALKJABhwA56jv2zfmFafVwa2q9dNZKkiAACQbQTAgPMlDY5gOjfucR8gAACFigAYcLZhqilcmlafkGGq0g5lqSIAAJBtBMCAi5qWPjLuMKVzR9/51VPkDbt5EAAAyFcEQKgmFNFZVRNSbn/j+CNUwqkgAAAULAIgFDZM/eTQ+RofLhu27efHH6nDy6plsAoYAICCRQCETMNUlRXWP468QKdXNu23zVg7opunvE1fmXSMooz+AQBQ0DgLGJKksGmpJhTRX2adrZZ4v25vXaWNsR2KmpYWVo7XJbXNcnxfEcIfAAAFjwCIXSzDlGVIU6Ll+o+JR8v1fRmGFDEshUxT4VwXCAAAMoIAiP0qtfjSAACgWHEPIAAAQMAwzAMUGd/3FYu9dVJLOGzKNFm1DQB4CwEQKBKJhCfLMrRqVa/+vqRL/X2OolFLxx9XpSOPrJTr+gqHGfQHABAAgaIQj3tau65fd961Xtu2xfe4tmRplyorbb3/yok6fE4FIRAAwD2AQKGLxz29/kafvvmtNfuEv526ux39z/fX6h//7FY87u23DQAgOAiAQIEzTUM/uG2dXHfoA5p9X/rf/10/bDsAQPEjAAIFzHV9Pf98l3p7nZTaJxxfjz+xTYkEo4AAEGQEQKCAOY6vp//WmVafvz/TKdNiVTAABBkBEChgpiV196Q2+rdTd7cji21hACDQCIBAAfM9KRxKL8yFw4Z8n/sAASDICIBAgZs9uzy99rPKWQkMAAFHAAQKWDhs6sy318tM4zt50aJxikSs7BUFAMh7BRkAB1xHfW5CMc/NdSlAzkUips58e11Kbd92wljV14WzXBEAIN8VzEkgcc+VIUMv9nfoN9vWqs9zVGtH9IH6Q9UQLpUtQ1Y6wyBAkQiHTV1ycZNiMU+PP9FxwHbHHlOpj1w1SbbN9wkABJ3hp3A3eE9PjyorK9Xd3a2KiorRqGsPA66jZTvadf0bz+hf/ftuebGgskk/mjZPjeFSRUymthBMjuNp85ZBPfRQm5Yt266E48uypKOOrNTZZ9Vr6tQyWWz/AgBFK528lvcBcMBz9ER3i9656mE5Q5RabUf07BHna3KkTCFCIAIsFvcUCZtKJDyFQqbicU+hkCHDIPwBQDFLJ6/l/VxQwvN08St/HTL8SVKnE9N5qx7mTQ6BFwknv61DoeTv4bDJ9wUAYA95HQAHPUd3tK5Sv5faRrevDGzX0t429jgDAAAYQl4HwLBh6Udtq9Pqc1vLy+pLMTACAAAEUV4HQNMwtCG2I60+G2I7ZIrpLgAAgAPJ6wAoJUcB0xExLfliChgAAOBA8joADnqOTqoYl1afk8vHMQIIAAAwhLwOgGHD0r81HZ5ye0uGPtE0RyVWwexvDQAAMOryOgCahqHTKht1wpj6lNpf1XCYygh/AAAAQ8rrAChJpgw9MnuRji6rHbLdxTXN+l7ziSoxCYAAAABDyf8AaBgaY9lacsQ7ddfUU3V4afUe10+vbNKfZp6pXxx6usKcAAIAADCsghguMw1TYUO6sn663l9/qLrduPpcR1V2WFHTkm2YsjjpAAAAICUFEQB32jnCV2tGVRvKcTEAAAAFKu+ngAEAAJBZBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAALGznUBQD7zfV+JhK++flcrV/YoHvNUWxfR7FnlchxPkYiV6xIBAEgbARA4gHjcU0vroH7zmy16aWWvfP+ta+Xltk6bV6Pz39UgyzJkmkbuCgUAIE0EQGA/4nFPr762Q7fc8oYSjr/P9d5eRw/8eatWrerV5z83XeEwARAAUDi4BxDYj8FBV7d+b+1+w9/uXn+jX3f/eIPicW+UKgMA4OARAIG9xOOeHlncnnKoe/a5LgIgAKCgEACBvdi2oSef6ki5vetKjz+xTYkEIRAAUBgIgMBe4nFPPT1OWn22bBmU6w49XQwAQL4gAAIZYBgsAgEAFA4CILCXcNhUdXUorT6TJ5fIsgiBAIDCQAAE9uI4vhacXpty+1DI0GnzahQK8e0EACgMvGMBewmHTS1cWKeystRO+ThtXg1TwACAgkIABPYjZBv67I3TVFoydAg88ogKXf7u8YpE+FYCABQO3rWA/QiFTI1viur/fu0wnXpq9T4nfTQ2RPS+907QJz7eLNvm2wgAUFgM3/eH3buip6dHlZWV6u7uVkVFxWjUBeSNWMyT5Gvd+gEl4p6qxobU2BCV5/nc9wcAyBvp5DXOAgaGsXN6d8ahY/b4d1b9AgAKFcMXAAAAAUMABAAACBgCIAAAQMBwDyCArHAcT4ZhqLV1UG3tcVmWNGVyqaJRS7ZtyDS5hxIAcoUACCDjHMfTkqVdeujhNm3aNLjr3w0juXfiBRc0qqkxqnCYSQgAyAUCIICMchxPd/94o/729859rvm+tOKFHv3rpV5d97EpOvzwCkIgAOQAr7wAMiYe9/TwI+37DX+7c11ft/1wnTo746NUGQBgdwRAABljWYYefrgtpbaO4+uBB7e+udE2AGA0EQABZITv+3rhxW519zgp93n22S4ZrAUBgFFHAASQEY7ra926gbT6xOM+08AAkAMEQACZ4SdHAUfQDQAwygiAADLCtg1NmlSSVp+Qbah6bChLFQEADoQACCAjDMPQ0XOrVF6e+u5Sxx1XJYmbAAFgtBEAAWSM4/g6Y2FtSm0tSzr3nHGKRHgZAoDRxisvgIyJREyde844HX9c1ZDtTFO66kOTVVcXGZ3CAAB74CQQABll26Y+evVkTZ9epsWL29XWvucq35kzx+jC8xs1ZUopp4AAQI4QAAFknG2bOn1+rRYuqNO69f1qbY0pZBuaOrVMFRW2LMuQaXLvHwDkCgEQQFaEQsnRvamHlGnqIWU5rgYAsDvmXwAAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwdq4LAAAcnHjCk+f6kiTTNBQO87M9gKERAAGgQMXjnuJxT48+1q5Nmwbl+9L48VGdsbBOkYhJEARwQARAACgwvu/LcXz9+CcbtfTZTrnuW9eWPS/98U+tOuH4sfrwhybJtg0ZhpG7YgHkJQIgABQY1/V107fXaPWrffu97nnSkqVdat8W1+c/O02hEAEQwJ6YHwCAAhKPe/rLQ20HDH+7W7OmTw/8eavicW8UKgNQSAiAAFBAbNvQY49vS7n9E09uk2UxAghgTwRAACggb6ztV2dnIuX227c7WrNm+NFCAMFCAASAAtLZGU+/T1f6fQAUNwIgABSQaCT9l+3ICPoAKG68KgBAAZk+fYxsO/V7+izL0IxDx2SxIgCFiAAIAAXENA0de2xVyu2PObpSoRAv9QD2xKsCABSQSMTUxRc2qqRk+JfvaNTUxRc1sg8ggH0QAAGgwFRVhfS5G6eprMw6YJvSUkuf/cw0jR0b5iQQAPvgJBAAKDChkKkJE0r0nZtm6/Entumxx7epvT250re2JqzTT6/VggW1CtkG078A9osACAAFKBQyFQpJbz+jTmefVS/P8+X7yUUfjuMrHCb4ATgwAiAAFLCdI3ym+dY0bzjMlC+AofEjIgAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwdq4LAACgEMXjnmzb0PoN/erpdhSNWmpuLpXv+4pErFyXBwyJAAgAQBo8z5fr+npkcZsefWybOjsTu65Fo6ZOOrFaF5zfoNJSS7bNRBvyEwEQAIA0OI6vb960RmvW9O1zbXDQ02OPb9Py5dv171+crpqaMCEQeYmvSgAAUpRIeLrjrvX7DX+76+5x9I1vrhmlqoD0EQABAEhRb6+j5cu3p9S2qyuhJUu75DhedosCRoAACABACmIxT48sbpfvp97nr39tl2EY2SsKGCECIAAAKfB9Xxs3DaTVZ+OmQVkWARD5hwAIAECq0hj9G2EHYFQQAAEASIFhSI2N0bT6NDRE5XmEQOQfAiAAACmIRCyd+fa6tPosXFAr1yUAIv8QAAEASNHY6pDmzClPqW15ua1TT6lRKMRbLfIPX5UAAKTItgxdf22zxo8feiq4tMTSjf82VSwARr7iJBAAAFJkGIbCYVP/8aUZ+t3vt+jpv3Wqv9/ddd2ypGOOrtKllzSpqirE6F+2uYOSPKn7WcnZLtlVUuXbJBmSld79mkFj+P7wOxr19PSosrJS3d3dqqioGI26AADIa7GYK8sytPLlXm3vSqikxNLs2eUKhUyFQgb7/2WTl5DcHdLGH0idj0p+/K1rZkSqXihNuE6yyiQzlLs6R1k6eY0RQAAARiASsSRJRx5RmeNKAsZ3pESntOpqKbFt3+teTNr2oNT9nDTrLilULRnEnb0xNg0AAAqIIb36qf2Hv90ltkmrP5Vsj30QAAEAQGHwPalnmTS4IbX2g+ul3hXJftgDARAADlIi4Ske9+Q4nmJxTwmHNxsgK/y4tPW36fXZeq/kxYdvFzBMigPACMXjnlzX1xNPbtPyf3RrcNBTWamlE04Yq1NOrpYkhcP8nA1kjBFOffRvp8ENgVoIkioCIACMQCLh6bHHt+m3v92ihLPnZgqvrN6hX9+zWR94/0Qdd2wVW4EAGTPSU1U4jWVvvCoBQJricU9//Wu7fvXrzfuEv51iMU933Lley57frnicKWEgI7yEVDotvT6l05P9sAcCIACkKRbzdO9vt6TU9ic/3ZjlaoAAMcPSuMvS6zPuMslkU+i9EQABIA3xuKdHFrfJS3FQb3DQ09/+3snCECATDFMaM0cqnZFa+7KZUtlh4ky+fREAASANtm1o2bLtafVZ+mwXu1AAmTTju1J00tBtopOlQ28W+wDuHwEQANJgmoZ29LnDN9xNX58jk1dbIDMMS7LGSLN+JDW8L3n+7+7ssVLj+5PXrbLkqCH2wSpgAEiD5/kqKTHV25t6n5KolfKUMYAUGJZklUpNH5AmXCX1rZacXsmukMoOlTxHsrjvbyjEYgBIQyLha+5R6Z39eswxldyCBGSDFU2e8ztmtlT1NmnMrOTfCX/DIgACQBoiEVNnn1WfcqAL2Ybmn1bLXoAA8gqvSACQpvJyW2efVZ9S24svbpRlMfwHIL8QAAEgTaGQqYsvatTZZ9UdcCTQNKVLL2nSwoV1HAc3Qp7nK5F46+ZJ3/fZVBvIEBaBAMgaz/PlOL5c11d3T0K2ZWjs2LAc11ekwEORbZu6+KImnXVmvR56uE3//Ge3BgY9lZZaOuH4Kr39jDpFo5ZCdmE/z1zwPF++L730Uo8efqRdr63pk+t6qqkOa968Gi1cUCfbNgjWwEEwfN8f9oC8np4eVVZWqru7WxUVFaNRF4ACl0h4WreuX3/+S5teeKF71yrY8nJbp82r0dln1SsaNYvi3rhYzFUoZMo0jV2hl3AyMp7na2DA1bduWqN16wf22yYUMnT9tc2aNauc/2dgN+nkNQIggIxLJDw98OdW/eH+rQdsU15u63OfnaaGcZGiCIHIjETC039+7VVt3Lj/8LeTZUmfvXG6pk0tlc0oKyApvbzGdw2AjIrHPT3zTOeQ4U+SensdffNbaxSLcU8XkhIJT0893TFs+JMk15V+/otNMthfBxgRAiCAjLJtQ/fd35pS295eRw8/0saN/ZCUPGVl8V/bU26/ceNASmERwL4IgAAyxvd9vfRSj7q6Ein3eeLJDrZJgSRpxw5HLS2xtPo8v3z7HiuFAaSGAAggYxIJX6tW70irT0+Po56e1AMjild8BEFuMOZxzB4wAgRAABnlOsOuK9u3j5t+HxSfslIr7T4V5bas9LsBgUcABJAxlmWovj6Sdp/ycrYkRXKD7cNmjEm5vWFIp55SzSpgYAT4rgGQMZZl6OSTqhWyU7+n75ijK1nJCUnJr59Uj9iTpNmzyzVmDD88ACNBAASQUaZp6G0njk25/TsWjVMoRABE8mvn8MPLdfxxVcO2LS+39eEPTmIBETBCBEAAGRWJmLryvRM1eXLJsG0vvaRJ48dHGQHELrZt6qNXT9aC02sPeG/fxAlRfeXLh6q83JZp8rUDjAQngQDIuJ3Hof38F5v0zJJOJRJ7vszU1YV14QWNOu7YKk4BwX7F457icU+PPtau117rk+P6qqkOa+GCWk2eXCpJjP4Be+EoOAB5IRbz5Pu+nlnSqfZtcdmWoZkzyzXj0DHyPJ/wh2HF4548z5dhSL6fHGFmxBjYv3TyGnfPAsiaSCQZ8OafVivHSb6J27YhwzAYvUFKwmF+SACygQAIIOtM01A4TOADgHzBj1YAAAABQwAEAAAIGAIgAABAwBAAAQAAAoYACAAAEDAEQAAAgIAhAAIAAAQMARAAACBgCIAAAAABQwAEAAAIGAIgAABAwBAAAQAAAoYACAAAEDAEQAAAgEzwEpLv7PZ3J/krD9m5LgAAAKCgeYnk7x0PS22/lwbXJf9eMlWqv1iqXijJl8xQrircBwEQAABgpLy4FNssrf6klOjY81rfy9Lar0qb75BmfE8Kj8ubEMgUMAAAwEgluqRVH9s3/O0uvlVadY3k9o5eXcMgAAIAAIyEOyht+mFqwc7pkjb/b7JPHiAAAgAAjITvSF2Pp96+4xHJMLJXTxoIgAAAACPRu1zyE6m39wakHS9lr540EAABAABGwu0bnT5ZQAAEAAAYiVDNCPpUZ76OESAAAgAAjET50ZJVnnr7UK1UNjN79aSBAAgAADASvivVviP19nXvzJuTQQiAAAAAI2FFpfEfkaLNw7ctnSE1vleyItmvKwUEQAAAIPme5MWS+9TlyShVQTDC0qw7pIpjD9ym8iTpsB9IRn6cAiJxFBwAAMHmxSXDknpXSN3PSn5cCtVLdedIZkQyInmzd11eMi3JL5Gmf1uKt0qt90iD65PXSg6RGi5L3vtnhnNb514IgAAABJUXk7b/Xdp0uxTbsue1zT+UquZJUz6fnOo0iAwHZJjJX9GJ0sTr9rxmleSmpmHw2QQAIIi8mNT+gLTh5v1f993kKRf9r0qzfiRZZcmQg6HlaeDbG59JAACCKLZV2vDdFNptlt74WnonXiDvEQABoAC4rq943JPn+XIcT7GYm+uSUMjcQan1l5L81Np3L5GcHVktCaOLKWAAyGOJhCfTNLT8H9v1+OPb1NGZkG0ZmjatTGefXa/6urBsm5/lkSbTljoXp9HBk9rvT25jkmeLGTAyBEAAyFPxuKeWlkHdfMvr2r59z205Nm8Z1JNPdWju3Epde80UhcOEQKTB7Ze8wfT6xFsl35FEACwGvGIAQB5yXV/t7TF9/Ruv7RP+dvfPf3br5ltel+N4o1gdCp5hjaBPSBLbwRQLAiAA5CHf93X3jzcqFhs+2K1atUPPLdsu103xfi7AjEqRien1KT9KMvNnI2McHAIgAOShjo6EXlvTl3L7Rxa3y/cJgEiR70r1F6Xe3qqQxp7OXoBFhAAIAHkmkfD0zJLOtPqsXduvgQGmgZEiMyzVnSeFG1Jr3/T+N+//Q7EgAAJAnvE8qb8//W1eBgfZGgZpMGzpsO9L4XFDtxt3eXK00IqOTl0YFYzlAkCeMU2ptDT9m/Sj0RHc2I/gMm0pVCfN+bnU9vvkr/jWNy9aUtWJUsMVUtlh3PtXhAiAAJBnQiFTJ75trP5wf2vKfaZMKVFJCQEQaTJtSbY07hKp4XIpsT154oddkVwpbIQ4/q1I8VkFgDxUWxvWtGllKbc/8+11MgwWgWCEzEgy8IVrpEiDZJW++W/EhGLFZxYA8pBhGPrg+yemtMHzjBljdMLxY2VZvKQDSA2vFgCQhyzLUH19RF/8/DRVVBz4bp0jj6jQZ26YynFwANLCPYAAkKfCYVMTJpTolpvn6Pnnt+uxx7epozMu2zI0dWqZFi2qV8O4qGyb0xkApIcACAB5LBRKjuwde2yVjj66UrZtyPMkx/EUibDoA8DIEAABoABYliHLMt78s2RZhD8AI8dNIwAAAAFDAAQAAAgYAiAAAEDAEAABZJzvsyExAOQzFoEAyIhY3JNtGfrXSz1qbY3Jtg3NnDlG4+ojMoy3FjAAAHKPAAjgoDmOpz//uVWPPd6h3l5nj2uHNJfqoosadej0MSmdagEAyD5ejQEcFMfx9J3vvqH7/7h1n/AnSW+s7de3v/O6li7tUjzu5aBCAMDeCIAARiwWc3Xvb7bo5Zd7h2zn+9L/+/EGtbfHRqkyAMBQCIAARsw0DT35VEdKbX1f+vODbYrFGAUEgFwjAAIYEc/ztWRplwYHUw90zz3XJYO1IACQcwRAACPiOL62bBlMq0/C8dXdnchSRQCAVBEAAYyYaaY/nDeSPgCAzCIAAhiRUMjQ1KmlafUpLbFUWRnKUkUAgFQRAAGMiGEYOurISlVWpL6d6MmnVMt1WQQCALlGAAQwYq7ra9Gi+pTaRqOmzllUr0jEynJVAIDhEAABjFg4bOrtZ9Rpwek1Q7aLREx9+lNTVVbG4UMAkA94NQZwUGzb1BXvmaBZs8r1l4fa9Prr/buuhUKGTjh+rN71zgZVVYU4Cg5AcfE9ydttNwQzLBmFEa0Ko0oAec22TR09t0pzj6pUd7ejjs64bMtQU1NUhmEoEiH4ASgiXlwyLKn3RanjQSnRLVlRqepUqfp0yXOSf89jBEAAGWFZhiRDNTVh1dSEc10OAGSHF5MG1kqv/4cU27Tntc5HpQ3flSZ+XKpemBwRzFMEQAAAgFR4cWngDWnVtZIf338bp1ta+3+TQbF2kWRGRrfGFDEvAwAAkArDktb8+4HD3+7W3yy5fdmvaYQIgAAAAMPxPalnmRTfmmIHV9p6r+Smd2TmaCEAAgAADMcblNofSK9Px8N5uxiEAAgAADAsU0p0ptcl0ZWdUjKAAAgAADAsXzLTHM3L0wUgEgEQAABgeIYlVZ6QXp+K4/bcKDqPEAABAEUpHvfk+77icU/xuCfP85VIeLkuC4XKDEt175SMNPb2a7hcMvJzFJB9AAEARSWR8DQ46GnxX9v0xJMd6u52JEl1dWEtXFCr+afVyrYNhUKMgSBNhik1fUDafOfwbStPkspmSIaR9bJGwvB93x+uUU9PjyorK9Xd3a2KiorRqAsARlUs7sn3fG3vTsg0DVWPDcl1fUUiVq5LQxricU9r1vTplu+9oVhs/6N95eW2PnvjNDU2RAiBSJ+XkDb/SGr92YHbVJ4oTfuvUT8JJJ28RgAEEGjxuKeWlkE98OBWLV/eLddNviSWllg6+eRqnfOOeo0ZYxMUCoDv+9q0aVD/+bXVSiSGfmsrK7P09a8dprFj8/eoLuQxLy7FWqTWX0mdf5W8AUlv3iPYcLlUfoRkjP4kKwEQAFIQj3t68qlt+sUvN+tAr4TRqKl/+/RUTZlSqnCYEJjP4nFP//P9tXrxXz0ptT9tXo2ueM94Rnkxcu5gcp8/LyGZoeTxb0YoOVWcA+nkNV7NAASS43h6aWWPfv6LA4c/SRoc9PSd776unh5n9IrDiPT1u/rXS6mFP0lasrRLRp7en4UCsXOTZzP05u+RnIW/dBVGlQCQYYZh6Pe/b0mp7eCgpz890HrAe8qQH1au7BkyzO8tHve0bn1/9gpCenxfcgcktz/5y+f7LZtYBQwgkDZuGtDGTanvz7VkaZeueM+ELFaEgzWSgB4n1OeeF0/usbdjZfLoNLdXMkul6gVSxTGS7+T1hsqFigAIIHB839eqVb1p9YnFPLVujWnSxJIsVYWDVVuT/oKOqrGhLFSClHkxqf91ae3XpMENe17b9icpPE6a/FmpYi4hMMOYAgYQOJ6nXat90+E66ffB6Jk9u0JlZakv6GhsiKixIc2jvZA5XlzqWy29cu2+4W+n+FbptRul7ueSYREZQwAEEDiWZWjcuPTf+KurGS3KZ67r67R5NSm3P+OMOnkeoT5nDFNa80XJTwzT0JPe+A/uCcwwAiCAQJp7VGVao0WHHTZGpaVsF5LPIhFTF17QqObm0mHbHnF4heafVsv+jrniO1LXU5LTlVp7Lya1/zE5aoiM4CsfQCC5rq/TTkt9tOgdi+plWWwZku8sy9AXPz9dJxxfJXM/73Ah29CC02v1yU80y7b5fOaM50jtf0qvz7YHC2aLlULAIhAAgRSJmLrogka98Ua/Xnllx5BtzzqzTrNmlss0CQz5zjQNhcOGrvrwZL3vvRP16GPtammJyTCkSZNKdPr8WlmWIdsmSOSUYUmJjvT6JLbl5HSNYsX/JIDAsixDN/7bVN1z7xY99XSHBgf3vMdo7NiQzjt3nE6bV0NgKDDhsKlw2NQ73jFO3psLfizLYMo3b3jpr+o1I8n7ABkFzAgCIIDAMgxDtm3o4osadeklTVr6bJdaW2MyTWnatDIdPqdCjuMT/gpYOGRKrN3JP74vlR8j9b2cep+KY5L3AFqs3M4EAiCAwNt5FuzJJ1Xv2h7Gtg0ZRnI6EUCGWVGp4VKp9ReSUlzd23A54S+D+LEWAN5kmskpwlDI5IxYINusMVL9Bam1HTtfikzKZjWBQwAEAACjzwxLEz8h1Swaul3VKdIhX5FMJi0zif9NAACQG6YtTfmcVPcuaeuvpe1PS74ryZAqT5DGvTt5DByrfzOO/1EAAJA7ZkgaM0cq+3Iy6Hmx5Oig70pGiFW/WUIABAAAuWUYkvHmtjDWmye5MOqXVcRqAACAgCEAAgAABAwBEAAAIGAIgAAAAAFDAAQAAAgYAiAAAEDAEAABAAAChgAIAAAQMARAAACAgCEAAgAABAwBEAAAIGAIgAAAAAFDAAQAAAgYAiAAAEDAEAABAAAChgAIAAAQMARAAACAgCEAAgAABAwBEAAAIGAIgAAAAAFDAAQAAAgYAiAAAEDAEAABAAAChgAIAAAQMARAAACAgCEAAgAABAwBEAAAIGAIgAAAAAFDAAQAAAgYAiAAAEDAEAABAAAChgAIAAAQMARAAACAgCEAAgAABAwBEAAAIGAIgAAAAAFDAAQAAAgYO9cFAAAAFA3fl/y45LtSoksyLClcJ3kJyYrmurpdCIAAAACZ4MWk/tekll9I2/8uyU3+u10l1Z4nNbxbskolM5zLKiUxBQwAAHDwvLjU+ktp1Uel7U9pV/iTJGe71Poz6aX3SIMbkm1zjAAIAABwMLyY1LFY2vy/Q7dzuqXVn5S8gdGpawgEQAAAgINh2NKWH6XW1tkutd4juYNZLWk4BEAAAICR8j2pZ7kU35p6n/Y/SmYoezWlgAAIAAAwUn5C6v1Hen2cLinRkZ16UkQABAAAGCnfl3xnBP1G0CeDCIAAAAAjZYakcFN6fQwruTVMDhEAAQAARsqwpNqzJSONvf2qTpWM3EYwAiAAAMBBMaWaM1Nv3nCFZESyV04KCIAAAAAHw4pKkz8tlc4Yvu34q6XSqZJhZL+uIRAAAQAADpYRkmbenjzybX/TweEGqfn/SA2XS2ZuR/8kzgIGAAA4eIaV/DXpU9KkT0odD0uxzclNosuPliqOTq78zYNzgCUCIAAAQOZY0eTvdedJnpOc6jXs5KIPw8ptbbshAAIAAGSaYUlW/gS+vXEPIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwBEAAAICAIQACAAAEDAEQAAAgYAiAAAAAAUMABAAACBgCIAAAQMAQAAEAAAKGAAgAABAwdq4LAAAAyBkvLhmW1L9Gim2WDFsqmy3ZYyQjJBnFOVZGAAQAAMHkJaT2B6St90qxjbtdMKTKE6TxH5FKmiUzkrMSs4UACAAAgsdLSGu/JnU+up+LvtS9VOpZJh3yVanqxKILgcU5rgkAAHAg3qDU8tMDhL/d+K70xlekePuolDWaCIAAACBgbGnrb1Nr6ieklp9L7mB2SxplBEAAABAcvidtf0pye1Lv07lYMozs1ZQDBEAAABAcfkLqfzW9Pt6glOjITj05QgAEAAAIGAIgAAAIDiMklR6aXh8zKoVqslNPjhAAAQBAcBimNHaeZFWk3qf67ZLvZ6+mHCAAAgCAYPEdadzFqbU1QlLjeyUrmt2aRhkBEAAABIsZlRqvlKoXDt3OsKVDviKF60ajqlHFSSAAACB4zJDU/CVpzFH7OQrOfPMouKs4Cg4AAKComCGp7lyp/l1S/xoptiU55Vs2U7LHJP9sFOdkKQEQAAAElxlO/l42I/krIIoz1gIAAOCACIAAAAABQwAEAAAIGAIgAABAwBAAAQAAAoYACAAAEDAEQAAAgIAhAAIAAAQMARAAACBgCIAAAAABQwAEAAAIGAIgAABAwBAAAQAAAoYACAAAEDAEQAAAgIAhAAIAAAQMARAAACBgCIAAAAABQwAEAAAIGDuVRr7vS5J6enqyWgwAAABGZmdO25nbhpJSAOzt7ZUkTZw48SDKAgAAQLb19vaqsrJyyDaGn0JM9DxPW7ZsUXl5uQzDyFiBAAAAyAzf99Xb26umpiaZ5tB3+aUUAAEAAFA8WAQCAAAQMARAAACAgCEAAgAABAwBEAAAIGAIgAAAAAFDAAQAAAgYAiAAAEDA/H9uFkd6n62S/QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAJ8CAYAAABunRBBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA0+0lEQVR4nO3deXhU9aH/8c85Z9aELGQlIYBBEAVcKC5XtIiioFW7uKB2sbZ2oS5t9V7bX2/33qeLXaze22qr91Zr71OVuva2rhVRW7QgFbUgosieQEiEJJBlZs45vz9ikC3JDMySme/79Tw+NpnvN/OdPnHmnbNavu/7AgAAgDHsXC8AAAAA2UUAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYJJDPI8zw1NTWppKRElmVlek0AAABIke/76uzsVH19vWx78G18SQVgU1OTxowZk5bFAQAAIHM2btyohoaGQcckFYAlJSW7f2BpaemhrwwAAABp1dHRoTFjxuzutsEkFYD9u31LS0sJQAAAgGEsmcP1OAkEAADAMAQgAACAYQhAAAAAwyR1DCAAAEA+cF1X8Xg818vIiGAwKMdx0vKzCEAAAJD3fN/Xli1btGPHjlwvJaPKy8s1atSoQ74uMwEIAADyXn/81dTUqKioqOBuXOH7vrq6utTS0iJJqqurO6SfRwACAIC85rru7virrKzM9XIyJhqNSpJaWlpUU1NzSLuDOQkEAADktf5j/oqKinK8kszrf42HepwjAQgAAApCoe32PZB0vUYCEAAAwDAEIAAAwD7WrVsny7K0fPnyXC8lIwhAAAAAwxCAAAAAhiEAAQCAsTzP04033qgJEyYoHA5r7Nix+v73v7/fONd1deWVV6qxsVHRaFSTJk3SLbfcsteYRYsW6cQTT1RxcbHKy8t1yimnaP369ZKkV155RaeffrpKSkpUWlqq6dOn66WXXsrKazwQrgMIAACM9bWvfU133HGHfv7zn+vUU09Vc3OzVq1atd84z/PU0NCgBQsWqKqqSosXL9bnPvc51dXVad68eUokEvrwhz+sz372s7rnnnsUi8W0ZMmS3WftfuxjH9O0adN02223yXEcLV++XMFgMNsvdzcCEAAAGKmzs1O33HKLfvGLX+iTn/ykJOnwww/XqaeeqnXr1u01NhgM6rvf/e7urxsbG7V48WItWLBA8+bNU0dHh9rb23Xeeefp8MMPlyQdddRRu8dv2LBBN9xwg4488khJ0sSJEzP86gbHLmAAAGCk119/Xb29vZo9e3ZS43/1q1/p+OOPV3V1tUaMGKE77rhDGzZskCRVVFToiiuu0Ny5c3X++efrlltuUXNz8+65119/vT7zmc/ozDPP1I9+9COtWbMmI68pWQQgAAAwUv+t1ZKxYMECXXfddfr0pz+tJ598UsuXL9enPvUpxWKx3WPuvPNOvfDCC5oxY4buu+8+HXHEEXrxxRclSd/5zne0YsUKnXvuuVq4cKEmT56shx56KO2vKVkEIICkeZ6vWMxTZ2dC/3i5XUuWbNeaNbvkur7icS/XywOAlEycOFHRaFRPP/30kGOff/55zZgxQ1dddZWmTZumCRMmHHAr3rRp0/S1r31Nixcv1tSpU/X73/9+92NHHHGErrvuOj355JO64IILdOedd6b19aSCYwABJCUW89SyrVcPPNCs5a+0y9uj96qqQjpzdrXOOrNKgQB/VwLID5FIRF/96lf1la98RaFQSKeccoq2bdumFStW7LdbeMKECbr77rv1xBNPqLGxUb/73e+0dOlSNTY2SpLWrl2r22+/XR/84AdVX1+vN954Q6tXr9bll1+u7u5u3XDDDbrooovU2NioTZs2aenSpbrwwgtz8bIlEYAAkhCLe3rzzZ36+S1vKx7393u8tTWme+/brJWvd+pL1zYSgQDyxje/+U0FAgF961vfUlNTk+rq6jR//vz9xs2fP1/Lly/XJZdcIsuydNlll+mqq67SY489JkkqKirSqlWr9Nvf/lZtbW2qq6vTNddco89//vNKJBJqa2vT5Zdfrq1bt6qqqkoXXHDBXieVZJvl+/7+7+b76OjoUFlZmdrb21VaWpqNdQEYRna0x3XDV1YqFht6N+9ZZ1Xr4gvrFQ4TgQCyo6enR2vXrlVjY6MikUiul5NRg73WVHqNd2gAg+rt9fT44y1JxZ8kPftsW4ZXBAA4VAQggEEFApaeez75qIvFPP1tcZsSCU4KAYDhigAEMKiuLle7drkpzdm4sUeJxJBHlwAAcoQABAAAMAwBCGBQRUWOioudlOaMGRNRIGBlaEUAgENFAAIYlOv6mvn+yqTHh0K2Tj2lkkvBAMAwxjs0gEGFQrbOPrtGoVBybxennVapoS8uBQDIJQIQwJCKihx9+YuNCgYH3617zDGlunQe1wAEgOGOd2kAQwoFbU2cOELf/fYkTX9fmex93jmqqkK69JLR3AUEQN6LxTwlEp5831ci4SV9DdR8w63gACQlFLJVXx/R/M8fpt5eT2+t2aV4zFNVVUjjxhXJ83ziD0DeisU8xeOenl64TUtfaldXl6uiIkcnHF+m2WdUKxi0kz4U5mDceuut+slPfqLm5mZNmTJFN998s97//vdn7PkIQABJsyxLoZClUMjWtOPK9nrMcTjrF0B+6g+/P9zfLNfd+yDmDRu69fAjW3XxRXU6c3ZfCKbbfffdpy9/+cu69dZbdcopp+jXv/61zjnnHK1cuVJjx45N+/NJ7AIGAAAGi8U8/eXpbbr3vqb94q+f6/q6974mPf30tozsEr7pppt05ZVX6jOf+YyOOuoo3XzzzRozZoxuu+22tD9XPwIQAAAYKx739If7m5Mau+D+ZsXj6Q3AWCymZcuWac6cOXt9f86cOVq8eHFan2tPBCAAADBS/9a/gbb87ct1fS1c2JrWrYCtra1yXVe1tbV7fb+2tlZbtmxJ2/PsiwAEAABGsm3ppWXtKc1ZumzHfldCSAfL2vs4at/39/teOhGAAADASI5jqavLTWlOV5cr205fmFVVVclxnP229rW0tOy3VTCdCEAAAGAk1/VVVJTavc6Lihx5XvpudxQKhTR9+nQ99dRTe33/qaee0owZM9L2PPviMjAAAMBIniedcHyZNmzoTnrOCdPL5aX5RODrr79en/jEJ3T88cfr5JNP1u23364NGzZo/vz56X2iPRCAAADASKGQrdlnVOvhR7YmdSKI41g644yqtF8Q+pJLLlFbW5u+973vqbm5WVOnTtWjjz6qcePGpfV59sQuYAAAYKxg0NbFF9UlNXbexXUZuRC0JF111VVat26dent7tWzZMs2cOTMjz9OPLYAAAMBYoZCtM2dXy1Lfdf4OtCXQcSzNu6hu9y3hCgEBCAAAjBYM2jrjjGq9//2VWriwVUuX7XjvXsDTy3XGGVUKBu2CiT+JAAQAAFAoZCsUsjV3bo3OOadGtm3J83x5ntJ+zN9wQAACAAC8a8/YS+f1/oabwktaAAAADIoABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGE4CxgAAOBd3W5CjmUpYNlK+J5c31fUKbxcYgsgAAAwXreb0PZEr37W9KpOevURHb7sPp306iP6WdOr2p7oVbebyMjzPvfcczr//PNVX18vy7L08MMPZ+R59lV4SQsAAJCCXs/VL7es1L+vX6q47+3xgLR8V5u+t/Fl/WDcCbq2borCtpPW5961a5eOPfZYfepTn9KFF16Y1p89GAIQAAAYq9tN6JdbVuqGdX8fcEzc93TDur/LknTVqMlp3SV8zjnn6Jxzzknbz0sWu4ABAICxenxX/75+aVJjv7Z+qXp8N8Mryg4CEAAAGKnbTeiXzSv23u07iLjv6dbmlRk7HjCbCEAAAGAkx7L0QNu6lOY80LZWtpX/9wgmAAEAgJEClq0diVhKc3YkYgpa+Z9P+f8KAAAADkLC91QeCKU0pzwQSnqX8XDGWcAAgOHHdyXfk+zgu197kp+Q7NQ+rIHBuL6vCysP0/JdbUnPubCyUZ7vp20NO3fu1FtvvbX767Vr12r58uWqqKjQ2LFj0/Y8+yIAAQDDR/8Zljv+Km25T+pa1Rd/4dFS9Yek6vMly5bscG7XiYIQdQK6um6Kvrfx5aS26gUtW1fVpfcyMC+99JJOP/303V9ff/31kqRPfvKTuuuuu9L2PPsiAAEAw4OfkBLt0qprpZ71ez/Ws07aeIvU9N/SxJ9IxUcSgUiLiOXoB+NOGPQ6gP1+NO4ERaz0Xgh61qxZ8tO4RTFZHAMIABgevJj0+hf2j789ubuk1ddJPRv7tgwChyjqBHRt3RT99LCTBjy5I2jZ+ulhJ+nquikFc1/gwngVAID85vZIW+6VejcPPdbrlTbcIh3xM8nimEAcurDt6KpRk/Xp2km6tXmlHmhbqx2JmMoDIV1Y2air6iYrYjlpvw1cLhGAAIDcs4PStkeSH9/5Dyn+jhQelbk1wShRJ6CoArq+/mj92+hjFLRsxX1Pnu8XzFa/PbELGACQez2bpHhranO2Pyvl4NgpFLaoE1DYdmRblsK2U5DxJxGAAIDhwOs+uDkFcl9WINuGXdbG455ct+8vOsuSwuHC2d8OABhAoOwg5lRIaT4jEzDFsAnA3l5Pvu/ruefbtHr1Lrmur8qqkM6cXaWqypAsy5Lj5P+99wAABxCqlqLjpe63kxtvBaWKM/q2FABI2bAIwETC08OPNOupv2xTPL738RxPPbVNk44o1jVXN6qoyFEgwF5rACg4vi/VzpPW/Si58SNnSdaw+AgD8lLOayqR8PSbuzbq0cda9ou/fm+s3qVvf/cNdfd4OblYIgAgw+ygVHmOVHri0GNDtdK46yQnkvl1wTxer+TF+/4o8eJ9XxegnAag5/lasaJTf/vbO0OOfeeduO68a8OAkQgAyHN2QJp4o1Q5VwN+PBVPlib/j2QXZXVpMIDXKyU6pS33SK9/Vnr14r5/b7mn7/sFFoI53X7uur4ef6Il6fEvv9yu3l5PoVDON1wCADLBDkmHfVVquFra+od37wXs9t0LuPYiKXKYJEsqoAvyYhjwYtLWB6XNv+q7JWG/mKSuN6WmO6XR86XaC/t+R9Pohz/8oR588EGtWrVK0WhUM2bM0I033qhJkyal9Xn2ldMAjMU8rXx9Z9LjPU/661/bNGdODSeEZJjn+XJdXzt3JrRhY7d8T6qri6iyMsgJOQAyyw5LobBUf4WkPfb6ONFcrQiFzOvti79Nvxh4jJ/oe9yypJqPpPU+1M8++6yuvvpqnXDCCUokEvr617+uOXPmaOXKlSouLk7b8+wrpwG4c2fq129q70jIdX0CJINiMU/r1nXp4Ue2aOXrnXtdZ3X8+CKd+4FaHXtMqYJBtsQCyCCO8UM2eL19W/6Ssek2qerctAbg448/vtfXd955p2pqarRs2TLNnDkzbc+zr5x+godCqUdcMGhx1n8GxWKe/rb4Hf3gR29qxcrO/S6y//bbXfqvX6zVgw81Kx7nRuwAgDzWv/Vvz92+g/ETUsuDGT0esL29XZJUUVGRseeQchyApaVBVVWlti992rQytjxliOf52rChW7+9e+OQd1d69LEWLVm6gwgEAOQxW9qxKLUp2xcpU/nk+76uv/56nXrqqZo6dWpGnqNfzs8Cnn1GVdLjGxoiGjeWM78yJZHw9cf/25L0rTX/9Oetsm02xwIA8pQVkBLJn4sgSXJ3ZuwONNdcc41effVV3XPPPRn5+XvKaQAGg7Zmn1Gt2tqh96VblnTZpaO5DmAG9fS4evW1jqTHNzX1aP2GrgyuCACADPITUmBEanOcERm5B/W1116rP/7xj3rmmWfU0NCQ9p+/r5zvSw0ELP37/5uoUaMGjkDHsfSF+YfpiIkjuBNIBjVv6U1661+/dWsJQABAvvL67iqTipGz+ualie/7uuaaa/Tggw9q4cKFamxsTNvPHkzO76PjOJZKSgL6/n8cqSVLduiJp1q0bl23JKmkJKDTZlZqzlnVikYdrv+XaQexcZXtsQCAvGWHpZoL+q7zl8yJIFagb3wazwK++uqr9fvf/16PPPKISkpKtGXLFklSWVmZotHMXfoo5wEo6d1Lulg66aRynXhiuWzbkuf5CgRs9fZ6CocJv2wYNSosy1JKWwHHjuW6XACAPGaH+y7yPNh1APs1fCHtF4K+7bbbJEmzZs3a6/t33nmnrrjiirQ+156GRQD2c5z3Qq//5ALiL3uKihxNmVyif67oTGp8bW1Y4xszd5FKAAAyzg733eHDsvqu83egLYFWoC/+ai5IewDm6tyGYRWAyC3HsXTeebVJB+AHzq6R53FRbgBAnrNDfXf4qDq37zp/2xf1ne3rjOg75q8//NIcf7lEAGI327Z0+PhiXXpJve69r2nQsWecXqVTT63gpBwAQGGww33/jLpUGvXRvku9+K4kL63H/A0XBCD2Egr1XZqnvj6iRx7ZojVv732W7+j6iM4+u0YzTh5J/AEACs+esWcV7uccAYj9hEK2pk4p1ZTJJdrWGtP69V3yXGn06IgaGqLyfJ/4AwAgjxGAOKD+M7PrRkVUN2rvG7I74pg/AADyGZtxAABAQTDhbmHpeo0EIAAAyGvBYFCS1NVV+Hen6n+N/a/5YLELGAAA5DXHcVReXq6WlhZJUlFRkSyrsA5X8n1fXV1damlpUXl5uRzHOaSfRwACAIC8N2rUKEnaHYGFqry8fPdrPRQEIAAAyHuWZamurk41NTWKx+O5Xk5GBIPBQ97y148ABAAABcNxnLRFUiHjJBAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhArleAABDuT2SHZC61kjuLilQJkUPk/yEZIdzvToAKGgEIIDs8hOS1ys13S21/klK7HjvsVCtVPMRqfYSyQpIFjspACATCEAA2eO7UqJDen2+1Lt5/8djW6VNv5K2L5Im/UJyollfIgCYgD+vAWTXqi8eOP72tGuVtOYbkhfPzpoAwDAEIIDs8D2pfYnUsza58e0vSrHmzK4JAAxFAALIDj8hbV2Q2pwt90lud2bWAwAGIwABZIcdkrpWpzan601OBAGADOCdFUD2+F6KE9yMLAMATEcAAsgOLy5FxqQ2JzL2IKIRADAUAhBAllhSzYWpTamZJ9mRzCwHAAxGAALIDjsgVcyWglXJjS86QiqeKFlWZtcFAAYiAAFkkS8d8XPJKRl8WKhWOuKnkk/8AUAmEIAAsscOSpEGacqd0shZkuXs83hYqvqANOUuySmTbOcAPwQAcKi4FRyA7LJDUmiUNP5bktcj7fiblOiUghVS+amSLMnhuD8AyCQCEED2WZZkhd/b4uf7HOsHAFnELmAAuUf8AUBWEYAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADFOw9wKOxTwFApZ6ejxJUiRiK5HwFQrRvAAAwGwFF4DxuKeeHk9PPtWiZ59tU3tHQpJUWhrQrNMqNeesGkUitoJBQhAAAJjJ8n3fH2pQR0eHysrK1N7ertLS0mys66DEYp7Wru3STTev2b3lb1+RiK3rvny4xjcWsTUQAAAUjFR6rWAKyPd9tbXF9NObBo4/Serp8fSzm95Sa1tMSbQvAABAwSmYAIzHfd3/YLNisYHjr18s5uuBB5oUjxOAAADAPAUTgLGYp5df3pH0+JeXtycViwAAAIWmYALwrbd2yXWTH++60ptv7crcggAAw4PvSW7Xe//4/PEPFMxZwAezNS/Wy5sAABQsr1eyAlL736V3Fkpel+SUSJVzpZJjJd+V7FCuVwnkRMEEYGVl6v8RV1QGM7ASAEDOeb1SxzJp3Y+l+La9H2v9kxQeLTV+QyqeJNnh3KwRyKGC2QV82GFFqkwh6CoqghrfWJzBFQEAcsLrlXa8IL351f3jr1/vZumNa6WdK/vGA4YpmAB0XV9nzq5OevzsM6rkupwFDAAFx3eltd+TNMRhPn5CWvN1SU42VgUMKwUTgKGQrTlnVWvK5JIhx06eXKKz59ZwIWgAKDReTNr2x+S36iXape2LJC+R0WUBw01BFVAgYOu668br9FmVCgas/R4PBizNmlWp6788XoFAQb10AIAkWY7U+lhqc1r/3Lc1EDBIwZwE0i8YsHXZpQ26ZN5oPfd8mzZu6pZ8aUxDVDNnVsq2Le4DDACFynKkeFtqc+JtffMAgxRcAEpSONwXeGec/t5xfo5D+AFAwfO91M/qtcMa8nhBoMAUdBEFg7YiEUeRiEP8AYAJvF6p9PjU5pSeIHFveBiGKgIAFA4nKo36aAoTbKn2IsmJZGxJwHBEAAIACku4XqqYndzYmgskZ0Rm1wMMQwQgAKCw2EGp8ZtS+czBx1WdK425ltvBwUgFeRIIAMBwdlCa8B9S52vS1nv77gwit+/ewCNPk2ovk4omSDYfgzATv/kAgMJkBaSSY6URkyUrKPlxyQpJfq9kc8wfzEYAAgAKl2VL1ruXhdn9b+IP4BhAAAAAwxCAAAAAhiEAAQAADMMxgDCS63qKx7lNIADATAQgjNLb68m2pRde3K633tolz/NVUxPW6bOqFA7bCoUIQQBA4SMAYYxEwtNjj2/V40+0qLt77xu/P/Rws46fXq7PXDlWgYAtx7FytEoAADKPAIQREglPd929Uc8//84BH/c8acnSHWpu7tE3vzGJAAQAFDT2d6Hgua6vV1/tGDD+9rRxU49+f88m9fa6WVgZAAC5QQCi4Hmer8ceb0l6/OIXtktiCyAAoHARgCh4XV2uVr+5K+nxsZinJUu3y/f9DK4KAIDcIQBR8Nrb4ynPaWuLyXUJQABAYSIAUfAO5hp/waAt22Y3MACgMBGAKHjV1WEVFzspzTl6agkBCADZ4PYM/jUygsvAoOB5nq+Z769M+kSQceOiqq+PZnhVAGA4r1dK7JS2LpDeeVpKtEtOkVQ+Qxr1USk0SrKDuV5lwWILIApeKGTr3A/UqrR06L93LEuad3G9JI7/A4CM8WLS1vulVz4sbflfKdYseV1SvFXa9kfptUul9TdJXurHcCM5BCCMEI3a+tpXJ6qsbOAIdBzp858dpyMmjlAgwH8aAJARXo/U8rC06VZJ3sDjWv9IBGaQ5SdxrYuOjg6VlZWpvb1dpaWl2VgXkHaJhKd4wtczz7Tq6YWtam2NSeqLw1NmVOics2tUWhrkfsAAkElut7T83L5dwMk4+l4pMiazayoQqfQaxwDCGIGArUBAOuvMap09t0a9vZ48z1c06ige9xUOE34AkFFeTNr2p+TjT5K23CON+aLkRDK3LgPxiQfj9F/iJRp1VFwckG1bxB8AZIPvSjueS23Ojr8RfxnApx4AAMgOy5a87tTmuF2ZWYvhCEAAAJAdvic5KZ5LECjLzFoMRwACAIDssIJS5dzU5lTM5uLQGUAAAgCA7LADfUHnlCQ7QaqdxzGAGUAAAgCALHKlxm8oqQRp+JwUGJHxFZmIAAQAANljh6WyE6QJPxx4S6Ad7rv0S+0lff8bacd1AAEAQHb1R+Bx/ye9s1Bqe0Jy2yW7SCqfKVWf13dvTjuU65UWLAIQAABkX/+WvYrZ0siZfZeI8T3Jcgi/LCAAAQBA7tgBkSPZxzGAAAAAhiEAAQAADMM2VwDINbdHsoNSorPvwHdnhOTHJZtrnwHIDAIQAHLF65US7dKWe6TWRyV3Z9/3AxVS9fnvXgC3iAPiAaQdu4ABIBe8Xql9qfTqJdLWBe/FnyQl3pGafyu9donUtVryYrlbJ4CCRAACQLb5ntS1RlrzdckfJO7cndIb10nx1uytDYARCEAAyDY/IW36Vd+/h+J1SZt/03ecIACkCQEIANkW3y51Lkt+/DtPS/IythwA5iEAASDbUok/qW83cdfqzKwFgJEIQADINq/3IOZwIgiA9CEAASDbwqNTnxOqSf86ABiLAASAbCudLgVGJj8+2ihFGjK3HgDGIQABINu8uFT9oeTH186TfD9z6wFgHAIQALLNiUj1V0gjjh167MhZUuUH+m4VBwBpQgACQC5YAWnSzVL1ByXrALd6s4ukUR+Txn9HsrlrJ4D04l0FAHLBsvrCb8yXpDHXStv+JPWsk2RJxZOkyrl9u33Z8gcgAwhAAMglJ9L375qPvHdnECvIVj8AGcU7DAAMB3ZQElv7AGQHxwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwwRyvQAA5orHPUmS41jyPF+uK4XD/F0KAJlGAALIulisL/ye/2ubFr+wXR0dcYXDjo45ukRz5tSouMhRMEgIAkCmEIAAsioW8/TKq+264783qLfX2+uxjRu79ehjLZpzVrXmXTxagYCVo1UCQGEjAAFkTSzm6Z//7NAvb10n3z/wGN+XnnhymxIJX5ddOpotgQCQAbyzAsgax7H0m7s2Dhh/e3p6Yau2bYtlflEAYCACEEBWuK6vZct2qLMzkfScxx7fut9uYgDAoSMAAWRFPO7pxSXbU5rz0rJ2zgoGgAzgnRVAVliW1NXlpjSnuzu18QCA5BCAALLC96WiIielOdFIauMBAMkhAAFkRTBo66QTRqY0Z/r0Mo4BBIAMIAABZIXjWDr++HKNGJH8Vr1zzq7hGEAAyADeWQFkjev6uuKTY2UlcX3nWbMqVVsbzvyiAMBABCCArAmFbB17TKnmf/4whUIHrkDLks6cXaVPfKxBgQBvUQCQCdwJBEBWhUK23jetTNP+82g9+9y+9wIu1dlzqzViRID4A4AMIgABZF0o1Bd3p8+q0hmnV8lxLHmelEj4HPMHAFlAAALImT3v8+s4fSeKAAAyjz+1AQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGCaQ6wXkA9/3FY/7Sri+WltjsiRVVYVk25bCYRoaAADkFwJwCLGYp+bmHv3fn7bqHy/vkOv2fT8QsHT89HKdf16tamrCCoUIQQAAkB8IwEHEYp5eeHG77rxrg3x/78cSCV8v/n27lr60XZ/77Di9b1o5EQgAAPICxTIAz/O15u1dB4y/Pbmu9Ovb12vTpm75gw0EAAAYJgjAAbier4ceah40/vp5nvTQI1sUjxOAAABg+CMAB7Bje1xvrN6V9PjXXutQd7ebwRUBAACkBwE4gLff7kppvO9L6zekNgcAACAXCMABuG7qu3MTiQwsBAAAIM0IwAGMqgunPqc29TkAAADZRgAOYNzYItWmEHRjx0ZTGg8AAJArBOAAPM/X2XOrkx5/ztwaLgMDAADyAgE4gGDQ1sz3V2rGySOHHDtrVqVOPLFcgQD/dwIAgOGPO4EMIhCwdeWnx2rMmKieeLJFO3bsfZZHRUVQHzi7VqefXkn8AQCAvEEADiEQsHXm7GrNnVOjf67o0IYN3bIs6bBxRZo8uUSJhE/8AQCAvEIAJqH/Hr/HHlOmqVNKJUmOY737mJWzdQEAABwMAjBF/eEHAACQr9h3CQAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAA7KHHTcj1vd1fd7mJQUYD+YmzgAEAkNTtJpSQr9u3vK67WlZrc6xLEdvRrNI6/dvoY3R0cYWCFttNUBgIQACA8bq9hJ7YsUkfXb1Q3Z6712P3tK7RPa1rdO7Isbr/yDMVsZ0crRJIH/6UAQAYrcdL6Pn2Lbpw1V/2i789/Xn7Bp2/8gnFPW/AMUC+IAABAEYLWLbmr/mrPPlDjv1L+2Y9sWOjXH/oscBwRgACAIzl+b6ea2/W2t7OpOfc1PRPxX22AiK/EYAAAGN1eQn9oW1tSnOeaW8SNwVFviMAAQDG8uWr042nPK/b49IwyG8EIADAWLYsVQTCKc1xZKnI5iIayG8EIADAWMVOUJdXT0xpzrkVYzkJBHmPAAQAGO24EZWaWjQy6fH/Wn+0wlwLEHmOAAQAGM3zff1u4umKJhF1H6+eoH8pqZFtcRoI8hsBCAAwWsh2NKmoTM8dfb7qQ0UHHGPL0tWjJus3E05TiK1/KAAcxQoAMF7UDmhqUYXWH3+ZHt2+UXdsWaWm/nsBl9XpS3VTVRoIKmiz3QSFgQAEAEDafY/fc0eO0eyyejmWJe/dcz2KHD4uUVj4jQYAYA+OZavYYUsfChu/4QAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAIm/19rryfX+Pr70crgYAgPwRyPUCgFTFYp66ul09+WSL/r5kh3btSigSdnTscaU6Z26NKitDCgb52wYAgIEQgMgr8binp/6yTX+4v0l7bPxTd7enRYvatGhRm2adVqlPfLxBgQARCADAgRCAyBuxmKdnFrVqwR+aBh236Nk2yZI+/rEGBYlAAAD2w6cj8obn+br/gcHjr9+iRW1qa4tleEUAAOQnAhB5IR739NxzbYrF/KEHv+vxx1s4MQQAgAMgAJEXPE9a9nJ7SnOWv9KhcJhfcQAA9sWnI/KCZaV+mZfubjdDqwEAIL8RgMgLvu+ruNhJaU5JSWCv6wQCAIA+BCDyQiBgacbJI1Oac9KJI1M6ZhAAAFMQgMgLjmPrpBNHqqgoua2AliXNOauaYwABADgAPh2RNzxP+uxnxsmyhh578UX1ikZT22UMAIApCEDkjVDI1tQpJfriteMHPB4wFLL00ctGa85Z1QqF+PUGAOBALD+Jo+Q7OjpUVlam9vZ2lZaWZmNdwIBiMU+2LS1ZskOLX3hHO3e5ikRsvW9amU6bWSnLsog/AIBxUuk1bgWHvNMfdyedVK7p08tkWZZ835dtWwoGCT8AAIZCACJvOY4th8P8AABIGZtLAAAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMNwHUAAAIA06nITkqTWRI+Clq3qYERxz1PUGT7ZNXxWAgAAkMd6vIRWdu3Qjze/ogfb1inue5KkulCRPld7pL5UP1VFdkBhO/d3MWAXMAAAwCHq8Vz9Z9MKTX/lId3X+vbu+JOk5liXvrvxHzryH3/Qmp4O9XpuDlfahwAEAAA4BD1eQg+0rtVX1y8ZdFxLvFun//PP6vISWVrZwAhAAACAQxC0bH1jw0tJjW2Jd+umza+p281tBBKAAAAAB8nzfS1qb9a63s6k59yxdZWCdm4TjAAEAAA4SDHf09PtTSnN2RrvVnOsK0MrSg4BCAAAcJB831fsIE7q2PMkkVwgAAEAAA5S0LbVGClJaY4jS9XBaIZWlBwCEAAA4CAFLFuXV09U2Er+2n7nV4xTQFYGVzU0AhAAAOAQOJatS6vHJz3+K6OPUSTHF4MmAAEAAA5BkRPQreNP1TFFFUOO/eaYaZo2olKWxRZAAACAvBa2bC0+5kP6RPVEhaz982p0qFi3H36q/r1hmiJ27u/Ea/m+7w81qKOjQ2VlZWpvb1dpaWk21gUAAJB3utyE4r6nu1pWa21Pp4K2rVmldZo7skFxz1PUyVz8pdJruU9QAACAAlH0buBdNeooxX1PliyFbUe2ZSngDJ8drwQgAABAmgVtR0Hl9kSPwQyfFAUAAEBWEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQK5XgAA5IseLyHPlwKWpZDt5Ho5AHDQCEAAGETMc2Vbll7e2aqH31mvLi+h2mBUV9QcobJASGHLlm2xMwVAfiEAAWAA3W5Cizu36ktrX9CKru17Pfb19S/p7JEN+p8JM1URCLNFEEBe4c9WADiAbjehR7dv1NwVj+0Xf5Lkydej2zfqfa88pNZEjxKel4NVAsDBIQAB4AB2enF9dPVCufIHHdcc69JHXn9K3hDjAGA4IQABYB/dbkL/2bRCMT+5rXpLdm7T6u72DK8KANKHAASAfUSdgH7T8kZKc36xZaV2ufEMrQgA0osABIB9eL6vplhXSnM29O5kJzCAvEEAAsA+bMuSIyulOSHLJgAB5A0CEAD20eu5+peSmpTmnFJSq2CK0QgAuUIAAsA+HMvSl+unJj0+bDn6/KijFHG4tCqA/EAAAsA+ApatD1UepilFI5Maf03dZAW4GwiAPMI7FgAcgO1Lz0w9T0dFywcd9/HqCfrBuBNUxNY/AHmEAASAA3BsWxWBkJYd9xHd3HiyJkbKdj9mSZpdVq9Hj5qr/5kwk9vAAcg7/MkKAANwLFtRy9bnRx2lq+sma1u8Rz2eq5GBkCJ2QEHLlmNx4geA/EMAAsAQIu9u4asLFeV4JQCQHgQgAMAoMc+V6/sK2rYSvi/P9zmGE8bhNx4AYIRuNyHLku5ueVO/2/aWtsW7VWwHdfbIBn2pfqpKnKCiNh+LMAO/6QCAgtftJvTEjk26/M1F6tznns3/2NWqGze9on8dfbT+Y+zxnNQDIxCAAICC1u0m9Jf2zbpg1VMD3q7Pla8fb35V3Z6rnxx2ksJEIAocl4EBABS0gGXryreeS+pezf/VvELrejszviYg1whAAEDBSvieHnlnnbbFe5Ke89PNr6rLTWRwVUDuEYAAgILV7bm6p3VNSnPub13LWcEoeAQgAKBg2ZK2J2IpzWl3UxsP5CMCEABQsHxJZU4opTmlKY4H8hEBCAAoWGHL0cVVjSnN+VDFOI4BRMEjAAEABSto27qocrwqAuGk5/zb6GM4BhAFjwAEABQ01/d06/hTkhr76ZpJmhQty/CKgNwjAAEABS3qBPShynG6e+Isha2BL/A8f9RRuu3wU7gTCIzANm4AQMGL2AFdVNmoD1eM0+1bV+l/t72lbfEeFTsBnV3eoOvrj9GoUJT4gzEIQACAEaLvHtd39ajJ+mLdVAVtWwnfU6/nqtgJ5nh1QHYRgAAAo0T2OMEjYNkKOBwNBfPwWw8AAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAACgoLm+J9f3c72MYSWQ6wUAAACkW7ebUNC29fj2TXqt6x05snRyaa1OLqlRwvcUsc1OILNfPQAAKDgxz9VNTa/pv5pXaGu8e6/HDo+U6usNx+mj1RMUtp0crTD3CEAAAFAwYp6rj65+Rg+0rT3g42t6OvTpt57Tm93t+vbY6cZGIMcAAgCAgtDtJnRL8z8HjL89/XDzK3p6x2a5vpeFlQ0/BCAAACgIQdvWLU0rkh5/4+ZXlDD05BACEAAAFIRn25u1ObYr6fHPdWzRtnhPBlc0fBGAAAAg7/m+rxVd21Oe93ZPRwZWM/wRgAAAIO9ZlqWAlXrWBA9iTiEw81UDAICCc0ppbUrjg5ato4rKM7OYYY4ABAAABWFydKSOK65MevxHKg9TyOIyMAAAAHnLl69vj3lfUmNDlq1vNkxTkWPmJZEJQAAAUBBCtqOzRzboZ4edNPg4y9aCSbN1eKQ0SysbfghAAABQMCJ2QF+om6y/Hn2+zhs5Vras3Y+FLUcfr56gV467UHPKGxQ1dOufxK3gAABAgYnaAZ1cUqsFR85Wl5vQ+t6dcixL4yOlcmQZu9t3T/w/AAAACo5tWYpaAUXtgCqDkVwvZ9hhFzAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADBPI9QIAAMDQPN9Xr++qMxHXi50t6vETagyXatqISiV8TxGbj3Qkj98WAACGuW43odU97frG+pf06PaN8uTvfuzwSKm+WDdF80cdpZDt5HCVyCfsAgYAYBjrdhNa2N6kE195WH/avmGv+JOkNT0d+tLaFzTvjacV89wcrRL5hgAEAGAY25bo0UVv/EUx3xt03CPvrNe3NixTl5vI0sqQzwhAAACGqV1uXD/e9Ip6ktyyd9uWlXIsK8OrQiEgAAEAGKaClq3fbXsz6fEdblz3blujxBBbCwECEACAYWpbvEcdbjylOS/valPMIwAxOAIQAADAMAQgAADDVHUwolInmNKcacWVCtl8vGNw/IYAADBMxX1Pn6iemPT4UieoS6sPV8Di4x2D4zcEAIBhqtgJ6isNxyqS5AWevzBqslzfH3ogjEcAAgAwjFUHIrp/0pkKDbFV70MV4/S9sdNV5HCTLwyNAAQAYBiLOgGdUVavJcd+WOdXjJWtva/zd3ikVLc0nqwFk2ZzKzgkjT8TAAAY5qJOQEcXVei+I2ar043r7ztb1O0lND5cquNGVCrhe8QfUkIAAgCQB2zLUtQJKOoEdH7FuL0e46QPpIrfGAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADBNIZpDv+5Kkjo6OjC4GAAAAB6e/0/q7bTBJBWBnZ6ckacyYMYewLAAAAGRaZ2enysrKBh1j+Ulkoud5ampqUklJiSzLStsCAQAAkB6+76uzs1P19fWy7cGP8ksqAAEAAFA4OAkEAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMMz/B1eCCT3/qwpaAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "m1-ago\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAJ8CAYAAABunRBBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA2hUlEQVR4nO3deZhU5YHv8d85p7bem6YXmlVkF5QgkExQiYLCMC5xJNE4TpwYNTGoWZzr5Jp745jMNcudSUYniWY0uWbGTAxOXCcuESVGDHEEDC4giLIJvUEDvXct55z7R4WWpWmqoKqrq97v53l4fOh6D/W22t1f3nPOeyzf930BAADAGHauJwAAAIDBRQACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhgmkMsjzPDU0NKisrEyWZWV7TgAAAEiT7/vq6OjQyJEjZdsDr/GlFIANDQ0aM2ZMRiYHAACA7Hn//fc1evToAcekFIBlZWV9f2B5efnJzwwAAAAZ1d7erjFjxvR120BSCsCDp33Ly8sJQAAAgCEslcv1uAkEAADAMAQgAACAYQhAAAAAw6R0DSAAAEA+cF1X8Xg819PIimAwKMdxMvJnEYAAACDv+b6vpqYmHThwINdTyarKykqNGDHipPdlJgABAEDeOxh/tbW1Ki4uLrgHV/i+r+7ubrW0tEiS6uvrT+rPIwABAEBec123L/6GDx+e6+lkTVFRkSSppaVFtbW1J3U6mJtAAABAXjt4zV9xcXGOZ5J9Bz/Hk73OkQAEAAAFodBO+/YnU58jAQgAAHCE7du3y7IsrV+/PtdTyQoCEAAAwDAEIAAAgGEIQAAAYCzP8/Td735XEydOVDgc1tixY3XnnXceNc51XV177bUaP368ioqKNGXKFN19992HjXnxxRf14Q9/WCUlJaqsrNRZZ52lHTt2SJJef/11nXfeeSorK1N5eblmz56ttWvXDsrn2B+2gQEAAMa67bbbdP/99+uf//mfdfbZZ6uxsVGbNm06apzneRo9erQefvhhVVdXa/Xq1frc5z6n+vp6XX755UokErr00kt1/fXX66GHHlIsFtOrr77ad9PGVVddpVmzZunee++V4zhav369gsHgYH+6fQhAAABgpI6ODt1999364Q9/qL/5m7+RJE2YMEFnn322tm/fftjYYDCob3zjG32/Hz9+vFavXq2HH35Yl19+udrb29XW1qaLLrpIEyZMkCRNmzatb/zOnTt16623aurUqZKkSZMmZfmzGxingAEAgJHefvttRaNRLVy4MKXxP/7xjzVnzhzV1NSotLRU999/v3bu3ClJqqqq0mc+8xktXrxYF198se6++241Njb2HXvLLbfouuuu0/nnn6/vfOc7eu+997LyOaWKAAQAAEY6+GSNVDz88MP6yle+os9+9rN67rnntH79el1zzTWKxWJ9Yx544AH94Q9/0Lx587R8+XJNnjxZr7zyiiTpjjvu0IYNG3ThhRdq5cqVOu200/TYY49l/HNKFQEIAACMNGnSJBUVFemFF1447thVq1Zp3rx5WrZsmWbNmqWJEyf2u4o3a9Ys3XbbbVq9erVmzJihX/ziF32vTZ48WV/5ylf03HPP6bLLLtMDDzyQ0c8nHVwDOBjcXsmypI7XpUS7FKiQyj4k+a7kRHI9OwAAjBSJRPTVr35Vf/d3f6dQKKSzzjpLe/bs0YYNG446LTxx4kT9+7//u37zm99o/PjxevDBB7VmzRqNHz9ekrRt2zbdd999uuSSSzRy5Eht3rxZ77zzjq6++mr19PTo1ltv1Sc+8QmNHz9eu3bt0po1a7R06dJcfNqSCMDs8uKS1yPtuk9q/Y3kdX/wmlMqVS+RRl0v2WHJ4j8FAACD7etf/7oCgYBuv/12NTQ0qL6+XjfccMNR42644QatX79eV1xxhSzL0pVXXqlly5bpmWeekZR8Ru+mTZv0b//2b2ptbVV9fb1uuukmff7zn1cikVBra6uuvvpqNTc3q7q6WpdddtlhN5UMNsv3ff94g9rb21VRUaG2tjaVl5cPxrzyn+9K8X3S25+XYs3HHhceJU27TwqUSZYzePMDAKBA9Pb2atu2bRo/frwikcI+szbQ55pOr3ENYDZt/tLA8SdJ0d3SO387OPMBAAAQAZgdvie1r5V6d6Q2vnuT1PW2dPzFWAAAgJNGAGaDH5Oa/zO9Y5oflrze7MwHAADgEARgNlghqWdresf0bOVGEAAAMCgIQAAAAMMQgNngx6SiU9M7puhUyU9kZz4AAACHIACzwQpJdZ9M75i6yyW7sG9dBwAAQwMBmA2WLZXPkSLjUhtfPFUqmZZ8WggAAECWEYDZNOVuKVQ38JjwKGny9wZnPgAAACIAs8dypEClNP1nUu1lkl18+OtOWfK07/QHpEApTwEBAGAIiMU8JRKefN9XIuEpFvNyPaWsYN+RbLKDyV+jb5TG3Cx1rJcS7VKwUiqdmXxcnMN1fwAA5Fos5ike9/TCyj1as7ZN3d2uiosdzZ1ToYULahQM2gqFsrduds899+gf//Ef1djYqOnTp+uuu+7SOeeck7X3IwAHw8HIq/jwES8EB30qAADgcAfD7z9/1SjXPfypXDt39ujxJ5r1yU/U6/yFyRDMtOXLl+vLX/6y7rnnHp111ln613/9Vy1ZskQbN27U2LFjM/5+EqeAAQCAwWIxT8+/sEe/XN5wVPwd5Lq+frm8QS+8sCcrp4S///3v69prr9V1112nadOm6a677tKYMWN07733Zvy9DiIAAQCAseJxT//5q8aUxj78q0bF45kNwFgspnXr1mnRokWHfXzRokVavXp1Rt/rUAQgAAAw0sHVv2Ot/B3JdX2tXLk3o6uAe/fuleu6qqs7fNeQuro6NTU1Zex9jkQAAgAAI9m2tHZdW1rHrFl3QHYW6sk6Yi9g3/eP+lgmEYAAAMBIjmOpu9tN65juble2nbkwq66uluM4R632tbS0HLUqmEkEIAAAMJLr+iouTm8f3uJiR56X2injVIRCIc2ePVsrVqw47OMrVqzQvHnzMvY+R2IbGAAAYCTPk+bOqdDOnT0pHzN3dqW8DN8IfMstt+jTn/605syZo49+9KO67777tHPnTt1www2ZfaNDEIAAAMBIoZCthQtq9PgTzSndCOI4lhYsqM74htBXXHGFWltb9c1vflONjY2aMWOGnn76aY0bNy6j73MoTgEDAABjBYO2PvmJ+pTGXv7J+qxsBC1Jy5Yt0/bt2xWNRrVu3TrNnz8/K+9zECuAAADAWKGQrfMX1shScp+//lYCHcfS5Z+o73skXCEgAAEAgNGCQVsLFtTonHOGa+XKvVqz7sAHzwKeXakFC6oVDNoFE38SAQgAAKBQyFYoZGvx4lotWVIr27bkeb48Txm/5m8oIABR+Lyo5P9pnyfLkexwbucDABiyDo29TO73N9QQgChcXlRyu6TmR6Te7cmPFZ0q1S6VnCJCEABgLAIQhcf3JD8mbb1T2v+ipEM2bNr/otTwb9LwhdIpt0lWUMrio3YAABiKCEAUHj8hbbpZ6tp4jAGu1PqcFG2WptydjEAAAAxSeFc1wmxur9TwswHi7xCdr0vNDyVPFQMAYBACEIXFDkp7nkx9fMvjksVCOADALAQgCkvH61Jif+rjY81S1+bszQcAkFd63IRinivP9xXzXPW4iVxPKSsIQBSWWEv6x8T3Zn4eAIC80uMmtD8R1fca3tBH3nhCE9Yt10feeELfa3hD+xPRrIXgSy+9pIsvvlgjR46UZVl6/PHHs/I+R+LcFwqLXXQCx0QyPw8AQN6Ieq5+1LRRX9uxRnH/kJ0jotL6rlZ98/0/6lvj5urm+ukK205G37urq0szZ87UNddco6VLl2b0zx4IAYjCUj4rudnzwY2fj8cKSaUzsjsnAMCQ1eMm9KOmjbp1+38fc0zc93Tr9v+WJWnZiNNU5GQun5YsWaIlS5Zk7M9LFaeAUVjskFR5TurjqxaILwMAMFev7+prO9akNPa2HWvUm+oCwxDHTz4UFissjf6CZBcff6xTJo26XnI4BQwAJupxE/pR44bDT/sOIO57uqdxY0HcGEIAorBYlhSqlabclQy8YwlUSlN+IAWrBmtmAIAhxrEsPdK6Pa1jHmndJrsAniDFNYAoPHZIKp4kzXwkuc9fy2NSrDH5WnhU8lnANZckrxW0QzmdKgAgdwKWrQOJWFrHHEjEFLTyf/2MAERhskOSQlLdJ6URV+qD5wHbyUfFEX4AYLyE76kyEJLSeCBUZSCkuO8pbGX2buDBRgCisPWF3iF/W7OIPwCA5Pq+lg4/Reu7WlM+Zunw8fJ8P2Nz6Ozs1Lvvvtv3+23btmn9+vWqqqrS2LFjM/Y+R8r/NUwAAIATUOQEdGP99JRP6QYtW8vqM7sNzNq1azVr1izNmjVLknTLLbdo1qxZuv322zP2Hv1hBRAAABgrYjn61ri5A+4DeNB3xs1VJMOnfs8991z5GVxRTBUrgAAAwFhFTkA310/XP53ykWOuBAYtW/90ykd0Y/30jK7+5VJhfBYAAAAnKGw7WjbiNH22boruadyoR1q36UAipspASEuHj9ey+tMUsZyMPwYulwhAAABgvCInoCIFdMvI0/U/Rp2hoGUr7nvyfL9gVv0OVXifEQAAwAk6NPbyfauXgXANIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAzDTSAAAAAHeVFJtmQFks+OlyfZ4VzPKuMIQAAAAC8qeTGp5RFp/4tSolMKlErDzpVqlyafLV9AIcgpYAAAYDYvJjU/Kq2/SNp9v9S9RYo1Jv+5+/7kx5sfTY7LsG9/+9uaO3euysrKVFtbq0svvVSbN2/O+PsciQAEAADm8qJS8yPSrh/+6ZRvP/xE8vWWR/90ijhzfve73+nGG2/UK6+8ohUrViiRSGjRokXq6urK6PsciVPAAADAXF5U2v3j1MbuuleqvjCjp4KfffbZw37/wAMPqLa2VuvWrdP8+fMz9j5HYgUQAACYyYsmT+0ea+XvSH4iK6uAh2pra5MkVVVVZe09JAIQAAAYy5YOvJjeIftfVLbyyfd93XLLLTr77LM1Y8aMrLzHQZwCBgAAZrICybt90+F2Sll6RvBNN92kN954Qy+//HJW/vxDsQIIAADM5CeSW72kwymVfDfjU7n55pv15JNP6re//a1Gjx6d8T//SAQgAAAwlJfc5y8dw85NHpchvu/rpptu0qOPPqqVK1dq/PjxGfuzB0IAAgAAM9lhqfay5KngVFiB5PgM3gV844036uc//7l+8YtfqKysTE1NTWpqalJPT0/G3qM/BCAAADCXHZZG3ZDa2NFfSD4RJIPuvfdetbW16dxzz1V9fX3fr+XLl2f0fY7ETSAAAMBcdliqWypZVnKfv/62hLECyfirvSzjAej7fkb/vFQRgAAAwGx2SKr9y+Qmzy2PJrd6cTuTN3wMO/eD8Mtw/OUSAQgAAGCHk79GfEoa8VfJrV58V5KX0Wv+hgoCEAAA4KBDY88q3FslCvczAwAAQL8IQAAAAMMQgAAAoCDk6o7awZSpz5EABAAAeS0YDEqSuru7czyT7Dv4OR78nE8UN4EAAIC85jiOKisr1dLSIkkqLi6WZVk5nlVm+b6v7u5utbS0qLKyUo7jnNSfRwACAIC8N2LECEnqi8BCVVlZ2fe5ngwCEAAA5D3LslRfX6/a2lrF4/FcTycrgsHgSa/8HUQAAjBGt5uQbUlrO/eq042rNlikM0qqlPA9RWy+HQKFwHGcjEVSIeM7HoCCF/VctSViuuP9dXpwz7vqdD9YHRgXLtWNI07Tl0bOUNCyC+66IQDoDwEIoKDFPFc7o506+83/Uku856jXd0Q79Xc7XtWT+3fquelLVGTxbRFA4WMbGAAFzZe04K2n+o2/Q73c3qTPbPmder3E4EwMAHKIAARQsGKeq//Y8652xbpSGv+rvdu0PxHL8qwAIPcIQAAFy7Ys/aBxQ8rjPfn6l4a31O2yCgigsBGAAApWwLL1Zte+tI55vXufPBX+46QAmI0ABFDQ0k05E54lCgAEIICC5fqeJhdVpHXMlKJKsREMgEJHAAIoWAnf17IR09I65ksjZ6jEObmHrAPAUEcAAihYYdvRtXVTVRUIpzR+ceVojQwVZ3lWAJB7BCCAgmZbln4zfYnKjrOqN714mB6eslAhi2+LAAof3+kAFLSI7WhG8TCtm/mX+suqU+QccYVfhRPSF+un69UzLlWJHeBRcACMwDOPABS8iB3QxEi5/mPyeeryElpxYJfa3bhGhYp1QeVoub6nYodvhwDMMXS+4/m+5EclLyZ1vyN5cSlcL0VGJ1+zuSgbwImzLEtFTkBFTkBX1kw84lUnJ3MCgFwZGgHoRaVog7T7J9KBVZLvfvBa0URpxBVS1QVEIAAAQAbk/hpALyq1/1Ha8Flp/4uHx58k9bwrbbtT2v6d5KogAAAATkruAzC+X3r3Nsk/zgPYW5+Vmh6S3N7BmRcAAECBym0Aur1S48+PH38HNS+X7KFx1hoAACBf5TYALUdq/U3q4xMHpP2rJN/L2pQAAAAKXW4DML5X8rrTO6Zrk+RzLSAAAMCJyvE1gP4gHQMAAICDchuAweGSndozOvsUnSpZbAcDAABwonIbgL4vVS1MfbxTmhzPszoBAABOWG5LyolIIz6dvBkkFTUfP3qfQAAAAKQl90tp4Tpp/Nd13EcxVZwljbo+GY0AAAA4YbkPQDssDZsvTf2BVDbr6NdDddLoL0gT7+RRcAAAABkwNHZVtsNS6Qxp8veleKvU+abkxaTIaKn0dMlPEH8AAAAZMjQCUEpeB2g5Urg++evI1wAAAJARuT8FDAAAgEFFAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGCaQ6wmggHlxybKkWKvkdkh2sRSuk3xXskO5nh0AAMYiAJEdXlxqfVZq/k+p570PPh4eKdX8pVS3VFJAsp2cTREAAFMRgMg8Lya987dSx2tHvxZtkHb9SGp9Rpp6j2SVSBZXIgAAMJj4yYvM8mLS1m/0H3+H6tkqvfNlSf5gzAoAAByCAERmxVul/S+mNrZrk9SxXvK9bM4IAAAcgQBE5rg9UtMv0zumabnkx7MzHwAA0C8CEJlj2VLX2+kd0/W2ZIezMx8AANAvAhAZZCW3eEmHn8jOVAAAwDERgMgc301u85KOyEgiEACAQUYAInPssFR7WXrH1Fwq+dwJDADAYCIAkTmWLZWdIUXGpTbeKZeGL5bsYHbnBeCkuL6nHjehmJfmJR4Ahiw2gkZm+b40+XvSxuukxIFjj7MjyXEAhiTf99Xjuer1XT3YskWNsW4V2Y4uqRqnGcVV8uUrxJN8gLxFACKz7IAUrJam/0za8U/SgT9IOmLVoOxMaexXpMgongkMDEFxz1WHm9AN772sx/ZtU+KQyzTueP81zSyp0vdP+TN9tKxORQ4/RoB8ZPn+8S/Aam9vV0VFhdra2lReXj4Y80K+873k/n5ut9S6QnLbJbtYqlogBaskK8Aj4IAhyPU97U/ENPf1x7U92nHMcY4s/XLKQl04bAwRCAwR6fQaX7XIDsuWrHDyxpC6TyTv9CX6gCEv4fu6YvMLA8afJLnyddU7K7VzzpUEIJCH+GmM7LPs5Kle4g8Y8nbHurSyrSGlsTHf010Nb6nbZSsnIN/wExkAIEnqcuP6YePGtI75actmFbMCCOQdAhAAIEnyJG3vHfjU75H2xHsVZXsYIO8QgACAP/EVOIFLNRzLysJcAGQTAQgAkCSFLEfzyuvSOmZWyXAe5gPkIQIQACBJCtuOrquboqI0Nnj+Yv0MSRQgkG8IQABAH1uWbq6fntLYCZFyXVkzQUGeCALkHQIQANCn2AnoH8bO0V/XTBxw3PhwmV6ccRHX/wF5igAEABwmZDv66cT5emLaIn2svP6w18aESnTn2Dl6Y9ZS1QWLTuimEQC5x+ZNAICjhGxHFw4bo8WVo9XhxtWa6FXEcjQ6XKKY5/H0DyDP8RUMAOiXY9lyrOTNIdXBSN/HixxW/YB8x1cxAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYJhAricAAADM4rq+fN9XZ6erzs6EwmFbw4eHlEj4CoVYmxoMBCAAABg0iYSvtWv36zfP7dHWbd19H6+qCmrBedVadEGNAgFbjmPlcJaFjwAEAACDIpHwdM+927XutbajXtu3L65fPdKoVS/v0/+6bZLKygKybSIwW1hnBQAAWReLefr5f+zqN/4O1dwc1be/u0W+P0gTMxQBCAAAsi4W8/TSqtaUxjY2RvXaawfkulRgthCAAAAgq2IxTy+s3CPXTf2Y3zy3Rz7LgFlDAAIAgKzyPF/vvdd9/IGH2LqtW4EAmZIt/JsFAABZ53rpreZ5aY5HeghAAACQdTXVobTGV1eHOAWcRQQgAADIqkjE0fkLa9I65tyPDVc8TgBmCwEIAACybsSIsCZOLElpbChka8F5NTwVJIv4NwsAALLOsix96ebxqqoKDjguEEiOCwTYBDqbCEAAAJB1jmOpuNjRN78xVR+eWynHOXrMhAnF+tr/nKTJk0tZ/csyy0/hCsv29nZVVFSora1N5eXlgzEvAABQgHzfVzzuKx73tPoP+9TenlA4bGv2mZWqqQnJsiyeA3yC0uk1ngUMAAAGjWVZCoUshUK2Fi6okev6sm2ib7ARgAAAICds25JtE365wAl2AAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwTCDXE8gLvpv8lWiX4nslKyBFxkq+JzmRXM8OAAAgLQTg8Xhxqe0VqekXUucbH3zcLpaq/1yqv1oKVEh2KHdzBAAASAMBOBAvLu28S9rzeD+vdUstj0qtK6Qpd0lFpxKBAAAgL3AN4LG4vVLz8v7j77BxHdLmL0tez2DMCgAA4KQRgMdiBZKnfVPhdkhNyyWvN7tzAgAAyAACsD++K+3/nZRoS/2YPU9KVjB7cwIAAMgQrgHsjxeXut5K75jE/mQwBquyMycAGdHjJhS0bf2+vVlNsW6VOUGdU1EvR1Kxw1/iAJiBAOyXn9ziJe3DTuAYAIPC8z3FfF937lqv+5s3qSX+wXW7EdvRJ4efqm+Nm6OaYJHCtpPDmQJA9hGA/bGCUmRMesfY4eR2MACGpB7P1fw3f63XuvYe9Vqv5+rBPVv01P6deun0izUpUq4QEQiggHENYH/sgFT9F5KVxrYuVRckrx0EMOREPVef2ryy3/g71L5EVAvfekqe/EGaGQDkBgF4TLY0fHGKYx1pxFU8FQQYoppiPfr1/p0pjW2O9+jBli2KefyFDkDhIgCPxYlI426RSqYfZ6AlnfJVKVw3KNMCkJ4uN667G9O7qeuHjRtlW1aWZgQAuUcADsQKSFN/KNVdITmlR79ePFma/D1p+PnJawABDDm+pA3d+9M6ZmPPfgUsvj0CKFzcBDIQy05eBzjqc9LoL0gHXpJ6dycf+VY+R4qcIsmXbLaOAAAA+YMATMXBa/uqFv7pRg8rGYcAhjxL0vTiYXruwK6UjzmtaJgSvscqIICCxXe3dFkO8QfkkRInqC/Vz0jrmJvqT5PncycwgMJFyQAoeHWhIl00bGxqY4NF+nTtJPYBBFDQCEAABS9iO/rllAU6s6R6wHFVgbCen/4XssUdwAAKGwEIwAhFtqOXz7hY/2v0LNUGiw57LWI7urpmktZ/6DJNKqpg9Q9AwbN8//gXurS3t6uiokJtbW0qLy8fjHkBQFZ0uwmFbFu/b29WU6xbZU5Q51TUy5GlYof74gDkr3R6je92AIxyMPI+VlGf45kAQO5wChgAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCABAHorFPEmS5/mSpGjUy+V0kGcCuZ4AAABIXSLh6f1dvXrmmWb9cX27YjFPkYituXMr9Rd/XqeampCCQdZ3MDACEACAPJFIePrJT3fqD6/sP+zjvb2eVq3ap1Wr9umC86v1qStGKRAgAnFs/N8BAEAeSCQ8PfCz94+KvyOteH6vHn2sse8UMdAfAhAAgDzQ2hrXy7/fl9LYZ55tIQAxIAIQAIAhLhp19cyzzSmP9zzpuRV7iEAcEwEIAMAQFwzaemtDR1rHvPVWe5Zmg0JAAAIAMMTZtpX2Ni/RmCebn/I4Bv7XAABgiHNdX+Xl6W3cUV4WkOtmaULIewQgAABDnOv6+uifVaV1zNlnVynAZm84BgIQAIAhLhSyteC8agUDVkrji4sdfeTDw+Q4/JhH//g/AwCAPBAIWLrmmrHHHWfb0rIbTpHHDcAYAIvDAADkgVAo+bi3QMDSgz/fpY6OxFFjhg0L6vprx2rSpFKFQqzx4NgIQAAA8kQoaGvWhyo0Z3al1q47oDVrDqin11VJsaN586p0xunlSri+QjwLGMdBAAIAkEcOruzNmV2pmWeUH/Zx27YUslO7ThBmIwABSZ7nKx735fu+HMdSkL89AxjiHMeS4zi5ngbyFAEIo8Xjnmzb0pYtnXrtj22KxjxVlAc1f/5wVZQHZNuWHIe/TQMACgsBCGPFYp42bOzQLx7apZaW2GGvPfFkk06bVqrrrxunsrIAK4IAgILCTzUYKRbztHbdAd39L1uPir+DNr7dqdvv2Kz29oRc1x/kGQIAkD0EIIzU0+PqJz/dIf84XdfRkdC//GDr4EwKAIBBQgDCONGYp+dW7En5GZnbd/Ro9+6e7E4KAIBBRADCOOGQrVWrWtM65oXf7lVvL09VBwAUBgIQxvE8X23tR++gP5B9++JZmg0AAIOPAIRxbNuSlebOLqk+gB0AgHxAAMI4iYSnyZNL0zpm6pRS9gMEABQMAhDGsSxLiy+oSXl8KGRp/vzh7AUIACgY/ESDcRzH0oc+VKFx44pSGr94Ua1snq0JACggBCCMZFnSV2+dqDFjBo7Ac88drks/PqLv4esAABQCHgUHI9m2paIiR3//9cn6/ep9WvH8Hu3a1SspGYczzyjXkiW1mjihRIEA8QcAKCwEIIxl25Zs29LZZ1XpnLOHq7fXVTzuq6jIkWVJgYDFqV8AQEEiAGG8gyt8JSV8OQAAzMC5LQAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwgVxPAAAwOHq9hAKWrTUde7S1t0MR29G88jpVBkIKW45sy8r1FAEMEgIQAAwQ81z9qHGjftC4QTuinX0ftyQtrhytO8fN1bSiShU5/FgATMBXOgAUuJjn6rJNz+up/TuPes2X9OyBXXqhrUG/mnq+LqgcpSKbHw1AoeMaQAAoYN1uQl/bsabf+DtU3Pd0+aYX1BLrGaSZAcglAhAACphtSfc1b0ppbNR39X93v6EuN57lWQHINQIQAApUwvf00J731JFG0D24Z4uCFj8agELHVzkAFKiY5+r1rn1pHdPhxrU33pulGQEYKghAAMDh2A4GKHgEIAAUqJDtaFbJ8LSOqXBCqg5EsjQjAEMFAQgABSpg2fpUzQSVO8GUj7m6dpISvpvFWQEYCghAAChgru/rxhGnpTS2yHZ066gzVJxGMAI4WjzuyfP8Y/5+KGC3TwAoYMVOQHeMna1NPW16bN/2Y44LW44em7pI1UFO/wInKhZLht5vX9yr373UqtbWmBzH0sQJJVq8uFanTSuTZUm2nfvrbC3f94+bpO3t7aqoqFBbW5vKy8sHY14AgAyKea5+0rxJdzVs0Jbetr6PO7J0cdU4fXPsbE0sKucpIMAJisU8vbOlU//yg22KRr1+x5xySpG+eutERSJOViIwnV4jAAHAEFHPlWNZerNrn7ZFO1RkBzS3tEYldkAR25HF3b/ACXFdT9u29+hb394i1x04q8aMKdLff32ygsHMX4WXTq/xVz0AMETYdiRJs0qrNau0OsezAQqH71t68MH3jxt/kvT++z363Uut+tj84VmJwFRxEwgAAMBJaGzq1fYdqT9H+/nn9+T8OkACEAAA4ATF457Wrj2Q1jGNTVF1dCSyM6EUEYAAAAAnyPel3t7+b/oYyLFuFBksBCAAAMAJsm2prMxJ+7iSkvSPySQCEAAA4AQFArbOmleV1iO0J00qUSSS2wQjAAEAAE5CaWlAM6aXpTx+8aKanG+7RAACAACcBMexdM01Y1VWdvzd9c6cVaFZH6qU4xCAAAAAecu2LZWXBXTH7ZM1alT/j1O0LOlj84frxmWnKBDI/abrbAQNAABwkoJBW5WVIf3DN6Zq67ZurVy5R3v3xuQEks8CXnRBjSIRR4HA0Fh7IwABAAAy4ODK3sQJxRozesyfrvPzJUsKh3J71++RCEAAAIAMsixLkcjQCr4jDY11SAAAAAwaAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGECuZ4AAKnbTShg2drcc0A9XkJ1wWKNDBVL8hW0nVxPDwBQYAhAIIdinqsON65v7Vqvn7W8o32JaN9rs0ur9eX6Gbq8+lSFiEAAQAYRgECOxDxX26Odmv/mf6k53nPU6+s69+rTW17UE/t26D8mn0cEAgAyhmsAgRxJ+L7Oe+vX/cbfoX7Vuk3/c8er6nYTgzQzAEChIwCBHIh6rv5fy2Y1xLpTGn9v09vy5Gd5VgAAUxCAQA44lqUfNG5IeXyv5+onzZsV9dwszgoAYAoCEMiBhO/rnZ62tI5Z09mimOdlaUYAAJMQgEAOeH76p3Nd35esLEwGAGAcAhDIgYjtqCYYSeuYiZFyBShAAEAGEIBADvR6rq6tnZLyeEvSjfXTVeSwcxMA4OQRgEAOFDsBfXnk6YqkuLffxVXjNCwQyvKsAACmIACBHCl3gnp4ykIFrIFP655WNEw/n3yewhYbQQMAMoMABHKkyAno/IpRemnGxZpXVnfU68V2QNfXTdWrMz+uIsuRdZxQBAAgVVxQBORQkRPQ3LIa/XbGhdoR7dTT+3eq23M1OlSipcPHS/JV7ARzPU0AQIEhAIEcC1i2ZEmTiir0xcgMufKTHwMAIEsIQGAIsSyLrV4AAFnHMgMAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDNvA4JiiUVe2Y+nA/rh8X6qoSP7vEg7zSDIAAPIZAYijxGKeOjoSeurpZv1+9T719nqSpEDA0tw5lbrowjrV1oYVCrGADABAPiIAcZhYzNOWd7t0191bFYt5h72WSPj6wyv79cp/79c1nxmjj/5ZFREIAEAe4qc3DrNvX0x33f3eUfF3KN+XHvjZ+9qypVOu6w/i7AAAQCYQgOgTjXp6/IkmxWLHjzrflx55tFG+TwACAJBvCED08Txfa9YeSHn8e1u7tWdPLHsTAgAAWUEAos+u3T1KJNJb0du8uTNLswEAANlCAKJPuvEnSbH4sa8VBAAAQxMBiD7V1aG0j6mvj2RhJgAAIJsIQPQZVhnUqacWpzy+oiKg06aVZXFGAAAgGwhA9LEsS0v+vDbl8QvOq2YbGAAA8lDeB6Dv+2xFkiGOY+nMWRVacN7w4449fUaZLrqwjo2gAQDIQ3n5JJB4wpNtWdqxo1vvvtclz5NGj4po2rQyua5PlJyEQMDWVX81WnV1YT39TIva2hKHvV5c5Ojcc4dr6WX1CgT49wwAQD7KuwCMxz2te+2AnniyWQ0NvYe9NmxYUIsuqNGiC2qIk5MQCNhacF6NLji/Vq+/0a5t25KRPWpkRHPnVsrzfP79AgCQxyw/hfOn7e3tqqioUFtbm8rLywdjXv2Kxz09/UyzHn2sacBxH/5wpT5//TgiJQN83+/bHsZxLNm2leMZAQCA/qTTa3lTSJ7na/M7nceNP0l69dUDem7FngGfZ4vUWJalYNBWMGgTfwAAFIi8CUDX9fXUU80pj1/x/B45DsECAABwpLwJwK4uVxvfTv2xY/v2xbVpU0cWZwQAAJCf8iYA9+yJpn3Mrt29bBEDAABwhLwJwBO5/sxxktewAQAA4AN5E4D19ZG0r+mbMKE0S7MBAADIX3kTgIGApdlnVqQ8fvToiMaOKcrijAAAAPJT3gRgMGjp45eMSHkV8JKLR3D9HwAAQD/yJgAty1JtbVjLvnDKcSNw6WUjdOasCjaCBgAA6EdePQouFLJ1xunl+uYdU/TEfzVp3bo2uW5ylc+ypOmnlenCv6jTpEklCgaJPwAAgP7k1aPgDhWNeXITvpqaeuV5vmpqwioudnhcGQAAMFI6vZZXK4CHCodsKSSdempJrqcCAACQVzhPCgAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwwRyPQEAAJBdsZgnz/dlW5Y8z1coZMu2rVxPCzlEAAIAUKBiMU+JhK+Vv92jtzZ0KBbzVFkR1Pz5w3X6jHJ5nq9gkJOBJiIAAQAoQImEpyeebNIzz7bIdf3DXlv3WpuGDQvqizeN1+jRRQqFiEDT8F8cAIACE497euiXu/Xrp5qPir+D9u+P61vf2aKGhl7F494gzxC5RgACAFBgGhp79fwLe487Lh739eN/3c71gAYiAAEAKCDRqKdnnmlJeXxjU1Rbt3bJ9/tfKURhIgABACggoZClNWsPpHXMqpf3KRrlNLBJCEAAAApIPO4rkUhvNa+zK5Gl2WCoIgABACgggYAlK81L+iJhJzuTwZBFAAIAUEASCV8zppeldcyc2RVsBWMY/msDAFBAgkFLf764NuXxFRUBzZxZwZ3AhiEAAQAoIJZladq0Mp0+I7VVwE//9ehj7hWIwkUAAgBQYBzH0pe+eKpmziwfcMz1143VzJmc/jURj4IDAKAABYO2vnTzqdq5s1vPPNuijW93KhbzVFER0FnzqnT+whqFQrZCPAvYSAQgAAAFynEsjR9foms/O07hcDL0fN9XPO6z6mc4AhAAgAJ3MP6k5DWCoRA3fJiO/AcAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQhgSPB8X71eou/3Cd9T1HNzOCMAKFyBXE8AgNk835Mv6fkDDfp+w5ta07lHCd/T+HCZPj9iqj5TO0W2ZSliO7meKgAUDMv3ff94g9rb21VRUaG2tjaVl5cPxrwAGMD1PB1wY7pgw9P6Y1drv2MqnJCeOm2xziypVpHD31kB4FjS6TVOAQPImZjvaf6bvz5m/ElSmxvT+Rue1uaeNiV8bxBnBwCFiwAEkBO9XkI/bNygjT37Uxjr6ovbVss9/gkLAEAKCEAAORGwbN3T9HbK41e1N2l3rCuLMwIAcxCAAHLi/WiXtkc70jrm4b1b5XIaGABOGgEIICe63Hjax3S6CcU5DQwAJ40ABJATlYFw2sdUB8MKWnzbAoCTxXdSADlRFyzSh0qGpzzekaWraibKsawszgoAzEAAAsgJX76+VD8j5fEXVY1VqR3M4owAwBwEIICcCNmO/qpmgi6oHHXcsXXBIt074WyFeRoIAGQEAQggZ0K2o/+atlhXVk/QsU7szigepldnXqrhgbBsTv8CQEbwKDgAOdfruWqN9+qfG97UqwefBRwp000jpmtuWY18Xwra/H0VAAaSTq/xYE0AORexHY0Kl+gbY2fLkiVLkitfJXZAlmXpmMuDAIATQgACGDJKHG7yAIDBwDkVAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQBR0KKeq5jnSpJc31OXG8/xjAAAyL1AricAZEOPm5Av6YGWzfpZyztqiHWr2A5oQcVI/Y9RZ2hcuFQh28n1NAEAyAkCEAWnx03ohbbd+tTmleryEoe99m5vu+5r3qQrqyfogUkfU5gIBAAYiABEQel1E1rV3qRL314hV/4xxz209z31eq6WT1mooM2VEAAAs/CTDwUlaNu6/r1VA8bfQY/t267fdzTJ848/FgCAQkIAomB4vq8XDjRoZ7Qz5WO+t/tNRX03i7MCAGDoIQBRMLq9hJbv3ZrWMU/vf18hiy8DAIBZ+MmHguFLanNjaR3jyVevxwogAMAs3ASCgmFJGhYIpXWMI0sR7gQGsiIW8+Q4lt59t0sHDsQVidiaPLlUtm0pHGb9AcglAhAFo9gO6K9rJuknzZtTPubjw8cp5nkqcvhhBGSK5/lyXV+/fqpJL77Yqrb2D7ZjCgYszZ1bqU8sHany8oCCQb72gFzgKw8Fw7YsnVVepwmR8pSP+duRZ7ACCGRYIuHrW9/eoieebD4s/iQpnvC1+g/79b9v36TGpqjicS9HswTMRgCioCR8Xz+b+DEFU7ix46qaiZpTWi3LsgZhZoAZ4nFPP75vu7Zu6x5wXHe3q//7j++KXZiA3CAAUVAitqPZpdV6bvoSVQXC/Y6xJH2+bqr+38T5PA4OyLDOzoRee60tpbEdHQm9tKqVVUAgB7gGEAWnyAnoz0pr1Tj3Kj28d6t+2rJZTbEeFdmOFlaM1FdGna6qQIT4AzIsGnX13PN70lrVe2HlXi04rzp7kwLQLwIQBSniJP/XvqL6VC0dPl4By5YrX57vqdgJ5nh2QGHyfWn37t60jmls7BVXYQCDjwBEQQvajg7mXvKfrPoBAMA1gACAjLAsadSoSFrH1NdHuBEEyAECEACQEeGwo0Xn16R1Snfhgmq5LgUIDDYCEACQMaWlAZ15ZkVKY8vKApp/znA2gwZygK86AEDGBIO2bvjcKTp1fPGA44qLHX311oncAALkCAEIAMioQMDS126bpI9fMkIVFYffaxgMWJr30WH6P9+cqhEjwqz+ATnCXcAAgIyybUu2bemiC+v08UtG6N13u3SgLa5I2NbkyaWybUvhMOEH5BIBCADIilAoGXlTppTmeCYAjsRfwQAAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMEwglUG+70uS2tvbszoZAAAAnJiDnXaw2waSUgB2dHRIksaMGXMS0wIAAEC2dXR0qKKiYsAxlp9CJnqep4aGBpWVlcmyrIxNEAAAAJnh+746Ojo0cuRI2fbAV/mlFIAAAAAoHNwEAgAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABjm/wMdUpfEqk3R0AAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols = cols_bio\n", + "save_dtype = 'biophys'\n", + "ei_type = 'inh'\n", + "ei_lab = 0.0\n", + "adj_rand_score_inh_sta = {}\n", + "adj_MI_inh_sta = {}\n", + "for cond in ['d1','d2','m1-ago']:\n", + " print(cond)\n", + " df_acsf,df_drug = return_acsf_and_drug(df_above_threshold[df_above_threshold.ei_labels==ei_lab],cond=[cond],joint=False)\n", + " common_exps = set(df_acsf.exp_name) & set(df_drug.exp_name)\n", + " df_acsf = df_acsf.drop_duplicates('exp_name')\n", + " df_acsf = df_acsf[df_acsf.exp_name.isin(common_exps)]\n", + " df_drug = df_drug.drop_duplicates('exp_name')\n", + " df_drug = df_drug[df_drug.exp_name.isin(common_exps)]\n", + "\n", + " data_acsf = normalize(np.vstack(df_acsf['sta'].to_numpy()),axis=0)\n", + " data_drug = normalize(np.vstack(df_drug['sta'].to_numpy()),axis=0)\n", + " lables_sta_acsf,mapper,reducer = plot_UMAP_clusters_single(data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = True,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " lables_sta_diff,mapper,reducer = plot_UMAP_clusters_single((data_drug-data_acsf)/data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = True,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " adj_rand_score_inh_sta[cond] = adjusted_rand_score(lables_sta_acsf,lables_sta_diff)\n", + " adj_MI_inh_sta[cond] = adjusted_mutual_info_score(lables_sta_acsf,lables_sta_diff)\n", + " \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Excitatory" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "m1-ago\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:2433: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols = cols_bio\n", + "save_dtype = 'biophys'\n", + "ei_type = 'exc'\n", + "ei_lab = 1.0\n", + "adj_rand_score_exc_sta = {}\n", + "adj_MI_exc_sta = {}\n", + "for cond in ['d1','d2','m1-ago']:\n", + " print(cond)\n", + " df_acsf,df_drug = return_acsf_and_drug(df_above_threshold[df_above_threshold.ei_labels==ei_lab],cond=[cond],joint=False)\n", + " common_exps = set(df_acsf.exp_name) & set(df_drug.exp_name)\n", + " df_acsf = df_acsf.drop_duplicates('exp_name')\n", + " df_acsf = df_acsf[df_acsf.exp_name.isin(common_exps)]\n", + " df_drug = df_drug.drop_duplicates('exp_name')\n", + " df_drug = df_drug[df_drug.exp_name.isin(common_exps)]\n", + "\n", + " data_acsf = normalize(np.vstack(df_acsf['sta'].to_numpy()),axis=0)\n", + " data_drug = normalize(np.vstack(df_drug['sta'].to_numpy()),axis=0)\n", + " lables_sta_acsf,mapper,reducer = plot_UMAP_clusters_single(data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = True,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " lables_sta_diff,mapper,reducer = plot_UMAP_clusters_single((data_drug-data_acsf)/data_acsf,\n", + " 20,\n", + " 0.1,\n", + " random_state =30,\n", + " res_louvain = 1.,\n", + " c_list =CUSTOM_PAL_SORT_3,\n", + " size=100,\n", + " norm = False,\n", + " save = True,\n", + " savepath = savepath + cond+'/' +save_dtype+'/'+save_dtype+'_cluster_on_diff_'+ei_type+'.pdf'\n", + " )\n", + "\n", + "\n", + " adj_rand_score_exc_sta[cond] = adjusted_rand_score(lables_sta_acsf,lables_sta_diff)\n", + " adj_MI_exc_sta[cond] = adjusted_mutual_info_score(lables_sta_acsf,lables_sta_diff)\n", + " \n", + "\n", + "# " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Score comparison" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Excitatory" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_exc = pd.DataFrame([adj_MI_exc_bio,adj_rand_score_exc_bio,\n", + " adj_rand_score_exc_ephys,adj_MI_exc_ephys,\n", + " adj_rand_score_exc_eta,adj_MI_exc_eta,\n", + " adj_rand_score_exc_sta,adj_MI_exc_sta,],)\n", + "df_exc['feature'] = ['bio','bio',\n", + " 'ephys','ephys',\n", + " 'eta','eta',\n", + " 'sta','sta']\n", + "df_exc['measure'] = ['AMI','ARI',\n", + " 'AMI','ARI',\n", + " 'AMI','ARI',\n", + " 'AMI','ARI']\n", + "\n", + "\n", + "df_inh = pd.DataFrame([adj_MI_inh_bio,adj_rand_score_inh_bio,\n", + " adj_rand_score_inh_ephys,adj_MI_inh_ephys,\n", + " adj_rand_score_inh_eta,adj_MI_inh_eta,\n", + " adj_rand_score_inh_sta,adj_MI_inh_sta,],)\n", + "df_inh['feature'] = ['bio','bio',\n", + " 'ephys','ephys',\n", + " 'eta','eta',\n", + " 'sta','sta']\n", + "df_inh['measure'] = ['AMI','ARI',\n", + " 'AMI','ARI',\n", + " 'AMI','ARI',\n", + " 'AMI','ARI']\n", + "sns.barplot(df_exc[df_exc.measure=='AMI'],x='feature',y='d1')\n", + "\n", + "plt.ylim(0.0,1.0)\n", + "\n", + "plt.show()\n", + "\n", + "sns.barplot(df_exc[df_exc.measure=='AMI'],x='feature',y='d2')\n", + "\n", + "plt.ylim(-0.1,1.0)\n", + "\n", + "plt.show()\n", + "\n", + "sns.barplot(df_exc[df_exc.measure=='AMI'],x='feature',y='m1-ago')\n", + "\n", + "plt.ylim(-0.2,1.0)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inhibitory" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkMAAAG2CAYAAAB8joKsAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAArjElEQVR4nO3dfVRVdb7H8c8R8YAiRwVFMUTwEfMhxVJ8yGsppmV6b5N6nSvaaMU45SjZLbMHdVyxcq5mT5iW2jTjmF3NssmrcicpkzQlSUvKxsyDCZGmYJmg8Lt/uDzXM+ATAofj7/1a66zV2Wfvw3cLydu9NxuHMcYIAADAUnV8PQAAAIAvEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAan4VQx9++KGGDx+uyMhIORwOvf3225fc5oMPPlB8fLyCgoIUGxurl19+ufoHBQAAfsOvYujnn39Wt27d9OKLL17W+gcOHNCwYcPUv39/7dq1S4899pimTJmiNWvWVPOkAADAXzj89Re1OhwOrV27ViNHjrzgOo888ojWrVunnJwcz7Lk5GR99tln+vjjj2tgSgAAUNvV9fUA1enjjz9WYmKi17IhQ4Zo6dKlOn36tAIDA8ttU1xcrOLiYs/zsrIy/fjjjwoLC5PD4aj2mQEAwNUzxujEiROKjIxUnToXPxF2TcdQfn6+IiIivJZFRETozJkzOnLkiFq0aFFum9TUVM2ePbumRgQAANUoNzdX11133UXXuaZjSFK5oznnzgpe6CjPjBkzlJKS4nleWFioVq1aKTc3V6GhodU3KAAAqDJFRUWKiopSw4YNL7nuNR1DzZs3V35+vteygoIC1a1bV2FhYRVu43Q65XQ6yy0PDQ0lhgAA8DOXc4mLX/002ZVKSEhQenq617JNmzapZ8+eFV4vBAAA7ONXMfTTTz8pOztb2dnZks7+6Hx2drbcbreks6e4kpKSPOsnJyfr4MGDSklJUU5OjpYtW6alS5dq+vTpvhgfAADUQn51mmznzp0aOHCg5/m5a3vGjx+v1157TXl5eZ4wkqSYmBitX79e06ZN00svvaTIyEg9//zzuuuuu2p8dgAAUDv57X2GakpRUZFcLpcKCwu5ZggAAD9xJd+//eo0GQAAQFUjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFYjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFYjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFYjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFYjhgAAgNWIIQAAYDW/i6G0tDTFxMQoKChI8fHx2rJly0XXX7Fihbp166b69eurRYsWuueee3T06NEamhYAANR2fhVDq1at0tSpUzVz5kzt2rVL/fv319ChQ+V2uytc/6OPPlJSUpImTpyoL774Qv/93/+tHTt2aNKkSTU8OQAAqK38KoYWLFigiRMnatKkSYqLi9PChQsVFRWlRYsWVbj+tm3b1Lp1a02ZMkUxMTHq16+f7r//fu3cubOGJwcAALWV38RQSUmJsrKylJiY6LU8MTFRmZmZFW7Tp08fHTp0SOvXr5cxRt9//71Wr16t22+//YIfp7i4WEVFRV4PAABw7fKbGDpy5IhKS0sVERHhtTwiIkL5+fkVbtOnTx+tWLFCo0ePVr169dS8eXM1atRIL7zwwgU/Tmpqqlwul+cRFRVVpfsBAABqF7+JoXMcDofXc2NMuWXn7N27V1OmTNGTTz6prKwsbdiwQQcOHFBycvIF33/GjBkqLCz0PHJzc6t0fgAAULvU9fUAlys8PFwBAQHljgIVFBSUO1p0Tmpqqvr27auHH35YktS1a1c1aNBA/fv319y5c9WiRYty2zidTjmdzqrfAQAAUCv5zZGhevXqKT4+Xunp6V7L09PT1adPnwq3OXnypOrU8d7FgIAASWePKAEAAPhNDElSSkqKXn31VS1btkw5OTmaNm2a3G6357TXjBkzlJSU5Fl/+PDheuutt7Ro0SJ988032rp1q6ZMmaKbbrpJkZGRvtoNAABQi/jNaTJJGj16tI4ePao5c+YoLy9PnTt31vr16xUdHS1JysvL87rn0IQJE3TixAm9+OKLeuihh9SoUSPdcssteuaZZ3y1CwAAoJZxGM4XXVRRUZFcLpcKCwsVGhrq63EAAMBluJLv3351mgwAAKCqEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqfhdDaWlpiomJUVBQkOLj47Vly5aLrl9cXKyZM2cqOjpaTqdTbdq00bJly2poWgAAUNvV9fUAV2LVqlWaOnWq0tLS1LdvXy1evFhDhw7V3r171apVqwq3GTVqlL7//nstXbpUbdu2VUFBgc6cOVPDkwMAgNrKYYwxvh7icvXq1Us9evTQokWLPMvi4uI0cuRIpaamllt/w4YNGjNmjL755hs1adKkUh+zqKhILpdLhYWFCg0NrfTsAACg5lzJ92+/OU1WUlKirKwsJSYmei1PTExUZmZmhdusW7dOPXv21Lx589SyZUu1b99e06dP1y+//HLBj1NcXKyioiKvBwAAuHb5zWmyI0eOqLS0VBEREV7LIyIilJ+fX+E233zzjT766CMFBQVp7dq1OnLkiCZPnqwff/zxgtcNpaamavbs2VU+PwAAqJ385sjQOQ6Hw+u5MabcsnPKysrkcDi0YsUK3XTTTRo2bJgWLFig11577YJHh2bMmKHCwkLPIzc3t8r3AQAA1B5+c2QoPDxcAQEB5Y4CFRQUlDtadE6LFi3UsmVLuVwuz7K4uDgZY3To0CG1a9eu3DZOp1NOp7NqhwcAALWW3xwZqlevnuLj45Wenu61PD09XX369Klwm759++rw4cP66aefPMv27dunOnXq6LrrrqvWeQEAgH/wmxiSpJSUFL366qtatmyZcnJyNG3aNLndbiUnJ0s6e4orKSnJs/7YsWMVFhame+65R3v37tWHH36ohx9+WL/5zW8UHBzsq90AAAC1iN+cJpOk0aNH6+jRo5ozZ47y8vLUuXNnrV+/XtHR0ZKkvLw8ud1uz/ohISFKT0/Xgw8+qJ49eyosLEyjRo3S3LlzfbULAACglvGr+wz5AvcZAgDA/1yT9xkCAACoDsQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKvVvZqNs7KylJOTI4fDobi4OPXo0aOq5gIAAKgRlYqhgoICjRkzRhkZGWrUqJGMMSosLNTAgQP1xhtvqGnTplU9JwAAQLWo1GmyBx98UEVFRfriiy/0448/6tixY/r8889VVFSkKVOmVPWMAAAA1cZhjDFXupHL5dL//u//6sYbb/Ra/sknnygxMVHHjx+vqvl8rqioSC6XS4WFhQoNDfX1OAAA4DJcyffvSh0ZKisrU2BgYLnlgYGBKisrq8xbAgAA+ESlYuiWW27R73//ex0+fNiz7LvvvtO0adN06623VtlwAAAA1a1SMfTiiy/qxIkTat26tdq0aaO2bdsqJiZGJ06c0AsvvFDVMwIAAFSbSv00WVRUlD799FOlp6fryy+/lDFGnTp10qBBg6p6PgAAgGpVqQuobcIF1AAA+J8r+f5dqSNDzz//fIXLHQ6HgoKC1LZtW918880KCAiozNsDAADUmErF0LPPPqsffvhBJ0+eVOPGjWWM0fHjx1W/fn2FhISooKBAsbGx2rx5s6Kioqp6ZgAAgCpTqQuon376ad144436+uuvdfToUf3444/at2+fevXqpeeee05ut1vNmzfXtGnTqnpeAACAKlWpa4batGmjNWvW6IYbbvBavmvXLt1111365ptvlJmZqbvuukt5eXlVNatPcM0QAAD+p9pvupiXl6czZ86UW37mzBnl5+dLkiIjI3XixInKvD0AAECNqVQMDRw4UPfff7927drlWbZr1y799re/1S233CJJ2rNnj2JiYqpmSgAAgGpSqRhaunSpmjRpovj4eDmdTjmdTvXs2VNNmjTR0qVLJUkhISGaP39+lQ4LAABQ1a7qPkNffvml9u3bJ2OMOnbsqA4dOlTlbLUC1wwBAOB/qv0+Q+d07NhRHTt2vJq3AAAA8KlKx9ChQ4e0bt06ud1ulZSUeL22YMGCqx4MAACgJlTqmqG///3v6tChg9LS0jR//nxt3rxZy5cv17Jly5SdnV3FI3pLS0tTTEyMgoKCFB8fry1btlzWdlu3blXdunXL3Q4AAADYrVIxNGPGDD300EP6/PPPFRQUpDVr1ig3N1cDBgzQ3XffXdUzeqxatUpTp07VzJkztWvXLvXv319Dhw6V2+2+6HaFhYVKSkrSrbfeWm2zAQAA/1SpC6gbNmyo7OxstWnTRo0bN9ZHH32k66+/Xp999plGjBihb7/9thpGlXr16qUePXpo0aJFnmVxcXEaOXKkUlNTL7jdmDFj1K5dOwUEBOjtt9++oqNXXEANAID/qfabLjZo0EDFxcWSzt5ccf/+/Z7Xjhw5Upm3vKSSkhJlZWUpMTHRa3liYqIyMzMvuN3y5cu1f/9+PfXUU5f1cYqLi1VUVOT1AAAA165KXUDdu3dvbd26VZ06ddLtt9+uhx56SHv27NFbb72l3r17V/WMks5GVmlpqSIiIryWR0REeO56/c++/vprPfroo9qyZYvq1r28XU1NTdXs2bOvel4AAOAfKnVkaMGCBerVq5ckadasWRo8eLBWrVql6Ohoz00Xq4vD4fB6bowpt0ySSktLNXbsWM2ePVvt27e/7PefMWOGCgsLPY/c3NyrnhkAANRelToyFBsb6/nv+vXrKy0trcoGupDw8HAFBASUOwpUUFBQ7miRJJ04cUI7d+7Url279MADD0iSysrKZIxR3bp1tWnTJs+vDjnfuTtqAwAAO1TqyND5Jk+eXG3XCZ2vXr16io+PV3p6utfy9PR09enTp9z6oaGh2rNnj7Kzsz2P5ORkdejQQdnZ2Z4jWwAAwG5XdQdqSfrLX/6i6dOnKzw8vCrmuaiUlBSNGzdOPXv2VEJCgpYsWSK3263k5GRJZ09xfffdd3r99ddVp04dde7c2Wv7Zs2aKSgoqNxyAABgr6uOoav41WZXbPTo0Tp69KjmzJmjvLw8de7cWevXr1d0dLQkKS8v75L3HAIAADjfVf2iVunsPYc+++wzr+uIriXcZwgAAP9TY7+oVTp7oTIAAIC/uuoLqM935swZTlMBAAC/UqUx9MUXXygmJqYq3xIAAKBaVWkMAQAA+JsrumaoR48eF339l19+uaphAAAAatoVxdDevXs1ZsyYC54Ky8vL0759+6pkMAAAgJpwRTHUuXNn9erVS7/97W8rfD07O1uvvPJKlQwGAABQE67omqF+/frpq6++uuDrDRs21M0333zVQwEAANSUq77p4rWOmy4CAOB/auSmi6dOndLu3btVUFCgsrIyz3KHw6Hhw4dX9m0BAABqVKViaMOGDUpKSqrwt9U7HA6VlpZe9WAAAAA1oVL3GXrggQd09913Ky8vT2VlZV4PQggAAPiTSsVQQUGBUlJSFBERUdXzAAAA1KhKxdCvfvUrZWRkVPEoAAAANa9SP0128uRJ3X333WratKm6dOmiwMBAr9enTJlSZQP6Gj9NBgCA/6n2nyb761//qo0bNyo4OFgZGRlyOBye1xwOxzUVQwAA4NpWqRh6/PHHNWfOHD366KOqU4ff9QoAAPxXpUqmpKREo0ePJoQAAIDfq1TNjB8/XqtWrarqWQAAAGpcpU6TlZaWat68edq4caO6du1a7gLqBQsWVMlwAAAA1a1SMbRnzx51795dkvT55597vXb+xdQAAAC1XaViaPPmzVU9BwAAgE9wBTQAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGp+F0NpaWmKiYlRUFCQ4uPjtWXLlguu+9Zbb2nw4MFq2rSpQkNDlZCQoI0bN9bgtAAAoLar6+sBrsSqVas0depUpaWlqW/fvlq8eLGGDh2qvXv3qlWrVuXW//DDDzV48GA9/fTTatSokZYvX67hw4dr+/bt6t69uw/2AADgT+Ifft3XI+A8WX9Mqpb3dRhjTLW8czXo1auXevTooUWLFnmWxcXFaeTIkUpNTb2s97j++us1evRoPfnkk5e1flFRkVwulwoLCxUaGlqpuQEA/okYql2uJIau5Pu335wmKykpUVZWlhITE72WJyYmKjMz87Leo6ysTCdOnFCTJk2qY0QAAOCH/OY02ZEjR1RaWqqIiAiv5REREcrPz7+s95g/f75+/vlnjRo16oLrFBcXq7i42PO8qKiocgMDuCZxpKB2qa7TJrCL3xwZOsfhcHg9N8aUW1aRlStXatasWVq1apWaNWt2wfVSU1Plcrk8j6ioqKueGQAA1F5+E0Ph4eEKCAgodxSooKCg3NGif7Zq1SpNnDhRb775pgYNGnTRdWfMmKHCwkLPIzc396pnBwAAtZffxFC9evUUHx+v9PR0r+Xp6enq06fPBbdbuXKlJkyYoL/+9a+6/fbbL/lxnE6nQkNDvR4AAODa5TfXDElSSkqKxo0bp549eyohIUFLliyR2+1WcnKypLNHdb777ju9/vrZc/orV65UUlKSnnvuOfXu3dtzVCk4OFgul8tn+wEAAGoPv4qh0aNH6+jRo5ozZ47y8vLUuXNnrV+/XtHR0ZKkvLw8ud1uz/qLFy/WmTNn9Lvf/U6/+93vPMvHjx+v1157rabHBwAAtZBfxZAkTZ48WZMnT67wtX8OnIyMjOofCAAA+DW/uWYIAACgOhBDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACrEUMAAMBqxBAAALAaMQQAAKxGDAEAAKsRQwAAwGrEEAAAsBoxBAAArEYMAQAAqxFDAADAasQQAACwGjEEAACsRgwBAACr1fX1AIC/i3/4dV+PgPNk/THJ1yMA8DMcGQIAAFYjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFYjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABW87sYSktLU0xMjIKCghQfH68tW7ZcdP0PPvhA8fHxCgoKUmxsrF5++eUamhQAAPgDv4qhVatWaerUqZo5c6Z27dql/v37a+jQoXK73RWuf+DAAQ0bNkz9+/fXrl279Nhjj2nKlClas2ZNDU8OAABqK7+KoQULFmjixImaNGmS4uLitHDhQkVFRWnRokUVrv/yyy+rVatWWrhwoeLi4jRp0iT95je/0X/913/V8OQAAKC28psYKikpUVZWlhITE72WJyYmKjMzs8JtPv7443LrDxkyRDt37tTp06cr3Ka4uFhFRUVeDwAAcO2q6+sBLteRI0dUWlqqiIgIr+URERHKz8+vcJv8/PwK1z9z5oyOHDmiFi1alNsmNTVVs2fPvqpZ4x9+/aq2R9XK+mOSX78/ahc+33bh820HvzkydI7D4fB6bowpt+xS61e0/JwZM2aosLDQ88jNzb3KiQEAQG3mN0eGwsPDFRAQUO4oUEFBQbmjP+c0b968wvXr1q2rsLCwCrdxOp1yOp1VMzQAAKj1/CaG6tWrp/j4eKWnp+tf//VfPcvT09M1YsSICrdJSEjQu+++67Vs06ZN6tmzpwIDA6ttVg6rAgDgP/zqNFlKSopeffVVLVu2TDk5OZo2bZrcbreSk5MlnT3FlZT0/yGSnJysgwcPKiUlRTk5OVq2bJmWLl2q6dOn+2oXAABALeM3R4YkafTo0Tp69KjmzJmjvLw8de7cWevXr1d0dLQkKS8vz+ueQzExMVq/fr2mTZuml156SZGRkXr++ed11113+WoXAABALeMw564oRoWKiorkcrlUWFio0NBQX48DAAAuw5V8//ar02QAAABVjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFYjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFYjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFYjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFYjhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDV/CaGjh07pnHjxsnlcsnlcmncuHE6fvz4Bdc/ffq0HnnkEXXp0kUNGjRQZGSkkpKSdPjw4ZobGgAA1Hp+E0Njx45Vdna2NmzYoA0bNig7O1vjxo274PonT57Up59+qieeeEKffvqp3nrrLe3bt0933nlnDU4NAABqO4cxxvh6iEvJyclRp06dtG3bNvXq1UuStG3bNiUkJOjLL79Uhw4dLut9duzYoZtuukkHDx5Uq1atLmuboqIiuVwuFRYWKjQ0tNL7AAAAas6VfP+uW0MzXZWPP/5YLpfLE0KS1Lt3b7lcLmVmZl52DBUWFsrhcKhRo0YXXKe4uFjFxcVe20hn/1ABAIB/OPd9+3KO+fhFDOXn56tZs2blljdr1kz5+fmX9R6nTp3So48+qrFjx160EFNTUzV79uxyy6Oioi5/YAAAUCucOHFCLpfrouv4NIZmzZpVYXicb8eOHZIkh8NR7jVjTIXL/9np06c1ZswYlZWVKS0t7aLrzpgxQykpKZ7nZWVl+vHHHxUWFnZZH+taUVRUpKioKOXm5nJ60AJ8vu3C59sutn6+jTE6ceKEIiMjL7muT2PogQce0JgxYy66TuvWrbV79259//335V774YcfFBERcdHtT58+rVGjRunAgQN6//33L/mF4HQ65XQ6vZZd7LTatS40NNSq/3lsx+fbLny+7WLj5/tSR4TO8WkMhYeHKzw8/JLrJSQkqLCwUJ988oluuukmSdL27dtVWFioPn36XHC7cyH09ddfa/PmzQoLC6uy2QEAwLXBL360Pi4uTrfddpvuvfdebdu2Tdu2bdO9996rO+64w+vi6Y4dO2rt2rWSpDNnzuhXv/qVdu7cqRUrVqi0tFT5+fnKz89XSUmJr3YFAADUMn4RQ5K0YsUKdenSRYmJiUpMTFTXrl315z//2Wudr776yvPTX4cOHdK6det06NAh3XDDDWrRooXnkZmZ6Ytd8CtOp1NPPfVUuVOGuDbx+bYLn2+78Pm+NL+4zxAAAEB18ZsjQwAAANWBGAIAAFYjhgAAgNWIIUv9y7/8i6ZOnXrB11u3bq2FCxfW2Dzwjddee83q+2gBgEQM4QJ27Nih++67z9djAKhCGRkZcjgcOn78uK9HQQ2YMGGCRo4c6esx/IJf/G4y1LymTZv6egQAAGoER4YsdubMGT3wwANq1KiRwsLC9Pjjj3t+u+8/nyZzu90aMWKEQkJCFBoaqlGjRlX4K1JQs4wxmjdvnmJjYxUcHKxu3bpp9erVkv7/KMB7772nbt26KSgoSL169dKePXvKvc/GjRsVFxenkJAQ3XbbbcrLy5MkffjhhwoMDCz3C5Efeugh3XzzzZKkgwcPavjw4WrcuLEaNGig66+/XuvXr6/mPceFXOhr4ttvv9XAgQMlSY0bN5bD4dCECRMkSRs2bFC/fv08fxfccccd2r9/vw/3Aldi9erV6tKli4KDgxUWFqZBgwbp4Ycf1p/+9Ce98847cjgccjgcysjIkCQ98sgjat++verXr6/Y2Fg98cQTOn36tG93wtcMrDRgwAATEhJifv/735svv/zS/OUvfzH169c3S5YsMcYYEx0dbZ599lljjDFlZWWme/fupl+/fmbnzp1m27ZtpkePHmbAgAG+2wEYY4x57LHHTMeOHc2GDRvM/v37zfLly43T6TQZGRlm8+bNRpKJi4szmzZtMrt37zZ33HGHad26tSkpKTHGGLN8+XITGBhoBg0aZHbs2GGysrJMXFycGTt2rOdjtG/f3sybN8/z/PTp06ZZs2Zm2bJlxhhjbr/9djN48GCze/dus3//fvPuu++aDz74oGb/IOBxsa+JNWvWGEnmq6++Mnl5eeb48ePGGGNWr15t1qxZY/bt22d27dplhg8fbrp06WJKS0t9vDe4lMOHD5u6deuaBQsWmAMHDpjdu3ebl156yZw4ccKMGjXK3HbbbSYvL8/k5eWZ4uJiY4wxf/jDH8zWrVvNgQMHzLp160xERIR55plnfLwnvkUMWWrAgAEmLi7OlJWVeZY98sgjJi4uzhjjHUObNm0yAQEBxu12e9b94osvjCTzySef1Ojc+H8//fSTCQoKMpmZmV7LJ06caP793//dE0NvvPGG57WjR4+a4OBgs2rVKmPM2RiSZP7xj3941nnppZdMRESE5/kzzzzj+bowxpi3337bhISEmJ9++skYY0yXLl3MrFmzqmUfcWUu92vi2LFjF32fgoICI8ns2bOnGqdFVcjKyjKSzLffflvutfHjx5sRI0Zc8j3mzZtn4uPjq2E6/8FpMov17t1bDofD8zwhIUFff/21SktLvdbLyclRVFSUoqKiPMs6deqkRo0aKScnp8bmhbe9e/fq1KlTGjx4sEJCQjyP119/3esUR0JCgue/mzRpog4dOnh93urXr682bdp4nrdo0UIFBQWe5xMmTNA//vEPbdu2TZK0bNkyjRo1Sg0aNJAkTZkyRXPnzlXfvn311FNPaffu3dW2z7i4y/2a+Gf79+/X2LFjFRsbq9DQUMXExEg6e3octVu3bt106623qkuXLrr77rv1yiuv6NixYxfdZvXq1erXr5+aN2+ukJAQPfHEE9Z/rrmAGpdkjPGKpkstR80oKyuTJL333ntq2bKl12tOp/Oi3/zO/7wFBgaWe82c91t6mjVrpuHDh2v58uWKjY3V+vXrPdceSNKkSZM0ZMgQvffee9q0aZNSU1M1f/58Pfjgg1eze6iEyn5NDB8+XFFRUXrllVcUGRmpsrIyde7cmV9q7QcCAgKUnp6uzMxMbdq0SS+88IJmzpyp7du3V7j+tm3bNGbMGM2ePVtDhgyRy+XSG2+8ofnz59fw5LULMWSxc//SP/95u3btFBAQ4LW8U6dOcrvdys3N9Rwd2rt3rwoLCxUXF1dj88Jbp06d5HQ65Xa7NWDAgHKvn/vGt23bNrVq1UqSdOzYMe3bt08dO3a8oo81adIkjRkzRtddd53atGmjvn37er0eFRWl5ORkJScna8aMGXrllVeIIR+41NdEbm6uJHkd/T169KhycnK0ePFi9e/fX5L00Ucf1czAqBIOh0N9+/ZV37599eSTTyo6Olpr165VvXr1yh3p37p1q6KjozVz5kzPsoMHD9b0yLUOMWSx3NxcpaSk6P7779enn36qF154ocJ/HQwaNEhdu3bVr3/9ay1cuFBnzpzR5MmTNWDAAPXs2dMHk0OSGjZsqOnTp2vatGkqKytTv379VFRUpMzMTIWEhCg6OlqSNGfOHIWFhSkiIkIzZ85UeHj4Fd975Ny/IOfOnas5c+Z4vTZ16lQNHTpU7du317Fjx/T+++8TyT5yqa+JQYMGyeFw6G9/+5uGDRum4OBgNW7cWGFhYVqyZIlatGght9utRx991Ne7gsu0fft2/f3vf1diYqKaNWum7du364cfflBcXJxOnTqljRs36quvvlJYWJhcLpfatm0rt9utN954QzfeeKPee+89rV271te74Xs+vmYJPjJgwAAzefJkk5ycbEJDQ03jxo3No48+6rmg+vwLqI0x5uDBg+bOO+80DRo0MA0bNjR33323yc/P99H0OKesrMw899xzpkOHDiYwMNA0bdrUDBkyxHzwwQeei2Xfffddc/3115t69eqZG2+80WRnZ3u2X758uXG5XF7vuXbtWlPRXw1PPPGECQgIMIcPH/Za/sADD5g2bdoYp9NpmjZtasaNG2eOHDlSLfuLS7vY14QxxsyZM8c0b97cOBwOM378eGOMMenp6SYuLs44nU7TtWtXk5GRYSSZtWvX+m5HcFn27t1rhgwZYpo2bWqcTqdp3769eeGFF4wxZy+EHzx4sAkJCTGSzObNm40xxjz88MMmLCzMhISEmNGjR5tnn3223N8DtnEYc97FAQCuGRkZGRo4cKCOHTtWJb9y495779X333+vdevWXf1wAFCLcJoMwEUVFhZqx44dWrFihd555x1fjwMAVY4YAnBRI0aM0CeffKL7779fgwcP9vU4AFDlOE0GAACsxk0XAQCA1YghAABgNWIIAABYjRgCAABWI4YA1GrGGN13331q0qSJHA6HsrOzfT0SgGsMP00GoFb7n//5H40YMUIZGRmKjY1VeHi46ta9uruCTJgwQcePH9fbb79dNUMC8GvcZwhArbZ//361aNFCffr08fUo5ZSWlsrhcKhOHQ6yA/6M/4MB1FoTJkzQgw8+KLfbLYfDodatW8sYo3nz5ik2NlbBwcHq1q2bVq9e7dmmtLRUEydOVExMjIKDg9WhQwc999xzntdnzZqlP/3pT3rnnXfkcDjkcDiUkZGhjIwMORwOHT9+3LNudna2HA6Hvv32W0nSa6+9pkaNGulvf/ub5zfEHzx4UCUlJfrP//xPtWzZUg0aNFCvXr2UkZFRQ39KAK4WR4YA1FrPPfec2rRpoyVLlmjHjh0KCAjQ448/rrfeekuLFi1Su3bt9OGHH+o//uM/1LRpUw0YMEBlZWW67rrr9Oabbyo8PFyZmZm677771KJFC40aNUrTp09XTk6OioqKtHz5cklSkyZNlJmZeVkznTx5UqmpqXr11VcVFhamZs2a6Z577tG3336rN954Q5GRkVq7dq1uu+027dmzR+3atavOPyIAVYAYAlBruVwuNWzYUAEBAWrevLl+/vlnLViwQO+//74SEhIkSbGxsfroo4+0ePFiDRgwQIGBgZo9e7bnPWJiYpSZmak333xTo0aNUkhIiIKDg1VcXKzmzZtf8UynT59WWlqaunXrJunsabyVK1fq0KFDioyMlCRNnz5dGzZs0PLly/X0009XwZ8EgOpEDAHwG3v37tWpU6fK/Y60kpISde/e3fP85Zdf1quvvqqDBw/ql19+UUlJiW644YYqmaFevXrq2rWr5/mnn34qY4zat2/vtV5xcbHCwsKq5GMCqF7EEAC/UVZWJkl677331LJlS6/XnE6nJOnNN9/UtGnTNH/+fCUkJKhhw4b64x//qO3bt1/0vc9dBH3+D9iePn263HrBwcFyOBxeMwUEBCgrK0sBAQFe64aEhFzB3gHwFWIIgN84d9Gy2+3WgAEDKlxny5Yt6tOnjyZPnuxZtn//fq916tWrp9LSUq9lTZs2lSTl5eWpcePGknRZ9zTq3r27SktLVVBQoP79+1/J7gCoJYghAH6jYcOGmj59uqZNm6aysjL169dPRUVFyszMVEhIiMaPH6+2bdvq9ddf18aNGxUTE6M///nP2rFjh2JiYjzv07p1a23cuFFfffWVwsLC5HK51LZtW0VFRWnWrFmaO3euvv76a82fP/+SM7Vv316//vWvlZSUpPnz56t79+46cuSI3n//fXXp0kXDhg2rzj8SAFWAH60H4Ff+8Ic/6Mknn1Rqaqri4uI0ZMgQvfvuu57YSU5O1r/9279p9OjR6tWrl44ePep1lEiS7r33XnXo0EE9e/ZU06ZNtXXrVgUGBmrlypX68ssv1a1bNz3zzDOaO3fuZc20fPlyJSUl6aGHHlKHDh105513avv27YqKiqry/QdQ9bgDNQAAsBpHhgAAgNWIIQAAYDViCAAAWI0YAgAAViOGAACA1YghAABgNWIIAABYjRgCAABWI4YAAIDViCEAAGA1YggAAFiNGAIAAFb7P9joMlnttM/GAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_inh = pd.DataFrame([adj_MI_inh_bio,adj_rand_score_inh_bio,\n", + " adj_rand_score_inh_ephys,adj_MI_inh_ephys,\n", + " adj_rand_score_inh_eta,adj_MI_inh_eta,\n", + " adj_rand_score_inh_sta,adj_MI_inh_sta,],)\n", + "df_inh['feature'] = ['bio','bio',\n", + " 'ephys','ephys',\n", + " 'eta','eta',\n", + " 'sta','sta']\n", + "df_inh['measure'] = ['AMI','ARI',\n", + " 'AMI','ARI',\n", + " 'AMI','ARI',\n", + " 'AMI','ARI']\n", + "\n", + "\n", + "df_inh = pd.DataFrame([adj_MI_inh_bio,adj_rand_score_inh_bio,\n", + " adj_rand_score_inh_ephys,adj_MI_inh_ephys,\n", + " adj_rand_score_inh_eta,adj_MI_inh_eta,\n", + " adj_rand_score_inh_sta,adj_MI_inh_sta,],)\n", + "df_inh['feature'] = ['bio','bio',\n", + " 'ephys','ephys',\n", + " 'eta','eta',\n", + " 'sta','sta']\n", + "df_inh['measure'] = ['AMI','ARI',\n", + " 'AMI','ARI',\n", + " 'AMI','ARI',\n", + " 'AMI','ARI']\n", + "sns.barplot(df_inh[df_inh.measure=='AMI'],x='feature',y='d1')\n", + "\n", + "plt.ylim(-0.1,1.0)\n", + "\n", + "plt.show()\n", + "\n", + "sns.barplot(df_inh[df_inh.measure=='AMI'],x='feature',y='d2')\n", + "\n", + "plt.ylim(-0.1,1.0)\n", + "\n", + "plt.show()\n", + "\n", + "sns.barplot(df_inh[df_inh.measure=='AMI'],x='feature',y='m1-ago')\n", + "\n", + "plt.ylim(-0.2,1.0)\n", + "\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "brian2", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks_drug/Clustering_attribute_sets_drug.ipynb b/notebooks_drug/Clustering_attribute_sets_drug.ipynb index 0b8fdf7..25a7713 100644 --- a/notebooks_drug/Clustering_attribute_sets_drug.ipynb +++ b/notebooks_drug/Clustering_attribute_sets_drug.ipynb @@ -184,6 +184,7 @@ "ephys_with_mi = pd.read_pickle(\"D:/FN_analysed_feat_set/Ephys_collection_all_exps_all_conds_spikes_calculated_5ms_with_MI.pkl\")\n", "\n", "ephys = ephys[~ephys.exp_name.isin(discarded_exps)]\n", + "ephys_with_mi = ephys_with_mi[~ephys_with_mi.exp_name.isin(discarded_exps)]\n", "\n", "plt.plot(np.vstack(ephys.waveform).T,alpha=0.1,c='black')\n", "plt.show()\n", @@ -1731,7 +1732,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -1740,7 +1741,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1748,1378 +1749,149 @@ "inh_exps = data_wave_FN_acsf[data_wave_FN_acsf.binary_label==0]['exp_name']" ] }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "ephys['ei_labels'] = np.nan\n", - "ephys.loc[ephys.exp_name.isin(exc_exps),'ei_labels'] = 1\n", - "ephys.loc[ephys.exp_name.isin(inh_exps),'ei_labels'] = 0" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plot waveform clusters for Trial 1 and 2" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "acsf_waveforms = ephys[ephys.cond=='acsf']\n", - "idx = np.where(np.unique(acsf_waveforms.exp_name,return_counts=True)[1]>1)[0]\n", - "names = np.unique(acsf_waveforms.exp_name,return_counts=True)[0][idx]" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "acsf_with_2_trials = list(set(np.array(acsf_waveforms.exp_name)[idx]))\n", - "acsf_waveforms_filtered = acsf_waveforms[acsf_waveforms.exp_name.isin(names)]" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "exps,counts = np.unique(acsf_waveforms_filtered.exp_name,return_counts=True)\n", - "delta_FI = []\n", - "delta_fr = []\n", - "ei = []\n", - "for exp in exps:\n", - " df = acsf_waveforms_filtered[acsf_waveforms_filtered.exp_name==exp]\n", - " ei.append(np.array(df.ei_labels)[0])\n", - "\n", - " FI1 = df[df.trialnr == 0 ]['FI']\n", - " FI2 = df[df.trialnr == 1 ]['FI']\n", - " delta_FI.append(FI1.to_numpy()-FI2.to_numpy())\n", - " \n", - " Fr1 = df[df.trialnr == 0 ]['fr']\n", - " Fr2 = df[df.trialnr == 1 ]['fr']\n", - " delta_fr.append(Fr1.to_numpy()-Fr2.to_numpy())\n", - "\n", - "\n", - "data_frame = pd.DataFrame({'$\\Delta$f/f':np.float32(np.hstack(delta_fr)),\n", - " '$\\Delta$FI/FI':np.float32(np.hstack(delta_FI)),\n", - " 'color':ei})\n", - "\n", - "\n", - "g = sns.JointGrid(data=data_frame, x=\"$\\Delta$f/f\", y=\"$\\Delta$FI/FI\",hue='color',palette=['red','blue'])\n", - "g.plot(sns.scatterplot, sns.boxplot)\n", - "g.ax_joint.axhline(y=0, color='gray', linestyle='--') # Horizontal line at y=16\n", - "g.ax_joint.axvline(x=0, color='gray', linestyle='--') # Horizontal line at y=16\n" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " input_data_2_trials[['mean_I', 'var_I', 'trialnr',]] = input_data_2_trials[['mean_I', 'var_I', 'trialnr',]].apply(lambda a : np.float32(a))\n" - ] - } - ], - "source": [ - "input_data = pd.read_pickle(\"D:/Data For Publication/I_data.pkl\")\n", - "input_data_2_trials = input_data[input_data.exp_name.isin(acsf_with_2_trials)]\n", - "\n", - "input_data_2_trials[['mean_I', 'var_I', 'trialnr',]] = input_data_2_trials[['mean_I', 'var_I', 'trialnr',]].apply(lambda a : np.float32(a))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.pointplot( x = 'trialnr' ,y= 'mean_I' ,data = input_data_2_trials,hue='exp_name',color='grey')\n", - "plt.legend([])\n", - "plt.show()\n", - "\n", - "sns.pointplot( x = 'trialnr' ,y= 'var_I' ,data = input_data_2_trials, hue='exp_name',color='grey')\n", - "plt.legend([])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.displot(data = input_data_2_trials,x = 'mean_I',kind='kde',hue='trialnr')\n", - "plt.show()\n", - "sns.displot(data = input_data_2_trials,x = 'var_I',kind='kde',hue='trialnr')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([0., 1., 2.], dtype=float32), array([49, 49, 40], dtype=int64))" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.unique(input_data_2_trials['trialnr'],return_counts = True)" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "p-value annotation legend:\n", - " ns: p <= 1.00e+00\n", - " *: 1.00e-02 < p <= 5.00e-02\n", - " **: 1.00e-03 < p <= 1.00e-02\n", - " ***: 1.00e-04 < p <= 1.00e-03\n", - " ****: p <= 1.00e-04\n", - "\n", - "0.0 vs. 1.0: t-test paired samples, P_val:6.267e-01 t=4.895e-01\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "p-value annotation legend:\n", - " ns: p <= 1.00e+00\n", - " *: 1.00e-02 < p <= 5.00e-02\n", - " **: 1.00e-03 < p <= 1.00e-02\n", - " ***: 1.00e-04 < p <= 1.00e-03\n", - " ****: p <= 1.00e-04\n", - "\n", - "0.0 vs. 1.0: t-test paired samples, P_val:nan t=nan\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig,ax = plt.subplots(figsize = [ 4,4])\n", - "plot_significance_new(data = input_data_2_trials[input_data_2_trials.trialnr<2],\n", - "var = 'mean_I',\n", - "hue = 'trialnr',\n", - "ax = ax,\n", - "drug = True,\n", - "# palette = CUSTOM_PAL_SORT_3[:len(set(df_temp_m1_ant_ago['labels_lv']))] \n", - "test ='t-test_paired'\n", - ")\n", - "plt.show()\n", - "\n", - "fig,ax = plt.subplots(figsize = [ 4,4])\n", - "plot_significance_new(data = input_data_2_trials[input_data_2_trials.trialnr<2],\n", - "var = 'var_I',\n", - "hue = 'trialnr',\n", - "ax = ax,\n", - "drug = True,\n", - "# palette = CUSTOM_PAL_SORT_3[:len(set(df_temp_m1_ant_ago['labels_lv']))] \n", - "test ='t-test_paired'\n", - ")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "51 51\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfIAAAHSCAYAAAAXPUnmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9aYxm2Z3fd37P3Z99j33JvSqzVpLFIptsttQtTTfbo+m2LVsjDTwjDwQIMKBXfiXAgAS0YcCwgcG8ETASMJo3Y0PTFjwSrWm53Wo11YtYZO1VuW+xL8++3/3eMy9uZFYmWVUki8nKqozzAbIi4lki7hOBil+c/znnf4SUEkVRFEVRvpy0p30BiqIoiqJ8dirIFUVRFOVLTAW5oiiKonyJqSBXFEVRlC8xFeSKoiiK8iWmglxRFEVRvsSMp30Bn0Wz2ZRnzpx52pehKIqiKJ+Lt99+uyelbH3cfV/KID9z5gxvvfXW074MRVEURflcCCF2Puk+VVpXFEVRlC8xFeSKoiiK8iWmglxRFEVRvsRUkCuKoijKl5gKckVRFEX5ElNBriiKoihfYirIFUVRFOVL7IkEuRDiu0KIW0KIu0KIv/8x9/+XQojrQogPhBB/LITYfOS+RAjx3sm/7z2J61EURVGU0+IXbggjhNCBfwT874B94E0hxPeklNcfedi7wGtSSlcI8V8A/x3wfzy5z5NSvvqLXoeiKIqinEZPYkT+OnBXSnlfShkC/wz43UcfIKX8Eymle/LhG8DaE/i6iqIoinLqPYkgXwX2Hvl4/+S2T/J3gH/9yMeOEOItIcQbQoj/8Alcj6IoiqKcGp9rr3UhxH8GvAb8pUdu3pRSHgghzgH/VgjxoZTy3sc89+8CfxdgY2Pjc7leRVEURfmiexIj8gNg/ZGP105ue4wQ4q8C/xXwO1LK4MHtUsqDk7f3ge8DX/m4LyKl/CdSyteklK+1Wh97AIyiKIqinDpPIsjfBC4KIc4KISzgbwKPrT4XQnwF+MdkId555PaaEMI+eb8JfBt4dJGcoiiKoiif4hcurUspYyHE3wP+ENCBfyqlvCaE+D3gLSnl94D/HigC/5MQAmBXSvk7wGXgHwshUrI/Kv7bH1vtriiKoijKpxBSyqd9DT+31157TarzyBVFUZTTQgjxtpTytY+7T3V2UxRFUZQvMRXkiqL87O7cgb29n/44RVE+NyrIFUX52UgJ0ymMRk/7ShRFeYQKckVRfjZBkIV5GGb/FEX5QlBBrijKz8b3P3p/On1616EoymNUkCuK8rPxvOytrsNs9nSvRVGUhz7XFq2KonyJ+T5YFuRyKsgV5QtEjcgVRfnZeF4W4qVSFupR9LSvSFEUVJArivKzkDILb8eBYjG7TY3KFeULQQW5oig/3YMV67kc5POgaSrIFeULQgW5oig/3YOFbrkcCJGF+YPbFEV5qlSQK4ry0z3YeuY42VvLUnvJFeULQgW5oig/neeBbWcldQDTVIvdFOULQgW5oig/3YOFbg9YFqQpxPHTuyZFUQAV5Iqi/CziOBuFP2BZ2VtVXleUp04FuaIoP12SZB3dHngQ6qq8rihPnQpyRVE+nZRZGf3RIFcjckX5wlBBrijKp0uS7O2jQW4Y2TY0FeSK8tSpIFcU5dOlafb20SAXQq1cV5QvCBXkiqJ8ugcjcu3Hfl2oveSK8oWgglxRlE/3caV1yEbkKsgV5alTQa4oyqf7pCC3LFVaV5QvABXkiqJ8ukfnyLe34ego+1g1hVGULwTjaV+AoihfcA9G5GkK/X42V95qPb6X3FC/ShTlaVEjckVRPt2DIJ/Ps7dpCt2u2kuuKF8QKsgVRfl0D4J8NmMwt5loVeh0PhqFqyBXlKdKBbmiKJ8uTUHTkOMJO5Ma2/4SMophPM72k6sFb4ryVKkgVxTl0yUJBAGzSUqaLxJZBfpBEYZDtQVNUb4AVJArivLpkgR8n/FMRxQL5HJw7FWQs7kKckX5AlBBrijKp0sScF3GSZFSzWB5GQI9z2iiZVvPVGldUZ4qFeSKony6NCXwUnwtR6UC1SrY1Ry9kZEFuRqRK8pTpYJcUZRPF8eMZzoYBpVKtr6t0jSZRTYyCFVTGEV5ylSQK4ry6YKAiW9h53RsO7upWITUzuHNTramqfK6ojw1KsgVRfl0QYAbmZSqH/VaLxaBXI6Zq6nyuqI8ZSrIFUX5dFFEJA3MnMHdu7C/ny1Wt6s5pqENrquCXFGeIhXkiqJ8sjQl9mMQAsMxmM2yPjAAxVaOWWiB76vSuqI8RSrIFUX5ZElCFGSd3YRpPNhSTppCsSSIrTyBm6gRuaI8RSrIFUX5ZElCHCSg66Tiozlyz3tknnwqIQie3jUqyimnglxRlE+WpsSRBNN8eCw5ZNPijgNGKccssmEyeXrXqCinnApyRVE+WZIQ+QlY1sND0DQtC3I4mSePnY8mzhVF+dypIFcU5ZMlycmIPJsfNwwoFB4J8pqJr+WJxu5Hx50qivK5UkGuKMonO1nsZuZMwhBsG/L5bI5cypN58mKR+VjtJVeUp0UFuaIon+xkjtzIWwQBWFYW5FJmq9fzedAqJWYzyP6jKMrnTQW5oiifLAiIYoFxMiLX9SzMISuvCwGFxSIz31Dz5IrylKggVxTlkwUBcaohT1at7+7CwcGPLXhbLuGGBulg9FQvVVFOK+NpX4CiKF9gQUAkDQwt6+ompmNmqU6SK+L72UOKZQ2ZLzBvzyg93atVlFPpiYzIhRDfFULcEkLcFUL8/Y+5/78UQlwXQnwghPhjIcTmI/f9bSHEnZN/f/tJXI+iKE9GGkSkaKSazqCfUpwcYfcOGPbTh2vbCgWgVGLWcdVxporyFPzCQS6E0IF/BPw2cAX4W0KIKz/2sHeB16SULwP/HPjvTp5bB/4h8A3gdeAfCiFqv+g1KYryZMRuCJpgHpq4PZeVRsBKzSMeTOj3s8foOuQXS0ynqMYwivIUPIkR+evAXSnlfSllCPwz4HcffYCU8k+klCczarwBrJ28/1vAH0kpB1LKIfBHwHefwDUpivIERPMQhEZ/pGP6M1r2hFolpej36HbSh1vHS0sFZp5OOlJBriiftycR5KvA3iMf75/c9kn+DvCvP+NzFUX5HMVeCKbJZJjS1IcY3hQR+NRzLn5n+rC8XmlZSNthujt8uhesKKfQ57pqXQjxnwGvAf/9Z3ju3xVCvCWEeKvb7T75i1MU5SdEXkJqmESjOaWwD5UK2DZVY46czhie5HaxZqIXHMb9+KPl7IqifC6eRJAfAOuPfLx2cttjhBB/FfivgN+RUgY/z3MBpJT/REr5mpTytVar9QQuW1GUnyb2YyJhwXSKHc1gbQ3qdeqOC57LqJedQy5si1LTZjxM1X5yRfmcPYkgfxO4KIQ4K4SwgL8JfO/RBwghvgL8Y7IQ7zxy1x8CvymEqJ0scvvNk9sURfkCiPyEVDeh3ydXtWFpCVZXydVzWN6Y0cE8e6BtU6lCKE28tponV5TP0y8c5FLKGPh7ZAF8A/h9KeU1IcTvCSF+5+Rh/z1QBP4nIcR7QojvnTx3APzXZH8MvAn83sltiqJ8AcRBQiIM5GyOvVDmzq7N9qGFtrpMyfAYH3nZAzWNSkWAbTNu+xBFT/fCFeUUeSINYaSUfwD8wY/d9g8eef+vfspz/ynwT5/EdSiK8gRJSRRKUj1FpAmJU3i4u6xUrlCp7NPtTfDcJXJ5gVmwyFd0xjPJ0mgEagpMUT4XqkWroigfL46JU40kTDH0lGFcQvdmFDSPvVGJfM0mmnrM2o+U18uSWewQ90ZP9dIV5TRRQa4oyseLIuJEEAcxmpBMJtD48PucvfO/IUdjJloVwvCjILcsqrYH5TLjI3U+uaJ8XlSQK4ry8aKIJBVEQYo/jRDtNn5iMPYsFmb38QY+yJTZ0TR7vGWRtxOsssNwoqvV64ryOVFBrijKx5LhyYjcj/HGAXknZVpe49A5R6MpMLSEMJDMOzPiiQu2DUC1aTAJbNK+ag6jKJ8HFeSKonysxI+IEoFwXVLNhJyDLBRJyjWmgUV9vUAwTwgHM9z9wcODyqu5AFksMj6cg5RP+VUoyrNPBbmiKB8rCWKiVCeZuRimIE4EerVEfrVGd2SyfMZGy9mMDl3mByMwTQCKZoBRLjAaC5jNnu6LUJRTQAW5oigfK40SokiQzH0Mx8CPDcorRRZWTTyjhJ14OJsLjGZGFuTzORgGIgqprBQYzw3kWDWHUZRfNhXkiqJ8rCSIidyQJJIkwkSzTCoLNrUaGAWbUTeidb5CnCtxfHcGR0dZeT0MKdd0EjuPe6yCXFF+2VSQK4rysZIgJpr6CCHx9AJmOUe5DJoGpZbD3NNotQT5pRIH0zLhzfvZqDwIKJeBQoFJP1Rd3hTll0wFuaIoHysJk+w8clPHTR2qTePBNDi5mkMQaZhawsqaQVSus72vw8EBTKcYBuRbBSYznYft4BRF+aVQQa4oysdK/IjIjTFMHXSDUkWDu3dhZ4dcxQJdR7oe5QWHUs3kfnqW4aEHW1uws0O5DPPQJBmqIFeUXyYV5IqifKx07pHEEmnZaIbAjL2syUuvR97rg+OQuD6JnefMsg+NOlvJBr2RAfv7lA9vItsdpm/fVuV1RfklUkGuKMrHCsceMkkIdQfTFBjjPnePi+xOqljtPXRTQ3o+OA45O6W1bFJYqbAzqnAzvQQbG2iLLSbHLrz7LgxVgxhF+WVQQa4oyscKZwFamhBiY4mQ8TBlbC/QzW3QG+rkwnHWTl0ITEuA57H2zTXOVEdE7QG3+w3G9bMMqmchTeH+fZhOn/bLUpRnjgpyRVE+VjgNETqEiUB4Ll2vSGm9SrlhshcsIKKQJJYQ+BjFHHgec6NCY6PAC849luohkbC4dVRhXl7OWrhubUEcP+2XpijPFBXkiqJ8rGDsITWDVBjMXIFWLbOxKThzBrRqmaHvgB8gXR9ZKGLGHvNJAmtraEnEqtznlVcFqWXz/vuScO1cFuLb20/7pSnKM0UFuaIoP0lK4llAqumkCYSxzsKqieNknVgXNnNEmER+Qur5+EaRYi7JjjQtFqFSgeGQpjNj45zBbBBxZ88hXV7NFsypLWmK8sSoIFcU5SeFIWGQkmoGQQCWJSg1rId31+tgN4pMJiDnHoGWo1iEcOQSChtKJTBNtMN96ssOzWqEP/I5iBay7m8HB0/xxSnKs0UFuaIoP2k+JwwFUjMJIoGdk+RqzsO7bRtKyyU86ZDO5oSzkEIzB67LLMqOM2VxEeZzimaAAJq5OZ2uYFZeAddVq9gV5QlRQa4oyk+azQhDkELgBwI7p5MrGY89pL5egFwObxSA76NXiuiRz8zTsweUSpDPU3C7pLpJ05lh27A9qSOdHBweqmNOFeUJUEGuKMpP8jyiREPTBVEsyJcNtB/7bVGvg7NYZtRPSecegVWikEuZDk9WpQcBrK5S0H2IIty+x8YGBKGga66A72fz5Yqi/EJUkCuK8hPkbE6U6qAJglBQqmfz40mSbQkHMAxoniniSZvgeEig5ymXwZ9GBKGAMIRyGbtewAhmzEcR5XxMqQRHboVEt6DdfoqvUlGeDSrIFUX5CenMJZEaYSKQEipNC9+Ha9fg+vVsihtg+Vwe6eSYHEwIQkF1yQHPZexZ2YgcYHWVYl4yb8/A81hdhTgRtMUSzGYffTJFUT4TFeSKojwuSUiCmCQFP9DRBJhlh9u3s7ulhJs3YTCAhUWBVqsw6UcEIw97sUpOCxmNT0bkAMUi+dUafndKOp1TKECtBu2oTpxq0Ok8vdeqKM8AFeSKojwuikhiSRxDlBoIXTCKC0gJly7B5ctQKMDOTtbfpXmuzNQz8Pd7UK1SKaXMhhGJFz78lPkLKwB4W8cArKxAKnQ6LGR/EahDVRTlM1NBrijK48KQNE6JUw0/BNAw8g7Ly+A42dz4uXOgaVnH1YULFSJpMNoakgiD6nIO6QeM+x+1Ys21ilAq4d4/BilxHKhWoSNbWZvXbvdpvVpF+dJTQa4oyuPCkNBLSKUgjHWEY2BagnL5o4eYJmxuZtPbKRpmrcBgb4Y7iSmsVjH1lFEnfNhX3bJAX1nEG3gwGgGwvAyJbtFNG1mQP1hFpyjKz0UFuaIoj4signlMKgVxIkgMi3w+G40/qlqFVgvmc7AXa/T7gtlOH6pVqjXBuBMQux+V13OrdbzUht1dAPJ5KJehnbZIwzgrsSuK8nNTQa4oyuPCkCASxKlOkkiEYVGrndw3n2f7v0+srWUL1wK7zCx16HzYBl2ndaZAOp3TOwgePjZfd/By9ayj23wOwNISxHaBQVRSW9EU5TNSQa4oyuPCkCiQhIkgSnTMnJGV1adTuHULbtx42MhF07IFcLUlh0FSYedeBKMRufMrlAyP7p3Rw+ZtuZpDkisSzOOHK9VLJcjlyBa9+b46TEVRPgMV5IqiPC6KCGNBHAn8xMTKa1RtD+7dy5qsOw7cvQv9PpDNf1+6rJOr5bh+P8foThfqdRYWIDzsPZgSJ1fQwHHwtEI2Kj+ZP19cBM+qMA1ttRVNUT4DFeSKojwuDAlDiGJBgEWlqmMfbhElGjeTi9zRniOwy7C391gYX3lJJ9JNvv+n0Ls/oXKugR1M6GzNgGzkjWNnQS4l9HpAVpo3TEFbLmQj/UdK94qi/HQqyBVF+UiSQJIQhhCnECYWlZIkmvrcmq7gJRZzT+P6dD0bkJ/MaxeL0NrIsbKmM53pbL/Z5Z6/SqPgM9sZMBplZXinbOP6IntCtwtSomnZormxXiOIVIMYRfl5qSBXFOUjJ41ZwlAQxwKpCcr5mLt7NolT4NIleOEFKDQcdtwW/l4Xooh8HqxKnkYlodyyKJk+k25AN62TTmfs35ojJeQqFp6vZZPjYZjNu5MFuTBNOmkzK9knydP8LijKl4oKckVRPnLSVjUMIYw1dANEEuHHBqvnHQqFbA/52bOgLTTZOTDg+BghIF/SKdQsQBA7RZ6vHiPyefzYYHS7Q6ctyVUsgkgjNW3Q9Yfz7KaZnabWo0kSpQ/L7oqi/HQqyBVF+ciDEXkkCBIN3dCQQYjI56jWxMOHmSasX7CZmTW6d0aQJBSLkOaLFMQc16kRpgbPlw+pnaky7CXsvDdEy2eb0f1plCX3aPRw9L2wAKmdoxdXs/K6OqtcUX4mKsgVRflIGEKSEKeCINYxdEnopxRbOQzj8Yc2GlDaqHHY1kl7A4pFsFsVTEsg5y5HYgVzOuDCecnShsnuh2M6xymYBv4kzD5BmmYr2MkaxJRKWdtWGYQPO8ApivLpVJArivKRMARNw/Mkcaqja5JUaNRWch/78NWLeWIzR+fmSZAXDHyrQjXu45YWGc4tnPYOz39ngVIuYu/9AdPQyYK8UMiWsj9SRl9YgNAuMYlyatGbovyMVJArivKRKALDwPc1klSAlBimRnW18LEPLxSgvFGlfZggZlMqFfDzNRwrxUldDsUqstOllE947isF3M6Mw46OOzpp3dpoPNYtrlIB0xJ0xYI6q1xRfkYqyBVF+UgYgmHgeRBJnTSFctPGtMQnPmXlcoUYg87NAeUyxMJiqldY1Y/x7QqDqQn7+6x9bZHVxZjBoc/BsZb90VCvgxAPF70JAc0mjLUaYaKrUbmi/AxUkCuK8pEwJI7B81OQAiGgsmB96lMKJY3yWpn2lkujHOE4cMQK1SrkZx0O3SpyNsdwJ1z6Ro2cHnD7FoQTP1s1Vy5nQX6yuK3RAHSdvtZSZ5Urys9ABbmiKJk0zZrBBBI/ECRSwzKhVDV+6lMXn6sSx+DuD2g0oD8xCTYvsbKYEHbHDEYaHBxQv9jg3EWdwZHPzu2TDm7NZhbWJ33WbTvL9p5oIVN1Vrmi/DQqyBVFyZy0W40SDdfXkAIsW5Cvmj/1qeUFh1w9R+fuhNXVLJfbI5vKV86RtyKOdiPkcRsxnXDhV5dx9IhbPxpm29YrFTCMh+V1yLI9xGKi19RZ5YryU6ggVxQl83APOQSBjiZTDFsnV/rpQQ6wcLGCO4kpyimGAfv7QLnM0suLBIU6w90p3L3L8sUSrRWT49szOodxNjH+YE/5yR8T1WpWde9pC9ltaiuaonwiFeSKomQejMgjgRtqaCLFcQR67tPnyB+on61gWBqDe0OWlrJdZQfd7Cxz58wSx+Y63L6NMRux/mIVopit98dZP5hGI5sjPwlsIbKbxkmRSLNVeV1RPoUKckVRMicj8iiS+KGGDjhFDc342X5NaIZG62yR0eGchXpMPg/HA5N232CpGeOde4GJb8Hbb7NwJke5LOneHdPvyawbjG1ni9tONJsnh6Tpi9lWNM/7ZbxqRfnSeyJBLoT4rhDilhDirhDi73/M/b8mhHhHCBELIf6TH7svEUK8d/Lve0/iehRF+QxORuS+K4ligabF5Asa2s/xW6L1fAOBZLo/pl6HWtNgv2Mx7sdohRzd1hU4PiaHT33ZRvoB2x9OsgXr9Xp2iMrJHxS2nXV66yW1bIiu+q8rysf6hYNcCKED/wj4beAK8LeEEFd+7GG7wH8O/I8f8yk8KeWrJ/9+5xe9HkVRPqMoAl1nPIU4EZiaJF8xf64gN0sOtSWH6eGUOIaN8ybLrZhhP2U8hn75LEFq4vT2KTdtqsWY9u1JdghavZ59kpOWrZCdihamBhOjni2GU4veFOUnPIkR+evAXSnlfSllCPwz4HcffYCUcltK+QGg/i9UlC+qOAbDYDqWxKnA1FLyJf3nCnKAxUsV9CRgdOQSRbCyLLmw6pHLwdEoR8dZxxm30eOApU2b2TDieMsDx8latj5SXq9UskPSBlozO1xFLXpTlJ/wJIJ8Fdh75OP9k9t+Vo4Q4i0hxBtCiP/wCVyPoiifRRSBaTKdQJIITEuSL5uIT27q9rHyqzWqFclwZ0oQAKZJJRdy7lx2/43oIpYMYDSk0jAoFxO2r06zRW/1etayNQgA0DSo1WAYFbOjT1V5XVF+whdhsdumlPI14P8E/N+FEOc/7kFCiL97EvhvddUKVkV58k76rM8mCUkCOTPFLFgPR+SzGWxtwc5ONpX9iTSN1UtFoolLvx1n+8iiiFYLzp+HTlRlaLTQxiNkELF2wWG47zIcyI8trz84JG1kNLMvfHJmuqIomScR5AfA+iMfr53c9jORUh6cvL0PfB/4yic87p9IKV+TUr7WarU++9UqivLx4ix059OENM0WmwnHQgi4exdu3YLx/pTBvsvt29nHJ+vjfkLr+QamLjm8NX0Y5ADPPQdWzuBWch4nmeMfDdl8sQxpNirHsqBYfKy8XixmN/flScg/0jhGUZQnE+RvAheFEGeFEBbwN4GfafW5EKImhLBP3m8C3wauP4FrUhTl5yHlwyCfTUEXKZYh0XM2gwGMx9lc98uFe7xSvMfmhsR14ebNhweXPUbkcyws6wx3JwSpmX1uKTFNOHMGDpIlUt3E3+9RWcrRasLujXk22K7Xs61mj2w3azRg4ltETkkFuaL8mF84yKWUMfD3gD8EbgC/L6W8JoT4PSHE7wAIIb4uhNgH/lPgHwshrp08/TLwlhDifeBPgP9WSqmCXFE+bw+G1obBbC7RiTFsjUToHB9nvc+Xy3O06RhtOqapDbh0KVt/dufOx59rsnChROxFdI/ix77Gc8+BtHMciFXC9hDpepx/KYc78Dnej7NJcSEeG5U/qLgP9FY2f/6ptX1FOV2eyBy5lPIPpJSXpJTnpZT/zclt/0BK+b2T99+UUq5JKQtSyoaU8oWT2/+9lPIlKeUrJ2//n0/iehRF+Tk9SGLTZDoTmMSYjkZ/qCEEbGyQDcvv3s0myQ8PKRTg4sUsn+/ff3h42UP55Sq5vKC372e7xk6+RqUCS0twaJ4h9Xz8+4esXK7imClbV2dZ3/VS6bF5csfJzj7vx5VsBdwjIa8op90XYbGboihP28loOZY6gQ+GSNAsE9fXWVzM5su5ezcL0OkUrl+H8Zh8HjY3s4Vw+/uPf0rL0SgtFYinHoOheGzYfuECJK1Fun4J/+Y2ZiXP6qrk8J7/UXk9CLIV7CfqdfACDc+pZSH/4385KMoppYJcUZSHIRvEOn6gYYqEULMQmsjK2lEEH37I9fkG9wsvZUPwDz4AsoBdWIBO5/GKt2VBbqmCaUFn138syNfXoVAxOdLW8O8fQppy9kqOZO6xu5Vkp6YI8diovF7PburLelbTH48/j++MonzhqSBXFOXhiNydpcSRxNATQhwcJ1s1zq1bhL0Jb8Sv8efx63jVZXjrrYfhvLqajdp3dj5qvmZZgJOjupLH682ZjT5a4q7rsLYGA2eZ2SiCdpvFS1XydsLW1Xn2gHL5sQYwhpHdNIhKSN1Q5XVFOaGCXFGULJA1jekkJYoklpHgSZtKJRsFc+0au5Mqh32LvQ9G/CB+Laun37wJZNPWm5tZNfzwMPuUlgVISXG1ii5jOvdnj33JM2dAq9fYGpRhextRLHBmPaW97WYL1qvV7BO67sPnNBoQxYKpWc9G5EnyeXx3FOULTQW5oigP27PORjFxnP1ikKZFtUq2v+zqVa62W5jelA39gDdvljjsmvDeew/nqkul7MSyTgd8N8UadeDeXeK9Ixo5l9H26LHV7UtLUGrZbIeryN09iCLOvpgHz+P+3Y8vr1dO1roNRf2kS8zo8/seKcoXlApyRVE+as86iJBpCkLDtA1KJWBnh6g35k5yFrNa4MrLOsIy+ePBq8jbdx5rm7qykmXvwb98C/3Pvo8+GhDOI1rmCLl/kHV6O2EYsHFWY6g1GB640OtR26xQLiTs3nQ/dvW6pmX5PooKSNNS5XVFQQW5oijwsD3rZBhBKonRKFZ1tCSCu3d5d7DB3VGD/Z7D96+1MIi5Hl9kdw94992Hn8Y0Ybn9HtfenPGvdl7knaNlfnCjglhcoDg7pnf1+LEve+GyTWzm2B6VYW8PikXOrMUMDv1sLVutlpXXH2kOU6tlBYSp1Xjs2FNFOa1UkCuK8rCr27gbI2SKrkO+qKO1j5i3Z/wP299mNNFZOWvhLNUpFRK2J3X+xcHrpP/+jWy+Ok0JPrjF4Zv7/OnRJf748Ap33FWubpf4wxvrJIZFcO0O0/FHhyAuLmsUahZbkwZpfwizGesXcwjXZWdbZsNveGxUXi6fnIhGPSvrP3KfopxGKsgVRYE4Rhomo0ECMsXUwclBPJryxv0WfTfHt18cs3yhSH3J4q/9RzbPr895I3iFP3yrjvz//QGzH13ng3+1w1+0L7Ly1SX+0ndSvvl6QutsnrkruB+uMWqH9N7afvhlSyVoLOqMkjLDXgK9HpX1MrVCwN4dj5hPKa/7DtLJqfK6cuqpIFeU0+6kD3qYGnizFHkyIrelx9a24HBSoOHMyTcLDAeS8SBiP1zg//J/GFFbLfAHk2/zL/95yAf/6wHvjc5QenGT//j1A85HN6j077NAj1YLYgwGSZmtHxwRTz5aib6ypuMmFn2/AMMhWrnI+lLErO1m+V2rZQvufqy8niQwMRuPHXuqKKeRCnJFOe1O9pCHqYE7SxCpxLQhnIa0xw5lJ6BgRWwNytz99x323u7yxlsG1lKdv/bNPsUzLX44uMAPj9YoPL/Ot84ccKbYY+n5GlFjiWJNp6h7VNMspA+ONPb+fOfhavf6goFhG/TDEsFgDqMRy2dzaP486xb3KeX1IbXsBjUqV04xFeSKcto9CHJpEvhAKnFEyGCiE2sWRTmjG5Roj23O2EdctHbYuR/xo+0FLmyGfPuVGflmES80uJzf4dLiBM6fp/nyCs5iFb+xRvlcCzMNWDa6xMUq777hE+xkC98aSxa5ks7E0+mPjYfl9YoT0Nn18RMzK68/stVMiJPyumuR5osqyJVTTQW5opx2J0HuRzqemyI0SZwI/MSiWpEcDPNMQ4ea7fIr54751Qtt1s02O/sGs8oq33gl4IWlHqXhHtp8RnrhElSrCJFtR/N8jfxz6+RWamijIUsVj+HU4MM/HxGPZlQXbRxHIxEmPTePnLsYjsFKM2Ta8bKMrlaz0vojZ6bW64+U133/scYxinKaqCBXlNPuJMjnoUnkSzQSvFBHK+Xx5imeJ4gxWLAn5OY9crisOT10d8LhvMp84zJ/5XdLvHJuQjeqsD/IP/zUi4vZ4rTR3KTxwhJGwWLR30XPWewfCO78yT6mCfm8JBU6ESZTV4fBgOaKjR7MOD4mmxSHx8rrpVK21Xwoqz9x7KminCYqyBXltDvZhz0PDAI/RaTZ/LPu2EQRWNJHxDGN6RbD45D2lke1f5/88IDAl3THFvarl1l8dZV06tK+O8HzIAyzE9FGI7h5S1CsGmgXL1AoabTcHVwKTOeC7T/bI5cXCF0nSQU9vwijEdVFm4rhMuhETH0za/r+SJA/LK/PDNJiWW1DU04tFeSKctrFMeg6ni+IgpRYCmwTppFFMRcTTTxE5BPPPPp+nqNZiX43JTftIHa2mI0TjmdFVi/kqNgu460h165Krl/Pqt2tVtb87a2bRUpLBWZLF7hQPCY9PsYrLeKNAyYHU9xQx7ZhFOSIY3BEQLMSM+/Ms8F2rfYT5fVaLevUOjEb2V8Ojx6/piinhApyRTntHvRZn0rCMIUkxXAEngtrdo9BX+KmNofTMlGskysb7E9LHLUFs90B0c4Bva7ErJdotAzm45Abb80I/ZTLjQ6XCge8sDFl7BrMJini7BnSlXXW0n16N7vkzixiaxF7N+ekloMMQ3o0YT6n3hDovku/D2m5ml3vI4veHpTXB8mDJuxqVK6cPirIFeW0i2MSYeDPY4JQYGkJnlZExDEbyTb7bp0Yg0ba5RtfT/j1/7jO5Q0Xf57gTSIGhx6H73c4DmrkaxbTqUb7B/fZ+mc/5PrvX2X77T6V6S4r8R6DbozM5XFXLtCoS/KDA8bHHtVzNYzQ5dYHAVrg0U3qyDihUogpa1Mmw4SRa0Gh8BPl9VoNxlMtC/rh8OG2NkU5LVSQK8ppF8eE0syC2QdbhHjkqYkhvi/pRVXs1GO9NmfYvMD9aYvnXsmxtqGRj0bMD8e49454448mHFwbE93fo3xwg8Joj6IdkUo48mpUChH24AikRLYW8BprlA0XY9QndBMaCxrR1KWzPWc4lEwoU9Q9yrkYf5iNyqnVsnr9Iw1gHpTXx3r9pAm7Kq8rp4sKckU57aIoawYzjogigWWm+FgsmX3uzRYJIyjqHrvhElfbi/z7rSXe2aqSFKs0VhyqhQTmLsmdLdL7W5yJbrN63qF2voFcWeV8uYt7e5+ZVsEJp4jOMdg21nNnGQY5dBmz0giJ3JhC1cKZDzm+MWLHW0AYOhVjjubOGI8hKp6sXn+kvF4sZoe1DJMHTdjV6nXldFFBriinXRwTYjHqRWhpjNA0tDjEMWImSQEtiZlHFpOkgFEtsHqpSITFdjuHW1uh2jJonS0ShzH7/TwbL9fY/BvfRKytMc81MV59kcXiHH1vi2FcJDdpI9w5uY0WxdUKW9c9Fl9aoFRI6bUTynWd5myL6zt5pnGOiuVRTKd4rmQ4tyCf/4nmMLUajCciK6+PRqq8rpwqKsgV5TRLkod91kedECElUtNxREhgFXE9gR9pJKnGymJCaOQZeTa/8Z2QnPC5dtxkGBWZHwyZeBZHLFJYLBKaedpRjfbdKcdBjcJ3vkajFBEedBlNNBrePrNJyrnfOEOQ6Fz7o0POfqWCpcXc71f5amMHeXTMW4crlIoSJ5mTzNyPmsPMZo8dX/qgvD7STrrEjMdP7VuqKJ83FeSKcpqdNIPxIoP50EcAGik5KyHUHEIvxo0MTCOhG5Z46899vv8vh/zoYJVXVzvk6jn27AvcK76CeOkK/eZl3rheQsympOUa3bHBrR+OaHtlVn77FRrGmIMbU6xgijnqMjdrnP9KhZ3tFK89Y+1SDs8u0xmYXCnsctTR2HWbFIM+YjbLzkfJVbNrfySsH5bX4wddYtTqdeX0UEGuKKfZg65ugYE3igEJSIRlohkGg74kSnSmcZ7dQZFqIaLhuLzxrs2ddpmLCyPOXTKpbNbYeLnB+oslgtTk5fw9Xv+2yYVXiuTSGbevhhwYG1z+Vh05d7n2oxnrYh936LPwXI1i02avY2GM+tReWGXbX6Tl7dBIOmy7LeIYbHdAGMLQz5FtOB899lJqNZhMBUm5lt2Xpj/+ahXlmaSCXFFOs5Mg7090Ej9EyARbjwmNHIYhOe4buLGFZaQ8tzLl8jmfb31LsFabE7gp27dCmk04fx5WV+Gbv+YQFescftijpfVxHNisjhHzKbuHBvOFs1z+Zpl2V6f/zjblwQ5jUWV1VRA7BdrHkkVjQLy6ySAssRrvZn1etDJpt0/i+h+V1yeTrIx+4uHqde3BO6q8rpwOKsgV5TSLY6SEwUjHnyU4WoihSVLdxhAJu4MCKYKl/ATXFaSFEub6EsMgT0HzcAcee3tZL5YHDddKFxa4dS1m/K//gvCwRzQJaETHpHHK0cCi8fIatSvL3NrNkb7zLslwQqDnabYEnsgzutOhvJDDLy8gJdTH28jmAv3jCG08ypq7OdVsQdtk8vClPCyvRyfvqNXryimhglxRTrMoIooFk2GCH0gsLURYBoYhmUwFI9eiaEWINGY+lVwu7PF18z1WmwEDL0/OHdBvR7Tb2eDY86BeldzvV/jhBzm8xTMc6yvI4RC9e0y5LDg81lj51XNYr1xmOozx/+jPiFId4hSjnGcyFeDOcZpF/EoLMRqQEz6GYzC83SZJYBAUsrnwjymvjycn5fXx+LERu6I8q1SQK8ppFsf4kc6sH5DGCTkjJtIcTENy2DVIIrD1kHCeUjcmvNo8oDA54qvLx9QKAeXxHkFvyv37cHwMaRTjH/Q58ircvS+Idw7pW8sEVoXg5jatakTRjpjMNOznzrLwH32bYjxi9G/f5fAgRZMJdiVHuyMoGy5mvUJQqJNs7bJ81mG0NyOYBAyGJyemjMePbTWr1bIPx3o9e+fHgl5RnkUqyBXlNItjJr5FMPaQSYpjJCSaiR/pDEdgiRAzDYhSjTPLIbpIQdNYWpQUF/LUtREvD76PGU64/l7A1h/d4f47Q7pTh4YYktu/jTYZ0S5skoQxg5sdzi+7NBpwdASj2jle+C9+jecqR4TX73H7liRXNZG6SecoZrkwwXzxeaYzQVWMMURC+4NjggBcq5qNuB/p5FYsgmXBMCxk76jyunIKqCBXlNMsjhl7JtN+iCljbCMhxCKIdMIQtCTCIkKkCbn+LlsfTNl+d0j84XXywZBReZOzxh7fcv+Eav8u/fsjejObflgmqjSwZj02o7v03Txersbo/gDmc557DhoNuHoVxouXuPx3vs2vrO8y2erzwQ+z3uv3uyUaSYdi1cBf3GDUDrnYGOLt9RgNUgZR6eSw89FjL6n2oKpeqWchf7KgT1GeVSrIFeU0i2MmroE7TzFEjGWCG5kApH6IliakQsefSwZejoGsMRR1DqdlRjsTuscJQXmBpdyYTbtNsHSG3GqDr33boVs8yxvtC+Q7W5jejF3tDEmc0v/gANOEr38920X2/vvQX3qBV/7Pr3KlsMvdN4doIiHMVdi96bKSH5F/boNBWqFsBxSCAb37Ezo9Dcrljw3yx8rrak+58oxTQa4op1kcMx5JwnmCoSVI3cRPDdDA8mfEqYbvJlj4nHu1zAGrdIwVLrxeZ+35Ir2RzjvvC+oMqEfHtLc8xscuv/0fCF56QWJsLPPG/hqVyS6jIMfIXqR3fwKHh1QqcPFiNmDe3hG0N77Or/0HRfLegHv/yw2SQoV7gxrV0TaNtRyz+gYuOVb0NhwdsrcrmRnVrMPbfP7wJRUeVNW9HDiOCnLlmaeCXFFOsyhi0IckiLC1hEgYxLGGbUrwXCahhQgjVopjjlqvMBVlenGFN8eX+Mpv1Fi9kGdnUudaeIGxs4QzPEKbTbHGbZbjfb77wh75VpH2ccLkcMbAWWHsmcxv7sF0SrMJ9Xo2t73fNhG/+iucX/OZ3Osxv3NAJ2nQu9FltRlQ3KjTzW1im5L6ZJtZe87OqJI1W/+45jCTR8rrj7RzVZRnjQpyRTmt0pTAlwxGAiMJsEzJPHFACIzYI5z4RIlBzZpDucTWvIl+tEulf587vSpXe4u88ioUqgY/3F6k7+ZoOlOcnKBtbiBqVZxJl2+dO0aPQ9yBT3eg005a9LoS7t+nbs0eHnrSbMIkv4K5tkS9FKF12rS7gp0ji1Jvi6VzBcZ6nbDcpBa2KU4OuHXPIM0XP7G8PhInp6WpUbnyDFNBriinVRwzmuq4sxRdJNiWZBo5WERowz5zP/v1UHV8duMN/Nt7PM8tzke3KNx9n7cPl0hay7y8OmCpEaGZOrHusFSY0P7RDtI0mRUWeek7Nc6UB8jhmLA/4ahncL3bzA5n2b2NM+sxGsHmJiwtgb68SJgrs1QP8Lszto5tOm/tsrwkKaxVmeSXCPQCK9PbuN05W+N61o3mQUcaPiqvDz0nOy1NrV5XnmEqyBXltIpjxjMddxJjGymWIZm7OnY0IQ0T3NjCEDGBsJiGJi9H7/Bis83lizG/Zfwx3L7Lu50V9GaNC/kjlisuZrOKs9bED2A8kswPxxSEy4XzEscBW4uQnQ5bH065Lp9HlivUvEOmV3eI3ZDVVTj/SoGhrJFba1AwfQ6OdLavzSi5bRbPFZmYdfxclXw8ody/z51OhTD6lPJ6uZbNoQfB0/k+K8ovmQpyRTmt4pjRMCWMJLYeE7gRMkkwSImMPJ60cETEWJbQwzlfX9yh7xfouEVqSw6/Ev87BncH3EnP4U1C6jmfF15z8CILcnnGVPAXN5j7OpfWfPTARayssFIPibYPeP97u1wfLqOtr4LnMfrhLZhMuPBSnnpN0p7lWXm+gk+O3Vse7T+9xdqqxFmsMKHMzKiwKbeYHM/Zn3zy6vWRVs9uUOV15RmlglxRTqs4ZtiXEEY44RQ/MhCGiWYKokgikuxI05Fn4YiYvcJlfnS3xlvvabyvfYWllmRz/D4fXje4NttgdDinYU7obk9570cBd96bcjwtMisssvibr1DPucwOhhTPL7DR9HH3+kyubnNwz+fI3uRwlIe7d8mlcy5dkAgEslikvJxjnBa59keHVMIurXNlQrvIKCmRcwSV49scuRUmbe+xRW0Py+tzK/tABbnyjFJBriinVOxF9Ppg+VNMW8MzSmiGII7ANhLiGKIU/Mim5PgMbrTR/TlmMGP2xod0xQIvLvdpDG+ze6AzHGnc3jIpXFpjluS4dzXg2vsB9+6DvdZi9WIRzxPMI4vV+pySFRAYRRbNAXb3gA/bLY7cCrnxMcVczGJxhl2ySfIVtFaD7lHM9v/8DmtrYK0uMBxppLU6DdnD78/Ya1vI4eix1/jY6nXXfWweXVGeFSrIFeWUCtyE2TTFDF30nImX2giREMcCS0uIE4kfW8TCpJiDcjygnT/H0dlvoedt0oNDrMU6F5Y9qtqUxarPV9e6/PZfL/DN365RLEF3e86770imM2itWVg5DdeuEhVqrKdbjPenjBvn+PpXEwrzDtd38nTiOsZ8QtnyKVkBlWUHv7iA1SzzwZ+NqRxco3GhTqDlOOoalBZz5IcH+D507s8ee41q9bpyGqggV5RTKnATJh0fR/jsBU16boGx7zAOHQqmz8zT8KWFaQkWrT7TmcbQXmAS5Zk2zzD1LWh3WPnqEmY5h+MNOTP5gLNb/5ZXV3psnDXRk5jd6zNufRBSWS9TMgO8yGTaOo+9UKU+uMvs5h6DxkXOv1rGdCe02zBJCjjekAoTNi7lmKR57JU6fqRz7V/cZb02Q2s16OwHmOvLWOEcy59weM8jCtKHr/FheX1mQqmkVq8rzyQV5IpySnmTiFk/xLQl4SzGSHzs2GUemnjHQ8ZJCaHpFIwQO5xxmL9AealIY0HnuPwcrK9xdCgx9rex7ZR3j5bYuzYhvHEPeX8Lx+1TFFPc7oR7f37EMCxSLkHqBfjCITlznnwjT+HwDsN3t0kaCxQvrVArBEw8k/FEwx4csZifsbDusOfWaZwrcee+jnn9XZav1BjOLGZ9H9GoU4yGyMmU/ZuPj8rr9ay8HpdqWWnd857Sd1xRfjlUkCvKKdXdmUMUoZs6UaKhkeAFAqKI+TDBJ4ehxeQ1D8uImBYWce8dkL//IeWaTrJ5DnHxAvvTMoZj04mq/MXeOv/mxjJ3S68yWzoH5QrDicXxD+4xn0Ni5zDSkHDkEherJIsrWMsNKrsfMr+1j6uXKH/1Is01h/1hATGb4F27xyvfKTOXedJ8EbOa5/pfjFkUHWShxN71GcULS7ixxVJ6yOD+iNkjWf5YeV0INSpXnjkqyBXllOrt+VnCpRIvMgi1HDEGeT1kphXxsbD1mFIhoZ82GE01jtqCd+4WGdzqMpoaOGcWWT1rYy436Nef4464hDkbs8EeK19Zofj6ZWSpzI2tHPH7V/F9ga5L0pnLXOaRQmN65iXWLzpUtt6jfaNPf2rx3HfPYjaKdIIy4d098oN9Np4vctQzWThXpBNWcO/sU2/AcVdHRhF+qUVFn2Ed7bC3+9EZ5fl8djjLcGpk5XU1T648Y1SQK8opNTgO0eKQWLMYxUVMLcZKfdbtNjNZQiJYtEdgmuzPqnQ7KXGsITWDvRszJrePGMgaB/EiS3afM5sxE7uJNhvzld1/ydfd77N+xuLM6y16tLjz3pR45xBvnhLMIvxYJ0khnftMv/aXOXcOcts3uPHGGKdRYO25IvLMebp+kfiHb3H2jATbYebrlJYK7O0ktCoB06lkcG8EjQZjo8EKh7i7vccG3rXayYmm5XrWGOaRQ1YU5ctOBbminEJJLBl1Axx8XJkn0Q2KTEnChEW9RxTEWMRgGkwCBxkE2NGcF1aG/Oorc2wjZj70eZW3WVtOmcxMSm6Xwdzm/33/V/i//flrvP2DkOLBTb7xmxWaqya3JivMxjGi26a76zM7GKHlHYLBnJFnk/+Nb3JlY8bs2g671yYUygYLmw72y8+ztW9TvPsuSxsW855P6UyTxHCYHPtYZsr+rSm5eo5RcY2GPiJ/dI+DfYk8GZg/LK9TzcrralSuPEOeSJALIb4rhLglhLgrhPj7H3P/rwkh3hFCxEKI/+TH7vvbQog7J//+9pO4HkVRPl0wj3FHEY4eMDOqyEQgfA9dpOQcSTtuEmNgWWARIIOYguby2kaXb5zv81L9gLGX4/YN+OZLc3731R1+d+Ut/ubr21y6YlDORdybLfDmm3DnB30ufiVPPi859stM0jLJeMLBj47wQoPUC5gMYtJ6k83fuEDVnHP7+0fIIMBMAp7/SwtMFy/QbadUpgdUHZ9o7JJbreO6YJdsurseYWeI59TwnSqrcp+wM6LTyV7vw/L6RIdKJZsnl/LTv0mK8iXxCwe5EEIH/hHw28AV4G8JIa782MN2gf8c+B9/7Ll14B8C3wBeB/6hEA82fCqK8ssy6YeEswjL0nDJoRMT+Qm6kEz0KoOkgqknNPIB+AFaGrNWGNN8eZnyd17h/MKcBdpsH5hcHSwzfeVXqf+1b/HNi30uLs14oXrIb61do9R0OL4/J4gMRLVKkghsW9KXNbqHEdsfTkn8gGjiMZmAOHuG579ZwRv5dLfmzA9GbL5QYnHDpl25SBhKcrMuWueY3LkVrJxGqhlMoxz9H91FVqsMnWXKckx5tMvxQUJ6shvtYXm90sg6wE2nT/eHoChPyJMYkb8O3JVS3pdShsA/A3730QdIKbellB8A6Y8997eAP5JSDqSUQ+CPgO8+gWtSFOVTDHcmhEGCndPwUwsjdAkikzkFZCKJpUbJ8BFC4noaAgnNGvv6JreOK8wWzlItJZSTAe6PrrIzqnBVe5nRi79KbdlmQIPlg7d5/bWEvJ0iB0OqSw49mhTFlLIVMggK3LqR0Ls3YXI4zVqlGwaNl1dZPJPD86F9d0J42OPFr1oYlk5v+UVCI0+1fTPbbrawiElI5JTo7AbIdpdRbhkMgxWjQ9zu025nr/lheV1WQNeh33+aPwJFeWKeRJCvAnuPfLx/ctsv+7mKonxGo90paZxi5gxCaWIEMyZpDl2k1IwpCA1TT4j9hHFg45EHP6I0O0bb2SLyEuahSdcvE93Z4szxG+Tz0DOWCBsrtIvn2O9afG3wR6y9WGE0kizbI6oredpRg5XSmKLp0Z46XLtrsfNOn+EwC9ryWoXSWpViw6Y/Men/6C71BYO1po/TLNNef43QS8m//afUz9fQ8g6mLdgZl/Gu38MtNAmsEoVkQiXs0t4LSZJHyusjkW0uH40gSZ72j0JRfmFfmsVuQoi/K4R4SwjxVrfbfdqXoyhfav0DDzMNiOwSMk4IvZRQOFSNGWFqEEsNS0voTB1CaVI3Rnxjs039pVXqL63yjV+zOVMdY1kp1/uL7P5/3+b89h/z8vqQCy/YCJnynvc8s3fu8LUXI5yiydG2z+KmgygWaDguzzUHOHpCxy9y8z2fD/9izGyWDZZL5xeoLOcwLI07OxbWqEPZiVgvDdHXVzla+xrB9hHn3KvYS3U0HSZpmVnHx986Zmgvge+zUvNIjjqPjcofltfT9CdOTFOUL6MnEeQHwPojH6+d3PZEnyul/CdSyteklK+1Wq3PdKGKomQGhwG2nhAaOUIvJkkFmkgp6R5ebJBgIEW2v7wsptRzPvuLX2VrVON+v8K16rfJL5VZr86pn6tz3T3DjX91F+0Hf8HF9l9wvtSmrS3z1t4i67f/mMvfqDCZCdzjCbLawLANXlgesZIbUm9ZTF3BW39wzJs/zGbfqg0dllZYrIWMfYf2wKSW9Ej7I86fh+iFr3Bkn0V7+03WGy6FZh40uN8r4h8OGJLV0fOaT40hnW2XJMkG4lLCKCpkw3NVXleeAU8iyN8ELgohzgohLOBvAt/7GZ/7h8BvCiFqJ4vcfvPkNkVRfkmCAGaDAMNICVOduashSDBIMLSYUVImlBZ2mi1y02TC2GqxfeRw51rAnQ9m3PjBkFvaZXamddbqcxZfXuBWeJZ71wMmhzPS1hKFAtybL7D7Z9tcWPOpVqGz5yPLReZ2DScHy6UZDTHguUuS/nHMn/7+ITdvQrkMlErYrQrWbMCRsU6pacPxMfl4TGsjT3TheW5367wcvk29Ikk0i/YkR+BGTIYxIRZMJiwvSZKjNp0O5HLgOCfN3RqNbHgehk/5J6Iov5hfOMillDHw98gC+Abw+1LKa0KI3xNC/A6AEOLrQoh94D8F/rEQ4trJcwfAf032x8CbwO+d3KYoyi/JeJgSTz00QyeKBFGskRM+EoEpYo7CKhJBTRsTxxq+sDmOm3gTHy0OsUSMHIyYjmK2vUX+9O4KCTrzQOfNOxX+dPZVFi7VOP+8RViocfWwhvHv/5Rz6zEyjOgdJkzsJiQJq5eLuH2PF9enbCwGHN6Z8+/+eZudnSxww9YKVcdH9vp0Fl6koHmkt+5Qr0P9yjLt3Ca945jL5X2qdZ1ZYNDtwLCbMIyKMBiQq9pUjRntO5OHo/LpFMJiPfuGqJatypfcE5kjl1L+gZTykpTyvJTyvzm57R9IKb938v6bUso1KWVBStmQUr7wyHP/qZTywsm//9eTuB5FUT7ZtOMRz0MsQ9KfGghTw0x8BAI9TegHZUwtxk49RmmBmShjxD5n8x2s/fuYO/c4VzjirLlHPp7QnuaRpTL1pM/17TxvdM6S1BtcvCRYXYG+scTxfZei16FhzUhcn3ZQZzw3OX8O9GqJ452As4suuYKg80Gb974/YjCA0CxCrUot7jIYgHVhg/Cghz08pnmmSGmlzHvjM1yq9zlf6eHGNoddg9kc+qKZJfZgwPKaQXLUodOWNBrZ96E/s6FYVOV15UvvS7PYTVGUJ2PWcYnDGF2X9Oc58iWdKARNl4ziPKHmkNMC4lRjlJRIE8kL+S02GzMqKzkaa3kKuLy2dMgl/R79Q5+33jO4cCbicqtPJezyx/9rzK1OjUJBUsv7jLUqSaqRS+e00iNGU4O9cAGv6/LKqxphocZCfES9oWNYgtGHu7TvzejNbaZahUopxRocM21sIvMFxN4OkRvx3Msm8zTPXXeFVzZH1B2Pg6GD15tzGDUJUwN2d8k381Rsn86tYbaYrnSS341GdiKa6z7tH4uifGYqyBXllJl0fJIgIUxNYmFSzKdEqYEQMInyWIbEFhHdsEKAybLe5cW1EfPmGe6Vv8bBmW/hb1zCXT7PX3/+Ol+1PuT9DyT/w+63+forAf/X4j9n2epze9ziMF1iHBVJI4kmE+YUqRtzKnGP42meg0NB3vBxFis0FzRyXp/ccpW85jG/tcewm3DvqIBXaLLW9IlHc6LmMkmYII6PyFVzLLUSdqY17I1FXlzpE/pwdCTpHKUM6+fh8BDGY5bP2MTHPbrHCY3GSct16+RENDUqV77EVJAryikz6QXIOMZLLBLDpqS5+IlFmBpICQUzJE0l/biMTsKF/CGT3DKT3CJOq0yiWXirFxg3znKw9g3+xuZbbM5vcOtGyg+vF4mPuvzOVw8492qVWXmNRGh0RyZzX2MeWfhGgQsLE4Khx/HYwZ2myDght1JjxeozGgvy602qcQ+je8Rez+bOlkHtQoNSNMBPLVyjjG3D5GjOhQuQxindoMyVr+Yo6j6djmC4NWLXuZitcLtxg8JCgUoupH29R7kMmgb9kQ7VqmrZqnypqSBXlFMkisDteVhazCxx0HM2hjchRsdLbWwCDF3ihiZ+alHEpVgWBMIiri9SKsHmJiTChM0zzNaf5/jCt3m1scfq9Cbv7Db5173XGP3wFr/26pj62RJRoUpJnyHDiCiS3D0scuaVCk5OIIYD+p2EcOozEE2eOxejuS5eYlE+26AeHiNmM967KjhIl1lfh7yc059aUK0SYpEPhyzWI+aBQbS0zqWVGa4vGByHbN0KidbPZYekbG+zfLFI3BkyOA4/yu9GE+JY7SlXvrRUkCvKKeJ54A1cRBITSwM9b5O6Ll5qI6WgYs4JMfASHZ2EgvDRbRNf5NGqZZaWsmnlahWsnE7uay9w9m+8znf+WpXfOnuXC/UhveIZvv9OidG/+D6vrRwR6XnCWGdFHlFxPLY6eWaTlNpagcTKoc/HjNsBvYFgczWi4ngM+xJzocbyhkVVDhke+Fx7P2Ja32SxmeCPfIJpiFhaJIh0yumYnBGjl4u0rjQpmgGBF7H17pADczM7KGVri0LFoFxIOP6wS62WNXYbpWWwLOj1nvaPR1E+ExXkinKK+D74k4A4htQysUsmwguZyQK2FlPQfOaRQ5IIDFIKRkCMgVbM4fmC8Tgbxfb7WZe0IIBJZZ3FFxdYea6MWclBqchWsMI///2U9rUe5kKF+/4y0dTlcr2DRchffFCg5ISMCqs0qglGOGfv2hjfqbFSdQligZzNSZbXWGol5P0hw60R13ZL5JfLlE2fw7suVqvCsLhOSx9gRB52NKX88hkqVUCmdPYjbr4zhzNnslr6Bx+w/HyFeDDBH3qY5snus2YTJpPsBSnKl4wKckU5RdxZSjzxCWMdkctj2+DPY7zUoqJPCaXJyDNBSnQtxTZTdAPG1Oh0soFrsQidDty/n00/D0Ya1xZ+nemVb4CmMziOKS44lEyfvasjnnu9ytxu8E5nnUrQYaU6xQ80hr2USWAzKy2xuSnodDXuXXV5vtrBFzmII/JOSuH8ErEfUh9vM+hE3JmtsLRhMdqfEfYnhBvnsXIa+qiHE01prTrYi3UsEWNbKW/9WYDriSzMBwOK6YRSCTrXe9RqMB6ftGwFtehN+VJSQa4op8ik65P6AXEqMMs5NEMwnmtINCpiwlFYY+rqhJjEQieSGp6WRzgmm6sRX0nf5pXkHV68FOL7Wam+1YLlTYvVb23yW7+t8ysrW6S6TeG5VfpdyfjmEc+dDzlOWuz1bLQoolnyKRgBMgj4sLtCq5nglC3evW6zKg7JxTOO4xaVuE9to0harOAeDjlv73PcM5g2NrFFyPEHbYRpMlm9Qs3xme6NWXN6rH9rHS9xWKx4HHV13v+zUTYn0GjAzZssn7GJhjPS2RwpYTCzsnZyvZ5a9KZ86aggV5RTZN5xieYRmi4wSnlkFDMLTDQhsbUAN82jJTE6KTkRoWkammOTT6bU99+ncO8DeP99Gh/8CUvhLtVi/LD16fpzeTa+e4Vf++uLfO3FkNa6w+XNOUe3xgjToGCFHMzq+LOIINDYXI1ZtXoM4wIf7Nc5txFxGNRp9zRW3dscjEvUG4JSOCS3XGW7X+aMech6rsuRV0Orl+neGhF5IWNnkdbZImkikds7vPjNIkmlhpYm5Arw/b8wSHYP4KWXIIooeR2KRRjf6eI4JwPxZjNbDTiZPO0fk6L8XFSQK8opEYYQTHxcN0XXBWY1h/RCppGFqcUkCfiJjkaKQUrFmuGYKSXNo2K45NwBdsWBhQWKcgL377E4uEGBOdvbJz1VKhWq33mJpWWBPp+yccbgq8vHjLwcwjSQUYTvSvaODTRDcLbcp5n3aUdNZJwQC4v3J2c5Zx8xv3tER19iuTxjYUHQTyrsbic8X9inVZgj1zboT3Q67x7imyW0epV8q0Dv/oRLzh5nvtZkZ1jhwvKc/XGFq//bYTY3sL4Oh4esLCZEEw8xn+K64NlVMAy16E350lFBriinhO9DOAnwPAGmjl2w8aYRcazjGDFhpBFjIESK0FIMIlIhKIg5mu9ipz73iq+wXXoJe7kBfsB8u8v55DZG7HP/TkK6dwBbWywVZ1QZMel4nMm1+UprD4oFxkkREXiMBzG3e3U2FgPW8wOMco55aKCJlNu9Glq5iBNPufX2lKVNh/XKBGk57AxLhBOfi9Yu1dUieinP7vtD5nPJWJZpbhZwzQrRu1f59m8VCXMVjDggXzb4t+/WiN7+AM6fB8uiFA0o2hHBXgeAwVBkpffxOBuZK8qXhApyRTklfB+CsUccpRQKAmwLf54QpwamHhNEGjIFiYEG6FJiyhDHiIiChN1gkYndZODnuSWex9VLzLoe5tEuZ/b+jODD2xxd7UO5TO2vfJXS1y8jbBs3sXkxvcr5jQhMi3nsYEwH3O9V6E9tlkpzinaMUcxTc1yORnl6U4tiWWPvQMMferz8nE/eCNgfFDgYF2naU844x9QvNen1NXbf6TKiSj3vo104R6+dcMXZYuVcjnuTFmcaIw78Glf/zVG2en1lJTsZreqRzn3iwZh+/2RPuZTqIBXlS0UFuaKcEkEAUW9CnOo4JZNYGnjTCInEIMVNHCwZEksNU0tAM7G1COkF9DsJtg3PF/Z5obRLIRgwSooc7EuYTCi5bRrRMe3SBbzlc4jVFVoXq1jrC8TVJoE0eVHcYLM1w9dzTCY6uHPuDyoUqwYta8xMr7JU9dFEyvXdEkbsMzcqbB+a1PMBK+UZbqAz9i32uzZnnGOuvGigFRy2rs7Z71pICbVlh4Gzgn7vNr/6HclMFjE0sCyNd+7XmL1xNVuhVypRzkUU0inxUY/Al0wjJ1uW3+0+7R+XovzMVJAryinhe5JgMCVKDXIlkzA1iLwYkISpjptYWFpEjIklIoJEw059xp6F3arQfG2T3dor7FRfofzKWepXltizL9CZ5SGOWcv10Wdjdnay7WlxfQFzsYFezBE1VyiYESscs1BwmaU5JvtTwkRjMtfImRGVSsJE1FjKjZglFv5gznAEW/E6wrG50uqizSaMZIXu2MKPDS4Wj7h4xWQ6Srj2psswLNDUhyRnLzCc6FwuH7G4CAdhi5Wmz/6kyI03xsi5m3W1SVNWF2PsYMJkb5Qtemu1TjbIq0VvypeDCnJFOSX8Sch0mKCJBLtk4HuSKJJIKQkinYkskcSSGB1LC0hkipCSudMgbS3RjWvEUieWOgejAvryIvLSc1xd+HW6uQ2Mgx2qf/Y9PvxftrlxNaETVDDqJYRlohVzRI0l6vmQTX2PnJmw23eYdAJKdoRLgabjEhoFklTH0WJq2ph5L+DmQRm3vsbimkU57EGSMvUNdrs5SnbIC5tzWguCw92Id244FOUUZ6FMN79JNenz6vkpfmLh4WDqktsHeTp3xlmJ3XEoNSwq6ZDouE+vmxKXamCa2V8jivIloIJcUU6BNIVwHjEbJxg6WJU87jRCJimgkSYpBgmRniNMDcw4hFQQGDk8s0SlDueet3jhBbhyBS5fzirQQhPMrTq753+de1/7G/TiKtrV97GuvYOTzPELDdJiGduS6Hkbe6NFSfNYtjqEkc7N/QLGfMRSM8bzBLVKiqcVmAUG6+URLdHh6gcRtydLFF44QzPnku7sYFSKTEYJ3aDM5fUZm0shaZTywVXoDwRNZ8a8tEQobJ5fGlNxAmZaFbNgMBhItm76hNMg+8bYNqvnbEpum/7dUbbordnMFr2pTm/Kl4AKckU5BXwfkvGUuStwzASjmCN0Y0gFUaqhpSmOCDCNhBSNKNXxcMC0yOU0FpYMFhbEw8+Xz8Pzz8Py8ski71jw4WidO2d/k0sv2li9I4pvfx9dA8+qkhgO5TLEpTpWyWLF6LNAh4NBjjffN7m0OCZXMmjUUlLTZOia7I9K/PrCDRIv5t/8G7CuXKC4USM36WB4U+aJw9GhRFTKvNBss9SK6Y5s3v9AUIxHiFqVnr5IvSG42BqSCo3EzCHiiMMDyd6xebKUPyS/2WK57OLudDjaj7PyuhBqrlz5UlBBriingO9D3J/gBhp5JyGwSiRBjIwiYmmgyWyuXBMSXaSgadgGGLZGJReysGpiGI9/TsOA73wH6nXY3s56r2+8VCXcvEineI7BzKZ2/S+QmoYf6RQrOo6ZIuoNDFtwJneM7Q95a3eR0f0Ba62AWjWlVNQYuHkOpyWqjHi+1WdrCz68plF6fpU4VyJ/cAenZDIeJhyN8yyt6Dzf7GLZcP2uxd4dn8qiwyAuU1krsdnyqelTXK2Eb5SZHU3ozXOM01K2Ql3TWHmxTsU94uDDAbPAzObQe71s1K4oX2AqyBXlFPB9iAdj/Einmo+YJgXSMCaJEiQayKwJTIyBIRIKukfFnJOi0SzM0Qu5nwhyyKaS//JfhlIpOwn0V74l2Phai3zF5Kb1Eqmdo9DZwp+ExBhUqxCbOay8Ralhs5Ie0Wsn/PB2hWLQo15N+erLIYlucXdQpT+zebVwB8eWvPUWuFoJbW0VM2dQPrpNaBRo7/rkzi2zpA9YrEX0PYf2tkswnBOXakx9k9a5Ei1rgtA14nyeKITx3Q57XpM0TuHwEOfSBuc2EsbXDznYDmFhITseTW1FU77gVJArying+xAOZ0SxTjkXMpUFRBSTxAIJkEoMEePhIJCYIkboAk1ApZCgORbaJ/y2yOfhm9/MBrDdLrTOl3n9mxpW7HGt+i1kuYrpjpnv9rKOb46B0AR22WKx7FL0O/zoZo3eQYice3z1lZSVZsTOsEp36pCb91ivTplO4WDgMA8N/PNXWDT7lIIe46nOcd+k0rI47xxglPLs349w21MCu0xvYlHfLLG2KqlqI0JpM0pLuPsDPFdybK7D0RFMJqz+6lkq6YC7f3pEZBezF6cWvSlfcCrIFeUUCALwRh6JhGo+Ypbk0AkJYwEy64FiyJBI5DBEgi4kUhhYIibnCIy89amfv9HIzhw5OMhawebOLvH65QnuOOaw+RLp4hJpu4c1G1Cra4zTEouih7NYpaX1GQxTtvcEw90JehLxW9+ekqLxg+MzaLMpzeSYYhGmscN4pjNMSmjnz1HzDkmihO5hiLW2QIUxy82IcWgzudNh7mkMtTo5I6R2tkqjEBCHoBcd+lOTdHubY3sT3yrDtWtY59a49KLF6MYh+7fdbK7c82A6/Zx+Uory81NBriingD/0mI0TAPIFSYCFjGKiWENLY4RM0EiJNQOdhFRopJpGwfTRLe2nBjnA5mb2dncXKJVYPWtzttjBN8t0m1cQlRLDvRln8l1CI0fshtSWHRZzc8xozp12ie5RTOf2kL/ynZjVqsvtfp3uPEdpcoCtRxQqFgk6+/cjes3nWT9vUU2HjHoJE1cnV7ZYoo1WLDDZG2FLj6OgzmiiU20aLKyYVHI+aZgwTitMj2Zogx671ZezsL59m83//UuUrJAb/+oeabWeLQZQi96ULzAV5IryjAtDSMdT5q6OLiQil0MAkZ8QpwJIEaQITSORBgYxKTpoGiXdR7NNDOdjJsh/jGVlnU/H46yXirayxGZzTs2YMM0vMFm8SOxF1OqSvBHS83K0RI+FxRQn9enPHWa+we2bknTu8d2vHuHHFu/215D9IcWgj5Sg5yxkEHBrv4B9+RxLxRmGiBl1QigV0bwZSysanq8hDw6JsLg3qNEoBjQ3ixTrZlY1sCK2+hVKBzeZ5hcY5Nfg2jXMvMmlX11gsD3m8O2jbCvacKi2oilfWCrIFeUZ5/vAdMrc17GMhMAuIZKEKEhJpIBUopOS6jopAp0YiY6uSfJmiJazP3ah28dZWMgCfX8fZLlCc8mkKXvkCjrHzZdIdItEt2jWUlxfxx+4LK8a1K0ZnitIDYPeUOPeexP+0usRy8Upt0eL9PugtY/J5wHbpqD5TEcJd/w1lq/UaOR9xr0Yz5XYeYOCcClWdLztDo6VsjOrE0sdS0SsPVcisfLkgyGDsEi3I8kfb7G/8FWSWMLbb3PhuxfIlS2u/cFONvkvBLTbv8SfkqJ8dirIFeUZFwTAfM48MCjoPnOzjqnH+IEgTbKtVTqQajoSDYOERApMPc3my4vOzxzkQsDqajatPBiAub5EzXZp5WfIUplu7SJxd0z5XBPblhwdaywVpmw25wRuSN8rEDklbt3VqOkTXlnu4EYG92dNok4P6c4xijap1CiZPnd2bLzKEqubBoWGjT/yCYOUcB5RbWiEs4By1CM0CnywVaReCKiXYorrNdzIpMyY9ztLLPauEekOh9UrsL+PMezy3F9dp9uVdP78VrbHrt/PluYryheMCnJFecYFAcjpFDc0qZgeU1HG1mMCH1I0RBojkWi6AciTY0wFOgm2FqM7P/uIHLLMy+fh8BBktUZrQVDwB5RK4K5cYOTbCF1QbuUJUh13v8dzKzNKmke7DeWWzb7bYHc75fXNY2rWnH5aY3dXkOweUm7YzDxBxXYJQ9jylqjUdVrLJp5ZIRj7hG6MXTBZKLhEe22KBcmB1yBNJRYhq5fLDK1FNsJ7dL0iu0cmrcEtOtVLuHoJrl3j0mtlzKUGH/7ZKFsNmKZqrlz5QlJBrijPOH8SIuIILzEpG3NcrYiQMXGUZZMmUoSAEB0hQUoNQyMbjeug5X++IIdsVB6GWbvU4maDfDKlZAforQbT3CLhNKJaFximxu6kzrpxxEpxwmSuEc1cZLHI/QOLCys+TWNMalj0gxLDex0sMyXRLCadkIUFmAUmO9EKGws+tXM1Amky77n4qUk+l2K6Y5rmiMAqsTWoovszVqourK4RpQZV74g3+udZ7F/HtAS7hcvI8QTrYItLf3mFo3mF4btbH/VfVw1ilC8YFeSK8owLxj6pG+BHOjk9JrVstDAkiEGkCZoETUAiTCDJ5sxNiaGlGEbWI/3nDfJyGQqFbHu2bLZo1WKs2YBK00Q0a3ihhlteYtEesxcuUmTG2UIbGURMBin5ssF+uMAksDmT66AnHk7J4M5dneigi122iGYBQZA1o5lYTdzYYmUxIXdhDX/o0z8IyNcc8uGQotfFLhh0gjKuJ7CCKUtXqtyzLvOy9iHdWZ47Bw5r42vMi4v0rBVot7m8OERfW+bqVWA2O/nrpP/L+DEpymemglxRnmFSQjAJcKcxaSqwHElqOmhJRBxnC92QEp2EEBNNSoQGhiHRkNnb/M8+R/6o5eUs9wYTg9qZCvlwTBImVM+3SIVBT2+xnB+SRikdbZEz5TFlxux0CxTjMVGxSjcsc7E1RExm1JZsxr7D3ptHlJsWng/uKEDXodrQ2U+WqetjFi43oFzh8MYQWSzhEGC4E1rWCNeokOg2w6OAs8sh7uJZdFKK431+0H+OWv8upRIcxItEiYYz7XLhisVuvMJ4f5otx2+3s2+sonxBqCBXlGdYGIKcu0wDAz2N0W0TaVqIKCQKBcisTCw0SIWBOPnY1hJkCpYB2ie0Z/1pKpVsrvzoCLTFFvVSBNMp9nqLajGiNyuQW6hQiMfcmy6xsqaxZI+Yj0JCLyZvRnSTOuWmjRNPwfNotjRu3BTEcx8ALcjm1ZeXwWjVOBgXWbV6VL9+gdlcY+uGy8ICxL0xG3YbvZhjrFWYDwMKyYTqRokb9qt8zXif9iTHnaMiG+MPSWsNDvwGxDFXqodojRpXd8sQRVn/9dHoSf2IFOUXpoJcUZ5hD1asT8MchgwRpomR00nChCAiG5ELCQik1NFEQoqOaSRIwDDFZyqtP7C0lF3DOC7QXDYpJUPmgcnKhTx4LnuNV1jQOnTHFuQcLqy4SN/nsA2mP4NigaCxTNOc0tue8fJXBRPfZO/dHkLXcaRPrwfzOZw5K/DKi8Qzn/OXbeLaAveuB1gWmJGLFvgs5qdMtSrFXMreTZeLVyyO8+dYzM/JT9v84GgTq73HYj2i7+WZJnkKTsLZBZfdcInJTMtK63t7T+6HpCi/IBXkivIM8z0Jnsc0sLAJSC0H09YJvJQ4Al1IUjSkEKSahkjTrKSup2ikWV900/jMQV6tZvvK220obDQo6y7hxMNYXaRVmHM/WqOR90nHE3pJlbVWRMWJaI/y6O4UzfcIrTLLy5LZICInIhpNwd1rIUEoMCKXNM32rZfLsHChTC8oUQ+P2PiVFXbHFfbuBSyUPCZtj/PFY9JCCb2cwx+6WPEMa6nOVV7gZfsWB8M8W90Cy6MbWIs1dg90ZLnClZURwjS41l/KFr3dvZuV2RXlC0AFuaI8w4JJQBJEeIGGLiKEbWJZGsEsRkqJECCARDORZJV2IcDUJbpIMG0d3dQR4qd9pY8nRNYkZjaDuV2nWU+x/TFescXGQkDgpvSq5ylFQ/pTm3IuYqEaEHop0ziH6HaxyyalM01EErP7bp+vfdPAdQXbtzzm44R6OWZrK1tMvroKuc0FRgPJ8+dj4voib23VaPr76KFHOvNYrgVMnQUqYkz7vsfy2Rzb4hxnKwNy6ZwfbS+SHHXYaHn4qUX7WFJeLbHRmLM7KDIymtmcxYcfPskflaJ8ZirIFeUZFox9tCRi5mrYIkbkc+h6ijeNSFMBSISUSDSkFEgkpp5gaAKdFMvR0M1f7NdEswm6Dp2+TuNsmXIywg8ERqtGw5qyY16gbMyYt2dEhsP5+pA4gaFeJ5xHGEf75M+0KJUFh9shZxd9CiXB4VbAUUewXHNx3ezAFk2Dsy8WSPNF8uGI1Ys5bs9Wafd1Wmmbcdtjze4QF6sUKwZJp4dlSYLGMvvhAs+XD9mflNlp21R696iuFjjaDggrLa5cjCBNuH5URVZr2SHsqtub8gWgglxRnmH+OCCNEvxII6cFpE4RU8TMJwmCFJlKhJCkmg5pSoqOLhJ0LUVHouetz1xWf0DXP2pXLhtN6qUIw5syKyxyYWWGG5rMnQaOO2SSFGgUI4qay9DNEzeaJMddGuaMhc0cnWmO8fUDXnzNIfJi7l6PMAMXy8qq3QC5HKy+0sT3JBfXAma5Fu+OztLs3UTEMXI0ZmlJkJTr2MEEMZ9h1kvcDM9zIXeA5Qg+2Kvi7/dYr8/BMNj7cET15Q02VmIODgR9rZW9sLfeUvvKladOBbmiPKOkhHAWEqUGUQh5PSJx8mhxxMwTSJkiZIomJClGtpdcalh6AgJ0Lcaw9V84yCE7DVRK6HkFmisWFTlibteplFLKts+hvo4tfOajCKcgaNkT3O6MYOU8g6RKefdDFs8XEZbB3as+585CqSA53gu5dTNmczMbHM/n2ddbOJOnvFKknveoVRLeT15gEJVojO7hduYUgx7WxiJlKyDtD6nWNDq5DaZTONOYsu812T3UsboHLK/pjA5dxp7Fc18roemCW3cEaXMh++vk1q1f/BukKL8AFeSK8owKQ5C+TyR10ijB0mOEYyNnc7zAQMhsflwjJSE7BQ2y+XHISuvGZ9xD/uNsO1uM1utBabNOzZoTeTF+eZmz5T5DavhODTEeInWLzcqYYBownWt4qxcQvsdZc498zeZup0Suu8vGWY3Yi/jgDZ9mQyIl3L//0dfc/PoCjg3LFZ9xVOCm+SINf590MEL2+uRqOWrLFkm3R7UUERTr3HDPcJG76JUSd7pVJvd7LBbnOLZk970BlcsrrJ2zOO4atL1yNvy/eTM78k1RnhIV5IryjPLnCQQhQawj4wRNk+h5h3jm4YU6JCmQpXmKhv4gyEUEUmIbCfycfdY/TauV/XEx1us0ayl2OGWYW2KlFaNHHt3cOvl4iowinIJOmQnjvRGy2eTAOc9qtMv6YsggLDK802Vx06Ga89m77XK8E1CvZ6vX/WyLOVbJZu1KmZVGgCFDbqaX6BtLVGf7RIc95GhE7dIihWSONp2wsGxyhwskgzFL9ZC9ZIX9Qw16PTbXEsL+hOP9mHPfXsYo5bh/MyQuVrMXdeNGtsdcUZ4CFeSK8owKxj7EMW5iYcgIDAM9Z5K6AV6sg4wAgdRE1hBGCpBgmylSalh6BM6TGZFD1iDGsqA7yBa9VcSEsajh1PJUGTMx6vh2lWQ8x8lrLOSmzDouYapzXH6OainhsrODZhpc36uwYE8o1QyYTnnnz2YsL2er44+PP/qarRcXOX9Rx0oDJnOdG85XqJVjxME+abuHW2hxcd3H2+uzsgJescUHo3UuxDcQCy0O3Br9m12KZkCjGNK+3iffyLHycoN2WOXoCHCcrAf7zs6T+UYpys9JBbmiPKOCSYBIYua+AUmcbSXL20SzkDjV0VMJpEh0hJQIQJBiWwlhIshpMVreQdefzPUIkS16m0yAZpN6KSaZeQTNFRbNIV5kMC2toE+HFHMp1UJEOnGZ9iOk47BXeYEry31qOY+tYRl5dExt0aaozTn8sEe/n3WSOzh4ZHBsGFx4rcpqM2A2SehHJdrNFygxJblzj2gesHSxSN7rEc8D1i/muBmdR+8cUXV8jpyzHPYs0k6PtYaHPhuzey9i85Ua9lKdrU4+26sP2SS9Oh1NeQpUkCvKMyqc+GhpjOtKNJlgOAa6DqEfE6c6yBQNiDHRkKSAlIKcmZBKgWFKdOcXX7X+qEYje9v3CywsaZj+lHhpjYITY85GuM1VXJnDjmfotkVZTBjvT8C22QmXWbtc4WKlzdizOOrptKoxtqMh2z1uXo2oVmE6fXxXmL2xyCtfM9ADF8+H2+46xQuLWO093Ft7jGrneHmpQ9QdsrQEaaPJDw7PcC6+TVRfZEiN9s0hhpayURnjHgxJU1j5ygJ9e4W9YzM7gN3zHq/tK8rnRAW5ojyjgllEInS8WYolQwxbRyNhPsvK6AKJ1LRsqCyyUaUmEhwjJpUC20jRHPOJBrllfbTorXG+ikPAXK/gVB0cd4isNRnoLaxpn1IJasaUoD9n7gkmSYFpfpFXzs3IGRF39hyKukdsF2jRoXej+7DZWq8HSXLyRTWNl3+9SbmQMBsETF3B0fo3yBd1oqu3GE81Vtd1Gt4+rgtrz5c5TBaJDzs44Zhe83mOZ0Wigw41a0417nG0n9Ba0CicX+JQX2Pc9rMg9/1sxZ06VEX5HKkgV5RnVDANiRKdKJToaYSZ0xFxwjw0sk5tMiVFgNDQEMgEEALLANIUwwTdMp5Yaf2BRiNbHxbka5SKKelkCs0WRjgn56T41SXcuWSh5CJsG2M+ZngcoBcc7k9bfPVVyXLZ5XhUYNr1KJU1ZJyQGxxw705KLpdtQ3u0yu2sNXnxZZ1oFoHvc7ddxP7KZXKTNtM3bzJpnuNS/gAzmFFt6BiLdX60s8ia3GNmVfFKTQ7u+SAlG/keYjRkPoelDZtJ8xx7cg25u5ftKfe8rL6vKJ8TFeSK8gyK/IQ0jIlSjdBPsfQYO28gQh83sUjjFO1k1CiFQAhIpMDSUnQDBBLd0tDsz95n/ZNUq1kvlclcp7paIBdPSBdXMEREctRFX1nkKKizIHoYtkExnRD0ZkQYdP0icmGJy8tD4lTQa8cUCgmDpMwae4x3R/R6WZ52Oo/0ahGC535jlZydYLhTvKHHVvN1iitl3Gtb9OcOi9WAFblPEMDS81WmosJkf4QxGTFZeo5+UmG+28f0JqwZx8wmabatbqVEv/U8nXkh60rjOFltX/ViVz4nKsgV5RkUjLN5Wv9k65mug5kzwfNxE5s4kQiZIBAgBFJIUgSaJoHsjHLD0tFs84mPyDUN6vVs1Gw2K1TzEUmuCHaOtDugvF5hYtSQ4xGtRopppKT9IeN+iidzHId1vnZxTKUQcjirYMUBPjnM2YDy7JCd7WxPeRTBYPDR121drLF6zsEbeJTFlMOeSfjK17GiOf03bqO1GjTnu5RLCVYlT2kpz93DIgWvy8h3kItL7LUtiGOawQGlZITrQqkEXm2Zo4VXiPbb2bJ5x8lauMbxk/3mKcrHUEGuKM+gYBIAEMUaWhKhaWBZEtIYP9KRSdZjHUBKiQYkqYYhYgQCXSZopo7uWE88yCELck2DaZynVDOwzZS0WCQazWmVfcJKi/bI4XxzRGTksYIJg705dtniaOSw9lKTleKMeWTj+iCEpDMtcN7awetNH25BOz7+aLo6n4el19ZxcoLy9IB4Mmcn9zzl802G14/pTy1a1pgVsidXzjUIsZl2XIL2CH/5HHOzyqCbwGjEpthFIAlDKJU1RitXOMxfgLffhmIxC3G1JU35HDyRIBdCfFcIcUsIcVcI8fc/5n5bCPH/Obn/h0KIMye3nxFCeEKI907+/T+exPUoymkXTAJIEoLEII0TdJFi2hoiSU6awSSkQkNmY/KT7m4atp4iRRaMuqlj5ozPfPLZpykWs6Zo0ymU1mtUizGa4xDEOrQ7FM4usu+3WBHHlAsJhgxIR2Omc41pWmSiVXlpbYieREwoYzo6B+Mii8EeFfeIrftZegfB403X1l+qojXrMByxkhsympkMn/smaBpH7x1Ty/nYxzssLYFRL1NesOn0dJLxnM5Ax1xb4GBUIA0i7OMd1ksjDCPL7Fiz6F75S8x9Hf7dv8uOYhuNshq/ovwS/cJBLoTQ///s/UeQZHme3wd+/k/6c609tMhILUpXtZ6W0zMYAhgaCCwE1xYHmtFotrgsT9wLDzTDgSeeuAeu8cDdpcJiSWKAwfSI7umantIydYbWwt3DtXzyv4d/RGZWdffI6lLtH7NI93D3F/7y+fP3/f808N8Cfwe4DvxTIcT1j73sPwFaUsqLwH8D/NdPPbcppXzu7Oc/+9vuz4QJE1Sim2EK+n3QiTD1CM3Q8DzwfXEWPBagaQhUX/Uw0rC0ACl1dCSaaWLHfwXm+BmlEgyH4CVyTM8ITFvQx0GeNsjPJxmYaTp1l4VpDzQTBn2ON0doCYfTUYKVi4KcM2DUDxDZNH3XoNXWuCi2cDtDtrdVa9inG8Rks5C9NoPUdIrtTUw8Tow57Asz1DZ69PqC/PiIeNgjkzdIL+cBCAcjqutdgtI0XjJP1ctBtUqhuU5evQTLgr5dYHfhW8idXZXwls2qkrR+/1d2HCdM+CQs8leADSnllpTSA/4X4Hc/9prfBf6Hs/v/Gvi+EL+Kdf6ECRPgbA45Gt4wQBMRlnEm5Ji4HmiRjxSCSOgIIRFSIAHTiAgl6IRoloFh/+qEPJdTSW+nbYPiYoJ8wqNHmmDgUYz1kLkiu6dJrpcaYJqY/ohBrUegGfRCh3gpznR6hOZ5hHaSoZVl/1hnTjsm61bZ3ATDULH4Xk+9ZzIJxasFhplpnOYhy7kWw5FGa+k5hkaao80hZe+AWHWHZBLSC3nstE2/F+L2xuzu6yRmM5yMs3jShLU1FtJtcjn1HpoG/asvUYstwI9/rGIItq1K0iYtXCf8ivgkhHwW2H/q94Ozx37ha6SUAdABzlpDsCyE+EAI8aoQ4lufwP5MmPDrTRThDlTGejD00GSEaQp0XeBFBkEgEIFq+hIKgS4kETpSath6iJQC0wjQLP1XEh8/Jx5XP40GpJaLlHIBUmjUvAyZwRGJC2VO3STJqEs546LpIAcDjrddItuhL1MszfqY+OiDLkG2wGE/h9Ztc5k1xu3RYzF/ukFMuSxgaQl3DNPtR+Tz0LeK+LOL7NViCHdMav8hIgzITdnMXE3i+2AFIzbvDJClMqTTHBhLUK1iPLjD0pJqQdvrgR9qHD37d/BGIfzoR7C8rIraNzcn9eUTfiV81slux8CClPJ54D8H/ichRPoXvVAI8Z8KId4VQrxbn7RBnDDhlxIOXYJQ4Ec6gS/RogAnFhJqJqPAwA8khL7qA6NpaISEUsXFbTMgDAWGCBH2J9vV7Rdx3rLVs1MsLuuYoUtdlLHadUqzNn0rx/FByPULY4JIx4w8Tja6yEQCV49TzEdkkhFxrwkxh2M5RaevUWxvUYjqPHigrPBOR5V3gzKSs8t5WolZUicbXCj1CEJBv3KRulbmpONQ7qzj1HYIApi7lSeWMPHGEuGNuX0b8jM2La1ANzkDH35I2m+wuKhi5eMx+LkyewvfVJb4gwewtKRcA/v7f+HxmDDhb8InIeSHwPxTv8+dPfYLXyOEMIAM0JBSulLKBoCU8j1gE7j8i95ESvnfSSlfklK+VCqVPoHdnjDhy8l56ZkXaMggUs1SzIhAtxj5Jr4PQkYIARLlUg8jdRu3AvwQNfLU+uRLzz5OsajEr9WCyvUChVifk2GaMIjI00QUChw1LBbTbVJOQITAH/g0Tzz8WAo7YZCOBzhmiBMOaBs5trxZkmGHpeF9vO6I3V3l8j6PlScSkJ+yGM2s0GmGLA4fMj8PfjJLKzHPxmCKZNAm8eh9whCMbJobz5kMRxAzfLYfDBkmSthxnf30DWR/AH/+58zNKeO7VlMGeOfSS7STc/DWW0rEKxXVpabR+NUe1Am/dnwSQv4OcEkIsSyEsIB/Avzex17ze8A/P7v/D4GfSCmlEKJ0liyHEOICcAnYYsKECX9jHpeeeQIDnygCS/iEhs3YEwQeaPJshKkEQ0gCdAQRMSMkisDWP/n2rL+IRAJMU2mbeWGehWyP4Uhy4hepRMekFnO0xzH8UcCFqSEykGihx879IUY2gYzFKadGYFmU9Caj0GZrMIXMZJg6fUDWr/HggXLht1qqoxwoq9yaK9OyyyQPHnGhMiAeF7jFaTZHMzTsGUond7GPdxiNBZdezpJNSYYjDUv6vPlaQHneYixtalPPwIMHiL1drl7l8ThVacfYW/424dhXYp5MqqLzvT2V5TdhwifE31rIz2Le/wL4Q+Ah8K+klPeFEP+VEOLvn73svwcKQogNlAv9vETtN4A7QogPUUlw/5mUssmECRP+xng9F0wDdxxhohqSGHpEoNuMxjphoOK04uxfTYTICEAjZqn7ui7RrU++q9vHOe+93u2Cm8hzaWaAGbjsRTNYow6ZrMY4nud4e8TlCwFxBkgEnbpLd6gjshlS8RBNE1RSfSw8DvpZarnLGFrEUv0devXR4wqw81h5Pg+ZmQT9/BL1/THL4QZLS2CVclSjMvfdFYrOgMSdNxh1PPpWgW99M8Ib+Gh6SH1vzG6/QCbuc5S/ia/Z8OMfY+khL72k8trqdfArsxwUn4OjI7h7V5Wk6bpyuU+axUz4hPhEYuRSyn8vpbwspVyRUv7Ls8f+Synl753dH0sp/5GU8qKU8hUp5dbZ4/8/KeWNs9KzF6SU//aT2J8JE36dcXseumUwHkQgJTohpi4JDIfRGIhUQpsUOqCeD6WOJkJMC5DKFW06n3yf9Y9jmkrIfR+awxjLFw1S5pjDTopRaDETa0GhQK8LScOlnPWxRMB4JNlddYmVU8Tj4DDAycQoJMacdg12WhnM2RLZ3iH5zjarq+q9Tk+VfjoOpFIC5mZpyBzmwTZXpztUKgK/UOZufYpBcZFC7SFie5PeUGfxmSyL5THdgYmuS26/7ZGaiiNHYw6WvqnKzT74gEIBbt5UXgY3NDmt3KATn1bivb6u4uWeB9vbk+S3CZ8In3Wy24QJEz5h3L6Ppgv8cUAYgUGIaQnQdQYDEFGIBIQuQKi+6gEahgTjTLgNPUS39U/FIjdNddvs6JjlHHOZHp2BQZ0is2aNWDlD17VonYZcWvQQvk/MCNlbGxM6SZx8nJTp0XFjLE+NCdyIjaMY/sIKsYTOTPMu3YM2zaYqnz/PlS0UIDadZ5Qqc7rVZSY64MKyJLuY43iU4d3eJcoVQXrtXbq7LRpGhe98OyIWDRmOdTp1l3t7GSpZl2Zshn5mFl5/HVotbt5UVv/+PshCgd34NUJ0Jd61GszNKTfE8fGv9gBP+LVgIuQTJnyZ8H3csSSQgsCL0AjRCbHiBlI3GLsaBBECSYRqBoOURFLH0Hx0Tc0ljxlgOL+a9qxPY1nqNplU2d4jK8NyaYDQBQduCTMck4n7jJIlRidtyjMGeaOLbmqMeiFrq5L0fIaEHRINhlSmIlK2x/ExbLtTGDMl0kGbzPEqB3sBQjwZppLPg5PUCSpz1PsO1OvcnG6wtARBvszbOxX8yhzZ0Qny0SrNlqB8KcvzF7p4rmQc6uyvDRnHsljjLnuL30IOhvCzn6EJyVe/qgzu04aGW1lgX19S7oDtbdVyrlBQQv5067kJE/4GTIR8woQvEXI0xgsEfqATuAG6jDCFj3BiREJn7IIMfSSCSGroQnV4C6VA1wSmFiEBzdQw47/6ZDddVz+Oo35vRRlmpkKSCclxw6JLmoVMhyiTY9T1ifyI2UqA7rvIIGBnzcWcKVLKumi+h9RNKiVJrxGwcxRDVqaxMzFmvF16Dw5otZSWNhpP3Pra3AxjI0l3r02ye8StGxEz17IcjzK8drBAed4mebpF5/Y2TWuKZ5/XWcq2GbgmzUbEvU2HQi5k5BvUZ55Vw1Lu3yefh+vXVZLdyEjRSCzQCZOqDm5vT/2n4/Enwj5hwt+QiZBPmPAlwuuOkVLgBQJcj0hoxIQLMYexJwgjIAgR8twiV1PPQjRsw4NQDVDRDYGRsH/lFjkoq1xKZZW3ozRJy6dchNFYcByWWEo10FJJRqFFrzZibkHDoU/cDjk9VBPQSgsJHN2jVQ1ZXNHR8anuDKnbs5jZOLbuk2rtc7reIgyfDFMpFiGWc3DTJZUQ57pcTFW5eVMgcwU+2MszsPNkLBd3+4j6Vo/icornLnSJ6T7NkUNzf8DhuEhSDDiKXyQwYvDhh9Buc/myakXb6UA/NcVuOEcoDOVW39+HchmEUM1iHs9cnTDhr8dEyCdM+BLhdl0QAs8TiDAkDAVxbYxMZxi7kiiQEIYITSCFhnY2vjSKBKauxE0g0QwN3fnVN4QBJeSep1q2jowUIClPCTAM9ltJdB2KzoBufApxWidWTDGd6CM0QThyeXA3pHA5Tyk5ZDzwseMa2ZSkc9Bjt5+HQhEsi2mzxnj3hObhAM9TlnImoyxzfXGW7thi3Bqh1au88kLAhefS7A8KvLeXJ1WJE2dE5911OjLN4kWL5+fqIDROmjo7u4BlEnkBh6XnVN34668TsyVXryqNDoRFx5lif5BX1ni7rcR8elpZ6dvbv/qDPeFLyUTIJ0z4EuH2PLAsxoMAjZAokji6h0yl8UYS35cgI7QzS1yVoGkIIYiZIX7A2cAUHTNu/komn32cp4Ucx2EUmGRSknzZpHoiaWpFlvJd3GSRsDfA67lUKmDJEboMqG726aQXWKj4aJ5LOAoozlhE4zFHG0NaqXmSaQ10g+y4Snv9lFE/oFpVxnA+D9rMFKEZo3YUQBiSHR3zne/pmKUs7++X6fQEqbzJoBNw8vYehdkYFyojKskBgyhB83jM8SCNbUacDh0GhQWVIn/vHtPTsLCgtH2cKFANC7S7mnKr9/sqaD89rYT98OO9tCZM+MuZCPmECV8i3J5HaFiEQxddhER+hCkCglQWdxThuxEiiggFCE21ZRVAJFUTmCDSMISP1E2shPWp7LNlqbi1rkMiZzGUceJhj9xCiiDS2O3lWSyPEIbGUEsSndTILGRIiRGWJemfjri7k2TxSoy0PWZ4OiJZdIhbkv5OgyM5DekMURBRSIwQvS7tR1UGA+XhLhRA1wX6wgyNwzGBMKFe59alMVe/kuJ4nGezGsdzI8xylt5ug95Rj9lli6tTbZLxiMbQ4WDLY0QMwoi9cBaZTMHdu+htlUBXKIDQNU71KXb7BYLx2X96OFSCXiwqn/+k89uEvyYTIZ8w4cuClLgDH2GZ+H0XTUj00MWyBYGdYOxGhG6ohFwaCKkatEZStWq1jJAgEBgiUEKe/PSEHM6s8orFUDpowz7p+TR2yubwREdLOEwlepyaM8SHdSI7znx+oP4P/pjtByP05XkW022GQ4kuQuy0hTnucLTWo5OZx3Y0RBRSsHr06mMG+02Oj58Mb9EW5onQqB+4oGnoR/v8h//AxKmkef9gCtkfIDWdXnKakwdNsnqPxdKIktNDSydotqDesfA1i0Hb5zS1rPz2b7xBLhVQqZwtVqZSHI+y7DZT6gEp1YoiDFXnt93dJ+PaJkz4KzAR8gkTviyMx7ieRiR0gnGIALQowDAFYSzBqA/RWaIbQqAJVIxcaCDAsQL8UMPUJOg6lv3pTBo2TXXreZDNCXAc3J6LaWlMXUrQqAVUqbBcHjJycjAYoPfapEo2cTHG0gJaez1WRwtcXgmJM2Q8CEjkbWxcBkddDpnFSjuMhpKc0cPQI5pbTXq10WOrPHISWNN56uttokwOul2mnTZf+2GKepjnuKYzOO4RlGfphAmG64fMT/ksZHtk9SFDM83BTgimwcjVODwS+MuXVabbBx8wP6/Gk+s6aNNldhtJam1LjWcTQgXtDePJ2NNJJvuEvyITIZ8w4cuC6+J6glBqBG6AZmhogY8Z0wgMh/FYovkeYQRCqCEpBuFj6zxhefiRjmGESMN4bCn/qjl/H99XGhYvOLjDCEt4lC9lCTSL7UOTmTkNC4+GLBBrHKJVylSSA6QUMOhyd81m9kqSUqxP1O3jGXFiCQ1z3KFxMKKbnUdoGtHIYybRYeSbDNYPOdoLyOeVlhrL8/ijgOaJpxLS9vf5+//AJDmb4YPqDDmvSnuvQ3fxGU6GaZy9VS5ND0jQpzJj0BrF2N8X6AmbTnXEQTMOFy7A+jp2/YDpafVncyWTnl1kbS/GMLTVAYjFlJjHYur3tbXJDPMJfyUmQj5hwpcEvzcmkgLfF2iRD4aBCFzMRIwgFAz7kiiKQAK6+uqLKMALVbJb3PQJIzA1VNb6p1B6Bh91rQPkZhxCLyQcesQKSVKlGIcHoGdTVDJj6voU6eEJpi0oZnx0GaD5HrWtPgfxK9yYaxN5IaEfEZgJcsaQ0UmHQ2ZJZHS6A52if4KVtGi1oL9xzGCgrGUvVSSWj1O9U1XTyjyPWKfKD/+jJKcUOG1G6I0a9Y5Ba+4W7lgyF+wwlRpiDjoUL+c4qlsM+hIPSyXilS6q2rp336WSHBCPK8N7/laW416S1S2TyHbUAUinVdJbMqkSB9bXlct9woS/gImQT5jwJcHtukhdDUsxQg+p6cSiETKZxBuHylPrhYRSqH7qZ671UKg+6/bZwBRTjxDmr35gyjlCKPf6uZBn55JYekCvNsK2oXi1wKgfst9Xvc6HZppgHJAY1NHLBTK2p7LwWx0+PCpx9SrkzAFuzyOwHGzNxwyGNI5cutl5IgQjV2OZHQZOgX51wOGdBoUCBMLEuTDNuDmkczJSqfQnJ3znOxrTl9K8c7JIydvHPWhwbC1Sm3oG4+SAG5kDhOcxlRsjszmOWzZ2DE4PXXbudAle/Aq4LuLdd1iYVRPmUmnB7DMF1rYNtqpx5XN3XbWiaLdVvHw8ho2NSY35hL+QiZBPmPAlweu5uNhI10OTIRKBGXmIVBJ3GBJGkiBUMXFNU9a5FIIw0hACYpZKfjO1EO1TmHz2NOclaKAatKRT0D8dYZpQupgjMi22N0KKyymSxpjDcIpCawOtVKScGhKFEmPUZWdPY5ib43K5jTYa0PMddFvV0rvtIYfRDJaj0x8blKNjYlpAO0oz2KkRdgeYJoSFMmbConr7BKamADCrB/zWP0rStwocncZI9Q452hywX34Bf2qe6dptKnaL7l6H668kqY3SdPoGcUdy+LDD/qmj2rwdHpLcf0ilovLbFq86ZOfT3H4voK5PqYMQRWoB0ekoC73fVzHzyYCVCb+EiZBPmPAlwe15jLFgOEIIkJ5PzAwgnWY8DAk8iQhDpNAAiThrCBNKHZ0A3VQzyYUOpq09TkL7NHhayInFyOch7I9xXXBSBtmFNNUqaJkUxVxIiyxWr0HGGhLP2ZgyQIQ+bqPLffcCN1dGFM0erabENZJkLJeEGFE/8hjnZ+gPBcMwxsXwEYNYkd7Y4vjdQ/KZkC5p8kspetUhw+OOEvNWixdvBVx+PsmHzXkS/SPi/VM2dgwOb/02wjJ5dvgGwdAlMW4weyvHbi9PEGnQ67Hz7inNyjWYmYGHD5nhCMdRlWbP/6CAMA3e+umIYf5smIptKxE/F/NOR2WzT5jwC5gI+YQJXwaCAHcsiQybqD9EExItDFTv9EwWd6iawYjAQ6IhJCCUez1CYGgSiUATAl2L0GOfnUWOaZIt6FjBgHpddV/LXqkQhrB7oDE7A74eoz2OURnuQKlMIeUSehKr12Z11yE5n2cu20OOXar9JBl7TNJ0wfXY9aYRmqA9NFkyj4gPT2nGZxn0Q7TDPdA0RKWMRkT1YVP1WLUsjON9vvv3khj5DBsnGfK9HYLugA93snjf/S1KeovZziP2H3R55iY4MzlaMgNS0thosH53jP/Mi2DbaLc/YCnfJQhgMNJ45bfyDLohb7ytE2QKqp68WFSx8l5P3TYacHDw6X0oE74wTIR8woQvA+MxrieIdBPD7RMKA+G5mHoEqTTuOMIbR2ihTyg0NJSbNgwFATqW8CGSSCSGpmF+BkIeRSq/C8ApJckYQxpVn2QS0rNpzLTD7oZPeilPMimoeVmy7R1S5RipFKr5jdej3YzYieZ59tKQrOhwVLfQbA1TeGTiHvXjAC9fodMV9EhxTTzCDXTaZoXm/pDEuEFbK1BaUH3U3aMGzM/DaMSV2T7XXkpw7Bdp7vYoesd02pIPg5tw6xbPmg8ID6sMdmqs3ErQtYroSQej1+HgvSrbjTQ8+ywMh8Q37zJT9Gg2IT6V5tmXLU7Wurx3UEE6cWWBz82pNPfhUBW7V6tK5CdMeIqJkE+Y8GVgPMb1NUJhoAcugWah+yMMx0DaMdxRROCGyEgi0dBEeFZDDiE6Md0nDCJVgmVIjE9hFvnTnGeuPy6dTqcpx/uMOqr8yjQhc6FAp6cTRoJcQaNHksHpiHmrhszliccC/FGINWxx/zhPeTnBxewpnU5E3cuSiAZkUyEWHrujKYJIoz6Is+RUyQ6PaZKnp6UR1WPGniAxlUKEAScPmsq9nU5j1I74+g/iJGbSVPsJBmtHpEWX9XU4vvED8ktpFtw1tt+scWOxT3Y5T02bIh0b4++fsPp+n3psHi5ehMNDKu1VEk7E3h5c+FqFS0s+G283eehdUFmA29uqfM2yVOJbLKbauJ4PVZ8wgYmQT5jwpSAajhmMNXRNIl2fyLAQ7hjTMQh0C8+NiLwQGcK5T10QqSlokUbMkgS+QNMkmqWjO+anGiM/L51+Wsgr8R7SdanVlI4mVqbB0DnaHJKbSyBsm8Y4wYy7TWY2RcwBz5fEBk2OTnS6ToVbF0bE/C73dlOU8wFBb8TUtOS0FjBKlug2A3pGjuvcJxy5nJrTjEIbDg7paDmKFZ1G1cc7PrPKo4jFRIOrLybwYimax2P02glOTPLhRpLuy9/n5nwXubfPxp/s8PIrAm16ikFuntz4mPaDQ+7e1xgtXoVKBbG9xZK+j5Swe2Ty4m8VmUoN+OC1IQexFRVv2NuDS5fUasb31cHa25u0cp3wmImQT5jwJcDtuoxlDGPcV1a3bqD5Y4y4ha/ZjEcSfJ8gEghUf3WEhhQCkMTMiMAPMXWJ1E3suPGpDEw55+cs8mSSXDrECkZUqypObqdtnEqa40NJLGsTLyXo+xb+8Slz+SFGOokhQkIvwPAG3D8uMHfZYTHZ5GA/InCSGMM++bJJ3AzYHZbouzq1QYL5ZJspd5f+yKCTmoPAp3U0ojRjQhBycr+hEtCmpjC6TZ5/USc9nyPA5ORulYxsMRzCWrBM7OVbLGQ7HLy+R6pzwNIVm275IrGCQ3x/lf0HPe5tOkSXr4JtE9tfZ86q0e1Ckzzf+q5Bymvw2tsmncyCSn6r1ZSYa5oSd8NQrvd2+9P7kCZ8bpkI+YQJXwLcnscgsDFHXSXAYYiJj2ZbRIbNaBChhx6+1Ig0AZFEQ7nZBRAzJUEgsPSQUOjEkp+iOY7Sp3PvMQCOg4jZFM0OzabK9TIMSK+U6XsWfndMopJgbCQ5PQm4GD8iOZNGWBbR2Md2O+we6oSlKZ6bbxKOXN7bLlDJjhk3hixe0GmcSrpmgU5tzDBe5Jp8iOENOek4uJkK/sBl0HQp5CWn9Qj/pKEy2G2bOavOxZs2ejZJpxFw8sER5UJIq2ey4dxi5SslNHfEo//1Q5672CdVSdBYfJFpu4X24B4PHsBmvwIrKzAcUmqvkxY9Dg5Azi/wnVeGiHqdP71TYJwuq9h4vw9XrqgDcd4kZmtLCf2EX2smQj5hwhcdKXH7Pn3fIk0PP9IhDIlpASIRZxwYeMMQPfKJIh1dKNe6FIIgMkBIYjEfPwBbC4gwsNOfUn/Wp7DtpyzyWAxsm7LVYjxWGpZMgjFdwkzHaOz0iBcTGEmHjhvD7tRYXATdsRl5AtMbEIw8dptprjznUBAdHjwUZCoW46MmU5eTpBMBB8MCrb5JbZBgKjtmYbSK70NHzzMwszQaMJXsA4Lq/VMVt15awghdrl9wSc1niSc0ao+aNDebJBIwjudpZC4wezXByZ5H4/de46VbLmFxitHSNVb8B4w29nn3XWhmltWM00aDRW8d4bnsHBikri/wGzcaDA7bvLo5Rxg/G6bi+0rMLUvVlYchbG5OxPzXnImQT5jwRcd16fQEkW6RiHq4WgzLH6IRQTrFcCQI3BB8n0iiYuMCdC3Cx0ATyrXuBzqmHhEKHSf96VrkoLT7sZALAakUBb0DYUijoRqeGTGD5EKBVhs0b4S5MIUvLE43O1zLVXFKSTAswr6LFQzY2hGYFxe5WarSrQ1Z705RMLr0qyNWrpo02xpNCjQOhviFKS6yQVa2aDahn6jQNktwckI+E1KvRgS1M/dApcJ0osvyEiTKCaQXUL99SL8dkEwJRrlptLk57Ok8u+/VSa29x6Vlj+bSCxi5DFcab1DdHvDnbxp48ytQLmM1T1gItuh3QqpulqnLab4yd0j90OWN+opa6WxuKgG/fFn9DirVf2NjIua/xkyEfMKELzrjMY2OgRU3sL0urnAwwyHC1NGcGOMxhH5IFEREaGgiQkYgkHjSQJOQtH38SGCZESEGTurTF3LbVpp0XoJGNktMjkjGfOp11bHUNMFeKDMmht8aYOWSiLjDaS0iH9ZZuqgTWHE8V+K4PdoNn1aY5uYtDcvt8f4Dm+kpSX+zxvwzBTKpkL1ejmbPpNaNUShpLA3uoYuI/kCj7izQkHmmeutEuqmscilhZgYjGWOl3CMzHSeVM+judWk8qtNqwfSlFCKbwZwu0Y5NsffTLS76q0xVJLVL3yBr9LnU/4D1Bx5v3EshFxYhlSI/PiLX2+PoUDIqLXDxQsSN9AE7O4Lbg4vquKyvq4XOlSuqJE2q/IeJmP/6MhHyCRO+6IzHNDsGqUSI9EN8zcYOx2i2BZZFvxshggCikFDqylLXBBoQRjpChMSNkEjq2EZIhIaT+hRrz844NzAfW+WZDDHhkjZHuK6KnzuOetwuZxjWemhEGOUcvjRo77S5sTggUXAYaEl0t4/t9dlcC8m+dJGleJ3DR32q5hwp95Rhx+PaczFaPZ0Dt8jpdpdwZp5F/ZApUSUM4bRrcVS8hR0MyIWn1I4DgnpLBfWXl6lMCWYyA3IzDpoW0X5wyP6WTxDA1DNlhGMRlaZoRhl6766ywhax2QLt6Wss+FtMuzu8907AvdMpNaRFCBaMI4xGla1dnWhxmeeWOyzEatxbt9kQl5Ror609EfN0+vF5wMaG6gI34deKiZBPmPAFJxy6tEcWeatPf6iBbWGFA4RpnAm5yuTWQp8ADUsERFK1aQ3Q0AWYZkQUqbkdUhPEEp/S6LOn+LkStGyWmBWRCHuEoUrQzmZBGAbJ5RL9oUbY6SPn5tHiNvWdAfP6MTMLOp6VYORqOH6P2oEHMzNcmR9Dq8V7ByUq6RHthyfM38pRLITst1JUWyaNpiA1lWC+fZekEzAew/agQq+wxIxeJeoNObl3qvYvHseYn2ZuOiKVhFzZJGz3GG3s8+GHMLVos/RsjpGI04zPclzTyXV3mYv2cOdWGDoFnjHuE+/V+PFP4Di2DMUihj9i2dhnfNJir5VCTE/xjaVDirEe79yPcxi/pDLXzy3zy5fVQHVdV8kEm5sTMf81YyLkEyZ8wTk99pG6STGq05Nq/KUlQjRDEJkWw6FqmRYFkkjo6JGP1A1kFKm2rFqA6tkKuiFB03ESn/6l4edK0OJxhGlgjzvEYk/ajsdiEOWKkEoRtHug61jlLL2BxvioyQvXxpgJm06QxAoG6L0We5s+5a8ukadJdbVNw6hgNY8Zu4Lnv56k75pstArU1trIpWVmYw1mRlskEirHbD9+mVjKpOAMqa218WpttY9TU1QuZyglhuTzgsCwCQ6OaR/0uHsXLn61yOycoE2Wpl5kb23MUrxGOdajk13AkzbfLK0S1pv8H79vMphagVyOVNBi2t+nsT+kGZtBTyf49twWCcvn9TtJTjMXYDRSFjio7PdKRbk1Wq2JZf5rxkTIJ0z4gnO4H2IakoLZpa+lEOMxuhZhOQa+FiNwI6SnuroF6BgiIhI6QkAU6ZhCTUoTgGGCbgks+1MsIj/j50rQLAsch5jXxbZVC1ffPxP8VBJzqoDuDXFbI/TpCiIRp77ZZdGpMTsLAytDEAhibo+Dhz2cl2+ykOsz3Drh4XCRgtWjs1Fj6kqG6VnBfjvNYc2kfTggtlhhuvOIqcwQIeCdzRxhscLMvA7tNsdv7al9FALj0jIzlxKkjSFTsxrjXojY3ubhQ0m7I3jl75ZJxSOOtDlqwwS94z7zqTaZuE/PyBIG8N2FDZp7Xf63P0wQLS5DNsu0ViXZ3GN3M8CdWSZmS35jYQddk7x2N0O3sPzEAgdYWoLZWZVM0GhMxPzXiImQT5jwBWbQCWi1IBd3saTLQCQxvCFSgpGw8DULdySRgWrBKqVA0yVSE+iEhICt+epxTaJroH+Ks8g/zkdK0AAyGRyvg65JdP2j7nVnoYwXGoSdPkMrS6Zs02xr6M06z90I0OIOzShLImgTnTbodyWpy9MUvGNqNUnDTSKOjvADwQvfTuNhcbda5ORRG5aXmc4MKdUfUirBwbHJaqOAlU9SupSlcfcId/es53ksRvnlRXJFg7zWQU8l0Hotxns13noL9HSCV77tELMiDvVFVtc10taYQkFg4zGWNrFozDfnd9l5OOL3/jwPs7OIZILl2DHawR5b+yZyfoGs1uVrKzU8D15/mKNXWFIJbudjTufmYHFRHaRaTcXSJ2L+pWci5BMmfIE52fMIAkEuNkTYFl6oY/p9DFMD08ITNt5Yxce9QAch0IRqBEMkidBx9IAgAE2TmLqGYWmfmZB/pAQNVMJbNATfx3GUkJ+718dOFj2fRQwHuGOJVc4SWjGaO10WEg0Wpnzaeh5hasR6dfbvd8l+8wZpa0y0vsmqt0x6XKV/0qMwF2fxosFxL8nmkU1v7Rjj6kVmxltczNbRdfjZwxKRHzL11SWEaXD0h3cfp9hrlRLTL0yTjblMZ0c0hw7p+gbH+z4PHsDM81OsLEfEEoKDaIb7H/oszEucjIU27DMyUsxYTZ4vH3D3PZc/eTCjStJiGovWMcONI/YHecjnmQ4PePHqgG4X3t4s0M8vqAOzs6PEvHLWaKZYVGK+ujrpAPclZyLkEyZ8QRmPoV3zSFkucTPA1Ry8QCMWDNAcG4RgJG38UYAe+Xjh2dQzTUMjIpAaEkFMD4iCCF0XhEJgWJ/uwJSn+bkStEwGx/BhMFCx8UhplWmCSCXRpss4YkS/PsRPZInnHep1yI6OuXpFIpJxToISGb+Bv3dCkCpglArkWpv0ZILjbhx29whDeP7bWYRtc/ugxNHDNuRylCoamf17LC1Kqv0EH24mMN0+5e9cp1kLGL32vtohoPiVFeLzRYreIamSjTsIYXeP1VWoNXTmXqgwnfcozFg8rBfY33BZvJlCI8Lu1ulqWW5V6lxOn/DG6wFv1pahVCLruFSiY+r3azQSC2DbLMstnrmp6uvf2ysxyM1Bs6mGrEipkt8uX1aifnICjx5NxPxLzETIJ0z4AhJF6pqthx6JoI2dMOhFCWQEhjdASzoADAMb/IgojPBCA4gQZ/3VI6HU2rF8okBg6BFCguHoaJ/RleE8c/1xnDyfxzZC6PUwDB671zMZEJqGViqiOxZhp097HKMwH2ck4gyOu1wodJnKuHSMIoYpMZsntA4H2DcvEYvGmPtbbLlzmI1jgv6YZM5k5aZDfZzi7l6G0eoe4vo15q0ay2IHyxa8tVmmf9hh6pky+vwMhx/W1QcBCNNg9gfXcDIW5eAI18lSGO7T3O+xugqxchqnlGI6PyY/F+etewn8gUvhagl3FJH2Tjntx/j6xRrzVp0f/0RwZ3QJymVmnSap3hF7d9qMppYRgc9lc4fr11X31tsnFSXmrdYTMc9k4No15W4/OYH79ydi/iVlIuQTJnwB2d1VI6qXM02iwRh7Kke3rxGNXWKahx5XFvnQM5GeR+QFeFJHR6IbAl1KfGkgkMTtiCAIsc2QEIHtfHaXhZ8T8mQSzVKZ666rQr/nQm7b4DoZtEoJR4zpNAKMVAy9kKG651L0j7m67BLYSU70WXKjI4KDY/TFaUaJAtPNBwyMNPtVC6N6gJRw/Stp7JzNncM8u2suCEF6PkOx9oDFaY9WkOTt+3H0TpOpb6zQ0fP07myr0aJA7kKO+LOXKQZVHDvEwyRV3WBvV7K9DcUbFdzA5PmrI2KFOD972yabBbuQZDyGTHBKra7x/RsnFLUGP/qxyWp0EVEpsxyvop8csvnIJ5yaReu2uZo55vJlODqCe/UK/dy8EvPzmHkiATduwPKyUvwPP1TPT/hSMRHyCRO+QEgJ+/vKizo7C/HaDpFhEZsv0WlFyOEIxwwRjoPQNXpDHem5SD/AC000A4QQCC3Ejww0JI4Nvq/hGCFBZBJLfPpd3c6xbZW9PhqdPaDrkErhuG3GY8jlnswL0XUgniDMl8k4Lt3aiK4fpzRr09ZyRMdVludDimmPtlXGFh7GwQ6jwCaYXUAf9smPjtjsVwj3jzEij3hS48pzCTpBgrc28ni7x3DhAvOZLlO9NVJ5i816mt07bcoXklhLM+xXLeTBoYpHA3M/uIpeKTHVWsXLlkkHTYKjE46PoT0wMWfLNJuCb33FIzBivPfAYabk41sJSKZIjWrUa/BbN49J+G1+/8cO6+Iy5nSRlcQJ3s4R29U45PMYtSOuz3ZYXlZriQenZTUxrd1W2exRpA7qjRuqeUyjAe+++3hfJ3w5mAj5hAlfEMJQVRTVair0OeV0cGsdqJSxbegNNJywj9B1tJgJtqUE0fUQvosXGVh6BAIMIfEx0QkwzYgwFMTMAE8a2MnPKEB+Riz2lEUOqjHMWAl5KsVHstcRgiibI5ZLoPkutTqUpnREqUTt0KcSHnF5fohrpmnGZkh2j6BeR07N0DVyzHXu45oJNrY14r0ThIALt5JkphxWj9M8fCBhMMC+ssRKuEZe7zA2E7z7gWpGM/d8iVG8wOkpaoXVapHK6uR+8CJJY4zTOSFKZkhUt6kfjOl0IEznGBkp9NDn1vWQei/G1rBCRT+lo+dJTSVwuie0mpLvX93HCgb86GcJNsRFErNZ5o1jOg8OOPKKEI9jHW5z/cKYhYWzcHijRCuzpLLV19fViWMYys3+zDPKlfPOO2qm+Vl8f8IXm4mQT5jwBaDTUSHOXk9VF83lh7C6iosNlSksPLoDjVjQg0QCEfgEuoXrgvR8/JGPRMPQBUJKiCS+1NFFiGkqw82xlCs4Fv9sLwuO85RFDpDLEZMj5GiE50E+/yR73bbBtTOIqTJp2+P0OGAcGORmHE79DLHaHotzIelkQCc5SywYENtfI7CTNDNLGP020/opa60Cg/VjbE1lx19+Mc3ISPD6oyzuQR1KJeZmJKXGI+K5OL2RwQevdsnNxklOpzjqJgkNW8Wnez3mXprCvHaRfHubkZWh4AwRO9vUa5IoglF2iqNTi4tzLkszakpbV2RIN7Y5Lt5idlZg1Q8Z9SXfXt5BeGN+/E6GTbFCaTlJIaxz/N4RrfgMCIFztMm1yyEzM3B6CuvNAo3MBRgMnoi5psHFi/D88+q4fvCBWhlG0WfxMU/4BJkI+YQJn2PGY+Uh3dhQRtXVq1BMueqBIGBcmkfEbKKxh+trOOEALZtGBAG+HmM0kghvjDuGSIBugK5JIikIpYahSSwjIkDDsSWBND5zIY/FVOOXcxc6uRyOFUK7w2ikhPw8e90wQMQdBnaBqamIbjOgeRpRmRJElWlOTwJmOGa+7OFaSfxUgVhtHy3yGSbLdPQcF717RLrFB3c0ClENw4DpRZvyUoK90zjv3LWh0UC7epkbmX3s1jFmNsH6PZf6ccD8i2WCSHDcSz6eUGaFI6Z+5wViKZNsfZ1xcY7M+ITeZo3hEELNomlP0W7D1YsBBWfIrrlCOPYxttfZW/42K7NjzPoR4TDgazO7eGOfn94psBktsXjJIjk+ZefNKsPcLLguifrO40T1ZhO2WjmaOTXv/LFgC6HGpr78shq4cueOWiE+LhOY8EVkIuQTJnwO8X3l+XzwQFnhs7PKMxoPe/DwoVKx2VlcaWElLXpNn8gNsMMBViFFMPTwsBl2fYxhGy8ykULHMiI0ERFKkAhM4WOJgDDUsMwQKTRiyU+/z/rTOCrh/olVns8TM1Xm+mikpojathKrbFZpU5TOYpezOKbP7lZIPCFILRWouRmyzS2WZjzVNa44ixG5xI83iOJJTuwF7GGbRafOdjND9U4Nx/BIJGDpmQyk0rz5IE33qA9CMHs1TaG9hWkbaCLizT/pEcvYFFey1HaHjItzyvJdX6cyo5N4+Tp6p4Ue+hQqFuJwj8Zen3gcWjLHXjdL2nZZmg8xgzGNwmW0+gnufo2jq9/j8nQP/fQE3R3yUvmA4SDiz9cqbIfzrFwUGL0WG++08HNlaLdJ94+4eFGVkDebsHmaoZV7yjI/t77LZSXmpZIqTbt9W/Vvn/CFZCLkEyZ8jpBSxTnv3VMu0lIJbt6EqSkQtaq6GJumMs2lxJUWdsKgfeqr+dy6xMonCbwIV8RwG33EaIwfGYS6RVx30QSEaERSYGkhGhERAs3QQNNIpD/7GDk8FSe3bbSEgz1qPxb3fF4tcJJJ1bI1SGRwUyVKRUntOKTf8imXJF5xhk4jYF47IpMGV4uRzFk4NRUfrkclWkaJq+YWAsm7H2gUgyqmCdm8zvT1LE03wU/fdpDdHszNcWO+g793RKGi0znoc+cOzDxXRjN0Du404dIliCK0zXXmv32BxFQSfX8HL12g6AwZrO4zbHvkcrDtznDctJmveJRSY4J4mlGyRLC2RbMe0L31DS5XumidNlavwXPlYwYDeH17ht1wjpWlkLDZYePuiCidheNjsrLF8vKTEMRWM0snf9bO9WlXejYLL76oytM2NlQS3EdiGhO+KEyEfMKEzwmuqzpqHh6q+O+NGzA/D0bkqScODlTd1dWryiQdjXBFDNuGTivCCXoAGIUMUsLQ0wnbXQI3JJA6kdDJmkO8SCcIBRKwdJ/zdCdTkyre+hmMMH2an8tcB8hmcbzO48cKBXUbBMq9rsUs+nqG+Qsmni84XOurErWFCtWgQKm3xXxpjC9szOkCmu9it4/xYkkO5BxJr8mFxAkHpzG2PmiTjnlks1BeTBCbznF/y2F/N4TxmOnnpykFxwQDj6wz5sF7Q7oDnakbBTrVMd1TT4m575Pt7lF8+QK+G2EO22Rnk9iDJvW7JyScCMMxef90nigIWZoLSAZtjKU5DFunfe+A3bpDdPMZrpRbWG6fWH2fa4Uq3Z7graN5DqIZFmd8htUeO5uhWgXt7FBwhiwuqtOl1YLNZk71Zu/1nmSzgypPe/FFtb/7+/DGG0rwJ3yhmAj5hAmfA/p95eEcjVTJ78rK2XzuZlP51wcDleW2snI2a1QS9MeEZgzLgl4rxHJ7iJiNZhsQRQxP+jBy8QIDDws0jYzWI5AaPgYaENMCQqkGqGgGoGsksp+tkMMvzlx3/C7uIHhcUZVIPHGvA0TpDFoxTzor2FqPEL5HeUpjkJnG6465lDxBmhaeiDEzA1arRuQFHAYlmnqRq+kjTOnx4W2NRL+KZSkhrFzN4ZpJfvrnBm7fx0xYrFzSGR82KcWH6P0Ob70FhcsF7KTJ/vt1pBNXiWWex/ycJDfj0NzuEU8I8mWLsFqjvVZlZga6ZPjgoETa8SnnfKLBmMzFIiltyNHtUzZ6FYwrK1xZGOHIIfHDdS7l6vQHgvfq81QpM1XwaB0OOK5qKtawuUk55zM/rzL9m03YbOV/vjc7KJfGs8/CrVvKDfSzn00ax3zBmAj5hAmfMc2mMrh1XcXB83mUqbm1pbKgHQeuX1eBz3M8T/Ukt23CEPzeGMMbYqQT6DKAdov+UOB7EVEYEAgLQ4uIaS5BpBOEOkJExHSfMAJdSISug9BJfMYxcvgFmev5PI4ZQL/3WOALBfWaWEwdO5FO0w7TLF82aXY0mpsNiiWBXilxIitM99aYKXpUx2kWLhgkxRDRbDIkzk60QN7ss+wcU23qPHy3Ry4+JpeDZMYgcaHCwWmMu7dDCAJK14qUEwMGJ11m4i1adZ979wVzz5cY93xOH50qBb1wgZgRsLgkQBO06gELlTGGDq3tNrRblMuw3p/moBFjruITNzz6I4OFKw5Ze8jGWw22x9NY8xWuPGOTtH0SO/dZTJ4ycnXu9hZpaQUycZ+jHY9Wz1Dx7q0tpqfk44ForRZstAoMCguqDOJpMT8/+V55RS0a//RPVQOZCV8IJkI+YcJnyPGx0upE4onHnG5XWeHttspyu3z57ImnGI1wPQG2jT/y8XtjYowRqQRif59oNGZopPAGPh4xAilwDB9BRBRphEJDJ8KyI4JAoGsSNBC6hvM5EPKfy1w/F/L2E/d6LqeMT89T7nV0nbGdYWrRhpjD5gd9NFOnPGfRTs4hBn2u547oBw6jQOfaiqcGrnQ9tvtFhmaWa5U2TjBgdVVDntRwHCWC2fk0VinLex8IqnVNud6Xc2jjIU6nStFs8+gRuLEMqbLD0d0GwThQJv3yMlOXUsw6LY6OJEYqznKpj9se016vkbFGmI7Je/VF+kONC3MeMgjpDg2uX5UkUoLbr/U4dvOYqRiXv1Emm4pIbNxm2j5l7Bk8Gi8xMDJYesD2VqS8470eHBwwN6dyLBKJs9LydolhYV6dX+ftXEEdzKUl+I3fULGNn/70cfvZCZ9vJkI+YcJnxO6uaq2ZzyutNrRIxSnX15WFdPXqWZbbL5gNPhrh+krIx10fwxuiCwmjMVqnhe9kGAwFvhsyimJEQiNu+OgiwpMaEh0hJI4uCQKJbgAIDFvDsD97If+5zPVkEjthoPWeCLlhPIkBn7vXZSbLyMoyPaezc2gQHRxRnjHQinlOjDmWR4/IZSUPq0VefsajkBwzrnXoR3FWe1Pk0iGL9jH9Xsj63REZa0Slot4rdnGGfhjnvddHeJFBcdokUU5Cs0VxdIBlSt5+G0o3K4SB5PC9szGnuRza5YtcvmUT756wthfj0hWNfGJMu+Yj9/fJpXyGWpI7tSlkGLE47dEfwHgY8fLLAiNm8vprEV0/hhmOufwfXKKQh/j6HfI08CKTzXAJ10yAH7C5bzHuuMqqbjRYWFCJ6rGY0u/1TplR4aw3+/nUtHPKZfjBD1Sixuuvw927v/oPfMLfiomQT5jwKSOlunaeniqdXl4G4Xtq3GStpi6k166pOt9fxmjEWMYwbY1Rx8PsN5GDIYYuiTI5Al9y0rTwQwONCEsPsY0AISVeYBBFAkOE2FZIGGrYWoCUOpYNuvXZC/n5f304PHtA1xGZNLFx+yMu93xeWe6GodY7WjJO001w4ZkEbmSx/34NI25RnDJoJhew3B6X08fU/Bztus+3XhxjSJdhrcfD5hS+leDS7BBz0GZ3J6K3fUo6rRYKVtwieXmarR2dh/cjimkPvZQjkdZgb5+FdIvBAB7uOBRWspxu9xjUBmpHi0VS33qOy1Nd6o9OOWaaFy+0iDyfTsMn39/HNCKqosJ6LUMyHlHMS05OQO+1+dbfzRAIkz99zWY8BqPT4PI/fIZKSZLYuE1qXCfQbA71RTwzwaAXsX6Swm90YXcX0e+xtKROLdtW+r3WqTyZmvZ0Ahwo8/0HP1Aeodu3laBPGsd8bpkI+YQJnyLnIt5owMyMuk4yHKpMN9dVCVLz8/yl48dGI1zNIQwhOqlhNU6QhoF9dRm/2aPWtaj3Ygjp4ugeuogwRUAYgSdU4psmI2IxSRRJYrEQL9IwLR3N/OyF3DSVOH+8w5sT9hl1ntQ7ZzLqda6rcrakhCCZJVO0cMop1u+MYDymMiUgn6caW+SW9gDD0vjwsMQ3n+1Tzkf06mO6ocPD4xSlBYdZ+xS3NeZwY4juDZmbOzNai2XsQpL77w057cfIJgK8qUVyQR1t9RHzc5K9PegnKpiOwd5bx8jozNpdWGDlhxcp+FXuvdEje2uBa9kTanUNIxiS904IQo2GM8vGQYyZ/JhYymRn3SfVP+bb/6cpBoHNT95O4vVc9NMql/7Zy8xMSWLrd7G6VSLL4TQ2R2TZnDZgo5UnqjdgcxMxHrGsJqOqlr49JebtzOKTdq5PN4YxTfj2t9WicmsLfvzjSa3555SJkE+Y8CkhpQo5ng88mZ5GJRatrSlz8soVpUx/lT/kurgiRtDuE9x/RMwICMszRBGsP/Q5iqYY9wNioUvaGiARqoNbqDq6ISSGDDF0iEJJ3Jb4GMTiv9iT/1kQjz9lkQMUCjhijN8dPdYbTVNJb+ctW6UEmcnQHMVYuhHndODQeesRVjlLviA4TS6RkR2WEnW2BmWGJ11++B0XhzHNwyF3a1P4ms3VCwFhq0P1wKe3pazyqSkVs0/cWGIwNvjwjRHJjEYgdZKLBYzDXRLdI4pF2NjSMOYqDDs+9Yenj/8LxovP8sxXHEZ7p9y7E3Lrq0lyfp3V/QTLyVP0bov22KGfnmbrJM5SaUAYws79AVNOh6//gwot1+HV9xL4zZ4S8//L11i8oOOs30ceHyPjCQaZGbBs9g50NtsFouMqbGwgAp8LF1TepGmedQ7sFKmlVp6ci77/5JgLocrTXnlFeYv+4A+U6E/4XPGJCLkQ4reFEKtCiA0hxH/xC563hRD/69nzbwkhlp567v9+9viqEOK3Pon9mTDh84aUyqhptXicfES/ry6chqFE/Dww/EvwPLVJ+2RMraFRPQ45eveQRkNy6Fxk89hhf8OlGzgI3USEAWnLxdIkUjOIaT6j0FZCLgW6HiEMgzAUOGaIF+g4zudExXmSuf44fJvLqYS3Tucjlnqx+NF8Lc0y6ZBlbtmCVJqt95qgaUyVQqJsnrqzwIuJVdzI4va6w1dvDJmfCfA6LtWOw6Ntm+mbBRZSbfrHPRoHI8bNIQsL6j26QYLCtTKnh2P2qjZmTKdlT7GQahE+XKOcHKJpcNxPQzLB0d0G/vBMHONxZr53lblZyaM3OwzMDF+/1SM4rrPZyHIje0C/OmBo5ehbeU7aMeamQ7rVIScfHLO0JHj571aou2le/yCGd3SK1m5y8f/8VS5e0YltP2S8c4wfSyOnptHiNg+3LGWZ76r8C02GrKyoBZBhqMXJfi/LvnMZ6XrKO/SR2j9UEsf3vqdcHz/60eOxrRM+H/ythVwIoQP/LfB3gOvAPxVCXP/Yy/4ToCWlvAj8N8B/fbbtdeCfADeA3wb+H2d/b8KELw3nIt5uK695pYLKTF9fV/7gK1fU7ce26fXU9XJ1Vc23uHtX3d986LG+JjlZ71GtguvkGAwkadnhwiWdKbtNrw8YOgltiKn5BJjETZde6CClRNPAEiFSqr7rMTsCTfvM+6w/TTyujsNjTYnHcdImdD8q5LGYyiw/7/QmJch0htCwKVzMcnQIo0e7xEopsllJLXOJ+XiDkt3h9ukcRvWQ3/haSNoe02qGfLCbYTDWuP6sSdgd0Dwc4h+qHuzLy2px4ZYXcLI2W+828Zw0fRLEZvLkOzsEOwfMTYe02zBMTzEcCw7eOX6yw1NTvPibeTAM3v/DOrkbMzw/fcLJehfXSLBoHHCw6WLMTdEmw8jVyJVMjh52GKwecPmmza3vVzgc5Xn3fYG7eYA27HPhP/4a128ZJPYe0l89YGikSSxXcDIWd7cSrJ4WiDa3YWsLjYiVFZVjoKmGftSGSbbMK0RBpE60weCjH8j0NPz2b6sV1quvKsGfTE/7XPBJfGtfATaklFtSSg/4X4Df/dhrfhf4H87u/2vg+0IIcfb4/yKldKWU28DG2d+bMOFLQRiqPKJzES+XOSvo3VCBysuXlY/zjMFAJa7fvauM9WpVXSuLRTXr4tIluFY6ZUVsM7+sceOiyzPmI2b9XRZzXYqxHgcnBuN4DlMEWHqEJkNCdOJiTD+IIQEhIwxd+adDKXBikkCaxBKfn3X0z2Wux2KYaQdj2GM0/KiAFIvKWDyv0hOZFM1hjMVrDn2R4uRn65DPM1UICLN5mvE5Xspv0QoSPHokuX4l4spUFxEEbJ843LsnmL5VZLnYpbHVYdgY4J12mZpSC4fTlk7qmWWsaEx1s89AS1GlwkLFxTzchuoJ8/Nw2rEYOEVq2wO6B121c6kUybksV15MsN/NcHLvlCvPJ5jXjni0prMwE5IaHLOxHpG8PEs9yGEJD8uUbL3TIGy0ufGCzdVvT7HvVbj9jsf4nnKbL/2zr3PreZPsySqde3uc+hkylypk8jp3d5I8PM4SPVqDLdWS9sKFJ0NoLAvarsOafo0QXZ2A3e5HP5R0Gn7rt9SJ/N57qq3rZODKZ84nIeSzwP5Tvx+cPfYLXyOlDIAOUPgrbjthwhcS11WGTbermrKVy6hU9a0tlRV85QqBMGk2VQLcnTvKyKnX1dMXLsBzz6kqtPl5laSUNobE774FwyGjnTr2h29jtE/xhYWWy7AzrOBnS1j5NLI/wrECEBAJHUe49KMEui5VzFwL0YQSRMdSE9Diic+PRR6LKVf54zi5EKrDWzRg1Pqo6zeXU27iIDi3MAVuPIeTMknOptlfG+LX2ySyJum04CR1iVvFKgnD5a39GfL9Pa5c1ZhO9xiMDd5/GKPThSuv5BDjESdrPcxmldBXluxoBCdegfzFAuPDJq2RQ9WYIdJ0loxDoloDx2tTLoOXyFHtOWy/qbYHYHaWZ64FONMZ3ltPE2kGL17q4lR3uF8tcGNxQHBY5ahukrwySzUoknJ8/EaX7Z8doMmQmy/aLH99mv1whvtvDxh9uApRxPw//jrPfiVGsblO584OR4MM2atTFKdM7uxluL2XJXq4CtvbCCTLy8rN7nlq8TQMLNbEFQLdVgvOVuujH4xtw3e/q7oMrq3Ba69NerR/xnx+vrV/CUKI/1QI8a4Q4t16vf5Z786ECX8h5y1XvbO228Uiyrze3SWIp6lnL7G6oXP7tkqA63SUe3hpSXXLXFlR4qRpKHVqNNTUs3/372Bnh7ErGO/XSS9kCZ95nnB+gePkZbpmnlLGY9D3wffIxsd4oYkUGnExxA0NtAikFFi6D1GEACxTEqHhJD8/lwQhzoTl6YS3fB6HEaPm6OdeWyioRVMyqTwhIpfFC3SKV4p0+zq1Vx9Cucx0dkSQK9FKzvNC6ZDDQZaT9S5Li7Cc65HJCrZOU7z5kxGzzxa5MOtR3xniNvvonSaZjHqvak3gzi5TKoQMt084cEvUM5dIyS6V4BBv94RsbEQypWHOFNnZFRx8cHbtiscxK3meuzKibVdY3dRJLpd4Jn/A8MEuNVniYqlD7X6dAQniFyqcRgVSiYjOWpWT94+wLLjxQozZV2Y5ZJbV1xsMP1gFIZj+j77OC99KUO5u0LuzxV4zRfb6DFMLFg8O0ry7kSG6/1CVpp31gSkWn3TKG4cma+IKvpVQC89a7aMfjq6rBLhnnlFdjX72s58X/AmfGp/Et/YQmH/q97mzx37ha4QQBpABGn/FbQGQUv53UsqXpJQvlUqlT2C3J0z41XB6+iSH7do1SCUl7O7ibh2yNypyd3SRvQONMFRhx6tX1fXw3DLSddQKoF5XcfQ7d5R/fnVVvUGhQM+PIefmyfz9b9OXcfZbaULTZiY7Iqb7nByDYwRkYx7DwERoGiKKCNAJhUAQYesSItA1MGI6kdRwkp99n/Wnicc/ZuxlMjhmQNQbqBa1T3Ge9HZeuac7Fl2RoThjQS5H9f0DQmGQTCoP8YmzzEvzVcyYzpurecqyysJMwGy6r+LXGwkOV7tc/s4MRjhi6+6AnHuCgc/CgnqvzeME9qUFynqT1sGAR9p1ItthVjvG8Tr424fk0iGxfBKRSnD/zS6907Mdn5lheTagMiVY607RGsWYfzbPstimeueEKJVmym5ycLdJlC3gzBfpa2ls3efwzX26hz3l2HnOofTCPCdUWHv1mMHtDRCC0n/wCi9/P8PMaJP+3U22ThzS1+dYvBxj7STDG/dTRHfvq85EPPEajUbK6HYDnTV5CS+eVfGeo6OPHnBNU6P5XnpJJSi89poa7DOJm3/qfBJC/g5wSQixLISwUMlrv/ex1/we8M/P7v9D4CdSSnn2+D85y2pfBi4Bb38C+zRhwqeOlOo6trurrOurV8HWA+TqGtXVNg96c5zGF8kXBNevq/bpMzPKjS4E6gp6eKjas969qwaSu67yqRuGiqVbFgwGnMbnsW5cAuDhlo0nLC5fjEjSp3M0oDcwKGbH6KFPP3TQtAgv0JBSINHRRYhlRuqaKyI020IIgZ34/Al5EDxVvhyP42Qs6LR/zpt7nvR2LkQAUVb53LMrBTo1j8bbm1AoMJ0eEORLDJwiVytN1gYzRAcHFPOShUyH8qzJ6SjJH/1BxNSCGpJS2xtR3R6SGVVJpZTonZ5C3ZyhfCFJonfC1oHJfvkFRLvFcqaJ7A/Qjg/JZiF1oUhvZPD+j6qqt4pto1VK3JzvEDlJHh5liBaWWLlqUW6t0dofIuJxUuMa1c0e2uw05nQRT3MQ7SbbP97CG4XkcrB0PU72hRXaeoH1P9mh/2APNI38b77IS7+ZZzHcYXRvk/Udk9iVBS7etNluZvnp+ynC2/eUUKNCOFNT6hhaFniBxlpwAS9dVJb33t5HhVoI1fvgq19V9997Ty04ny5hm/Ar528t5Gcx738B/CHwEPhXUsr7Qoj/Sgjx989e9t8DBSHEBvCfA//F2bb3gX8FPAB+BPxfpZThx99jwoTPO1GkjOZqVV3gL14EPfTw762y9iDgwFgivVLm1i1l+Xyk0qzbVSb8gwfqDxiGqlE7n2N6cKDc6uMxDAZExTKN0hUGJNnbDiAIWJwNKBYFo4c77DYSBLEkU/E+UsIgdDAJGYUGugiJ0NCQOGZAGEoMESF1Dd0AK2H+0v/jZ8H5cXrsXnccYhkb+oOPNIY55zzpzbLORpxmkoylTXopT2DHOXltE5lIknRC0nmTk9gSX18+ASfGW4+y5LU2xZRHIeWTzQp2Gkne/FGLq9+bJW74bNwdkRxUSYjh45anG7sWo6klri/0Gew1eLd7mWBqDqe6w1y6i9voY3frpLImpctZ9rdD7r925oaenqZcjFic8TjuxtndE2S//SwzM2Bv3kcLXDwRg+NjOnUX+9I8xmyFUJi424ds/ukeUaQ8O5ULCZznrjAScdZ/f43eVl1NvPvO87z42yUuiG3cR1s8WtPQV5a59lKco36GP3krif/encclZbOzaoE5HivvkOcLVseLuLkp5SXa3v75Lm+zs8rVnkyqc/XePWWlT/hU+EQCYlLKfy+lvCylXJFS/suzx/5LKeXvnd0fSyn/kZTyopTyFSnl1lPb/suz7a5IKf/gk9ifCRM+Tc5FvNNRmeXz8yBGQwbvr/JwTWdYXmL5uQwrKx9JUFdmz/q6+nFddTF85hm1CjAMZdn823+rMoPDUNWtlcsclZ9jo5pBCMgZPabzHgltjHW8y+amZOCUiCcgZYwJQxhLC00L8QITXUSEUscgxDbCs1i5JJI6uimwPocW+UcS3kwTPZfGlmNGjeHPvT6XU8f4PJFaaIJxPE8saWDPFBjt1zldbUA6razyQgVpxbg4NeTBYBGzfkjWGrKQ6xLPxwjNGB88jOE3u1x8NkGz6rF+e8iSvk+lovr3dLuw2S6QvlThUrrK3v0ed/XnkJZNyT8iZw8ZH9Rxgi7p+RyFKZM7f9bheE/1ltWmKyynm6Rn0+wdapw2BAt/9xly6Qi5ukbCChj7Bv72Ad22JHl9AWthisCN6H6wyf6HDUAtEDOzSfQXniUSGuv/2106+13QNJJfu8VLv1PhurNDtLHNvbsR3swSN7+W5NTP8kevJRi9eVstGlELg4WFJ4a168Jqf5ZRcf5J1UX4MZurVIIXXlDn6f6+EvTJBLVPhc9PZsuECV9AzmvEzzPTSyWg26Xx1garuzG0lWWuvphQo0nP8X3lojyfMz43p2KN2ayyin76U5XU9kd/pP7wtWvwne/Qv/Iiq8N5PjwsIqKQl2/0Kfe2CGoNRKfJYTdFxyqjZ+JooU+aLkEkGIYxdBkiZEiIRiQ0TBFgmoIgANsMCaVA1zWs2Oen/AxUGDYW+1hJcy6HI8Y/l/AGSvRLpSdJW0EA5LJECBKLRcJIcPLmDjKZImmMSZdsTuIXeGX+iMBJsrpj4XhdCnqHXNmkkPZo+UneeSNg5mKcXA7WH4W01uosJBqP58bv7WvshAvcfN4k7ne4t25xnLmqvCX6AaYuCXaPMMMxpRtlbCvkz/9NQ00pq1QolDTmnAbDRInd1RF+usDS91eIizH23jqWDYOhQO7t0RqYpG7M4yxVGJ4Oqf70Aad7qgnNygo4pRTi+ecwpMfmv/6A1rEyre2XbvHC35ni+cwW5sEWd9/3GRSXeObbGTpalj/6mUPvtTuPh6iUSmpNed7pz3VhtVWmX1p+0szo4y70XE7NNZ+dVQmam5vq5+OiP+ETZSLkEyb8DZHyiSW+uHiWbNVssf/nu+w0UiRvLnH1WfuJGz2K4OQE7t9XwdVyWbnPTVNZ36++qrJ/N1SyEq+8Av/4HzP8+g9YaxZZfbuNu3WI1ThhPtplYbCKu3lAa+xwrM/jLl6mmHIJpIWt+RjBGD/SGcg4MeFiSB8hBJEUWJqPoUMQCWJWRCB15VqPff4uCYnEx4Q8kcBxwG0Nf2FeVamkFgBSniW/mQYjO4dVSGNlE3jbBzSPxmDbzGSHBMUpbEdnoezycHwB/fSETNhiJjtAi8fRLMHJMMPxow6zl+KMhiGrd12SpzsszwdMTSmPwcZJEj9X4foFl2YT1vdjdLML6IHLsnNCGAms4110U2P+RoagO+RnP+rj+hrMzTGX7lIqQitIsf1mldSLlym/tIDmjam0Vxl7Or2OxKnt0QozZG7MkV7I0tztsfPvHzDs+Jjmmfjm84gXXsD2emz9q3dpHHug6+jP3uTmD2f4SmmbZH2L22+7NOKLPPO9AuN4jj953aHxswePx5tmMk9aHQihdHvtNE+7sKJ87w8f/nzjmFRKLT5nZ5X6Hx+r101K1H5lfP6+tRMmfAE4t8TP3enFIriHpzz6yRG1UYrKywtcum6qOdmgGqzfv68s7lRKmU5CKKv8ww/V7Xnt1I0b8L3vIa/f4HhjwKPfW2P8aId5f5trU038VI7CSpbx9DKr3hK72gVi+ThXbhjYckTXt0nqIyLXZ+BZDEObnN7FxyQSqvTM0QOEIQgjDdsMidAxTIH5ObPIQQl5GPIkSz0ex0kZyG6P8eDnLT3D+OhUtDCEKJNDs3REuYgx6HB8r4FMpkhEPdLTCeqJJV6cPWHoFNhvJzEaVQqyQWouTUob4xpxjtsOpvTJFTR29nS232uyaBxy65ay/g8P4UF7hms3dYqpMZuHNtvHMdypRZK9Y6aTPYYDSbK5h1HMMbeo0d5s8M5bIW4iT6rsUApPMKdLtPoGh+8cMfub14ldmicauix7q9SaGt2GT7yxR8uqkL01T65sUX3YYOMP1gh8ieOo08vPleH550l4TXb+v+9QOwrUFLmbN7j0/UW+Pb9DobHK3Tf7HIl5bnyvQpTO8tO3Yhz95KEK+UhJIqESN2Mxdd77PmyeZqgXrqpzeG1NWd9PE4+rjoWlknpNu63qMT/+ugmfCBMhnzDhr8nTLVdnZ9UFbvvtOvd/WsOzkqx8d4G5RR2BVAL+8KGycHRdWeFRpC5+59lxUaT+SDqtFCgeZ7xXY/XPTjjadsnNxrnx/SnKL8xRzV7m2JinZ+ZZ3Y/T6enkCoJnLo4wLUG/D6PIJmOOEUHAwSiHRGPKbOBFBiFqvyzNQwodogDLhggN25SfixGmH+d8pOljw+88c93zGJ0OfuE2lYo6rLqudCSKxQktB4pF7LiuPBkN1ZZ2tjAmKFSwbZjNjdjVLzA8HVDqbZNNBFiFJH53iF+oMBxKYg4EUmN7V6P5wS7X5vtcuaIy69d3THb9GW5dCRCOzdHmkM1mjnB2genuKpkM9E7HpHpHOEsVpnMuR3cb3LsH4/IC88UhGTp4uQrVA5/BSY+lby8Szi0StwJWwnV2Dgzc1pBk55B2ap78M7NkkiG7b1fZ+ukeUqpTaWUF3OIs8rkXSLl19v/3dzg5UGLOtWvMfu8Kv3ntkLnuQx6+0WJnPM3F78xjVPK89kGcjT9YQz54CFGEbSsxT6eVtyMIYK/ucJS5plZaOzvq5+kkuPONCgVl0ruues3u7mQk6ifMRMgnTPhrMB6rvuePHsGoH3K0OWLtDzbpvLtOye5x7VJAtrEJb70Fv//78JOfKIt7d1dt9NZbKqP35ES5GptNZcq12+oCm0xSd9M8HCzgzq5w4bcuUXlxjhMvz/17krfW8jRbGrkcLOZ7LBZUA5N4AvyhT71rIXSNeNDGCwV1L4ulByTEgACdKDIRRFhGRIiORMM21X3L+nzMIv84jqPE43HCm21j5xNogcew/ouFPBZTiWiep4RcSvDTRYxsijCexulWOdkaQiJBfNwkv5yhm13kernG0MhSDUtEh8dMa1WsmSJJ06VWlYhCnkJGidBe3Wbnbg9zb5NvfF3FlGs1uF8tkp8yyeckfS1D6/4hO+lnIJNhuXsbKxVjVOvhBD1iU1lKepPjzSGr+3GCbIlZo0oiH2NkZdh+v4WdizN1PU8ns8D8HMx6W6xuGNBtk+wd0yssU3xmBkeOWP3jPY7vqKYzmYzqDjgqzBHdeo7suMrhv32fw71QHdCLF8n/4AV++MIpF9377LxTY71VYOFbSyQX8rz3KMnd39siuH0fggDDUG72XE6dqlEEx3WDXesScmpaWdsfH7hyvtH5hBYhVFhpdXUyEvUTZCLkEyb8JYxGKgn3g/clf/C/j3nwegu7uku5fp/K2s+42H6XZ+aazF8wsWoHSqjX19UF67wBuJRP+ocKodzoh4fKTzk9Da+8gv/sS6zHn2XPXMGaKZKZch5XnlWrIIdDEjmLGzdUblxRbzFwTcyEhZM0GJwOaQ1iGI6BGPRoeGk8aWJpPqb0iNBxUZnrth4go0hZ57ZGhMC2P58W+XmHt6dDsSKVxLEjhqc/n7l+TqWiDvt5eCNMpMG2GGfKpLUeo8Mm7Y6AKGKm5COLJWIxjUqsTS21TKurMV39kIThkZrPErU6nLh5YuU0M2Wfdgu2a3EO3j6iImp87WtqAbG5JbjTXuTq0ogok2M8lDTe3eLw0nfQTY2V0T0i20HWajgZC822SA+PaTYi1vozJBOSzPAYbabCwDfZff2Q6RdniBccTqwFbj2rkxsccOeeQdxtkhidMpy+yMyzReh2+OBfb9LZVeVt2axqNDQsLxFev0V+fMTJjz5kf+csJDEzQ+IHX+M3vzHianif+u0jHhykKX91hcLVIvd3k7z3f+wxfuMDGAweJ9QVi+pUjiI4bQi2xjNEK5fU+fzwoVqYnnO+UamkPpDz+akPH/58L/cJfyMmQj5hwi8hCJQn8MEHLkcfVKm9tUW6s8t3Luzx/Ze6XC63mV22yHz/JbQXn1cbjFUSFQsLqtfq88+r/pdLS8o8mp5WrsjpadUR63d/F/mbP6Sausi9gywndf3xn2k2lYAtLcEzl0Zk4z7Jgk2hcBavbLUZBBaWY+CkTU52Pca+jmVIhr2QSDMwtQhTixBBgNA1XGkgkMTMECKphDxmABqWraGbn89LQiKhLPLHyW3xuBpz2vF+aUZ0KqWOXxgqC1Ii8NNFZKlChE6sfcLRrq8s/N4ppSt5vOIMi5k2PhYH2gLayTGl8T5+rkI+GdA5GTI0Uly5aZFOSh4dJDjYDem//YCXn/W4elXt571Nh2GsyGxhyDg3hXdQ42RzQPPGt3CCHovs4oo4seYRqdk03jAk1q3hhgZrwznKVou4HBKUpmmdhpzeO2H5m7OEkaAeX+SrX9ew21XefEenIOsk/Dbjxass3kwxOm7xxv9nE7fRB5QFvbQEvfIKweXrlIa71P7kDjsbgTqeuRzWd77O974neEZ/wHB1jw9WY6SeW2H2+TI7jTRv/6hJ59UPoV5/3NK1XH6SVNhqwXo1TXjlujrom5uq5vwcIVRG6MyMEnvLUh/K+rpKhpvwt+Lz+a2dMOEzpt+H+++OaN7eJ3G0htGsUimEvPSKwdwFG3Gwry5Uw6Fynf/0p6qFZSKhrI8LF9T90UhdxCzrye3iIrz8Mjz7LM0gzf37T7zthqGugzMzqorn4kXllQy7A2otg2TJwTSVkHu1Nq6ZxBQ+Ztxkb8vHNCMGA4jcgEzcx4t0TDxCDHRd4kcWmoywDBBRgC4izJgGmlC3n1MSCWX9PfbaOg7xjEkw9PCa/V+63Xms/Nx6JJtFJBO0rApT4SGjjkezCXgeU9MCbaqMlTDJ06SbnOZonONC+30sr09iqYDo9dg+cRg7eb79zQDCkLc38uzc7qBtrPH976uP9/gY3tuvkEprmKkYRsLGf7jObjvD4MoL5EeHlI0m/bFBYnRKairO8LiDMeohc3l2GmmK7j7xXIxRvMDBwx54HvMvluk2fIbzV/iN72iIZpM/+5mgotVIyh7+lVtcuGLR2mjw2v97i2ioDlg+r8S3W7mEt3KN6dEWjT+7z/b6mZgnEmjf+Brf+GGCryYfoO3t8N5tA7lykdkXK9SGCd7+0wHVVx89bggzP6/OUyHUYqndhtUtE3/5svLr7+39/Nzy6Wl1gMZjtWE6rb43kxK1vxWf32/uhAmfBWFI68Nd1v7n99DffI3s/h0Gxz2cGFyd65Np76o2lLWaMkU8T5k8r7wC3/ym8nnbtnp+MHjc0SQae/REmmruKrv2Ze5sp/jZz+D111W40DDU9e3yZSXg09MfbR5zuOUiDINs2VbrASPCbQ5wzRQpy6PeizFse0SaTr8+pmB2cOI648jGjkaE0iASGkEkMDUPYQhkCIYu0S0NKXTM2OerGczTJBLq9umEt3jWAt9jWPvlQp7Pq+N4PqbTCzSiTI4gX0bzXZxRk+NjkJHEbNep3CiizUwzneyhhT6bcoW42yZfe0TPyFMsRESdPodVg+R0mhdfkDQGJh+uxjh6bZuSOOVb31Lve/+Rzo4/Q9bx8LNl9PGQcGuXTe0S/vJl5garpIwRg74kaYyx4ia9zSoxI8CYn+a0BolBDWu2RF/G2X7jhOKFNPmFJIcPOugvPsd3f2jiN3r89McRM3qVlD5E3rjJ4pLG0e0ab/yPm49rvQsFWFgUdKauMF68wux4k9YbD9l85D9uGcvLL3Pr+2W+X75Ppr7B7duCQWWF6ZfmGOpJ3nnDZ/vVPaIHKhY+Pa3WrOed9JpNWF3XcOfO/O8nJ4/r0h9TLKoVquep0FO5rMo/JiVqf2M+v9/cCRM+LaJIWdebmzQeVNk5tnGSAq1copWskK9YLK4YaK0GHHVV4LFYVNbE3Jwyj1stlezT74OmITNZeq2A1saYk0GGpjXFCOdx/wzTVNfNVEpVmxUK6s/9Ivp9aB2PmZ4zGYVqOzEc4I1CXN0hbg84atj0WwH9ME7M6zCdHDCQGUaBQTJyEbog8HUidGwRYBrg+4KYEWHaJmPx+evq9jS2rY5Zv382Sc5xcOICNJ1RY0j2l2wnhOodvr9/VoYWgSjkiMoVTo+SzAR7bLoVGk1BUetRuTJPfb5Ef7tGvtviWCuz5s5z3dngtD6NXili7jZodzMcNB1efiVg/xjWjgqk3zkkN/0Bl777Xb7yFYMf/xjevJvi+9fSZGIttHwW0TzF342zufIslxdcVg5XeaRfw+tGpBMWp6eS5sMTFr8xT6ubZ3jUxFhI401N0zrY4fCtAxa+tsiwtcX268dc/50X+I5+j5/8uyE/+UODH/72EXvOLDxzhZnhQ7bfrOEkdV74R6pbYKkEUaRxIK8hopCF6jp772hsRJe5eM1EM014/nkWbZvkmw959dDj4b2rLF5cZPqrNu33t3n/w4DesMG1kYd5aYlcLvvYm95qKe2OIsGlS4s4lqUsbt9Xiq+f5WCcF6hvbCj1n51ViSCPHqnv1GQw1l+Lz+83d8KEXxVhqKyB8Vi1pNzagl6PxijOjlgm8a1pomKZoaexMA+lolRWxfa26h+dySj/t22rbPSzAmdXj9OPz9MdmRz+7JTThs7AWSBWzpBMCBYKatN4XG3qOE8ysn8ZwyFsroVYcszUUp6HbbVuoNlkNBYEhkO7P+Z4bBCOXRzdpGB5CAz8yMD1IKtFJAyPkecQSbA1H93QcH2JqUmkYaIRfu66un2cZFIJOQBCoCXjxOwBw9b4rLH6L76cnRuGQXCWZ+Wb2PkC3eQMi+2HJCoex6cmhWQfvVFj5tkSvZ0pso0NWv0+a70Zbl3cJr+zR8O5Rr5oMo58qjVByo7xnd+EH/37kPVahtgfdvjB0kOuXr1Fq6WKFN7eK/OtmSHFWI8hFtawzeDAZmv+RVZ8j4unmzzkItL1yCWheiI4vNfkysslDl7tMjg4QZ9fZpiqcLx9THqmwYVvz/PoD3fZfnWPiz98jm+JB7z6ex3+9EcB3//tfXbTM/DiRcZ/vs6DP61hOga3/t4y6PpZEqDOobyOrkmW62vsfCBYCy9y6YaFrutw8yYF0+R33rnLq7su6xs36Vamufr1GNYHj3j4KKI3HPK8u0V8uUJsZoZr1wQ7OyqssL+vjveVK9MkLEt9T9bW1Ezf888pkVC15uvrSuwXFtRKYG/vSavEX/KZTvgok6M04ctJECh3Xb+vBDuK1I/nPQm21mrqNpejNX2dnWiJeMYkjJQ2X7gA2YyEhw+JXn+TcT/ALc3h+gWCEwNfBgRGGt+M41oposikv1rldLeLmYhRfL7Mi5dscrmnJpz9Neh0zsrP3RGXF1xEKolbVQ4Bak26UYLOwGCjb5NchmJsgBaZjHUd0Bi4Jp6n4cQDEvqIfhBDAjHdJxICEYUYlkSPGWhj+bkbmPJxkkl1nff9s7BDIoET6zMYaepzzmZ/4XaapmLle3tqDef7YOXyRFMzNLY2mHG3WTevUa9DOd6keHOW+pUSzbU6Fa/FxnCO1XaFK6Umr5+eIufixH2XSNjsVy2eXelz+bkUjz6Ag/02b//Pm7z4f5vlypU8zSY8eGBy25ria8Uh+XibZpgg7dbo1Gx288+zJN9jpXXA+mAGzdTIWz2qDwROPs6lb82w9ae7NI6r6MVpWt0BW2+fcu23E8x/ZYbd1/Y5eWuXud+6yTfEGq/9m1Ne/aMx3/7eHru5OaIXFwje3ufOH1cxLY0rP1xEGDpTUxAEJtXoOoYWcaH2iK07sCaVmBuGgKtXidk2v2m/R2Z7xIfV53mnl+P5l55h6dE9dtY8OoOAl79apTQYoC0vc+GCSTKp1sa7u+rrduNGgdSKoR589EiJ+fl4ulhM1ZpvbKgNFheVa+rgQDVJWl5WbqsJfyGTGPmELxe+r8yBu3eVFd06mzJlmsr8zeeVe++87Ou736X/9R+ybVzCSZtIqUR8ZgaGvZCN/9fr3P1/vsEHmyke5r7O1sw3OSw+S710ncHsZcLZBayZIumYS7C+hTHocPWlFN/6p3N847s28/NKgP4yET8Pt/d6ysP48KG6thkGXJnuYlsSz4gjJcRslSa8elpgc98gFY+4eikkMTrFDw1iCYEWhbRaklAKUvYYnZB+5EAksXUfzVA7pJs6hiEQMsJOfv6FHJ6yyuNx4mkDbxQStv7iMqZSScVxo0idCr5mE07N0NBKpE+3SKUEJx2HqDdANE6Ze65IcqWCQUQqanN3P0PlUoY8TTpVD83QcWKSyHXZPIlzY7FP+WqBsDLN5kOP1f/xHaZKIc89p7zGj/ZSrLbL6IFHwvQYRHEKo30afZuDzA1SOYOFdJtw6BFzNLJah723Tzhqxrj8SpYCTbxmDzFVoTW02PyzQ3IzDoVrFY62Xdr3D1n6rSu88rvT1Do2f/aTgEW5Q3YqRvlWBTsYcPtP6qz98Q4yUEllc3NQnLE4zt/Am17kYrjK+O46q7fHT0q8l5fRvvUNvnqlxfed10mMTnnjdoLW8vPc+kqccWvET1+FtTsj1Tym36dcVqkiCwsq1+32bWjLM1d6GKqkkOFTZYOmqZ5LpdR3NgyVuJ9ntddqn+Rp9KVkYpFP+PLQ6Ty5EOTzKonmvC0YKOt7a0s9v7QEc3OMA4ONR0+SyqvVs3ab99uIP3uVWPOIxKV5it/7Gs5cAdt+UjkDEI09Tu8ccbg+xLJtlr82T2kp8UuFOwiUWA+HKq/HddWa4uMJu7GYMk4KBRBrPUgkGPvqTQ1/xIcPLN7YKpOaivjhN4ZUOzWCvktYyCBGHfRgzGnPIRI6M06Hoeswimw0EeEYAVIKolASs1X7M02E2M7ne11/Hobo91V+IYkEcUeCrjOs9kgt//JtP26Vd7uQLpZwKwv0jneYuVZl1ZqmdtRhKlsjfavC/HNF3n94SsWvs95J8/AwxaWFHm/uBYStMXYiRypvcnoSko0JLs8MeBDNYssGq683MErvk3r+ZV5+WWV0v7FZonxtjq+YD9lMf4VRGFEc7FI1VjCcZab0PcYipHrsk05oDBstNl4zSP6dGS5f6yHWDlgbrGBmp2k19tn+2QHL31lk3HHZvt3iarrOpd+6QCR03v39Kj/7swG/8dV19KVlwlGGg4d9br9qINjm0vcXEZbJwgKEoc0+N1nS4VJ1jY1HktVwhcvPOspwnp6Gb32LS2++Se7oZ/y0/yJ3HszTmnuOl7/7kK3Xq7zzZo5mx+bF8SrmwgzJqSlu3hQYhlqQBgHcupWgcO5KX1tT1R3n1rauqwS4nZ0nMfUrV5SVvr+vvjALC39xHOrXmMlRmfDFJ4rUFXpjQ63ur11TQn0u4lI+MXN9X10wlpbwpcH6uro2aJry5IVjn9TOXRb+/H/iGesR1//Zc1z4F7/D9M0C2awSE10Hz5Wc3Klx799ssr8+Jrlc4sbfu0B5+edFvN9/MlL89m21lqhWlQUei6k1x8yMEu5Ll1T5+Y0bKrYrZKRStZNJxmO1CHjz1TG312NkCwbffXlA0gkZP9rBN2OITBoxHCJGI2puGtsMyWsdBjLGODDQiUiYLnoUqux3WwehoekCO/75vhwIoUIUjy3yWIx4QoBhMOwGf2nGc7msPLrndeWRGcObX+E0yJLcf0imbHPSTxLUW9BqsfByhdy1KaJII+PXuL9hU16KU0i4tF0H97hJLGVRSLvsHMco2H3SacF4+TqplGT3j1fxH22SSsHXvgYRBj/eXOJ4mGHZfcQwO4OMJPnuDofaPKd6hdmSR7ZiEww9plJDRvsNHvzZKcOpC1xedFkx9+h5MWqiTONgyMH7NVa+MYWeSbL5Zp2g0eHKDxd56e9NcTLK8OpbMeb6j5i7nGB6ycY/7XDn9QEbf7SFHI4QQnmv0yWbncQN3KlFLrFBtL7J6gfDJ4e0UIDvfpfixSy/k3mdl+P3OTyAn9ZuMPvtC1zJ19m8O+CP38rQWT2BjQ1szefGDbh+XeWzvfce1LpnrnTLUoJ+7jE7/4CXl1V2Yr2uRHx5WX05Go1JN7i/gM/3N3fChL+M0UgpZL2uTK5r13gybgxlej14oJQ0lVJXlUyGMFTXkSCAeCzkzms9EoerPLv7e1zf/QNKMybGP/+P1RVY0whD1ahtbw8e3va4++92ObzTIFZIcPm3L3Dp6yUs+4mCh6HapQcP1PWnVlPiMTOjrmPPP692ZWVFGRrT008S4T+S3zMYgJQETor799XFsHsy4vrigKVljbzZQx4c0u4A+TxyOERrN+h4Fs0wQ8Yck5I9RsQYyhim5mMbEkGIJiS6qaEZAqFpWM7n30GXTCrj7NyDYaTjWBYMx9pf2iXs3Co3TaUj7TbISoVW7gLh7gGzsQZhKsvx9hhOTrAzMS5/vYSXypPXOrTrPludPCvFDtJx8N2I3lGf/HwKc9xjc9/kSrmJSKcZXX0BW/MZ/ekb9LdqVCqqdcBJ2+Hf793AbNWY4YhGcpGEPibdO2RXX6YTpVieD4hPZwi8iNl4g8b9E+69M8SfW+b6TIdbhSOGVo69QZ7awwb1zS4rvzGLpzts/ewQORhy5QcLvPQ7ZapBnldvZ5nqrLJy02F2XmdQ7XL3dsjmH28hmy2EUOdhuhxjJ36NYWmRy7oaP7r6bo9e7+wAxuPwrW8Rv7XCN1N3+EHqLdy+z59uLRPceoGvXTylv1XjR29l2V71/v/s/WeQJGma54f93ENrrSMyI3Vm6eqq6qpW02r0rJjVOPBu73A8AgcCBtgdARJGkPwC0EijMHwDCTOYAccD9/aW2L3VsyN6pqd1l+pSmZU6MzK01jrcnR/ejMqq7p6ZnlU3PVuPWVhlVnp4uHu87/N/5P+Bhw/R99usrAjjtN+HGzcgVzYIb9tmE1btx0PnsRgkEuIL2tnh0TzV4VDs9UcX9FSm8hTIn8rnV5pNUTyjKMKVjcefHJ68t/doghOLi+JlMAh2yLsjBvk67voBN393F+vefb5gu43f2EK6fAl+67cgHn805+HePeEg1A6a6A73iLk6nHk9xPIXZ3D4jI8uaTIRkcB79wToTwmtLlwQacApsdtnLnxrt6m3dLx3z87t2+B1jnntbJl4VPQ+uyu7DBQDfdWM3OtAuYKRMYfqLCoSXmsHgzJggJWRqsMij8WQFAX0soZk0CHLoDdKGK2fDyCHx7xymw2rYUxPNYv18BMkEDhhzAWY6MxMFpao9S1YDjbwJyyUx26GqQJ0OiQuBfGejTOWTDg7OTa3wJX04JOqtCwh+sUm4wnMLcnUqyrt6piorUHbFkI6fQp5PMR+5x3y6xWWlwV+3ckE+H52hUjhI1wemYxulpCpga1fZV+bozvQsTivYox4kXUyCX2e9PsZ1rcNaNEYp3xFzkdLDO0BDmoO0jfy9BojZl+I0x4ayLwrOilWXo/z7Fe8lAnwxoMg3uoOq6d1xANj2tkWD3ZN7L2VRU2lkSWNhQVwhSwc2VZpe2dZNR9izB6wc6slSHNAWJmXL2N47jLnHId81fwmDrnD+7sBdqIv8+qlFs5aivfuWPnwgRXl4TZyIcfCvMYzz4iteuMGHGV1Ys+63WLDfJw4JhgU1abdrrCELRZhAev1T/PmnyJPgfypfP5E00Q/0e6uiE2vrZ00YauqyLFNx4LGYiJO7XKh9fpU7mbZ/ONtlK1dIuMjbr/bwzDq8tqrGtaVhEDcZ59FtTvJZMTk0XodfG6FNcshF+y7LK/KhL+wjCnifXRJqirabu7fF564xyP0ztraCS/1Tyv9Pjy8M+CtDR+lqo54HL5wvolP36SRbsHeLp7aPt0u9PMNjHqVidHGSGehNHBjlCa4LIKKtaHZURQZi36MXiehTDR0sopsMiAde+aGz4lHLkmPOWU2G1azwkAzoTQ7P5EdTKcTxpTReNKXPorOUbbOwu4uUXsLKRgguzeAfB6dSc+5L4fA58es9qjutyiqAeb8HVAmjCxOqntNrE4DM94uh0cyAWMTi0mjYIhDYgbHuIont0H2TplrVzWcbh3fy62xmTIzV72JMeDiUEkwayliVnvsTpKMBxMWT5mQoxGMFh1xJcXuG4dslr1oPj9nnGnOzrYYeUKkima238yi00uELiUoVWRKHx7AZMLSKzGe+4aHljnEd7cS2OoZzp8aE7Z3aRw2eVj0sHe7ibq5jTwZsbAAnoiFtHWFqn2GFXMKe2mfg48aFArHD1GSYHkZ+YuvseBv8mX5DZKOCvf2bPxQ/zqXr+pYUjbZ2dL49r0Inb0CbG+TCI+5dk1g8Y0bsH8oo83NC+vq04hjPB5h/Y7HwmDXNLGpXC4B/h+ftvZ3WJ4C+VP5/IimiXDbxoaw4D0e4eIYDAL1jo6EK5zPC0v/9GkIhVBKVarvb7P55/ukHrSweMzELgT46MjHRG/hla9bsQetwlVeWqIrO9jYEHlsnw/OJDvMdDawDmoiNr68LJCAEy6ZBw+E/eB0ipB5MnnCRvbTiqKITMCtGyoP7mvYLSpXEnkW9Ye4Hn4It2/T3C5hkFWsKwnq9gQTpwfHWoL60EyzLTNGj0keY9UPURRoKg40VcOqG6HIetSJilGnoDPpQVHR6yUM1p/tqnUQBpHd/lgU3WrFZhYcrL2+9JnCroHAiUEwGICiN9OfO0W7oWA42Ca84qKuuuisC882ds5P5NosY8mApZVn5/4Ay1yEoFamo3fTHeqo1GRWljWcUouDA1h2FJg4vJQdc/RMXpalXQy1IuX1Ii+9oNIcWvjj9AXKD4osmLMoHj+pYYQFcwa9TmOnG0Nqt1g4Z0NNzOJw6Qh0Dlj/0wMOhlFwOjlr22dtfoQaDJPJytz9dh6H34T7TJx0WqPxkaBSnbsW5qVveuk7Q3x7dwGaDZ5dqBKQq5Q2Kuz2o+xuKajrD5EadebmwBuzkLMtUzAnWbJm8TQOyN6vkck89iDDYfja14hEJV5Rf8DFUIbDrIE/bz5P8EKEF90PaB9U+LMHSY72RrCxQdDY4IUXxPO/cQM2tyTU+MxJHnx390ljzG4Xe1ySTqrdFxae5s0/Jk+B/Kn87IuqClR98ECEy6eh8vl5obi3tgS4VyoCwFdXmSTmqFRg99t73P1eicO0DsUfYua1JazLce5eH9CpDbn2BQM+xxgkiV5sif2S/ZHxv7KsMavPYtjfEopkZQUiEVRNotEQofZpCN1oFH9eWDgmbPlRMh4Lo6Pf/1TvsVqFB7dHPHi3SeNuiiVli2vRI9yDIlK3g7mWA5eLVmwVxwvnUGaS1PBgNkOta6RSk7DRRdZL6CQNCyO6mpnuxAga2I1C6WmAQaditsgomozO8PkAchDGUr9/zDxqNGJ16gGN3tjw5NStHyGyLAI1drv4ud2G0cwiJfMMbGwQMjcxzEbJ7A6EdSZJXPqFCNZkCKU7pLZToa65iYYV9K06Q4ubSl1PFxvn5zsMaj1q+SEztiotW4RGcJFqz8Jzrg0m9Q66Uo61lQlbnSjvpOJ0373DXGxE1xkhN/CxbDwEi4WdRgBTs8TseTfj2UUCPg1HcY+P/jBFzphEtpo5Y9plYVHCnPBTOBpx889LBJI2bItRDrbHdDdSAMTO+fnS3/MjBXx8L71CZ6DjpbkMgVGW3I0sh1qCnYIDZWcf6WCfucSEwIyFgn2RjG6WeWuBQPeQ4nqZo6PHHqbdDl/5Cp4ZB8+P3+al2B6Nlo5v5c7TnLvAV5Jb2DKbvLUT5caWA2V7D3fjkBeuKQQCYkzB3bswCRxzsLfbwvs+JlkCRFh9ZeWkQK5WE2GVhYWnefNj+dmPpT2Vv9tSrwv3dDQSGjyREKG14VBs6lZLJD3jcfD5aHT0lHPQLnTRMlmMepXg+SiWiJtuFzLpMb2dFMPmhPNf8BKxlSgWoeZZppe2otMJRyPsHqA7OkBp92iagvScMQZ5mcHgRMfIsggK+P0nudtPldFIuO3V6iPe60ciy2A00hvpSWdlalWVelPCaVVJeMrEZzV0V05ROBxAL4sl7IK1ZVoVO2GnRrWhJ59V6bYNDGUzlkkXv6XNelOP0aBhGrfpY6MzNiFLYDNNABUdCqregMWuQ1XAbNGjN/yUjDX/lsTpFAGZVut4zLXbjnG/T9fghkZFWGE/oQjB6xU2X10UqOOacdIIrzLKfRvj9ibRcy+R2ndSv76DJ5HAPeti/rU5mrsltFKe1MMgK2txQqUMmZYNvd5MbmjhwkyblUKFB3sBVtw1HA4P5WEMi6eNtZXmaiLHB7k486YMeVuMdxuniey9y+l794ievkwuM4NlMGZJt8+2a4mdyoQVOU3s/DxZ3WkS6l32D7Z5//dkXvn7i/gmmyyNd2FhmZbOQeWww7t/3uC5r7rJ9Mfs3i+xaslgWojjnXPztX9o4Pu/C2/lV3nGs89riV2+t69w9I6M9PIc2tDBUjWNrt1mZmYGOemheLiA0pSYNWfQDTUKD1QUJUQyefyYTSb40pew/vCHXEp/gCM+5N3aKX5wOMeFGRev297ko50OW5NzlAZOnu+k8QTaPH82yS2T4xHF+sWLfixLphPimIWFk401tZT39gRL0ngsKhdXV09qYeJxkVv/OyhPPfKn8rMpqipc3v19kVRbXhbFMQ6H0OIbG6IQJh6H06epG0NsbOvZ24NBoUGou8/q4oTES0n6JjeHh1A5aGPL7zDujjElI0xaXe7fh4whiWSzEo+LgSUxUwVt4yFHhyr3+kscTETecTQShbuRiLicCxdECP3HgnilIhLthYJ488yMiCTMz0M8juLxc1Sz8/DQQqFtpW9yEz0b4PTXZpi95Ec3G4dikUG2ikFW0J1eZWhy0h2ZGPcVPly3kz7SsNokAs4RHqlBZ2JmosqYTCoGpUdPZ6c70iPpwGoYIyFjlMaosgGzXQ+q8jNPBvO4WK1iSTwKr9vt2PRDetrxzNLP6J3F48f96AgnT1k9RUkXgQcP8OkaWFZmyByMUQ+FC3r2a3F8ayE6DZX6Vom+YiSUMGLoVBn0NcpdG0XTDGsrGhFjlb37HWb1OTSPl4plhrriwtbMsbqooCqwZM/RHhl5v77C3gdlbM0cXr9M1jjHWDKyIO0z9ITZKTrxtw8InQkwXLvIfKQHDzd4+3ez1L0LuK0jYuMU7gUfc8t6Woc13vp2n8hZP5rHy+6tJuMjMSrUGrDxlX8UJTxv4VZrmQfaab4Q28db3CT99iHpqpkdwykUnRH294n3d4jGJKqueQ4mCaLmGjEtQ209z/6edpKi1unglVfQL8yy1rvN1wOCEOfGnpfv6L/O6qrE87xPN9vgO+lVNg/N6Pe3uRo6ZHVxzNGRGCDUUBwnRW3b28L45bHPWFoSX1omI/SDySSOdzr/TufNn3rkT+VvV9ptAcDTeZR6vbC2zWbxmvYFZTLC9Y1ExEuSxKbOZoU17vejRaLUOwbyG+J0Zt2YOX0Bl6lEVe9m35Ckl9IxrPew9KoYBi0eVJz0HSFm1SZyp030XBDvikMQX/T7sJemkeuRanlQwjG8QQN+/1+CYnVqiNRqwvhIJh/l1adSqUC2CUMTjAJgMQovMZkEozqAe4dMQwR9mw9zQKbpivHw/TrpqgWHd8R4BHFPj2vJAR/u21H7A+pjO3ppAjoJ/WBIT++kPzKgkzRs+iGaZEAvqSiyHr3NiDLoY3F8foAchN5+suBNpT45ThPU6z96As1j4nCIfHmxKJacb85DJXiKaPkN5I11EpdfZnszRfGdHSLzSex+M8vfPEV1PU8vVSR7ECK5HCee32Wv0qZp1HE0Fye0PORK+QZv3JE5vG9i9lKNg3GYpq6HnN1gxnKP8emXsaU6pHI1Nkt+5qwe5L/YYe43XAycNvZbi6yyyaJ2wK5vnu1cmuXYLsqpFSr651jlPR7efcBbnObVX5sjqu4xbGeoJeKc1e9zb7PIW9+Pce3FMIXbKtsf1FjR69BHgxgcZl79Bwlu/lGG3c0Zenozl+N3uHkwJispaKM42plVliJl9KUcEXUD2RYmo8ygNmHBmkceqqQ3VPbUKAuLkijmlGV44QUki4XY5iZfNTZ4b+55Ng5tdEKvcT58n1fqt7mbb3JbO0Nx2ORMN88FVx1rNMp6McC778pcuGAitroqjPjDQ7G5YzHxpUmSMIKzWWEcj0bi98VFkQbJ58U+Xlj4xH77eZanHvlT+duR6ZjC7e2TuGi7LULO6bQIjd2/D7dvi1DZcWUsweBJQ/bhIRiNqMurVGyzbOwYODgAej3mdEecUu6jVmqsN+PsjGYobjfpbxxgLacwjHvUTWFsy3FefKbLc9Ej1q7YiZwLYNKL6rLJ/Ycc7EzYm8xiXEqydtbwyOP+qUB8PBb3WTsujltaekKp9HoicjjlooYTZ31pQcVYK8D770O1ihpL0IydYn9rwmHFzm7JRTGnYXXo8NkHuC0jYt4evrCBZk1BGanURw4sRgWdNkGVZEaanqGix6BTMOon6DQV0JCNMmarjDLWMDs/X0rP6RSPuddDzCa3icq1ntF93CCu/YQzCInFRCplNIJqXUZZXqUm+WB9HcegjOfSPIXMhNHmPgDLL4WJX4nSb46orJcY9BR88x6cWoNurU9+q03OtoT9+XNciWbo7xfoHxXxeKFqiDCML5DPakQLtwmcCfHayxMmvQFvHyboNUYcfHeXoE9BZzGyyyJW3ZBF4xHDYILttIVodwfPkp/B1VdYS/YZ3brHD3+/RMM5w6ytgr1fZhCc4cqpLqOjAu+9o+I7E2FkdrLzXhmlWAFANhm48muzXLxqpG4Os+G4ymKojWPvHsXrh6RultmuB5isngGfj5CaZ0ZL0dR52e1G8Js7JI05WhsZtjfVk3IPSYJLl+C553CrNV4dfYfnkjk6XZkbowtse66yYEqzVn2HSsfCB801Nit+YuS47NhCbTS5eUNj90CHtrB4UtG+t/ekpx2LCYv38Zx6NPpk3vxRj+LPvzz1yJ/K36xomvCuSyURBksmhds55TgF0Xzd7/MoAT31zCsVkcDUNAaShY4xSntkp3l7gjKqYZEGzFvqeMwD+n0d28MIFcVBv9TBONjHb1XwzZnwLwSo4UUpyURdXSKtA3A7TqYtpdM06wqpfphJIEg0oScc/umHnADiPqaclAsLTwzymEyEDVMRuhRJEk6M1QqzMxrWfhXWc0z6Y9pNmbrtLM3RGoObTZp1hZXn/cxGxxT1ChPJgEM/wmQa4HOLnHCvOabXhyFGnJYhlZ4eTZIZTXSMMOE2DNFLChM0dHoZ1aDHbJKojTUsrs8fkIOwD61WCZvfAvk+XaMXR7cmlPhnGLZhsYiATyolAj6BBT+l0Fn81bfh3j3ir3yZ5h0H6R/ssrAyh82hY+nvXaFy+3+mvFWieDrAzFqI2WidO7t1Wg4L+wcuQtfOEH29zanyOvc+1DEXcNB2zFDrBNB7uwxLWez6B5guPMNXBzX+8N+YeHM7xNf0Rxy95yZ8dZZ83sq+usASOyxYcuyFZthJpVhKbqMkVmgZvsya/D02r9/nndEqL3w9xKKWZWtkpOWe5bmVfa4fGvjwepgL5+O0N9LsvFNg6WUdOr8HSSez+qUZzI4C27dVMrqrhMb3yO4+pDIeowzGaEqY5bVZDH4/gXQaKVsgVbSwO/Sw6G8gk+NgS2VLibO8pjshM5qfB6cTy4cfcrXxNnbHadZHi+wrs4xmHPgPb3K29kMy+ovs6hK0TX4C+jwX3CkeZhzcbfgZjx2srMwgm83C2N/aetLT9vnEz3t7Jzn142JX9vaEMZ1I/J0YifrUI38qf3My9UxLJVGYMh28/TiIgwiv2+0C0XS6R3OJh7tpUnsT7j40sr4hkbrboLWext06YsWc4pS/hMFhYWs8x3v1NR5u6xjs5/DpGiyet3P2l+dJvLJA2+SnUJIJuEZEurti88disLvLZHufw5KVXd0q+pkoq2f0jyL5P7W0WkLZaJoozHkMxOt1kSqvVk/00GQibttt6lF+f5edtws8SDm4M1hlsxmmoIWQRgP0lQI2twHN4eBod8ROyozLLeN3DjEwIRCSGbUGdOoj2kOj6JHWFGRlgqIz0BgZUTUJm2GMJukxaBM0SUYyGTDpxijoMNt+tkeYflwMBpHumBap61x2zFqfLjZhHT1iMPnJEosJJtBGA6otA/3EMm2jD3Z2MBbTRF5coFFTad3aASBx2sn8l5fQDTqkb5fpVvo41hLEXV3amSb5h03SBQM89xxnvhghOjni6M0DIvYmDWOIniNEU+fFVDpC2dnn0pcCXH3Vwv1SmFsbVuTtTQr3y3i90JacHMlJnEqdBWeZYXiWnUMDs4MtHCErw9e/weo5A8M7G7z3b4o0cLNkOMAgK1TNMa7NFzG0a3x0R0I3G6cn2dl9K4daEc9HkiXmno9w6kUvzoCRzsIF/BE9k70U1dsHbP8gy8O7I8ZGG6yu4j8fJxkb027Dzr4Op67Lor3AcOeIrfXJk51gfj+89hr6uQTndOs8Z7mDbVQj2/WQmXuJjsFDvHCLWO0+nZGRvGWesn2OcFDB0clx/1tp7r/dYOJ5jNltc1Ok5qbicJwMWJlGwaYT1ZxO0VLydyBv/tQjfyp/M9LpiBzXYCBCXi6X0JSTiShImkxOfh4OxUtVYTJB6Q3JFA1URj5kkwH3rBWHz4jdY8DsMKDKeuptPVsZPelD6JU7+MYZ5rxDwssufKdC6M1iaddqwph3OxQSw13QNDSXm97dXRodPSXdHKrbQzgiEY3+JQEcRG4ulxPGyGNew2QidEm9LuwVg0GA+XAIDrtGZbNCOtdAQYfqmwGzE12ti2WsYXFZUFJZak09A1cYh0PCqA3wuydEFxUqRRWXQ8Xp0VHYalOtWxmqOmbcE9rNCZpkYKwaaHcNSLKMy9BjrOlxyh3aigW7VY9OUkCWj1u4Pl8yrXkajcBot2OzVGhWhxB1iweeSHwmJh69XnxlW1tirXiWAxS9azhq1+HuXUK/+EtUbjg5ejfN6fPz2O1GEr9+jdIPN9nZLZI/G8TisTK/ZqD4TpXqkZP9TSfRqBH7L3yd5wv/E3/+rV2Kb1nwfeEihWqM2cCQRm6EPbNFy+7gG78eptY28N5HK3gf3GBed5+6+Qq2oINK14fFMCY4zLLokdmVkuymDlmc2eTAuUr39a+xYnqD7Rt7fNgPc+VrAVZMe2w7lilXAlyJpLnT0LG14yI5k6CVTrP7Vo7FlzTkgA+AxAUfBoeZ9Ic5BpZVYtIO+6kqg9aYcXfEpB/hzFUbRr8f34seJG+Bw1syW/eyLCWaLDlG7O6qbCkzLJ82PJpSisUCV64gORzMHRzgsQx5rzhPdRJiEL5KovMQZ3kf06BJd/UZJJeDicOBzdyitVnn/ltVRpkS51+wY5ybE5tpe1tE9qaVilPgnla093rCOns8bz4YiCjBz2ne/PO3e5/Kz7aoqsh3P3woUCwSER52sfjkcbIsNKhOJzaXwwGKQvuozmHJztjqInTRQ2jeJmZPIxz8bEkY2MUiKKMJfq3MpWgZf8yEZXX+iSbuVksca7eqzCm7tIs9Kj0rzfUWqsUN0SjekIFI5Cf0fv84mUyE8mi1RE/T7Owj8KjXhd6ZTERWoVQSoXWjEWz6Ie1UAZvcxxlxYpoJYbLqMJnAVGlgtPUwOfMYbX3SK8sMdAZWVqB6Z8BI09NpqQTbZeZWnaDTkUuPOCxa8Bu7hF19ygUjY8mANhpTnTjQ6TXshj4TTY9JHtKQHBgtBgyMkPXy54Ke9ePidgsgr9chFLBhs2pUWz2GK35MtZqIu0+V/U8Qn090LPzFXwg+dItrhv5gD0suh7S1ycxri+z83kcU390l/NoporMGqr9+idL/6yaHHxTwByKYZhZYmn3Ajf0K6QcO9pMBzp0zYv7t3+TF8r/kex9sMnZbMa2dodSKEo8M6eVyGLbu07GY+cVfcfOvByHeOTiL9eFt/Nptes89i2y1kJmEMVsVnL0Ci16ZXZLspA6ZT2yRMi3Te/krLFrf5eDtHLf+oMfZL4VZCe6wE16hmJ5w3p1iczTPQcpONDKDWsyw906exRdUpKAIPYcXbBhsSVLv57DbFjCb99jcbZO/nqLfHjHuRbj4qgejUYf3bAx92M/e2w4297ZYdOyz7Kiws9FjS1lm6YzpZOSBwSBYkkwm3NksX7LtczPbY68UZsdzltkZN97sfdx336KzdBH7QgjvmhOdx8n2nS4fbnXodWpcPVvA7LOd0C/HYkK/wElnSyYjlEO3K4A7GhXG9cGB0EmPt7T9HMnnb/c+lZ9N0TSBWnfvnjT4njsnANpgOAHt6b+Pe0qaBtks1b0GqYYb02KElVXzI2a0Xk8Y1dPx4gYDRJxd5nUpAo4BcizCx5PanY7Y62ajSrS/x/b9Bt2xEb1DxrfmxzHnx27nkZHwl5JuV0QdxmORbw8EGI+h0xSfXS6LgEOzKa5fksRlBnQ1QmoBxwzYV2LYY64TR0HToJQBpQb6MCzN0U/bsFnFnzYfKuTqNuZ6JRZdFXTLF6ncPuL2poXRRGY11kA/VmmPbOjNMp26RFezYTZMMOsUJFQMjNB0eixOHdpYQW+UPzdkMI+LySQcvkYDQiEZu98MO126chDTtMbiMwI5iGzI3bsCC4KLYfLNOeZHm3D/Ps5f/mXcsy7yt/N4ziWw+B0Ev/IMS2/e4aP1PIc7PmwuA9ELIWLZIvt7HnYeOJmZMeF22wn+h7/GxdLvceud+3icNjr+OVqGAK7ACKVSQVtfx/LsRV7/kpXv/Fmcm60xLx0+wDS5jv7qJcYmO/tyjDWngqOVZylw7JkfpViIb3FkWqL37IvM2e+S/s4mD/6kx+iFIEundtidXaa0r7BiPeDQskihaMHtijOp55DfLzB/VUUKhwDwhQ3oX51h/wMzHoPEVccOd9Y1iveLNMoKneqIF381iMks4QyYWPnqHLt3g2zdvc9Ce48V+SO23ymxVV5j8YUQdtdxymY6plSSMNRqPLfawJ8bcWPfx7YrTGzWSTR3G+/2+9Tap1FOL3D6tEwgYOP6dRvv7nrJ3GrxpdN5Ag6QqhUR2mq1xHl1OrHBEgmRc0mlBHDPzwuLb23tJG/+c9hv/hTIn8pPL5p2MkR7PBYKc3NTxLGtVnj+eZF0/CxxalWF/X2OtrocDSJYk0ECCYlO56TWLZsVwGy3iz0bt1TxdVJIZhPMrT45cxxhkGezII0GGLKHbG8XMTjMJM/Y8F6YQbL8Zd3vx+4/n4dCgb5ipO5do1O30M2Iay6XxW2NRgLENU08jrWlMbHJEfZJA53PLbz3x0edaZpQNLu7InS4vMzEZGM4FHbP+jrsbGt4zV0uOPYY6X0cFD10792n3pBxWcd47SNGfZWuZMel9Sn03Wg6HWbdBElVsJkmKEMJxWzC55MZDkXh2+cRyEHg9HR8tdlvR37QoNtS8Hq9otp5PP7M1prFAs8+C3/0R5BrO7Eaw0RNVczNJnz0EYmXF1j/nbscvbnP0q+dIxqVqP/W68T+L3/M0c0cgXgSw6kEZ88UqX6Q5uCuiwczQV54AaRgkLX/9MvU/6vvsffdWzi+YiTvjOL0DJBGY7RGi8GdTeaunubCFRP334+yrilcbO7Te+8OhnNr1Ic+dg0zrLpV7I0sy0HYkZPspo+YD22RNi3SWztPwukk/yc32X0zzbjqYv4FOJxboLSjELMfYAwvkC6aGNlijJoS0ocl5p4ZIyXiALjcEssvhdi9bQF0vGDb5OF6hf2Kwod/OKGcHfJL/zSG1aHDaoXVSzZ2LJfY2fIxJ6dYtVbZuX+b7WyE+Ss+3PNeYdDLsvCIJQmaTZZW9fg8ZX54e0i666fpf4GF3n082XXa3RZ7vbPMrRj55jfhgw8MfPihj391z8szS22Cej+WUgrL/n0sG0dYrp1HFzkGZ69XfJkfB+7VVeENpNPCCH8sevZ5l6dA/lR+smiaWPiNhmj3GAxOikc6HaEwzWa4fFmEtz7D5hiNoJ7t0djIsbcPNd0croQTsyb22XAoPm44FAB+6ZLwZu3t/Amp+fz8E4Vzk8mJ1z6pNDBk9mnXqoQWHESuzaCL/WVL0R+TRgM1k6NWHFFSgvTdEWjomEyEcyBJokj2uNielRUxsjRsaSKlDkGbQCIqEGg0OqkNaDaFK7i7C7KMNjNLp9DlKN1l+4GeeGiE19TFUcvgcDrJNqwMfHEM1TZzoy1UaRmbTcKk9mj0zIx0VuR2gbrixmzRkGSFiSLjtozo9/RoBhPBkMygq6E36TCYPp8Kze0Wy6Feh6DLic1So1PswnmfWJfVqlg4n1FWVkTENpOV8M/EyZcyzDnFwjLOzRE76yW9XqH2sIj3VJjw1Vl614LU3sqze8ON06XHenqN1aM7vHdYYPOug/l5C9EosLTEtf91nc7/8y65H9zF+gUdB74ZTkUG9MYKw0KV7t1dLp1fod1yUNgIkmbMnFSmcW8P3eyATD+MYWGWRbeGtZ5l2aeyo0uylzoi6dsla5xjEJ8j8u/YKf/pBxzdqTFpdJh7fUxheZHaVhmPeohxZp6DjIGhOcqwaUD6qEhyNEKaS4IsY7PB6rNOdqxLtAwmlljHmyqw1xix++6Y/z4z5Jf/4xlml0yCdO2MgT19kv2HOuI+LyuxLrvbHfauw2y1gT+oEwDr9wsw39+HRgPvnJ9v+Id88H6W/aybe56zLPuceCtbTK632G1dIHLKwyuvCNv2hz+U2Mw5MZx10vdEUTJ52N5GWr+JfT6I63wS74IHg8UivPApcHc64gQLC2JdZLMn/eaPEvqfX3kK5E/lR0u/LxRhrSY8G0kSqDqdBVmpiA0yHaz9Mc/402QygfzBgPJuE7Vao9I2oYVCnFu1MTsrPmYako5ExEdNZ0g/Klzx+YQ1/RgoTyeaNhpgqudx5HfwmntEX41gOrP0ma7tR0qvh1Zv0Mk2qZUm1AcWFH8Ca9SBzyIeQacDqCqdtkKnpWGSx1xb6bEQaCNvpkSYwGAQN5XLiRcIIC+VoNNhpOhoVRWarjitt1qomkStqcM+lln2DGg0NfIDL9bZOGqgTGJWj3+8Tbecoy5fw2kfo/VHlIYhhhMdzbYsxpMaNSbKBFWT8Jrb7E+M6G1mnE6NZlXD5DL8le2bf1tisYhXtQrBgA2bDYqVLqrRiexwnMyp/4w3KMsioPT7vw9HLTdOXZCofoBJG8CdOwTOnaN22CL9YQ7nrIdQyETlm6+ztP073N/LsB+3Y42EmL/sIfdnh2ze9nEzEeMb3wCdTkK+dJGXf7vBX/yLIuX3NrBdPcVheIalmQnaYZ3WXgmP1cTlS/P8oOHmoDwk6BsTMI8opEuMG2N2BhF055LMeyUstTwrbpVtXZL9gzQJ5wHFcYKhJ0DwN1+m/u0bFFI5Rn+wzvxLDUxr58mv17CoByzPz3GYMdCcBLlXM6A9yDA/2RF7Wa/HZIKVcyb2rQt0LDas2n3W9CWi7h530iN+978a8vxvxDjzogePB5ZOGTg0zpC5JzFSdCw/M2EvbSTVcjG2KERGBQGidrsAdYBKBWMgwBd+0UjovSq3tgY8tEeZjTgJ5O9hufch+fYpuqfizC3IfP3r8PbbInJ+7ZqR6MVZ+s0I7Q/Wae6UyPxFh0wwiCPhxrvoxZNcQFf+GHCHw0/mzactsZ9jeQrkT+VJUVWhFctlsfAlSVSce73CC9bpTlzfXk8A6szMiRc+Gp0MBZlWpSsK2nhCuQy5vIQynOB3j+mFvUjLERJJHQ6HwLZG42SoRSj0WOT5uIilYwnQMs7Q2REYqCgCIysV0EsT4p1Ngp0DorMGbFfPiGKXv0T4TJlo9DNVOqkq7dqYTktF1RmQbQ48YT1ua5lGrsTegUy1Bmb9hP5QxmTUOBcbspYcYJj04d7x3OSZGRHiMxrFTakqWqFIt9ynKcVpBkL0hzKoVYwrc/jCFkwWmeG+RK8ikfVAodQAV5NTl62csbaR/Eb4zl0yPQ9De4BA7SGdnkoDJ4OeilE14bMNKWkakqJiMGt4DAO6mhOTw4jdPKE0APfM59sj8fuF09UfSNgCVrTdHr0e2INBEV5tNn8qRZ1MCg6fvT0dWWeSYCVPcskKjQZSrcrsBQ8P32+Qvp5n7tUk8Qt++q+dY+b375C+4yQXNqG//AwX175N+d4+6zfcJJM2zp0DjEZML1/jtcb3+faflqnc3EM9myQ3GyKWGKMc9ait5/DpdVy+muT9N/08KCq8uJBnNq6SKvVobmZ40Paif3mW2aAOU6nIqltlb2WG1I6OsDFDYzRi6Anj+trz9G6s03ywzc53DohfaJO8cpHU1gDD4RHzC0myBR35vIcbFQPKw0OWxpsih2U2YzDA8qrMkTVKxWZjfPMejkKGL65m+eioxwf/3wHNQy/zr80RiUrMLekxGBKUbqcZZ9vMx4YcFZvk2hEm4TgJa1Xol6MjsS/HY4HKkQgrX0niDWV5+708qbSTXuwq8dYGpp37tFotNjtLzK+Z+NKX4J13BKXrmTNw+rQR5y9cJFYoMNjYp1YoUUsPSWWaHFktuGJ2vN5ZXJ0s8uamyHO5XCd58709Ae5/pbaVf7vyFMifipDBQKBhpSLQcUo15vE8mcdtNE5KsRMJkXvSNLE5jz10TYPRWFjlQ0VPd2Sg1TcwUvU4fRBfNFMauek1DYTDAvPT6ZNZ0cHgYx+pKHTXD6lnutT1UUa+CPTF5VmtAvw1RWXJWWa+dgO3qYn+3AJcuMBINjPsCtvi2J549FLVT/8/SQKt12eydyjuVdWw2GT8fhNOl4LD2qPWMbK7ayVdMqM3ybhjMiazjqRH6AiHAxHFqE8EIiSTJ+QkmkY/VaK6VaHW0DO2LyBFAthdOuL5TSwRE4NZB7UalOuQzogARCIBUrGPEp0QDWtILQ3W1xnkahRdp5GaYO7XaU7sZOpWNEXFZpoQcAxI1/WgKPhsAxgN6GlWPA4Ji3HCZKRi/pyRwXxcvF5h51WrEAraYKNGtzHGHnMJw6lU+qmAXKcT6ZBsFjI9DwE1RKRdwOTzQSqFJZkkHNeT36ninXfhmfXg/fIVug8OaDzMcHTLjiPqJHH1IueyN3hjM8j1D5aYnZVxuQCXC8cXr/JK5x2+83aV6kMj2iSIdcFDIDpmklGprecIXdRz5lKcex94uXU04eXVEmtLBraLVjJ7Ta7Xu/CNILNhGUOhwLJH5eD0LIUdE95eAWk8pO9LYLl6Hr3HweTuAzLXc3jKPRZeWOWwZEXZPSKxMovJJLO9bef90gITjlgbPxSL2e1GkoS9brW6SFuv0nrPxiR3wLWFKrvVCfkbPdRKne7rp7D5LUQiegzXZsh+mGGcbrEYamNoqRQ3FcarYZJrYeRe5yTa1+nArVsQCBA4d46vh4e8++062ZSVfvgUSVMKU+6IUafNVvsUM2ddvP66ID+8d0+8/fJlMITDmO12ovv7RAcDuhiptUfUD0o0diRknQmnUseTfoDrwhy6RFTkUtJpESno9cQ96z9/sPj5u+Kn8tcnmiaSi5WKyH1LklB4weAnWzQeb4i2WoXFbrVCt4uyn6JeGtGeWOkYZxnprSL0bhT5a51OnG4mIAzhQgHKJRFpnhaGBYPCINbpxO+VCjTzPbrbWcaDCVI4gXPWQ8wrzjGZwN6Oim3YYFnbw1k/pCfbyCx/kZ4jxPDhp3NAyPJJ0bxOJ14m0/Hvwx6kUmjbO5gMKuZZP/aEB73HARYLA8zslCw0VD0lC+hnRYGs2y2iB5EIyP3uCT90OCy8cJ3IodeOOlQf5Om1JkgOJ66zQbwREw4HtA8qVOoKGSkBafFow2HhsExnm4/bA2xuA2YGj1reSoYYDWMA/bDDoDWioThpjsxYLSoOZYzBCCqgahIR75h2S2NssOC0g0mvMtF02D2fz0K3qej1Yk1UqxBbcmIyVGjnO4TiHpGbmYZVH/VD/WQJhUQ72r17eu635kjk88xGreILabWIxGTq1TZHN8ucijiZWbPR/vKzJAvfZf0wT+qGHdsvL7F8dY/stx6yfsPHewk/X/zicZooGsX/5Wd4qXOD7z9oUNs3sKU5OJ+0Eo72SKUlqvdyLD2jY3Axyu7NCe/vqrx2vsqFRR0Gd5DNj/q8/bs51K/amYtFkPN55l0K2dNzFHeM2JtZrIV9uv5ZpOVl9C4n+vU7NLb36dbukrgSpTiM0N1ME1xNYDLJ3Ltn4d3iPCMynFef9FQDAbBYjOyZL1J8z8n4cJNlXw2ry0T+qIb9u++hv7zEfn8Gk0mH88wMja0im3mZRU8Vw0Qhs6EyGoZZXLKjn7ULC/WYXZGHD+G738U8O8trL7u5e6PCg9SIHXeY2YQDS24P5cOPOGwuEDgf48UXZe7cEf3/nY5IidjsdpHqOzzE1mxim7MQfy5Bp9ilftSmkXPS2C4j3b2DM3mE58oizpkYBptN6Ldppfu0ZeZzIk+B/O+q9HoCcPp9gWSxmHD9Hq/wnVKnNptCSyqK2NThMKgqysER+YcNKl0LSiCBIeDAbgef+RjHjeL1eC1JoyE23mAgQqJOp8A6i+U4f56HUlFjUqhgapZwOHU4LiXwJOzodMK7zqRVdm42GeZrBNUi2fGATPAUzC+gN5uxGcV5TaYTttcpaH8icjYcCq+gWj2O0RfgVFi0zrndYDA8uq6p0VGpiMc3xel4HExGTYQHprnwpSVwOgWdfHZEY7uE1mpjdepJXIvhTTpRFHGuo0OVyVYdo81OZMmO1yuuu90Wp7JaoV7TGHXGOHxGzKktODhgsnqGalnHGBPjfJlU041qsmK06fEZ29gHA0aqjcFQh1keEPUPqG8bGeut+LwgT0ZM0GN3fr5Y3T5NfD6xtpojCw6XTL3YBY5nzObzwiufnf3M55tSt9brcDj0cKMYJ1wsYJoNQ6WCZDSSnIHNXIv09TzJF+NEX1lhsHFA4u0DMvctHAbtGF94nqsHf0Dh4Ra3PnQSixk5e/Z4Hc7Nkfhan6uDDT44MFBNG7gztnI12SEeldlNSVQf5Dl9RsfobJD0vQlvP1D54tUOl2JFzO4kt9/p8sYfd3jpOZWVMwGkcpm4YxfT6QWOtpOYy2lshV263gRqKMLE4cAdstP/aJODHxwQWm1iDieo3VtuCgAAr95JREFU7cg4FuNcuSJx86aBt9NJBpi5ouaQH/NU7XZYOyVhMC6S+tDG4dYG8+Y81qUIqZSE6foD4t00/dWLtIZWhp4wxZaFWkrPaX+RBWuag12FzUmMxSUJs1kWX57PJwpl79yBahVpOOTCKRt+6ZB3HzhJle2E5pbwdDMM7m6Rr7fpXljgzBkTTid89JHgAHjuOYhG9cLRKBQgl0Pq9XDMz+OY8zOjqnSKMzRu71PfyNP8o7sQCmINOnB6g7h6FWybW0gzny9q16dA/ndRjhc4er1QbkajAOxCQQDb49XUILSO2XwyhSyVop1rc5jWMXaG8DwTIBiWf6IRW6/DW28JwF5eFpF7y3GxWLEo/q72BrjaGcK2NrYVD11vgnZPx+EhdJoK2Y0mtVQb86jFnKuKK2zFsrCMZSGK1S5/NmIXRRHgPQ3rgbgoEOXxx5X3qgql4/ocRRGGwd6eeMvqqojK2e0IVH94KJ6h348ajVNt6ChvQL/QRF/OE3RN8D3vw5IUufB0Wny8JIFrWMEf6eB8ZgnpMXrwKROl1QqprSHGSRddtYu5dQAeD0XPKqPeBs3dMkd5FxbZTtilUFKNWKU+ZqNGawK9kZ6os0vQ1mO/b0ZzWwiFNPodBdlgwOL+fOfIQXjkBoPAa1/YTmWjS7+nYbHqBZiXy2L9/hTMXsGg6EQYjw3s5GfZeJjn4iwi3aQo2Op5Ik4d+cM27pkWwYST5hcv0stU6RwUKd2yYg57OPXsFZ4t3uS7myGuX1/E6RRRlulYztWvDRj+yRG38wbKlSAfTrx8IXHIfMzB1qEJNvIsz4F6ysfRwwnfvyXz+jMNLvoPsPzCCu/+wMZ3ftigV29x/pwZudUioGxjPL3E/u48ci6DpXRE3xGk7/CjrT5HKORGuX6b4p08tnAH31KbKmBdivPKKxLvvivx1k6E+sDMa3MHGPsbwlO12zEaxfo3myNsmi08XN9kWZfCOOvioOJEuddgvvkG8edPUZ+Zx2Rykdo0kn5oZt5WZDZ2RPFAZWsSZ2FJPgn+Wa1w9aqoaG82weEg/mqYb8wUefu7ZQo3agyCRoJOI+O9IyrNPsPmIsnzItT+7rvwgx+IvPm5cyCFw2KDHhyIStiZGfD7sUcc2L9xnvjzM/Q+2qJVbdDsSRRrMoWJDl23h/PBJo6ZIo5zc5hdpp/5cPvP9tU9lb9eURThhRcKJ8xqqdTJ36csayaTyOlOe6pU9SSRDZRbJo5abkzzflZOWX4igI/HIod544b4+ZjkicPDE/zUyRqeSYWwnEFx6ylbF9htOlFq4rp1zSrV/RaG/oBLoQaL8xqGSEhszs8SBtO0k8jCtLnbbBaRCFkW9zYz84i0olYTEdnRSBym1wvCutEIXnjhWBGPRnCYE+c0GNAWFikNXRQ2YDKYYG3mSeqqeM5ZkOeX6IxN7B7rKJ1OhG9D1jaGwwyE3OB4Mp3R6YjnNOyrjPbTmCtZtMQMRnnCKJokvdkhv17n1v4iA8nMeU+atnOGSRUCtg6TsZ720MhEk5j1dzG2q9S1JHqrgbC7R7MpY7TqsHg/e8j5Z1UkSQBvNguhgBPUDp1CB8u8Qzzocll45j+FV+5yiee/uAi1sod37ySY2yviXouIveTzESmVaI6tpK4XORW0kXwhRm9rmV79HqlikfIHOxz8wnnOXN4h9b11du762Ix7MBpFcAuzGZaWOPflEZNvl7hfkijVg7zd8vJ6eJ1lR4CHGS/eSYpkXENd9pM/VPnBRxqvXW5xNrCJ85dW+P4Pw3zvgZVWr8SzSwqWUR2Xssnq8iJ7liTDowLmVhFp0KfliKL6zhL/Zpj5629y9G6GXmkTy3KX3niC9VSSr35V4t134famh1rPwtdX93BvbT2KyMmyxPw8WCxu7hjP8eCBnTX9Hsu+EUc9H3u5PsG/WGfu3BHx5y+xvOxk/aMw+zd0ZO/ViLjz9CrQasY4dVaHz3f80KfEMUdHIlxlNmN/5TJfeabD7T/OsHW9waihErKr6Pe2qaQKjPZniT4/x9e+YuGD6zL37wuD7sUXwWK3i6K2gwOh67pdsc8lCTwerNfOYd3dJayMUfwhWh2ZVsZEa69M/d00fJDDEPHh9BlxOCUcLhmjw3RSpGO1/hVZpf565CmQ/7yLpgkQng4PaDZFddA0fhsKicVosZxYneOxALYpQbjbLSxbk0mAOCZcCWGg/7iCcEURjn+5LPbQtMhdVcVHuN3iY+3mCZb8Pu1Cl8Ohj64riqzo8bhUXOMKFIscVXR47TA728MbcZykAn5SlelgIHZ1vS6sBr1ehMx8PnHfzWMaNpsNFhZodyQyGXGtFotQ5s3mCY36Cy9A0DuBTEGcFyAUouuMcHCkYzgEp9whoh1i948gGmXoDpHNSo8eZywmLkE3GcLmvvgePgYwmgadlopHq1F6u4xUqKD3OpDdFqr7GneLPg4+yNAq2xgZrEQcHWKONm+OvDhMY0xmDaWtUOuYMckTwt4xUrdNCyc2m4TPBw8PNcx2A1b357vYbSrTKHp94sBohHauTWDeIYxTv18Aw0/hlU85AbJZuPaCnm/tRnjz/Tq/tCohqyrMziJVq8zp0zzsW0h9WGDx5Riz3zjL8KhI58MKpf0iubf3ML/8Gq+u/Q7FBxvcvfksHo8BWT5ucbdakZwOLszvMcmV2KjPUDBF+EErzhcDd1mVfDzcjOAtV4j6EuR8cYp1lR/cknj5QoP52BbOry3ynXe8vLdloT3IczVZItAvYhmPWU0ucmCJ0jqyoC/lcQ4PqHVjKMEAM1/6JqcX3if9h7eofbTFpNCj3uihXjvFl74k4ffD+++b+ZedVX7xYpZkLidyPskkGI2C3vg1KzeNC9y7b2XFfEBSqlAZu6jgZ/BRk0T6e/ifW+L5l06xcirCg+9B7aCKqZuj1JbIZCIsruhZXBT+g15/XF1nMIgvdDxGnp/n8j9YI/Bsn5t/kidXb+P32rF3ijTfvs9wJ033bIjn1kwEQ05u79j584KJ5142Ep3Rn/CuFwpCH055161WAfT7++hKeTzBIJ7XF+GVOYb5Gq17h7RrfZpdK1XJDY0JhskAi1zFoK+gkzV0Rh06m1m87Bb0ViMGqwGDzYhO/7dTBf8UyH8epdsV6NNqicThtNhnWggSiQgU/bRw0XRi2UiAEKHQI7TO5SBfFG+dn//xGPp4cXu3K7zLWOykjfORLu316D3YZzsr03HOYYy4mQlpeLUKumKOQl4j2/NgdmksuKuY/W6Rr/tJVvBwKJRAtSqu3+0+aaGbXnipJAwWm41BfJHMvkyzKa4tHhePsF4X1x4MinsOyFV4kBZWit8PkQiFmpHc7nFq3FnE2cqAw4yWXKXQslJ4KD7uicfZ6wkDQtPEQ3l8Ipym0U9XUXbqYOtTG7lwz3vY/GiIvJuiqlrZGsg4Jx3UkAt7ScEwGdDRO2g1DMwFW/R6Rlq9Pr2xDq91iFGeoIxUWrKbNa+CwQjdlop7zfyJYXSfV9HrhX1WqcjYvVZBDDOVsMht/7Reud8v1r3DAadf9rP5P/u488MmF78cQGq14MIFzO+/T0zOk07rqOw78M87SXz1DKPye3T329Q28sh2G67zr/Fy8S2+ve5lJ7mKXh3DUYGwvgKahm5xjkuWIsqdEZsdhYzlPG8YI3zZdwvVNWA978UjFQkZ+5RlH+XCmDdv2Hlp3Cac2OJXXl/gu3YnW5szdPetPBPOMdfJoR8OWVxYJGf1UzCbkXJZPO1DKu0A+2M/2vIXmPvnM3h+5885ur1Pq9YiW+gy+dI5rlwxEwrBn/+5jt99d4ZXLji5Kh0gbWyIQjWfD48HXnjdwg1rgo07FhbsaQL9Au2BkZHXS2owofXdPWb3DvFdvcy1X4uTum6guZ7B3dqh1RuyszlLsSi6WOx2YUA7XVGsBiPSUUoU1iwtMbtiwR2a49Z3qhR2HHhiAZzhOsNCnYOPGvT6HhZWm/iXq7x7z84P/6XMuTMqa+eNyE678MYzmZOitimF9PKy0JPFotCbySSmmRCBmBjfSrVKXyfT9iXpKSb6HYVBd4jSHaD0htAawKANWuvR2gkuOklci/11LvEfKU+B/OdFVFWgTqkkQEKSTjhCA8djAKPRH3+OyeQExJeWwG5/lC4vl8XpP4WL5RMy5W2xWMQeefhQKMQXXniSl2VcrJG9mafaMaGfjTOzYMFvaCLlsmi9Pqmmi4o1itfVZlaXQQ4FjvuwfsyHD4cnjeWSJJAzHH7SaOn3xWZutVCdbvLmOYrb8qP+daNR4PtgIPDa6YREaESgkRKb3C4Ugma2PJpj7fVozKiH6Jo18Hho+5IcHcoMBiKlOm0hB076aHU6oUCm1YDTLoJcjnZOQdM5ydsWqI9l+tc3aRxqzMxopNVFPEqXZU+JD8Zx9EYJvV7lsO3HYZngdEnkjoyYRhIGnYrJMsJBh2LfzgALM3ENSZIY9FXcsb8CUc7PoASDYq0ODE7G/QLDRh+T2yIefjAo1kYg8JkJgvR6Yf/V6/DsNR2lBwFu3unhPa0n6T6ehjM/T3B/n8bARPqGDnvQSvSlBQYHefqtbQ7qDSp3MzxwLPH8lRkW/2KD1Bs6ZvsKWauEuhImes4PRiP6oyMuWzfgTo2NmoFDNcwb7Wf5sv8jZKOee5UoNrMBr9KlLZuppDv8sKfn2uUJs9ouX786yztOH+vrYd6r2Gg6zaz297G3WsTW1rCuxTk0z0OuiK9RobTRZ7sXYrKaZPaf/WNO/9GfkPn2Opn3v8dupk7/Fy5x7jU//+gfwR/+IXzvppv03Gl+8cwB5sNDYbHPzmK16nnhZQO3bGF2rxuJWG2EzVl6tQomr4VGYInuQZ656lvYV+MsX7pIObxA5u0DfNV9grYeTcsKg4EYtjLlTNLr/Tj1RpyFQ5yDTQynlnC5Tbz0K362PrKy9V6VgarDHbNg7bZIb3XpSUHmXpzjy+dU3n9rzJ3dEa1Gi8urZQxTNVA55mpfWjrRKfG42OyplMipTyv2k0lwubCkUlgqG8IYSPoA6/HruIV1oqH0R0y6Q8a9MSbn317tiaRp2t/ah/11yeXLl7WbN2/+276Mnw2ZMqKUSuJns1koql5PLFS7XXiwnyWcuL1Nr9Kj5l2kqdgZDgW2TCUeF7j4o0TTeARsDoewLe7eFVHrL33pMbxSNYp38uQfNtAsVoLPxIn4RugKWWi1UPQmDpQZmpqTsL5CbJISlsCP86SmRkynIzblsbf8hOfebotjGg3Q6ahboqQHAcYTEWqORE6Gs0wm4h5MJphzVnG10uIGYzEIBlFV4VC3WhANKUT6++LaQ1HSkwjVqnhvIiG8C+CkzqDdFt/L/PzJ9R0DOIMBWCzcrSe4u2tHbtaZlVKYNu5w6DoHoRBSscjF8XU2ih725WWqHR1HD/u4rCOGoTgWvULhZpZFW46dYQKD2cCvzNxip+TmQ/Uy//Q/kDg71+b7357whf/VMjPnPvtgkc+D7O9DKTdG2ttl4ZIH/5ljilZFgQcPxB5ZWfnM5+v1hDEai0Ehp/DOf3uPmZjCla8HiRgqIqLy3nuM6x026hEM8wlWvzILnQ5b/+0bbF2vUxy4qdviJJ+Pce3gd/jDO0mM157hpb8XZ6Qa8PtPUrccHDC4+YA7O1buVqJUxy7Wok2+GLhHrmLgo2IMfcCD0aKjpxhpbJcxySNOn5WJzZsYe0LcL4fZ2wNJGbPkKnHe8JCopY60skx//jR7KT29YptxpiCohX0+Fq94mF+QkO/dofWv/oyde312jadwvnaJZ38jiTtk4rvfhZs3weXS+NUXi8S0nDBIEwnwetE08Yjvvd/B1S8wa8wxKrfxOCf0gnMMRxKR3h6RwATp3FmGviiHPzigs1tAcbjQTp/BEbKRTIqt0GodFxy2xN6xmhScazGccSd2OxTyGg/erlM/aOAxdtD32/RaCnq3neRLCWYv+VnfkNjc1Ag6h1w71cJBW+iATEbsRa9XrAeHQxh4ev2JM2CxCCC3Wo9rYg7FezweoY/+FsNZkiTd0jTt8qf+7SmQf46lWhXhoGnCORgUwJBKCUALhYT2+QxsRZNMgdStMg17HMnjwekU+s5kOpky9eOi2Yoiol/5vFjzZrPYJxaLKESd8qE0KhMyH2YZ1nu4Z5zElyyY2sd97Ho9Q2+E3WaA4UgiYasR6Bz8+Fj+lKN8MBAfOm1lefxiu11xTKcDej19m5/0KES7r3/Ur93pCAVUEw61yD44FKLjFKZeXdzA7CyYTGjaCWFYMqHgq25Dv0/XP8tBy8dwKM4ZiRyH0fv94+RtXWz8ePwkvz9NwPd6YDbTcUZJdzz8+R+PMDYqPDNTwj/KsZuxcBh8luXJQ+aad0gdQdkYZxCM8d13bJDNEp41UTTPYmtm0GWPOB1t8sPcIg7zmF9N3OTPChdpe5P85//JCMOww+27Mr/0X5zBEfgrDpH5GZPBQAyYqd1NsxjtMffVx0C7UhH7Y27uhCb0M8j2tjjvygp873/MkP4gzbmvxVkONvGHjxvZb9+m1dTYKbvwPb9K8kqA0dYBm//9O+zuSxR7NkpjHxeeNTFbu8W3S5dY+c3znL9qplYTS2x+HvQ6DXZ3Gdx8wP2Mh5uFGLWuibPJNq/NHVLKDLlxGKRrCyLbLLRlJ9m7ZQyjLmcWByyctSE5newPY+yndCIqZO6yptvhkmMH77wb5dnnSFXt1EpjWntlhtUuY52ZxecCLJ8zox90UH7/Dzn80wfcqcSYrJ7l9G+scfqVIFvbEn/6pwLXXn2+z9XAIfKgJ7zZmRkwmTg8hA/eHmOoFUg6qlCpEjTUUOxuqt5F7I0sc7ojjGEvnDpFKdUn+16KnmJCPXMOV9LDwgJPTEBslYe01tN06iM0fwBdKPCo4j2zN6S8WcGmtDANWky6A7oTE4kLfpZfi1Nqmbl9W+iya9eOaxP6/RNmt/FY/OeUa2DKOlepnFBNzs4KHVOriT1rMIh19Lc0FvUpkP+8iaIIZVSvi5WeSIgFViqJYg5JEhvqMyqqTrHL/ptHTCwOos/G8fs/PX2uqsI6Hg5P6sZ0upPe8EZDgJffLy5xMBDr/BF728MO7Z0CZqVLYk6P0zoRJzoOe9ZkP0dZHZIE894GjvK+0G7HleRPyGTCox6uaWucx/PkcZomALwk2GeUYITc0Ee5KsLoTufJoywWxSY/dUo8TrvcQzo8EDc77Z0/PuXBgXj0s3EFf30Hej0q7kWOGs4n93a/f8I7q9MJQ2tKW9dui791OkxkIzVLjKrqIZ+H3MMmlYMWZxJ1PDYFaTJit+pB8vtZ2PhjGl0DlY4F80qCt49muP9WnZBWxLwyw7gzxtPP4OoX8bvGvHG0SNze4LXkAb+7d4XZSz7+w/+lQvZuhVzLxjf/T+fRGz6ftJQ/Tg4OYP39FmElw+VfnT1BBE0Ti3U4FF/2Z6w4bjZPhtJN+mPe+G/uIuskll6fYc6QxXs68igHnzuakG/bmfmlCwSSNrpv3mD7f3iX/YKZo3GEum+RL7ykMbhxn3X5HM//k1Msr8hks+JyFhbAatFgZ4fB9XuslwK8n03QaMCZZJeXzjXZ+qjL2xt+arhZWNUTPuUnfbOIUqhwbaXG2RdcmPwOttRF7m+bRWdpXyGoFVkePWAt3sH96kWqzjmOjqB62KafrjAaqixedLD2oh+jSYJ79+j8i9/nw7tm8tZ5PJcXefa3VzF67fzBHwg/YnlJ4/XzFXyDrHi+kQiEQpQrEj98U2NSqjFjKWEatAhNslhNCkf2NbDamGmv4zW0IZFgYPNx8FaaWh068TX8FxOftLeO+Sva6QYt2U3Hk6A/0qEowlYu7rZQqg08cgPdoMNkqBGYtXHqy3HkgI8PPpQYDuH8eWGUSRLC0D84EP96PMJxGA7Fq9cTabBG46TLxWzmEQmEJIlF8Xh07W9IngL5z5M8PgM7GhWeXbl8Elp3uwWIf8ZF1aqM2HvjEKNJYv6L81jsnwwVTQlRppwwINavqor1XSoJQ/bUKeFsakIHYbcL/CtmxjR3y+iLGaLWJv6EBclqEdfq96PanaQzEpXKcSbAUsBYzgrl+2nT1AYDoVVHoxPX9+NAPxyK59TroQWCVIxRckXBsGa3nxThlcsCY2Mx0RtrMHAyB1Wvf4xzVcjhoXgO8ahKqLWD1ulyZFigMnbhconDdcPjAeqfBuDdLmSzqM02zaGZqiFMQ/bSbEn0GiP01QLN0pBOS+X82ghPzEqvMeb6bQl9rYylnmOEiZHezEH0JbbfK9M6rDLr7WJdCGPulLEOGkTIU2qbuFeLM+dtMxto80b2NK/9goVf+yWFW9+pQtDP1/7T1c+48D5fMhzCu28r9NcPeO1rJizLiZM/DgawsSG86IWFz3zO9XWxzE6dglv/JsXGd7MkrkZxOGXmPA28Z6KCGXA4Yu9GjZbkYvl/cQV7aZ/2n/6QnTtdUszwsBGhZ/Xz0lqZwkaNVvw0X/j3FpmfF+trPD6eNRA89sw/vMuDcpAPcjOkjzR89gGXL0sER2ke7hhJtTwsnjay9HKUG2/1qd7NcD5e5ZlnDXjn3WSNc+xW3JTLwn7Uel2CpXXmLQWSz3jRPXuJg4KFfHpCeauG2mozl9Q493oQS8gJrRbaH/4R+9/Z5aNCmKEnzNyXFjn9a2t8cFPPnTvCKH7uypglcwbbsMa0v65r8vL9H0i0Cj2CWh6vqUdAKRKWSxz0QnQSa/iokuhtodNLaOEIuYdNMlkoWWbxPLvE/LLhk+U95bIw5I1G1OQ8Paz0esJu3344Jv+wgXnQYNzoMu6rmG0yq1ccLDwfYitjp1IR2Hv58vGef9w5cjqfpGrVNKHkpv2nwaAA805HXEOzKRTgzMyj7p5HLbxO519xJZ/IUyD/eZEpwBgMwm3sdsUCU1UBipHITzXlq15VOXgzhUUasPSlJHrHJ/uJp8XV0+i91XrSVl6vi//3+U4KyXs9EYaUJLCaVVq7JfTpA4KUCMSM6GeiYiP4fGA0MhqJ8/d6EPGNiEzSSM2GsIyTyU+CeKslAHo62/jTesgbDaERgbYvSbrtpt8/KVCddqINh2L/xePHDvd4LN7Xaomb/di88HRaPO5IBKKjQ8bFKnss0tW7RF2Md4CUz52E0EMhca86nfiwTIZxpUGhYaGqDzG0emh3ZdReH12rRr/aQ+mNKDcMmO16YqsOqhM35bc3yB6p2OhiHdUwWI3UZ86T67ho/vAjGl09z54fofN5UGt1PEoV07hNNqWyO0mwFOkywsDBIMa/89sGvvhcnz/5vR4zL8/x3K/+hALIz7Hs78N7f1jixbUKya+uPWnsFYtC6yeTnDQx/3iZRuWXl8FCn2/9Nw/pDyVWXoszKdaYmdMRiBqgUkHRm9j8830mI5XVVyOYQm6a17fYfSfPQcfP/XocyeFg0Zan01SxXFji2m8mmZ8/cQDt9uNobnaP9jt3+e5mnOv5GJPumLOhEl/4qpWQrsoPfqBxL+UiuSDzhd+K8d5tE6m3Dpmzl3lmqcvMGSdV5xwHoxjFig5VhUFXQZ89JNLbYzauEnl5mbJlhr2UnsPNHv1snflghyvPG3GsHVvnd+8yevcGdz4cslt1owv5WfmV06jJOW7elB6lHpajHaJqBtOkCxYL40CUd9fdZFITbJ0SMXuToLnFjJaiUDWQd69iiviYm+xga2TBYqHTGLO/q5GWEuhPLbN4yc3c3MfUQbcrlIeiCBA9/h6ndv7hRodeqsK41KCUV+gOdXiiFlYuO6nKfgoVA6EQvPLKY5NupwbCpxjxDIcnnnsgIBSHqgqdPHUs/H6hVEajk9TmX5P8jQG5JEle4F8DSeAQ+E1N0+qfctw/BP4Px7/+15qm/Yvj/38TiAD94799WdO00k/63L9zQD6N52YyJ3ngKVGL1/tkbueznG4wJPewSWG7iU0/ZOnVBDqv6xPHNZtCGU692NHohMDFaBQOzfQFYn1P17M86CFtbRIepghHZeSlBWF8PNb+1emIfagOx8zZSriHRfG3aZ/WxyV/PIvcYhHh9o8X8D0WSh8a7GT0SRp9MS85EhH3M52uNo3oz8+Dw66JEH0mI55pPP4Jesap3g8GIWEs0tnOsT+Ko3gDJKMjPIPjkMW0Uj4UOiGOz+eZZIsU60ZykyDFjpVmZcywO0Ht9hn0NcZjFVlR0GSZ2tCGe8aFy6ujv5mivpGlOPKxaD7CzIBOaJHtTozxXopBrsrYHeClSwNGOjPGQRvzsMkoUyKf1yjYl5kJ9yn17CgmG//knxqY9zT41veNXPt351m88tnzxJ83URT4w9/pYm9m+crfDz45OGUaNup2RSjmM+wfVYX794XtuLgI1Q+2+fbvNfEvepi74KK1XyFy2kvUILh8Bwd5tr6TQrc0z+o/eRF9tUjrjRvsfFhjp+Fnb5RANunR9bvo9RozLyW5/M0EyaRYSum0+EyHA9o7BSbrW3R7GgfKDLX8iICuxtpVJ2eXh7z3Rp8PHtgJusf8yr/n5nYtydYbaazdEhcSdVYSPQgG2XNeJNu0P+JykGpVbPldYuYqc894kJYW2W34efgQ8ltNEtYaL13s4F8LCJA6nu9d/+iQjz4YkG/ZMC/Gcb5whormp9nWPepsiVgaRJQMemUIVisfleOsHzmg1WTOnCPiHTNnytHNNTkYRBjPLBANKYSa20jNBkpvyNHemJ1BnHZslcXngqydNz657cdjoRvbbbFnjyvQVVXs13xOpX1Yw1TPU95rUqrrwWBmds3C2OXnYd6Diszamoi0OBzCSDPnDzCpfaRo5MmIn6adtKlZrUKBmExC6R0cCKXm9YrrkOW/1OTFHyV/k0D+fwNqmqb9XyVJ+i8Aj6Zp/7uPHeMFbgKXAQ24BVzSNK1+DOT/maZpPxUq/50B8nZbuAHb28JSnHrdU5KWcPhJIvNPE1UVCNZuM2n1qBbGVGoyg5FMIG4icdGP5Ppk+KfVEpW67fZJ9bbLdcIN8/HI/eOgTyaDeX+dxWAby5kFYaZ/LFJQLkN6b4SxXmTRVRbUql6vAPGPA/RgINyUaYXp7OwnN8hxKF1p9yhIEYpyBEmWCIeF7XBwIPbadArro6Lxfkvs+H5faOjZ2U8o9Wl+1OOB+WCH8gd7pHs+jDNhFmwFLO1j2zMQePT9qCqMC1UaD/OkUho7WSvpmpVWU8Og19DrNHRGiYlmRB0r6NQxdrtGW++mMXJgN/RoppqMsxUm7R6STiKqK1HQx6nrvCjNHue5y043hG02xC9dLZIdB/FT4eHdEbbDddJtF9XoGSzyCNlswG6T+I/+mZH8Vpudiptf/M9Wsbt/vjtQ797RePCtI77y2gT/1Y+F0cdjschlWZCCfIYK5KkteeoUWMYtNv5kj9sPDFx4yYndplHN9PAu+ZlNv4Ns0NF1hNn+oIY56mX5F5bRlQt03r3L5vUmd4oRWtYQBkmhWNQw2Qyc/Wqcq9+MEImIy1tfFy+zGZ5drhM+usGDByoPuvN06mPMgwbhRQfXrsHhzpBvfd+MVe7z67+qUYpc4M5bLfrZKgv+Fmf9OQK2PvuW0+TsSwywCDAf9SGdJTQ6YmlOwXM6Ssma5KNtG+t3x9gnDV5ZLbC8hAC245yU1uuTf2ePB9d7lMcuRrNL9CILyC473pCJUAjcLo2QoUZIzSOPhxxUnbx/FKU/0jFryJP0d5gPtNGKJVJZPXXnLI45P0l3A2NF9LHWdmusV0Pk3KeJXIlz6XX3k4G4x8HVZjshe+EkONetj9CKRSZHeY72x6iynsisifnTRu6VY2SaTlxuSdQnWAFVRSoWMPfrmL1WLEtxzA4DZrP4LqRm41HUb9pPj6aJGqV8/m+kEO5vEsi3gFc0TctLkhQB3tQ0beVjx/y942P+g+Pf/7vj4/7VUyD/ETIaCXO80RCm+WgkFsv8vFhFnyX/PRyKRVWroSkq5ZaJXNuBojdh95kIzlrwRD69WrnRgA8/FMZlInFS6/VpBXDaY7NC5PGQyf0NTOUsy6cNmF688omCO02DowOFylYV16jMXGyELhIUIPhxAH98WoksC0/Z7//kRdRqqIdHlGp6iqYZJlYnPp+Iak27TCSJR0NXAgFI+PtIuaxA6enQGM8n27AGA6HrzWZYmlfI/GCHal3GEXUQ1RWZTGBg8zFwhegrRjFzfa9HI9WgUx3T7aj0xnpUWUcoJBGOG7B6zDSHJuqFAbp2A6dljNlnR/N42NuD+kETU7OAtVcn1t2kpTnIayEGkg2dy4ZPq3JZfweX3OR/rP4yr74GVy6qvHddR7/Wp/bREb7cPe7pzlHzrWCUxsTcXVwBI//J/8bEn/3rNvbTs3zpH8/85HX0OZdGA773/6sR1ZV49jeT6O0fW/OdjjCUf1RR5cdkMhFe+dSeZHOTH3yrT67r4rVftEOlQu5BFZtZZSGpYHjmLM3dMnvv5HHEHCw+F0Rqtxjc3uDh+w3ePJzFGHLj1PW5f2DF4LRy6tUQr/5WCKNRhPJlWSzRfh9MSo9geZ3Cgwrr7RlGfQWp28bkMnPpsoxskPmDb1nQWm2+dq2B/dk1bj8wUD7o4nLBvLvOmm6b+shGzjJP3RIFh4PBUEItVXC2s6x6SsRX7YwDUTZaMd750EinOuBitMirZ6sYXccskK0WWCxowxHVP3qHzU2N1DDMkfMMPZufxLKFhTM2HE4Js0kjYq7jH+WoFie8te6jNHETdPQ54y+xEO2jG3SpHrY56vqQwiGiM3oC5jbS/h6j+1tsZe1sSKcwzUZ49tdniC58LIpSrwtwleUTshfEnk+lxFYf1TvImSMKG3WKDQNOj4GzFyRUs52HzQg6h43Tp4WOGA6hn6szOCwwnOggGgG7A0k6Hsgkj7CUj7AoHcxBJ+blGSSD/qR4zuP53ITWG5qmuY9/loD69PfHjvnPALOmaf/18e//R6Cvadr/4xjIfYAC/D4i7P4TL+jnFsinRRW53Mn/TSYiTDvzGZVut3sygUSSaBl8pPt+BjobDocA5h8XRUynxZxfWRaDB447rn7kRx0ewqAzwdEv0ru3h9zrsPJyGNPVC5/wmscjjf3bDTqHFcKuPtFVJ1I89knDRFVPKvAVReyqaPSTlsRwiJrOUtprUxy4mIRiuPyCHUrThA3QbgsQVlWxoePhCaFJVkQ6Hh+A/ikKXFUFL8R4LIzr9e9kqWyWsbsNON0yOOyoviDdiYlaDfKpEaNyE924j1UeIGkqmIw4I1YsIQ+NvolCAbrVAYZ+k7CzhydoxBT10R/ryN8tsnunQ2x8yGl3Dr+pTbbt5PuDa1gGDRYtWSLGOlFjBaPPzt3JKe5Iz/BPv5GhmB1z8ybIrQaT+w+h1WTD+yIFOc6FcA67bkB02cGXv6zx3Td0XP37Syxdcf/E5fR5F1WFD96Z0Lx3yMp5C/MvfYpirVbFQvZ6xRf9E2RKA37mDBh7DYYbe3zrHTtjTc/Xr9UZbR1waFlDdtmZ9zZxnJujejfD4Z0G3rCRuSU9jEYo+ynu/aDKX2wnccfsBKwd7uzYUS12/OfCxC6GOXNGBAtkWQBRNgv99hh95pDOdpajugNNb8TQazKUzMSiGrNzEt++4adTbHM2XGH1qoujjpdMSkE1WXFFrZySNnH186RbbmrGEIrdzcDkot9X0VdKrLpyrM30kAM+aqYIb6yH2N7V4TV3+PqZI2b9fbE3h8OTepI7d2h/70N2jozcbC+zI68g2e2cvmhg4bwDi12P2aQRtTaw1HP88H0DByUbBoeJq/NV1mItdNqEYb3H0RG0jH6sYSezS0asvQpcv05+s8n1UpKO2c/q61Eu/Mo8OtNjemEwEPm6weDEAzne2+WyMOonYw2qFQYP99jaAMVgYmFZz8K8ykbRR9PgZ37NzIULQncwGKDu7jNoDhg4Q/Q9UQZDURMw6B+n5colJJ0OczKMJeTEYlRwuGRs9r++jpC/EpBLkvQ9IPwpf/ovgX/xOHBLklTXNO0Jt+YnAHlM07SsJEkOBJD/T5qm/X9+xHX8+8C/DzAzM3Mp9fiwj58HGQxEbLrfP5nWUCoJEPssIN5sCgBvt0GnY+gMkBkFaXQNmEzCmX08Rfhx6fcFecvurghFf+ELP/p4VT32wvMqxk6NkJKj/LDCGAMrX0k+WSF8LK10k4MbFdT+kOSiHs+Z2KcXqlUqwprt9U56t202ock0TaBqv4/abFM+6FCoGZm4fNiTfhxOifFYeGGTicBpv/+kuG3OXcfdOjoxDqZpih8hR0fiZTLB/s0qyuYOsYSEZzmIFgwx1otK2Xq2SzffwqZ18Ju7KMjUe2ZyHQdto4f2wEyzqSEP+3iNbeaDHUJ+lYHRSXugo5+pM8kU6RQ7GNU+15ZqFLQwhzUHhQKo3R7P8iG+gJ6hI4DzfBLDwiy37hsY2n188+wef/z7EybDCZbMDu3DCgPZzPu2L2M0wi8sbVFumbn8RQ82uuw3vfzqf3kKk+WvL3/3syw7O5C9XcQxqTH/5SU8gU/5zgsFgZKfYb+NRoJzYJqSZWODekXh238ywmXo8cXf8KD0R+x1wwxqXcLeMZGrM5RupcnuDfD6JJKhPtKgD+02t79V4FvrM3ijZjz2MetHNkoDNzPn3bz461Fmk2IW+HS7tFpi1G9zu0j5Tpb9QwmzXc+Mu0W5Y0Wng/nYgNQgxOGRTEQucmp5gmp1UKpI9Exu+q4IIXOTM+Y9mqUhlZ6Fvt6JpjeQ7zlRB0OWvHWenSlgcFnRrDbu1uK8cdvLYAjPrjT5wlwG06Ap9qxX9INjNsP3v8/oo3XWM05+UDlLSonjCuhZPmMiccqF1WPCbtMImxvs36px646O3tjAtbMdLi+10U8GoKrUaxrpspmx2UFw1kJ0wYJuc53hdorrDyykyjbcYRPP/mqC4HMLJx6HooiNO23Of8wbGQ6Fd95ugzQZI2eO2Hm3SKpowR8xcOWKRruv46Dhw5bw8MxVI/E4PEq6l8tPhO9V9dhzr/Xp72ToN4b0TW5G3hChmEG8969JfmZD6x877h8BlzVN+49/0uf+3Hnkj4eEZmcFYO3vHydl53/8ex+Z6X0wGlF8QQoTP8WK6MeeOpwfTylPi106HbHmt7cF2M3Pw5UrPxrfOh04PNAYlhq4+gWM6pBKboRsNrLwUhTHQvCJ47XRmPytHPm9HhaHnvln/Zgjn8IkVq/DvXtis5hM4qI/BehVFcp1PYWWlYnFAX4fRquYGa6qArynuXxJOn6sksai8UhY9TabqFR+bN7pZCLshl5PKOnxWOiA7W2YDMZ003Us+X0WEkNsz50HtxtNUWlmWlQP22j9ATapx1iRyDTt1LoWBkYHmtkGqHiNXRK2GiFjjckYSj0bzbYO/aCNqVPFOa4iqxP2R3GGYz3qYIg86BOkiKFVpjs2EYiZsJxfJnRllvDFCMNyi7/40xFGv5PFyofcvG/itGmb++t6lF6fA8MKB85znLEdci2epTT28KUvwYMtI/5n53j13/35rVb/uJRKcLQzxHC0i+YLsPZy8NOjTNmsAPTPwEN8eCiW7JkzYGjX4O23OSjbeG83SOKZIC9cHiJVK6SVKJX9FhaHnuS1MK17h2TzMi6PzLytiFyvgqZx6wcN3rgXxGDTU9P89IYSQVuXxLMRkq8uYLLIWCzCePB6xTofDKC00yD1dprr708YqzpWFoYospneQMKt1DAGXRz1Api6NYLWDh6/DJ0uY3eAgmsFZawxbysQ0NepVTRaYzMaEoWqgUZTIuZo84XzTTxuTVSTY+fPHsywk7URDmu8eq7GrHSEPn0g9NbiongotRq8+SaDrRQ3joK8X1umLvlw+XTElqz45ty4w2bcblDqTW692SGf0zi30ObL50oYTLKIWuhNZMtGyl0LRrNMYsGEW9+Bep3U9pAbH6oM20Pm5+GZX4xjOrMkFIAknVQMThkZA4FH32mpJL5uADttyu/tcOtDhYFmZO2cntkZ2M+Y6BrdLDzj4uIVg8j81esnEyM/nup7LEeuaDJaPIE+9Nk6Ij6L/E0C+f8dqD5W7ObVNO1/+7FjvIgCt2eO/+s2cAloAW5N0yqSJBmAfwV8T9O0//dP+tyfGyB/nLBkauVNh5ZYLJ/eQz2VZlMsmumsy0iEquYlm5MetYTFPha17vfF/mo0hBLo94UxPRwK3Dx//kdzyExD1bntNoN0BbPWR7KYYTTC5xwTuxTGEH2y0nuUr3J4o0S7Df5lH4lnAsi6jynHdlvc786O+JClpZNKUEkSz0NRUCcq5apMsW5khBFVb0SSxOMxGARwu93CAJckcV9HR2DWT1hgTzBVhaIowQjjsQDtbvcEvAcD8ftkIn4+2NfQ2i1s4yYepcLqTA/HixdQjWZqezVBblMZotMUNFmiPrLRGluQHTZMHhtO44CApY1fLdOvdilXZEo9O+PeBPOkg9fYxq7r0WtNqPZtHBTM9NsKC6Y0M+42gQC0K0M2WjFsCR/P/8NlElejuINGul34s/8uzda2xLI1y5ny97lfjWLV2ryVSuJSqzw0PcPY5eMV1x0S3h6q1UFgxkxu6OcL/zDJzOpnGP36cyKjkchrB/opapk+prV5Vs4aP31rTQcFuN18st/pRIZD4ZWHghrx8QHcvg1+P/cnq9z7oM/SFTeXkxXkbpuWOcjh/TYTg4XI+SC61D7pkglHzMmCtI8ufYgyVnnvtpnvXHeh16nY3Eb6mJGHPdaedfLMb5+lNzHR74tL8njEy24XtSnF9/b47h91SOf0RMMq5rCbXMWIVC0T8ChYZ/xiBMOgj9M8IqgVsLlNVGcvkul4MIx7zJrzWBjQmxgZYqLVVNndkXBrNV6YL7CQGKFz2dFcbm6m/Lx3EGEiGblwXmPFXyVYvC8K1CwWuHhRGEOZDNoHH5J92OJ+1sNOL8ZAtmCym3DNOLBF3fgTVmw2eHizy9F2j1l3m1975gCbdky3bDLRNXlJla30hzJu25iEq4XRqmdssnP7psrueyVMwxYXV3rMPx9GWlk+6Sk7OhL68mNG/HAoDLJOR0QhzY0C138/ze6hjMVh4NRFE4oC5aYBR9jOs190Ekman3yjzSYiOI8X8w4GAuy93k90v/xV5G8SyH3A7wEzQArRflaTJOky8E81Tfsnx8f9Y+B/f/y2/7Omaf+DJEk24C3AAOiA7wH/XNM05Sd97s8FkD++GIJBYd2NRiIpq9OJlphPc4vbbWFlHnvgaiBExxIgl5fodk+I3qbO7GQigLtSEUA1zRUf4yMWi8DNUOhHOyCTCezd75G5W0HpDvD4ZGwJHz6tglvfwbQ8+6QFMBpR/ihDZncAViszz4bxxT5WZDStRN/ZEfcUj8OFC5+o8lRVce3T6YOKIh6PXn/SAme1imscjcRrahtZ9GMi4yOkyQgi0cdIz4Xo9ScGjSyfUNLmUyOGR0XMWh+nRyZhr1OWQ6SKFnIbDdq1MUa9gt1rYCDZ6Ek29A4zTodKwNzForQZ1Ts0SiNqPTPKRMMlt4nqK4ScPRiNSRUMHOUN9Lsq6lhlrOk4Fa6ROOOhYY3Sy9QwtCqM5lY599sXcIRtNEtDuuUexf0u979fwmXq8/zwh3TaKjdqCzSNfg6yRhxKgyP7Gm6nxpc8N3AFzUwMNooEWHg5wet/78cQ5v+cysOHIE9GhGsb7LaC+M5GxUz5T5PpVDyLRXAV/IgikYN9jcaDDGdCJQxeQZyixme48Vaf3W2FtZf8nPdm0I36KG4fR+ttamMH5kQAWzVFraHDMh9hyZJBvXuf23dl9ssOHGqDZkUhQ4zG0IQ0HLC2JvFL//kahliQSkUY5Kr6COcwGTX01SIPv5tme32Ey6Yw/4yH9UaU7J0yw96EpUUVV8BIu2cENKJqlqS3hfPCHFujefJ1M6ZRi6BcxiKPGOlt9A0Otvf1TCpNLju3WfVX8DlGYLdTUAO8mV6gOPETihuYm9MIqQVCmVtYhg0BYmfOCP12cEDzvXX2NsdkOw5ampPeWI/OYgS3G53Xgz9po1QzsP1wTMDS5ZuXM8xzTKOoaWg+PyXzDLmmDW0wJEiJsKOLPhmnbJ/jxp8WqW3kiUp5Ls638Cz6BMhOUyW5nFAgicQjgH28LEmSIBHXKF8/4L0/qVCu63FHLLgTdupVFb2ssnbGwJUvezB6bMLjz2SE8vlRdTx/jfKUEOZnSTRNINO0lHp2VpjW47GgjlQUAeIfVx7j8SOmiPbYTNMWpaN30+tLaJrwSmMxgafD4ckE03ZbvH3qmY/H4l+HQxzr8fz4rptWacDt71UpHw3wejWip71EFm24q8cFJfPzTyTTR9kyhzfKtLsyzoUAsxe9gurx8fvI58W9FAriQtbWBJA/5v1omtgnqZS4D007cdJVVfz88T0jSSfD3wLWLnE1hV4HuvlZ9C4bOp24V0k66eybTjfzeATO59brbL1XodrUM3AGsHfL1NNtukO9yHF7wBW10jF4aU8syJKKQ21h7lcZdcY0awqdnsxY1eGhgZ8Sfmsfu2lMFR/pushTyr0OQWuHsGfEwOJBDvqJnnIxrHbQjYcYC0cMbW4OXBeZnZMxqQOsxgmTCZT2WnQ2jrAaJsxUP+Jb+fPkLPNUpABqJoddP6DkWSFpKfDLsVsMjG4eduLYT83wa/9sFof752Ru6U8hU0f7vD9L6WGVvH2JyLzlRw8EbLVErYamnbQXPS6qyvDhPut3RgROBUlc9D+qjBzPr3D932Q4ysisfSHAGXtK9FJ7PDRTddJNF0NfBF0+y7CnYF6IoowU5Pv3cFd3qVYlTCaNbEHP/d4c5aaRTm1IMjjgG//Qx8qvnUMyGuh2xTru908YRdV2l9SHOTY+aGNWu5y/INGJr3H7gwHZnT4+55iVuSHVvo2eZEfud1n1FLn6nA7CITYqQWp9K3KnhXVUw2MZMtKZOWz7aI/NLDkKLGp7xHV5HIYBg4meD/MJDscxjIkQoQUHLqeGq7pPqL6JQ9cTe/t4qMpo64DDH6YoFRRqQxuSQYei6hijp4UTzeVmZHGwmbJhNOt49VqXryyn0O88FIA+GjGKJsnZlqh2zegqRcKTDMGkFe3Ks2zsm3j4wzK6coFVS4qFUAezwyCs/al3PJ1P/xjh02Bw3KbWFeos5Bmx8+c73HunSWtgwhLzMDTYaVTGBN1jXn5RZemqF8npEIurVBLnms5R+BuQp0D+syCDgSiUqNWEBed0ioVkNAo3cntbgNzy8idzw8e5nlpDpiBF6Ft9SDoZm00Ak6IIDJyOHJ1+pRaLADxVFQtUUQRYRSKfXmc2lfEYGuUxhzfL7NwfIsuw/IyN+cs+3HJLoOt0jvaUgnA4pPrREen9MZrVRuJKGH/sMWNkMBCKMXU8CtRmExbs4uIT7ElTCvXNzUeGODbbCXBPB7LY7eKjp79POXN6PUiYSgSHafGHxcVHRlG3Kx5lrXbCZhsKHXPIN1T2Pihy58aYas+C3uvEP8hgzuzhcoMj6sAY9VMf2mkUB3TLXfStGlJ/wGikMdSZUSUjRqOGT98kqKuA3kBXttPQ+amPbMjtJtZuiUXjEYveOprdwcPRPF2DF7d1iDKYoDfrsE7aGLt1sp7TGGJBnr2s4fQZ6BXb7N1pM9g8ZFSooiFxZ9/OXf1lXDMuakcdgrWHNGQf2uwsr8tvcsZf5M36eXr+GX7xP5rlzLW/nQEPP2synWCWTCj4CuscFsxUPYvMzsmf2tEIPDntyuUSSnraAnE8+u5IN0dF9XL6NJhGx2miWIyRzcONPzgiXTSx+HyAs44UJqUn6ivqDYodG3nDDL3DIvu7KprXy4tfdTLfucfeH6/TPGoya69yqM5wZ7xG6kiilh9g1XpcO9fn0m/MM/vqcdPzY6G08RhGfYX0B1ne+bM63aMqy/MK/osz3M97ufXugHFnSCwgZtTnOy7KHTMW/YTl2SHJJPRVI/mem45iQRsMsCpt7KYRnYEBzWonOGth1lEjouZIWCqYJl12D3Vs5l3IDiu+JR/miBu9DsyVDIFJHr8PDCEvuN1Ibhe1zRLpm0UKOZWuYsLukDDTp93VUxrY6WHhQTlCT7KyfNrAL/+SxLK8i3FnXQCnLNOPLZJzrNCoqRgOtok4OvivLVKPnOLOjRGlzToBucKSt0bU3UPfb4uN3z2eUx+JiChgMCiGISFRLIrTT2cbGXpN1v94j8xWh5FsZhKMkqnb0AYDFiM9Xn1hTOj0MZtbOi3OfTzm+Kch6fos8hTI/23JeCxAq14XORpJEujh852EeR9nFFtaehJhj6svB/k6qaabjjuOxWUkGDwJCQ0G4tApUYHZLBZhvy+U12Bw8rHh8I9mcB0MxKXUsz26uSalwy69nkR41sTF5y04jENxH4OBuMa5OQGQmoaSL5G6VaHe1mOfD5K86DkJKBQKx2XD2RP0TCYFgj4WDmi3BcZvb59Qv04jBhaLeFx2u/jX6XzSG5/Wn2j9AfPGDC6a4PGgzczS7Oio1cT5JxNh8ExJbUql40mGtRHdwxLVskpLtWE3q8xLBwQrD8HpoJtYoTMwUk13aFXG9FsjVE1CM5gxuYyYbEaMBhWLfoR50mPSH9KeWFFsTowGDUc7T6y5wcxgC5+uSckxz6a8RlaeYaizEvd08bhUXF4xSMbZyWEKutiPvUTU2iDS36e4XiFT0GEeNKlu5NnKu9gczJBXgzjiHiztMo3yCGOvziScYNFb40rnB+y5LpOSkzz/Wwl+4R94P8sgvJ9buX//mBQw1Ebb2mavHaTpTJBICF3+I2Uae1VVsQC7XbFAk0nGTh8PHpwwCj+abXvmDIP2mDt/muaobGHmSojTjjQO9ThX2+8zUvXc783z4P0OWq9LZNZM8mqQWWeD3d+7jba1zar2kLx7jeuGF9grWinttTG0ayx6agTnbKxc8xI768XmNSGZTSc830Yj/UqX9/6gQP5ukVl3i4uve2maAnz7hyYOdlWshjFRexNGQ/YrbkqqD0/IxLmVAV5jj3JTz37dQ6Vno9tR0bp9ui0FFYlgRIfDa8Bt7OM3tQl6xnSaCpkjlUFHwe9VsYcs6K1GJt0R8kQQHrn9euw2wKBHM1tplQYUd9uUKjIY9HidY7y6Fs2WRLlt4EHeR7rhxObWc/6CjouXdER1RZz5bXSlPJiMdH2zFC1JuukqxnYVf8yE7ew86WGQzM4Apd4k5OwRicr4vRpyq4GWy6NlsmiqBqEQWiyO5vaAycTYaCPfcTBQjaJlN64xTJdIvXNEs9BHtdnISzEKDTN2/ZBzcy1eeGaAI+kHSUIqi7kXciyCPv5pDV9/OXkK5D9O0mnxbzj8002v0TQBaoPBSa/TlPtzOki3f8w8azCIsM60arLVEspgeozFIoDxcQuuXqe7k6OYV6mbw+iCfuIJCbNZOAnD4Um0yOUSH6GqogOtUDihdnwUPpc1gWadjri+4RDGYwY9lUxOplkaojZbKIMJvYkRk9NEcsVENPqYwe9wiJP5/Y/i04O9LHvbCkOTk+gzYUJxA5IyEQpta0vco8EgLNSFBWHEHIO3qoogRSolwp6Vinis4bBw1qfh7ilH+sdlmg+vVxRsvTJz5jwms4QWi1OV/OTz4hiDQYC/0XhCpdxoiFtwyB3CSpZiQSPbsCEPOsTJEhgXGEkmyr4VyhU4PJJpdWQmioxs1mN2GjAYdej0YFDGGOUhxnGf0QiMNgMOqY13kCfQ2sPSyFGbOCnYl6gFVhj5IxgcFhLuNouRLoGwHqdbxjGpo8seQbFIpuelVJFZc2TItJxk205G7QHNVJ0HWQ+HxiU6lgBW/YSwrcFRyYI0mWAcd0jGJ0Qbm7QsISanzzE/J/EL/3z5b2va4s+sTMm/zp0DfaWAlsmyP5mhYQgQjQoH7UfKZCJ6M+/eFT+fOiX2rMtFNidRKIgMkVU3FFRsXi8kkwyrHR78RYbDspXAuQjLziJhqQhGI922ytaBEWM8iMWssX+rRq1jwvv/Z+/PYmXL8vQ+7Lf2PMUcceZ77r05V1VWdVc3ye7qNtUtypAFkpZggzYEAZZgCJAEQzBgQIBpCAb0SMMPtgAbtgn4wX6SIAMGBROSYFkUKZLdZJNs1piVeTPveMaYY8eeh7X8sE7cczMrK6uy6laR3XU+YCNOnBMRe8c+a63/+k/f986Id77usviDR3S+8/d4e/r3yPfu8w+9P88/nR3z/Nph3F7zhn1GY3pEBxFHX+mxd8+lGzR0gvblRlcqwbf/MOOjf7AmEinf+FrL4TsdPnrm8N0XmtsgMAu8ZE4RV7xoD5BH93n4GwN+5905p96M2dLkw1mfi2LI1dzm7JOc1axm2GmIIoOwZ9B3CgZBgelYXK49llc1VlMy7Ld0+gaUNcl1AraDPYoYjgwGQYnr63zXetHw4sJkurAwPZPTcc7E2RCvWr79ScR3nvfYFg69juTesWTvwGDPWXOkzhnXl7gdh6x3yKzoUCwybFcwfGuEHE84SwdsLjOCakXXrRkduQzeGGDVOeLRR/DiBUK2iOEAul1a20M6Hosi4DLv0/oRg4lNP6qZ/2DK7IcL0k1D6YQ8T8esM4dhp+bXH6z5ypsVTl+rMu290+fe1/uvbfzeGfIvwo7dQQi9LX8pIv0FWK/1qrBzhz8LIW5jvzth783m1jO/qVKRfkjVm1BHAwxTIARUy4Ts8RWrq5ICD/PkkMn9gMlEOwY7uc179z5du/WSnKXQBvDkBBxLfjoisJMuc11ay+XqvOXpo4p8meM7LVbgYA26RHsBJycQ9ixtBV919ZXSn3l9TXyZ8vg6RBwe8OY3u0SB1G1z3/ue3jD0ejrK8NZbn3Khdwb80SP9fZrmVnxlt6C+Yu9/BErp911eglqtOVQXHPRyxGTMtnvMi0vrJePqTmv8k0+00VdK3597J4p7xjnyw4/4R39scrEJKJYZATl+1+bFzON5NuRq7RNvBbJVhIFkMBR0hxaRJ4m8hr5f4pslrDeYsiaUW7rtEi9bsZ2XzNWQVf8N2rfexT7ZZ3/U8CCccuytGHQaXLOBp0+Rjz6hvF5TzmJyEfDH/DoLc0LaeMSJSVCvMMqCf7I4ZemfUO8fE+VT9ppLCmXzIh5wnH3EfeeaYU+ybHuc/Mtf4d6bDuMDm1/7yz/a2/+rhjzXomcvPfDHj1HLFc/KAxbuEYOh+Fydnh1f/kuJ4G5Xh7vqGgyDNujwvfMB3jDg3V/3b9vY3n0XoohqHvPhf3PO01lI+PYhJ70tJ+1zPnlhg4KvPCywRj3ScI+n/3DKDz8UFG6X6HREr57zztl/w9HjvwtBwLPoa/zXT97kn17tMw4z/sXTj1G1ZGMMsEZ9+u/u4R4MCJyWyC4JrArPqJh+HPP9/+8F2argjf2Mr3zNYB0bWmWXHrkREM9r2usZy8xl7R3gn4x58NDg1x+suW9dsNnAZRyyaHt873rE9Bp8mWO0FY7ZctBJOepuORjVFCLkchuxjgUdt2IwNNgbS9LzFfPrllh2kEGEazVEakvHqTBlzSo2+GQ9Yl5ERKHinfGKPWvJxczkHz2b8HzVRRmCwGroRgohFI7VMDGXHPtrTvdLwo4g3zTIVuGMu3SOOyTBPmvRQyU5frHENlomhzZ7b/d0q9vjxzokaRh63ZIS2pYWk2fxgMuijzHsM3kQYrUV5z/YsL2IafKaqRzy/dk+cRNwsl/zF74+473TguDBHuHbr6/N886Q/ySUpQ6dLZfaSp6efr78nFLaWu40sHdiJbatjaSU2mDZtp7wbastzk5i1LJgMGBrD5llIeuNLlRrGjCbAjGbaatjWXQejhi+MWAwFC8L3PP8VnRnt9js1pjra33a+8cNXXWjDrITVrGsl83VlbR4+r2Ej7+bsVlDFCn2HoR07vXp7nkvPeAfQV3rDc98DlXFdexz1hzgH/Z56x0Dp05Rf/CHVC+uaXtD5Fffx7h3jGXrDYpSeu1br/Wcmc1uc96Oc2Nc7906+z8Om432qMtNTj+75CRa4w4Cir1TzpbBS8bVnbrrxx/r89pGw4O9jLePUvpqzdXf+gFPfpDz8WrIRdpnmTrUho/pm8yvG6Zzk1x62JbkcFzz9pstJ/dtDvcke/2SKJujrqdsZzlJIpDCIDBL7HzLdtOyZEQ9OcR//032vn7AcbThcPsRahOTbxuKtKU4m1OezSiShsrrUhgBaTjhmfcOP3gaMJBLxs6GUGQ8LQ/5sDxlmXpMTly66QXB5ROWasCV2mO/OuPr1T9GHB4QBwfsPQj5S/+LB8x/OGf03oTT33x9bTB/kvGDH+i58957fIqj+zrrcNYc4E06PHgodIarqvRcn071+B+P9eTbbWi325cVpfOrmmeXLg9PW4ZHnv7cMNRtWKZJu97yyX/7ghcLn2b/hCJXhNtLvvXOgtC5IUG4WVPyuOb7/yDh44uA62ZE0Hf4PfG3eWv+DzBcm9ry+TuP9vmbn7xL2Vr87sMr3j9eUbcmOR5m6OM+PEScnCCD2zBMUyte/N0nLL4/ZTJs+M1/ISQK4cUHCdQ10cTnKuvy/I8XbM/XXBZDimjEaAgnDywenEoeRnNkmjNdOzxajZmWPezQIlvXxPMK0TYMrC2TIMXzoXFDktLGbCoGfsHBAdwfbPGTGZtly6rpkNtd2qLCLlN8leE1CfO1wQebE7bOkP09xVt7W+ptwaPzgCfTgFoaWDQMo5pamUxjj7KAtlXYjsFgCF27xFEFoV3SGToQhhijAWY3xFcZbGIsVTMZSY7fcAiNQm/A0vRlemJHQJXlgudxn1RERAcR995yiVctl48S5CbGaCoebSb80eUJmfI53Sv5i/9jl6//5Z/MFPjT4s6Q/7TYJWrLUluCk5NPa9LujPhnqP9+BEppK3J5qa30YACTCa0f8fyFeDlWDAMM2WAsZqg4xjQF4b0BgzdHeIGBaWpnervVRvrBg0/vL9ZrePGkoVpnjNyEe71Ya2ErBY6D6vUpvD4JEel1wvl3Frx4JmmkIBp5vP3NkIM3I7p948dnFarqVoxcKRq/w7Nin7XsMhgKjo5g/YMLNv/dd8gykG+9o4v4PuNON81tD3sQ3LKiWtatWNAXZTaKQnvUm2mJF0+558/p9g3K8TEv8vHu8uh09Ll++EOo04qxt+Wt4ZLjzpZNDM+/s+HZd9bMVybTpse0GFDUUBQGVSPIcoOmbOj1BW88lPz5b2a8cV+y5ycwn7M+T1leV2wrl1yEmL5DFLSE9QYZb0lUiIq6dL56j/57+wTVhub8mny6JY9rmkre9LxlSAlNf0y9f48aiyaruV7bfHwdIRQc7LU8WXR5sQypWgu13fKGdcbIjfnouU+sOpTRkD1nzVea71J4A5zTAw77Of+j//mAWdFhNWt49195SDT6CeI6vyLYEbi9//4rjSHLJVxcsF3WPL10qbDZH9Qc9nM9jLtdPd8/d4d7g6rig3+cUa9Tvna4xNws9Y5zb+8lO6GSihf/dMG3n3R41p7w9lcd7vlzjsUFPbfQc83RBocoIl9kfPe78Pc+HFF4Pb7hfMTX1HeZHLuEVsniecr/8++/ySerIQfBht+6P6XbA4IAyzYIPEn3uIP31gnl8JBcBHqJ+86Gx//dGVVScfKWx1tf9ylWOc31gv0o4/C+w/nM4ekHOU8WEdfiiMY0GXUaBvsOB8cWb56UeHXCR48E89imM3YonQ7XM5NsVWLVGT0V0xdrCmmjgpDcjLBNhWu1DPpwsl8x8EssR6BGE7JgTLJuaJcbWK8Q02suXzRcZx3CScC73xoyvh8y/yTm6uOYxUVNs804CVe8P75mtTF4MfO4OGuZJy6xOUD6IXguwrSwPQOPEjuwiQ4CuqcDbMcku96i6oZeT7F/YhNaFVadY/k21rCLaSisdIO9XRJfJlzPTQzP5fANn/FbfS7PJasXCW62wm1S/unZiL//5IBf/y2Xf+t/8/qo3e4M+ZeBlHq2X11pY3R6qg3xs2faGz0+fkW89jNQ6uWiQFXpBeD4GOkFrNc64jyb6aj7cAg9Y0uwPMOmph2MqQd75LVFUdxGwR3nNr2+s43FIuXFBwnxdYYvM04PKp3/DDTbWWz02dQBcQzNJqW9mjG/rKmxGb3R4+3f6LB//BP6HdtWG/CpVvZSozFzY4+LpfeyZQsp2fzjj+HjjwmGHtGf/yb+0QDL0puUXbX8jvrdsvRaaBj643ep8y+ijt2pql29qGnnK4ZiSb8jKbtjrqoRy42+KYOBvqebDazPU4ZiydvjFRYt86XB+dOK2ccbZi8KVplDbPZZJD60DUnjktYOgac4dJb8+vGU3/vtiq8crJF5ydWLmqtLxSbVXrrZC+nsB/T6Bt3tGe3FNasiYOkdIQ+P6Z50b6krV0uMIscPBK4HrTKo7YAqHFBGI7LCpLheM5sLzpt9FnLANI8wDEjWNaIsCa0MmWRYeY5lSz5Kjkkri0FXst8t+Fr/DLctdHvsqc/Dr3eQ/SHzpcHJb+yx/9VfTDvMn0TsyGF+JCeuFGw2tHHK2XPJfG1hhS5Hb/qMTvyfSo0yTfUGcjKB0/1Su/+Xl/pESoFSxMuGP/o7GUVp0H04gkFfh8GLOYfukq6Z6td6np4sjsNm2fBf/YM+V1mXUX3NWCw4+NqQ8aHDYPWYP/wjg7/7wQhVVjwIrhkHGX7XwR73cEIb12wZ9iXjBxHBW0c0wz0uFzbf+S8uePLdBNO3OHi7ixW5bM5T7NWUgyghdBo2VxnPtgMey4fEooeQDb5VEXiKwQAO9hVKSmRes98rsE3JRdLjfBvRtAJH5hxzRVTPqfMWr+Mgej1qy6NqTTyrpe8VWI5BOHQJ7k+QwxFVbVAkDeU8ZvPRlE9+ULDdCoZDyfG7Ecb+Pt4wIJ0lLF7k2NmGbx5c8nZ0RZtXrF9suf5wxeWVYFb2mMsBWTAh9UbgWBh1je3C3p7g4N0uVq9DnAiMumTQqdkbSsympBE2TdhD7d20tyRbmsWa2Scx62mDa9QcHSr8oc8sC2hLHSUYRxn9908Z/+b91zZ27wz5z4I81x54lmmro5T20D9PzaZtkYsV8eM5xaakMEPKwQGlHdG2+iOeP9ce6Js3stzD+hpnevb5hW7oMdM0t1F62pZ2uuDygzXTSy0KPjly6B2FVF6XXAQkqSDL9PutKqOXX+FWW642PnI04eirfQ4OxRdXLkupve/LS6hrqu6YhXPIPHaoKl4a6WqVYn/0fcb5C0bvTXB//1ufcqmL4qX4Gk2jD8vSm5HPbk52ZC6721yW2vg/ewareYPYrBmy4mBc4+wNWDsT1lsLw9DRzsNDEEry7Lsb1o+mBOWGjluS1zYXl3B2pphdVGy2BomKaA2bLFM4RktSOxi2zbv3Uv6lB5/wa+Fj9r8ypPJ7fHzm8vxxQ5KbeKOQ7mGI33cxN0vqZxesn21YlQEq6mCPe4ychHH6lCi5xs+XBGRYvk0aTIjdCYk3pgoHZNKjLWrSbcMqcblin6W7zyoPOH8hqTYZdp3iyBLTglx6yKqh49WsVZe6VJz0En7z12q+dm+Ll6+wtiu8gwHNeJ+wa1J5PQ7f63H0514j2fOfEjx6pMfn++//+KBalmmH+ibTxeRGjvuzAn2fxdmZHrvvvguR12hjfkPwVG1LPvinJXaT87D6kBdPGmK6NN0BlqlZ14J8wcRcMmCF2ZR6Tvk+eQ5//KTPuvCwt3OyTGAfjhmcdun4DYtHS77/xKctKg4NHeETVYVpStzIxel6RIF8Wa86PHCwhx3O5y4ffF+y2giGRx6T04DUCCkuN0TbCybMEOs1SWbwYfMGP2jeIREdWmEgW0VTghCSorFwHcXxIGUU5BiGYLZ1uU475MoHIeiZW8JyRVfEDIMCv2NTGx51I3CtFk+UYJmIToQx7GMGHkJA0yrKXDJ9UXD5vCWPK7puhbRsglHA+J5PSkCdNdzrbPgzh2cMrARV1cjliu2ja5KrhMVScd2OmdtHXFknZI1NUZtEIuGkl/DOvRw5HLNkhDAFeyPFvV7MYbQl2ItoD0+oh/s0pktdSjZXOc8/ytlephhlzsCMKRqL6cZG1ZKv/N4ev/FvvPfaxu2dIf9ZoZSuQP32t/Xo/53f+bT72DSoi0vmj1Zczixqw4XJBHvUxfNuW8SfPtXRsvffvylQ2xXDDAbaiH+mDzTRKSuaStKutzTLmM1FwvMLi1z5REcdxvcjLPc2fG0YNxE5I6OXXhA2G7aVy+PiCPp93njL+MLI4KsUaqqqWbVdFv4Jca03GK6r70e1TDDWS47SR0yMBeJrX/3Uipjneg9wI76GYejvsguhDwb6Onf1d9vtbfQB9Hefz6EqWjrNmvv+lAcHOdHpiE1wyPMrh7qGQV9x2MvIp1t++A/WfPzdnGTd0O80KNNhtnW4mDtcLRzSbUOZNkRGzsBJkBgYtk0VdOgOLP7Sn5vzu+9vKS+XLBnw3HuH8w+2qOWSKILxnqGjJquYfJawviqhbfFHPpORZFxeMNw8IazXWBaoIGTdf8Bl9x0W/jG506M1PeqsQm0Ttquas5XPrB4ybwcsVpBep8QriWhr9p0N/bAi6FtYtklUr9hz11S9faZVj/cO1nzj94Z0xy7bv/8dkmUJlkPVHTPqlISHPY5/64TRN45/cuHmryDWa138+MYbn6tc+ylst9owbzb6eberl4Be7/ONupTadgtxo1qW6t5yNZ7ww+yUstS/dx0FFxfMfzjjbNNFHp3gdhyUVJRxibFe0q9njJkTNWtE27BpQj4+9/HqGH91qcPHozeQ4wnm/oRqk/GD79aIquStvS0H7orV05j4bEudlgjTwDQVgaMLNYedivFQYdmCi7nDs00PZbscHUNw2KfqjhFKcmhO2S+eIZItlbL5XnqfT7IjtkYfFXjklUOcG1xdG+SFYNRvGYQVgdMiUKSVxTzxKKRNZXgYKPx6w7E952uTKd2+wSL1kWVNJFICtUWFEfnkPsXwiKoxqOpdN6/g6kqxOEspFgVF0lC3Bq4Hdsdl1XQxHIvDYcmb+ykDLyUyCsJygbO4or2cki0LUhVwaR1zpQ64TkLSwsSsS/acFW8ElzieRaZ8pKFrXybWhuPOhoNBTecoIhjdFPc4Dps24jIOKQuFr1KGcka8Voy+ecr9f+8vvrZxe2fIvwA7MpUf2Zm/TMpu9K54p1KwS+iu18jnZzx+brGxRkTHPY7eCgiCV0Lghe7AMk29Q7ctpbf5s5ne3p+eghC0rXaCZzMtCUqSQLKFJMVAss5slm1fF+K8pwvSdjV1N2MJp8kQlxew2aBMiwuOuKp1rv0VTpQfxY5C7fKSYlvzfNvnvDkgFwGeB/2ewqp07k/EG8ZBxhEXWM5NxdB9HTrKMm3A12v9faNIG/VdhuH0lJffc7HQPzuO/pvvay98OtXvCZoNp+KMUVgghgPU4RHPrj0unpSUi4R2EzN7mnF5qcg2LVIYRF2BG1pkrctya3Mxc8iWBW48Zb8958RfMtozSYI9kmifJugTdgy+9Y0UJ7BYPEvZzktie4B5eUEUnzPo1LSuz2rrkKSCOm+wZUnXrxn5OT02iDxD2Zoqt5wcc+2ecqX22RgD8tpGNBUiXlNMY9JVyWJjs8pdisoijWtIU+y21L3+QcU79zKO3wroDU2qxRa13jDotFzsfYNpMyZiy/1TUJst6QfPUK0k9Fp6fs29E8nh+2Mmf/HPYg4+p1jzDoAe8t/7nh5/7777k18PenwuFrdUCqBrPXo9vTENgtuA1E4+YEcextkZz7+9ZBY84M1vdj+dStpsqB895fmlzTo4wt3vMxze1JQsFG2cYKZbuu2KnlpTrnMuFw7j5oqj5CPmW5clQ9JwQrb/Bvn+Az74QLK9Ltjr5PzaeyXRQUS+Ltn88JzsIiZZ5NSlQmJgyZKumRO6DUZTkFQuhXTodRR7wwZlO+C6+CrjnnFOt12B55E6A57HfaZll8YLcQOLWPT54VWXReLSD0p6Vo6QrXZIyoZl4jDd+iwKn00dUCoHx2g5CLe8vz/neJBpsZG6IUhnjNSMqGshD49Q9x+gOl2wbWQL87XBdGmxnCsWZxnxrMBuC0ZByrrpMq0GVFbAYCgYjQS2I7BFSyASguUFwfQxfrrAcgRV/4ALuc+jaY+LuUNZQUTKnrXEEi2VsqmVjWwVrlHStws6HUk09giGAZ6ndDdu5bDKPWplYxstv/UvOPyFf//91zZu7wz5F+CjDxWqKHm4l+KoUs+gJLkl4N6p5oD2op8/h+mUxg35uH1I2j3k9B3vR7jxf4Rx1bmhHlutdI79+BhVN1yf1VydNbRpQagSBtaWTtDg+Bay2+dpPGQrQ4Yjwenp57RkvWpBLYu0c8DzfEJWaMaqe/d+jFN2E6pPPr4inlecbyKepSNqHHy7ZtItCS1NFRd6Db1IMj6wsIvtS9ojtX/Aeq0NcJLcyoY2jV70QBtq29Z/L0u9YRoMbsXNkkSXFGy3YKuKw/aMrlyzKVxyt89qWvGP/qDm6VMFVY1jNAjTwA1M+mODzshDKsV6LZitLGZTRbbM8dZXHJdPedO/YHjo4rx1yifWu5ynfZqsZBIV3B+sySuHdNtiLOfYqqSnVriiIQkmzNIIqcBrE4Jsgd/EWIaisQMK4VGGI9rxPnlvj03hsm18crtDIw3CZktYLRHplqIQxJnFYqFYxyZF1kJZEZkZnUDS3fcZP+jw1d/w6LsF82dbrl405Lli6044t07JUkW/vObQmhM2azrVkv0Dwf6o4TSYM36jR+e3v6aZqr6Ic/cOgPayz850O/iXJeAqCj3dNhs9fndwHG3QXfeGXGml575pKJ79nafshyknv//Wp5T3AL3bffKE+CrjRTaiGB7SG9kcH+tzbTYQbxT1JoMkYXNdkC5yHtrnvJF+F1+mFGnLcm2wFCOKgwd8VBzzeNrFbAveGa843m+g16d1A9qiYTtNKdYledKwSSzSRNGULW1eka8KstbGsAz2+zXDvsTpugRdm46K2SteYMqa1gtY02cWezTKwPfAcyVP1z1erDuYjkUQSDxL4lgK164xq5IiaVluBOebkPOkz3UaooRBxys5GRYcDkuGnYaxE3NQveCgecFhEBPsdzFPDhGjIXQ6KNth04TMUp/za4sf/hDabcpD54KH/jVXsc95McTwHIZjzYRZGx5pZVNlLfLyphaqKrF9C28QUFoBz1Y9Xix8ygLtYYsVLjl1Iygam6YR5JWBoSS+XRP4EAaK0NX9+7ly2bQR3/zdkH/1//gv/dxjdYc7Q/4FWP7hRzx/rHPOD44q+gOhJ1q/r73vV0up12v44Q+pn13waHtAMTjkjT87on/6ivcjJTLN+fAHLUXa8s7DmtBrdR/UcvmS1W21kJxfW5S1QS9qORzXhEMXej3qsM8sC5lOb6mef4RG8pUYtjJMtuEBC2PCcmO+LCILAm3ny0VCNY9p45Q2K2nXMdUspswlFQ4Xcp/aDuh3Wt48KRj2FMK9cfVdF7MXIaoSY3aNQNEc32fR9lksbrlwdiRtFzoo8LJWZydwEob6lu5et17fdnrYpmQi5pgXL1hd5GwSk3ijeH4GH150qbE5PFQcnVp09gLM0KVJay7PGl6cQZEpqrig2aZYqznD8pI3vAs6+yG89x7iaJ+zZcjZuYA0ZRgUDLstpmfh1QnB2SP8bIEV2BRGwKzus6wiLNHQreYE9QZpezSDPRiNEJ0Q92CIaQumM8FiY9JgY1HRqxdE9RpXZmS54EU+5HzmMZsLksLApWbg5jw4Khi+OUQNNd1u4DZMLxqeX5isNia1NGlNh8Zw6IuY96xHfMV9wnF3y+GhYPT1Y0KvxZ5f6gHy/vu6Z//LkBr9CqNpdNHbS0a2nxFSflpJL8tuOM/lLRsxwGRQ84b8BNszMd9+A8PWMsOvHrvU1nxtcs0BsttnPBEva0myTG94swwef9yyvq6YiDmd+Azbs7BVhXP5jDrOSGTAVE34aLNHUjn03ZzT3obIb8HzEWFA00Jb1FDWYEBVKIrapKgEq1nD9bVBWggUOrwc2CWB03I0LHivP+XdwTXdsYs42GemRiw3FsIyORg3tFXN83MLURXYNKSVTVK7WI5B5NSEdkloZLRxznpR8Q9fHPG9xRHLQusXhGaF4yoc1yC0G4bGilPrBW/61xx0MpzIxvRdLM/Ccgxq4bCqI76/2Ofpqk9gFny1e0anWbGIHeLao+M1HA8zDgYlhu8Syw5x7RFfJGyvUrLSJHMHlH6fjT3iMu9zvfbYliaWrPFkgS0LDFkjlELVLaousWRN18iI/IZ+UNH3CiI746u/f8Sv/bV/43UMV+DOkH8xlkvKQvF4GpE1DpM98Vn9Du1Wn53BfE5KyGP1kGab85Z/Tscu9Jb+phRbFSWfvHCIU4M3T0p6Yatz4mkKJyfE0RGXK4+kcvAjk5NTg+5IF7SstyaLhTaESmnDd3z8mQ38Kz3vUpjMrQOu5YSqNV+GtG0bklhSTDewXEFZYsoaUzUYVUGeQ26EzMRYqzF5gsmeYLRnImz70/ynNyInKklJVcDaPySpHJTS5xoMtL2fTvUi47r6msfj23zi7vp3bfUvXugFTklFp5jiXTwhfbEkTRW16VFbPvO6y0UzIdoL+cqv+/S6kvj5hvknG7bTlNnCoKwERpEiVxvSRYVbbNj3N0zGELxxgHP/kNwM+PBZwPK6IjJSHM/C79mEZkGUzTCXM5qkIPOHZFaXVeqCbdMXGyb1BR2/wT8e0r/fZ9BtCElp84pn1x7ncZfWMPEccOqYZCUpSpjnPs+yPa7TDsmqRJQlvlFyOkx480HL5L0Rc/uQeRaySU0285LFVUORtNiqYhBWdP2G417CN8JP+Ib9AeNuTfDOCeLoUN/w58/1iv7WW/Dbv82nKfju8NNgl+X66ld/1En+ebFrQf+bf1M//93fBbNIaT95SuuFyHv3UYhdMftLfQRVVnB9TbPZMtsGrK0RVr/DcHhLkrTjZdhxmIytJd52Tu1G1H4XsZhjXF9i5BlFa/HJtMPZ0kNJxb0o5ihc4bsSN7Cwuj6m5yKaCqtMoSxQrcJAYtoms5nk6bnNVRywLSzqUr1UUYxIOOSKI3vKICgJI0FudTR1cWQSjnzasEev23LYTSkLwWJjMY9tisYirWxMx8L1oBO0qLbhemHxfOqxii3qQiKbhkYa1MKlUC5Kgm8UjJwt+2FCP6zxfYFpC0zLBMvkOuvwaDEkblxCu2UvTFCNpGpAKYOOpyOOe4Oart9gmGDKBjtZ4eRrHEthd1yMbkTe2+esnPAiHbHKHJQES5XYVa77yxPJctawXUtkWUNVYRstvlnyW78F//p/9j95bWPqzpB/Acrytlr64uKWOW3Hea+SlPbJc6qkYuMfkAR7WLbg7bch8G9m0/e/D3GMsmyeylOW7gH33+8yvufD06eUq4x17z5Lc6LJSWxdab0jP4ljbet3fxsO9d8+tbjsVMNuWOjW7j7Piz1qZeH7N9wFRUu2yBBpSqdZ0XVLIqvAsRVp47JKbDaqy9rUzEmmqSnPHzzgpQDLrl7AUC1qOqN8cc18ZTG3DynDIaZ5W7QG+n7dRPU5OtKf5/u3NiXL4OJMcvGs4upcUhWtlgdNL7Evn9Nsc+rG0B86HJKGe1xXPeKtweGg4H5vRXW54snjlsuFyzqxKGuBX60Z5pdkcUtTNRz7S97ej9l/GGAdH7JgyOXa4/FlQJpKHKMmUR1sajokOG0BssWuU/A8vKEuHhyMDd6rvs198YJgErE6/QbThcn2KmO2NJkWHbZ0aSwXT2WoqqbMWraZwbbymBZdtqVNW9RYWULPTHT4+z0P4/iIs3zEfGWxmldkq5pyW2O1OX0z5bS/4eEk5eFBwcNwyql9SdBub3oVb9imdpTAe3u6+PLNN1+/FfoVQV3rXPlOevx1QkqdJ18s9FyYTPSeSywXuvp1NPriUMBmA+fnZKuCi22Xjb+P2euwt6f/9ZZ1e44sgzfDK3rJOao/oD55SLUtqZ5dUs1jamlyVfT47iOP82c1nioYWjFOsdV0ypYJYYjodSGMUFJCXqDyDFE3qKoinlcsYovKcGmDDmnpsJhJ0k2NyDPCJsYjx7EkNRaldGiUgUIgDJN+WHE8yIkChbAFrTIBg6IxyUqTonVohKZrbUyHVAaUtYFUEDkVvlEg6pqmUmSVqQVcFJgWRCH0o5bAlwRuSzeSuKHJ2SpiFru0UjDq1UReQ5W11IVe8IdRycGoZTQRDHoSUzYQb28LIXakMEFAGQ1ZFCHT2CPJLZANHRnj1xu8OqFOcjaZy/XGI60sitbmm7/j8m/+n37ntY2pO0P+Bfjww0/nuZJEh3zrGgb2lnF5rqvDj45xB8HLNhSzrV6SdkvXZyWG/OAji8unBQNjw56zgSyjdQPUm2/B3h6+ryfhaKQn907pa7nU4+XoSK/Zn3Ks6lq7u9OpDtuHHZ7GQ+YLvS0P7ZIqqZFljWdUjPsNw7DEFg1tC7Ms5DoJqaMBmdWlUvbLzcLp6Y9IdGtMpyQfXzGdCdb0UXv7dEYOk4le9Ha94Tu+8vFYp/3LUu8z4mXD5jxhflGRrXTdgVAtPbWhl11gx0tk01L7Pcr9e4iTE4TnstkarKcVyaqkZ2wRRcbTc4ezmUvTmgROxbCeclR8gl9viWuPrlvxlfsZg68dsz35Ci/SAbONQ5Yqzp9WlHFJIwUtNhM35u3+lDd7cxxTwnpFZfg47zzAPhwTbq/pPP0u22XNmXmfa+OAKqtZNx1ia0hmhjR5i10nBHVMm5XEmcW2ctm2Ppn0oK5xVcHQSRkPJeG9Ee1owtNrn+VMUqQVKi2wm4xIZLzTu+Y37035+jsVw6gmKJaYeaJvsmneqsS4rn48OoKvf/3OA39N2DWQ/Cy58i/C06faiL/5pnYUPmW7Ly+117C3p9MiPw5KaaNycUG2qbhMe6ztCUavw2AodqJdPHp0Y8w7U3rxCz1m3nhD78qTREcT05TK9HmUHPLxrEedVRz1Ug69JfbsiuxyQ5oLssahcSNUt4fqdFCmiSGlzonHWxbPUtYriRIWdDtUbsRybRBvWogT7CKm72QEHYtS+MzzgNXWYBObuEbNpFfQC1osVWPJBlM0GEJiyhbZtJSFoigEeWWyKW22tU/eOron3ZL4Vo1Pwcja4BklsoFManKm1vFwfAuBhFbiGA21MphXPSpla4rloMRSLVkGeakwmpqRnTBwU3pBzSCo6JgZRhpj51scKkxD4rQFlgWtF7ASQ9bWmLR7iBqN8PcHuKMQpMSVBfU6YXlV8uY3u/z2v/311zam7gz5FyBJtEGF23WxbeH6BwsWH04xA5+DP3PC0amlK7+bRs/86ZSmFVxZJ1zVI84fpRTzlHuDhNPBFpWkyLrF6gY4kUN3ZOMeaq8TxyGO9eRuGu2d/whRXJ5r4z2fo7YJeWUSNwHffxay2Fj0opZRr8V0TIYTk/GhTWhXkKaa/3ftMK36NN0hrR+hlN7F+74+32Dwo3ZA5iWrbz9nelaRmR3Mgwnjez6TiX7vcqkNdZZpGxMEep+xWMDsqiVf6mShWWYoqXADAz8wCKo10faKcluR48HePurkHsHAwdyuWV4WXE8Fs6XBeinJ44YqbcgyiWu0HEdrjtvnHOZPCFTGC+OUORNMR7B36iGPTolVSJxaeCqnWKVcziyy3MQRNUNny3ujGW8PFji+RWWHKMehTBuMQQ8jz7CePKK6nHOd91iG96i9Do3tkhkdFNAWDWZbYtQFeWNzVQ+ZFj0K6SJbiaVqIjMlsmts30BFPWK6NyHCFqMqiJoNQ3vLfrDl/eMlv//+gj17rY32cnkrVRdFOrSxK444PNQu3a5C8A6vDW2rc+VBoBWEXwd27HGvks78iO3eNZz/JGMO2qDP53B9Tb6pmGUhC2OC7OrOi+FQpwjKEt7szemtn+kClbfeus0Rrlb6IvKcVeHz4faIs20P19P88veOWvqVVnmrL+fk24a8tshFQG5pJTCptPNQxzmLFynZusYULd2BiT3ssMo9ppctyTzHSdb0zJj9boHYGzGzjvloMSKrLcb9lv17FmY3pBI+Za69ZFm3Ou/ctLR1i8wrym3JYiaZrwzyTFHmirKGtjVQUuLIgoiUnlrhqRzHrPF98HwL4TpIYVK1BsvcY12EtAi6bonvSgwBWetQ1QpVS3wyIrPANxs8u8Yza8y2hlahFEgEwgBME2mYpI1H0gY0loOyPZzQwoo83MDCMBS/+S2X/+H/6u3XM6i4M+RfDkq9FFIp/AHn9gPteWa6enHfWuBYkmu1x9Q4YDvNSJ8viOyKt99S7N/3bvU2HUdb6tVKL9RJglJwmfW4rEb4ex0evm3degJK0S7WpM/m5JdrsmVBXhoUVkTreDzbDGhsj7e/6nB03ybsGEROBYsF2fmKZN0QFw5be0jTGaBs5yUNahDoReXzWNTqGmYfzJl9MKdpBd79fcZv9fF9vZ+I49tjp8baNFBsCpokR+Q5XSsn9Brc0MTsdXC6PvLqmvrpBZQlbRDhPDxG7O9RxSWrpxtmU8libZGkinjVkMSSZp3Rl0uG5or9IOHYmuGWG+LCZmods/BPUMBkpDh6N4LJPlUlsZIV1SLj2aXN5colzQ2GXsJep+Kd45SDIwMz8HAoSdYt2+89pV6nqLrBKlMSGbJ091gHRzROSNFY1BU4RgXKoLYcZtWAZdNhUzggFaasCFSCa0osUyJsh8ryKJRHU0rstqDDlom15H644P4o4Z39mLcmG6z1XI+LqtK7osNDHd99990bxiBdmfupPMUdfiGYzfSUv3//c4pKf8bPGg5/NFz/I7Z794vhUJ/8J/X837DPcXVFG6csEpeZHFH4A5TrsV5rD/0bJ0t6yyd60/fmm58ugNxs4PISuU25WPl8tD1k0fQIIuNWsKjfYic3a9aN/q+ybConohQeZQll2rC9Sjj/MGF6KZGNJAyh0xPUWFzPTeKrArla020W3HevOelvOTfu84m8j9v1uHcCkxOH3mkfYzykCbqUrUWtLOpGa0zkud6gZJm+t7MZFLkiT2vSdc1yLlmtIEuhLUrICygrLKk7XEK3oRO2uJ6gMSzi0ietLJQwMSwDYQhaQ6cCamlqERaz1WIzVo1ntnjkuEaL4wqECUK2UDeopkFVLXkBeSGoGgOBxLQUtmXyO78r+Hf/+ufa3Z8Jd4b8p0WS6Fm42WhD3OtBllEsUqYLg1nsMZcDcruH6wuc1TV+s6UzcnnwG0OcSY+m1X3hTXObe98Z0zIuuXoU0yxiJmHGvYOaxu+QKZ/kKiF5tiBbVygAz8PuhQT7HfyjAbOqR1EK3nsPBIrkfEN6vqZYZtSNgDBEdnrUfgepDAxDT+pOR3v7n6cBEy9qZo/WLJ9uKJIGuxcQPDzA9J2XvbI7nfLrayjTGlEWWFWud69eQy9s6Y5sRBRi9DrQ1LRPntOcXSPaGtnpkw+PKKyIdFWxvU6ZX9as5w2WrDGLlCJrKeIKv0l4GE4ZhBWtF1A2JmlhsaZL2jtGODb74Za33xa4b5+yXkHx5IrV8w2LtcnltsM6tYjMgjfHa+6NS75xX3vB5dmUF88Unyy6LGKHshYI30daDmtrRCoihGPjOS2+3eK5kkwFLJou88xnm9mAJBDaOFuywrAMGuFg+hZCGDhUeDJlYi45cpccOEtG9pahsWFirTT9ZtvehswfPtSamt/8pn4eBHcELv+M8OiRnv5f+9pPZm/7cVgudYdpr6ft5+ftv1680IG2lzQSVzeuehTpcPhP23WQptqqLZckqWBRd5nJIU8XXRpl8s7hltP2CZ2egfuVN/TYehVxDFdXlIuEi4XL03WPZRWBH9CbOBwfa6PeC2rEaqm/3I42MghuW1A8jybOuPzjK84/2JDFDYYhiMYuRuhzMbN48VHB8nmCWm0IiiVesyVpXAyhP7/flXQHJoOhYLBnEwx9rEEHM/QwfQfTd7BCF9OzMTyHVeFzvXYpWwsvNOkOTVpl8vixvr+LBSxfxGyexWSzhCqrMVSLY7a4DkjDxjQaHEvhWQrLVrhWQ6VslnnAOncolYNhCmwLXFsSOSU9YobWlk6kcHo+RuCBbSFME8P3aKWmVd7OCmSa8dXfDPlLf/UbP9tg+hzcGfIvgJrOEPPZbSEZaMsXRXomeh4yiJi3A87WEc+eCxbXFeL6Gtto2X+rw8FXhijEpxjKdihLPec2G20UbfvGsDoF8tkLmu/9kOZ6rqsxhz7hgzHBvRHByQjraA88j9lM19T13Qw339Cut5rzOLLwD/uIQZ+0dsgyfcmOo/Nxo9GniWDqWl/HxaOUyw9jkmlG04DyPNqoS2F2XlKpwo2w00qr/wzshINezuG4ptszsPshKgxRro+UIM/OkU9f0MyW5KmktRxyZ0CeKdJNzXbTEm9gnRp4omZgbqiylqw0KGobz2vwXBM6EdKwMNoaZRq00RC7F3IUrbm/V+JEDst5y+aTKctpS1y6zJoBy8wnIOXt/oy3h0vuB3OG9RXXU/j+bI9n1SELRrSWi2+WOJFN43bI8TFMQdBzMByT3IyYbTwWa0GRSYRsCc2CnrGhQ4owBKn0aG0PSygG7paB2hCqhJGxZmhvGNgpfbFhbMcM7S125N4QcJ/qZOy77+pV8sey9Nzhl42q0oxsnqdD7F92P7XzxD8b0f48XFzo5abb1bbbjFc6z2YY2jP/IvGBz2JH2jCfI7OCxcbiO5djZlWPwchgXJ7jiIbo3WM6x106nc8MuySB5ZJ6EbOYtlzOba42PhsZYfd8hkcBD94wtNCjUeoo0nqtFzXQN+xGMlF5PqvzjOlHa9J5jhCKwb7L4LRDHfT46LHB+aOC+aMl5eWS1UWGyDP8NmHsxDiixbAFfmASBZKob+KFlj6HbUFzs8AKodvxaptl5tEogeco9kcNva6iVA5Z7bCtXarWYrOuWV9VbFaSPIOyFqzrkLRxsQ2J50oiv9EbeEdhm5KiEiSFTalspLyhqFSKpmgImpiBsWG/m3FyIBmODTyjwrBN2qBD1ZuwNoYcf7XL27+7/+UG0hfgzpB/Ab7zf/sDitlW0y4+GBC+dQiehwgDKtNnvhCcnekIU12DS4FxdUHbQj0+JFc+jqMncL+vjeBOmrS4ETSq69ucsutIqosF5UdPaZZbHFfgHg5xxx0My7htQgUQaPm8Z5p69Y2DjE5XMDgOCE8GJPaA2dJkuTF1dWck6PckrtkSbyTxWpJmBnFqMl8ZrK9LskWObKRulT/0kG5I2Zi4tiTwWmSruLqUzC9Kmrhg4CQ82EsZjQzMwEHZLqW0yeMaFcfI6QJ5fqGr9quGQtpg2zStiVSKVRlQK4u0dimVjaVKrLaibSAXAa3lYvkWg76g4zcM7C2R11J3h5RuF7fcMmqm+GZBnJjMVyZxapJaEVv6rCsfqoqJs+Ht4YKOmZFkBrONw1k+ZKO6FG4PZ9hhMDLo5lPMpqDy+7SGgfQjSitiXflcXUqyWYZR62r/nl/TNTM8UdBiUgkbJQ3G3pYT85J7nBHJGJsa36pxAlv3qPdawr1QG+v339eGe3//rsf7n3PsqFu73ZsK858io6GUNsqXl5+uMftJmM+14Xfdm8YDCu3OZ9mPKi/+tLiptVDLFU+fCS6XjiZxaVYkpU2zdwjjCbat16tOR/srL5seyhK2W4ppzPJFyosri6ulQ6JCwpHP0Zs+D95xdBucrPUNu5Fxfdk/Z1nguuS1xfyiYnHd0NYSNzAZ3/MZPeggOz0uVx7n5/DJd3R4vl3FDOScvlpjFik2Fa5o6EYNkwl0B5qwpXV8LWTSCk1gU7WsYoOrpcs2MxBK0nNyek6BZ9bkpSApbdLS1uHvvCZLJFUhySuTq6JL2nhYhsIzKxxqLFMR2jWB12Jbilp4ZLia3c2wKJX+vDJtUXWNIxo6fk3XrRhaMSM7ZhhWPPzzx7zzH/xrX+5/+AW4M+RfgL/3n77gamaRu32UZSEsC4SgzBqyuKUtKgzV0PVr+m5BLzmnHzb0vnKE13dRSjBbW8xjl8ulyzJxSAsTw9ATZJcu73s5wfaaaP6MoFpjhw72Ow9x3nsDO9SxvBste2Sc0J5fUZzN+eEP9a7grfs1tRWwll02mc02N2gagUlLP2zoeCVZZhAngqIQtLUky/Umts1rvGJNR2wZdmsO9g0aN+TZukve2nQjhWVKsliSJi2ByplEOUf9jNZymKUB2xjaoqLKGowiQ202NJuMMmspjYDM6SECD8M2KWrdirUpXQwURWVgqQqrqWiFwUYMqLwuTs+n31P0vQyfAoRBRkhuBLhVQie7IpIxaeOyKT3S2iapXGZVl1Xq0JSS0MgYeRn9oNRc8MqmtTxaL8LoBfiHQzphixMvcGYXZElLHoyo/S653SFOTDaLmmaTEcgNfSOh6zUEToUwBEiFoSRdNhwYMx6op3TUGs9skI6P0evQPwoY3u/QvT9A3D/VIZf9fZ37vMOfKMznmsil19MV5l9kS3c6CtvtpxiXf2pstzrSJqV+72h4syvYKS8eHd32qH4ZKAVJwtkHW66fZPSdjAc8pc5qtt1jtsfvkYgOtdQMgKap1yrXfeVwFG6ldR6mTxIePxHM1xaN4TI4cHnwrlaG647sT7PiFIXeEBQF1DVSwnopmZ8VbFe6qrjTNxmd+PTfHGHujdi0Ed/7wOTJJ5JsXRLKLcZmRbXYItOcNs3pWTn9oORgHyaHFuO3B1j7I73rutmJJAlM5wbzhXaeHEvR60h6YYPR1lSFJI4h2UqyZUk6TSk3OfO1wdNZQJy7KAWuqGmrlqpoMdoajwKXEtOUGMLAMLXgkmkqtoXNIvXYFB6Z9ChxkRjIRvGtbxb8R/+fP/vl/ndfgDtD/gX43n/+mHhe0TQQZyZJZlDWhta2DiR7g4phTxIFEi7OQUqaw3tsCo840QUZVQWy1YPfd1tGEwM7cGiKmnKRks1SinVO0whaP8K4d4R97xDLs14SPJiGws42iHgDaYpsWp7PAxIVMDqwqStoyhajqQitkr5X0vcLfKthvrbYZjr0IwyhezdNg7aRpLMcs8yxbIE57NI4IYu1yTI2kWVN39oi04ImLTHbio6RajpZIahak7KQtHlNW0vKyqAqJWWJLorzBaLfwQo8WiWIU1PTPUoPoRSOo3ApKSqDEofC7CBdjyAAXxQ4St93WonvSnynoWenjKorrCJhngcs2gG5dNgkJlfbgFXu0zQ6NXHaXXEyLDA8i9zokDh9pB9BFBHud6izkvJsRjZLKLKWvHSogg4tNk1W0WYlVlPQY82euaLr5Ni2wLEaXPS96IktfSN+eV/aqI8YDem+vc/wNx/Se/dA85rvXJu7wrQ/8ZjNdK7VsrRj3O9/2ssuS/2a6VT/u09PtRP9s6CutSO+3erNw+kpOG2u3fUk0WPq+PjLhdtfwXQKZ5+UuNWWN9Qn+Bef6Is+OqLoTEhUSEZAafiUhk/VmrxqEna1No4qqZZb5s8zrs9qskIQeoq9fXj4ts3knoc3uiGd380BKW+NellSbgqWL1IWT2LKuMAocnpBzajf0h3rIt3n2wHzukeNjekIKGvSZcHivGA7K2nSArvJ8UTBOCzZ21MMD1169wc6snkwwBp22VYu84UgTfXldLv6f9Tvf3qKNpUku1iTXsacPy548sImTk2Ua+NEDtvcZr0xaFL9PWSa0WQVeSqRVYMtas3VISvqoiEtTHLlk5kRf+Z3bf69//iu/ezH4nUa8tllQ5loaR1DNphthSkkXmRRCZe09UiXJdnjK8oSNv17pI3/MpdsWeC5Ct+qcUWJn8xppwvkanMbU48imt6QsrdH40bUlaTOW9qywZA15maJuVliNSW+qzV7H8djlpnLqFcz6ErCQDEYQq9vYPs2yrK5XtqcXdukhUmLSS0NqtZksTLYTnPadYJhKhovwuh2dAtFUSLyHLvYEMktIs8wywKPAosalMRoG4RsUMIAw6CUDhgmnlHiWBLHlpRmSFwHJBkUpUGBh2GZdIKGkb3GERVJavBkNaTExYtMBp2WjldgSM3gZtmCPX/LnjXHz1aI5ZzNtOKD+ZhpM6A2fWplMcsilnVEJWz2+xVvHJc8PCxxPJNF3WFDn9oJsTsu0SSgXKfMPpiTT1OSFKQwqSsQsqFtFaIq8WWGT87QjomMHNtU9N2CoZfQdUq6bkUYKKQfUoZDxN6EzrtHDL75gMFXDzHtu6K0P83Ic21gd5ILYagNQFnqA7RhODr62YvjdlBKG9yLC/388FBXthvxWle2l6XuXtjf1wVmXzKBnyTa829buD9OGV5+X+e6g0DH118p7lGGSSVcSm4O5VDiUrQ21U1ouakl66uSi6clm0VNm9UMworj/YqHxzX7Jw6d/QCjG31aTWYHKUlnGYsXGavzjGadYOVbBmLNwC+oK8V11iETuk3Uj0z8yEK2iuVCMr1oWM8b1ouWOq0wmgqHiq5XE3UFUd/C63tE+xHOpEdud8nMDqITEnQsBgN9G7vdz+y7lUJuU57/MOXxD0pW04q6FTQtXKVdLlYBSeVQNUDTYgsd2ldNiysKBk7OiAXD/Ixus+at3x7x6//bf/VnGhOfhztD/hNQ17oqe7W6lRCta2gaRXU2o5htyZRH3ZtgBc7L3FIY3tCRyxw7WWFtFthtgW1K7I6H1fGxfQvbaLFkhSUrhLrJfzcNcrWhnq2pKsjcAVPnmGfbIY9eeGSlxeGx4OieQXdg4QbWp0bd+bn2GnZUrlLqRSfZVLTXC2xZ0QtbemMTUVWUm4J2nUBZ4DWJJjrYrLCaHEtWyJthUCubFhNl2ri+wI8sBmMTr+tocYKZwzL3qEswbUO3d7glQxaIPOdsE3GWj7muBiyqLoZncThp2ZtIkIo0bglVwqlxxpFxjdFULLc6F/ci6bNs+9AJcX2DbWmzSAPNN96HN48yBkGDbdZsVY9V26HxQoKhh+WZbJ8uuPxwy2ZaUucNlqMIXIFTJ7hljENFT8RERoZjKQZOyshNORhousY26lJ3R+TBmMoOIQzpHEYM3pkweHcPqxt8dujc4U8xbiLUL1v8d1wM3a72nl93rWJ1yzGF4+gMzXikdNX41ZW+CMu6ERQf3u4ufgrUtTbmSQKTseJEnGPMrvXnHRzwste00kJJLx939Tq7a2xN3YJ2Y+hXhcfZ3OX5mcl62dJmFR2nYOznHIxqBt2WsGNgRZ4+Or4+AgfLuuWQX68hXktkkmEUGaHcopKELBMUhcI2JI5n0OsLwkggDEHTClZrmJ1VLGY1ybwiWxY0WQ1tg2gbFALLMTSLtmvTugFm4OEPXPy+x+DII9wLcLs+pRmQlSZxrG3B1UVLPKtothkdM2HoZBi0VLWgxqE1LDyrxTcLRJFTJQ1VLlFKYsua977V43f//d98bePjzpB/Af7oj3QUq6r0WN7Rnba1ZPPomnqdYfYjOsddxv2GvX5FaFU4yRInWWJvlxhlrne1UaSt6m6CCXGrNWpZugKu1lXgu0lZhkOuzGPONxHzuf51v69rpA4PednKtiugOzuDP/xDfc2eB+NBi8pzsm1DE+eE8SX71oLAkxgoRFPj1VtYr3UbRl2+7NNsTYfK7yE6Hdy+h9918Pe7WMMuleEiVEu7Trh+UfDsCWw3DaHKGIQVodsQiAyVlWxzk0fxPp9kh8QyQFm62C3ya073S7pmSruIicoF971rHvTWWL7JmTzm8XrI5cpj27iYjo0TWUhhss1tqsagG0pO93J6XkEqIq7rIZsmIM8tvEAQGQn1dM30Rc52o5B1i2e29Ds1HSMjiq+I2iX7zoaBn+O5EIaK0RCO7xm0o33i3j3i3j1kp4thGnT9il5P0HswwD7euytSu8MvFa+QsWHbt2yQdrHVMf3NRhtY07ytWttxDnwBlNIOwPW1XpLuTzK66+f6RFGkm9s/26bWNHpx3B07I7/Lhd/YDylhtrF5uoh4MQ9YpTZNpfAcnaPuOCWeqPBdqfceuyKiVw5pORSleCk8U+Utoq5QVUWZNNR5TVvWONQ6FedKAl/h+wLbaJCtoq0VedKQbWo2K8l2WZPHFXGs2G519DCvLJLKoZA2jTIxDIVjK3yroRM0HPQrhgNJryPxA0FruTSmj+cpJtaagVogk4zl1mKWhizrDoQh/jgk2Itw+j4Kg4dfcfm1P99/bePizpB/Af7Wf1WQbRomvRrX1Lu4Kq2pnpzjFDHjBxH7D3x8q77RCb85DEPPhp1K2nisJ5Jt3xrvmyrQl+/ZhbA8j8Lrc1WPOJt7TKf64wYDnZMbj/VLq0rPo81GV9M+eaI35utFxdjaMFEzjCxBlg1utmIspwSkeHaLQ0XTCmhb8sZG2i6N7VGbPpZjYg0jrP0R7iDE8m2EbFktYTOvKNYF6bomTVpWsUVZQs/JePOo0PSybUOybjlfR7woxzzLJqQiot9riMySwCg4dua87Z/TrRfMVwbTdkQ0cMmjEXMxZrWx2E4zZJbTdSu6Awun61FJk3XmIGRL38kQhmJRdFk3EaYFkzDjtL9lL3/GxeOCR5cRq8zFUC19N+PQnbNvLOnLJd1qTscq8EYB1tEeVW+ParhP5yDC3BtR9jTHpWO29MyEftQQDR2Mw5tCtbue7jv8M8RNqzfb7W2edzCAbiSxs41+wXZ7G+s3DL0GBcGnHz8zjpNEF/QVxU2BvDfHuj7Xi81goPMFPw1/v1LaMXm1wK0sKeOS1bzlemExXVokuaFFVgJJ19G1PaGpD1HXNEqnBqUwkV6AdDyk6+sWVumRNTZZIslTRZZKsq2kSGqdEm0aVF1jtA02NbZosE35MlAhDIESBkoqpISmVcjyhkVOQplVZIVJUQiK2kC2iqY1MVWDbxeERkFklYimIWk8SsPBNA2irkGnI7B9i0aYrFKXVRmQ1D6VcLB8m2/9iy7/+v/y4LWNhztD/gX48L94TLIoXz43bQNvO2Ngxgy/uo8durfVmLsestFID/go+tHFvml0wuv6Wk+0ttVG/YZgpg77nC99zi4ET5+gi0YC2AsTes0So6loqpa0tFjGFrOlwSYW1HGOSLa064RD45IDZ400TEzLxFcpgUwxbIPKCsgal9r0aA2bTPgYvotyHKSl+zFrMwABlmpoakm6bcm2kraWN4opBkq15IWJUArPqrFtiFOTOLNZZzZbFVHZOuwdug1vDdcE+QK73tIlpe+VmorWHnBpHuONImxDkc9jshcLRJIQOg1m5CL9DpvSYb62aEvNEmU6UFshrenguPDGJOF+MIPFkudngunGo2wEHhXH/oIjd8XIXDIUG0KzwLAEVXdC/ubXyHqHSNfHnAzp3+tgOwYdp6RrJHTDFm/g33KaR9FrGVd3uMPrQlHckJws9eYebjtiOh0I7Qq32t7qqOb5p/LeOM6tg3GjbqgMU/eMzy1MS3Cwr9hjqsP4St0WAOwKOF8N4X9Kru3mZyk/fbQt5DnlpmB1XbGYK+YzSbLRrV+eWRFZhe44MWI6cqOr1Zsbz//VkP7Oe7/ZmFRORGZE5EZI1rpkjUNWm9TSomgM2kpiqYbAbXDNFkO12EaDY7QYhqBRJo00kGWNKnXRa7GtqdKKJIE4s1jnDnHpUtQWZWNiOga2YyBMKFuHsgKjbQhMnUoI7QKzqWhqXckelx6/9tsef+U//r3XNg7uDPkXIJ2mKAV2YGMHNsbFmXZ9PU8Pein1RLhR5/qx4SspdbXKRx/pBIth3BoGy0IpeHZp89Ezj/naYpMaGAJGXsq4nWKUmSZsyR22qUmyVRRJhSwbfJXRSkEmHfodxZunDW7fg7wgXZUUhSJpfHLpUjYGOb4WEbBclCHA0NXxlmviuopBWNFzS8y6oKwEq8JhlfukmaDYNlrbu2qpG61cpGwbiXGjj22DZRO6La5R0ZMb7rlX1KUCx+X+qeT4K11k1COpLH7w3RZztaCTXZPPU9o012tCELKmR9J4nCddlmVAa3gIz8ENLQzLYOAVHDkzjtoXlMuM+cogLh2kMui4FSfdNUMnp2PmDMSKfl/QHhwzM/eZmwe0J6f0Tvv0Dn26XUG3XdGVayK/RXju7f/0Tj3sDn9CsNMk3wX6dvbaNG+dcM8DhwqnyXDaHLMpbwt/dPHPy8/LC8HZ1CFOTRxbcjzIGbaaMU637nS00/IaOP6rxmCdOaxzl+nGZZNZ5JWJMAVBKAg87bX7bkvgNPhK5+xlVtAWNW2a0+QNrXyFPdOwaU2H1rCpcCj1N6dsLMoK6gpAbzZMoXCMBs9u8ewGx7xhe7NaXevkKM3rIXThM01DlkOWKlYr2CQGbaM7doQlyGuHvHEAhSWkZqlzc0KzwGxKxr92zPFf+dbPfd92uDPkPw2qCr79bV0REkW65WO30H+Rl6aUrlD54APa6YLE7JFPThF7E+h0qKRFnAg+/kgRryXxqkImBSrPOeAatV5TFAZrFTFLQ11s1wpsVeGImsipsGwTw4TJQNILazaxwWpakWVQYaNsD8MWKNNG2jaepZmKIqfGsxoGQUknqPFUSZwKPjn3eTIPuU46bBKLupI0raZ+9YwG2zXwOhbDiUV/IAjcFses8OqEUKaMxQKfAoUg7BqkzoA67DEcQlHbLB5vyOdbzqYOhmzptgvKQhCrDqnVpXI7FNJlWUUsioDGdPFDg0mvoGsVDOspx9VjvPU1pAnLMtQtKYaH7ykO/Q0DN2MY5AyiGmM4IDl9j8vOe+SZxPQc7v25A06PWrrtiqhaYon2ViP2NS1Md7jDP0sopZ3vnSO+c8Y/U5+m21vNzxy0GEgM1SKUjspdXyrKQrfQ7vcrhnKOuV4g2gbDcxCjIbLTQxoWUglaZSCV0E64/jR9KPHp57tDmC9pq9tWBzq3Wx24zLJbzaBd4NO29abE9/V0jSLwnVZ3FjUlVqudEbOt9KNoMW5I2AwDTM9GeC7ScmgsTxt4aVNJXSO0O5Rp/cj9ejVDallgGRJRFpRxSbYuyTcVdVohqpIy0QY/z7WoTOA2jHoN974xYP+/95qUeLgz5F+Mjz/WFSCPH+vRdO+eJlweDPSIUgolFVWpdM4ak7YVNEVDez2n+eQZ2SLjshiw6j2A4RCJgapqZNWwXMJiJsm3DTIv8JM5VpHQk0uSyiamx7rtUjYGlqnoOCU9u8ANwA0dROCDaVBJh7KG9bREbXNsUdPr615321a4jiLyFaFb43gGreWQqog0g82yZTZTnC8cFluHphIo2eIZDZFT0vUrDoc14yOHyYnLuFvjqQyxWVGsCkhTrDwhsCp8u+FZuc+z6gDT95DuDdPbuqTa6BxZL2jIWpuzbEhVNKSVQyV0aMwLDQxTMM9CtpmJZze8PVxy6s84SD6huz0nSSTr3OeynbBkiGEZ9N2c086a/U5Gb2jhDTyy3iHb8UM2ozexPIvB9hkPhltOvxphy/KW13xX5buj3b3DHf4Uo64/XZ+203149dhFv1+Niiulq8fnc/0+y4JBX9I3Yqz4RqNbAH6go42dCCxdCGqatwb0Jx2ffa0QeulNEm3Udyl3KW9bfHcyBLatjfruCAL9eS+/+O7Nnz0+y59tmuA4KNuhEdqbr3WWnUrZ1NLUj61B03wqiPESTXO7edIKbpI8bcgSRVNJvvZ1g7/wl15fp8udIf8i/I2/ocPhO67EbhfimHpbcLWwebIZsC48TNfCcgwCV+LXMWIbU6UVy7bL1D6m8nr4VqMpSOuSPK65umxJVjWqrPGahLZVOKImEwFbMYDAIwgFx+OSo0nNoK+wuhF5MCSTHsu55Oq8YXWRo7YJThEzsmKGI7ADC8uxsFwD4TikImSZB2zbgEI6Ou9ztSbbVDRFg2zAMUoiu+IgShl3K/bGkvFQsj+sGXgFTZwRr1o2W0OnuCpTp6uAreowUxMu5YTaDBiEJVadI+MtRlXScwv2BzXScfl7Tw55dNmhqRosS+IHJn7k4PuStHaYrW1EXfGO/5zftL9HlE/JEsW07LFQQzZGn8qNCD3FYXfLvb2a/RMbZ9Ql9cfknT2a7hC74xL4iklzxeHqB/S8UjNqBMGt6E2vd2e873CHnxK7lPdqpQvt4lj/vtOBgZfRV2usZI1R5dr7DTxE96YfN4p+/qZ6tC3e3NTy7dIHZXkbTfhsyt5xbjuOdgx1jvOZS2maT7fVfXanU9effzE7g2/ZtIat6WENbfwbLP0obBppUJb6etNU37979+A3fuPnvh0vcWfIvwDFH32XRpnIoxPkfEl9tWARW3x40WWbW7hGxdAvsMoUkSWY2RarKWlMhw09YtWlEzTseTEDtULGCauV5Gzu8clqyLa0KCoHaRhkrUtuhDi+RRDUDDuKbgdSEbJtAralTZE0qG1ClVZazF419K0NPSvHjwyIeijPpbU8MhWQtB51KTHaCpcSVZTIbYraprgURF5FN1REfsu43zCeGAQDl46ZYecxKi9JcpOsspAYepDaLpfZgEXpUxgdVsaQbe3pfH0bMzZXqCxDVS2WaOiGigyXj5cjHk17bDODjl1w2M0Z9Rt8Uege90RRZAq/jXlDPMWTBYkM2YqQygpRQYTd9RgOFfdGOQdHJv2jEOdwRBqMyZ0etqnw2pSemdCzUnrtEnN2pb3u99/XRTqfbaG5wx3u8DMhz3XH22rFSxKs4RB6Tk7UbjCyz3Tk7NznnbscBD+XcZfy1lOPY309cKsqCfrx88zYTkBqRzv7arfbj1zSrr93V0OwqyfYiWW8enzeyT67yxBCr0X7d6IpPxav05B/8E8ytqsWrq5oqpaFGnFZ9jFMwX6vJKhWqOs5YrWkSXNWucc6d8lLE6POGYoNdrElSQVXSci6DLmshyTKR5gmnifwIpPG8jA8B8t3MTybSprkGdRFC02NV8b45YbQyHCtljBU+K42WspyoBMhTAPDNBCqxawLIlKsOsdWBUVlkactKskw65xRt6F/4BEdRJi+ixNYeCpDbbZUq5RN7lAqm0SFOmdtR9TSIq8Mns1CtrmFYSgM1UJR0hVruiJFIShKk8a08TxBis/l2me69ckKg8jIeehfcb+3wVYV60rfryJr2TYhBi19pyTwWpyOQ39kEuxFGJMRveOIw17BST8hmni0/TGFclldV8g0p+/ljHotva5CdCK9s16tdKPtW2+9EmO7wx3u8Dqxk0JfLnX4XSkd6u50oNtRhEZOoFJElt4mvF8VUtm5y7vHXfL5S87ZutYGPU0/vybANF8W5r+kf/i86PquEH53ObvDdX+KAN6PM/S7/MTu6PV+foH7V3BnyL8A/+//8I+Y/mCOlJKt6lLWBnZbMGGGXSVQVkglKITPVoUUjYXEREnFtvFYNxEb1SVRAZXhkagAwzTpRBLPF2DZKASGUHTChtBTdALJuF8xYc5x+jGT5BPsMiXHI3YmpGaXMmuRWY7nKsKeg+sobKMlMAtMx2SVecwyn21qkGYGoizw24TjfsrofoS31yMIIFJbVJZzNrWZxj6rOmAphpRGSNq6lLWgLVpEXeKoiixTJLlJKFI6IsU3KnpeSdMKtrnJtnQwhKTAZ54HVJVA1i0hGRNryalzhe8pHhdHPM4PKBobgcK1YRTlvHOcce8tl713B/QeDoidCVUwYN9d88B8wXaasyhCtrULSnPQ9weCg/uu5nKObmgfr650l0C/r3W973q+73CHXwqkvC1S22xu29iFuC1MC31JIHI8qaVKX5JgfTZXbRi3VneXEN8ZeNP88T/fzHel9PlfLfpL008HCHb5dMfRb92l0nfHrqUPpfRa5Sg8Vx++d/uzIb6g1e7znne7r1U46YsM+ZfUyfvTB/OjH2LNG/B9Dsw1I2NDIDeklUUhHVK/Q6Yiisaiah0SJ2LR9IjbgNZxkKGD4xmMLEGDxbu9ikmvpm4FSkEUtPQ7kuO9mr5f0VdL3MUlPH1Cs0qZ5SHPnD2K7ruITkToK/oiZtIucH1BO9qnsVzqRjBdmnx8LpldSYpNidcmTOw1b4Yph6OCvUMTbxQgzISqydheGXxn0eV8e8Ss6bNpO7TCxBAKo8gI5IKuKnBEg9FUXGw7bLKInhnTcwtsQ5JXgutVh0LaVMoEYZI1DlWl8NqMnkhoMDBdGyMM+Ui9z1XWR2Ew7Oe80005eWDx4GsR3/i9ffoP+piDLusq4PEHJcWzOcOrf4LZxHw/t5H9IW7H4ejtkP5xiD/5nLzbixe6V3800vrNdznwO9zhlwbDuC0/uXdPG8Kdh3yjpMqsNYAQwwhf5q+DEbhGjasKHCpE+5lQdlVpi9w0P1p6/3kQAiEEHuAJweBmHVBCUEiDtDBJc4MkN9mUu/i7wnckodcy8Foiv9X646XQR2VQVIKiNNjUAqVu1xbbUri21MpwjsS9KTJ2bXmrkrcru9+pzfyS8Cvvkf/B/+OHTD9JSa63JNOcOLNIGp/Gj6ickErZFIbPMvfJKotWGXiuQben2JvA/kRR1xLZgu8rUJAXYJuKUa9hFOSwTaiuFtSXC72FrSsIQ4xhn+DeiPGewV6U0/cK5PWM5NmcaR6xYMRm3hBfF6TrEqMq8cnZ82IejLac7FUoP6AwAmJjwLTus8w8tlvF2SrkchuRNh4tBpHX4FsVAyuhK7YEosQQEoOWvLJ4kfSZ5l1saixLUlQWZWPQKgNlGEjDRACqkQQiY+RsCT3Fxp3g+CbHw5ykcijxmEQFb9/PGZx0iN465N5XO7h7PeYbm/mjJdcfLEnPN5ClHPdT3J6HezSmczpg9LBLdNj5fOOslNaNXC517unk5LWMgTvc4Q6vF4VudnnpKe/s8w67/PWrYfBXf7ZMhUmLRYMlWoRsP11+/2oYG37iz20Laf6Kcc8MWqlz2aYlCAP1KQ2NnYpkWQny0qAoBWVtUFb6sW4NdLWfCYbAMA0cz8B2xMvv1e3q1MPrwl1o/Qvwf/43/4DnT1oaYUMQ4oxveIttm0LapIVNI03Naz7WDuDREZjUFNuaqxct27hFVg2uqrCanKEV06kWtKsN1TrHait8o2TYa/D7LsFeh87AJDRL2rzi7Nrmxczl2TOYLU3ixsdC4ldrQpUwsBM6YYvX91C9Pqs6Yp4ErGufUrkUtaGLL/OGNBesK49WmXhmy8jPmHgb9u0NB+4Sz9StYWlpM80j5nnAWTYkbgIcakJLx8kCq8LxBIZlYgqp292ckkm/ZrRn0pl4KNsmyS1cF+axjXAd7t23cEYRl9UIGXWJOgbFMqO+WsBijigLBlHD/j2Hw68O6L05JjgeIJyfwGcupW4R3Gz0P+Dw8LX8/+9whzv8crALae8Kx8vy0xw1n9fitcOube2z9WSfd7yKHxesU+p2s/FqD/4Ouzq9IPh03ny3R9hV0u++06stfzttjHffhT/7+uTI70LrX4SiM6TacyCMaLBIS0lxKanLAsdIGHYl9w5L7k9yzLYl+1gy/05DUzZMFyZZZeKbNYFVE8mYbrvEq9a4oiKyKzqBpBNJHEeQNzZx3PDJ84pZFjFLfOI8JK8EyUYh2pbITDlyz/HNEtu1qNyIjX2PJ01EcuVSnwlM0RJaJb65IKTBETVx6bJqA3zX4u3hkjf6C+51YyxTKxYllcOT+Zin1xGL1GFdh9TKJpMent2wF6bc622YdAo6PYPW8VFS4aiEQdSy1ysYjQ06YxcCj7O4yx+dH7K1XNpc4nUFB8cG3886JE8shlHNQXuNfz3joJ7T8SqG34oYvX+E/ebpl2NTa1tNNr/d6vayyeQXNyDucIc7/EKw87p/HD5bON62n37cRdxfrSd7lSH2VUf81c/8LHZGeUe+uetQbZrbCEKa6qK+9Vr/7dWqd9/XnvtodBtFv2G2frmZqOtfbvPMr7whv/gwZX6dYLJEGQLHVgzdisNOzMjKCPKc+geSdSUxDYVrSVrlcJH0iXObQG4xmpioneK2ObaR4dtat7s0bDbKZVu7LKoOq6ZL1jpIYWAoiccKU0l6dcW+UbHfTQkCQeFE5O6Q0ooolEfRCHpmwX4Q03UqLBpdqNbaLKoOl3mAckyioeRkVNB1W/JiwB+uDtlsFMuNzXXiUdYWwpCEvmKv3xKENeNhwelexaDTUJg9tuUEW9YMjJRhWHAwEfh9H3N0zKzs8sfzEfOpz/MLm3hechDE+v2HLlmueBBNefudjDfCKb7KEL6nDe+bb+oZ82XRNPDokZ5hDx++1uKRO9zhDv/84FVGtX8e0DS69W1Xp7d73EURtttb7awdC9zucUeV+8vCr7wh/zPdD3m+AhQEZknPyvBETbs1EFu9xesYJY4saEvJx+shL9IBop5yYlxwaE4185ElUa5PYgx5LsfEzYCEiKTxaKSJ0dYo2WKJEiUFufKZtT2EgsCp6USSjevQmi6tspGloE51RbhlNJiGgyECngndNtZITYVoi4bQqYnMGFG0PP7QIi0c8srUdITKxjIkR4OSe0c5nbGN4fuYvkenaxD1TCrhsU0bjCzhOEwZRSX+0MfqTYjtEd9fRVx84pDnAl8mZLMF3Tjj10Yb3nnPwghcmjajO1Gc7hVEbg1+H/oPdC672/3Z/jlVpY14Vf3sG4E73OEOd/gZYFm6Kabfv/3dq1Xyu86zXUh9u/10m/neni4G/KVc6y/nNP/8wj3aZ09k9L2M0DAxpIddSfw2wW5SigJmWYdP0n0ebfZIao++lzAZphTWG3zkfYPU7FLZAcqwMGWNqmvaStJUEocMSxW0SqAsm4QejeliyZqeWxKFLThdamlQN1A3BgKJUApbNETdBss2qIVNq0xcKfGk7lmUShef1VnLZeWixcsMHE8wHplEPYP9ccPonod0Qwp0b4h0HCzbQG62xNstdjlnz8kIJjZt0GNu94lLl+1jg2xV4hSXHAcxx+GG69hjazgcf6Xh5IFDUtvgWJzsS/bHEuH39MgfjX6+qs2i0Ea8beHtt+9Uye5whzv8M4cQtyH2z8Or6YFfJq3Fr7whP/Gu6Ho5stXtB3lusW0m5OU+8yxgkXossoBEeni2ZDysMHtjYtfEdSSGUARtS1RnmlS/kFR5i1sVuihCadUwM7DwPJOe0RDUF3hGg3Q8KuEiRIlvC5wO+C6EXkvHqzFtwbrwWGxMqqKkbQS1YSGUom7AbCsME7pDGNg2VscnGPmEY49w7EEQEpceF40LwsSiQsQx3vSCNo1xREPHb/GGATLcY9OYFLGiTDY4Tc6xyJn0C073cs7zEf/kxX0q0+Xhey3RULINPQaHHkcPXdy+fyt5+PNis9EKdIahK0Z+nOLcHe5whzv8c4R/VumBX3lD/rfP3uX8aYVsWlRVU9YGeeNQtFqzVxjg+Ir7YcGD/oaumdIUNclcsM51CFs2CkO0SAmmAY6pMF0D327AMhCWxHAkoinwyLH7Pta4i+OZeE6L7wu6XfBd3ee4WsH5tcnZhU2eSgKjpGNJpGkhWolnK4Z9gdcJtMJaNEL0IrojFzOwSWuXeaVotznNJsVMrjHiNSJPCc2CQUfSH4Ab2WStS1vmyKzCtQ16VsNwv8ANTHA9zrZH/L8e91gmLsOxwdffV+zf9+keRYwPrNc7YJXSJC9XVzrJ9MYbv9RezDvc4Q53+JOIX3lD/lud7zPrJGwLi410SKUNFggDytbCpaZrJHTzJenGZdmEZCqgFQaBXTLxGy1Wb2m5PIIA5YfYnokd2PiRgeVb+E1CSEo47NM97hA4uj/SEi1NkjF/nvPiY8nVzGSZODR1jW2lHHclZuAh7Q7djk33MKB7ENF0e2zaLq3h4FoCo0xZn2ek8zUyybHrDKdK6KiMyK3pdmHvaz7RpE+ZS/ICamUTdlwaZWDS4lCD6ZM7+8xFyHUasZAe3psO//Kv23z969rp/oWQqKWp7hEvCl0cd3Jyx9Z2hzvc4Q4/BX7lDfn1Wc1HL0LiOqCxXHxHc/vltYtFjWe3lF6PM+OQzOmhHAffF9iBTWu6lI6N5dnYvknoS7peSS9sCXwIIkE/qBlun+Fvp9hdn0K5XD07Y3peM59JpiubeRawqiNK4WA6Nr2hweQwoHMQYUYBds8n2g8Jeg6bRcPz85zq44w6vqCMC4q4QUhJ6NX0nIJxp2LUqRjvwWTfJBhoYpvNRcr6OqGUNoXbxYx8KsvAsUD4HsYgxB+HLPKA9VSAC1/Zg698RRdu/EIgpfbCr691POqtt+6K2u5whzvc4UvgV96QzxiyCjoI38f3BbKRFI2F60Cvr6iskE3rgW3j+TAYCfodRdcrGPglfTeh55eEosBqS5RSyKJGxVvk0zXqekqaFDyWE67KAbPUJ24Ctgyo7Ig67KEOQqJJxL2TkM7YQwoTUzU4qsKqEqr1motH1yTrBlVWuv2hUQgJnajlwX7Bw96Sw2jLOCoJ3BZpu2wKl+uzkI9+KMkbm8of4Iy72IOIsGNg+TbRwMbuBQjLZLWCb3+sKzKHQ3jvPe0Y/8L6IbdbePZMl4GOx/pkd8Ind7jDHe7wpfBzGXIhxBD4T4EHwFPgf6qUWn3O6/5L4LeBv6uU+suv/P4h8J8AI+AfA/8zpVT12ff/IpGdfBVDFAydDIeCWHYYDSz2RhJlWXiWpB+u2YtyQqsgTyVl2mIkNSxrmqZhUZUsqpq2qKkqRVkqqsogK30y+S6pN2LOkBVD2OtgRB5m4GG5Jh2nJrILAqPATWPkvCIgx5IlTd7QtBLTNAmkhek4NAbYQcPE3/JWd86JdUVkZBiWQRUO2Dh7fFDsczHvsBVdRBTRuefT2fcZDy3CG90RIbTB3mwgvYT5XEe1+32toXt4+Avsg2wa7YXPZjoH/s47r5fL8A53uMMdfoXw83rkfxX4/yml/poQ4q/ePP9ff87r/vdAAPy7n/n9/w74Pyil/hMhxP8V+LeB/8vPeU1fCn+u/yFls8UJLM6LISdewhuThI5b4VoNgd1QthartU3cgNlUjJ2cwK2RpmSbGawNn43oMBchcWOxyi1SGZAbHltnyLZyMUzwzYqgrOiohJEq6FUlkVsRuTWGrRXVIrfCMfU5K98hbUOy2kQVkl614ai74d3JgtGeRREMSTq/y7RzwrWcsE4s4hiMPvTfM/j6sS6ia9tb2cGyhMtL/TzLdJsEaNbTe/d0CP0XlppuWy12cn2tQ+r7+/rEd7nwO9zhDnf4mfFzca0LIT4Efl8pdSmEOAT+W6XUuz/mtb8P/Ac7j1wIIYAZcKCUaoQQ3wL+I6XU/+Annfd1cq3/4D/7HsnZhhdXFlUJD8YJrqNQSkHdoLKcKimxmgKXigaDeRZxVfRYFj6zLGRdeiSFRVPr1ivDMTAsE8cVdN2KSSfneFiwP6jphi2Wb9PaLo1xQwAjBU6bocqaOIG0sCkbQyv8tRVdY8vJMGN06NCEfTb+AbE1oDBDksykKLT3HEXakz440N71fH5rqF9VASxLbcRtWzvEe3s6sm39ohItda2N93yujXm/D8fHv1zqozvc4Q53+BOMXyTX+r5S6vLm5ytg/0u8dwSslVI7qvwz4PjnvJ4vDcc1WGQeRV6zF6aUWcNm2lKkNfmmJi5ssrJLLsck0icpHZLKoWoMpGHgWIrQbTkZ5uxNFHuHFnu9gnG3YRCUdN0SwxRsEpNNapEXkKxq8qqlrlJKaZPXFo2wMX0fw7ZwXYlrNtg2mG5A5u7xHaeLagMoXFwEQQC+ox3agwMYDLRdnE512nknh7vLcReFDqOvVtqWDofaIe73f4EqoEWhW8mWS/18MNAn/WWSEN/hDne4w59y/ERDLoT4r4GDz/nTf/jqE6WUEkL8wqTUhBD/DvDvAJyenr62z/3b//dHfO9JgG0qfKuiakzq1kCJAGwLy9XetTRtlGngdy0mHcFgCAeTmjcOc+5NSlyjpi0bKIob4nxFgc9F0mGehRSNhWGbrA2fPPTIPJtaWZhIRFVg0WipPhNyw8Doe1RhgDvwGe7Z9Hq3BP+Ocyv357o6TD6dwscfayM9GGgPu6q0Dd0ZdtPU79/b01J9vzAkiTbgm40Om08m+qR3PeF3uMMd7vDa8RMNuVLqv//j/iaEuBZCHL4SWp9+iXMvgL4Qwrrxyk+A8y+4jr8O/HXQofUvcZ4vxKVxhNlrOBiVmG6AVDcyNoZAtoCUOGZLN8jphi2n45zTScYgakgLk/Olz/fOfcrWIqNL5XaonOglZWspLVppUGOT5TamCZ4oCa2cnspwVYHTVRi2hYgi/FFA7zBgPDEYj3UN2I/zmKXU9WKXlzp67Tj69TuKctC/G4+1Af+iz3otWK91CD1J9E7j6Egb8V9YzP4Od7jDHe7w866w/znwbwF/7ebxb/y0b7zx4P8W8FfQletf6v2vC//Kv+by7ANJlofIutGa3F6F6ZgEXZP+xGKw59PtmyjDZLY2+c61zfPnLqvEocDB9rUWt+XZtO0NiX6hc9EAjtUSWQUn3oaRs2XcKemECn/g4Y07eJMO3sDH9396mzef8/9v795iJKnqOI5//1Nz7emey+7Cutz2JmJ4QTaE8AC8YBSIsl4SgjERI8SQaCIxxmBIDA8+iEYfTIxEAxENChol7ovxFqO+gHJZ2EUWdkGIu9mbA7szO/fuPj78q6ZqZqfnvl1d9O+TVLr6zGzP/+zpqn+dU6eqOHQo7fQODHiSPnPGe9uXXOLD5hf87qYhwMiIJ/CpKT9yuOIKv9e6JrGJiFxw603k3wZ+ZWb3AG8DdwKY2XXAfSGEe+P3/wA+CJTN7ChwTwjhD/gM9yfN7FvAi8Cj64xn1V45EDh9spuePqNvqEwYLFMfLNG3qcQ5Ojky0cWZw35ueWzMr5wyY+4yruFhz11R5MPaUQSR1SlFkwx2TrKld4wtveMMlat090V0DZfp3LyVjqGBJbN2reYd2+QZvGb+fmTER63ffdf/7rZt6VB5ElNT7vNbq/lwwKlT6cN3d+70/5AL2u0XEZGsdSXyEMIIcMsi5c8B92be39Tg378JXL+eGNYr7H4/s5WIqaibd0MH1RmonYDq0fRB9V1daS93eNh7vz096fNnO+pVyh0TDHWNU2GMMufojIIntFIJKsM+tt3fv2SSq9X8nPbIiN+xtF735D066q/JJWRDQ3DNNX4r8lKpyXlzdtaT9+nTHvDAAOzYsfZHlYqIyLq0/cnL9+3qp2+z92R7e70HDOlrfz9zQ95zj7DrmKG3Nu7L7Bi99QkfRZ7rqm/1E9Ll8oqGl6tVH5lOOrdJD7xa9b9dqXieHBjwA4mmzxmr130M/513/DWEdNq7ZqCLiOSq7RP5VVf5eeVkCDsZ7e7p8RxV6gv0MUlvbZzumXPY+DmYjG8+F0Uw0A+VSz1pl0qLJu4Q/Lz59HT6rNpkGR31/Dgx4X+zL34aaBT5ZWWbNqV3Ymuq2Vk/lzA66uP49boPP1x8sU9g0wx0EZGW0PaJfGbGE22lApVSjUrnJP0dk0Qzk55dz0z4L4AnsnLZe6LlsmfdJTLs2JiPQJ85k35EteofOzHhiT3p5W/e7L3tctl73k1P3jMzPn4/NuZLMlMvivxoIrcjChERWUrbJ/IdvSfosnN0TE/C6cxt3qPIE3V2Jll395KfVa97/jt7Fo4d87xYq6Uj7PW6v+/vn5+0KxVP5k1P3GNjafLOJu5KxXvdlcqyBysiIpKvtk/kPdVxqM6kPexkaZC0Q/BR55kZf+jIyEh66nh83H9Wq3liTibGdXb6x/X0+J+pVJo4SS0EvyxsYsIDTpbsvVsrFT9gWcEog4iItJa2T+Ts3j3vbb0en88+669TU95pPXcuHQ6fnfXyqal0VvvAgM9qr1TSyWnZme1NkRxdZJckSPAE3dfnwZVKaY9bREQKq+0T+dGjaU96djY9hz0ZnyKfmvJOa1dXuvT1+fXbg4N+17TkZiwXXLUa321mJh0WmJ72IKen/Sgk0d3tgQ4OetLu6/MjC/W2RUTeU9o+kddq6XrS+44iH2VOrhsvldLedRT5ckHMDQdMz0/Q09PprLwsMw+qtzcdAkhODVywIEVEpJW0fSLv6PB8Wa16Pty2LZ2gvaF3GA1hfo964ZIMCWRFUXod3NCQJ+1krD55cop62CIiba3tE3kI6VPFBgdX2ZFNknNycfjC9ewF4wuTNPiRQpKcS6V0Rlyy6GEjIiKyjLbPFOc9ETWZlr5wWSxZZ8fls8zS54x2dXmSTtaTxJ2M04uIiKxD2yfyudluyyXnJDF3dqb3TU3eZ3+WLCIiIk2gjFOrzb8sK0nEybnoJEHrXLSIiLQgJfLt2/OOQEREZM02cl62iIiINJkSuYiISIEpkYuIiBSYErmIiEiBKZGLiIgUmBK5iIhIgSmRi4iIFJgSuYiISIEpkYuIiBSYErmIiEiBKZGLiIgUmBK5iIhIgSmRi4iIFJgSuYiISIEpkYuIiBSYErmIiEiBKZGLiIgUmBK5iIhIgVkIIe8YVs3MTgNvb+BHbgH+t4GflyfVpTWpLq1JdWlNqsv5tocQLlrsB4VM5BvNzJ4LIVyXdxwbQXVpTapLa1JdWpPqsjoaWhcRESkwJXIREZECUyJ3P847gA2kurQm1aU1qS6tSXVZBZ0jFxERKTD1yEVERAqsrRO5md1qZq+Z2REzeyDveFbDzC43s7+a2b/N7BUz+0pc/pCZHTOz/fFye96xroSZvWVmB+KYn4vLNpnZn8zscPw6nHecyzGzqzL/9/vNbNTM7i9Su5jZY2Z2yswOZsoWbQtzP4i3oZfNbE9+kc/XoB7fNbNDcaxPm9lQXL7DzCYz7fNIboE30KA+Db9XZvaNuF1eM7OP5hP1+RrU46lMHd4ys/1xeUu3yxL74eZuLyGEtlyACHgD2AV0Ay8BV+cd1yri3wbsidcrwOvA1cBDwNfyjm8N9XkL2LKg7DvAA/H6A8DDece5yjpFwAlge5HaBbgZ2AMcXK4tgNuB3wMG3AA8m3f8y9TjI0BnvP5wph47sr/XikuD+iz6vYr3BS8BPcDOeF8X5V2HRvVY8PPvAd8sQrsssR9u6vbSzj3y64EjIYQ3QwgzwJPA3pxjWrEQwvEQwgvx+hjwKnBpvlFtuL3A4/H648An8gtlTW4B3gghbOTNiy64EMLfgXcWFDdqi73Az4J7Bhgys21NCXQZi9UjhPDHEEI1fvsMcFnTA1ujBu3SyF7gyRDCdAjhP8ARfJ+Xu6XqYWYG3An8sqlBrdES++Gmbi/tnMgvBf6beX+UgiZCM9sBXAs8Gxd9OR62eawIw9GxAPzRzJ43sy/GZVtDCMfj9RPA1nxCW7O7mL9DKmK7JBq1RZG3oy/gvaPETjN70cz+ZmY35RXUGiz2vSpqu9wEnAwhHM6UFaJdFuyHm7q9tHMif08wszLwG+D+EMIo8CNgN/Ah4Dg+TFUEN4YQ9gC3AV8ys5uzPww+LlWYSyzMrBu4A/h1XFTUdjlP0dpiMWb2IFAFnoiLjgNXhBCuBb4K/MLMBvKKbxXeM9+r2GeYf/BbiHZZZD88pxnbSzsn8mPA5Zn3l8VlhWFmXfiX54kQwm8BQggnQwi1EEId+AktMpy2nBDCsfj1FPA0HvfJZNgpfj2VX4SrdhvwQgjhJBS3XTIatUXhtiMz+zzwMeCz8U6WeAh6JF5/Hj+n/IHcglyhJb5XRWyXTuBTwFNJWRHaZbH9ME3eXto5kf8LuNLMdsa9p7uAfTnHtGLxuaRHgVdDCN/PlGfPt3wSOLjw37YaM+s3s0qyjk9IOoi3x93xr90N/C6fCNdkXs+iiO2yQKO22Ad8Lp6NewNwNjOk2HLM7Fbg68AdIYSJTPlFZhbF67uAK4E384ly5Zb4Xu0D7jKzHjPbidfnn82Ob5U+DBwKIRxNClq9XRrth2n29pL3rL88F3wG4ev4Ud6DecezythvxIdrXgb2x8vtwM+BA3H5PmBb3rGuoC678Bm2LwGvJG0BbAb+AhwG/gxsyjvWFdanHxgBBjNlhWkX/ADkODCLn8O7p1Fb4LNvfxhvQweA6/KOf5l6HMHPUSbbzCPx7346/u7tB14APp53/CusT8PvFfBg3C6vAbflHf9S9YjLfwrct+B3W7pdltgPN3V70Z3dRERECqydh9ZFREQKT4lcRESkwJTIRURECkyJXEREpMCUyEVERApMiVxERKTAlMhFREQKTIlcRESkwP4PEbFz0huZM4AAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "waves_df_inh = acsf_waveforms_filtered[acsf_waveforms_filtered.ei_labels==0]\n", - "waves_df_exc = acsf_waveforms_filtered[acsf_waveforms_filtered.ei_labels==1]\n", - "\n", - "apcount_thr = 50\n", - "\n", - "waves_df_exc = waves_df_exc[waves_df_exc.ap_count> apcount_thr]\n", - "\n", - "waves1_df_inh = waves_df_inh[waves_df_inh.trialnr==0]\n", - "waves2_df_inh = waves_df_inh[waves_df_inh.trialnr==1]\n", - "\n", - "waves1_df_exc = waves_df_exc[waves_df_exc.trialnr==0]\n", - "waves2_df_exc = waves_df_exc[waves_df_exc.trialnr==1]\n", - "\n", - "common_exps = set(waves1_df_exc.exp_name) & set(waves2_df_exc.exp_name) \n", - "\n", - "\n", - "waves1_df_exc = waves1_df_exc[waves1_df_exc.exp_name.isin(common_exps)]\n", - "waves2_df_exc = waves2_df_exc[waves2_df_exc.exp_name.isin(common_exps)]\n", - "\n", - "\n", - "waves1_inh = normalize(np.vstack(waves1_df_inh['waveform']))\n", - "waves2_inh = normalize(np.vstack(waves2_df_inh['waveform']))\n", - "\n", - "\n", - "fig,ax = plt.subplots(figsize=[8,8])\n", - "ax.plot(waves1_inh.T,c='red',alpha=0.2)\n", - "ax.plot(waves2_inh.T,c='blue',alpha=0.2)\n", - "plt.show()\n", - "\n", - "waves1_exc = normalize(np.vstack(waves1_df_exc['waveform']))\n", - "waves2_exc = normalize(np.vstack(waves2_df_exc['waveform']))\n", - "print(len(waves1_exc),len(waves2_exc))\n", - "\n", - "fig,ax = plt.subplots(figsize=[8,8])\n", - "ax.plot(waves1_exc.T,c='red',alpha=0.2)\n", - "ax.plot(waves2_exc.T,c='blue',alpha=0.2)\n", - "plt.show()\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_3717_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_11717_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_21817_E1\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD5CAYAAAAgGF4oAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAAsTAAALEwEAmpwYAAAw0klEQVR4nO3deXhc1Xn48e8Z7RqNNmu15UWy5H3BxhjikIQ1LFlIIAuENmFpaBpokyYtJeRpfmn7y9NsDSFLkxISAr+QAIEQHAIBs0MNNt4XLNuyLNuytVrWrtnP7487YwtbkiXNvXPv1byf59Hj0cxo7vHozqtz3/Oec5TWGiGEEKnDY3cDhBBCJJcEfiGESDES+IUQIsVI4BdCiBQjgV8IIVKMBH4hhEgx6Wa8iFKqELgfWAJo4BZgL/AoMAdoAj6ltT4x1uuUlJToOXPmmNEkIc6wefPmTq11qR3HlnNbWGmi57YpgR+4F/iL1voTSqlMIBe4G3hRa/1tpdRdwF3Av4z1InPmzGHTpk0mNUmId1NKHbLr2HJuCytN9NxOONWjlCoA3g/8EkBrHdRadwPXAA/GnvYg8LFEjyWEECJxZuT4q4EO4AGl1Fal1P1KKS9QrrVuiT2nFSg34VhCCCESZEbgTwdWAj/TWq8ABjDSOidpY12IEdeGUErdppTapJTa1NHRYUJzhBBCjMWMwN8MNGutN8S+fxzjD0GbUqoSIPZv+0g/rLW+T2u9Smu9qrTUlnE3IYRIKQkHfq11K3BEKTU/dtelwDvAWuBzsfs+BzyV6LGEEEIkzqyqnr8HHo5V9DQCN2P8UXlMKXUrcAj4lEnHEkIIkQBTAr/WehuwaoSHLjXj9YUQQphHZu66VDgS5bcbDnO0e8jupghhqiNdgzy+uZloVPYKsYpZqR6RZN/8025+89ZhCnIyePmfLqLYm2l3k4RIWJ8/xLU/W09HX4C9rb18/UOL7G7SlCQ9fhfqD4R5bFMzy6sK6BkK8ev1TXY3SQhTvLG/k46+AKW+LB568xDdg0G7mzQlSeB3oZfr2wmGo3z9Q4u4eH4pv990BNlCU0wFG5u6yM7w8MvPrSIQjrJ2+zG7mzQlSeB3oY0Hu/BlpXPu7CKuXlpJS4+fXUd77W6WEAl7u6mLlbOKWFZVyJxpubxcP+L0H5EgCfwutLetj3kVPtI8iksXlqMUvFjfZnezhEiI1prGjgEWVOQDcNH8MtYfOI4/FLG5ZVOPBH6X0Vqzr62PeeU+AIq9mSysyGfjwS6bWyZEYnr9YQaDESoLsgFYM3cagXCUXUd7bG7Z1COB32U6+gJ0D4aYX5538r7V1cVsOXyCYDhqY8uESExbrx+AiljgP2dWIQDbjnTb1KKpSwK/yxzsHACgpvRU4D9vTjH+UJQ9LZLnF+7V0mME/niPv8yXzYzCHLZK4DedBH6Xae1994cDYOmMAgB2H5PAbzalVKFS6nGlVL1Sao9S6j1KqWKl1Dql1P7Yv0V2t3MqaO0xJiNWDDu3z5lZyLbD3Ta1aOqSwO8yrT3vvhwGmFmcgy87nd3HJBdqgfjucguA5cAejGXHX9Ra1wEvctoy5GJy4j3+Mt+7A//R7iE6+gJ2NWtKksDvMi09fvKy0vFlZ5y8TynF4un57JIev6lkd7nkau8LUOzNJDP9VFiK5/m3S7rHVBL4Xaa1x095ftYZ9y+ZXkB9Sy/hiAzwmkh2l0uifn+Y/Ox3ryKzZHoBHgU7mrvtadQUJYHfZVp7/VQW5Jxx/+IZ+QTCUQ50DNjQqilLdpdLov5AmLzTAn9OZhpzSrzsbeuzqVVTkwR+l2nr9VOen33G/Yunxwd4Jc9vItldLon6/WHyss5cN3J+uY+9rRL4zSSB32W6BoJMyztzJc6aEi/ZGR6p7DGR7C6XXH2BMHlZGWfcP7/Cx6GuQYaCMoPXLLIss4v4QxEC4SgFOWd+ONLTPNSW5bG/vd+Glk1psrtckvT5Q+Rn+864f365D61hf3sfy6oKk9+wKUgCv4t0D4YAKModee39ujIfGxqPJ7NJU57sLpc8I+X4wejxA+xtlcBvFkn1uMiJ2Nrkhbln9vgBasvyONbjp88fSmazhEiY1nrUHP/saV6y0j2S5zeRBH4Xiff4Rwv8dWXGMg4Nku4RLhMIRwlH9Yg9/jSPoq48Typ7TCSB30XiuxEV5oyS6omt2Cl5fuE2ff4wAL4RevwA86Syx1QS+F2keyiW4/eO3OOfVZxLZrpHevzCdfoDRuAfqccPxvhVe1+AXkljmkICv4ucOEuPP82jmFuax365JBYu0x/r8Y9UzgnG+BVIGtMsEvhdpGcwRFa6h5zMtFGfUyclncKF4gUJIw3uwrDxqzY5t80ggd9FeoZC5I9Qwz9cXVkezSeGGAyGk9QqIRI3FNteMXeUTs3MeBqzQwK/GSTwu0h/IDzq4FdcXblcEgv38YeMxQWzM0YO/GkeRU2JV9KYJpHA7yKDwQjeswb+WGWPXBILFwmEjR5/VvroIamu3CdpTJNI4HeR/kB41EvhuNnFuWSkKfmACFcJxPaLzsoYI/CX5XG0W9KYZpDA7yIDgZFnNg6XnuahusQrqR7hKv5Yjj87ffSOTW1ZHlpDoyw9njDTAr9SKi22WcXTse+rlVIblFINSqlHY4tciQQMBMJnTfUA1JTk0dgpgV+4x3h7/GAs1iYSY2aP/0sY+5HGfQe4R2tdC5wAbjXxWCmpP3D2HD9ATamXw8cHZTcu4RqB2OBu1hg9/tnTvKR7lFzNmsCUwK+UqgI+BNwf+14Bl2BsXAGyL6kpBoNh8rLGzvEDVJd4CUc1R04MJaFVQiTOH46QkaZI86hRn5OZ7mH2tFwpXDCBWT3+HwJ3AvEu5jSgW2sdH4VpBmaM9IOyPd34RKOawWCE3Mzx9PiNS+JGqXkWLhEIRcfs7cfVlfmklt8ECQd+pdSHgXat9ebJ/LxsTzc+A8H4lPbx5Pi9ABzslEEw4Q6BcITsMfL7cbVleRw6Pniy/FNMjhkbsbwX+KhS6mogG8gH7gUKlVLpsV5/FXDUhGOlrIGAcaKPJ8df5M2kKDdDNl4XruEfb4+/PI9IVNPUOXhygxYxcQn3+LXWX9NaV2mt5wDXAy9prW8EXgY+EXua7EuaoPjqhd5x5PjBSPdIqke4RSAcGXPyVpws1mYOK+v4/wX4ilKqASPn/0sLjzXlDU4g1QPGAK+keoRb+ENRskZZrmG4uaV5KCUlnYkydc9drfUrwCux243AajNfP5Wd6vGP71dWU+rl8c3N9PlD+LLHXthNCLuNt8efnZHGzKJcmZmeIJm56xKDgbFXLzxdTYlxSdzUOWhZm4QwSyAcHdfgLhgTuQ5I4E+IBH6X8MeqGHLGcTkMRo8fkBm8whUCoci4BnfByPM3dgzIBMUESOB3ibMtW3u62dNyUQqp7BGuEAhHx5XqASPwByNRmaCYAAn8LhHfqGKstUyGy0pPo6ooRwZ4hSsYqZ7x9/gBWZs/ARL4XSIQmliqB2KLtUlJp3ABf2h8g7swLPBLnn/SJPC7xMllaycS+EuNkk6ttVXNEsIUgXB03FezvuwMKguyZYA3ARL4XWIoFCHNo8hIG/+vrKbEy2AwQltvwMKWCZE4fygy5lr8p6sty5MefwIk8LuEPxSdUJoHZLE24R7BcJTMcaZ6wAj8De39RKNyNTsZEvhdwh8a3yJWw1XHFms7IAO8CZFNhqwVjWrCUT2hwF9X5mMoFOFYj1T2TIYEfpcYmkCdc1xFfjY5GWkclJLORMkmQxYKxurxJ5LGlAHexEjgd4lAaPwzG+M8HkV1iVcmcSVANhmyXigW+DMnEPjj2zDKAO/kSOB3iaFQhJxxLtcwXHWpVzanTswPkU2GLBWKGHn6jLTRd986XZE3k2neTNmNa5Ik8LvERKse4uaWeGk+IRtXTIZsMpQcJ3v8Ezy/jcoemcQ1GRL4XcIY3J144K8pzSOq4fBxWaxtEuKbDDUBj2CkeE5uMhR7jmwylKBgOJ7jH3+PH4xNWRra+2WeyiRI4HeJodD4p7QPF6/saZTKngmTTYaSI3iyxz+xcFRbmkevP0xHn8xTmSgJ/C4RmEQ5Jxg5fkDy/OaSTYZMFJpEVQ9AXbmx9aLsxjVxpm7EIqwz2VRPfnYGJXlZHJTKnoTIJkPWCYWNVM1EqnrgVGXP/vZ+1tSWmN6uqUx6/C4xFIpMeOZuXI1U9ggHO1nHP8FUT6kvC192ugzwToIEfpfwT6KOP65G9t8VDjbZwV2lFHWxpRvExEjgdwGtdWxP0sn3+I8PBOkZDJncMiESN5kJXHF1ZT4J/JMggd8FwlFNVDPu9cpPVx3bf1dm8AonCk2yqgeMWv7O/iAnBoJmN2tKk8DvAoHYpfB41ys/XY1U9ggHm2xVD0BtudGpaZAVaCdEAr8LxHOgk031zCzKJc2jJM8vHCkQTiDwl8a3YZTAPxES+F0gvtzCZC6F4z83qzhXUj3CkeJr9Uwmxz+jMIecjDTJ80+QBH4XCITiPf7J/7qqS6SkUzhTIjl+j0fJmj2TIIHfBSY7pX24mhIvTccHZMci4TincvwTK+eMq5WSzgmTwO8Cp3r8k8vxg7F0gz8UpaXXb1azhDDFyTr+SXZsasvyaOnx0+eXcuXxksDvAsGIkeNPJNVTUyL77wpnCiZQxw/DNmWRVOa4SeB3gXiPP6FUT6ykUyp7hNPE1+qZTFUPDNuGsU3y/OOVcOBXSs1USr2slHpHKbVbKfWl2P3FSql1Sqn9sX+LEm9uagpEEh/cLfNl4c1MkwFe4TihSJQ0jyLNM7kc/6ziXDLTPFLLPwFm9PjDwFe11ouAC4DblVKLgLuAF7XWdcCLse/FJJjR41dKUV3q5YB8OITDBCPRSQ/sAqSneagu8dIgtfzjlnDg11q3aK23xG73AXsw9iC9BmMjapANqRMSr+NPZHAXjDy/pHqE0wTD0UmneeJqy/Okxz8Bpub4lVJzgBXABqBca90Se6gVKB/lZ2RD6rM4NXM3sV9XdYmXo91D+EOy/65wjlAkmvC5XVeWx+GuQTm3x8m0wK+UygOeAL6ste4d/pg2NsUcsYBcNqQ+u4BJgb+m1IvWcEj23xUOEoqY0OMvy0NrJJU5TqYEfqVUBkbQf1hr/YfY3W1KqcrY45VAuxnHSkWJrtUTJyWdwonMSPXUlck2jBNhRlWPwthzdI/W+gfDHlqLsRE1yIbUCYn3+BMZ3IVh++9Knl84SCiiExrcBZhTYixEKIF/fMzYc/e9wF8DO5VS22L33Q18G3hMKXUrcAj4lAnHSkmJLtIWl5eVTpkvS0o6haMEI1EyE7yazUpPY3ZxrqzSOU4JB36t9RvAaH+uL0309YVxKZyeQJ3zcDWlXtl4XThKKBIlM8EeP8TW7JE05rjIzF0XCIQTr3qIqy7Jk1SPcBQzcvxgBP6mzoGTi76J0Ungd4FgOEpWRmKXwnFzS710D4ZkqzrhGGZU9QDUlecRjmoOHZeOzdlI4HeBQDgy6QWsTlddEh/glUti4QzBiE54/ApOVfZInv/sJPC7QCAcnfR+u6erKY2XdEqvSDhDyKRUT3whwv1S2XNWEvhdIBiOmtbjryrKId2jJM8vHMOo6kl8cDc3M52qohwp6RwHCfwuYGaPPyPNw6xpuRyUHr9wCLNy/GAs3SA9/rOTwO8CgXAk4Vm7w9WUeCXHPw6y5HhyhEy8oq0ty6Oxo5+IbDE6Jgn8LhA0sZwTjDx/0/FB+XCcnSw5ngTBiJ70tounqyvzEQhHaT4h61GNRQK/C5hZxw9GZU8wHOVY95BprzkVyZLjyRE0sWqttjy+G5dc0Y5FAr8LBEJRU8rd4mpKZM2eiZIlx61jxlo9cfFtGGUG79gk8LuA2Tn+k4u1yYdjXGTJcWuFIuZ1bPKzMyjPz5Ie/1lI4HcBs1M9pXlZ+LLSZTeucZAlx60VjWrCUW1aVQ/E1uxpl43XxyKB3wWCJpZzgrH/bk2pV+qdz0KWHLdeMLaujpmBv67MR0N7P8bFmBiJBH4XMHr85qV6AGrLfFLvfHbxJccvUUpti31djbHk+OVKqf3AZbHvxSTEF1Qza3AXjB7/QDBCS4/ftNecasxYj19YLBCOmDq4CzCvPI8ntjTTPRikMDfT1NeeKmTJceuFIkav3Mzz++QAb3s/0wtzTHvdqUR6/A4XiWpCEW1qjh+MlQxBtqoT9gpZkuqJlXTKuT0qCfwOZ9Z+u6eLr2S4T6ofhI3i57dZ5ZwA0/KyKPZmygDvGCTwO9ypwG/ur2pGYQ45GWnslw+HsFF8cNfsVGZdWR57W+XcHo0EfoeL77drZlUPgMejqCvPk3pnYSsrBncBFk3Pp761T5YlGYUEfocLhK35YIAxCCY9fmGnUNgIzGbm+AEWVeYzGIzIblyjkMDvcKd6/Obm+AHmlfto6w3QMxQy/bWFGI9gxDi/zVqkLW7R9HwA3mnpPcszU5MEfofzh6zJ8cOp6gcZBBN2CZ7s8Zs3uAtG8UJGmuKdYxL4RyKB3+Hig1/WBH7Zo1TYK2TR+Z2Z7qG2zCc9/lFI4He4QMiack4wtmHMzvBISaewjRV1/HGLKvOlxz8KCfwOF8/xm13uBkZljwzwCjudquO3IPBPz6e9L0BHX8D013Y7CfwOF7Cojj9uXmxBKyHsYMUibXGLKo0B3j2S7jmDBH6Hiwf+bJPr+ONqy/No6fHT65fKHpF8QQvLleOBX/L8Z5LA73BWLdkQNy82wCu9fmGHk8ULFnRsCnIzmFGYI3n+EUjgd7iTdfwWpXrqTu5RKnl+kXxW9vgBFk/PZ9fRHkte280sD/xKqSuVUnuVUg1KqbusPt5UE6/qsWJwF2BmUS45GWnsbZUev0i+k2NYFqUyl1UV0Ng5IKnM01ga+JVSacBPgauARcANSqlFVh5zqglYnOrxeBTzKnzUt8rlsEg+q3v8y6oKAdjVLL3+4azu8a8GGrTWjVrrIPAIcI3Fx5xSrCznjFtY4WNPS69sVSeSLhiO4lGQblHgXzqjAIDtEvjfxerAPwM4Muz75th9JymlblNKbVJKbero6LC4Oe4TDEfJSFOkecyd0j7cwsp8TgyGaJd6Z5FkgXDEsqtZgCJvJrOKc9l5tNuyY7iR7YO7Wuv7tNartNarSktL7W6O41ix3+7pFlQYlT1S7yySLRiOWno1C7C0qoDtR6THP5zVgf8oMHPY91Wx+8Q4WbHf7ukWVBj1zvWycYVIsmDE+sC/vKqAo91DHO+XK9o4qwP/20CdUqpaKZUJXA+stfiYU0ogFLWslDOuIDeD6QXZ1EuPXyRZMs7vpTMKAdghZZ0nWfqOa63DwB3Ac8Ae4DGt9W4rjznVGKke6zNyCyvz2dMiPX6RXIEk9PiXzMhHKdgh6Z6T0q0+gNb6GeAZq48zVQWTkOMHWFDp49V9HZYPtgkxXDActayUM86XnUFNiVcGeIexfXBXjC0ZOX4w8vzhqOZAu2xVJ5InEI5asrvc6ZbPLGTbkW4pWY6RwO9wyUv1GJU9MpFLJFMwHCHL4h4/wIpZRXT2BznSNWT5sdxAAr/DGT0i639Nc6Z5yUz3SGWPSKpklHMCnDurCIAth09Yfiw3kMDvcMnK8aeneZhf7pNafpFUybqinV/hw5uZJoE/RgK/wxmDrcn5NS2o8EllzzjJ4oPmSFaPP82jWD6zkM2HJPCDBH7HCyTpgwGwoDKfzn7Zqu5sZPFB8yRjAlfcubOLqG/tYyAQTsrxnEwCv8MlY4JL3EJZumG8ZPFBkySjnDNu5awiIlHN9ubupBzPySTwO1wy6+oXTzdWMtx1TCa6nMVZFx8EWYBwPJJVvACwYlYhAFsPdyfleE4mgd/hgkka/AJj6YZZxbmyY5FJZAHCszN6/Mnp2BTmZjK31MsWyfNL4He6ZPaIwFi/fKcE/rORxQdNkqzB3biVs4rYcvhEyk/kksDvYOFIlHBUJ61HBLB4Rj5HuoboGZSt6sYgiw+aIBrVBCPJu6IFY4D3xGCIg52pPUNdAr+DBSPW7kc6kviORZLnH50sPmiO+Pmd1B7/bGMiV6qXdUrgdzB/KL7fbvJ+TUtiA7yS7hmb1voZrfU8rfVcrfW37G6PG53aTzp553dtaR6+7PSUn8glgd/BhkLGfru5mclL9RR5M5lRmCMDvMJygdj5nZ2ERdriPB7FqtlFbDjYlbRjOpEEfgcbChoTTXIyLV89+12WziiQwC8sF7+iTWbgBzi/ZhqNHQMpPVFRAr+DDQZjPf4kfzCWVhXQdHyQXr8M8Arr+MPxHn9yw9D51cUAbEzhXr8EfgeLB/6cJKZ6ABZPN/bglV6/sNJQ7PzOTvLGP0tmFJCbmcaGg8eTelwnkcDvYPEcf7ID//KqQgC2y1Z1wkJ+m87vjDQP584uYkOj9PiFA8V7RMkc3AVjgLe6xMvWFK98ENbyh+M5/uSHoQtqprG3rY+ugWDSj+0EEvgd7FSOP7mDuwArZhayVbaqExaKd2zs2ON5dYrn+SXwO5hdqR6AFbOL6OgL0HxCtqoT1giE7Tu/l1UVkJXuSdk8vwR+BztVzmlD4J9ZCMDWI91JP7ZIDX4b6vjjstLTOHd2EW8ekMAvHOZkVY8NH4wFFT5yMtIkzy8sc7KOP4kzd4d7X10p9a19tPf6bTm+nSTwO9hQ0Nh2Mc2jkn7s9DQPy6oK2CJrlwuLDNnY4wd4X10JAG80dNpyfDtJ4HewoVAk6RU9w62YVcQ7x3pOXpILYSY7Uz0AiyrzKfZm8vp+CfzCQQaDEVvSPHErZhUSimh2H5OtGIX5/CFj20U7rmjBWLfnwtoSXt/fmXLVaxL4HWwoGLFlYDdu5az4ErapWfImrOUPRZK65PhI3ldXQmd/gPrWPlvbkWwS+B1sMBgmN8kLtA1X6suiptSb0jMchXX8oYhtaZ6499UZW2K+vj+19kSWwO9gQyF7Uz1gzHDceLCLSDS1LoWF9fwOOL8rCrKZV57Ha/tSK8+fUOBXSn1PKVWvlNqhlHpSKVU47LGvKaUalFJ7lVJXJNzSFNQfCOPLtq/HD0bg7wuEeUfy/MJk/lDUluUaTveBeaVsPNhFfyBsd1OSJtF3fR2wRGu9DNgHfA1AKbUIYx/SxcCVwH8rpez90+5CvUNh8nMybG3DBbGp7W81puZEF2GdIQekegAuXVhOMBLljRRK9yQU+LXWz8f2HwV4C6iK3b4GeERrHdBaHwQagNWJHCsV9fpD5Nvc4y/Lz6am1MubEviFyfyhSNKXZB7JqtlFFORk8MKedrubkjRmXmfdAjwbuz0DODLssebYfWdQSt2mlNqklNrU0ZE6f3HPJhrV9A6FbO/xA6yZO423Go+fXFtFCDP0+e1PZYIxWfGi+aW8XN+eMmNZZw38SqkXlFK7Rvi6Zthzvg6EgYcn2gCt9X1a61Va61WlpaUT/fEpayAYJqohP9v+wP+BeWUMBiNsbpLlG4R5+gIhRwR+MNI9xweCKbMJ+1nfda31ZWM9rpS6CfgwcKk+NQviKDBz2NOqYveJcer1Gxm0/Bz7Pxhr5k4jM83DK/s6WFNbYndzxBRh9Pjt79gAXLKgjKx0D09vP8Z5c4rtbo7lEq3quRK4E/io1npw2ENrgeuVUllKqWqgDtiYyLFSTe+Qsd+tE3r83qx0zqsu4pW9qZMDFdbSWtPnDzuiYwOQl5XOJQvK+PPO1pRI9ySa4/8J4APWKaW2KaV+DqC13g08BrwD/AW4XWstCeIJiAf+Agfk+AEumlfGvrZ+jnbL+vwicYPBCJGodkyPH+DDy6bT2R9gQwoUMiRa1VOrtZ6ptT4n9vWFYY99S2s9V2s9X2v97FivI850KtXjjA/GJQvLAHh+d6vNLRFTQV/s/HZKjh+MdE9uZhp/2tFid1MsZ//sCTEiJ6V6AOaW5jGvPI9nd0ngF4nr8zvr/AZjw6PLFpbz7K4WQpGo3c2xlAR+h+qJBX4n9YiuXFLJ201ddPQF7G6KcLleB/b4AT6yfDrdgyFe2ze1S8sl8DtUW6+fzHSPY3L8AFctqUBreP6dqd/rl+VIrNXrj3dsnHN+g7F8Q0leJr/beOTsT3YxCfwOdeTEIFWFOXhsWqt8JAsqfNSUenlq2zG7m5IMshyJheI5/gKHVPXEZaZ7+OSqmbxU30Zrz9TdklECv0Md6RqiqjjX7ma8i1KK61ZWsfFgF4eOD9jdHEvJciTW6nNojx/g+vNmEtXwyNuH7W6KZSTwO9SRE4PMLMqxuxlnuHblDJSCJ7ak1Hw8WY7EZMf7g4BzypWHmz3NywfmlfKbtw5P2W1HJfA7UJ8/RPdgiJkO6/EDVBbkcGFtCU9sbnb9RBdZjsQ+TZ0DTC/IdsTqnCO57f01dPYH+OPWqdnBkcDvQPG176tLvDa3ZGTXnzeLo91DvFTv7pm8WuvLtNZLRvh6Ct61HMmNshyJuRo7B6gudeb5DcYyJYun53Pfa42u7+CMRAK/A71Y305GmmLN3Gl2N2VEVywuZ3pBNr9646DdTbGMLEdirYOdA8yZ5tzAr5Ti7y6aS2PnAGu3T72/6xL4HSYQjvDnHS2cXz3NkQNfYCxj+9k1c3iz8fhU3plLliOxSNdAkJ6hkGOvaOOuXlLJ4un5/Nfz+wiGp9aELgn8DvOTlxo42j3Ebe+vsbspY7rhvFnkZaXzk5f3290US8hyJNZZf8DY33bpjAKbWzI2j0dx55ULaD4xxO82Tq0KHwn8DhGORPnPZ/bw45cauG5lFe+f5+zBwILcDG65sJpndray+1iP3c0RLvLc7jameTNZ5YLlj99fV8J7aqbx45f2T6k9eSXwO0B7r5/P3L+B/3mtkRvPn8V/XrvU7iaNy60XVpOfnc53/rKXU2OfQoyuvdfPc7tbuXJJBWkOmpw4GqUUd121gOMDQX64bp/dzTGNBH6bvdV4nKt/9AY7m3u459PL+dbHl5KZ7o5fS0FOBv9waR2v7euQxdvEuHz/+b1Eotrxqczhls8s5IbVs3hgfdOUGdNyR4SZgrTW/PzVA9x4/wbyc9J56o738vEVVWf/QYe5ac0cFlXm8821u+kZDNndHOFQWmvuf72RxzY187fvr2G2gyt6RnLnFfMpzMngq7/fPiUmdUngt4E/FOHLj27j28/Wc+WSCtbecSHzyn12N2tS0tM8fPu6pXQNBLnzie2S8hFn6OwP8Pe/28r//fMerlhczj9ePs/uJk1YYW4m3/vkMva09PLtZ+vtbk7CJPAnWXufnxt+8RZPbTvGP18xn5/csIK8LGctVDVRy6oKufPK+Ty3u437X5+6tf1iYrTWPLG5mct+8CrP727jq5fP479vPJeMNHeGnUsWlHPLe6v59fomHt5wyO7mJMTdEcdldh3t4fMPbeLEYJCf3biSq5ZW2t0k0/zNhTVsPdzNt57ZQ3lBNh9dPt3uJgkb/W9DJ999bi/bj3SzanYR375uKbVl7ryqHe7uqxfQdHyAf/3jLioLsrlkQbndTZoUd/7pdaGndxzjEz9fjwIe/8KaKRX0wah5vufT57C6upivPraNV6f4RhZiZFsPn+DG+9/ixvs30NHr57vXLeOxv33PlAj6YKQ2f3zDChZPL+CLD2/hjf2ddjdpUiTwWywa1fzg+b3c8dutLJ5ewFN3XMgSh09cmazsjDR+8dlV1Jb5+JsH3+apbVNvqrsY2d7WPj7/0CY+/t/rqW/p4xsfXsRL/3QRnzpvpqP2lDCDNyudB24+jznTvNzy4Nu8VN9md5MmTAK/hQYCYf7u4c386KUGPnluFb/9/PmU+rLsbpalCnIyeOS2C1g5q4gvPbKNH7+4n+gUXORKGEKRKPe+sJ8P/eh13mo8zj99cB6v3Xkxt1xY7diVN81QkpfF7z5/AfPLfdz20GYeerPJVYUNkuO3yJGuQT7/0Cb2tfXxrx9exC3vnYNSU6vnM5qCnAweunU1dz6+g/9at48NB7v4waeWU5afbXfThIka2vv56mPb2N7cw8fOmc7/+chiiryZdjcraYq8mTz8+fP58iPb+MZTu1nfcJx//9hiynzOP8+lx2+Bv+xq5Zqf/i9Hu4d44ObV3HphdcoE/bis9DR++Olz+M9rl7LpUBeX/eBVfvXGQUKRqbXYVSoaCkb43nP1XHXvaxzqGuSnn1nJD69fkVJBPy4/O4P7P7uKf7lyAS/tbeeS77/KvS84f3kH5aTLk1WrVulNmzbZ3YxJOzEQ5P+s3c3a7cdYPD2fH92wgrmleXY3y3YN7f3825928/r+TqpLvNx6YTXXrawiJzO5qQCl1Gat9aqkHjTG7ec2GOtJ/WHLUe55YR8tPX6uXTGDr129cMqnL8frQEc/3/1LPc/tbqMgJ4NrV87ghtWzkjJHZ6LntgR+kzy/u5W7n9xF92CQv7+kji9ePNe19cpW0Frzwp52fvzSfnY09+DLTueKxRV8aFklF9aWJOW9ksA/OVprntvdyvee28uBjgGWzyzk7qsWcH6NM/eLsNu2I9384vVGnt/dSiiiWVDh4yPLp3PlkgpqSryWXP1L4E+ynsEQ3/zTbp7cepSFlfl8/5PLWDx9albtmEFrzcaDXTy66QjrdrfRFwhTmJvB5QvLOXd2EUurCphX7rPkD4EE/onxhyK8sreDn716gO1Huplb6uWfr1jAFYvLUy51ORmd/QHWbjvG0zuOseVwNwAV+dlcUFPMe+ZOY/H0AmrL8kwZBJfAn0QN7X3c/Ou3aen2c/vFtdx+ca1rFlhzgkA4wmv7Onl6xzFerm+n12/kRbPSPSyans+yGQUsrSpkeVUBNaV5Ca/mKIF/fI51D/GL1xv5/aZm+gNhKguy+cfL5nHtyhmky1XspBzpGuTVfR282XicDY3H6YxtNu9RMLM4l+kFOUwvzGF6YTaVBTmU5GWSke4hM81DRpqHjDRFXlY6daOkjSTwJ8n6hk7+9jebyUpP477PnsvKWUV2N8nVolHNoa5BdjR3s7O5hx3NPew61sNg0FgQKzczjfkVPhZU+Jhf7mN+RT4LKnwTGlCUwD+27sEgP3vlAA+sbyIa1Xx4WSXXnVvFBTXTJG1pIq01jZ0D1Lf0sbetjwMd/bR0D9HS46et189o1c91ZXms+8oHRnxsoue2lHNOwmNvH+HuJ3dSU+rlVzedR1VRrt1Ncj2PR1Fd4qW6xMs158wAIBLVNHb0s725h53N3exp7eOZna38buORkz9X6suiusRLSV4meVnp+LIzuGnNHGYWy+9kvIaCEX69vomfvdJAXyDMx1fM4CuXz5Pz2iJKKeaW5jG3NI8P8e4Z/OFIlPa+AF0DQUKRKKGIJhSJEoxEyTIxm2BK4FdKfRX4PlCqte5URgLwXuBqYBC4SWu9xYxj2ckfivDvT7/Dbzcc5n11Jfz0xpXkO3Rf3KkgzaOoK/dRV+7jE+caS1ZrrWnvC1Df2sfe1l72tfXT1DnAvrZ++v1h+mOBa6bNbXeDroEgv9t4mAfXN9HeF+Di+aXceeUCFlbm2920lJWe5omlfHKsPU6iL6CUmgl8EBi+KeVVQF3s63zgZ7F/XauhvZ87fruF+tY+vvCBuXz1g/Pk8tcGSinK87Mpz8/mAw7fntKpguEoD73ZxL0v7KcvEGbN3Gn85DMrWV3t/K0QhTnM6PHfA9wJPDXsvmuAh7QxgPCWUqpQKVWptW4x4XhJ9+TWZu7+wy5yMtP49c3ncdH8MrubJMSEaa15ZW8H//H0OzR2DnDx/FK+dvVC1+4FISYvocCvlLoGOKq13n5aedcM4Miw75tj950R+JVStwG3AcyaNSuR5pguFInyrT/v4dfrm1hdXcyPb1hBuSw7IFzozQPHuWfdPjY2dVFT4uWBm87j4gXSgUlVZw38SqkXgIoRHvo6cDdGmmfStNb3AfeBUfmQyGuZqb3Pz+0Pb+HtphPcemE1d121QFI7wnXeburiB8/v483G45TnZ/FvH13MDatnSdlxijtr4NdaXzbS/UqppUA1EO/tVwFblFKrgaPwrvG1qth9rrD50An+7jeb6fWHuPf6c05WmQjhFpsPneCHL+zj9f2dlORl8Y0PL+Iz58+a0itmivGbdKpHa70TOHmtqJRqAlbFqnrWAncopR7BGNTtcUN+PxiOcv8bjdyzbh+VBTk8eMtqqXAQrrKjuZvvP7+P1/Z1MM2bydevXshfXTA76esiCWezqo7/GYxSzgaMcs6bLTqOadY3dPKvT+3iQMcAVy6u4DvXLaMgV0o1hTv0DIX47l/q+e3GwxTmZHDXVQv47Htmk5spU3XEmUw7K7TWc4bd1sDtZr22lXr9If7jT+/w+83NzCrO5Vc3rXLtPpoi9WitWbv9GP/x9B66BgLcvKaaf7y8Dp/MLxFjSNnuQDgS5dFNR7hn3T66BoJ88aK5/MOldZIDFe/i5MmJ/lCEr/1hJ09uPcqyqgJ+ffN5U3ZbT2GulAv88eWBv/uXeva397N6TjEP3LSIpVXygRHv5uTJiUe7h/jC/9vMzqM9fOXyedx+cW3Ci9iJ1JEygT8cifL8O2384vVGth7upqbEy8//6lxZYlaMxZGTE5/f3co/P76DSFTzi8+u4vJFkpoUEzPlA3+fP8Sjbx/hgf9t4mj3ELOKc/nWx5fw6VUzZYlZMSozJieaKRo1cvlP7zjGC3vaWTIjn5/csJI5JV4rDyumqCkZ+LXWbD3SzR+3HuUPW47SHwizek4x3/jIIi5bWC6XxAKwfnKiWbPS97T08vUnd7LlcDcV+dn8wyW13H5JLVnpMh4lJmdKBf6G9j7+tL2FP247yqHjg2Sle7hqSQW3XlgjOXxxBqsnJyY6K/1o9xD/8+oBHt5wmIKcDL7/yeVct3KGpCZFwlwd+KNRzb72PtbtbuPPO1uob+1DKVgzdxp3XFzLlUsqpKxNTJjdkxMPdg7w81cO8MSWZpSC68+byT9fMZ/C3PFvOiPEWFwV+I/3B9jX1k99ay9vN3WxobGL4wPGFmbnzSnimx9ZxFVLK2UhNWEl0ycndg8Geauxi/UHOll/4DgN7f1kpXv4qwtmc9v7ayxfm12kHlcE/m8/W8/vNx05GeQBZhTm8IF5pbxn7jTeV1dKRYEEe2ENqyYn9gyGuPGXb7H7WC9aQ05GGquri/nkuVVcu7KKUl+WGYcR4gyuCPyVBdlcurCMebHdmOaX+yTQC9fLz0mnqjCXyxdWsKZ2GsurCmXVTJEUrgj8n1szx+4mCGE6pRQ//+tz7W6GSEHSvRBCiBQjgV8IIVKMBH4hhEgxEviFECLFSOAXQogUI4FfCCFSjAR+IYRIMRL4hRAixShjBrozKKU6gEOjPFwCdCaxOWORtpzJKe2A0dsyW2tdmuzGgGvObae0A6QtozHl3HZU4B+LUmqT1nqV3e0AaYuT2wHOast4OKW9TmkHSFtGY1ZbJNUjhBApRgK/EEKkGDcF/vvsbsAw0pYzOaUd4Ky2jIdT2uuUdoC0ZTSmtMU1OX4hhBDmcFOPXwghhAkcF/iVUlcqpfYqpRqUUneN8HiWUurR2OMblFJzLGrHTKXUy0qpd5RSu5VSXxrhORcppXqUUttiX9+woi2xYzUppXbGjrNphMeVUupHsfdlh1JqpQVtmD/s/7pNKdWrlPryac+x7D1RSv1KKdWulNo17L5ipdQ6pdT+2L9Fo/zs52LP2a+U+pxZbRovOa9HbY/t53XsOKl1bmutHfMFpAEHgBogE9gOLDrtOV8Efh67fT3wqEVtqQRWxm77gH0jtOUi4OkkvTdNQMkYj18NPAso4AJgQxJ+V60Y9cNJeU+A9wMrgV3D7vsucFfs9l3Ad0b4uWKgMfZvUex2UTJ+b8PeKzmvR26Po87rYb+vKX1uO63Hvxpo0Fo3aq2DwCPANac95xrgwdjtx4FLlVLK7IZorVu01ltit/uAPcAMs49jomuAh7ThLaBQKVVp4fEuBQ5orUeblGQ6rfVrQNdpdw8/Hx4EPjbCj14BrNNad2mtTwDrgCutaucI5LyevGSf15AC57bTAv8M4Miw75s586Q8+RytdRjoAaZZ2ajYZfcKYMMID79HKbVdKfWsUmqxhc3QwPNKqc1KqdtGeHw8752Zrgd+N8pjyXpPAMq11i2x261A+QjPSfZ7M5njy3ntjPMaUuDcdsWeu3ZSSuUBTwBf1lr3nvbwFozLwX6l1NXAH4E6i5pyodb6qFKqDFinlKqP9RKSTimVCXwU+NoIDyfzPXkXrbVWSkmZ2jjIeT2yVDm3ndbjPwrMHPZ9Vey+EZ+jlEoHCoDjVjRGKZWB8eF4WGv9h9Mf11r3aq37Y7efATKUUiVWtEVrfTT2bzvwJEb6YLjxvHdmuQrYorVuG6GdSXtPYtril/6xf9tHeE4y35uRyHk9Coed15Ai57bTAv/bQJ1Sqjr2l/d6YO1pz1kLxEeuPwG8pGOjHGaK5Vd/CezRWv9glOdUxPOwSqnVGO+n6R9WpZRXKeWL3wY+COw67Wlrgc/GqiAuAHqGXSaa7QZGuRRO1nsyzPDz4XPAUyM85zngg0qpolhlxAdj9yWLnNcjH8dp5zWkyrltxQh1Il8Yo/j7MKogvh6779+Bj8ZuZwO/BxqAjUCNRe24ECP/uAPYFvu6GvgC8IXYc+4AdmNUabwFrLGoLTWxY2yPHS/+vgxviwJ+GnvfdgKrLGqLF+NkLxh2X1LeE4wPZAsQwshl3oqRB38R2A+8ABTHnrsKuH/Yz94SO2cagJvlvJbzOpXPbZm5K4QQKcZpqR4hhBAWk8AvhBApRgK/EEKkGAn8QgiRYiTwCyFEipHAL4QQKUYCvxBCpBgJ/EIIkWL+P+Wq7/HI3pm3AAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_21817_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_21817_E3\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD4CAYAAADrRI2NAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAAsTAAALEwEAmpwYAAAy4ElEQVR4nO3dd3hc5ZX48e8Z9d4lW13uvWNsOoEQQygJEOKEJRASWEiySxI2hbCb3c0vjWQ3lEBgSVggWQglFJOEEiCG0GxjjHHBvXdJlq1iSVPf3x8zYytGkiXNnbn3as7nefRYmhnNPZbuPXrvuee+rxhjUEoplTw8dgeglFIqsTTxK6VUktHEr5RSSUYTv1JKJRlN/EoplWRS7Q6gp9LSUlNfX293GGqYeu+995qNMWV2bFv3bRVPg923HZX46+vrWb58ud1hqGFKRHbYtW3dt1U8DXbf1lKPUkolGU38SimVZDTxK6VUktHEr5RSSUYTv1JKJRlN/EoplWQ08SulVJLRxO9S/mCI3y3ZwfbmI3aHopSldhw8whPLdxEK6ZTx8eKoG7jUwH33qdU8tWI3mWke/vL1M6ktybY7JKViduiIj4vvfovWLj+rd7fy/z41xe6QhiUd8btQc4eXZ1fu4dyJFXhEuO2l9XaHpJQlXl3fSGuXn8mV+TyydAfb9Iw2LjTxu9ALq/cRDBm+9YnxXDWvjhfX7KexvdvusJSK2d82NlGam8GD15yER4TfL9tpd0jDkiWJX0QKReQPIrJeRNaJyHwRKRaRl0VkU+TfIiu2peD9XYcpz8tg/Ig8rjiphmDI8NzKvXaHpVTMlm1r4dQxJZTnZ3LmuDL++MFerfXHgVUj/juBF40xE4DpwDrgu8CrxpixwKuRr5UF1u9rZ8LIfABGl+UyYUQeL394wOaolIpNly/I/rZuxpbnAvDJaSPZ19rNh/vabI5s+Ik58YtIAXAG8ACAMcZnjDkMXAI8HHnZw8CnYt2WCnfzbG7sYOKIvKOPnTuxguU7DtHa6bcxMqVis/tQJwA1xeFGhVPHlALw1uZm22IarqwY8TcATcCDIvK+iPxGRHKACmPMvshr9gMVvX2ziFwvIstFZHlTU5MF4QxvOw4ewRcMMb5H4j9jXBnBkGHZ9hYbI1MqNjtbwom/NpL4K/IzGVOey9tbDtoZ1rBkReJPBWYB9xpjZgJHOK6sY4wxQK+FOmPM/caYOcaYOWVltqyR4Sp7Docv4kYPDoBp1QWkp3hYrolfudjxiR/g1NElLNvWgi8QsiusYcmKxL8b2G2MWRr5+g+E/xAcEJGRAJF/Gy3YVtI70BZO/OV5mUcfy0xLYVp1gY74lavtaukiOz2F4pz0o4/NH11Klz/Iyl2H7QtsGIo58Rtj9gO7RGR85KFzgA+B54CrI49dDSyKdVsKGqOJPz/j7x4/qaGYNXta6fIF7QhLqZgdPOKlNDcDETn62PxRJYjAkq1a7rGSVV09/wQ8IiKrgBnAj4GfAh8XkU3AuZGvVYwa270UZKWRmZbyd4+fVF+EP2h0ZKRc61Cnn6LstL97rCA7jVGlOaza3WpTVMOTJVM2GGNWAnN6eeocK95fHXOgrZvyvIyPPD67thgRWL69hfmjS2yITKnYtHb6KMhO/8jj06oLeXuLdvZYSe/cdZkDbV4q8jM/8vjRkdEeHRlZSW9OTJzeRvwAU6oKONDmPVrmVLHTxO8yTe3eXkf8ED5A1mrit5renJgghzp9FPU64i8AYLXu25bRxO8yrV1+Cns5OACmVBawt7WbliO+BEc1POnNiYkTCIZo7w5QkPXREf+kkfl4BK3zW0gTv4sEQ4YOb4D8rN4vzUyuDE/jsHavHiAW0ZsTE6S1K3zXeW+lnpyMVMaU5+qI30Ka+F2kozsAQF7mRw8OgMmV4VPiNXt0bhOL6M2JCXIoMt1In2ezVQWs0cRvGU38LtLWHT448jN7H/EXZKdRU5zFGh3xW0VvTkyQ1q5webKwlxE/wIQReTS2ezncqWVMK2jid5Fo4u9rxA8weaRe4LWK3pyYOG1d4bPZ/F5q/ADjKsJzU23Y356wmIYzTfwucuzg6Pv2i4kj89nR0kmnL5CosIY7vTkxATojd5znpPe+b0cnJdx4QBO/FXTNXRdpP1rq6XvEP64iF2NgS+MRpkba4NTQ6c2JiREdqGSnp/T6/Ij8TPIzU9mgid8SOuJ3kbbIxd3+Ev/YivAiFpsa9QBR7tHlD4/4s/pI/CLC+BF5bNzfkciwhi1N/C7SfrTG3/eJWl1JDmkpwsYDeoAo94iWevoa8UO4zr9+fxvhRioVC038LhKt8feX+NNSPDSU5rBZR/zKRaKJPzO178Q/fkQebd0BDrR5ExXWsKWJ30Xau/3kpKeQmtL/r21sRZ6O+JWrdPkCZKZ58Hikz9dEO3v0Am/sNPG7yBFfgJyME1+PH1uey65DnTo3v3KNTl+Q7D46eqJGleUAsLVJBzWx0sTvIl2+YJ8Xv3oaV5EX7uzRA0S5RJcvSFZa//t2WW4GeRmpbG0+kqCohi9N/C7S5T/xwQHhET9oZ49yj/CIv/99W0RoKMthmyb+mGnid5Euf+gjK2/1pq4kh1SPsEnr/MolOv0nTvwAo0pz2NqkiT9WmvhdpHsAp8MA6anhzh69wKvcossXGFAZs6E0lz2Hu/T6VYw08btIlz9IZtrAfmVjK3K1pVO5xkAu7sKxC7zbD+qoPxaa+F2k2z+wi7sAY8vz2NHSSbdfR0bK+QbauNBQGu3s0cQfC038LhIe8Q8s8Y8qy8EY2NnSGeeolIpdpy9I9gD27WOJX8uYsdDE7yLdA+zqAagvCR8g2gGh3KDTFxjQxd2cjFRG5Gfqfh0jTfwuMpBe56ho4t+uB4hygW5/iMwBljHrSrLZoWeyMdHE7xLGmEGVegqy0yjKTmP7QT1AlLMZY/AFQ2T0M09PT3Ul2VrCjJEmfpfwBUOETN/T1vamvjRHR/zK8XzBEAAZqQNLR7XF2TS1e3WxoRho4neJbn/44BjoiB+goSRH296U4/kC4X07/QSTD0bVFGcDsKulK24xDXeWJX4RSRGR90XkT5GvG0RkqYhsFpHHRSTdqm0lo2hb5kBr/BAe8e9r7dabXZSjHU38Axzx10WuX+3QQc2QWTnivwlY1+Pr24DbjTFjgEPAlyzcVtKJJu+s9IH/yuojrW87WvQAUc4VLfWkDXDEXxsZ8Wudf+gsSfwiUg18EvhN5GsBPgb8IfKSh4FPWbGtZBVdmq6/hSqO16CdPcoF/IHwiloDHfEXZaeRl5HKLk38Q2bViP8O4NtAKPJ1CXDYGBO9+rIbqOrtG0XkehFZLiLLm5qaLApn+Dma+Ad1cTc8MtrWrAeIci5fMLxvDzTxiwg1xdrSGYuYE7+IXAg0GmPeG8r3G2PuN8bMMcbMKSsrizWcYavbN/gaf15mGqW56VoLVY7mHeTFXdCWzlideFakEzsVuFhELgAygXzgTqBQRFIjo/5qYI8F20pa3YHIiH8QiR/CN3LpXY7KyaIXdwfazgnhOv+r6xoJhgwp/SzXqHoX84jfGHOLMabaGFMPLAT+aoy5ElgMXB552dXAoli3lcwG2/IWVactncrhBtvVA1Bbko0vGOJAW3e8whrW4tnH/x3gmyKymXDN/4E4bmvY8wWjF8AGN7ppKM3mQJve7KKca7BdPaCdPbGyNPEbY14zxlwY+XyrMWauMWaMMeYzxhivldtKNsdG/IMs9ZRGO3v0AFHO5A8OYcQfTfw6JcmQ6J27LjGU02E4NlnbTu3lVw41lDJmZWEWKR7REf8QaeJ3CV9gcC1vUbUl4ZHRDh0ZKYfyDmFQk5biobIwU1s6h0gTv0v4IzX+tJTB1fjzM8OzdOoBopxqKF09AHXFOezUxoUh0cTvEr4h1EGj6kpytJc/BjoPVXwNdd+uKc5m1yGdqG0oNPG7xFBucomqK8nWUk9sdB6qOIqO+AfT1QPhC7wtR3x0eLVjbbA08buELxAiPcVDeBqkwakryWHv4a6jB5gaOJ2HKv6G0tUDUFOcBaBz9gyBJn6X8AdDg67vR9UVZxMysPuQHiBDcAc6D1VcDfXmRO3lHzpN/C7hC4SGVN+HY5O1ablncHQeqsQ4VuoZ3MCm9uiCLLpfD5YVc/WoBIgl8dcW68IVQ6TzUCWANxjetwdbxizISiMvM1VH/EOgI36X8AWHnvhLc9PJSU/RhdcHSeehSgxfIETGEJoWRITaYp2lcyg08buELxgadNdDlIhQW5KjB4h1dB4qC/kCIdKGfDariX8otNTjEtGunqGqL8lmw4F2CyNKLsaY14DXIp9vBebaGc9w4g8Ofd+uLc7m1fWNhEIGj07PPGA64ncJXyA06Dsbe6otyWZ3SxfBkLEwKqViF8v1q5ribHyBEI3tOgfkYGjid4lYDg4IT9bmC4bY16p3OipnieX6VY22dA6JJn6X8MdQ44dwLz/oNLbKeWIpY2ov/9Bo4neJWEZFcGyWTu3sUU7jjeFstqowCxFN/IOlid8lYr24O7Igi/QUDzt0Xn7lMLHs2+mpHioLsvQmrkHSxO8Ssdb4UzxCdXEWO3QlLuUw/hjPZmuKs3TEP0ia+F3CF0PLW1R9SY7Oy68cJ+YyZnG2jvgHSRO/S8Q64ofIzS4Hj2CMtnQq54i1jFlbnE1ju5cuX9DCqIY3TfwuEeuoCMI3cR3xBWnu8FkUlVKxi3VQE23p1NlnB04Tv0vEOiqC8Lz8oAuvK2exKvFrnX/gNPG7hD849PlMouqiLZ16gVc5SCzzUIH28g+FJn4XCIUM/qCJecRfXZSNR9ALvMpRYp2OpCQnnez0FE38g6CJ3wViWWi9p/RUD5WFWTovv3KUWK9fRadn1s6egdPE7wLRxB/LqChKF15XTmPF9aua4mx2teg8VAMVcyYRkRoRWSwiH4rIWhG5KfJ4sYi8LCKbIv8WxR5ucvIfXZrOisSfoyN+5RiBYIiQif1sNjovv7YqD4wVI/4AcLMxZhIwD/iqiEwCvgu8aowZC7wa+VoNgVWlHghP1nao009rlz/m91IqVlbt27XF2XT5tVV5oGLOJMaYfcaYFZHP24F1QBVwCfBw5GUPA5+KdVvJKroYdaynw3Css0dn6VRO4LPobFY7ewbH0hq/iNQDM4GlQIUxZl/kqf1ARR/fc72ILBeR5U1NTVaGM2wcTfwWjPjrS8O9/FubO2J+L6ViZdWIv6Y4C0Av8A6QZYlfRHKBp4CvG2Paej5nwoW3Xotvxpj7jTFzjDFzysrKrApnWIkeHFbU+OtLchCBrU1a51f2iw5qhrLYek/VRTriHwxLEr+IpBFO+o8YY56OPHxAREZGnh8JNFqxrWR09OCwYMSfmZZCTVE2W5p0xK/sZ9XZbGZaChX5GZr4B8iKrh4BHgDWGWN+0eOp54CrI59fDSyKdVvJyspSD8Doshwd8StHsLJxQXv5B86KTHIqcBXwMRFZGfm4APgp8HER2QScG/laDYGVBwfA6LJctjZ3ENKF15XNrGxcqIm0dKoTS431DYwxbwLSx9PnxPr+yrrOh6hRZbl0+0Psbe06WhtVyg5H920LBjWjSnN4esUeOn0BstNjTm3Dmt656wL+oHWjIgiXegC2aLlH2cxn4b49uiwX0MaFgdDE7wJeq2v85eEDZEujXuBV9rLy+tXR/VobF05IE78LWNnVA+HZDAuy0vQAUbazct+uKwnPPqtnsiemid8FrOzjh/BshqPLcjTxK9tZ2biQkZpCTbG2Kg+EJn4X8Ftc6oFwPVRHRspuVnb1QGS/1hLmCWnidwGr2zkhXA9tavfqZG3KVlZ29UC4cWFb8xGC2qrcL038LmD1qAh6dkDo6KgvOuV4/FnfsZaLNxBi72Gdm78/mvhd4Fgff1+3SwxetKVzs54W90enHI+zeHWsbdYBTb808buAL7Lebnh2DGvUFmeTnuph44F2y95zuNEpx+PPytXl4NiZrNb5+6eJ3wV8gdjWJO1NaoqHseW5rN+viX8gdMrx+LC6jFmck05Rdpo2LpyAJn4X8AWDlid+gPEj8tigif+EdMrx+PEFQqR6BI/HyjJmrrZ0noAmfhfwBUKW1vejJozIo7Hdy6EjulxdX3TK8fgK79vWpqHRZbnatHACmvhdwB80cRrx5wNouacPOuV4/PmD1pcxx5Tn0tzho0UHNH3SxO8CvkDI0lbOqAkj8gDYsL/tBK9MWjrleJz54pD4x0X26/W6X/dJ5y51AW8gREZqiuXvW56XQWF2Ghu0s6dXOuV4/HnjMKg5NqBp55TRpZa+93ChI34X8AaCZKRZ/6sSEcZX5GmpR9nGFwhZ1soZdXRAo/t1nzTxu4A3DgdH1IQReWzc366rcSlbxKNVWQc0J6aJ3wW8gRDpcSj1QPgC7xFfkD16i7uygS9ofVcPRAY0B3RA0xdN/C7g9QfjNuIff/RCmI6OVOLFo6sHwgOaTl+Q3Yd0QNMbTfwuEI86aFQ08a/bpx0QKvHi1bE2Xjt7+qWJ3wXi1dUDkJuRyqjSHNbsaY3L+yvVn3jU+OFY4tcLvL3TxO8C8erqiZpSVcBqTfzKBt44Jf7cjFSqi7JYr63KvdLE7wLx7OoBmFZdwL7Wbpo7vHHbhlK9iccNXFETdC6qPmnid4F4lnogPOIHdNSvEi5eNX4Il3u2NR+h2x+My/u7mSZ+hzPGxPXiLsDkyvCcPat3a+JXieUPxi/xTxpZQDBk2HRAJ2w7niZ+h4uuUBTPGn9eZhqjynJ0xK8SLl4XdwGmVEUGNLpff0TcE7+ILBCRDSKyWUR0ibpBOpr441jqAZhaVaCdPSrh4pn4a4uzyctMZc1e3a+PF9fELyIpwD3A+cAk4HORNUvVAHkD4fpkvA6OqKlV4Qu8Te16gVclTjwv7ooIUyp1QNObeI/45wKbjTFbjTE+4DHC65WqAfL6rV2TtC/RC7x6kKhECYVMeK2JONX4AaZWF7B+Xzv+yNq+Kizeib8K2NXj692Rx47SdUn7d6zUE99f1eTKfERglV7gVQniD0XW241z44IvGNILvMex/eKurkvav2ipJ941/rzMNMaU5bJy16G4bkepKKsXWu/NVD2T7VW8E/8eoKbH19WRx9QAJaKrJ2p2XRErdh7WGQ1VQnRHypiZcdy360tyyM3QC7zHi3c2eRcYKyINIpIOLCS8XqkaoETV+AFm1RXR2uVna7OeFqv4i95YlZEWv7NZj0eYVJmvLZ3HiWs2McYEgK8BLwHrgCeMMWvjuc3hxhdMTDsnwKzaIgBW7Dgc920pFS1jZsYx8QNMqSxg3b42AnqB96i4DyONMc8bY8YZY0YbY34U7+0NN97oqCgBI/5RpTkUZqfx3g6t86v4607Q2ezU6ny6/SE2N+mZbJTtF3dV/6I1/njWQaM8HmFWbRHv7dTEr+IvWuqJ94h/enUhACt3Ho7rdtxEE7/DRQ+O9JT4l3ogfIF3c2MHrZ3+hGxPJa+jF3fjPOJvKM2hICuNlbsOx3U7bqKJ3+GiiT8rPTGJf2ZtIQArtK1TxVmiavwiwszaQt7XEf9RmvgdrivBiX96dSEpHmGF1vlVnB1r54z/vj2zpoiNje20d+uZLGjid7xOXyTxJ+DgAMjJSGXiyDxWaJ1fxdmxGn/809CM2kKM0anHozTxO1yXP0h6qocUjyRsm7Nqi1i587C2v6m46k5QqQdgRuQC7/ta5wc08Ttety+YsNF+1Oy6Io74gmzQ9UpVHB27uBv//bsgO43RZTla54/QxO9wnb4g2Qmq70fNrgvfyPXutpaEblcll2N37iYmDc2oKWLlrkMYo1OSaOJ3uC5/4kf81UXZVBVmsVQTf590gaHYJfLmRAh3rDV3+Nh9qCsh23MyTfwO1+0PJqQGeryTRxWzdFuLjo56oQsMWaM7spa0SGKuX0WnJNE70zXxO54dpR6AeaNKaDniY1Oj3ubeC11gyAKJHtSMH5FHXmaqnsmiid/xuvzBhPXw9zSvoQSApVsPJnzbLnDCBYbUiXn9oYS0ckaleIQ5dUW8u10TvyZ+h+vy2VPqqSnOorIgkyVb9SAZKl1drn/dgcTv2yc1FLO5sYODHcm9trQmfofr8ttT6hERTh5VwtJtB7XO/1EDWmBIV5frX7c/mJBWzp5ObigG4N3tyV3n18TvcF029PFHzRtVTHOHjy06ne3xdIEhC3QnuNQDMLWqkIxUT9KXezTxO1yXTV09EL7AC/D2Fq3z96QLDFmj2x+M6+pbvUlP9TCjplATv90BqP512dTVA1BbnE1tcTavb9D69PF0gaHY2VXGnNtQzJo9rXR4AwnftlNo4ncwfzBEIGRsK/WICGePL+OtLc1H77JUyip2tSrPbSgmZJK7n18Tv4MdnZnTphE/wFkTyun2h7T3WVmu0xsgOz014dudXVdEWorw9ubmhG/bKTTxO9iRyKlobkbiD46o+aNKyEj18NqGRttiUMNTp02lnuz0VObUFfP6xuQtYWrid7BoDTI3077En5mWwvzRJbymdX5lsU6vPTcnApwxroz1+9tpbOu2Zft208TvYO3d9o/4Ac4eX8625iNsbz5iaxxq+PAHQ/iCIXJsKPUAnD62FIA3k7Tco4nfwaKlnjwbR/wQTvwAi7XcoywSvX5lV8fapJH5lOSk88YmTfzKYY6WejLSbI2jtiSbseW5vLR2v61xqOGj62jit2dQ4/EIp40t5Y1NzYRCyXdnuiZ+B+votr/GH7VgygiWbWtJ+jlOlDU6feF9264RP8DpY8to7vCybn+bbTHYJabELyI/F5H1IrJKRJ4RkcIez90SWaRig4h8IuZIk1C7A7p6ohZMGUHIwCvrDtgdihoGnNCqfEakzp+M3T2xjvhfBqYYY6YBG4FbACKLUiwEJgMLgF9FFq9Qg9DhkIu7EK6J1hRn8cIaLfeo2EUTv10XdwHK8zOZUpXPq+uS79pVTInfGPOXyLwlAEsIz1II4UUpHjPGeI0x24DNhBevUIPQ4fWTnZ5CiicxKxT1R0RYMHkEb21upq3bb3c4yuWOREo9do74Ac6ZUMGKnYeSroRpZY3/WuCFyOcDXqhC5yzvW4c34IjRftSCKSPwBw2L1yffCElZK3pxNyfD3sR/7sQKjIHFSXafygkTv4i8IiJrevm4pMdrbgUCwCODDUDnLO9be3fAERd2o2bWFFGRn8FzK/faHYpyuWircnaavfv3lKp8KvIzeDXJrl2d8KdujDm3v+dF5BrgQuAcc2zFjgEtVKH61+ENkOegEb/HI3x6ZjW/fmMrje3dlOdl2h2ScqmuyKR/2TaP+EWEj02o4LmVe/AGgmQkeGEYu8Ta1bMA+DZwsTGms8dTzwELRSRDRBqAscCyWLaVjNq6/I4a8QNcPruaYMjw7Pv6d1wNXfQeFTsv7kadO7GcI74gS5NomdFYa/x3A3nAyyKyUkTuA4gsSvEE8CHwIvBVY4zO6ztITR1eynIz7A7j74wpz2VmbSFPLt+tSzKqIWvt8pOe4kn4Cly9OXVMKVlpKfzlw+TpWIu1q2eMMabGGDMj8nFDj+d+FFmkYrwx5oX+3kd9lDGGxjYv5fnOK6d87qRaNjV28M5WXZlLDU1bl5/8rDRE7O9Yy0xL4ewJZby45gDBJLmL1/4/t6pXbd0BvIGQ40b8ABfPqKQkJ53/fXOb3aEol2rt8lOQZX+ZJ+qCqSNp7vAmzZKMmvgdqqk9PF1seb7zEn9mWgpXzqvj1fWNbNWF2NUQhBO/vXNQ9XT2+HIyUj08v3qf3aEkhCZ+h2psD99QUpbnvMQPcNW8OtI8Hh58a7vdoSgXclriz8lI5ezx5bywZn9STNqmid+hmiKJv9yhib8sL4OLZ1Tyh/d205xkdz2q2Dkt8QOcP3UETe1elifBWrya+B1qz+EuAMoc3Ct/41mj8QVD3P3XzXaHolymtdN5if+ciRWkp3r406rhf4OiJn6HWr79EA2lOY47OHoaXZbLZ2ZX88jSHexq6TzxNygFhEKGdm/Acft2bkYqH59UwR8/2IsvELI7nLjSxO9AgWCIZdtamD+6xO5QTujr547DI8IvXt5odyjKJdq9AYyBfIclfoDLZ1VzqNPPX4f5fFSa+B3o6RV76PAGOGOs8+cuGlGQyTWn1vPsyj2s2dNqdzjKBVo7w7O7Om3ED+G1eMvyMnhqxW67Q4krTfwOYozhqfd286+L1jC3oZjzJlXYHdKAfOWsMZTkpPPvz63Vu3nVCe0+HC4LVhZm2RzJR6WmeLh0ZhWL1zcO66maNfE7wN7DXTy5fBeX3PMWNz/5ATOqC7nvH2bjccA8/ANRkJXGtz8xgfd2HOLZlTqHj+pf9HpQbXG2zZH07rLZ1QRChkXDeBZa59w6l2SOeAMsWrmXR5ftYM2e8JqfNcVZ/OyyaVw2u9oRi68MxuWzq3lk2U5+8vx6zp1YQV6m807jlTPsONhJqkcYWeDMjrVxFXlMry7g8Xd38cVT6x0xrYTVdMSfYP5giHsWb+bU2/7K955ZTSBouPWCibxw0+m8/i9nc8VJNa5L+hCesvkHF0+mucPLj59fZ3c4ysF2tnRSXZRFaopz08/nT65lw4F23humPf3O/ckPQ+3dfq596F1+/tIGZtcW8dSN83nhptO57oxRTByZ75rSTl+m1xTyj2eO5vfLdrl+lS4R+bmIrBeRVSLyjIgU9njuFhHZLCIbROQTNobpSjsOdlLj0DJP1EXTK8nLSOX/luywO5S40MSfAMYYXlyznwV3vME7Ww7ys8um8cA1JzG7rnjYnUZ+/dyxjK/I4ztPreJwp8/ucGLxMjDFGDMN2AjcAiAik4CFwGRgAfArEUmO1TsscLDDy9q9rcyoKbQ7lH5lp6dy6awqnl+9/+hd9MOJJv44au7w8uTyXZx/5xvc8H/vkZuRyuP/OI8rTqo58Te7VEZqCv99xXRajvj4/qK1doczZMaYvxhjApEvlxBeRQ7gEuAxY4zXGLMN2AzMtSNGN3pp7QFCJrx+s9NdfUo9/lCIh94efrPQ6sVdi4VChsUbGnno7e28sakZgLHlufz3Z6Zz8YxK0hxc17TKlKoC/vmcsfzi5Y2cPraUz8xx/R+6a4HHI59XEf5DELU78thHiMj1wPUAtbW18YzPFbyBIPe9voUJI/KYNDLf7nBOaFRZLudPGcFv39nBDWeOHlYNC5r4LXTEG+Brj65g8YYmKvIzuOmcsZw9oZxpVQWur98P1lfPHsM7Ww7yb4vWMLmygEmVzjvQReQVoLeh563GmEWR19wKBIBHBvv+xpj7gfsB5syZk9Q3OBhj+OGf1rGzpZPfXjvXNSXOG84czfOr9/Po0p3845mj7Q7HMpr4LdLc4eXah95lzZ5Wvn/hJK6aX5cUo/u+pHiEOz83g4t++SbXPLiMp248xXEX9Iwx5/b3vIhcA1wInGOO3Zm2B+h5ClMdeUz1497Xt/C7JTu4/oxRnDHO+XekR02rLuTUMSU88OY2rj6lnsy04XE5J3kzk4W2Nx/hsnvfZuOBdv7nqjlce1pDUif9qPK8TH73pZPxBkJc+ZulR2ccdQMRWQB8G7jYGNNzBrrngIUikiEiDcBYYJkdMbpBa5efn76wnp+9uIFLZlTy3QUT7A5p0L5y1hga2708tmyn3aFYRrNTDDq8AR5ZuoNP/+ot2rr8PHrdPD7ukmkWEmVcRR4PXzuXQ50+Pvs/77hpFs+7gTzgZRFZKSL3ARhj1gJPAB8CLwJfNcYE7QvTmbY0dfD9RWuY/5NXue/1LVwxp5r/+sx0V5Y8TxldwskNxdy9eAudvsCJv8EFtNQzBO/vPMRjy3bxx1V76fQFmVFTyO2fnUFDaY7doTnSjJpCHv3yPP7hgaUsvH8Jj3z5ZOod/rMyxozp57kfAT9KYDiuYIzhpbUHeOjtbSzZ2kJ6ioeLpldy7Wn1TK4ssDu8IRMRvvWJ8Vx+3zs8/PYObjzL/bV+TfyD0NjezQ/++CF/WrWP7PQULppWyWfn1jCzptA1F6vsMrW6gEe+fDJXPbCUS+55i9s/O52PTdCzo+EgGDI8sXwXD721nQ0H2qkuyuJbnxjPZ+ZUU+7ghYQGY059MWeNL+O+17fw+ZNrHTmz6GBo4h+gP7y3mx/8cS3d/hDfOHccXzq9gdwM/fENxpSqAhZ99TRufOQ9rn1oOV87ewzf+Pg4V05RocI27G/nO0+tYuWuw0ypyufnl0/j0lnum2tqIP7lvPFc+Ms3eeCNrXzzvPF2hxMTzVwD8Js3tvLDP69jbn0xP7lsKqPLcu0OybVqS7J56sZT+PdFa7l78Wbe33WIOxfOpDTXmWsLq955A0HuWbyFe1/bTF5mGncunMHF0yuH9ZnvlKoCLpg6gt+8uY0r59VRke/esxm9uNuP9m4///HcWn7453WcP2UEj153siZ9C2SmpXDb5dP42eXTWL79EBfe9SZvb2m2Oyw1QEu2HuSTd73JXa9u4sJplbzyzTO5ZEbVsE76Ud9ZMIFAyPATl09EqIm/F6FQeEGUj/336zz8zna+ML+Ouz4309GzCbrRFXNqePorp5CZ5uHzv17KLU+vpq3bb3dYqg+tnX6+8fhKFt6/hG5/kAe/eBK3f3YGxTnpdoeWMHUlOVx/+iieXbmXd7e32B3OkFmSyUTkZhExIlIa+VpE5K7IDIarRGSWFdtJhN2HOln46yXc/OQHVBVm8exXTuUHl0zRvvw4mVxZwAs3ncF1pzfw+Ls7+fgvXueZ93cTCiX1ja6Os+PgES6+503+tGov//SxMbz8jTM5e3y53WHZ4itnj6ayIJPvL1qLP+jORdljzmYiUgOcB/S8u+F8wje2jCU8V8m9sW4n3rr9QX79t61ccOcbfLi3jZ9dNo2nbzyF6Q6fRXA4yEpP4dZPTuLpr5xKWV4G33j8Ay6+503e2XLQ7tAUsGZPK5fd+zZtXX4eu34eN583nqz04XEH61Bkp6fy/YsmsW5fG79avMXucIbEimHs7YTvcOw5RLsE+K0JWwIUishIC7YVF8u2tbDgjr/xo+fXMb2mkD//82lccVKNK282cbMZNYU899XTuP2z02np8PG5Xy/hmgeX8cGuw3aHlrTe3tLMwvuXkJGawpM3nMLsumK7Q3KEBVNG8qkZlfzyr5tYtfuw3eEMWkxdPSJyCbDHGPPBcRd2qoBdPb6OzmC4r5f3sG0Gw1DIcM/izfzilY1UF2Xxuy/N5fSx7plHZDjyeIRPz6zm/CkjefCt7fzP37ZwyT1vMWlkPmdPKGNWbRGzaosoSqK6ciJ1eAN8uLeNjQfa2dZ8hN+9s4P60mwevnYuIwuctzi6nf7z4iks2drCN5/4gD/902mumsfnhIm/vxkMge8RLvMMmR0zGBpj+NumZn76wnrW7WvjkhmV/PjTU8nRvnzHyExL4cazRvMP82p5esUenl25h/te30owUvsfVZrDrLoiTh1TwhljyyjRdtAhM8bQ1OHlgTe38dBb2/EGwnVrEThvUgW3XTaNwmz9Q3u8guw0fv6ZaVz1wDJue3E9/37RZLtDGrATZrq+ZjAUkalAAxAd7VcDK0RkLg6ewbC108/3nlnNn1fvo7ooKyn6j90sLzONq0+p5+pT6un0BVi1u5UVOw+xYsdhXl13gD+8txsRmFZVwJnjypg3uoRZtUWuGn3Z6c+r9vGDP63lQFt4lalLZ1Vx4bSRjB+RT0VehnayncDpY8u45pR6HnxrO3Prizl/qmMr2n9nyENcY8xq4OhlfRHZDswxxjSLyHPA10TkMeBkoNUY85EyT6Kt2n2YG/9vBQfauvnWJ8bz5dMbyEjVBOEW2empzBtVwrxRJUC4VLd6TyuvbWji9Y2N3L14M3f9dTNP3jCfk+q1Ft2fYMjwX3/ZwL2vbWF6dQHXnT6K+aNLXD2njl1uuWACK3cd5lt/WMW4EXmuuNcnXrWN54ELCC9L1wl8MU7bGZDWLj8Pv72duxdvpjQnnSdvmM/M2iI7Q1IW8HiE6TWFTK8p5KZzx9La6WfFrkNMrdLk1Z+lWw/yn3/8kA/3tfH5k2v5j4smk56qI/uhykhN4VdXzuLCX77JDb97j2e/eqrjy8aWRWeMqe/xuQG+atV7D9URb4BfvLyR3y/bSacvyILJI/jxpVOT6oaTZFKQnZa0veVRxhgWrdzL75ft5MN9bfgCIdJTPeRlpJKdkUpHd4D9bd1UFmRy9+dncuG0SrtDHhYqC7O4a+FMvvC/4RsR71w4w9HlY2f/WYrBu9tbuPmJD9h1qJNPz6ji2tMamKIjQTWMtXX7+e5Tq3h+9X7GludyyYxKcjJS8fpDdHgDdHQHyMlIZeLIPK48uS6pe/Hj4bSxpdx83nh+/tIGRpXl8PVzx9kdUp+GZeL//bKd3PrMaqqKsnj8+vnMbdB6rxreOn0Brv7fZaza3cot50/gutNH6X0oNrjxzNFsaz7CHa9sIjcjlS+fPsrukHo17BL/yx8e4HvPrObMcWXc/flZOnWyGva2NHXwb8+u4YNdh/nVlbNYMMUdnSXDkccj/PTSqRzxBvjhn9cRMobrTh/luLLPsMqKH+5t46bH3mdaVQH3XjlbT2XVsLarpZPbX9nIs+/vITMthZ9eNk2TvgOkpni4Y+EMPI9/wI+fX8+Og53858WTHdUaO2wS/4b97XzxoWUUZKXx6y/M0aSvhpWDHV6W7zhEY7uXbl+Qlk4fv3tnB/5giC+d1sA/njla1zRwkIzUFH75uZnUlmRz72tbWLevjds/O4O6EmcsOer6xN/Y3s0dr2zi8Xd3UZiVxqPXnUy5ixdIUCpq2bYW7n1tMxsPdLDncNdHnj9jXBk//vQUqouybYhOnYjHI3xnwQQmjszn1mdWc8Gdb/DvF03mM3OqbS/9uDbxGxNe5/OHf15Htz/IVfPq+NrHxuioR7leY1s3d7y6iUeX7mREfiYnjyrmyhG1zK0vprYkm6y0FNJSPHp3sktcPL2S2XVF3PzESr791CpeWXeAn1w61dZpRlyZ+Lv9Qb726ApeWdfIyQ3F/OTSqYxywd1ySvXHGMODb23nJy+sIxgyXHd6A9/4+Diy0115mKoeqgqzePTL8/jNm1v5+UsbOOvnr/HFU+s5f+pIJozIS/gZgOv2qFW7D/PNJz5gS1MH379wEtecUq9ta8r1On0BvvH4Sl5ae4BzJ1Zw6ycn0lDqjHqwsobHI1x/xmg+NqGc217cwF1/DU8xUlmQyUXTK/nUzComjsxPSCyuSvy/e2c7//HHDynLzeC31+oUymp4aGzr5htPrOSdLQf5109O5EunNdheA1bxM6Y8j19/YQ4H2rp5fUMTL67dzwNvbuN//raV8RV5nD91BGeNL2daVUHcBrWuSfy/X7aTf1u0lnMnlvPfV8ygICvN7pCUiklrl58Lf/kGu1q6SPUIP7t8OpfPrrY7LJUgFfmZXHFSDVecVEPLER9/XrWXZ1fu5c5XN3HHK5sYWZDJpbOqWDB5JBNG5lm6/KsrEv9tL67n3te2cOa4Mu65cpbOqKmGhYKsNE4ZVcroeTmcPb6csRV5doekbFKck85V8+u5an49Bzu8/G1TE4tW7uXe17Zwz+ItZKZ5OHV0KQ9cc5Il23NF4m8oyeGaU+r53gUTdRZBNazcdvk0u0NQDlOSm8GnZ1bz6ZnVNLZ3s3RrC+/vPIyV1T9XJP4rTqo58YuUUmqYKc8LX/i9aLq1s6jq8FkppZKMJn6l+iEiN4uIEZHSyNciIneJyGYRWSUis+yOUanB0sSvVB9EpAY4D9jZ4+HzgbGRj+uBe20ITamYaOJXqm+3A98GTI/HLgF+a8KWAIUiolNiKlfRxK9UL0TkEmCPMeaD456qAnb1+Hp35LHe3uN6EVkuIsubmpriFKlSg+eKrh6l4kFEXgFG9PLUrcD3CJd5hswYcz9wP8CcOXPMCV6uVMJo4ldJyxhzbm+Pi8hUoAH4IDJ1QjWwQkTmAnuAnv3F1ZHHlHINLfUodRxjzGpjTLkxpt4YU0+4nDPLGLMfeA74QqS7Zx7QaozZZ2e8Sg2WGOOcM1ARaQJ29PF0KdCcwHD6o7F8lFPigL5jqTPGDHpmPxHZDswxxjRL+BTgbmAB0Al80RizfADv4YZ92ylxgMbSF0v2bUcl/v6IyHJjzBy74wCNxclxgLNiGQinxOuUOEBj6YtVsWipRymlkowmfqWUSjJuSvz32x1ADxrLRzklDnBWLAPhlHidEgdoLH2xJBbX1PiVUkpZw00jfqWUUhbQxK+UUknGcYlfRBaIyIbItLff7eX5DBF5PPL8UhGpj1McNSKyWEQ+FJG1InJTL685S0RaRWRl5OP78Yglsq3tIrI6sp2P9I0nYrpgERnf4/+6UkTaROTrx70mbj8TEflfEWkUkTU9HisWkZdFZFPk36I+vvfqyGs2icjVVsU0ULpf9xmP7ft1ZDvJtW8bYxzzAaQAW4BRQDrwATDpuNd8Bbgv8vlC4PE4xTKS8N2aAHnAxl5iOQv4U4J+NtuB0n6evwB4ARBgHrA0Ab+r/YRvHEnIzwQ4A5gFrOnx2M+A70Y+/y5wWy/fVwxsjfxbFPm8KBG/tx4/K92ve4/HUft1j9/XsN63nTbinwtsNsZsNcb4gMcIT4Pb0yXAw5HP/wCcE7mb0lLGmH3GmBWRz9uBdfQxC6NDJHq64HOALcaYvu5GtZwx5m9Ay3EP99wfHgY+1cu3fgJ42RjTYow5BLxM+M7bRNH9eujsmAZ72O/bTkv8A5ny9uhrjDEBoBUoiWdQkdPumcDSXp6eLyIfiMgLIjI5jmEY4C8i8p6IXN/L8wOeLtgiC4Hf9/Fcon4mABXm2Fw5+4GKXl6T6J/NULav+7Uz9mtIgn1bZ+c8ARHJBZ4Cvm6MaTvu6RWETwc7ROQC4FnCKzPFw2nGmD0iUg68LCLrI6OEhBORdOBi4JZenk7kz+TvGGOMiGh/8gDoft27ZNm3nTbiH8iUt0dfIyKpQAFwMB7BiEga4YPjEWPM08c/b4xpM8Z0RD5/HkiTyNqsVjPG7In82wg8Q7h80FMipws+H1hhjDnQS5wJ+5lEHIie+kf+bezlNXZPpaz7dR8ctl9DkuzbTkv87wJjRaQh8pd3IeFpcHt6Doheub4c+KuJXOWwUqS++gCwzhjziz5eMyJah5XwXO0e4nCwikiOiORFPye8QMia416WyOmCP0cfp8KJ+pn00HN/uBpY1MtrXgLOE5GiSGfEeZHHEkX3696347T9GpJl347HFepYPghfxd9IuAvi1shjPwAujnyeCTwJbAaWAaPiFMdphOuPq4CVkY8LgBuAGyKv+RqwlnCXxhLglDjFMiqyjQ8i24v+XHrGIsA9kZ/basLTCMcjlhzCO3tBj8cS8jMhfEDuA/yEa5lfIlwHfxXYBLwCFEdeOwf4TY/vvTayz2wmPJWy7te6Xyftvq1TNiilVJJxWqlHKaVUnGniV0qpJKOJXymlkowmfqWUSjKa+JVSKslo4ldKqSSjiV8ppZLM/wfLJbSwP4eQ+wAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_30817_E4\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_101017_E5\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_101017_E6\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_111017_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_111017_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_111017_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_111017_E4\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_111017_E5\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_121017_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_121017_E5\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_121017_E6\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_121017_E7\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_121017_E8\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_171017_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_171017_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_171017_E4\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_171017_E5\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_221217_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NC_221217_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_141218_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_17119_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_17119_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_19319_E5\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_20319_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_21119_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_21319_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_21319_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_22119_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_22319_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_22319_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_23119_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_24119_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_26319_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_26319_E4\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_28319_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_28319_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_28319_E4\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_29319_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_101018_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_14119_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_14319_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_6319_E1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_6319_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_7319_E3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xuan_8119_E2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "ephys['ei_labels'] = np.nan\n", + "ephys.loc[ephys.exp_name.isin(exc_exps),'ei_labels'] = 1\n", + "ephys.loc[ephys.exp_name.isin(inh_exps),'ei_labels'] = 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot waveform clusters for Trial 1 and 2" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "acsf_waveforms = ephys[ephys.cond=='acsf']\n", + "idx = np.where(np.unique(acsf_waveforms.exp_name,return_counts=True)[1]>1)[0]\n", + "names = np.unique(acsf_waveforms.exp_name,return_counts=True)[0][idx]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "acsf_with_2_trials = list(set(np.array(acsf_waveforms.exp_name)[idx]))\n", + "acsf_waveforms_filtered = acsf_waveforms[acsf_waveforms.exp_name.isin(names)]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "xuan_8119_E3\n" + "C:\\Users\\Nishant Joshi\\AppData\\Local\\Temp\\ipykernel_28320\\1948125267.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " input_data_2_trials[['mean_I', 'var_I', 'trialnr',]] = input_data_2_trials[['mean_I', 'var_I', 'trialnr',]].apply(lambda a : np.float32(a))\n" ] - }, + } + ], + "source": [ + "input_data = pd.read_pickle(\"D:/Data For Publication/paper1/I_data.pkl\")\n", + "input_data_2_trials = input_data[input_data.exp_name.isin(acsf_with_2_trials)]\n", + "\n", + "input_data_2_trials[['mean_I', 'var_I', 'trialnr',]] = input_data_2_trials[['mean_I', 'var_I', 'trialnr',]].apply(lambda a : np.float32(a))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ - "xuan_9119_E4\n" + "51 51\n" ] }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArQAAAKTCAYAAADol5tUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9WbBk91nn/X7/a845c+eeh5pVmiXLsrFkt2n8guX2C0Rzc6wIDnYTYYIg4AI3dw5HEMCNoy8Au4m2D0RHvwoucAsO8Dbdx31A9KGxQcaDrMkaaq7a85Bzrsxc8zoXa49VJVmSXdLeVc8nImPvvXLlylzbEeWfnv38n79K0zRFCCGEEEKII0p7rz+AEEIIIYQQPwoJtEIIIYQQ4kiTQCuEEEIIIY40CbRCCCGEEOJIk0ArhBBCCCGONAm0QgghhBDiSJNAK4QQQgghjjTjvf4A74UkSVhdXaVUKqGUeq8/jhBCCCGEuE6apvT7fWZnZ9G0N6/B3pGBdnV1lYWFhff6YwghhBBCiB9iaWmJ+fn5Nz3njgy0pVIJyH5B5XL5Pf40QgghhBDier1ej4WFhd3c9mbuyEC702ZQLpcl0AohhBBCHGJvpT1UFoUJIYQQQogjTQKtEEIIIYQ40iTQCiGEEEKII00CrRBCCCGEONIk0AohhBBCiCNNAq0QQgghhDjSJNAKIYQQQogjTQKtEEIIIYQ40iTQCiGEEEKII00CrRBCCCGEONIk0AohhBBCiCPtXQm0X/nKVzh58iSO4/Doo4/yzW9+8w3P/au/+is+/vGPMzExQblc5vHHH+dv//ZvD5zz1FNPoZS64eF53q2+FSGEEEIIccjc8kD79NNP87nPfY4vfOELPP/883z0ox/lk5/8JIuLizc9/xvf+AYf//jH+frXv85zzz3Hxz72MX7+53+e559//sB55XKZtbW1Aw/HcW717QghhBBCiENGpWma3so3+NCHPsT73/9+vvrVr+4eu/fee/mFX/gFvvjFL76la9x///08+eST/PZv/zaQVWg/97nP0el03tFn6vV6VCoVut0u5XL5HV1DCCGEEELcOm8nr93SCm0QBDz33HM88cQTB44/8cQTPPvss2/pGkmS0O/3GRsbO3DcdV2OHz/O/Pw8P/dzP3dDBXc/3/fp9XoHHkIIIYQQ4vZwSwNto9EgjmOmpqYOHJ+ammJ9ff0tXeP3f//3GQwGfOpTn9o9ds899/DUU0/xN3/zN3zta1/DcRw+8pGPcOHChZte44tf/CKVSmX3sbCw8M5vSgghhBBCHCrvyqIwpdSBn9M0veHYzXzta1/jd37nd3j66aeZnJzcPf7YY4/xS7/0Szz88MN89KMf5c///M85e/Ysf/RHf3TT63z+85+n2+3uPpaWln60GxJCCCGEEIeGcSsvPj4+jq7rN1RjNzc3b6jaXu/pp5/ms5/9LH/xF3/Bz/zMz7zpuZqm8cEPfvANK7S2bWPb9tv78EIIIYQQ4ki4pRVay7J49NFHeeaZZw4cf+aZZ/jwhz/8hq/72te+xi//8i/zZ3/2Z/zsz/7sD32fNE154YUXmJmZ+ZE/sxBCCCGEOFpuaYUW4Ld+67f49Kc/zQc+8AEef/xx/uRP/oTFxUV+7dd+DcjaAVZWVvjTP/1TIAuzn/nMZ/jyl7/MY489tlvdzeVyVCoVAH73d3+Xxx57jLvuuoter8d//I//kRdeeIH/9J/+062+HSGEEEIIccjc8kD75JNP0mw2+b3f+z3W1tZ44IEH+PrXv87x48cBWFtbOzCT9o//+I+Joojf+I3f4Dd+4zd2j/+7f/fveOqppwDodDr86q/+Kuvr61QqFR555BG+8Y1v8BM/8RO3+naEEEIIIcQhc8vn0B5GModWCCGEEOJwOzRzaIUQQgghhLjVJNAKIYQQQogjTQKtEELcLtIUrl2Dd7gtuBBCHFUSaIUQ4nbR6UCjAbJ5jBDiDiOBVgghbheel30NguwhhBB3CAm0QghxuxiN9r533ffucwghxLtMAq0QQtwudiq0IIFWCHFHkUArhBC3gzSVQCuEuGNJoBVCiNuB72ehVqns59EIoui9/UxCCPEukUArhBC3g53qbC4HjpN9Pxi8d59HCCHeRRJohRDidrCzICyXg2Ix+17aDoQQdwgJtEIIcTvYqdA6jgRaIcQdx3ivP4AQQogfg/0V2v0tB0kCmtQuhBC3N/lXTgghjrr9Ew4cB2wbTDM7Phy+t59NCCHeBRJohRDiqAuCLLxqGlhWdkzaDoQQdxAJtEIIcdTttBs4zt7YrkIh+yoVWiHEHUACrRBCHHX72w127FRqg+Dd/zxCCPEuk0ArhBBH3ZsF2jB89z+PEEK8yyTQCiHEUbd/wsEO08y+hmHWXyuEELcxCbRCCHHU3axCuxNo01S2wBVC3PYk0AohxFEWhtmsWaWycV07lNoLtdJHK4S4zUmgFUKIo2yn+qrrexMOdkgfrRDiDiGBVgghjrIkyb7q+o3PSYVWCHGHkEArhBBHWRxnX2+2va1UaIUQdwgJtEIIcZTtBNqbVWhlFq0Q4g4hgVYIIY6yt9JyIBVaIcRtTgKtEEIcZW+l5UAqtEKI25wEWiGEOMrerOVAKrRCiDuEBFohhDjK3kqgTRLZXEEIcVuTQCuEEEfZm/XQahoYRva9VGmFELcxCbRCCHGUvVkPLUgfrRDijiCBVgghjrI3azkA6aMVQtwRJNAKIcRRtr/lII7h0iVoNPaelwqtEOIOIIFWCCGOsv0tB+02dDqwtLS3CEy2vxVC3AEk0AohxFG2v+Wg282+T5K9Kq1sfyuEuANIoBVCiKNsp+VA06Df3zu+uQlpKhVaIcQdQQKtEEIcZTsV2tEI4phEM0gNM6vItttSoRVC3BEk0AohxFGVpnsVWtfF8xUvroxzZTSdHdvY2KvQxvFe+BVCiNuMBFohhDiqdsIswGBAu6+T5Iu01RhDX4fhMKvc7oz0kiqtEOI2JYFWCCGOqp2KaxTBaETX1aFQAMNgI5nInms0ZHSXEOK2J4FWCCGOqp1A63lEEQzSwu5Wt+2kgh8ocF3ZXEEIcduTQCuEEEfVvgVhvYEOxSK5HJTLkDo5NlsG+P7etrhSoRVC3KYk0AohxFGVJNnCsOEwC7SFAuUyTE8Duk5jVMj2V9ipzEqFVghxm5JAK4QQR1UcZyE1TekOTcjlqFSgVIJ8HhI7x1bH2Ns1TCq0QojblARaIYQ4qrZHcQ0jiwgdTVcUi9lTExNALkfP1feCrARaIcRtSgKtEEIcVUkCUUR3ZIFhUC6DUtlTpRKQyzHwNBIvyFoTpOVACHGbkkArhBBH1XaFtudZoBtUKntP2TYYBZsULZtJ6/tZ68H+2bVCCHGbkEArhBBHVRwT+xGub+5WaPcrlhTkcriBlQVakCqtEOK2JIFWCCGOqiQh8BLQdQxb290/YUexyG7bgSwME0LcziTQCiHEURXHREECCgzbIAzh5ZdhZSV7eifQukN9L9BKhVYIcRuSQCuEEEdVHBP6CWg6pqPT72cF2GYzezqfBy3vEMUKb5hkPbdSoRVC3IYk0AohxFEVx0RhCprCsPXdrBqG2UMpyFdMMA3cyAHPkwqtEOK2JIFWCCGOqiTZbjnQMHLm7rovgOEw+5q1HeQZxA6MRlKhFULcliTQCiHEURVFhEEKmobp6Aey6miUfd3tow2s7KBUaIUQtyEJtEIIcVQFAVGsQCkMx7hphbZQAHI5vMQicj2p0AohbksSaIUQ4qgKAqJEA8vCMNVNK7SGAU7VAcPAHSgYDLJdw4QQ4jYigVYIIY6i7a1sw0iBYZCmB3Oq5+1tClYsKSgWGASmtB0IIW5LEmiFEOIoimOIot0K7U54tW0wzez7A320Ti6bdCCBVghxG5JAK4QQR1GSkIQxcaqBYRwItLlc9v2BSQf5PIPIJh3KpAMhxO1HAq0QQhxFu7uEKZRp7G4EZlnZhgqwF2htG4xSjlTTGfRiDqweE0KI24AEWiGEOIrimMiPQdMObKpg23uBdqflAKBYM8FxGHg6dLvv/ucVQohbSAKtEEIcRUmyvUtYNoN2p+hqWXstB6PR3kKxYhEoFnA9QwKtEOK2I4FWCCGOojgm9JPdGbQ7FVrLyqq0mpZNOdgJuoUCUCxmgbbXe88+thBC3AoSaIUQ4ijaaTnQNXQraznwfXjtNbh69caFYYUCqGKRKNHwtvrv2ccWQohbQQKtEEIcRbsVWo3UMABot7PKbKu1d9pOoFUKCjNlAAbdSCYdCCFuKxJohRDiKIqibNtbXSNRBnEMIzeG5WXodGi3s9P2DzQojllgmVnbwc4JQghxG5BAK4QQR5HvEyUqq9BqOt0uGKM+ttdFbazjDyIGg4N7KBSKCoqlLNDuL+MKIcQR964E2q985SucPHkSx3F49NFH+eY3v/mG5/7VX/0VH//4x5mYmKBcLvP444/zt3/7tzec95d/+Zfcd9992LbNfffdx1//9V/fylsQQojDxfcJo2yXsDjOCq6m12eqHjFRCTD6Lba2DnYWFItAuYwX6kQbzffsowshxI/bLQ+0Tz/9NJ/73Of4whe+wPPPP89HP/pRPvnJT7K4uHjT87/xjW/w8Y9/nK9//es899xzfOxjH+Pnf/7nef7553fP+da3vsWTTz7Jpz/9aV588UU+/elP86lPfYpvf/vbt/p2hBDicAiCbNtb06DbhWAU4qRDxsoR0+Mhltti5Ea023ujuwwDnPEiKIXbDg8OqhVCiCNMpenOP3W3xoc+9CHe//7389WvfnX32L333ssv/MIv8MUvfvEtXeP+++/nySef5Ld/+7cBePLJJ+n1evzP//k/d8/5N//m31Cr1fja1772Q6/X6/WoVCp0u13K5fLbvCMhhDgEvvMdvv93DdKFY6yPP0D7apeHx5d58FgPbJulNYN/vLJAaaHG//l/gmlmL1v89hpb33ydifGUY5+8H6am3tv7EEKIN/B28totrdAGQcBzzz3HE088ceD4E088wbPPPvuWrpEkCf1+n7Gxsd1j3/rWt2645ic+8Yk3vKbv+/R6vQMPIYQ4yuJRQJpCpFt0OsBgwJzVANeF4ZBaMcRwuwzd+EDbQaVuQC6X7a0g/xYKIW4TtzTQNhoN4jhm6roKwNTUFOvr62/pGr//+7/PYDDgU5/61O6x9fX1t3XNL37xi1Qqld3HwsLC27wTIYQ4XCIvAiDEJI1CjHBExduAUgkch0LSx9Qj4nYP1917XWnMROVzBF6C13Cz3ReEEOKIe1cWhSmlDvycpukNx27ma1/7Gr/zO7/D008/zeTk5Du+5uc//3m63e7uY2lp6W3egRBCHC7RKBtfEGkWuEPseIBu6dlWYUqhSCnbIQyHWQV3m5azKVV1ALp9DfqyyYIQ4ugzbuXFx8fH0XX9hsrp5ubmDRXW6z399NN89rOf5S/+4i/4mZ/5mQPPTU9Pv61r2raNbdvv4A6EEOJwCofbgVaZMBhgDztQLsPMDHQ6EEVUogYbvkOnEcHd2//cWxblQkzPtun1FVO9HlQq79l9CCHEj8MtrdBalsWjjz7KM888c+D4M888w4c//OE3fN3XvvY1fvmXf5k/+7M/42d/9mdveP7xxx+/4Zp/93d/96bXFEKI20nkxwDEqQadDhY+VKswOQnz82AYVHUXooju+nDvhbqe5decQ7+XknSkj1YIcfTd0gotwG/91m/x6U9/mg984AM8/vjj/Mmf/AmLi4v82q/9GpC1A6ysrPCnf/qnQBZmP/OZz/DlL3+Zxx57bLcSm8vlqGxXEX7zN3+Tn/zJn+Q//If/wL/9t/+W//bf/ht///d/zz/90z/d6tsRQohDIfRiQCdOFPT75OrA3BzoetZHW6lQGW/DosugUSaKymzvkItTMrFKGoEb0G8lVHwf5K9YQogj7Jb30D755JN86Utf4vd+7/d43/vexze+8Q2+/vWvc/z4cQDW1tYOzKT94z/+Y6Io4jd+4zeYmZnZffzmb/7m7jkf/vCH+a//9b/yf/1f/xcPPfQQTz31FE8//TQf+tCHbvXtCCHEey9JiMJs4mLkRxCF2I7CK0/ywgtw5QowOUm+nsOKh4Q978DCMCyLSiUFy6Lr6mQjD4QQ4ui65XNoDyOZQyuEONLCkCt/9D9oDWwWx97H4AeXefiBhMrP/yRbW9kpJ44lFC68wN//VZdeaY5//f9cYO5MLntyaYnu5QYXVwvYWsgDj5hw9ux7dz9CCHETh2YOrRBCiFsgDAljjShREGZDZs2iTau1d8rSigaFArmSQeIF9Fb3lWgti1I+QdkWfqhl47ui6F2+CSGE+PGRQCuEEEdNGBIlGhEGKvAxtBRXFYljsJMRBScmjmHZrVIaM8Hz6awN90bOWhaaBqV8DI5Dpy9tB0KIo00CrRBCHDVRRBgpQky00MPUE7pBHtbWmPju1zlx/u9Qbp9uXCQ0C+iRT9j3GLrbidayAKg6HpSKdFydA8NqhRDiiJFAK4QQR00YEqcaYWqAFxAn4PV81JXL1HIetttktvsatFp0RhZ5OyYchrhr25sobE80qOY8KBYZjHTCZk92DRNCHFkSaIUQ4ohJgog0hSA1IfAYtn200ZB81OOVwQmuRvNMJBtogz5JzyWxbaJBwHBjO9AaBmgapgH5og6mQbevoCczaYUQR5MEWiGEOGKSIFvAFUWK1PPxegGaoWHUiiTVMVrmFFGlzlgxwNBTAg+ioZ8F2uS6toN8AMUSnb4hbQdCiCNLAq0QQhwxsb8TaFOC/naYtXXiUg3yecjl2BoVmZgxMPI2/iDE7wf4PkSNTnaR/X205TL9gUbS7sKdN8lRCHEbkEArhBBHTOyF2dcwIRpF6KbCsDXckQ7FItTrNDoGjhFROVZGU9DvROB7DFfa2UW2A21OD7CrORKl0+umMBy+0dsKIcShJYFWCCGOmDiIsy1vwwjfTzBMRRQrAJyJEtZYkVi3aLdh6rgDuRzD2IGNTYabLoTh3la3QUClqqCQz8Z3SR+tEOIIkkArhBBHTBJEhLFC9wckqUK3dMLEyLa0nbCYmFRQq7HZNpnO99Fmpkh0g/7WkEE/gXZ7t0JLEFCtAoVitg2uBFohxBEkgVYIIY6YOIiJYg01GgEKTBs/1KBYpFyG8XFQhTxDTyPsjaicrGHlDDbcYtZy0GweCLTFIujlAlGsGDaGEMfv6f0JIcTbJYFWCCGOmDiICSOFPnJJkxRfWWhailYpUSplU7nGZmxQ0GqlTM/pOONF3DhHc80nWm/sbXUbBChSSnULTJOeq4HrvvkHEEKIQ0YCrRBCHDFxEBMMI7Q0IklhpApYFpQmc6islZZKTQPLZjDSKRgBE/MOWqnA5qCIe60JKyvZRIM0hTCkVAKKBXoDaTsQQhw9EmiFEOKISYKI0PXQNMCwGMUWlqNli7u25fOA4+D5CiMcMTZjYdeLBHaR5Q0T1tezXlqAIKBcBgpF3JFG0pFAK4Q4WiTQCiHEEROHCZHrodKE2HTwIwPL0bNQus2yQMs7JKkiHY3QCzlmJmPI5biWLhBvNKDbhX4ffB/HAauaJ0XhtgIIgvfuBoUQ4m2SQCuEEEdM7IWEXkKUKlLLBE3DKRrY+PDSS3DtGkpBrpqN5kqHI8jnqVdjzLxFX6tyoT9N3B9mrQeXL8NoRLmmg5OTtgMhxJEjgVYIIY6YeOARxZCgoXQd3VDYeR3W1rIZs40GNJvkxnLZ+X4EmkI3deYnA5JCka49yYXVQrZJw/o6vPoqpZXXYTCgtzbIJiEIIcQRIYFWCCGOkjQlHIUQx8SaRaoUhqWwjARaLaJoe/fapSXyVgSWRZIo8HxCq0CtHHN8ISWwiwzqxzjfmWRAAZSirA8gCBittgmfe2mvx1YIIQ45CbRCCHGUJAnBIIIoJtZtEnRMS2GOergDxUur41zYqpJGMbnNa+A4RDHgjYitHLaV4KQjZh4cx3AMhkN4vTnBldJDxCdOkz81DZZFv5fCuXNw9arMpRVCHHoSaIUQ4iiJY/xRDElEaprEGJhahO52WVy3SOvj9KsLrLUscmEPPC/bhMH3IJ/H1FMYjYjNHPd+qEy96MPGOq2OxqurVbzaDOnJU/RyUzAaZa0Hly+/13cthBBvSgKtEEIcJXFMOIohBaXrxOiYI5eeZzHSCmilAlgWa2qOka9hxaPsdSMPHAfDBKKIQSfEPHOcEzM+9443KI02SZJsLdjVVomGNgGzs6Bp2cGNjff0toUQ4s1IoBVCiKMkigi9CFJIDYs4Ac0bsOU6MD7O/DzU60C5zJVVG9uIIQxJghCSBC3nYOgp6WDIMDBgdpa8HXNWv8SJhZhiEbzU4fyiQ99VMD+fve/KCgyH7+mtCyHEG5FAK4QQR8lwSLg9IjbRdeIYXE9Hs03yk0XGx2FhAeyCQWAV6Y4sCALSVIHn4VslivkYhsNsh9uZmWxo7WhEPVjjoYegMmmTJIqXXkrxS+NQrWYrza5cgSR5L+9eCCFuSgKtEEIcIbE7Io5S0BQpisAHL7Yw8jbHjoFSoOtw7BhQKuEFijSMiOLtQGsWKTgJDAZZoHUcmJrKxn1tbmImPve9z8K2oe9qnH/JI5g5DqYJnpeNBhNCiENGAq0QQhwhSX9AFKWkSkdpGn6koetQrBoUCnvnlUpg1ooYespgpJGEIann4+t5ivkEwpBBJ8yqs8Vi9jVNYWWFchmOncyqv0HP48qSsZ2Qgc1NiKL35uaFEOINSKAVQogjJO4PSRKIlUGSZNnSMDVKdfPAeUpBbdLEKufoRzkMb0Dg+gSxTq7moFRK2B3ik+0mxthY9rXdpsAAo5Rjohah+SNcFzaDKhQKWcvB+vq7e9NCCPFDSKAVQogjJO662VhYDeJUI0lSTEuR397mdr+xMaBcJlA22mhI4GYLw0KnRN5JYDhkEG2/TtO2V5NBrrWClnfQdRh3+kC2JiwYn83O3dyEIHgX7lYIId4aCbRCCHGExAOPOFakmkGaQhKDYUHuJoG2UAB7vISdU/T7kEYx+H62MCy33UcbWNnJUZT10iqFcvvZLmNAnhHFXEySwLV2OWtPSFOp0gohDhUJtEIIcVQEAUkQEccpsdKJwpgUhWlp5CrWTV8yNmViFS36UY5kOAI/WxhWLKQQhri9GAxj7wVTUwAUhltgGgw8jROTw91xtE1nLjuv0QDfv9V3LIQQb4kEWiGEOCo8jziIiTFIlYHvZZ0CdsHAstVNX1KrgV0v4sY5ov4QPI8g1imMZRXdUWNIrG+HYd+H6WnQdQpqCFHMYKRjRwNmZrJTVntF0lI5q9Jubr4bdy2EED+UBFohhDgqPI84TIhTRaI0fB80LaU4dvPqLEAuB9X5Iqlh4nZTEneI74M5VsKxsj7aXpjLTg6CbObX1BSF7ZaEkadI+gMmJ7PJXUEAW/p0dn6jQdbQK4QQ7y0JtEIIcVR4HoGfApAonZGnoWsppXF7/yk3ZMzJeRujnMcLNPz1TtYpUCpRKcYwHND1tl+/00IwOYnlaJhGSuoOGHYCNI3dKu2aWyKxc9nEg0bjFt+0EEL8cBJohRDiqPA8Aj8BFKAYRQa6llKedICsA+CVV7LHYLD3smoV7IkSYaIxbHn4/QCKRSqlBMKIbl8jTdkLtDtV2ooBnQ6Dlg9Jwvg42Ha2fmyDrNeWzc2s/UAIId5DEmiFEOKoCAJCLwFNQ6kUL9DRNCiPWzQasLSUnRaGcO4cbG1lPzsOlOdK6JZBs5mQuEPCWKM4mUfXUqJhwGCkHRzFNTlJoWpCHDPYynpvlYLZ7cldG0GNCCN7Tafzrv4ahBDiehJohRDiqAgCfC/dLoim+LGGpiti0+HateyUyclsIViawuIirK5mx6cWbFTeoT80oNnE90GN1bK2g9GIrqsfnFqg6+SPjYNlMdrsw2gEZLNtc7lsBu6Wtl2l3dh4134FQghxMxJohRDiKIgiSFMCLyZBkaaKJNHRTZ2tVjZ2a3ISFhbg1CmY256utbYGrrvd/1qpMvQN4kYry6fVahZow5BuJ2V367FtuYWsx8AbxCTrexMNdnppN+M6Saqy/ob9PQ5CCPEuk0ArhBBHQRhCHBPFGkmqiOOUREFqmphmVjVdWNg7fXp6d+Mvrl6FSgWsiQqaltJZcRm6CZgmlekcSleMegF+oLL32WY6Osb0OADe5dXd49Xqdi+tMmmQPS8jvIQQ7yUJtEIIcRQEASQJQayToAgjDaUUqWmj61Au3/iShQWwrKyTYGUFxk+WsB1Fs6MzXO0AoI/Xsl3DPD9rO7huS9vcyWxE12i9u9t2oFQWmAE2komsBaLdPhCGhRDi3SSBVgghjoIw3Au0iSIIUzQFWCZK3TzQ6jqcOJF932hAvqhhVQu0XQv38kYWRHfaDqIoazu4PtBOFCGfz7Lsysru8bGx7bm0eo5WWMqadmWElxDiPSKBVgghjoL9FdpUEYYaCQojb6LrUCze/GWl0u5utvR6YE1ViRKN/kqfUdsDy6Iy5YCh02/4hIPrAm1Rh/E6Q1+H9fXdKqym7V13Pd3+ZmtLRngJId4TEmiFEOIoCAKIY8II4kQjTlLCRMcq2BSLWcB8I3NzUCiAYcBIL4Jj02lGDJeaADjTVYpFReoO2Fo/uCtDLgdUqoy0QrZrw84sMGB8PKsCe1Y525whDGWElxDiPSGBVgghjoIwJI0TokQniDRIU2I07JK5124Qx7C8nPWz7qNUNvkgnwejmKMTlRi6Ke0r7WyyQbXK5EQKnkdjxT9QZM3lANsmKlay6m2jsVuF1fUs1KIUG8lE9gJZHCaEeA9IoBVCiKMgCIijlDiBMNEAjSTVMHMGpRJZyLx8OZsJe/ny3gDabZYFd98NZt6EXJ7myGFtMYJmE2yb6rEypp4QrjcO5GFNA7tsQ76Q9dFeV4WdnMwCc98aY+Rr2Yyw7cVjQgjxbpFAK4QQR0EYkkQJcaKIY/ATHU1XWLZGoUC2i0Kvl6VLyAbQXr16oKe1VsvaD2oTOptBldcuGCQbWQuBWphnouxDp8PmysFpBfmaDUoxUvnswL62A8vKxnhhmGxE23PCpEorhHiXSaAVQojDLo4hjomjlCRRRGGKl9oYpqJS01Eb67sTBvz50yQLx7PXNZtZC8I+J07AmftMEtNhs6F44YWUtN2BsTHGJxQqTRksNhkO916Tq9qgYGRVsgptv5/1027bWRzW0sYJI6DVOrBBgxBC3GoSaIUQ4rDbniwQhIo0SYhihRdbGJZOtRjujtNat4/zg6UKP1gfp1M/nb12a+vAKK5iESaP5ZmfCsEweeWyw+vf3MLzwJybpJb3YWuLjfW9ym4ur8C0GMVWtqPCznW3FQrZI83laXilrC+32bzFvxQhhNgjgVYIIQ677UDrBwpSSJM0C7S2omZmW84u98qs+OO7p19qVrncGSMK02zc1rZCAbAsZmdSJudMum3otSNee7bNljbFVD0C36N1pbvbCruzMGzkK9LC9nywZjMLrtt2qrSb6fZGC5ubMsJLCPGukUArhBCH3XaFNYwVJDFhrIjRMCydojbg2prFxrAEZD2yO7t4ta0prqzaWTvC9jVyuWw6QWXSplRMmJgzCCNFstlgcdNhgykqlgfNJkuLWSC1bdByNmmq8FMra5yN4wPTFKrVbKOFqFChPbCy9+v13r3fkRDijiaBVgghDrvtMBqE2biuIDZJU7DzGlFvRKNjQKHAiRNZmJ2bg3vuAa2Yp0eZVkfLFoltKxbBqeXI2SkRJoWKyUx1hOr3aDHGYKQRDAL6i2263ew1uYoFwKgbbM/q4kBbgVIwMQFoGpupjPASQry7JNAKIcRht9NyEGokUUKYaKRoFIqKQSd7rjqTo17fe0mhADMzwMQESxsW0UYTfH/3OauSxzRTzNhjVJpA0+BsbQtTRUTFKu5IJ1zbYvlqRJpeF2h33qjf370mZDlXKRg4dYaeyiq0+xaPCSHErSKBVgghDrudloMQogTiRKF0KJgx7kgDy6I2YdzwsqkpyI3liJwiyxtmNqOWrEKrHJtEM6iXI3wPNsMa+YLi3txVclWbSt1gdUNncG2LrS1wKtliMG+YZMNpd3Zz2FelNc1sNBimyVYsI7yEEO8eCbRCCHHY7Uw5iBRxqIjQ0ZTCVCFBqKEKeSqVG1+mFBw/DoyN0ewa9Jc6kCQUCtlzWrVM3olJWh3C+jTNgYPpu5wpruMcm6JcSFg5P2DlkoduamAaeIGWVV13qrTXTTOY2O42aGnj2eSuZjPrtxVCiFtIAq0QQhx2OxVaPyWIUhI0lAZxlKJUSmkyh67f/KWFAkycLIJpsrquQauFpmWLw+yJCl6gU9JciGM2rAXSFKytFc7cbzM2lyOOFWs/aGS51bLxAkU68rJVYLp+w+KvYjHbYjfJFWj6RRnhJYR4V0igFUKIwyxNdzcpCAIIA0WSKjRdIw5iNAXV2fybXmJmBtRYDXek07+ahctiEeyCwdAs41gpRq+FX5um6RUgDMm3ljn12CQzExGt9ZDGpS7DJJt0EPS8rO1gbCx7gzeo0m4hi8OEEO8OCbRCCHGY7dsUIQhgGOooDVSakCgNZelUJ603vYRpwvjpCijF2mIIgwGFQjaOy7OrhLHGlNGEJGbNOZmNj11eplrXmb2/Rq0csfZam1bfIknA621/pp22g07nQFvB2FhWvPVzVfqemS0c2xmXIIQQt4AEWiGEOMy2+2cxDMIwxQt0NAWQomuK0riDaf7wy0zPG6hKmf5Qx73aoFgEw4BQd0icHMVchNlrERTHaATlLIRubDD/vnGmpxWRn9DdGNLq6dmkA8j6GRwnayvodHbfa7d4q2lSpRVCvCsk0AohxGG2U6HVNMIgYRSZKAVpAkpX1Kadt3QZy4L66SoAaxdcLC3CtrPjPbOOH2jM6JuQJKwxQxJEsLmJqScc++AUk2Mh/YbPxkaK24n2dgH7IYvDOno965iQEV5CiFtIAq0QQhxmOxVa0yQKUrww+2c7TVN0HWpzb94/u9/0qTwq59BzNQZLLer1rO2gExUZGSXGywFWa51Qd9ga5LPK68YGE6dKzJ7KUcgrWqsBS+vm3vzZWi372u/vfVayRWeFAqSmRZPt0Lu19SP/OoQQ4mYk0AohxGG2r0Lr+3u7hFlmgm4ocrW3VqGFLLyOncjmx25e6DI+nnUMjEaKduUEKp9jph7A2hobXoUkIWsViCLmH51idjLEHSqWl1L8rrd30WIx+77VOvB+OxuKbaXb3zQaMsJLCHFLSKAVQojDbKfqqWl4vkYYZ1MOTBOcgo5uqLd1ucmzVVCK9la2OGxyMju+tqnDXXdRnzaxCAg32zT71m6Vtli3OXZvEcdRtFZHXLu0V43dnXZwXaDdXRxmFunHeRnhJYS4ZSTQCiHEYbY9sitOFEGsiBIFpBgGOAUD7W3+K54v6RSni6SpYut8m4WF7HijAUFqou69h+l6CKMR64sBad/NnkwS5h+ZYGo8pt+HpVe6DIfbF63Vsp0ahsMDfbL7J3s1tO3kLIvDhBC3gARaIYQ4zLYrtGGQZpsaxKCSFMNQOGXzbQda2K7SAltXXCqlJNsIIYHVVaBUov7gLIZjEGgOrYutrPe13aZYM5k+WyZnRWyc67G5sb0wzDD2tsJ9g7aDNjVidBnhJYS4JSTQCiHEYbazqUIIvqeRAihQhoZT0N9RoK3OFzFzBlGY0rrUZnY2O76yAqluoNkmU/ePQ7nMejwBGxtw7RoAC++foFqIaGzGbFzq760De4O2g3w+WyCWKo2Wvj36oNF4+x9aCCHehARaIYQ4rPbtEhb6WYVWV1lVVDMMcqW333IAWXfA5F0VIFscNjOTHWu3YWkJME0mxmL0qXG88Tk6AxMuXIB+n/FjearTDhoprQvNvWxarWY9Br4Pg8GB99ud7KW2y7Xd7oGJCEII8aOSQCuEEIfVdpiF7QptoJGkoKsETVfkSm9hR4U3MH5XLWt7bfuowGNuLsuiW1uw3nHQdZioBLBwjA1tJgug3/8+ubyifqyIY8V01jzWr4yykbSaloVauKFKW69ngXkQ2YyMUhbUZXGYEOLHSAKtEEIcVjuB1jCIvAgvVMSpjqliLDPFzL/zQGvkTOoL2Qxbd6lNqbQ3Unal5bDVNpisBihDxz12H6PQgOVlnN4mxXGHYtUgjSJalzt7+XWn7aDd3tt4Ifv4VLKCME1N2g6EED9+EmiFEOKw2repQujFhAHEqYZhxFhOFkp/FBN3VQEYrvcJg5RKZXsRl26wuG6xupxka73qdTbzJyBN0S+8jlUwGZvLUdA9WqtDNle2P2e5vL2fbphttLDPzuKwZlQh1bYXh113jhBCvFPvSqD9yle+wsmTJ3Ech0cffZRvfvObb3ju2toav/iLv8jdd9+Npml87nOfu+Gcp556CqXUDQ9PtlUUQtxO9lVog1FMFGZjuwxdkc8pNONH+yc8P12mWNZQSUx/LQuXk5MwM5vNtm1sJXQ6WT5tjZ0hTjVYX8fRQ6pjOvmiIggUmxe6WdusUntl3uvaDsplME2IEo2uITuHCSF+vG55oH366af53Oc+xxe+8AWef/55PvrRj/LJT36SxcXFm57v+z4TExN84Qtf4OGHH37D65bLZdbW1g48HOet75gjhBCH3r4Kbb+bkKZJVqHVU5ziO5twcIBSTJ4uAeCu9UmSbGOy2QWduxY8jDRCqWx0bFiq0dQnIQiwe1voOlTHTUr5mPZin1Zzu8Vgp+2g08lmge291e5Tu4vDOp0DfcJCCPFO3fJA+wd/8Ad89rOf5Vd+5Ve49957+dKXvsTCwgJf/epXb3r+iRMn+PKXv8xnPvMZKjtNVzehlGJ6evrAQwghbiv7KrRuPyUNY1SaoHSDfElDvb1Nwm6qerqOZSYob0SvFWY77Zom5WLCvccGmGY2emttQ2ezeAoAp7sBYUixolOpgOvC+oV+1jZbLIJlZVvcXjdvdmfaQTfIEVn5rM/2ukquEEK8E7c00AZBwHPPPccTTzxx4PgTTzzBs88++yNd23Vdjh8/zvz8PD/3cz/H888//4bn+r5Pr9c78BBCiENvf4XWhTgBQ4tBV+RL72xThespx2Zi3sHUU9qL7m6gBbBUyOnT2fCCwQBW4ml6qoITudDrkaaK2RM2upayddVl95/WN5hJm8ttz6RNoa3vNNXKtAMhxI/ulgbaRqNBHMdMTU0dOD41NcX6+vo7vu4999zDU089xd/8zd/wta99Dcdx+MhHPsKFCxduev4Xv/hFKpXK7mNhZ69HIYQ4zPZXaAcQRApThRiGwnB+PIEWshFelpngNfp0O+luoCUMKRTgxIlsSsHWIM/VeB5HD6HdxvdSJhdsysWY7obH1tr2590JtN1uVqndZ6dK20r3bZc7Gv14bkQIccd6VxaFqev+Lpam6Q3H3o7HHnuMX/qlX+Lhhx/mox/9KH/+53/O2bNn+aM/+qObnv/5z3+ebre7+1haWnrH7y2EEO+afRXaQS8lihUWMaYJWs46EGg9DxYX4YUX4JVXYH0964d9K4zxKhPjKUQxa5cGe4F2e2OH8XE4cyY7dCk8jmabKG9E4g5xHJiYNohjxdJrbpZfczmw7ez117Ud7GRd1zPwnZ1ZXlKlFUL8aG5poB0fH0fX9RuqsZubmzdUbX8UmqbxwQ9+8A0rtLZtUy6XDzyEEOLQ21ehHQwgijVMFWLbKbqTBdo0hStXshC7tQXxYITnRqyswMsvZ9vZ/lCaxsxd2eKw5jWXKFbZ+C3YDdUnT2Y5daCXWAkmsLUQej38fsDCvUUsM6G15NJub19zZ9rB7oGMaWYTD2Df4rBW68DcWiGEeLtuaaC1LItHH32UZ5555sDxZ555hg9/+MM/tvdJ05QXXniBmZmZH9s1hRDiPbdToTUMBkMIUw1TjzGNrEK7M4Fgp1W1Ygy4K3qd4/FlisXs2Pp6Fnh/WF6snhrDsRLC7ojmRnSg7QCydV4LC4BhctFfwHGAZhOv4zF+pkq1GDPqhqxe3S4L7wTaXu/AtAPY13YQ7ZtbK2sbhBA/glvecvBbv/Vb/Of//J/5L//lv/Daa6/x7//9v2dxcZFf+7VfA7J2gM985jMHXvPCCy/wwgsv4LouW1tbvPDCC7z66qu7z//u7/4uf/u3f8vly5d54YUX+OxnP8sLL7ywe00hhDjy4ngvhWoanq9IIoWtb7ccmDpRBKur2SnHj8OZeptyMWHc7nP3TI8TJ7I21VYLLly4oZ31AKuSozZhkKaw9nrnhgotwN13Z9fbYJLQcGA4xNvoYuZNjp3JAvDSa/3sJfl81naQJDe0HVSr2U65fqBw7Z10K9MOhBDvnHGr3+DJJ5+k2Wzye7/3e6ytrfHAAw/w9a9/nePHjwPZRgrXz6R95JFHdr9/7rnn+LM/+zOOHz/O1atXAeh0Ovzqr/4q6+vrVCoVHnnkEb7xjW/wEz/xE7f6doQQ4t2x026gaaRJiucp4gRMI8awDXRTZ20ty43F4vZOXK/2shlatg0bG9TvKmOacPlytinXlSt7vbDXUwrqJ0tsrHUYrPXpTViU938OsoVhk5OwERdYTmapxS28xU1IEuburfDKSy06KwNarTpTU2RV2vX1rO1gp2Kb3RK1WtY629bqFNnIZtLGMej6LfqFCiFuZ7c80AL8+q//Or/+679+0+eeeuqpG46lP+RvY3/4h3/IH/7hH/44PpoQQhxO+xaEBcMIL1CkKdhajGErhr5GpKBQyKqzhGHWRLu0lPUH6DqMRpTLOc6ehXPnskLp6irMzt78LZ3JCpVSi3AQs7VpUa5xoEILcPYsbGxorGnzlNNX8dba4PuUFqrUqw2WN2KunfeYmnL2Am23m1Vq961i2w20Xo5520H5XhZqd/oRhBDibXhXphwIIYR4m/YtCBt1A/xQQ6UJppGiWSaNlo5SMD1N1s/a60GjkTXVdrtZuN1ekJvPw7Fj2eXW1m7oANhlOjq1uQJhpOisjQhCdUOgXVjIFocl9QnW/Rphb0Syvgmaxom7bQCWzw2z9oY3aTsol7PMHYZI24EQ4kcmgVYIIQ6j/ZsqtCOSOEWR4BgxgeaQJFmb6+4miZ1O1lNgGFkl9LXXsvS6PburXs/aBSA7zfdvfEvLAnuygm0lMBzSaN4YaDUtC8d6wWFTTQMp3quXAZg9m007GDaHbG5uv+ANph0otfdUK93+pt+XrXCFEO+IBFohhDiM9o/s6oVEERjE6DoMyaEUlEr7/or/yivEA48Lo3m2zNmsKvr887tVWoD5+azfNo6zmbXXsywgn6dcy0JxYzUgDcIbzjuV7YBLNzdFGCm8i8vZ6yerzE5GEIRcfn07Me+k1p22g312ZtJ2RjZpbnsr3OuCrxBCvBUSaIUQ4jDaV6HttZPdbW91LcFLbHR93zqrdhsuX2ZjUOQl/RG+73yYoFTP/oT/ve/tXlIpdicf9Ho3/oXfsrKvznQV09YI2y6d1sEQClm1t1QCfXKctUEJb6ufVYh1nZNns2kHy+f3tR1Y1k3bDorFrKAcRdAzpe1ACPHOSaAVQojDaF+FtttOSGLQ0wiURkA2g7Za3T73Bz+AwYBL4QJXgxkuNSpcmPupLLleunQgSNr23qKwpaWDf+HfCbRhoZpNTfB9tlaCGyqrkPXSmmWH9XgSf5TAtWsAzN5dxrFjwu5wb1OHt9B20E63b8Z13/oWZ0IIsU0CrRBCHEb7KrRuPyGJU0wVE2CCoVMobAdQz4OrV0nCmNfcBYbLbZrntvju4iSj4kT2/CuvHLj01FS2sCuKYHl57/juXgqpQf1kGZSivznE69/YdnDiBFh5k44+TmtoZ4E2TVHVCsemQvADrl64bpOFN2s7GFok+e3dIKTtQAjxNkmgFUKIw2hfhdbtxCRJiqlFBKmFZhl7/bP9Piwusr4a0xzmMIZtSlGb1Vc7fHfzeHadV145sKuCUtujvshGZ7lu9r1pgnL7pItLaCRUSzG4blalvU61CvUJjahQ4VqvmrUKdLtgmpw4k02EXL04ynL5TvpOkht2BCsWs/eNY2k7EEK8cxJohRDiMNqu0MaaiedGJLHCUAkhJpqhUyxmwZTlZVhZ4dXOLJFmMT4GD881SaKE77ZOsbmRZKO8dv/+nykUtjdj2L4E7Tbq1Vcw1xfBdQmafSbYgiimebl7Q9eBpsHJk6DyOdaCcbyuv/seE2cq5J2YqDfcqwC/QdsB7FVp22k1u6nh8OZjGIQQ4g1IoBVCiMMmTXcrqmFqMBokkKbEykDTwHIUjgOaSuG110gSOBecJMyXMcs2U2dKzMxqDLUi32g9SNrpwosv7m2lu212Ngumg6UW7b/6B3jhBaytVQgCgkFIqQRWZ4N4fYtO58aPubAATlHHNapsto1sTFgYoqoV5icD8D2uXd6uDO8E2k7nhraD3adcg6RQyn6QKq0Q4m2QQCuEEIfNTruBUgSJwchN0NKICAPN0CiWFADaxho0GqwMazTUBOubGmtNh//9fJnpiktsmFxSp9nY0rL9b68LiaYJU8UBfP/7nFt02IjqdPIzXGsW2OqaqPoYdbMP167SWLmxYlqtwti4TmAWs7aDwSDrYbBtjp/UUcDWtSHDIW/adlAo7Nt/wdhuO5A+WiHE2yCBVgghDpudBWGGQRDAcJSgpTEKQN8OtL6PtnQNfJ//tvFBXlmpMPQ0IjtPM6mx1nBYWYIr4Rzf7txNevHSjcNnfZ+JV/+RlXWN/89rp/h/nfsp/r/nTvLS5SJ/970xLvnzjNUVDEf0f3Dthi4Aw4D5EzpYBitutmsYzSYA9eNFivkYvzNibW37BW/SdrC7yUJcydoORqPsIYQQb4EEWiGEOGz2LQjzPPBHKaQxSgN0g1xeg40NNH/EyxsTfHvjNEkCx6YCJk4UmDtbJF8zOTHr0xrl+fvGQyy2CvBP/5QtIgMYDHD/8TleeyXmQrNGo3iCRt8hcQp0VY1WT+e7L5q8Gt+NnoZw9SrNtRsXh80smDh5g26Up9kzs5YC18WoV5ibCGA0ZGkxzbodduaMdbs3tD/s9NF2XZ24WMl+kLYDIcRbJIFWCCEOm30juwYDCANIE7D1LNQ6egSDARtrMd/eOs7IV8zUfD7yEShWLWxH8cGPj/Fz/6pDxfFY0xd4eulxuj9Ygn/8R9jcpPm/X+b8dzo8vzKJP3WcmRMO/+pfwaOPwvs+ZGOW80SpwaXNEq2wiDdKaH774vU5lPqMRbGQ0I0KNKNKtqCr2YRCgdnpFEMldDe8rAd3/0iDnWC9LZcDx8lybkeXtgMhxNsjgVYIIQ6bfRXa0QgCP0aloOkplq2hjVw6fY1XV6p0XJOSMeLkrMfQqgJZKLy0muPhDzp84kNd7IrDa+k9/N8X7mflH86z9g+vc+X7bS50J2gWjjP/QI1PPN7hTHGNyXCZUn+ZY/Mp5apCSyN6Rp3VTp7BlU16i50DH3V8QlEsawTKphMVGLT8rLKaplTni1SKMe7WkEZj+wU7Vdo3m3YQl7PVar6f9eUKIcQPIYFWCCEOm32BdjjMKrQQY2pgmQlpf8B6w6A5ymPHIybLIzTLoBsWOPf9HqtXPJpNaNkzfPT9Qx4+1SOqTvA9736+/soCF/9li4uDaTZzx5i8f4KHJ1f5idolzH6btOeSS4aoXpd6OaKW8whinbRQZGlFY/N7iwdm2loWlGoGhbJOx3NotLRsdVe7TX66zHg1Ih0MWVvbvq2dQNvp3NB2sNNH23M14tL2edJ2IIR4CyTQCiHEYXNdD20YZj2ompZiaRGdvpbtYVCyKWgjclbM5qjEay94REubtC40OH8evv2DApWZPB95oM+9p31yM1XOu3P888oJOvlZxs7UOVta5aGJdZSCqbMV9NkpevYE1XKMZUPc7jFf7hE5RUapxSsvRoRXlg983LFxnWI5+0zttEoy9KDRgHKZyXqMowL6rSDLpqUS6Hp2j9dVXx0naz24oe3g+j4HIYS4jgRaIYQ4bLYDbYRB4KeEgUJLEgwjRk8iekODbuAwUY3Qk4gNt8hGP89wy2XcaDMerdPaDDh/Hr63NsfUeMxH7u8ye8JCLxXwUxNyOe4tLvP+uU2UpuD0aSbeN4c9XSMq1rBOzqHnbKrllNFGj+P1AZ5Tw236vPJt90AP7Ni0Sc6BQWQRF0p0NoNs+7EwpDLlZG0Hm8Ms0Cr1pm0Hu4MQou3gG4Z7W5kJIcQbkEArhBCHzfaisCA1iYY+cQJxqjB0GI5SwkTDzuuU7IDNYZFRZBBpFlNWh5+8Z4sPnGxx3NpgYwOWmnm0gsPUWMhdYy0Wpj0iP6aweoH5UgfD1uGuu6BaRdNgcjLLkW0vz9SHjqONVbHSAKPXYmIsxtdznD+f0np5ZXeDhPqUiVIphgl+bNAcONl9NJuU5sqUixFRb0SrBZ7HwbaD6+y2HfQVcfmNx3wJIcR+EmiFEOKw2a7QBonBqBuQpAqVpGhJzCh2CLCoV2LcXkzXc+gHFsViyqTT4/j4gPvmusyYDaxoQLsNi+kxZhZMfuIDMdOFAePRBjmvxWbLJDl7T9YGsG1yMhtE4PuQmjb5U9PkaxZxt8+c3SDKl/H6Ia+/Du5rSwDkqjY5OyHnaAxHGr3AIQgVNBrotTJj5YSCGuD24qxKW95e9BUE2VSEfRxnb9pBV9sXaKXtQAjxJiTQCiHEYbM/0HYC0jhF1xP8QIGuo5cKEIYMejH90CJROg4BC4UWaaNBUfeYzPcZo0UchHSGFlfMs5TvP8ZPfSTig6dapJrB0Cyz0nQOvLWuw/h49v36OszeVYC5eUwVoffazOS7eFqeVivl4osDhte2sIsmhXxKYlrZZ7dtmm1tt0+2UjcoF/a1HWgaVLZnzf6wtgPTzK5z3e5iQgixnwRaIYQ4TNJ0d4pAmBoMehEJCp2EKNZQuoZTsWm0dIxwhFKgNJ08A4r9NZbWDC5dSBgP1yjbPvaow3AInq9YCSao//T7qL7/FJOTKc1lj83l4ECRNE2zCqnnZQMGnLxGYaGGNl4nn1fU+os4BY2WlyeMFOefbZD2XQoVgyTVwNRBKZp+Mbvg5iaVuSKlfILXHjEcbrfEvoW2g25P2g6EEG+NBFohhDhMdiYcAH6k47vhdqtqitIgNkzCCFLA0iMMIgg8yu4aQaOPMgyCYcRoo0+teRFtfZ28HWUTCNrg5ceYPeVQLCjiICLabLK8PbRgNIJz57IBBZ0OXL4Mr1zJMT0WwqlTjFKHhUofp72OpsHQLBPHcOEfVzEtlfXRWjpBCH5q4XoGDIfYBYOcnVBSLsNBmlVpK9tb3HredmPtnlwObDsL1z19O9B2Ors9u0IIcT0JtEIIcZjsn0E7UoR+nC0KixSWFmM4Jv1OQt5JKGge3iBGj0IKakA3LbHe0NkaFdkKy1heHyfo4L96mcjPrrveMKjO5ChMFRm3+jQXB/TbIefPw2uvZZO0LCsroHoevH7FZrVhUqjopHfdRZIvMpOswFaDdlzByJtEfsz6+R5pHBNhYBopBD5NtkdvDQZUKlDOhbgNL2uJ1fSslxbevO0gLGYfKI6zLXOFEOImJNAKIcRhct2mCsEwQgFhqmMaCaFVIA5iik6M3VjF8yBKFFt+ibVRlV6Qw1cO6908L6/V8TyIGy3MtWu4LZ9WC4JchdljBqYWo9KE9VdbvPhiVgCtVOCB0yMeui9iehrQdVY2LfQkgplZ2uXj3DXZxRq1cc+tEM4eJ1fUMLSEzlKfRlvHtoAwohVXsu6JTofKhEXBSfBaQ6JoO5u+lbaDLiTVnS3EpO1ACHFzEmiFEOIw2Q60qZ5tezsapiRxikoTHD2iFxdRScy8uUG/GTAILQZ6haDrYaUeC/Mp99yTkjNDfF+xsakzGqZ4bY/euTVCL2bdq1IuJhRrJoaWcPV1n2FjQOIOmPIXic9dQLt8gWPaMjPlAe2eRq+XYpVsmJqiUb+HewuLmO1NmucapMdOMD6pcPBZea1PY5jHsRKSMKadZIu/SqaHrqXkU3e3P3c30A6H2cSDffL5rDCbJPumHXS70nYghLgpCbRCCHGYbAfaMDWIIhgNEuI4xdAilKEIMFH+iGP2Oh3XoB2V0Yix4wH3lNZ46KfGuPunZvn440PGCiOCIEZLIi5fSskpn9UXNtnq2YSajV222ezYhL0hnX95nct/9SLn/u9XufJ8lytXwAm7VEfrFEdbDN0E34ekPoFfnUSVKxwrNBlc2cJbbWGeOclUxSMaeKxcCRh4CkYjtrQpAFQYUC7EVMwRbiug04FYGXsjw96kStsJ8llTbZLc9DwhhJBAK4QQh8lOoMUkiiDwEuIILD1hRBGla4zTwNEjLgymCVIdFfnM5HqUpvOoWpUgMZg+mWPiZImFuoff8ymlXVauBoTtPssvNfmXS+M0Gyl0O6jVFZzVy6hmA78fYpUd/NhgsVujWkmZNNoEmx2UIhujVRtjVJsBBVPGFkGjQ9joEtUmqRd90pFH+5pLY9ljqJcYJtlosIrj49gpYXdImm53ELyFXcM6HWk7EEK8OQm0QghxmOybQRtF4A4VKo2xCRiSQ8Ux02abTk9jxRsjjaFqDHCshE5+jv/+nSn+x3cmuNKpMTWtcGaqTOYHFMwIwx8wurZF77kLbDy/RvKDV7AXLzAWrOMYESdnRlTPTnJfdQWt28Ft+bilaQAKgy2SvoumARMTaON1unERIw6p5UMsv8+oG2BWC9QqEV57iL/Vpb0Z0tCzKm3FzOaDmYFLFF3XdrC9Ve5+hcJe28HutINud3esmRBC7JBAK4QQh8lOoE1NAi/GG4EWx9hWTKBszHhE1fFYC8boeza2FqCrhNVRjSvDSRLbYWhUePbiJJeXDLzYwji9wFglQtMVY7WYwUhR7C5hDjsc11dwFia466EcXn0ezygSzRxjodpDra0xWO7gamVMPcFeuwZRiNI1jNPHyJUtVlo5vFDn1IkE24gJ+x6hmadQ0qgGm6yf73G1WyNROmbOIJ+4VPQ+bi+m34cAK2uYhZtOMdhdN+bn9rYQk7YDIcR1JNAKIcRhsq9C6w9ifC9FqRRN14iilKLuESQ6Q7OCH2loSUSYGGz6ZQxbIzYdavMFdMeg5+pcaxZJCiXiXImZu0rkF8aZntboDi3W3TLG8Tne/1MV7I98EMbrkM+zXr+fyr1zzFSHxFcWiQceI2zwfezWOmkK+bEcpXvn8UONlR80YWGBYycUthaythji1PJMl4eYm8ssLSsW/UmwbSp0MXVgOAKuazt4sz7aDqQ1aTsQQtycBFohhDhM9gXaYT8iDBJ0YhLNgCim4MSM7BpBqEjjlDBSJEnW2jozlVKdsilWdD72cZOKE6ClES9eLEG1Qrq1hdXaIGl3uLho0vJynFyIOP5gmag+hW4o/L7HsOXhHz9L5ZHTlPIR5f4yG02LwE+pJC1w+/T7MPv4ccp1g3ZH4+I/LDL/oXnKZYUWBKy0chR1jxO5DdJWm+eXxglCRaUYQxCghi5pel3bQa93wxSDYjG7tzje13bQ60nbgRDiAAm0QghxmOwE2lin204hStBUCkqhkVAwA1ythD+KiaKEIDUIU42JSgC2zdKK4sL5lKhS56P3N7ETn4FeZKldYDmdZXnLwiNHWirTrx1jM6hy7oLGRtPgymCSKys266+1WN9QcPIk0x9cwLbAaa6w1VREsUZ1uEYaJ/QGOvf81AzoOq+/FBKsNZi5p4yTSwl1h3NrJR6ZWCE3aDDoxry8MUG+nsMYdCnEPYbDbGKXr+3fGqx3w69kd93YyMm2EdtdUSaEEBkJtEIIcZhsB9phYNDrhKRJhEaKAnJGSGg6pJpB5EW4nkGComx4BFj8y/kxXvmnFi/+Y5u/eqaAbuk8ONOglE8Y1eZZNk6wPv4A/sJp4vseYlOf4flLJbyGy1gxgHKFKDVoNODii30aDUgfeIhj9xWp2iNalzqsLcfMlFy0doN+H8buqjN+qkzq+5y7oJE22xy/p4CyTTaiOm435sGpDbR2gxWvzmKvSiXtYMQ+ynsHbQfVnS3EJNAKIfZIoBVCiMMiSSBJSFPwIoNBM0AlKZquiBNwzJhIZSOwAj9h5GeBthUUWOyU2WxqmDqkQcTFF4f87fmTNF2bs5Md6nWYmDbJT1cIx2e5/xEbVSrSGBVY0FZ4/IE+D71P4/iDZfJOjNbv8/rrKSuriurHHmF2TmElIxZfH9Ld9JlO18H3WeqUuO9+DWuiQq8VsbymUUj61E6NETklLg6mme5dYK7cp9+KWB+WiK0c9PqooQtsZ9NKtgED3W5Wgd2nWATDyLoM+uZ2H22/v7ermhDijieBVgghDouddoNIww81fDcgSRSmFqCRYBkxoW4D0O4owghGsY3SNDRDY27M4yMP9XnsoT4Vw6Xj2ax08vjtASdPwunTWbVzagoefRTufqRAZcyg3UrR11eYnobSfIVjcyljRR93Y8DyMiy2Sxz7yAKT4wlRmPD9b7hMOH3s1hphCFG5xsIxjUBzGCU2neU+00UX+64F+mGO5jDHdLLGeLpFR9XoUCFq9zGHXcIwazvwjO3UGkXZCK99lNqr0raHdjYVQdoOhBD7SKAVQojDYt/Irl4PEi8kTsAkwTJSfD2PoSWYekyrpdEPHeJEw9QTTlY7zM8kOCWT+btLnJnzqWgDtCRk8WpKo5FVOms1mJvLdpo9e58B43WuNor4565Szw3Reh0MFTOZcxnTu3Q6sNU12UrHefSTUxg5i/bA4sI/LLNgb0KnTYcaxVzM1GSKb+TZ6tmk164xc7rAoDJLK6li+z3qySb+ICYtVWj3DfR2E8Jsy9t2R+1VaW/SdrC/I0HaDoQQ15NAK4QQh8X2xgIBFv0+JJ6HSlN0FWNpMb5WQFcRhpaw0sx289JNmCwMMAhYa5oYY2W0yQk2BgVGeoFxmhAErF4LWF/Pdpp13exRLkPhxATuSGflOyvo//LPVPrLhF6M1duihIs2GoBhsLJl4eeq3PuJY6icw9XNPFvPXqDUXiLVNNy0QKUQo5eLpEpncy3B6W+RmyxBvU6fEka3xUSwjGvV0ByL1soIbX/bwZv00ZZK+wq45nag7fdv2IxBCHFnkkArhBCHxb6RXW4rIPRitDRG11MMHUJlYuowGEDLNYljqFg+BcNjrV8iDlOmx0Im7Q614yXcyKHnWxTp43eGdLvZn/eTJPuLfbcLE7MWw8ji+4t1nv3fAavDKhcbVTaiGmm7hdlvUSzrAFxbVFTvmWb2w8fpGWN0GhHD77xMfHUJo16h1dWZKg0JizW8YURnsUu1pkhLZYJ8FWwbq7mOk3oUxx222gb+8iZpCqMReFYZNC0rH49GB341Su2bdjC0s23EQKq0QghAAq0QQhweOxMOQpNhx8cPNAwVY2kRiWWDymayrrVMXM/A0GJKTkTbtVG+x7je5CHzNe5JXuMnZy6SS0e4voUT9HE3h3gerK1lE7JGo2yRlRq62CWLrZ7NcqdAbraKdXyakTWGimPilTXM2GOsHJFGMc0m5E5MM//TZwnHJon7I0b/+F16GyO8UEPTUpwchJqDO9BI3AGVYgSFAsHYFFGQYC5dpnx6AkNP2Hy9jUY2e7bV0bJSLMi0AyHE2yKBVgghDovtQNsZmMSDEWGs0FRCTg8JlImhpYQxtFoKP9axVEhR9/CGMbYKefTYFma3AWtrLKgVjh1LqNgjNLdHob9Bq5UF2mvXsj/fkyQMr26hDMXVXp3laxH95y/R7Wv0SzP4VpHEC2i/uMj8ZEApF5HGCd0uaJMTTPzcY5TmyhTTHu4/fJt+M2Sza4M3Qq+WsfWIRlNhhB7FXIy+MIev52E4xA5dyqWUkRvTu7wFvLW2A13Pugx22w5cN6voCiHuaBJohRDisNgOtN2hQTQISMIERUpO8wmx0fWUdt/AHYClRegqRYs8QkxyZsj8fVUYH4fZWXJzY5T1IZWpHCXVZ67zKpPaFsMhXLgAr7wC/ctbWIHL86/nSGybQurSvNSm3rtC19VolU6gkRItr9NpRJye98mZEfk8LC5Cmxpnfv0J5k+YzJhN1MVzrFwYsbapky8qzGqBTt+gtRGyMBVAGKJOn2IY6LivL3PqrAHA+itN4hg8D0Z2NftdDIc3BNX9bQedoZWtcoObhl8hxJ1FAq0QQhwW24G2PzQY9UKIYjRdw7FSQgyiRBEEisEAHAKMNMSPdDRiSvmEifZ5WF6G5WXUyjKTEylGtUhfH+N0YZ0H15/hpLlE2HPZeHGN9r+8zrnn+qysawwHKcfLLebUKpPhMrlRm/VRFUpFoggar22h63DXiXA3VF65Althlalf/bc8eF/CiUITZ/0q165BeyumMpMDTWO5U0TvtpiwuuTPztM3xkiihFLSI2dGRI0urXUfgFbP2Auq3e4Nv6LdPto2+2Z5SduBEHc6CbRCCHFYRBFhBG43xh2AkQZYegS6RpiY+KFOkkISJxBFmCoEFEYaUewss7kccO6izqXzEZvLAeXz30PrtfGqk3h6gRltg3v73+WEuUqxs8xG18JLbSLNJjAKLFun0XRFZeMCNdUm8GI2nGPEqcZwo8+wMcRUEWfPQr2eFVC//33w8zVy/4+f4ycejTmR20Brt/jOd2IcLcCZqdJPcqxfHjBT6KElEfa9p3BDm2Yj5Uy1AUlM//Img8EPbzsob68bC0MYWNJ2IITISKAVQojDIooYjDT8UYzngUlIzojwUps4BT/WSVMNI/SJElAaaEmAN4hpDh1WNw1cvUKHKkvXElYaNr1rHYKmi5ubIHdyhkLqcmb0ClbJxh+bhfk5jp+1qd81xpY5y7PLx2m5Fqe9V9Ejjy2/zNCuQhzRfH0LggDbhg9+MFug1mrBq6/CqDaL8cT/wSc/0qeWNvBXWjz79wMmT5fBsrnUrGIOOkw4fconxmjl5ggCKNgRNaMPWw02ViNGIxha1ez30e9nK9f20bS9cbVt19yr5kqVVog7mgRaIYQ4LKKIrqsTBwlJmLUf5K2AYeoQpAaaSlEqxQiGkEKsdDw3RUtjnKJJcaFGrAzyuYTy6Qny82OkpsX6SsTSUsqoNWKy4lMqg6ZSOtYUaysJH3u0z+Mfy6HlHOKJSZ7dOMPGRsKsWiOIDFa1eRLNoLXqkS6vAFmovOeevVB77hz0p85gf+Kn+D/uWsX0+1z59iZRxyUtV9nwq7grXaatFqalcI5N0jNqeLHJhGoS94fogy7N5vZYLsfZmy12nf3TDqTtQAgBEmiFEOJwSFOIInquzmgYo6IIpRIKVoyX2ASRga6DliSkvk+awtC3iMOInBpx9l4Df3yO86N5XhrcReXkGA9+wGHmuIVZynF5UecHV4vU9B56YxPbbdJ7ZQm/NaTsBJy8x+LDDw+Ym1dEtXFeXatjdBoEbZehWaHtTBO5Hp3zG1nllGwL3ePHsz//x3G22Kw9/yB3/+wZ5osdhltDNv7xVSLdInbyXF6xMNaWmJxIqZ2osKVN4elFTCNlKlhGb7dobiWsrfGmbQeVSlap9X0Y2tuBdjCQtgMh7mASaIUQ4jDY/tN6b6AzdFP0yMNSCYal8CODMNLQ9RRt5JKEMaNQI4xBJ2Em3yc9tsDLGxNgGoSYfOPSHF6hzvs/VuX4cUVQrHNuKc+l5ATJ+ASGY5A2W5Tp0VgPKW1cIt9d4yPHVzh9j4FWyrOyqhP3XAZD6KgxAiNPcy2Ey5chDKnVsvFf9Xq2z0GawuVrOnzoQ8yfsKhoPVpXeoSvX2LgjLPWL+IutpjK93EKOvZEmV55jlCzKBtDCt1VGLgsLu5rO+j1sgvvo2lZLy1kI86k7UAIIYFWCCEOg+0JB72+YjBS6HGIZUQo02AQWUCCaSg0b0QwighiEy2JGTP75CoWrw+OEek2lu9iRiNGZol/uDCHytmcvMdirK7oRnm+dWmSK/ECcaKoF30UMV1zEtMEUHhrHf717CVmyy7D0CANAhqXXWKnwEY6Sa+TEHkRXLmCbaUUClnAHBvLJoYBLA7qOMcmmF9QpN0OUbND91qbLhXWtgz05WtMTcHYyQqtUZ6oUifSLcq9ZYqjLYaDlKtbhSwtx3G26Os6Mu1ACLGfBFohhDgMoogkybLbaJCgaymmCkmUgZeaKFJsfPRhF8/TiRINR/cpWBHNtIZrj9F4bYu53mvM9V6hdaHBSjDBy8s16qeqnB7vMl5P2RoVGfVj2h3FbK6DmcYkqaIzeRYWFnCTPDPlAXdNu8zm2gw3BkRhxPKqxiAyacdl2gMrazs4f55aMQSyzoDjx2FyMrudcGqOJF+mXLeohC2irQ7LDYf2wML9wVUmJqBYNaFUIhybYhA56JHPjH8VhkPOnYOktL366yZtB9VqNpfW88DLSduBEHc6CbRCCHEYRBEjX8P3UsJhCJqGpSf4iUGU6BjEGKM+uj/EDS0idMr6kNQwWImnaV5zuWv0EiVcSkGbh3r/TPdKm9c6M2wN88yfMjkz3ma8MCKtVNHSBE/PMV0P4NpVNr51mSSMSCo1vOo09z5WZbrokkuHjDYHONGArU3FWsvmmj+dbdnlutQ2XofhkH4/66VdWMh6a0tzZbp6FcM2qM/n0LwhXs9jfT1lbSXB2FxlfBxqJ8o0hzmiYpXUtKj7a1iNFQYDuNLdDqo3WRim63u75LZdc98PUqUV4k4kgVYIIQ6DKMIdKkZeihaFKEND1xWDwESl4ER98Dy8UUqkDBRQ1j16qswwtKg2LnJffZP75ro8dGbIQ/VVjq1/m1FjwA8aMxizk2hhwAMzTU6XNqjUNTr2NGMnSmimTmd1gD+IYHMT99wK9QdnOXlaA6WwrYR82IZ2k82NmHOXdFpT90Iuh0VAYfMKNLbotLNe1/l5mD1ToFg2WPHHMeoVZus+cZBwbcWk1UxxX7zE1BRUJmx8s0haLtM3agx6MWfUJRgMuLhRwg+3V3953g2/Mpl2IITYIYFWCCEOg+2RXcMhWPjougYovFFKEgSYiQ+6xiBxiBIDnQjHCGjEYxAFnNUucUa7jJG3UJUyddXiY4XvYi9epNXVONeeIB2rQ9/FDodUK4qpeRM3LaKPjzHSS7hamcRy6A80jI0Vjtf65AugOTZ2yWE8P4KNDZovr/LcCxqd6XtgbIxqMYKtBp3nLu0GzzP32UxOKwJMNlsGMw+MYxEwIM/65SFrr3exRl3qdaidqDDSCnTCAqFmM+4MKGxcou9qLLlvXKXd6aMdDsHPbf8gbQdC3JEk0AohxGEQhnT7OsORwkpGmEZC7AX4fooCdC0hskvESiOMNQwVo2spbmCjgoD316/Rr8xzbVGxspQwPHk/8+Uej/B9nOWLPH+1zqAwSTCMIIqYPW5y5m4dFHS7KWbeIPATenP34lZmIUmYPp1nTGvjNVyiU3cxOW8xZbXxVhpc/eYSl77b4kJ4gtzZBdA0+q2A6OXXoN8nVzY5cZdJ3oqJdItRYjG+kCdQFo2uzvKrXdzXlpiehtpMjoFRJdIMvNIEeB5T0Sr+eptGUKbrajftozWMvU6DzkDaDoS4k0mgFUKIQyANI3qdhOFQYUQBOb9LkGjEsYayDJShMRyBqYEiRiehH9qkcYKjhbhTp3mtNcXrW3UuLju81p3llfF/zUOVRSaG10hXVnl+c5aL3hxh28WJ+kwXXDbPd1m6EnL5BwOWrsY0txIip4Q3sUDpsQeYrMaYscfw0jrp1DQTx3LMOG28zR7NCy16z1/i0qJJp36K0CzQ6Sm4cAG91yY3lueuEwFxqgiUjVYtU6vrDK0K6ysJS9+4Qi7sMTYGpfkyiZWn1dMZOGOMl3xqrYv04jxL6xZJf7A7CWI/mXYghAAJtEIIcSj4w5hBLyIMU4zII2cnhNgktoNm6qRRShQkQAoKlErp+nniBGwnwdOLLJ0bEja6dFYGrP/TBYa+zvL4+3hkaoWJ4TXWX21xuT/OlWvQWh6yuKxBoYDraly6rHHtlQFXL/i0Ohpu04eFBWYeGKPgxPRbAf2+YqySUJ8yqBl9/FDhKJ90aZloo8lFb44L7fHtgbSXcZIh9SmLMWeEF5nkizpWvUSSrxChcf77fdznzjE5CWMLRYJ8mU7foJeWyBcU4zTwVlr4Wo7Npp7NpL1Obd+Ag7BQ3fvB99+1/+2EEO89CbRCCHEIeIOYfj9bEGbgYxkpvlEgRsdU0W6bQRIDiSKKNfxUJ0w16o5H+2KDWXODoV7AKRlMaE2637uA5yusWol7KqtMxBsMN1yCXJX1homHzYmfPkP1WBGraNJsJLTXPF55JeXKNQ00jZkzBfI1m2FkoVRCzxpnJl4lpwcMQ4t0rM6pWY9ps0m6vMrl9hiXRjOkKThuA9NIqVoj6gWPwnSBtufgTBShXKXf8Hntf61Q9reoViF/bIJY6XQaMdr0JLpKKbauEWGw1jAJtm7sozXNbFMHkGkHQtzJJNAKIcQh4I8S3D7gjbBVgpY3CRKDNFEYaUgQqWxjBWLiKCWIDQZRjpwRokydiXCVDTXDcOoUyyf+Fb3iLLW8T3B1lShfYvLuMSbzLpVcQNUZcddUl7tmh3zg/Qkf/PkZZk7lGCtHdLcCVq/6XFwy6W+OKE6XKFcU+YKGl6vSjwsktTHmkiVoNOj0NLZqZ3nogZTjk0PY2ODaislFdxqrYECzia2HTNQidA0mJjS6WhVrLA/5PBdfCWj/r+8zMRZTWygRWEXaPR03tCnUHSpJh6TTJUlg5eLohl3DQKYdCCEk0AohxKHgD2PcfooajVAGNOMxWn6efmDiBgZhqOGYEWmiCELwU5MAE8tULNQGRN0BYZDi5ieJNYNgbJr1oEbejmFpmdyxSYonxqnlPBj5PFy5xt3d73Bs7dvcO9vjfR8pUp4rocchXs9n8ZzPxVcDyOcZn9ax1Yh+T8MfmyYpVbFqRea9C7gX1+h3E1Yq93HqoRLzkwGD1Q69ZsDyqE4Sp1huGxUG1LQuU3eXCSONoVWjMFcl9kOe++aQ+vorVMc0nLk6rmewcmFA+a4pUFAIOjAc0Gor3PU33jWs34eotB1oh0NpOxDiDiKBVggh3mtJwrAfM2qNIIkJ9BztwMEPdVIUfqjTCgvYmk/YG9JP8sTo6LpG3gyx3QZ+qLFqHCMOE6Iw5epoisrZaRabBVLfJ1pc4fhpnbY9RScq0G0n0GrBhQvUFl9kpv0qZTVgdjol9UM2rgxoLI9Y7+UZmzRxVEgUpWhJhDtxkmRsHCenUXLX4dzrbKxEpLNzFO+aYbyeonkjogjWujlS0yTfXMKMPOaOGVTGNFaHNWrjBlqlxMZ6yso3L1OPN5m6f4JhZNDajNHyNlRrRB2XqtaHOGL53OCGX59tQz6ffd9xDWk7EOIOJIFWCCHea1FEs5EQD0eYekpiOMRtFyMcUlZd4iAlRWPYT9ho6viphaaBZScU1AiCgK45TnTiNNNVn1oxwrnnOFfTBSpnxrnWrhAtrWO2Nqlqfbb6Ob7zaoHG5R70ehhbazRWfJxkgDnq4LkRxqjHpWfXGCYOXmxRKGU9vOlwSD/KkU5NEU9M49gJpe4KvPoKjc2EpFjGuusEk7MGpp4wjCy2WgY5M4Rmk3zY4/gDZTAMrrZKzJzJg23x3HdjxhrnqeZ8VLWK6xm0rvTIzddJDZOCGqK1Www2B7RaN/4KD0w7GBvb94MQ4k4ggVYIId5jaRjRXAuIw5SSE+LHBmGso2spKowIgpQognx3lVZQIFAWhh7jEKIU1B2Xa5ygmg/pXlin1jiPk3oYlRLD+jEKZ+dYGtXpNkJq1RSl4Fp/jEvreb53rsiL/t305u8jKZUY6WWUrrOypjG8uMpws08vdNALDiYRXjck9CJUsQgTEzC/QC4HxdYS8avn6HYhMSziE6c5fncOq2DScB1G3QBcF/f8Knc9XKA6rtOJiiRWjlzNYUieS/+ySaW/zOSZMq5vcPUHLtVjZRiv43ZjZowt6PVYueyTJAd/hzuts/0+xKUqKCVtB0LcQSTQCiHEeywYRrjtkCSBci7Ei3W8SCPQHLzUIUo0TALiROHGOVKlowBTDylYAQO9RGjYtK71GLkp1xYVY70rqCikNFNAzUxTPVmjXT1FS5+gUTnFFe0U3wse5PWVElevKcLKBMGZBwiOnSI3XiRKYGlJw/vW82AatPwiRdsnjhIYjRioAkkKlMt0jj/MqYk+5uIlzJWrbG5C19WpP3qC+XvLYJks9moYnQasrmL2W5x9tMiQHGurMH9XDlUocP6ijtFrMlcZMEhytLsaDAdQKNLTa9TzI6zuJkGzz8bGwd+h42SPNJW2AyHuRBJohRDiPeYNYga9BC1NsPEIEpNRYhOkJoluoKsU24iZqMZ0qJGmkFPZaC/bStkcVen7FuubGs2uzlrL4bnvK/rrLleXDHI1h+pCmdNjbcoTNirv4JZmcdM8C8Y695kXude5zPikTvXMJFOPTDFyxlnslomvXcN9dZE0DPFTG1NPSHoublJA1yDoDglmjhOevZ8TEwPy116jc3GLRgOGI8WJx2coTJcY6UU6VIg3GoQvvMLEnMPEvI2fmLRck7EZi6BQY+n7Dex0RLGkGAU6qy9uYU/XSGs13IFirtCF1VU2Nm7cZ0GmHQhx55JAK4QQ7zF/EDHohZAkmGnIMLZxwxyWkUAcUtSGTOptNNsgSE1SFONWl1oxoukVWfOqDIYaQTtbMOameTorQzaWfNKtLdaGZS7367SGDicrTT5wz5By3WBkVSnZHg8O/oX3L/93HuYFjs3FjN87TXm2SGQX+KdzE+i9NsnVRZIoxR1q+L2AMNVRlkEcA8MhneMPU75nltnqkOLqBdZebbG5Cbmaw+wJi7hSwzk1x2q3wOAHV8htXOHMw0VCK0d7I6C8UMHKKTaHRbzVNvMzMf0BLF4KqY5pYFq0C/OMqTb55hLx0Gdt7eDvcSfD9nqQlKvSdiDEHUQCrRBCvMf6nZhgEKHiCNPWGUQOqaaR00OMwEfFETPGFmY4ghQsFVBxPAYUcX2DMEjwByFFy+e+uR4Pn+xRLSeMehHRRpO54ApapUxbH+fqFUXoRfheyvmtMZ56+QM8/Z2TvHjeobBynmP+ecZqCY98rIpZsNmIJ7l0WYMwQG1t4DZ8PC8h6fUZ6SWSRJG6A7o9BR/6ELP3VphyuiTXlnnlmy2cio1hKKanQb/3LHF9gkZbR/vBy5TTHtWZPGkM7saA8qlxQt2ms+GRLyr8UUq/l+AtbUKtRteeJIkS5iouXL3K1tbBrJrLZRMPkgS6A2k7EOJOIoFWCCHeY73VPlGYYKUese3gazZpkpLTfMIQtDShag3ouDpJqlBoeFqRKNVIYjC8ISqKqJsudx/zeOjugLmxbGxWc5hjrvsqP//wEu+b2aA2ptC2NrnLWaZQ0dmMqvxgeIL/fvE+/sd3J7nw7TbBlRUefNTm5L0mjpWwOKzjBhbDfkLOb9Nc8Rhd28IzCthWwrA5ZDiEAAv1/kd48P0G+qBL+/wWqy81MAsWjg2TEwnlh0+xZc/RWA/QXnmZ8UmNYjGhu+5hjtcoVXUGgUVnzaM+ZTBoeKy93sWqFUhQ9CvzlOlR7i2TjjxWVw/+Lg90Guz8cLOxCEKI24oEWiGEeI+1V0bEQYylJwSpRaQ7xEmKFQ8JEwUklHMRS9EkXmqRKIVuKCwV4aQDvFBHxSEnJ/rcVd3i7GSXe4tLlG2fKNH4p/NT4Lo88JDGJ85c4uPHzvGpU8/xMw+u88gHdCp1k7w2pJNWOLdW4vXv9bn8Up9jpyxqdR10jbaXY6CVCPyUdOSz+GKHUWeEoUM4CCAKs97Vep3CA6c4ddaATpsL/9JEBVkZNa88Tr+/DPPzXHanIIkpr5/HthWGitD7bdLpWZSuiMMU01a4ocXmxR6W14NqlbY1BVHEnN2AjQ1aLRiN9n6XO+O7ul1IKrWs7WA0OniSEOK2864E2q985SucPHkSx3F49NFH+eY3v/mG566trfGLv/iL3H333Wiaxuc+97mbnveXf/mX3Hfffdi2zX333cdf//Vf36JPL4QQt1Zr3ScNYywb+loZNB0tiTGDAVGioSlFpJtcHU0RKx1LiylbHkXDJwgUBgGF1OV4tUfxwZPkHrmHShneVzhPPArYcPO8slhiK38c/b67qT56mrG76jx2bJ2F6oB7J1t8Yvz7PHy8h1bM4Q0TLr88oOVaGFM1HDsmihSWFdO1JmkOLELX48r3O/iDkDSFxB3S7W7f0PHjnHiwTKlq0FsfsnnFJXVdvK7PyQdLTIxDOr/A0nCMNEowem1mc216V5qUTo7j1IuEo4hUt4g0m87aCO/SMlRrdMICab5APh1QCzfBdQ9UaQsFsKzttgNXh0pl+5csVVohbme3PNA+/fTTfO5zn+MLX/gCzz//PB/96Ef55Cc/yeLi4k3P932fiYkJvvCFL/Dwww/f9JxvfetbPPnkk3z605/mxRdf5NOf/jSf+tSn+Pa3v30rb0UIIX7sggD6rYA0iinkUgZJDjQNIw4IgwRS8HDoJmUGvoOmoGx55IyIOIqJohQzDqhVQauWcT7wAOmx49Tft0B9ymBCb2H6LusvbbK46fCq9T4693+E9NEPMDmRUi94uEmeyIt4KH6ej344pVTRiVyPsO9RqVt0VZ1RajHrtNG0FCyT5VaOwbrL5YspVjSgvzHMZsDGgGFQvXeG6TMFAj8lihVbl/uMVtsoXeOhR00sW+HPnGTFr5MvG8SLqxTjLrmohz82Q76kQRKhbIt+mKPx8hrpcEhcqtK3xyFNmbWbsLlJp50yHO79Tnf2VWi1rv9BCHG7uuWB9g/+4A/47Gc/y6/8yq9w77338qUvfYmFhQW++tWv3vT8EydO8OUvf5nPfOYzVHb+y/o6X/rSl/j4xz/O5z//ee655x4+//nP89M//dN86UtfuoV3IoQQP37DIYw6AWkcYzoaQ5XDsDX0YEQQKDxsUk0DTRGTYhDjmBEpEI0C0iTF1xzSUollNc9L/9Tj+f/dZc05SSOqkStqjOcG0G6Rvvwy3iDm0orDS8MzbC58gOpcAa1aohFUKK6c44S2yOzdJQw9xew3KeUCCuM5OkmFlabDsVqPvArQbYNzV206nYT1CwOGmy5pmk0YALBnxihNFZg+lScKE1o9k9ara9DrMX66wvxkSDgISB94kGZcJXVyVDYvkl6+yvhdVYLiGMrzyZdN2lGRfiskOX8J6nU6VMEwcEZtxuwBdDsHqrT1eva124WoUAFd3/4vh/67/T+vEOJdcksDbRAEPPfcczzxxBMHjj/xxBM8++yz7/i63/rWt2645ic+8Yk3vKbv+/R6vQMPIYQ4DDqdlGjgYRChmzpBaqHiCCPy6YV5EqXjKJ+a3iNFJ9U0bD0iCmNGnmIYO/QoopFiRB5sbpJubBL2PVzPxB3qNKIqSadHfbDEdPs1DCOb4dowpukY4wRj07Rys6x185y88v/j+ENVKlXoDB1otDh7OsYoOKwzjeP3mKxlPbNWQeelCznWt2D9fJdwGGR9tNsq98xQKiuciTIpsNTME77wCmbBoj6WMlf3UAq6xx6gU56H4RDn9ecZKwTo9Rp21SGNI2LDZrXt4K9skfT6dPKzYBgQhsyUB7DVoNtOGAyy93WcbOJBmkKnp8niMCHuALc00DYaDeI4Zmpq6sDxqakp1tfX3/F119fX39Y1v/jFL1KpVHYfCwsL7/i9hRDix6m34hL5KbYKiC0HL7JQgU8ahfTjPEpT1M0+xAleYkEKjhEw8C0awyKpprCImNY3uX9ik/c9lPDAA3Cy3mPObuBYKXGYcKE/zflvt6m/8g0eGlvm7FkYn7OpzhVRts0ld4q1foHutQ4PDb/FwvsnCRKDxmpAOhoxf18J29HwVJ6yMeJMrUmQ6KS6yeVlm/WViHPPNul2syAJUJ0wYWqSUiHBKph4icXitRQuXaI2bVPMJUzaPVS5TOfk++nZ49DpUvne/2LiTJm4UEEnwc4pNvwaydBn8PIVwnIdlyJoGk7kUi940GoemEu702nQbO77od3mhj1zhRC3hXdlUZhS6sDPaZrecOxWXvPzn/883W5397G0tPQjvbcQQvy4dJd6RGGCaUKqdLxQI/Y8glgnwsDSQormCC/SCFMTTQMzjej4Nn5iYKUh89YmJ8YHFB45yxXzLGv2Ccy5Se57vMI9Mx3ymo9RyrMRjfHPzyqSP/9/U7r0AseNFR58v8l4vE6xCOeNe7m4VmD85f/NiXvzzMzrdD2LzmKf8qRDZBeoT5tUVI+pwpDjtT5xAmm+QGMj5eV/7rF4OcJ1s3srFMCcqKEX80yMp6AbXFu38d2QWtKEJCEX9pieBurjbC08ip8YDF+6yBl1GatexBnLE4cJnsqx0dQJ2y60WnQKc9mbjEbMjIeoZpNuM9yt0u5kWNeFwC5lK8XimL2Va0KI28ktDbTj4+Poun5D5XRzc/OGCuvbMT09/bauads25XL5wEMIIQ6D3tqAMEyxLA0/tYj9iMBXaColBXJagEWEF1lEaKAgjDSCQKGTUNO65O2EFeMY1+qP0m3HNAcO5837uVp5CGXbTBSGnD0dEc4cY21Y5nsvWfj//D04f5788//MBysXKOkDmmqci91xtpY95la/y5nHxtFNjV4nYbTexZqp0wyK2EbM2dkBlaTDTHFAvp5jlFh011ye+19tXn117/6qVWB6mkJJp6AGjLQ8i1s5TEtRHGxAGDJXG5DLQXz2HlYKZ3HdlPJr32a2HpCr5Uh0C8eKOLdRxSRkuNSkrW03yvZ62DmNsVIIWw12/q/BsqBYzL5vt5HFYULc5m5poLUsi0cffZRnnnnmwPFnnnmGD3/4w+/4uo8//vgN1/y7v/u7H+maQgjxbktT6G4MScIUZWgkpk04jIjC7HmDCF37/7P3ZzGWZuld//td6533PMeOKSOHmqt6qB7cuD39EQcjLNA5AiTfIF9gC1m+AGxxA1xhLpAlBC3QAV8Y01eAkZDOn7+wjm3+B7ttbINd3dU1ZQ05xrwj9jy881rrXLyZlV09gO2uzKo270faFZkROyPf2DuU9YtnP+t5DJbI2eQumXFRRuKSoLXA0QmelbFxmkTVHpevn3FyJ+bsrRmjV0+ZBbscu1dRWNSclGd2NzgvPMOR2eXdyzbp7SO4d4/ErmLVq6SJZkKH/367R+3O17m6p2j1bXRuuLizxutUWNst7MAmy+Dp3Zi6WRA4Odeva+LU4uKtMb/9/11xclJ8Dc0m4PuknSHDZkxyPmPZusJ849CqZjCdomdL9vdBVivIp29wwi6TWzM+JV/HForeQcB6LVnmAWkumV8kpKuEUNaKBzHLGHYzmM+Zj5L3R84+PBz2gbaDxaJoIC6VSn+qPPaWg5/7uZ/jl37pl/jlX/5lbt68yc/+7M9yeHjIT//0TwNFO8BP/MRPfODPvPrqq7z66qus12suLy959dVXeesbfuT/23/7b/Prv/7r/MIv/AJvv/02v/ALv8B/+S//5TvOrC2VSqWPozCEeBaj8xzLkyhs4kwidY6FBgE2GolhljVIcZBCE4gEoYtJB1pYTK0+dw8tRhewjD3mG5vJWcp7f7jgaN3mZnadN+9XsR3JtcEa3exwvGry7j2XC2vIyN6hNqxx44riXA24nDsc/fdTnOM7XH/OxfEgWSVMDjdYuwMiKriWon8QoFJFLztnZ9fh+k7MxdTm/Gun/P7vZBweFttnpQSxu422bGoyhOWSY/sqzWEAyyXRrRMaxb4FnJ0+YXuX91ZbVC7u8XTrgnaQEYsKnq95756NVoYszpln1SLQjkb43Srteg6XF+9XaVutb9irQPANJ8XmH+GzXiqVHofHHmh//Md/nC996Uv8/M//PJ/+9Kf5yle+wq/+6q9ycHAAFIsUvnkm7csvv8zLL7/MK6+8wr/9t/+Wl19+mR/7sR97/+Nf/OIX+ff//t/zb/7Nv+GTn/wkX/7yl/mVX/kVvvCFLzzuL6dUKpU+NIu5IQ9THJ1hOxZZBlHuAgKfGI2NLXMsnXGet1FG4JDTFEtybREZj7VssMx9HJNh1iGOinAthQjX1MQaFWWsc5+b0wGvHzaYqwZC55yeGu7Mm/zW8VPkrR7XnvNoD30G2xaXpsf9aZ3s97/KljVle6DJo5zVNCfWHnPRRhhFs+fQ7HvMxoqD4ILtfZetRsRyYXjj1465/a7i8LB46d+tOKzr27QrKYzOSfCYDZ6lGmi4uEBenuP70N2v4A07XIoBh5MKn2zcx8tWDHYtFiub86mLG1hMzzNmolOk1dUKHIdhL4PVmtlJSJIUgxAedph9YCbtZPJRPeWlUukxeSKHwn7mZ36Ge/fukSQJr7zyCj/8wz/8/se+/OUv85u/+ZsfuL8x5ltu9+7d+8B9/tpf+2u8/fbbpGnKzZs3+St/5a88ga+kVCqVPjzrcUweZtgiw7Ilq8giNxa2pbCyBIRAAEZpZqoBSGoyxChNomw2ukosK8g8o8GSK9019r07VM9uc30vo51ecKV6SUVtSBLJKO9gXIdGkCEWc/7rm0Peza5wIbd44RnF3lWLbkfjdSvcy3eZHofUoxF+vKTiK1wTc3KoiCptNqmDTBMOnrLRQY03bkquBBccHGikFOTTFV//9RHnZ4b5vKiUZtU2slah663h/Jxzs0X12gAA9dY7iDTB79bYuepiKlVemx8gjeKlrUt2ghnrPCA2LrPjNYvEJzQBcW4Xpe7RiMpOm0ZVYUYXjEbFY/yw7eADgXa9LubSlkqlPzWeSKAtlUql0rdajWPyOMcRCgTMNw5GCKqeIjY2CBBopqpBLhwsoQlkQpTbrEyNBJckl+zZF1yvjzFHpzRqCpuM/NZ99ipT9t0xzbQ4fLWcKrRf45P7czxbUbNCzo81dy7r/I/bHTxPcK27ouln6KBGSIXlOEeqlIG7wIuWmFxxsa4xMR02ozWf+rSg0XeZ5g2CzSWuSuhuuyS5hTs75+v/v0vSFE5OILc88laXQCTUWKOnMzb7z4HvE05iKhf3QGt2nwpwWxVWos7bkz43tiOGlRWtSso6cTg5t5FpxDzxmQU7RQvBdAqOw/ZAQRQxvrsiy4oeXimL/LpO3aIHAsrDYaXSnzJloC2VSqWPyGYck2cGy4YokcTaQdg2NTsiVQ5SgGUyxlkLJRx8O0MqxVoHhDogx2bbuiwqo/uKxlZA2NjCHbSp9gIaDXhhZ84n6/cYJIfcPZT8l1/PWbstnrsS8YnBBZ8YjFi+dczv/XfJO+M2k7yJ4wq6csZcdogS8DyByRQdMaWpF8xWNkdRlyzOyKOcvSuSrW1BYtfpqgtsFL09lyRSiNGI+69OiSJYJi6bzCVym+wPU7i4ZGMCGG6BEMj1Ek5OCJ0mL31SIvKcO+sB68qAZ7eX7LXWpKnhcu2RzjdM1y5zpw+VCty/D9MptSsdasGDKu25QX7zXoWy7aBU+lOpDLSlUqn0ETAGVpOELFHYlmEd2xgEfkUiwogMGyEgUQ6ptrBs8GSGQHOZtkmxcUnZd0a8sLdgYm1xWb/GSfsTnO5/H9mV60z9HaLOLn/+2SP+Hztv0YhGHJ5Y/L9/8yXmrQO+8MKav+r8X3yqcQ8pNO9etDi3d5kmFcLUwtYJKjOYwGejPaQjuR6ckG1ScgXvLbaYniV0vA3BdgvRadPz13jJElGtEvRqVLM5ydGI+cmKTe5xeO4QySqVtk+3lsDFJVHQgcEAvQkR4ZpoFjHoQ69nWKoqd0cBnee2eKl/gYVmvnaYz2B9b8xF/Tpp0CymF1xeFr20Aw1pyuWtBXn+wb0KptUu+h/iuGhVKJVKfyqUgbZUKpU+AmkK2TpBpTmWhI1y0Ubi1ixIE3JssCSx9tBI6l6GxJBpwVzX0BiaYsWN1pS5M8Q0m1wyoN7zMZbDun+NvNVj3LrBcf15fuSpU/7y1h/iLS6YXCh+Z/VJ/HBKNzrmzw/f4NkXXYZXPE7TPpZns5F1RjOPRFlU8yUz3SIXDp1azn5lwvxSsck8Ruca19KQ5YRei+GeQ58R4zH4/TrNoY+/nhIsR8wmmqMLj5ORhdkasjtIkcs5lmOxzANCq0HFVTCbk+WC3Wsegd4wz2pcJg32nq2xV1uC0lxMJOkyZjLKmDUOit6CW7fg/Jzm0wMCT6MvLrkcaep13l/3u9xYD4bjUlZpS6U/RcpAWyqVSh+BKIJ0nSKyFIwh1BWU5RIEApNkaGORG4kyEoPAEykCzToPSLSLhaJlr3HrHhurTmJXsActpCzCW6Jdsp0DUq/GuPMMh42XeNq+zXPObRb3Z5zeXPB/vXmN/3G0jbee8GdfOKd1o8vWliBq76CVRilNHMMkqqBzw3Tl0n6qQ7up0dqgLi4YJzU2kUAv12yoMNiWtKoKPw9ZLsH0+gy3DO5yQi2+ZLZyuHvqcn4hcbb7DHsZbrxksXHQro+sVwCYnYQMepqdVsgydghFFT3c4YW9OZZQzGew2FjM3jrnrPFM0Vew2cDhIVgW2ztAljN6e4bW37RX4RtPij3c01sqlb6nlYG2VCqVPgJxDPEyBZWjco1xXHLHx7dyRJagEUS5h4WiasVoI8i0Raodci2pEVGzIzZ2A9syxNUeIGm34erV4vMHdRu9e4Ae7jCp7BNe+wTXKpd8snqb6vg+b063eSN7ht95rYF/5yY/8sk53We6JEEb6XtsBUv0OkYISBPF+dxjk9psPd2g7iuEVqj5msvTHJUqyBUrp8venqAtZ0ynIH2PvDNgr73Bj+Z4+YbDc5ebr2esGrtsDcAxKYGdMVtaaMdHBD6RVaUyPcatOrQrKXGoSfwmg08M6TgrlLSJxyum5wlHh4Zs+wr4ftFX8O67tJ7ZwnM0ajRmPFLvB9r5HHStAY5TlGzLVbil0p8KZaAtlUqlj0AYQrJIkEZjlCGTLrLiItCYXBEbl9TY2Caj4UbkShJldtFPS45HSsXXJNplnTo4Wx2EgMGgyHV7e0Ve8ysS+7mnqPzAy/T//Ke58YUeP7Jzi11vys4g50TscX/V5nf/85Tu6et89tk1dbNgLeoIoKWndN0lvswZrSu8+lXN1X1FbadGbNWpqTlmvWa+lKjFmtO0y/P7awI7x2jN/Cymut9G9wZsu2PqMiSehhzeU9y+Z5H099jpp9StkPEYVhchlad2wHFZxQ5td0PDDtFpjqhW0O0e+zsaRydkSjIdw/idMZemWyT5NIXDQ4TKGe7ZoDWjN8cEAXgeaA2zuXhUpR2PP8pvg1Kp9CEpA22pVCp9BFazjDxMkVqRY6OxsAIPV2So3LBRFQSahtzgWBDmDkoJtAGJxpcpnqtBCNamjlP36XahWi2WCdj2o01ZWkP3xSHXPtflU59z6O5XeWovoukl9K43GJsuX3uvyv/5z+/jvfsa2zsCEVS4s+xhi4xn/UO61RChNG+fNJhNDd1mTuh38eoetgXeZsLJ/YzJ3KLSdNhuxzhSsYmAMCRv9xlcb1DRKyp6xfx4w+kp3Jp1aWxVaPYc7M2CyRikymBnh7lp0tfFyDHf04j1iuBgQLDdouFnJJmFyGLO31tx58Qr0ny9DkrB175G98UhrqPJLmZMzrMPzqR9+JvFArLsI/ouKJVKH5Yy0JZKpdJHYHMZkWcaoXMS42IcFztwsHVGlFrExkECXTnBloZN5qFyg8AgAN9WYMBIm6BuM13YrNdw9y4cHxe38Rh2d4u/7/gYzv2rOL0mOy+26XUNGxEwX9uErW0uwyqvv23zO//nhPaNLrFdY2R6zDcOySrlWm1Ktxqyjm1eec3BUglezeKifp3d1ppaYBhfwvLulEvT5VpvjW9r4swmXcY0Og6boEt/x8FLV7irMavLiLMzuKMO2B4o6pWcyXlKMl4iGnXC3hUcS+Ovx8XyCLnCrrpUbgzxK8XWtMBTnJ4K7n59RZoJuHKlGDw7mSCmE7b2PTCG0Zvj98d3LZeQWX6xwgzKw2Gl0p8CZaAtlUqlJyxJIF1EqCQnywVK2rg1G9uRyCxhkhYv97syoypilLSIlItSBpcUIcG1cwSQC5u1qHF2LogiCILi9jDcnp4Wuc0YODm3eK3zfzDrP8N59yVkkjCfKNJMMBhKGmbB6KwYebX3yRbKrfLm8grHFy4dZ8mwHmOpmE3uMZ+JogVVVckaXbrbLhU34+hextHdnP1eREVGrHQVS2rkdIy93ae+00BpC5nE7Gb3mIwN5zOPuT9kuOdgFksO3w6pBAb295nJLr16AtMpeS5o5RO2P72NrtbxfYPUCltq7r214d4dXfQVPFitzquv0numg20Zkos54Sx5P8N+oEpbBtpS6XteGWhLpVLpCYtjyNYxQmXEuYMWNkHdxRIGkpSlroIwNO2QyHgcb5psIovU2IDAlhqtBJZtCJ06llvMrO124bPPbXjhmZyrV8GyYDQqJip0u8X+AeMHhFeeY/tGheE27IpTZJbi9prIXgehcy5+9zYv3kgYXPEYmy5vzbfxswV5nNGpxNSbgmyTItOYk0mF46jD1d2E3pbFLPJ55/WUWj5nGCzQ0uZiXaXmplSzBd6whd1psJwpmtmYPX/M6Smc5X2CQR1X5swPV6jVBoRgtv0C3UaGyDM2Z0v6XFKtS3rP9UmUjW+lNKqKs0uLN/9gUyT3nZ0i1Ych8viQrQMfDJy/Mf7gXoV2u6jmxnHxE0CpVPqeVQbaUqlUesKiCPJ1AklCahyU7RK0PITRpKuYyPgA1O2QVeazUgF5blBYaCyUsciwQQiUHaAsh/2dnJ3sHo3f+zWq/+3XebZxxrUrCq2LltLpFIZDeO45uPpilc/9+TZ/+ccM3/f8moP6lJXTofHMFsK2uHMz5vbNlE/vT3A8yUpXefuyi8wTHMvQciOGnQyTFWtxb897jCYOzz4N2vG5exZwMRbcMLew0w3npk+rniOWc1pDH6sekNg1VoczhmLEsBlydCKZV3eptlzMJuT85gyAsNLDDLdpuhGEIYvLlF1/wv4X90mtgFi5bDVjEIJX37CZ3Z4W47s++cmigfj2bfq7LpY0RKMlIimmNkQRRKn1aI1YWaUtlb6nlYG2VCqVnrA4hnyTkIYZSkiE5+LXbCxyonVOZixsYagQstIVcl1MOxAYLKHxRApSEFPFr0r8fElrcpvKnTeLSuN0Su2rX8F55w22GNFuGYyBe/eKgmS3C+7+FpVPPc3Lf7bFJ79Q4aAfsbUleWo3plYXjG5OOVk3uNG8JBcul2GNONLEESgjCLoBz9TOqFoRK1PlD462GVYWdNqGhd3m6/da7LsX1CaHLDc2Yzlg2M2xJxe0rrXRjsPbR1X26guG+QmthuZ4XsMZtolSyeiNSyxpIAhYuH16Oy64LtM7c3rZGVevSRo3+kzCgLoVUmtILlceX/uv02KExHAIvR5EEdbpEf09D4DLty5pNovnYTqluM/D32j9kXw/lEql714ZaEulUukJiyKIVylporEEOBUXY9sIlbNcSrSxcWWOYxLWukquBa5MkRh8J6PnLPAsTbeZYGcxDSvCDedU9epB+TfHFwn2xSmcnTFYvEcjyNC6WKaV5w8uZGcH7wc/T/tGh2EzIglzBk81+cGrR3gmYhb5JDLAlxFZJtCZZjyXXIYV2s6adj3nemtOnmhSv8Zr9+rstkMSPO5s+iTSZ2hdkh+dc2vRZzgEz8TsbCkSq8o0b3J6O+LGYMWQcxwHsuEVYuWQziPG7xQjteaiTeNaF8eXRd/uuyOutedc+0yXzK4wXnkcDDYYJL93a0D4xp0i1D73XNFTe37OVjvFkobwYo2Mi5W3kwmYau0b5nnNPqLviFKp9N0qA22pVCo9YXGoidaKLDZFcK25aOmg4owwkSgEvq0w2hBrl1zbCFNMN7Ak2OTk2Dgip20t0MLCjVdUqgKeegpeeAEqFaoVAxcXbM5XXE9u4umINIU7d75hQVYQMGxGBETI6YQ0zKnUbH7g6gkBMZnfYJY1qLEkzQU61RweF4fUdvYkbrxkv7shc6ucL6tIofFlxmhT4664wUFtjFivOX5tStTe4WA7pSNmOHWfRexytmkQj9dcrVywXV8RG5/mfp3Rymf6xhlpCivRwEiL7m4A9Trj45jq6A6f+DMVKls17s2b7PsTqk2H82WFV/97DPfvw/Z20U+72WAvJgz6xRcd3r9EymJa13rNoyptOZO2VPqeVQbaUqlUeoLSFHSckmyKCQeulWPVfHJs8igjywwIcKwcnUNmHDC6GNYlipYDYVkIYRBJRs0rUpnMU1Ir4DX9Eu+tt4m3DqgFRSl2czjBymJumFtIlbFawcXxg2T72msETk6zoRlU1szPI+JFwlBc8v3925hajYqvOU638PIQHSds5jnvLLYgSdntxmw1IgQaWfExwsJozSSsMJ2BaLWpyzXhLOXonQ31QcBON6PlReRelcna5fDcoRFk7GSH7A5zzPYO2gjOjlJm95dov8Iqsun1BWxtsYwc0rdu8eK1iJ2nq6R2lZN5hYPuktzy+B/3+6x+9/WieXh3t9h7O5mw1YiwhCKehshoAzxonX14Umy9LkZQlEql7zlloC2VSqUnKElAJxk6jIiVi2MZXN8mxyYOFXkOUhikMGRakGPhkqGFhQAccpSwsclwZI7KwZcpF0ufo+HnyRodlvVd3tLPsWwdoLVhvRFwcUEQTdlfvQmXl5z+zh3Si3lxUYMBg0/vYj//NI5QKOkQZg470R0+s3OG1wpQ0mGZVyBJkGnM4aTK2+dNnr6ucOINTS/Fb1fItaTuJKRa8vZpnUxL6m2bJMy5904RFve2MrqVEL8iODx3SL0GZ8eKnU5MJzrl6os1qNVZrC1OX7sgTWEhWniuob5dg2aTycLGefNVvvDDPn4r4Pasy051Tr0pOFs3+PpbNrz2WtFL2+9DHGPlCVv1qHgeji8x5sEqXNvl/cba8nBYqfQ9qQy0pVKp9ATFMeTrCJnERMpBeg5Bw8EIiyRU5EogMViWJlWS3AgcS5FjAQLHZGTGwhEah4w8N0wXkuVGwnLJ1uQmrdM3MecjFmnAcdQjWWek6xROTuidvUHtzmvoXHO0ahXtCc8+S+Nzz+DvdGg+s0XY2CLVNg4Z19Qd9por2rWUuaqTakmwuWS1FozjGmcjyVY3p1uJWcQuXiAYtBJsozic1VitBLZtUF6V4wuXeLrBJuelp1NkuGFDlTCRjFYVkkhzrX5JiwV7LzRJjcPlccbp23PmugFA117As88yWXtwdMQL1xO2dwUhFUaLCgfdDRtd4Z2LNuM/uAurVdFSsLMD4zGDnsbOIqw0IhpvUKoItR9Yhft+P0apVPpeUQbaUqlUeoLiGPJVTLLJkEYjHBun6hFHiixRaGWQAgSGLLfACGyjitW4QuNaGRqJLXM8HTO/SDFZjlt1eGo3ZG8r48ZeylPDFY7I0a7H6dhhdbwogpoxHNSniErAvHOdeRIUF9ZsMti2kDtDLFtiOl1Wbhc/mnHVPmGrtsGrWihtcT51qJslq9zn9NJBNus07Q29RsJEt6nVBS17hUHy3mkFK9qgMUSVHofnLgAHvZCmG2FlCaNNFWM7HF36ODZclYdcfdbFb3qsFznvvRqyVgFhLGjbK6xOk6S9xWotqJ++w8svC4TrcJb3qLGiXlWcRG1uvp6h7twvdgBXKmDbWCiGtTVoTXo2xpgH0w5arWJfcJYVq8RKpdL3lDLQlkql0hMUx5CtIsINWNJQ8TXK9cmijDwzoDUCQ5o7pMpGCIOREm2Kf64tozDK4JoMk6bM4wC/U2Pv033y68/yXv0z3Gt+CnP9Ka59rkswqLOq7/LueqcItFrj1x22giWkKUdHRavpZALubh+r4hEEkNVaqFaH3KnQdjYM9AW79SW5dFnkAdFohUky1rFNmoHtSrr1jFy4LGOfXi3GdSHVguU4JV+nLDOPw3wHLItKVXC1NSNbRBBUWKwly9BmHro0KxlXm3OuPeOQGodkk3HzlQ0LVUdK6LhrOLjKOGsiJmOe7s3Y3ZOEuccsqbEz0IQbuL9sc/r6pNgu0WwWrQfLJf09D2c9IzAR86MVyyXkSjyq0l5cfITfIaVS6U+iDLSlUqn0BCUJ5LM1cQJSGio1gXI80k2OycFCoYRFmDvMTBO0QSlQRiKFBjRCKzyRsKCFCQK4coWxNeDeRYXlSjBZ2Ny+qHM33KL/2QO4cZ2T7ic4jAcYacF777H99n/FfeMVFpcp/+2/FTNqb8861JsC0etgmww8n7i/R1CTeDJlmJ/SrOZgJPcvfNaTmEaQY+uiHUHEMbs7mpX2yXBoOhFpZtNzF+gk4fB2xijrElW6+P06PWdF096wOV+SeXVyBcdjH20Eu/6Era7iyjWLxUxxdjfm3ZMKAF1rDu0Ws+ouKkzo+CEvXlmQpoK5OyBgg+coLpIm929uiMbF1jEsCyoVpDAMOymejtgcTVG5KVpn+/3iSVouy8NhpdL3mDLQlkql0hNiDCSxIV1siDMbyxJ4vkDbLlmUk2UGIYspB0pBqiyUESTGRxuwUWglkCZHmJzEqxE7daQDxnZxnKJVdDAAxyk+h9YgfJ+otcPo+f+D263Porb3kOEa8dpr3Pv/vMrJmzOUAoMgqvagVkNaEksagoogam1T9RQVEbLrXuDZinnkcz5zSeYhrWqG6xqizKJVyRCOSyRrZKnGlynthqalZqwXOffuwYl9gKjXaF9t0laX6PEMr1NhvrJJNjmjqIGU8MmdCZ2OILAVm1Dw+uuwXAuq+YKgZmNababeNnW9YL8yo98zZFhMkxqNrksyjzhfVTm8ncFiUbQUVKtgDL2rNdzFJVUZMT9aFhO7PO/R4bDLy4/yW6VUKv0xlYG2VCqVnpA4BvKcfBkRZxLbMgQVi0Q5iCwjywFdbPXSmUJgcMkJjUdmHCydoDQYIYitGsJxELaF70m29mw+8Yli9Or+frH5dW+vyHB2sSWXMHdZ7DzPO8//vzi5/oPEsoJzcUzt7ut0J+8gVUYStDFeAL6PV7ORliSzA6pXejgyZ0uPaLkRNorzmc/NowqBDjnohQjfJ9nk9HqCXDhsIkmkPYwRPF+9T8OOefcdw1s3Bdy4QXW3Rb0haISnhCcznF6dOIHzkSCTHoOhZMuZcuVAEm8U0yl8/aaLShW9YAOtFmPRR6QJ3Z7kmcEcneSsnA6urXCtnLOZz/Q8ZjqXxROgNTgO0rXZ3rdpZGOmdxaEG1PMpH1YpR2Py81hpdL3kDLQlkql0hOSJECWEa8zskzguho7sAkzB1SOUoZEOUijkUZho6jYEUq6KCNACJSWRCZAOhaJXaNRzfF8wf51FyE++PdtbcGNG0VREopFWELAKg/4LfMjjPY/ywtP5+yYE1Zfu83g3v8AY4i9BsoPSI2L7xmqXk7WGeD4NlpabNsX9Kwxi8jlvXGX03eXPL2zoVYz5ErQ7QlsS7PRFZapx/nU5pO9U/arU9Io5/d/H6ZLm8pnnqPWryDjBHl+SrNtsUpcdJxyum6AEDwzXNKuZbQbOcuN5N6hxeG5S0fOEbUaofYIm9t0mor92gxfpijbI8Uj9yrIzZLxwuX4yKCEXUw9EAKqVbpX61TyFVW9ZHZvXlRpG42iUqtUuTmsVPoeUgbaUqlUekLiuPhPtMrJlaDiKkTFJ4wtjMqRRpNqG4zB0hkIgS9TJHkRwhBEBFiWQDs+NTfB9wTbO0WLwbfTasH3f3/x8fW6yGjrNWgjiAYH6GeeI2/1i8B8fo7/6u/jd6osdJM8M1SqglpdkCRgbfXBdWhZK7atMY6KmGx8XrvfJj254Eo/wqm4tPwY23dxqzaTpc0yclmaBl/o38YlZTKB3/ot8Pt1qtcHJF6DZjYhe/sO1d0Wq41kfBgSeS3a2z678pRGw+A7mtsnHpMLxeJkTastoNVimlSpdT1qDclufUnVipjrBsYL8CzF6O6GGI+zsVM8jus1xDGi12X7ekArGTG5PWdyqVFaPNocVh4OK5W+Z5SBtlQqlZ6QOAbWa1aRDQKqvkZWArIM8sRgGUVuinmzQiiMMThCY4zAFgpLaoQj8e0MIQWurem2MoKGi21/57+324Uf/MGi9eDsrHh79Spcf6lKXm0S9fY5c69ytq6xI04RX38VPA+NJLUCaoGm4mmoBNiBi+VatLwNHTVGb0LeGnV4+65PV4/Z387IjcXTTylSZbMKbWaqzvnUpacueGl/Rp4XOw9OTsDutnAPthBCE6wvqMQzIlHBaMPJmaS2XafuZTzTHGN7FrH2OLkTcXRfU3OSItCuHAgC2kOPg36Il64IRQW/ZrPMAmS0YX4WcbGpEruNop0gSSAI6Nxo06pk2Msp4zuLYoRXr/egRyOEzeaJfG+USqXvThloS6VS6QmJY9DzJWEsQUPTj0nsanEALC5OcOVaoo1Bao0UBjDk2FgY6jIikCkNOybXAsvSDNsZeP/zQAvFBtjPfKYIsycncHAAn/40bL3Up17VRNrlTvuzbEwVJ17RGN8hzBzWa2h2LSo1gbYcsG2U7VHp1bhin1JJpty/8Hn7rI4eT3FUTLupeepAUatotONxb9ZgEdrkieK5yhGthmK5hDfegJWqUOsFxN19PEdj33mX1tBnsbFZjGLWTptW32FgTeg1Uio1ePe4Sh4mzI7W2L5D5tdYhRbtGx06tQzfxPQbCevEZu22sW3B7PYELSSH80Zx8Ov8HMZjxNWDokqrZ0zfGTM6VcWD9HAdbnk4rFT6nlAG2lKpVHpCkgTUfEWUWiChVc3YiBoYDUqjlcEYiTT6/bdCgMJCCI0jMmyh0NLCGEHdTnF9Ac7/OtACPP00vPRScWgsjkFK2HumwrOf8hl2MtIw5w9qf5Za18UWOWY8hukUZfu0Gwq/IpmrBjU3xam6VOo2LbPAjWa8eVjncFbDjC6wpKHXznn5xQQlbUYLn1FYJ4wEzeSSrWaI58HhIUwjHzDEtR5hbYthfYN79x3yoI5ScHw7of3cFgLDDfs+VjVA2R7Ht2LWo01xbqvVZrKwqQUKu9diZ5DTzMbM0jr1lsU0DmC9YXM4ZeV0mMluUXm9vASt6Xz6CoOuQl9OOHljWhRlHx4Om04hzx/jd0WpVPowlIG2VCqVnoA8f3Cbr4lyBykMDT9jQxWUQhhFmgk0INHwIMxqxIMKrS5CJhKFBKOpOCl+xfojVWiheBX9qaeKQ2LL5YMNWUDt6W0+/1KEn2/YJBZ3O59FNdrYlkFPZ0xvTTnYN7iBTSZcAjvHI0H0evSdGfV0wvHY597IL8LgdIrvGr7wWUW7kpIqm5uzPkkmII7ZMhdUq8VSrlXmMZ47xOsM8+JLuBUbL5zRMlPmkUu4zEn8JrZn0bQ2DFsRuR0wHWvyiwnRWpE4NeZJgM4U7ett9vopSktafoTKBaGsEiuX5HQMqxXHZhfd6hRV2qMjxMEV9l9q0nAiJq+fcnaUFw9SpVLMWptMHue3RqlU+hCUgbZUKpWegDgGlEJtItJUYglDxcvZmComz0Epcs2DsKqQ6AdLFlyMtBEYbGHQQoK0kBgqnsJ2JVbgfcuEg+/E94vRXgBHRw+Kj76PP2zxuRc2WOsFU7qc157Cv7ZDFuaoiwkijmj6KV5gMVVN2mZKpePRqef4eYhJMm7erxAuM9bjmPko4doVzfc9v8ayBXcmLeaqTjbf0ArPaNQ1QQBh6pIqi4upjRIWy4NPsNtLsMcjhIBcwdl7axo3+niOZjs7xmsH5MLl4l6Il28Yj0E1WsxXFu1qijXs066kdL01y8Sh3nKYZVXCWYI6OiH165y5B8WDcOcOrNe0v/g821sKvVhx+3fOyDIeVWkvL4tgWyqVPrbKQFsqlUpPQJIAmw1pqsm0KOakuhASYHKFUgatwBgLtMBC4YiMXNgYHhwKQ6GxEIAvUxzLYFV8bPeP90/5cAhBUITZ4+NH79wbZFxtTEk3GUmjz6Syh703hPWayVnK1eCcStNmktSws4h+dYPTqlL3UirpgsnS4XLhcTZ1WRzOMVnO//PPbaj7KXHu8j/O9zBRgp+vqMRF1bPZhHVetB0c305ZNK/Qfm6LqlnTYsFipkkzQW554DrIaM313YTIqpBscsLDMZ4Hk7zJZOlQ83OcisPeVYm0bUyWI7Qis3wmoY9YLuD8nFHlGnH1QevBzZuIVpMbP7BN4Comrx9zfj8u+mgtq3jylssP89uhVCp9yMpAWyqVSk9AHAOrFXEi0FrgWzmZU0ELicgzslQUVUBRbOySRuOInET4xe/JgaJCa4CKjBGWQNYCLOuPdy1CFIfCoHg1fbMBggC722RvkDH0JmTKYmxvk2ztQxCwOVvSG1j4+QYtbMLcpp2NMN0e2/4MR6/ZZB6TtU+2ihlNHRbvXTC44vOFG2MsCe9cdFlbDfJVhD25wPchTaHSdHBsmIwyLhcu4eAqe8/XkYsZlgXxKmW9EZhaDd9WNNJLvHaFOLNI7p1Sq8F47nCZNslyQaeeUdtuUq1Do6qJN4p6kDFNaownksroLkZIjjqfKh6M27dhMqH9/c+xsyvQqeKd/3wLI+SjEV7l4bBS6WOtDLSlUqn0BDwc2bWOijmzDSdiLRpobGyTk2SiyLPGoBCAwSEnEx4agY1GG1G0HFiCipWAEFjV4I/UP/vNqtVinBd8Q5V2a4tBJ6elZ1T9DO36nAY3kI0aKEUsArqVsJglG9eIQsF2M2SrEWMBQmXM55pQ1liMMw5PLQhD/tznN7TckFXq8cbyCulkRSWa4MkEIcCqeEgJdhZzfg4jMaS226TdEbTciOVco3NFmkkqbZdsEbG1JRBSEC9T9OUE34eTqM14ZtGpFo9Nb8cnqFnEysJTEcZxOZkGeNEccXLMsjJk3rhS/CDxyisgJc/+pWewpeHi3TmXb148ajtYLB48iaVS6eOoDLSlUqn0BDxsOVhvimbXhhuzkk0MAsukZFmxadUSGmFMUZWVkAmrWLSAQmEhEQgJgZ1iS4rK6p8g0ALs7DzaM7BYAPU6XrtCs6rYdmfF39/ocVm7BrbF7CJleOARVAxhLJksbLr5BdVhnX6wgXDDheoS2CnLLOC9uzbZyQUvPpvzVH+OsCTvXHaYhR4yS5AXI4IAEjwsCZ6MMbnizXcddG/A3gsNZLSm0vFZHq/I7AAtbPIwoxeE1Psei8hFnh5SqUBqVXjruE6lYeObiN5AEmw1MLZPvoxoexHjtMH9SY3B5CbkOUe9l9FGFEsU7t+n88KQ7ecaaA1v/+fbxSiIVqt4wEajD+E7oVQqPQ5loC2VSqUnIIkNbDZsIhuEoB1ErEUNpcAxKbmS5FoiUGAMGgmWRFMcCJNCkxsLy1J40uAIhbQMVCp/4kDrujAYFL8+OXlw7mk4pN/OsJYztvoarWE8fBGFjV6skTtDOi0DCDZLhY4TOgOL7foa8pws1aTaIZIV4lXOu/ccbJPxuRszOu6GWexzP98hnqwRkzEq0zTaNom2CTyDrRLmc7gTDnErNsMbNWpsWIsaQb5iOgWv4UIU4gU2rSBlfbKibocYBOdxm9HUplNNkBK2rgZ4DZeV1aSTnqKlxa2LBn6+xj29R+rWOO+9VDwIb7wBUcSLf/kGwrE5upez+MN3ix3CUPRnZNl3+Z1QKpUehzLQlkql0mOWZaCjBJ1kbBIJxlD3UiJZxRhwdEquit5aodWDCq1ESIFCIjBgDLmwcITGlgZbKGxbgO//iQMtFAfELAui6MEYr2aTRsfBtXLa1gLfB11rctm4hslz1HRJfb+FcF2M0owngoE9Z7uX0vITorXiaOyzN1RMRJd7dwzROuczV2dsBXOUlixFg3tnHnqxRqwXtNuwVsUK4J1WCMD9Y4upt83WUOAGFu2Bw3RiUEbiiJzlJMNvuPRqEculwZuNqFaBeo3X3gto1hRkGW1nQ+X6FhtZx4uXNMWSC9Xh1kWdvcWbkOecN54h8RpFmfrdd+kdVNn65BCD5K3fvCxaDarVIvGXvbSl0sdSGWhLpVLpMUsSII4RKifKHIRWVHxFZgVYZBit0XnRO2tpVVRphSDXFggLiUYaU/TbWiCFevAWcP9oM2i/E9suQi3A6WlxIE0M+vRbOUxnxUF/R5JuHzA1bazFBBXUaA4chNCcLas4Fyfs7Ql69RS1TggjAZ6HsRwuswZH78bs9VO2GxHtIGISVZmqBuEshtEFxoBd8dBakK0jer2iDeJ+2CcTLnv7giAQpLUOQb5iNU7ZpA4VX2Fsl0EtZHl/RrsSo6XDOG0ySlpU1RLfyhher0Ktxrne4qq+jVGGN0Z9PBXSGN/B+AFHteeL9oLjYzg744U/tw2NBnePLKKv3nzUdvBgGUOpVPp4KQNtqVQqPWZFoI0gywhzBwuFZdsoL8CVijwDZUCror9WGg0CcuEUqdUYkMUcVMcuVuLalsFyJVjWdxVooWg7cJxi4sBkAvR69DoakcZ4+YZmE6LagMjvYKKI1PLp1BWObxMmNrOkQjMasddcUXFSZhuP1dma3p7HOGtycQFrFfBS55SmtSbKbLyqza3TgHw0JZpF9HZcogTW04xWq/iSlZHcSXZp1RX1mqG367PxOoTzFNKEcK3xOwE1JyVbx9STCbYNeaXO4cjDMjkYw7CyxL0y5NIeMtRnVDYXnDPk1qjG/uw1RJ6xqGyzqO3CfA5HR+wMcjovDNGOz1tffVC+dt1i1lm5aKFU+tgpA22pVCo9ZmkKrNeoXBHndrHxy7UxlotnK/IcslxgjAGtkQJsoVHCQmFhCQVGIIXBlRq0QVoC6TkA33WglfJRm+j5ORhpYW91adcVlWSKlBB0KtidGlN65KsYUavQC0LwXN5bbtHOL9lzL2hVFeEyZ7U2SFviVx3O2eLkfs4nd8fYJqPtLonsBuvc5+w4Izmd0Oq7ZLmFygyracpwWDxuodfmdFFlvxfhtwOsThPbk0QXa5YzjV0vxpa1mRFfLmlWUmStwiJ2Wega+WqDlywZXK+Tt/qcZX2ekncxSvMHp7vYKmFr8S7UahyZPXS1DrMZ3L3LC19sQbfLrZMK2eHZowdsNCoXLZRKHzNloC2VSqXHLEmA9YYoBIPElTnYLspyca2cOKYYyaUNCAMYhNAoaWM0SK0xgBQGS+ZgNLalkf6HE2ihmE5l28W1zmbFO3qtHFZrTJYx2BLoTp/MqZCtE1b1HXb9olJ5nA+oqBWdekZTLrBNwumsgrMY09gOOF03SDIJzRa79iVWmuJWbWo1uHVSwZydk+cGp+IQRoJsVRzoajQAITiXO+RK0Lem9F4YkDQGmDDk/M6aSFZptsDWKU4e0conGCPYWA20F7Aep0iVc2WYQLfLu/IZPlm7jXd+yJmzz73LKtuzt3BUTFLvMXL3YbWCKOLAO6d2pUNWa/PO12MIwyJlJ8mDsRClUunjogy0pVKp9Jgl6wzSlGVYTDioWgmJCFDSxrMyogi0MhQrEwwYgW0UuSkCrYXCGIkQRTVVCINrg3Rd4MMJtFI+mnhwfg4EAfVhFc/R1LI5cQzu7oB2NWWTu8xMi1pNUNVLjNLc856l7iRcrVxSMRHTjYtIYrIww2kGXJoei7XN060LiGJEllFrWoS5y71bKXo2p9p2SDKBlYbM58VIsW4XaDS4N2uy1YwJZELnEzskdo3NRcT6MsJvegghsDdL6mqGKzOoN1jFNmCYzw1tuaCxHbBp7zMOK1x3jjBJxu+eHiDShL3NO1Cvc76pk7a3YD5HXF7wwksSmg3emfXJL2fF6TmtyxFepdLHTBloS6VS6TFLlgnkOavMA6Op2xs2VDC2gydyokQWa281gECgsaQhw0YjkCiMAMsW2EIjtcJ2DMIvAu0fd1PYdzIYPJp4MJ8X7+i2coJkzmZjaO9VqfV9jJDM1g5xd4ddawRZxrvLIe2Bw151TiAidJhwuqxRy+bU2w6jpEnmVRm2ExxS0uma/p5HrQa3TwKW757j1T0sC2QWM3uQHQcD8DxIWwNOLl12rBHd6y30YBuM4vTVC+Jqj3bLwGqF52jaZoaSDpGoUO/7XB6nZNMVV2840GjydfEyX2i+jXV+zInZ5nBcoTO9RV2s0Z0uR5t20VJgDNet+wTDFlHQ5vZ7quijvbwsTq1tNh/OA18qlb5rZaAtlUqlx0hryNYJKs0JMxe0pmqnZJaPsRyEyskyg9IgTA4UlUkEKGNRNCkYEBIpiuqswGDbBst3kbKorn4YLOvRYqzzc6DZpNuTCJVjxRuUguaNPoGjSCLDRfMptmsrrDjkYhOAY9PY8ulXN9jJhvtnHr6VYtYbnFaVaVrHNFoMnSnJNMIKbLa3YRPb3Ho9RqCwJKSrFMc2LBZFbrx2DUS9xjSrI9E0sjE7P3SdWAQcnVpMz1O2mjHkOZtpyo3GJaichWhj13wCteLsDA76IXazynlwDYHmKvfJY8Xvja5BFLEfvoNoNJhHPkunC3GMrVOe3V5Apcbb4UFRpVWquLCySlsqfWyUgbZUKpUeoyQp/qOSnFAVI7t8Oye3fezAIo0VeWLQymBEMXNWSl0sVniQVIXQGGOQFsUILzS2LZDBdzey69vZ2ioC9WYDm1DgDjs0qoqWmRdto9vb9JsxTr7hDtfxmgFtMyUNFcdhl0bL4lo/xDYJUajZbMDJQkAQuQ3snQEde4HOcy7eW/PSCxrLszg+FSzuF9vElIKaHTMeF5XiahW2t4HBgKORy5a4ZHvXQu7vEeUW978+B9+n3pSYyRRHKrrWHBNUWSYerSasZznLszW711x0s8VXzct8ofsecjrhcNPjeF4lmJ4wcOfQbnN44WNcD4CnGxf4TY+VrnJ3XINKBc7Oikptkny4T0CpVPoTKQNtqVQqPUZJAqQJQudEiY1jMlyZo5zidH4W5aSxwuLBwS8M0mgyUfTbWmiUFlgCHKkRUmAZhZQCy//wA61tP+hb5UEBstej18rxsxXRKkMHVbb3HDxbMV04XDaus21dkK1iRmkb14XtXkrV05gs4+TcwVYp9maG160xXvsM9n1scpb35/gNh4N9TZxIbn9tibFtklTSdEKyrJiNq1QxK7c2qKAqdS5nNj014uALQxKnyb1Th9lJyFajGI02udS80DlHGM1F1qa/6yCjNce3oqLaW6tx21yjXc3Y44gkNvzhaB+9WLEd3sbpNUmUzWjmQqWC55qi9zfweXe9S76Oiz6I8/OySlsqfUyUgbZUKpUeo4dLFXSmCWOJJRTCElAJsFGkmSBNzYPlCQ+nQQk0TjF+lqJaKzDYQqOxsEyOZQtk9bvbEvadPDwcNp9DKjxaOxVsy1DTCzYb0L0t9toRJoo4Cp6m4uYEasNyaYgTQd3N2BoAueIirCCWMzwVky4idL1B5dqAioiINjmXd0O+8EVJYlzG5zmTUUaSSWpyg+PAeFwMHRACrl4Fa9hnHVnY6zlXr1tY230uNwHvnVRoZmN8R6EWa1yp6HtLUq/BQtXpOUt0lBLNIhqDgHUw4Fayz2ead7DzkHuTOmebBtZ4xJ53Ca0WZ2OHNBMQBDy1ExE4ivnG4TDZKgLtagW3b5frcEulj4Ey0JZKpdJj9PBAWKYkWQouGbge2nKouDlJAnFaHPwCg0FgS4WWFhqBMEWIlWg8J0dpgZSm6J2tPJ5AGwRQrz/a9Cr6PTqNnIaasZgbsnaf3c4GO0+YZC2Seo+mtSQ6mzOmh1+z2WsusSxNGitWfp94vEbMp/S2XSK3SbdtiFPB6L05gy2bnW1NmgruvZOgNcTzmEaj2Dp7fFxcl+fB/tM+NBqMFzYDc861FwJW/oC3jmukkxUDZwZ5zvhCc6M+wq06TPMG3YFERBGX90N2d4FWk9fjp9jvbtjSZ6wzl9dGffLZis7miNp2HY3g+G4GgwHViuFad4mxbN45b5DaFfD9ovXg4QWWSqWPTBloS6VS6TF6GGgT45GlBlekGNtByeJl+zzKyXIL+WBQv0IWPbNYGCyk0GBAWgbPUSgjsaVBSLAq3mMJtPBo0cLlJehGi17XYOscohBRrWKqdbaaEUbl3Ku9REfMsTdzVrqKFpK+v6bmZGhpM0rbGG2wF1OyyQKnVaV/xccgmZzlhPdGfOaLAZmWLC4TxqOci0vBwXbRn3rnzqPr6nah+VQPgyAab7h+Q2B36pyum9wKt+ku7mDbkE5W2Dplp75iKZuYap2GmWNWGzAGt1nhwtpmnNR5vnWOIzX3ziucbRowHnPFv4BGk9nKZnm8hJ0dbuwnVJyU6dLmaNOBWq049ff1rxd9EaVS6SNTBtpSqVR6jNJ1WlRohUOaC2yTYXs2wnWRJicPE5JcYsSD9gIjkcagEWghkVphTLE5zLVzlBJIoRGWhfScxxZom82iIqoUTGaSYLdDxdc0zZwwhIU/5MZgiVA5F2IL6dlUrYTVZUiaCmpuyqARkYSatfaR7SZhJLCP79PrgtXrUK3BdA6Xd1dcfcalWTeQ5dy5pZkuLPrBBilhuSyC9UMHT3tY3TZRYtF35mxtwdTf5uZFF6WgP30HbJtwntHIJjR2aqxlnYqd4iTF0gQ/kOStPq8vrvBUY0TPWTBVDW6dVkgulwTLEYODAICjdyNMo0lzWOHKVorJFbeOPaJKt9gZvF7Dm28+nieiVCr9kZSBtlQqlR4TY4oKrU5zYmWjlcEWObZnYQU20mjSMCfX8v1+WYPEkoAQGCOKcaiAlAbPAo3AEhrpWFiOfGyBFh710l5e8v7hsKpakkY5utOj6ufU7ZBMW0y8XWxpYDojtirYNZ9hbY2dRWSrhOXwaWJ81GKNc3FK+6BJp6lZqYCzw4xgesrTn/IxRrC4TDgbSeZnEXt7xTXcuvXouhwH9j/dBSHI1gnX9jV24PJ2/hRncZvB5i4CQzha4eUbBvWYyO9Q7Xg48Zp4sqHbhcwv1t1mseGgPsXz4HBW53RZg/GYHWuE3awSp5KLt8Zw9SrX9nPqdZhdKo4nQXFaDeCtt8q5tKXSR6gMtKVSqfSYZBmYOCFPFJl20MbgoMBxsAMXoXJUrMi1QOcPPgYoIRGyCLMKEEZji2LZAgZsy+B6Aiz7sQbabreYHBZFsFYB7aGHFIaKWpLYVVaizVO7MY6KOWWX3HJpmynrxCYzNt0gom5FpKuMde4htraYZVWqR28zqK6pbNXwfIuTU0l0/4IrL9RpVHPIMu7fybh/O+XgoLiWk5PiOt6/tqFD86CFMYJeLaRRyTmP29w1V1Fehe7RqyAEeZgg5xOq23VkvYpIYyrJjCAwSNtmWRnyzmqHZ737dJo552mH07FDOFphrRfsHRRbK07fXZPmks4ndtnp5ygjOLyvWYt60XSc5/DKKw9P9ZVKpSesDLSlUqn0mCSxeTCyS7HJHCw0ltBoy0G6NiIOiVOB1hKDARQIyLExxiAEaGMhANdSCFGsxnVEjvQckI+3QmtZ0G4Xvx6PwR72aNcVHTFnvYa5t8VeP6VlLZmaJkurSdNP2VzGOLbBtgXD2oZwlRNdrsivHLDyewiT49x+h90Dj0pdchY2mdxd0jILdg9spCVYnYfcvQ2erajXP3g47KGDz/WxHEkzyKkHOZYNb1vPc5r22DLnEIbEF0uszYpqTWL12jRrimQeIjYbtrdhbvW4k+4QRFP6/hqn7nK8bnI89mEyoSum1NoOWsPh1yaIbocrz1dpdm0mF4qTc+tR8j89LQ+IlUofkTLQlkql0mOSLJOiXyBXRf+oUVgmxzgeVsVDbyLSrGgjMLr4uECT4SCExhIKrcFIC0fq9xcveLbC2A5Y1oe29vY7ebg5bDqFvN6m29YEMiHfxOSdHq5tGFbWZLkk8tosnTbuZoZOc+yaS8cPsfOYaBKR48HeFc6iNj1zyTXrPm6zQmYsbp141MNzOntVqn6OiRJu3YaL+4/aDg4PIU0fXZvjW+x/ooWU0K9HVDzN/XGNo9rzaNenObsHYYSKEphO8bfbdAYOeh0iN0vabbADhwtnj/dWQ54Rt+j0bI7iPvONzeL+HMKQg32NEIbF4YLZWNH71C5bQ0Hm1Ti/vWFumsUBsTyHd98txnmVSqUnqgy0pVKp9JgkixiAzNikscIWOa6tyaWD5dnoKCFNH+y5pai+CgwKG0uAJQwGiTAGSyoEBmE0jqXf32L1OCu0UGzpCoLilfTpwqK+36Lia2pmTSTrrEW9CLl6zYomM6tP20xYRxbSsqhUDA17QzKP2SwzdFDhtPMSbWeNH87YrS9xfYu7qy7Reye0WoJOy+DInMlRyM2vJ/R6xTWs1x88HAbQfa5PswkHewaTJiQJnMpdTu0rbFXXMJ2gLqfkkzmxVWN4LaDhJmxO5lQDxc4OnOZ97kRD+uF9amKD021yFrU4mfiY8QRfh2xvGdCao9fnYFnsfG6XTgfGcY2T2zGmUi02iI3HcPduOfWgVHrCykBbKpVKj0myTEDrB4FW48gMy4IcB+HaqHVMnBb/DGtNMZ5LGrSxMEYghcIgEBgcu9i6IDA4lka6DvD4Ay08qtI+nEnbbSrqrNisFGl3SKMl6TFlpQJCpwG+j1ltqLrFiLKdYEm0ygjP14hqFd3scOIc0A/WPO0dYtd85pHP0ZGh4WzobzsEnkKtQm7fTFmtoNcrAu1o9E1ZUUquvNyl2zG0/BgpDKcTj/u1FxCVgIpaY12OUJsY5nP09i4HwwSz3hBerBkMwO/UuJ/vcGve5Ya8Q6tnc5gMCbXP9NYUkoRhN8N3NdnFlOMjw+AgoPdMh8StMRllTOPK+6uKGY/h6OjxPzGlUul9ZaAtlUqlxyRZFSO7EjzS2OCQYzsSy7MRxqCSjDgTQLEbLEdio9CAEWCh0cU+XFxLo5BIo7ElSN9FiEcZ6nHqdIq/J45hbap0t2xcWyPjkLi1jbYduvYCqVLiSpeJs40TLiCK8Ko29SBFpgnJPCLTgJTc9Z5n2MsZenPa3ppUW7wb7lIf3abedXE8m8BsWNyb8tabhu6DCVmLRZEXv5G702N3F3a2QWYxmw1cpi0OvRvFpIbVCnUywkxnTEyHZ5+XVMyG5GJJtQq7u3DJgDeXe1yJ38VNlsidLcZJlZNZBX02Qqicg60Yspzx7QVJAlvPd+ntuIzlgNN3VmjHK1oPJpPiNps9/ienVCoBZaAtlUqlx+ZhoE2FS55oLJNjO+BUHfQ6Is0laS4frL01aGwsadBCFq0GPGg5EGDbGmGKiQeOo7H8xzeD9ptZVhFqoQiT3k6XRlVRMysmeRNVbdCpRrjJipXVIgrauDoiy6BZVSjLo2sviOcbVpcp2veZyh5htc/eHlx3ThBCMF55TM9TAh/8qk3PW7Eehdx/NyHLirNXqxVcXHzTMAEp6b844KkbhorZsIxs4jDnnrmKtTfEccA/v8P6fE26iIgHV3hpbwGTMatZxv4+2L0WJ0mP26cBV90z6g04llfILJ+Lt6egNTU3pdfKYTrl/v1i+UTn+S0yK2BBk4tLUZSRg6AYnnt4WK7FLZWekDLQlkql0mOgcoOKU3SmyKVLmhkck2F7ErdiQ7QhTiSpcUDrYqkCEokBBEoLQKPNg51hNmhD0XLgCGTgPfYDYd+o2y3ezmag2136nRyfhHCe4h9s4QUWMgxRykCjwdTq425mVL0U7Xj0/SXxKmN1EeHUfIyBO/oqw6dq7ARTurWE6dLi/qxJMx/THrogLJwsJD6+5PZt3l+FmyTfpvjZ7fKpTxjqDQs3j1mtJdONz237Wfp7LlLlqDv3YDpl7O5w4yCnblbo5Rpj4Mp1h5XX4w8m17mev4tcLsi39lipgPOkTX77PlgWe7U5dh4Tj1dMp9Dfdug/32VsOpyNJJmSRdper4tDYvfuPbknqVT631gZaEulUukxeH/CgVZkxkFnGmEUTmDjVmxEGBGlklTZoBXS5MXRMAFSAIiH58SQaFzLoLXAEgppC6T3eGfQfrNardgcpjXMVjbd/SpCGGS4ItvaQ3sVGswJ8jVxe8jc6WE2G6w0oVlTuL6FnSXoTUS40iAlx9kA7fp84tmMrrciTB0ulh5mE9Ju5MxFk56zQJ2dc+9eMYe22Sz2F4xG33SBQlC5sc3zzxt8tWK5BFTOvVEF+YmXkJ6LPz5iffuc+VJiuj1e3J4gxpeEIezvg2m1meoWt+4Itt0JNTfltP4sSjqc3Ykgz7F0xv4ggcmUszNotaC5U0M1u4S1Aacjq2g3qFSKcvI3rzkrlUqPRRloS6VS6TFIlknxCyGJQoUwGlRxmMutOhCFrCKrqMoahRRFmDXCQgqNeRhqH7QbOEKjtcBGI2wLy7WfaIUWHlVpJxPwtjs0qgo/WzFXDXS1RtuPEIs5yq+hKnWmaYMgntJv5axNlbackcxCpucxbrvCOnEZscW1l2oMvQUNL+F07jEaS6oywapWqOkl9mZBdLni6KgItOs1hOG3mY7V6fDy52xcTyB1RrpOiULD2+opuk938G1F/M4h5uKSSfspdjoJA30OWXHw7OpzFVK3xu+dHHCd2zBfEDWHJF6dy7xNfPMuVCp0mNIQK0wYMRoV7RiDZ9tc0mcs+kRrVfRmCFFUa4+Pi9JyqVR6bMpAWyqVSo/Bw0CbKkEeK6QwSDQ4NrYjkXnKJraLVbYmB0Aj0UIWlVojiskHgC0U0jIoI7HIkY6FdJ9shRYeBdrVCky1RrMtsYUmmYV4uz2kY6MXK+pVg2l1mIk2znpOLVAIx6bjbsiWMfEqJxc2SguOlk1kt83z+yt6lZDpJmA1ijC2RbOumKkGA3uGvDjnvNiVgG0XOfH8/Ntc4wtbXL8G+SbFJClKGU6OIf/Ey9BoYs8uSd66xThvUekG7NfmVJMJWkNvILF6LSKrxu13FW0xx9Mx496zGMvm5EwWF5AkXOlHyNmE1ao4rFatCcRwQFTvcxT3ixJyHBcXqnXRelBuESuVHpsy0JZKpdJj8DDQZtpGJRmOpRESkDZSaiyjWGcuWoPQORoBQqAfjOkqtoQVFT5LGiQGpcGSBmFZWO7jX6rwzVwX6vXi16u1oDpsIIWhmi/Qwx0S4eNGc6xkA4MBuVdlvPGp6SX9ekJu+3hqA5uQ2UWGU3WYqxrTrM5nnlpTq4KlM86iBtHFhlYlKRY1xEua8TnhNOL+/eIawrB4Nf8b1+ECOP0WNz5ZperlpJsMmaeodcjb8QH15/eo+xmzt0fEt09Ydw/o12O200OgWNqw80wN4/t89WTIjn0O8zkrt49qd5nrBqubx1Cr4S0u2PEmkKaMx0V/79auw2VwhVVtm3nsFyFWqWJExGYDZ2dP9gkrlf43UgbaUqlUegySVbHSKssFeZQjBVhCY9kUp7tUTqYdlBZYOgcMBlFUaCVIYdBGIEVRoRWy6KmVQmPZAuk9uSkH3+hhlXaxAFotqhVFXa5Ze12k5xDIhOXZhs6OS+K3OE17NJdHbHVSVtRpyBX5dMH8PMHrVFlFDhergM6L21xvTmlWMk7XTaLLFdW6TW5slrHHvneJnI65vCxC7MNxZd/SSwvsvDxkuF3cr6UnRMuM6RTCpz6Btd3HzJfkb9xk7O3SrmVUwglb9TVpCtVOgN+tkthV7r+bEORFa8Fm+2lwHI5n1eKLz3MG1Q2VcIxSRW51XfDbFTZb1zi2r2LGE95P4FCUlDebJ/I8lUr/uykDbalUKj0GyToDlZPgopIc0Ni2wHVBKYFWmtxYGM2DrQrF6Xiti3+WBaB0MbjLtTRGCDRgS4WxbKT35HtoAdrtIkwqBWHmUO8FeI4hTxXVjkNsXNRkTr+lyNo9QhOQrhM6bfBcCGyF2kTkYcJmZci1YJZUWFWHvNQ9o1HNMUawVgHxMsW3FRO6NDantLMRySrl3r1ilJgxxUreb56M1dqr0bveJPA00TikVc3IFxturYY4z92gWdfMbk2ZvXWG6fXpVmN64RGeV3zO7vUWlu/w7qhJ3SxgPmNmWrA9JDQBk8MNeB7iYsSBP4I8Y70uAm23CzPRJdm9zqU1LKq0p6fFA2dMsUXsYS9JqVT60JSBtlQqlT5kJs1IEwO5IsUjz8Aix7LAdgUqVehMkxuJMQJjinEGUgpAYomiQquQCAOuzEBIjKFYeyutJzqH9htJWWQz2y5e8nd6TXxX07BCRKtFaKrI9QqzWFLZ76Edl/vrHj0xYdiMie0qvgqR4ZrRYUJzGLDUNS4nkuufqDCoRjgm4TRqk8c51YoiVC6zheBabYycTxiNikLnwzNXFxcfvEbfh8HLuzTqhigWbDtj4llMnAjGWy9S2e+ymSXkb73DzB3QqyeI01N2hhqlwGlWqfdcEnwmxxt0GBFOQvTOLjTqnMyr6Okc8pxKtmDLmgDFODEhoFYXrHsHnLZeIE8UvPpqMSLCdYs7HR8/8eetVPrTrgy0pVKp9CFLl8WJdiMEWS5JUpA6x7E0nlP0xua5IVMSrQ3GUCxNoDj4JdBIozHGAgO2fDDBywg8qTCyOBT2UVRo4dGShTAEU6vTbEHdz0jtCtrxsXRCcrlke98m9LucJF1a0ztsD3JiEVCRMflszWocI32X5cZivrapPbvHtdolgatJlE2ibKTrkISaUdplx5zSURdkUca9e8VhLCimYn1gHS7Qv1KhttciqFus743Za63YLIt2hvTG89TbNss7Y8b3Q4KqpCY2NKIRtRpI16a606JSFRyPq7hZiJnNmagO9rBPJj1GC7+otI5G7HCK7xZV1yQpJjEsQwf1/EuceVeLFoX/9t/g4ODRBS8WT+KpKpX+t1EG2lKpVPqQJYsi0ApLkiuBzjWWUjguSGnItUQLizwDpTVoU6xTkGBkUXaUVvFyvBDgWFlxSEwbXCtHWy6WY30kFVooWkJtu6hGbiJJbadJ1ddIAW7NIcodzGRGp5GjugOUsTifuuxt5dS9DOPYmDSFOOTsVOMEFpFdY7x0ubaX0w022CphLlpoYaEtm/HGxyxXXPXPkesll5cPtpZ5RZj95nW4rRY0X9onMy4yDhl6c0QYoRScNJ+jebXNdOWyfv0uEQH9egzHx3Q6RVAOthq4DY/UWCSzDeE8Y3q0xt7uQa/H+dwnSzREEXJyybX6uHiunGIKRLNJUXl+9geJtAfvvgsnJxS7eClaEdL0ST91pdKfWk8k0P7Lf/kvuXbtGr7v89nPfpbf/u3f/p/e/7d+67f47Gc/i+/7XL9+nV/8xV/8wMe//OUvI4T4lltczvkrlUofAw8nHCgt0UphtMZohecKpBQobUhw0UqhtXh/eQLWg19Lg0CTYyGFwbU18sHEJ1cqpCvBevJTDh4SoqjSWlZRaNTtLu2GouYkyGpApHyyVQSzOe3rHTLpcnczYKDP2e7ExCYgUBtEGHJ+K6S5XWGVBYzXPrtPBQxrG8hzsjCFSgURBIQbuAwDBuaCnjonDTNu3y62zMK3rsOtVqG9V8PqNnGrDsn9M54eLFgsIMx9Zlc/jdv0WB9NGY+hxRx7ekFVRjQaoJyA9l6VaqAZzXxEFhOdzblI21T6VXSlyknUKRp4Ly6oTI/ZHhpsu3jXw+4CvbvP/e5niov7tV8rAm2lUmwRu3OnHOVVKn1IHnug/ZVf+RX+zt/5O/yDf/AP+NrXvsYP/dAP8Rf/4l/k8PDw297/7t27/NiP/Rg/9EM/xNe+9jX+/t//+/ytv/W3+I//8T9+4H6NRoOzs7MP3Hzff9xfTqlUKv0vPZxwkCiJTjWezFE5WI7AdgU608Tax+RgFBgkQhjQYB6M7ZI8mHIgDb6jipWygG1ppGODlB9ZhRYe9dGuVpDIgO7QodayEUaxIWAd29SiS7Z3YVMdME7rWPMJB8MUYVtFL/E6Il1sWMc2USLIhYPTqdNr5VTcHDvZEFJFVj02osq9Q0nT2nDNOUbGG8bjojJr20Wx85vX4bbb0Hphl42oEywvaGRjWnVFlsG5s0/toM8kqTN5ZwxpSq8SYp0e4bpFYG9caaPcSrERLQpZzA0Xd9Z4Ox1od5gsHcKgC/M5HB8z9GZUq0V1eDQq3q43gs3LP8DYdIsH6//+v+HGjeKngc0Gjo4+gmevVPrT57EH2n/6T/8pP/mTP8lP/dRP8fzzz/OlL32J/f19/tW/+lff9v6/+Iu/yJUrV/jSl77E888/z0/91E/xN/7G3+Cf/JN/8oH7CSEYDocfuJVKpdLHwcNAmyuLPMmQ0mBJjbSLRQQm12yUh9IGYXKMKPpntZBIYYrJBxS9tgIIPI1WhmKMrcByi9LsR1WhhWIVbhAUBcbJBGoHXdpdi6qIiIzPigbe4oK6lyN7HZSW3Du2ubqT0qqkZDhYKkEmMYfvhFS6AYlTZbx02RvmDKrrYtTDaonpDVjrgFXsEm9yutmIdnZJlua8/vqjUWLfPMKr3YbW1RaroI+WNtWLe9zYWrFeg7FcLocvkVebrEYbZqFHX53D8TG2ZWg0IPNq7D/lYoxmtnEIRMLlnSXnUYtWR0KrxdGmU5SsRyPE3TtcvVq0Hfj+o01mxgs4ee7PkStRHBA7O4Nr14oPXl4WoxpKpdJ35bEG2jRNeeWVV/jRH/3RD7z/R3/0R/nd3/3db/tnfu/3fu9b7v8X/sJf4A//8A/JvmE2y3q95uDggL29Pf7SX/pLfO1rX/uO15EkCcvl8gO3UqlUeiyUIgmLE0ppLsjDDCHBFhrXAYRAGE2YuWhtEOpBehVgpIUwYEmNQWBEUaF1bYrFCxhsCxxPYllFjvoo9XrF28kE6HTo7zg07Q0ayUo2UOsQezGh90yH0PicbFo08ik7gwylJY6lIU6Y3F3ht3zWiUuofTo9QaNmEEZTTWZkSqBrTeamyewsxss2POMfYtYhFxdF24OU37oOt1aDoCIIrm2zsep4y0uqqxF7e8WM2rk3wBr2meg2l2c57uKSVnZJdT0iimC4LelcbSJ8vzikl8SsNnD01hJvt4us+Kxzn1n7evEg3L6NnyzY2ysqvNNpEW6jCPIbz3LSfqlo+P31Xy96Eh4WYu7fL1fjlkrfpccaaMfjMUoptra2PvD+ra0tzr/dzkLg/Pz8294/z3PGD7r+n3vuOb785S/zn/7Tf+Lf/bt/h+/7/MAP/ADvvffet/2c//gf/2Oazeb7t/39/Q/hqyuVSqVvI45JUgGWRZKASnPs4rc4Inv/aP4msdFaFBVaAyAfLFLQWBi0LqqfUhg8R2EUYAzCllj+Rzfh4Bv1+8Xb2QwUFt3nBzT8DNvkLE2V8aZCx0zodgx5s8My9ZifxzyzvcHzQVseIovQUcLZYY7lSKhWsQKPRiUncBW21HjxEpoNLlSPw1WbpljQWR3SZYLKFF//+qMq7Tf+r0WIB1Xa6x2W1R2WS9iZv8nuVrFq2HIdxu0bLNwek5kg0h796BBxeL8YkeaAO2hx7SmLONREqU3NTrj/dsRZ2GLQN1Cvc5z00ZVaUXl98036/aLdoNst3mVZDw6uvfQjrK1mUUr+3d8tAm29XkxLuH27nE9bKn0XnsihMPFNZQRjzLe87391/298/5/5M3+Gv/7X/zqf+tSn+KEf+iH+w3/4DzzzzDP8i3/xL77t5/t7f+/vsVgs3r8dlT1LpVLpMclWcbGyVkqyXJInGiE0ltA4Ii8qc7ZFGEKuQRpdzOTCgJAUqxRAaRCm6KW1bYHCILXGsi1s76ObcPCNGo3iy8myokrq7g3Y7ibU7Yh5FDA3TWrhBTUrwup3CZXL6anhSi+k21TkabHoVxjF/ddmeP06qVNllXgMWimNanEgrp7PyHFY2U3meY04sxDLOQfyCMIN9+8/Gtv1zetw222otR3i/h6Z9LCnl7TjM65dK+6XNnqkjR5T0+YyqtHYnOEf36Jpb1itoNJ0ufJ8Fa/mkOdAlqGU4d0/XGDv9HE9SKXPefdFWK/hzTdhPufq1aKCrXUR+I0BWm0O938AIyS8/noRYq9dK5JzHBeV2lKp9CfyWANtr9fDsqxvqcZeXFx8SxX2oeFw+G3vb9s23Yc/gn8TKSWf//znv2OF1vM8Go3GB26lUqn0ODyccGDZgiiRqNwgjca2DI7Mi/AiJWEEeSaQKi3aCygWJwhhMBgUFiCwpMFywGiBFDnYFk7gfCwqtLZdhFqlHhzIqtXY3rOpuwk618ydHuk6pZ7N6F5rEMsqs6VNlsG17RhXZEjXJg9T1tOUdSiK7WiVCtW6pOqkaMehLooxXpnlcaF7jNI2FTtje/ImTbMgTzWvv15UReGDvbS1WhG6G/stNs0dLkeaK8s36PUebKS1HJbVbUZym/N1DYVFf3MP++67pOmDKu/VFtefskjXCVFmU7FS7r+bcDits7tTPBAje5e02S96Yl95BccpsupgUDw2m00RaqNrL3DReqbojfja14oEfv168RdNp8WfL5VKf2yPNdC6rstnP/tZfuM3fuMD7/+N3/gNvvjFL37bP/P93//933L/X//1X+dzn/sczsMp2t/EGMOrr77K9vb2h3PhpVKp9CeUrh8cCNPFK0pGadAaywbb5CjbBSmJYlG8rK2L1KSF9aBSW5yFKg6E6aJX9sHGMKuY6fWRbQn7Zo5ThEKlHozv0tC60aUTRNgq5ixuM499eoypNyWi0WCduVweJzy1taZR1SSZwBUZaMPRWyucugetNpYjqFoxSjg0KwltuSDH4TztMHZ38ByFWK24ou5gJRvu3HnUU/yN63Afth00d2ssmvusUxdxcsyOc8n+ftF7q/sDZqrBpe4y9bbpJqfIN9+g4mVsNrARdT77eajWJGkKKivKwW/87hLVHVCvKLQyHA8+UzwIr74KFxc0m/D008XhufPzYlIXQcDp9mdJGz04PCwqtZYFu7vFBR8dFem3VCr9sTz2loOf+7mf45d+6Zf45V/+ZW7evMnP/uzPcnh4yE//9E8DRTvAT/zET7x//5/+6Z/m/v37/NzP/Rw3b97kl3/5l/nX//pf83f/7t99/z7/8B/+Q37t136NO3fu8Oqrr/KTP/mTvPrqq+9/zlKpVPqovD/hQEtQOY6lSBJRHOayNQobIyzSVJArg4VCCIMSNhKDFAYeVGwF4Mq8qFoCtlAI20L67semQhsERbB92HYg93a43pnhm4SzdY2NVaeeTaizwt3uME8rLEYR3XpKvw92GiJcmzzOOH0vJPNrCN9F2ha1mqBqp9iBQ92JECpnrmucTAOy/jbCdeifvkZTTVkvNXfvFvNnv3kdbqcDjiugP0B3Olye5WzPb7I1MPR6ICyHpNHnbrzNed7D8my6izvUDt9mswGlBdW9Ls+/aEEUE2UugZ0xOsl4636FvT0QRjELdli1rxSn0377t0FrdnaKAqzWxcZbKUFv73LYeKlI27dvw82bRcNtq1Vc/J07D9JvqVT6o3rsgfbHf/zH+dKXvsTP//zP8+lPf5qvfOUr/Oqv/ioHD1YAnp2dfWAm7bVr1/jVX/1VfvM3f5NPf/rT/KN/9I/45//8n/NX/+pfff8+8/mcv/k3/ybPP/88P/qjP8rJyQlf+cpX+L7v+77H/eWUSqXS/1SyLkqDWS5BKRzLkOYCixzbghybHAutDFo96KF9MOEADNIUhVplJAiDIxTKAEJgyxykheXZH4sKLTxqO8iyB20H7TZP7cY4JiFKJGu/z2YNW/aUoF9DBTXClWay8bg2DGm6SdE7nOekieHsfl5Mg2g08QOomRVz02a3MqdVSdlsJKOlz6j7ElU3w1ch28t3kEnInTuPRpl94zrcarVoO2ju19k0dpksHTg+5mpjyvb2gypzd8A0DrgTDVm39hjIMbzyCjKNyDIY6w5f/L6cRk2TK1NUahW894cLpv42/VYO6zVH+18snst33oE7dxACXnyxqBLHcXFdwnNZDJ5m2r5RzLA9OipC7MFBsfosTYtNYqVS6Y/siRwK+5mf+Rnu3btHkiS88sor/PAP//D7H/vyl7/Mb/7mb37g/j/yIz/CV7/6VZIk4e7du99Sef1n/+yfcf/+fZIk4eLigl/7tV/j+7//+5/El1IqlUrfWZqSxAZEMbJLpTmOZVAKHHJs1yJ3AuLEoE3RjiCMRlKM5dIIhNRoU1QFQeBYxRQEA7hSY4REOh+PKQfwoD+18ahCq2sNWgOPlr3Gt3Puh10WiU9PTKjVJaJeYxnZTM4yrg0jGi1I1jm+r8lTxcnNBabRQPS6NL0ES2jSWDPsayquwmQ506zO8alAXD0A16U5uUM3OmE+M5ycPFqHO5k8us52G6pNh6i9g6o2mN1bUJ/c42Bf0++DX3NIGl1uTTqc23v4DZf67JDW8RvMp5pNYuP0W3zh8xo7jdgkDr6nWEwVr7xqMdixsYUismqMBy8UF/CVr0CS4Lrw+c8XBdmLiwdBu9fjyL1B3ugU/QhHR3B6WixdkLJ4MM/OPqqntVT6nvNEAm2pVCr9byGOSTIJjksa5qhUY0mF0BpXFhMOlOOTpIAuFiwYAGHQD7aFWWgQEoOFxOBaGpMXyxYcqTAfswqt6xZLBIQoXlZf5hWo1bjSWuC7mtNLl6VsUTMr2tYSt99intfQkxlaOmz1DR1riXA8dKqYnKaczX1qTQsnsHEChzprVk6HYXVFw425WLqcjiyS3evYzSpVvWKwfJdsuuD4+FGVdjR6tFm22y2uUQ665K0e45kFoxF7zoidHdjagqw5YB67fPV8m2xrj4G/xL75Bmo0RmsYywGfeMmw2w5BGOJEkqQwvbfkndUOO/0M5jNOdr+P3KsWgfSrXwWKw2HPPFNcy+EhxWG4wQ6Hzo2iZ+P0FE5OikkJV64Udzw9/eBg3VKp9B2VgbZUKpU+JDpKyHIBnksWK/JEYdtgkeOKDOP55MIhTQVaGdCmmDWLwRgJRmKjMMaQPwi4gZ2RKTBS4MgMLIn0Pl4VWihe1geYbYqEe2MnwiFjsZJsgh6r0GLfv0TUKuhag3iZcjmzub4dUXdj0szg2Tl5bjh+e41TsaHToealeHrDaO5xfS+mVof1XDNbWhwvq3jDNk49oLoa0VvcYT7TnJ8XofYb1+EGQXFrDQPWlQFrr0t09xx7fM7TVzO6XRjsOKy9LrcvmxyZXZrDAHd6Tv30HZbnGyZhgNep8X2fN1T1mjAuxqetlvDWGwq/UyFwNSo3nO59vkjTX/va+8NxP/3pYupCFBUH10ynyyzYZm73irR9elqkXdd9tLXizp1HJ9xKpdJ3VAbaUqlU+pA8HNllpEWWgYpSjJTY5HgmQXkVlLCJEwkajFEoY2GMwUgBAiwUIMm1RKLwHYVWABLHMhgk0vt4TDmAR4HW94u3i7WF8QN6Q5emE2HbcBY2WKQBfW9JLdCIeo3FRhKP17T7No22jRWH+DWLOFJc3F4xEx3q+y36lQ2ZstBRQqvnUq0IAhEzmQqORj5mZxc6Haw8ZU/fJ7p7zmhUvGoPHxzh1e0WPb9quAuVCpfnCsKQbnLK9etFlZZel1Vs8zu3tjHbO/SbKdXz22zeOUanOVNvmyvXbF7cniGMZpM5rGNBOl7y1eMBu/0UlksuG08RdXaL1oHf/33IcxwHPve5ImxfXlL88DMccigOyI31aI/wnTtFSTcIisNhd+48KjWXSqVvqwy0pVKp9CF5OOFAPFiqILRCaPNoS5jvkxuLMLYAhVEGLSRSgBFFoBVCoxEoI7GEoOrm5MpCA66VYxBYH5MpB/D+4jMcp7gpBUvRxK9ItpoxlmdzfmqY2T18mbJVD5GNOqGpwHzOOnbYHih67oIcF0dnrBaGu/cEjY6NV3OxPUmg10w3HnvDjEYlYz7XjMYWF3kbt+5S7/s4yxnNxSGbyw3jcVH0/MZ1uJ1O8T5/2CRxa0xED3V8BuMxN3YiBgO4+rTPRHQ5mtd4Z9qnd7WGWC3xJydEd88YJ3VqXY9nXrA5aM6JQ0NmXDah4PROxMzq0q7nkCQcDT5bJOvzc3jtNaCYznXtWpFTZzNInDpZvcOxvFLcd7Uq2g7u3oWrV4v0u14XPbalUuk7KgNtqVQqfUjer9ACeaaQGHIFtshxLF2UM6UkTGUxn9YolJYIU4zqwoCNBkSxBtfK8T1FrkFrgedojLSQ7sdjUxg8qtCm6aPFBjPdxHcUg47CdmETwsLusklsDqqX4LnEtS75KmQ+ztnb0dT9HB3FVCqGJDGcvLMiDZp4wzaDygad5FxcwHBX0qhDFmtmZxGjqIEY9LEaVbSwuOqcEN0+5eL00dirh1VaxykOsFVrkqS3i3b+/+z9WZNk23meCT5r7dHnMdxjzMg5T54JI0ECJESjKFJFlcqqqq1b6ol9IfFapltKP0A3MhmuJP6DLrUZW9ZWbV0taxVLJCgCBAic+eTJMebB59l9j2v1xYrIOCNIYWIeYD8GtzyI2BGxt+/t7u9+1/e9n0f/xJwzf3DCa68ZYzS/VWO0cPn+fpOoUKNe01TCLqP3z1ieTVgU22zuOryyMcSzFCmSwcQmma54eFqmXFLIYMlMVhjtvG5c2gcPYDhECHjpJVNRMBqZaoKw2mJAncnKNU9it2uU+NmZUb9gLN2L8e8ZGRmfJBO0GRkZGT8NtCZaGhEVpxLiBGlBmghsneLYGgoFdKpYLSFNBVIZx1VIMytMoNEXk8IUAgvIeSbeS2twbI2QEsuxXhiH9lLQxvGVoJ2oEo6lKBcVpQII16I3chjHBVrFFTk3hUqVxVyb2KpqhXod8nqOnbNJVhHTswVPhzXat0us5ZfEyiJdReS9hHLTwyZmNVhxOsoztepIz8GveuSSOd6sT3TaM3Wq2ujJy3G4lwMnrZ1NEILuooCeTGEyYaM44/p12L2bY6BrHE4qPDgq0LxRxI4DmM1IHj2jtypSrFis7fh8ZbfHcpoSiByzBQwOZhwFLdZqMUQRx/Z1VLlqBOpf/AUoRbVqdGouZw4/UB6qWueQa6SDsVG7/b755mIBm5tmpw8Ps6ELGRmfQSZoMzIyMn4ahCFhJEAIolhAmmJLRZhI49A6AnI50iglDCFJFLZKUMJCCgFoU/eppZG2WiClxvc1qTajFmxLYLsSIXhhBK3jXE3o8jxTo5p4eWaBQ14GtLZcnJxL9yyhL9awdMJOdQ5+jpXIwWLOfC7YaGsa9owoluStiPks5dmjGK9ZolBzKfkxIomYzS1KDZdaISFeBnT25nR1E7tZoVCyWMoCu84pcWdE/+nkeenppUtbqZjnLlf1CatrRLhMzo3aFSfHfPGLsL0NlWsVzic5HvYaTKI8hWaOmrtgvDdi+NYRcXWNrV2brfKMdi1CWnA+8omWMZ2RS5g6uCIiUjbnm182QnQ8NpPBMEEGW1tGaFsWjGSTyMpxrDaN+HWcK5fW96+GLjx9mjWJZWR8CpmgzcjIyPhpcCloPY94FUMcI4QmUQJbxzieRPl5klgRhqBijdQKoTVKS4yMVaQC0CaDVgrwPIFOARSWLbFd+cKI2Usu62ifu7SuxzjK48uIxpZHvmCEWzeuEiYW1+tTkJJJbhNrPiXpj8mvl6iVEux4hV+QxEvFeH/CYbzO2o0iG/kJSaQZdmPqNUV1zUbFKfOTKb2oysKtIVwHYVtUiwneYkjSHTI8W6H11ThcKU0trZQgt7cB6J4rcwDLJbnlgC9/GbZv5wnsEg+HdY5OBfmSRa5oE4QCtXdAr6PIFyT1DZ+v7PZRq5DEyzOZW/T2Z/RpUPAVpAmdeZ5o6waEIbz7LgyH5HKwvm7M124X/ILF2GvRT6rMptrEIQSBKUre3ze1EL5vDiJrEsvI+ASZoM3IyMj4KaBXAWEs0LZDtExJoxTb0qhU4BEgHIvUzZHECqUgTS5LDASpkM9LDkBi5JVGCnBcbbJqlUbYYHkvTv3sJR+uo63VzBdGYR5PBxQKkK+4aNdl2E0Y201alZCcFaLqdaJFBMMhcb5KrQZFsSS1HOw4YDYIeHTks3ajSL2qsEgJ5wmulZJv5JAI/GTO+ZMZHbmOLOQoFTSzNE/LHaKXC8aP+sSR+sg43MuyA7neQrkes4VkOb8Qtaen3NhVvPa6oLBV4XxW5HhcZjIVCN+l3LCZTRS97++jCiU2dywq9pLr6yE5O6U3y7FcQq+jmEa+SalIFMfuTWNhaw3f+Q4oxdaWcYzLZaNdQ69CaOXYj7dQw7F5MudzE/C7v29s3axJLCPjU8kEbUZGRsZPgXgWoLUgsTx0bIYq2FIhhMYTMdpxSbwCSaBIEo24LIwVkCIxnqxxa5Uys8Ok0AghECgsrRCWje29OPWzl3y4jrZUAivnklguaaLw1YpCu0S+7DDpx5ynTVCKa7U52A5TyogwIFkElJseNW+BiFN8X7GahJw+WTEq77K1CTVnjooV4TxG+i6likSslkyPJvTjGmGugpuziEJNvS7ILwbEy5jhBz20vhqHWygYbWk5Erll6lN7+wtjNUcRotvh61+HrTs58H1+eL5OOIuIFjGlVp6ZKJEMJgwf9vA9TXPT5c7aGF8tscoFpnOL84OApSyilAClGY1h1rplnqjRCN55B9s2ZQeNhnGwKxXo0CZIbE6WF7NyL53aKDKDF65fN78jaxLLyPgImaDNyMjI+ClwGdmF65AECUIlCAQiiXFEArZD4uZJ4hSVanScIrRCSNBYgLp4Q9akSCwBlqXRWAg0lkzQjoPtvzhTwi75sEMrBFTrEvwcQWzBYo7fKNDeEKwiyXHPI/EK7G5GEMcM/G0K0RDOO+jmGu1KiK0jpGMjwoD56Ywn8zat63nWS3N0qpj3Q/IFSanpQhqjgxXD0xV9bwvtuLieJA41zXKEFS6YdxYEvRlpeqUBn7u0u9sgJYPjFYmTM188P6fsR/y937FwmhWGYZH9QRERBkzHKf5Wg0C5dB8MYLlk85pF2Vqy0YwoOSvmokQQCg6fxURWDu3YEAQcTcronYspYO+/D70ezaa5CVhfN81r9c0c53Gd7qrEdIqpjbBtc7ewWBgx/OEmsen053aeMzJeZDJBm5GRkfFT4LmgFZIkSBE6RVsWVhzg2EA+T4pFHIFKQCmNvojrUkIiECD0ReGBKUGwhXFzJRpLpyhhY71AU8Iu+bCghYuyg2KBZWgjlkvyJYvqRh7l+Ey6IWO7SbMUUXJC4kqTeLqC0QhVqlCqSEpWQIoZSLEcr3j0IMXZaLKzBXm5YjlTWDrBKzpI3ycfTRntT+gkdZJciVJRMV3a5J2Yir0gjmH0qIuOYjods4J/KWhVroi9VkUrTf/Z1DiiSsHJCV/8Itx6NY/I+bzZ2cBOApa9JbmCYFy5xiqUTJ/2cBYT1rdtNotT8mpBcS3HZOUxGSomSxuVQpTarKYxvbhq1Guawve+B1HEtWvGHC4WzT7JZoPxwmF/UiNZxUbQXs4WHg5NiG29bhz+Z8+uIhwyMn6JyQRtRkZGxk+KUoTLFIBUC+JQmSYvy0ImMY6VogpFkgTiSJEq8zNaXdbNmpgAgQI0CQIhwbUUSaQQgC1SUvliOrSXTWGXgrZUAlkskChJOluQz4PdrOKXXaJZxMG4gnQstpsrE51Fm0I6xZkOUNUG64UJUiU4no2azBmdLtmz77C7o2g4M1KliWcrEttHFPKU5ByCFePziF5uB8u1SbVAoGnnZlg6YbEQLJ+cEkeaXs+I8FIJEAL7xo7ZjydTdKVqDmI4RK4W/O/+kYNVKzOISzw7z1FlxPmzFbqxRlKucd6z4OSE9pqimVtSKyWU9AxnrcwytDh8liI9l9jJkUzmnHZt4u2LzK7RCN5+m5yvabVMKYTW0Fy3GTktpkuLg37BiFnbvoq26HZNzUSxaITxkydZ8kHGLz2ZoM3IyMj4SQkCk3BgWaSxIgkTLAlK2ogkwhEplCsksSIKBUlimsIwJbQX+QYmdzZVEq0tLFI8NyEMQUhwZIoSEifvvPAOrZRQWc+ZCLNlgq1j7GKOzeseq9jm8FCjyxV21hOseMXIXyefTODsjLTRolUOccVFRm8YsOguedSvU9nIs9Nc4YuYaLpCSZtcQZhpbNGKeWdGVzVZWQUKBZgvJSKOWCsuSZRg0o/Q/T7n5x9zaasNnGqBeBYwPpiYHFiAoyN2d+FLv54DP8eb3Q08tULOZySTOePNl5npIouVRD55xPaOoOEvceMZzZbNyiqwigTHp1DwFZO0SDpbcPwsgtdfN0L16VM4OWFjw9wYlErGgN24V+ZkWqY3cejNfLOt1lczhs/OTDeZ55kn/ulTc1AZGb+kZII2IyMj4yclDAljiXZcokUCaYqUGiUtLJVgWwpVrpBEKUGImRKWpih9keEqxfPYLrQgUaYEwbcT4tgIWksolBJYvvPCObSXgjZJrtKkqm0TShuuFIQhrgvt2yUiO8diGNKnSbUKZS9klWuwmsR40x6Fqk2aL1PzA4RKsB1BPF5w8HDJsHyd2zdSStaS5ZwLF9ci8XLUvSUEAeOzgFFhm0JOMw8stJBsy1OsnMdiZbE6GpBMFvR6pjRCSoikT+7aGmhN572+Wc63LFOzOhjwP/4jD79ZYphU2O/nqaU95mdzpoGDvneP80UJJhPqSZetyhzf1YjxiK2XK4wWHsOxxXwBhbrH8DRg2FfMZRl2d42z+tZbWKs5OztXz2ehAPU7dY67HodHEHgV880wNEIW4PTUqHLbNvu6v//zPO0ZGS8UmaDNyMjI+EkJAqJYEOJCkiDTGCkgjgWWirAtjSwXiQNFEAlUqrBI0EJcVBuY+C5LKJQUpEikUOTslDDG5NFaCqUFdu7Fc2ht2whDuHJpK2suwnXQUUw4j7BtcBplClUXHSfsHQjcap71WgQCTsUWdTHCHnSJqi22CwNAoywXezlh2gl4om6wtSNp5ac4MiGchCxFHm27lN0VVrhiOQro6DaR9LBsQZQIRBzTtvokXoHx3EKfnHJ+bKa61Wpmf0WriSjkWfRXLI5Hps4V4OSEelXxzb+fg3yeH55uUpcT7OWExemEgbfFuHGLIFeDDz7gemtJ1TP7UnBCStdqjGY2/YmDnQZEboGgP+fg7Qnq1deNOL0oPaiVU8pl81w6DrR2fKxameOOw9NHqZk4prWpma3Xzf6dnRlHWQjze05Ofm7nPSPjRSITtBkZGRk/IekiIEkFgfYQaYyjI5TWpKnGkTGWLSBfIFikRIlEJwqRpmhtfSQfX0qN0pap/xSKopeQxqCFxJEpqTYlBy+aQwufrKO18h6lisSzU2a9wEw3cy3a9ypEqcXRgUYXS6w3E3wdMPWbiGCF1T3D36ySLwhcG6SK0GFENAt4fOgRFurc2wko2iF6sSSIJSLvk8aavBPh6JBJZ8WgsEu1mDKeWcwTn9vOPrZvM4995tOU5PCUbveq7GBuValuFSAMr1xazzMO6tkZv/vf+TS2C4x1hffParTiE+zZhKO9GH33LufuNXBdCnvvcqs1w7I08fmAWy/7xH6J3thhOLZotm3OTxIW45CzowS+8AXz5B0ewrNnXLtmtGkQGLG9+VqdZepycCg4GeauhivEsdngMmD3skzi/PwqcDcj45eITNBmZGRk/IRcJhyk0iVdxVgqQQAyifGkMmvIrkscKhNtlUSgFAqJkMLkzQI2KUoLUm1hC0XRjYgTCy2NMFRaYBe8F1LQfjiLFgAhqLZcXFsz7wWkKeTz0L5TIbJyrKYx57MC1XWfSj5mQZHRwqUZnlDyEua5NpulGSQK6bvI6YTzg4BD+wZ3biaU7RW2ilgtFIlwEZagWjCTxpbjiDPdxnIksTLPn0xiNqJ90nqTycJBzRZ03uuTz5t9T6WDt90Ez2N0FhCe9M0MXIBOh6IT8s2/n8Ou5HnzfJ0SU6z5GDGZcHDiMLzxFaL6Okyn3Ag+oOyFpKsEP5pw7dUKg2WOucoz6YY01l3On63oPBiyrG/DzZumuev99/Fm/eepXMMhXL8h2Xy5znBq8+iHcybFLWPhzmZmxyuVq/SDS7v56Mj8/4yMXyIyQZuRkZHxE/Jc0Nou8TzAkhphSWQU4MgEkfPRlk0UKCP40hSBGaigNQgNQmikSEmFhUIiUeT8lDAxMV6ubWpurbz/QgvaS4cWoLqRw5KaZB6QJBfDDIo5Sq08oNl7HJPfrFIvhmhh0RdNiskYOegh1hqsOWOEhFRbuMGE1Sjk0bSN06hwpzUhZ4Wky5BF7KAsD1cFeCLGsRSzbsC5v0splzCdCYZRkfv5A5xwwaK4xnwpSc569PYXz13apVujvFmE+Zzuw5EpByiVjAt6csJv/E6erZseM6vCW+frbCf7eMGY7knMKC7SufMbUCrhdo+57+8D0H8y5tYtTfN2lWenPtr1SFPQyxWjsxUH787QL78Ca2tGpL7zDu3SkkLBaNzZDO58uURtw+N8YPPedyZEm9fNDnc6xmK+TDuYz43ABVNPm2XUZvwSkQnajIyMjJ+EJDGNT5jRCMkqRpCC7SCiAEcqdC5Pgk0SpaSxRqqUVGuUMG/BRrJq4CKHVgscqSgVNHFqRK9jKxAS6b14sV3w6YLWaZQp+gluumQ2Uc+3adytk6aCsxNN4uZpVBXFfMrcrjKbamrzIyrreVSxTLEAMgrQSYoMlxweSbpynbu7AWUnxFMBk4kg8MpYKqaQUxTlkuUk4kS1Kfgp86VFLD1snbAV76G8PCNRJVVw/oMTqkVTTzulTG3TDFfon4SknT7PO7VGIwpqxjd+O0+pleODfp1VoKlFXezFmONjOGKH5ItfBeDm6AeU0xHRSiFGA3ZueRQ2yuwPyyRhQqlm0z9YMno65GySh9deM8L07Azx6CHXd1KEMMMWXBde+kYDz4X9pykPHoBea5n9Ojgw+5jLGXt8tboS4U+fmmaxjIxfAjJBm5GRkfGTEASEsSQWNhaKJEiQaLTrYkUrHJki8nlSYZNEmjRV6CjGBBrIi3IDjRAakGgt0GhsqXBdgdICrcG2LoZGOfKFawqDTxe0FItUiwmuiJkO4udjZ+s3ayjPZxUKzo5iKjfqVPMR88BhGJdYi08p6Bnz4gYbuTEijdGOh7sYMe7FPA02aW17bNUXlJgzm0v6yxyFXIyrQnKewrEvXdrruLYiDBT9qMz9/CHufMiqsMYk8kmjlMk7hyaTVkriYo1cq4SaLeg9HJqa1bU1czxHR3z5Nwrs3rSJ/ApPhnWs7hlr1pBgGnJ0BKfXvwG7u0iheXX5PUgT9t5e8PrLCfXdMgudJ8xVmU0UFXvOyeMlpw9nLErrcPu2SVfY38c/32dry/zZ42PYuulx91fKCOCDvxyzt2rz3MY9OIBbt64ivOLY1HcoZTJqg+DneCVkZPztkAnajIyMjJ+EMCSMBIH2cWSCjCMSZYFjI+MAWxoVl2iLOFIfmhIGQggExtkVFyNvL7NpLQmWA/piCIPlWgjXfi4cXzQ+3hQGgOdRrQk8QlbT+PmKuO1ZlHaqABw8SSjv1ij6CcrxWIoCyXhOcdmjtFXCt1Ns3yENE+RygQgDnnUKTPIb3NkOqHpLiEPmc0EifYRKkChqxYhwkXIStynlYkZDzUyUKdghO/EzdJIyLWwQp4LOQUA17AAw0HXa1zxYreieJujhxahZy4LVimI44Cu/WaSxk2d/WGGysvAnZ/jhmDCEN96SJP/tfw+5HDeKPcqdx8Shovegz7170LxT41mvRK1ls4xs7PmIs/dH7O0L0hu3jdu6XMLeHi3dea5Zj47g5d9ocOOWII7gjf80pFe6aSImlkuTdnDnjjkRQWAc2lzOZKk9fvyxE5OR8YtHJmgzMjIyfhKCgDAWBMrF0RF2GhKnAqUlVprgyBRdKpGkgiTSqNQ8UgWKi7ir5wMWuIjsMrmzWppaWguFsC2kbeF5f7uH+1l8qkPr+3gFm4qzQscx/f5ViWfpVhu0pt9TrJaaUt2h0rCYqTyDiU0rOqZSUqzKLSq5CBVGaEuSi6ecn8Nx1GJ7PWW9FlISc3oDwUm4RrO4wkmWlMoSx9YMuxHj4haplqgopp/WeCl/RH7ZJ1A+I2+DVAmi4y4yWBLaBdySdzFoYcXgg54RjZedWicn3P9Knp1rElkpcT4vM3g6ZSfXJ1mGzGbw3lEZ/t7fQ1iS17zHcH7Oo7eW3NkJqDYdaterPJm2aZZC0iBicTSk83TOcd83Lm27DZ0OYu8Z15tzpDTlsOOJ4Iu/26bdSFgNV3z32xHL9ZtmvwYDU59w585z8Y0QV67t48dG3GZk/IKSCdqMjIyMnwAdhESxJNQeMljhWzGJttBJClrhuBLyeZIEklgThykkKVpLhNYIUrQw08IkmkRLBCm2rdCpyfSyRYK2bCxXPndCXzQuBW2amsfzL7ourdIKlisGA7OC7zhQ2ijiVPMsU5/OozHVD5UdTChTmHeoyhlWu0HBDrEsgdAgZ2PiVcKzbh7ZanJ9I6LpTlktNedjn1JBQRCilWatnqKilL1lm6KfMO3HDGhQ8UOup0/RUcxMVli5Ffoji9L4EJKEoWjQvp6DxZLz4wQ9GpuyA9+HJKGyOOXVr5do7BQZLHMsE4fhkzFtewDAgwcw3HwVXnqJ3fqMyuSAuD/h8Xd6fP3rYFeL6GKJiduiJBbYizHnD4YcHcHYbZmBC6USnJzgnzxlc81ERxwfgyzm+bXfLlDKJ0yeDfnO23mS9Ys0huNj8+TfuWPulJZLI8YvXdsnTz50cjIyfrHIBG1GRkbGT0A0CwEItYteLrEthbYddBgjhML2bXA9Ex0aKpJYI3WK1hosyzSDCVAItAKNRAiNbWmSGKTQuDJBSRvbtV7IhjAwpuCl2A7DD32jXGatHCKjFfO5MQ4rFWMc5naaaCE4PlAUN0q4vgXFAqm2GJ2HrKtTKnWbNF+kUBKsFikiTSjIJUfnLh3aXNuB7eIEV4ecdgXTtEjRT9GTObW2a1zaniIoNFkEFskqZixq3PJPqQTnxDEM7Dap7Zna5rMzRtRo1DW2bxMGitHDrnE7LxvEul3uvWyzs62xGxVmkc/oYIyYTSg4JtHhzXdtll/+DeTWBq80OoiTE/bfHOOuJty/D956nYFokG8WcOZjrH6Hk8dLnj6FeOu6+VtKwekprcUexYJ+Xi5burPO17+a4IiEs/eH/PCkbXJzLxvBHMfU1AphmsJ8/2qa2LNnfCT8OCPjF4RM0GZkZGT8BISziFSBcB2SyRJLKIRjY8UrJCB9F+G5hCEkiSaNU4RKUFrAhStrEg4kAkWqBRLwbU0cC4RWuDIhxcZ25QsraIHn5RAfF7R5L6Wo589nAFSr5lu53TaurZnMBMv+Er9RoLLmsohd+mObRnRGoxjhtOpmsESUIlDYiymTieBgUqHUdLm5E1MWM6ajlAedGjvtCJYLkJJGXaGTlMeLdWxbEwwW9GSbSi5iN34CYUCYWExLW8xXNtZySjqeMVVFWrs5WK44P4rNmn+5/DzrtTI94s5XStS2C8TaYpH69D8YUAyHFArQ68HjSYv41S+xc8Ombk1YPTvn0f96xOuvaaoNC3u9SdfeZK0SIId9ouMOBwewd+zAjRsmB3c4RHTOue6cPC896A0krS9v89X7C8RsxuN3VjwKd69qZp89M4kJN26YJ3o2Mw1kl79gby8TtRm/cGSCNiMjI+PHJYoIQwgiiZu3EcsFSkuE6+CmAVKn4Hto1yMMNEmozGhcUpNBKwQChRACLTRKm4pZIcC1U+I4RUiNI1OUsLHcFzOy65JLQfuRpvpyGYC1/BzSmG7XrKZLCX7FJ9cuMdcFeg+HVDbylKuSpc4RyhyLsym7+R65Rh6ERaEoSEONXC7IuzEHR5Kp12Jzx2a3PEZHCfudPNK3cUVMcDZm534R39X0eoK0VGE8t5mPE1Z+jRu5Ds3ghDiG/twnWVtHaaDXo7/M01rTSEuwCiWTxxfTt3Z2zM4vFtzaTdnZ1lBvYNswPl7QfzqhWTKT0foDwRNxB+uVl7i3s8RaTjn94TnDt4742tfAKeUImlvMq9tsWefowyOm3RVPn0I3qsLWlnmcneENTtnKjwBTWRB5JW59qcz96wG61+evfiA4L9y6cmIPD434vnbN7PdkYpIPLkfkHh39XK6JjIyfF5mgzcjIyPhxCQLCSLBIPGxH4EQLolSC42DHS4RW4PnguiznCVEMIlWQarQw2Vsmtksh0aTaItUSSYrvKsJAGHFrpaRY2P7n0KHN58FxaOdmECX0ekZTlUrGUPS2W2hh0TuLcYsO0veQxTxaWvRPQprJOY2axl0rY9mCxcLUHefUjPOexVlYo7aV56X2EDcNOD9VHC8bbNRC1HSG7dk0GhqhU54u2kSpRTKc0M/tUMqn7MZPsOMlaQr9pEZSqJEkMDubk0YprXUJcczZfmAGFzjO8wax6vKU6/fz1LfzKGETCJfF4YDB0xE7OzAew0KW2LNus/mlNq1qzOx8wd7/5wF1f8m9e0CpzLx9G50vspMekDw9oNeDDz6AVXPHjLQtl+HsjNZyn6K1QikzN4GtLb70WsJWdYkajPj29zzmaxeu7GBgbOK1tauJZ/P51Unq9eD09Gd/UWRk/JzIBG1GRkbGj0sYEsZG0LrpCl+GRBFo28GOltgiBd9Mh1rOFWmiEKRIlaKQgEBIE+FlSUWqLdMcJiDnJESBMQMdy5Qi2J79wjaFwWcI2lwOPI+6O8dSMavV1UArIcBab1IswTx0CHpz7EqB4kaRlfIYTSV6OuN2Y0iuXSbRDpalsdIYpnNsFXNw6pCWq+zsWqx5M+JFyJuP8qxt2FjhisnhlJtfLFHMa866FmmxzHhmMTiLULUG14pD1lf7JIkxLpPmOoEwwxUGR0taLRBSsFhZzJ6YaC9arefL+7utFZsbGpoNqoWU/mnM5NmA5Sig1bpIJ/DXGRSuce1+Ac9J6e3NOP1/fZ+X7qSsr8Oy2Ca4fo+8HbHZf5vZ2YyjI3j4WKKv3zB/T2sYDrmePkWqhNkMeiMbsXuN3/jinHIyIJys+M8/LF81iR0dmXKDdvtK1AbBVbHz2ZmpAcnI+AUgE7QZGRkZPy5BwGIlCVIXN5qbAH88dBxji9REdnk+ynYJlxqdGDGWKg0Y9xUl0AJskZJgo7RASkXOVUSJyap1nZRUC6wXdErYJb5v/v2IoPWNQ52zIkpyQRQZ4XgZ32X5LqXtCjNVYPh0RCmfkl+vEEkP5fiMDmdsinOqdYlTdHF8m+VSQ5JS8kOODjXDqET9Vp2XWz0IAp4dW0ztGvVixOpkSKFZYK0JEs1x0GAaOCSdAcPSLvmc5lryjJI2Y2LPu5J0fZNYSQarPM6wQ7Np6k3P91YmOUAIk0QA1NSAnWuCxqZP6vh4nmZyMKH3YIDjmKAH7fmc08a9sUn7eo7J3Obsh2ekb7zN/XuKckXQb72MbjRpOFOae99j2Fc8egRHw4JxhDc3YTTCi2ZsJQegNcfHEPhVnPUGv/XVOe6kx3io+PPHbXTtokns2TNzQtrtq6a2OL46P0dHxq3NyPickwnajIyMjB+XMGQ4scB1KIspWgtCmYMgxLbAcSXClsTKIooUKtVIfeHEChAoFAKhBQ4psbbQgI3C8xRRIhASHMvU19o554UWtJcObRybBn3AWMylEq6tKIkZWhv95LrG5CwUgPY6uC6LYYBAg+NgFfPg+/QPl1irObc3lxTWi0TaYRVZ5FjAfEG4SDkd+VgbLW5tBhTFgmU/5I2jBlvtBLGcMzyac+srZSoFxUnHJfQqzBeC7v4S1tfZLE5pTx+jtWa1glS6DLwtQrvA/HzOujtCODbThcXi2YVLWygYkQhsV+a0mwqnUaFQlCzHEYuDHqdPl/j+hdBvrjEIihSur1HeKjIcag7+t2esz59w47pGOjb9l/8O0rbYTffJnz+l24U33oBZYd3cAWxsmNIDZ0R51UGpi/6u7R1KNZtvvjpCjAYcH8Obo11T7pEkV3FdrdZVTS1cnaTDQ+j3fx6XSEbGz4xM0GZkZGT8mCTzgNnSBtuhIcesIgtlu+hViBQptm+BtIi1TRIqdGKawpJUoLXAwpQeKGkhhamTTbXEFRE5NyWIbVNDKxVKixde0FoWz/fvIy5tpYIQ0LAmCGFKDhYLo9GkBCplqk2HeewRDhdICbnrbcJEslhJVuOQ26Uu5aZnRgp7NlGgIVhR8Vbs7QsWosjanRrXy0OiecijhwKrUaHqB0ye9qlul2mvm/EV3bhKf+GzOh4wq2zj5STb6pCmGKCUWYWP3CJBqcmABm7vhHrF5LeeP51fdb1tboLnUStErNdDKm0fr+iQy8PgeEV02GEwMIZutWmjG02Wskh1q8DUbzE/ndD73h432GN7SzO1aqzuvIZta+4t3yTtDjg9hR/8UJBsXzciulaDTofr7gnWfGKGhHUtuH6djWbCV7c7sFzw3gPJM3n7KoP2Mtlgbe1K1Ep55dYeHMBw+HO4SjIyfjZkgjYjIyPjx0FrwnnMYiVx8jb5eEyYmIYwRwUoLXF8G+FYxMoiiRUqSRA6JUkFSlhYJGghAJCoiygvcCR4jiZOJVJaSNM/9sILWviMOtqLnK58OqNYUIShaZi6jO8Snkd5t8pcF1mcTXBFhN1uIF0b8jl6T6fY4z43d2IKDZ/UclmGFr5aYSURo27CoK8ovHqde+tT7GjF6HzFB8tt2pWQtD9mdB5y71cr1CsppwOPCRWClaLzeArb26yXl7RGj8i5KUqZ/e+LFqPcJipRrI8egO8zntms9i9cWilhdxchYKMR066ssCoFvLKPFy/oPx0yPJo/L7HIb9fJl2xGskltK8/Q3eD0B2e4w3O29RFbm5qz+iuoZotiPOK+fo/J6YyHD+Hdxx5cv24axKTEWU7Z5QCCgLMzmIsStFrcux5yt3AKacJ3f+DQKd4y+zmZXHSSYUTtRckEjmPCgbU2onc0+pleHxkZPysyQZuRkZHx4xCGjGeSRAk8F9xkRZRaCMfGjZeoFOy8yaCNIlCJJo0VloqJsVEIHGEmhiEEOlWkF2/JrhXjWgqlBAiNZQECvLz1t3vMfwM+NbrrIqcrx4qSFz0XtPm8cXTzeYgrTaxynmQRopZGDdtrdcjlGR4vUWHMS2tDSms+sZ0jUrZpDosCimrK3olNUmlSv1Zk2++zGix453GBQtWhLOdM9gZUNotsbFsXiQYVevMck4MRYWMTO+ewwRkb4hwhzLTYwVAw37jNRJfx0wXVxCzLnz+eXc34LZVgbY16TVP3lpSaHs1qQmJ7hOMQdXjMybHm9BRu3xG4O21KRcXca7Jyy8T5Cod/ts+216MRnVHfzNFpvkparLAR7HHbPqR/vOKNN+BoVoX1dSNIp1NqzpzGbB+ShP19SNe3wPf56t0pG1YXpeDP3ygwadw0NvFweBXX1WyanFohTO3HYsHzGobx+Gd/oWRk/JTJBG1GRkbGj0MQMJjY4LhUvRVplBLiIaTETZcINML3wHFYLiGJFTpV6DRFazMZzCU2aQfCQkhhxK3WeLYCS6CUwLKEER1C4hc+P4L205IOfLWk6EREkRG8YWicS9sGlS9RXc8xC1yieYgOQsS1HSSKFIvhWUhx1ePmTUEuL4ndPPPEw49neCLi7EgxnWjqr21xvT4hnoUMTlYcW9eoF0Pm+33mc7j3tQqNakpv7HIe10mChO77fbh1i1ZpRfnsIY1KjBBmH0+7DoPtL4AQbOhTCAKGE4vgoHN1fNvbCN9jY9dl3R6g/DzVtkm+GBzOSPpj9vZMqcXtL5WobhZItETXGoxUmUngMX3viOu5DvXoHLG1ybx+jUTbvOQ+Y51zTg9ivv1tmJU2jYje2IBej53qDLd3Qhhojk8l3LiBtATfvH1G1ZqyWsGfvVVh1b5u9rXbNekGYKaL3bpwcItFE8lwOZhhMvl5XC4ZGT81MkGbkZGR8ePwXNA6NOwJUaAI7QIkMZ4OkEKZzifXM41GiUYkMVrxfICCQwQIlDDtYakQSCGwpUJrhUZhS4WSEqTEL77g9QZ8hqD1PCNo7QRrNX9eNjEeX6UdCN+juF0hsIswn6MXSygWcSs+lMv0Ho9hueT+xphSwyVyiiwiG0eF6CjCC6ccPwvxXrtLtWFTkxPmB33eHW1SLSYUwiHjkzmV9TzXb9tEqWQQFujMC/SfTUmrDWQhx6bbp7k4eJ5QcHoKp2KTZG2DfDqj6q1gMefs4fSq/lQaIVmvQ6EoqFU1rdKKhSjiqRXh00Nm45R33zUNYje/3qZZVyxTj3Fug9TLc7iXklv0aYsu6/kpk/IOUa2FWiz5cvOQYtBj/1nK//afBenuTfOLmk2sQZcblSF0u/T7MI7ysLGB68BvXtsn58RMJvCdh3Wi9kXKwenpVVxXpQJ37pgC6ErFnJQ4NiN0p9Of7cWSkfFTJBO0GRkZGT8GahkwnpouqIYcEoWayMpBEOBZCUKaelo8lyCAJEghSRE6vRhvq7FIQQo0AluBVgIhFK6tQIMAHFuTagcE5D4HgvZTo7suJil4dgrzOYWCMQLHY1MSKoR5qqJcBXutSroMSecrUClyYx3hOiznisUkoSX63Lhl4XqwoMAy9fGTOflowtGBIlQO1Zc32S30iAYzOufQky2axYDxww5BAHe+WmOtljJaeDwd10lXEf33OnDvHvViROH0CZvN0OxTBAcnDsPSLtRqbJQXMJ0x7MQEhx/KcC0UEBvrbNzMUdMjEstj94ZkMdOo2YLkvMvhoZnyVWk6vPKNKq6jCGWOc90itnOcPlmyWZqRX/RotzVDZ53YyeOHU35l+wwxHvLee/DdH1yMxvV9yOcpRkPWRQemUw4OIG6sQ6FAyY/59a0DXMeUPPzgqEXSMkMhODq6agIrFuHePaPg63Xz9TA0onY2+3lcNhkZPzGZoM3IyMj4MRh0EsJY4lgpFTcg0B6JsNGxqX+1PBuEILU8ggDSOAGlkGlKpI0wlVKBAKUFKRKFRKDMZLAEhNa4VkKCDdIiV3zx37IvHdoo+lB0F0C1ipTghVNKJaOXFguTJlUqmZ+L3BKVzSKLlYVOEuLxglWhSaVq6jx7z2aIyZiXrq8olQSqUGKW+OTVjDROUbMl/YMFpa+9RLWkKKgpwVGHB6sbFLwUd3jOYqbI1zxe+oJLkNiMgxxn8yLdJ1N0sYSoVdkuTSicPKJaNdUSJyfwZNyEdpu8HVHdzEO3y9m7A3MAl2xsUN/K4TeLtPILKtYCnSugowQOj1FRzPe/bwzQ9itN7t0FKaAv1xirEt2Rw6q/4HpriRPMKJcUM9ckI7TTM7680ycdTfn2t+HBccmMxS2XIY6NEB4ek8wD9vaFGcggJeu5CV/Z7WHbppLg3cEGqtky+7u/f1VakMsZUev7pkZ3MDCZu0+emFqJjIwXnBf/3TEjIyPjBUNrODs2aQX13BKPkJksAxI7CrAckz8LkDgeUQQyTdBKkSqN1hKJRgiBtCTWRR6tQiDQ2DakiUAITc6KSbDAkvj5F/8t27bN6jVc9U0Bz2sL/GiKbV8Nq/pw2gG+j1svokpl3HRFOFyi/Rxu08zJHZ2HpFFK2x2ze0MiHJtxmGepcuT1jELQZ/9hiLuxhr+9RsOZM3/WpZvUGSV5mv6c8eMecQzXv1hjvZmySH0enNcJ5zHj907g5Zcp52LK/T02ijNKJeMmv7VXYhE50GyysW2BFAwf9Qn2z6+OUQjEzRts3s7jOylSJ1y/oRnObHJiQfDkmOXSZMsiBK/97gZrtRhXpJxY15jGOQ72FTlWbDRifCvB8iySWDO2m7xSPOROvUc8XfI//8/QlRf5tM0mYjTkxtoceXrMbJRwPvKex3PddI55+cYKIeDhQ3gc7Hx08MKlYPU8I2rzedN81u8bh/bxY3P3kZHxAvPivztmZGRkvGBMBgmzqUIKRcNfYeuYOSUAnHgOloW0jaqL8QgCDSqBVBGnEqVBCIU2YwQQIiXGQWsQQuN7iiRWSAG2TFAXDq2f+3y8ZX9mdJcQ+GoJcfy8NGE0uhK0lgVxvoy9voZeBsSzFVpr4lKDXEGiXI/BwZzcos+d25qSn6BKVcaqTEVN0MuAZW/BcrCi9GuvUHQjyqsuYXfMw+AGeTclPT4jScAv2Lz6tRxBajEMfM4WJbpPZ2YnNjbYri2wHj3g2jUjvgdDydudNbBt8u0S1Z0yBAGnf/rYKN5LfJ/ayxv47Qp1f0VuNaKynqM7dKnPDwiHC54+NSWsspjny98sUikmWEJzZm1x3rc5O1GsVwMKDY98MiN1fFCK7qLAb90+oS16hLOI/+l/gvnaDeOutlr443OuVadwfMzpiWbuNaBWQ6B52XvKrRuKJIH334dn6jq6XDE2+pMnxo0Fc7D37hnbfHPTlB9MJpmozXjh+Xy8O2ZkZGS8QJwfhMSJpFY0AxB0qpjrPABuskRLC+EYQRsJjyhIEEmC0AlpolHCwhYasBAILK1IlMnmsoQ2GbSxKaL1bUUqJJYjcP3Px1v2pwrafB4cB58AwuC5Q3tpDhaLRpet7DL5VpEwlvieZnE6ZZIUaO4WIJend7CE5ZJ2fs7uNYX2fCZJnli6uPGCQtDj8OES/9Y2+UaOujtn9cE+fXud3syjkXaYns2JY7j2apWNNsR2jrePa0xGKcsPDuHll8l5irXwmErQYX3dmJnf+aBOFAOrFZu/eQdcl9HJksX33vvI8Yt2i83Xm1hFn6Ke06onpMJBKYHY3yOK4M03TYpC89V1dq9pyvmYXMXjlC0evJOwWsH1rQRZq+CtxuggQFcqnB6l/A9f71AM+0xGCf/3/4dFvHv7eZNYIzih4c7g9JRnzyDZvAaui52GvF4/5to1o13ffyDYlzfNE5+mRrBeZq1ZlmkUq9dNWcNgYB6PH18J34yMF4zPx7tjRkZGxgvCfA6LcWTKDfwAz1HETp4okahU4auAFInjmbfXSLhEKw2pMmNvlSTFRkqFFoAEW6bE2sYIWoXjQByZYQuek6C0heVYL/xQhUs+NYvWdcH3ydkxzOcodTH2liuXVggQnoss5pDNOjm1ZN5foXIF7EoBaUsCPGadJbWkx41bFnk7IPIrnKVtWqID0znjoxmuJ7Dv3kQApcEhOtU8WW6Sc1LivRO0BtsRvP6NIrGyGCzznMzKdJ7MzDL7nTts1lZYjx5w97YpBl4kPn/xQQ2UIudrGl+7BcDJXxyYeb4fovaFa+Q3axSKktLkhPqWz8nAY8s+Y3E0oNczy/9aSDa+0GZzLaHgRBTXfM5Ui+//ubm2tl4qgesgViucxYS03qS3v+D/8Hc6OLMh52eaP/5/e6gbt4yorVS4Jo/xgzHxaY/9Y9sMZABy8x6vXxuztWUCDB49kRw4t69G5D56dHXSpISbN8243J0dUxvS6RhRu1r9TK6bjIyfhEzQZmRkZPxX0OkAUUwhl2KrCM/VRHaeMBKwWuHKGOHYSM9FSljFDkmsSKMEi5Q4MbWyEg0SUiVxREKsbRTgiBTH0cSJQEqBZ6UkSGzffu5qvuh8qkMLUKnguwrmxiEtl82XP1x2IAQkhQpyfQ29XEEYkUQps9inseVDoUhvf4E1HdEqh9zcCFGFIrM0B56LXC3wJl26xyH+q7cROY+GGBA/3mPordOZeBSnpwSzmCSB7XtFNrZttO/xzlGVTk8SHZzB7i62b7Nu93FP9tjdNavzbx42GU0l9Pts/voNxFqT2cpm+mdvftS9dBy2vnkTSiVKYkE+nVFa8xnMfBrDx8zHCcfHJmygeauCUyvSqCRc24ixKiWOhkXe+UFEqxxQutUGIZCTIXYcEORqrHoL/oevd5CzMY8fw//3z4vo3etQKCB9l5vFLmLQY3IwprMsmZpYoDI+4JW7MZubwfU4LQABAABJREFURoM/2bM48u8YezyOPypqhTATxba2jKidz01Mw4e3ych4QcgEbUZGRsbfkH7/YohSFFJmZoYgeBDiEifyeWSXlfcusqhsgkgSxxqRppAkhMo2MV2WQgpTlmCRkioLfTE9zBZG0CLBcxRaC2z38+PQXtbHfkLzVCpYUuOsTL5pLme+PJ8bQzCfN67tyi5hlwsIz6WYTxnvj5lEOZq3Kmb87NIlHi9Yo8e1mxaOjondAsd6hy1xipyO6O/PyTULyM110IJS5wnC93kyauDrFer0HK3N33/9N0ogLfpBgcNp2dTS9nrw2mu0ygHe4WNubIW4Lsx1ju++U4D5HFeHtH7zPuRyHD8N4MGDq2xaoHy9TunlHZxKntbsGV7JYxr7VKwZ8uyYTsdEwo5GsPFFI1ptnfD6KwlUq7zzwOLkMOX6LQurWiJMbEphD6lTpnGOAiv+3ivniNWCH/4Q/suDOnp9A6pVcjJkpzSB8zNOHi1YVDafO7Fr8z3u3tFsbMD5Oewd2ZwU7n66qAUjaHd3jahdreDgAD74IHNqM14oMkGbkZGR8TdgsYDDQ/PfW5WFUSGOg7fVZDoxysgKFtiWxioYpSY9MyUsDRUyTSBOSPSFcCVBSwlohNbEGLXq2xG2UMSJxBJgO6ARWN7nT9B+IrqrVjPfX40BPlJ2cJl2IATmoAsF7I0mBZbMeiGxk0dbNoWiQJfK9A+X5Jd9Gk3JrbUJQaHBOCnh2QliscDqnrFYCHJ3d1lZBRpJB+vsmLHb4mySw+4co+KUNIX2tsfWDRfhe7x/VGL/3CM970GthqxV2CpNyR8+ZGMDUhz2R2WeHTswGLB+p4R1c5eV8hk+6psGqw8d9PbfuQnNJgUvoTg6pLhTZbj0aS4OiSZLzs+NPizUXNytNeJE0MgHXL+m0NUq3/kOrCYR2y8VIZ9nPJG0RA+0otsTXG+v+NrWCUQh3/42vNndNLWva2usyQE1d4k+OubZBxHJjonyYjZjS55x8ya028Z03T+2OS3+CFHbbsPt2yY5IYpM5NeDB1mjWMYLQyZoMzIyMv4aLgcnaQ3VimZdnRIuU/B9vM0Gs5kAleKmRgDIC0GrbI8whCRMESpFpCaCSwK2pVHSQaIQQpkRuEDOSZCWJlECaWkEAgDHt4zY+xxg2zwX3x9xaet1APxkDklCEDzXuJ8oO0gLJXSzhZVGuHbKYhIzHsPazRJUKvSGFno8YU302d2V2KSkrs+pf5MNdYLTP2c2CLHXqgTVDUgi6oOHiGKBR70a1nKGPRk8f05f/tUyrm8xjIs8HVTpPJ2b+pLXX6dWiCj299nIjalUYE6JH35QID4fYFua9S+uQ7vNyZFCj8awt8el/Zsv29S+cR+KRdajY8RqRZov41sxhc4zOuea5dKkZ7Xv18H36fQtvvp6RK0CgZXnez+0KOQUtZaD9nOM4qIZwwscH6Z86e6S+5Uz0ijmT/4EPljtmjuFdptd+wSPkOjpIc8OLPS1XXPAZ2fsVifs7ECzaUTt0ZnNcf5HiNp63SQgXL9uGsn29kxkQjZ8IeMFIBO0GRkZGT+CODamWxwb5/F6e0V0NkAjEBvrODJlujQJBb6ag5DInAtA4vjGpYwTSBNSpUmUhRYaS2qUkAgEaSJItQANeRkjpCBJJbaFSd6XEt//nKjZCy7LCT6yKl0omKQDGcFy+RFBO5sZEez7ZrPAKZPaLn7Np5RLGR9MGS096hseTsEl9gqMzkNq4TnVlsu18phVrkZPNykwh/kM0esSWTnsrRYBeRqrE7zliKmsctJzcTrHCGUGIzRaNtt3fITv8fTU54PjImowMsJtZ4ft2oLKyfvUaprYyjEPbN5814bZjNb1PM5alai+Tu/p1NjNR0fPD3vrC03E3Ts4nqTee4RYaxJri/xqQG7ZZ3/f1BtPZwL/+jpJKhj1E77+KzH5sk137PLuU5/NRohb9gljSVTfoBUdQ5JwdKj5jdfG7Oa6LBea//j/kzzGNHtZm21u2QfIKGT2/hGni4oZnADIw31u7URsbRmtengIp12bQ/9HiNpKBe7fN5PKhLgStZdTxzIy/pbIBG1GRkbGZ7BcmlXV5dKIrVu3wDo7Nu5szsdt1xBxxGRuQRLj68Bk0PoXgla4hCFYaQxpShoZQSu0Rkow8201qRmzgBAKz0qQQhNrC9vSSAEIgfs5GKrwYT61jlZKKJdNY9h0QhCY8INPSzvQ0oJiEWu9RcFaMZukLBIzRnitnkJzjW5PIAc9ms6E61sxlmuT2h5db5c11cE6PWQZ2lhrVWaFdaJAsT19D1HM86hbZX42oxQbl1ZruPvlMqWKxTgt8qhX5fzJzAi1u3cpFAVtOpTmZzTWJHNR5NGhx+jpEClh8/Um+D5nYY10EZga3LMzwDTJtf7OS1CrUhFTcp0DFvUdqvkI+/iAcB4/j3u1ijmo1+kMHMpexKt3Qpy8w8GZy7N5i13rGPI5BnGZ/EaFWthBL1ecnUt++7UeO/kB0yn8yZ/a7Dmm2Su30+S6dQSrFeffP2KU33peT2sfPOX2TUW7bUTt0RF0Bjb77l20fyFqHz78aMNboWBE7c2b5uD2901N7fmHhkxkZPyc+Xy9Q2ZkZGT8nBgOzef4pTP70kvgp6aQNkwsaK/j5SQ6jJgvLxrC7ATyedMABkTSTAkTaYxQKUGoSZQEaWFLI2M1glRYoAUWGtc1M8MUEssCBSAF3udkqMIllw7tpzWG5ZwEpjPC0AjJi0oEhsOPlh2oYoUwX6PoxhT9lOkgZtRLaG66iEadBQUWo4i1+JTqhsmcDZwys9IGfjLD7nexVzPw80xLWyTSoRUdU0wnzChzeCxxB+dIFLYN5Ypg614RK+dy0rF583gNPZ6YDNaXXmK7vqTae0zBDlG5IloLvvvnMTpOaOzk8ZtFEr/E+dRkEnN6an4W2LjuYf/Kl3AdTXm4h3J9EidHWUxxu8ecnxszeLGAtL5Garl0epIbu5obmxFxanE0zNMVbTaCfUBzWLjPxqagGPRJxzP6I5vfeumUjeKUbhf+5Nvuc1Fb2y3TVmewWrH/F6esNm6au7TlEq9zyJ070DBzGDg9hf7YZs+5i859KNLrw/WyuRy8/LKpqy2VTCHwkyfG5r3stsvI+Dny+XqHzMjIyPgZc1kvu7dnentKJSNmPULzgR0EhE4RGg08DxbjmDiRiGCFZ6VQLiNik1cVS1NDK6IYHaeEsWMavKTClhfuK5BoGwRYIsGWCp0q0BrH1ihtgZD4eetv8Vn5r+fSof1EI3y1imNrrOUMrflI2cFiYQZVue7lkIUiES65doliPmV0vGA8s3AqeeplkwTQHTl4o3PquYBra0usnMvSLjG3qpTTPv75MxbKh2qFhVMjnIZcV/to32NvUOTs6YKmMC6tEHDtXoFGy2VGkUfHeZNesFpBvY5TK3Kv3kccH1Je84iEx2Bs8/h7Q4SArS+apfzuxCPyLzLJDg5gMsGyYOvXriF2tnFEQuP8PYaVGzRKEaJzhpiM6HbNj0SJJG5u0B3aEIXcuqnZWY8YTBw61gaJkhR7+yjHY7/5VW5urPCXQ+LBlMXK4u9cP6BdXXF2Bn/+Vzn2rNuQy7F106O06qKmc55+b0C6e9Mc9GBAbtbl9m1zLioVY7aOZjbP7LvowoeGL3zYqXVdU1N70zS+cXBgXjjPnn2sGzAj42dPJmgzMjIyMKZSr2fKAcdj8zm/uWkGJlk6MR/mSQJSEjU3wPPwPJgMTEyTHS2xLY1dL6ND87UIlzgGmYQkYUysJEoILBtskYDQgCTV0ozAReM4Aq0ApfEcZRxdIfELn09BG4Yf0zaXjWHhBDCC1nHMjQNcubRSgpASSiXE2hqVXEQcKPoTi3Bm8lnZ3mYU5olGC9rREa1Nl5wTEyYOaXsdO4lxT/YRQmAXXPreDnNRZjvZY80aMdJVHj2G3KyDJRSuawZnbbxUxsr7DCaS7+610MORyWy7f5/NekBjdYy9mOCvmVqJN7+zIgiguu5T3CihtOD0XBrLU2sj8BYLGmuS/K9/iWJRYA17eOmKeWmDdmEOh0dM+yGrlRHzg6BAUq5x3neoFyM21lI2qkvOFmW69iYFscD+4B2WlQ06136FO+sznNmQVXdKkkh+bf2AViPm6Aj+8r0iz7gJ+Tw3b4I7HxJ2J+y9u4DtbfPEHx9T1DNu3jT5wKWSeT2MZxZ79p2PitoP36XYNty9axrFNjdNd9nennF0PzwSOCPjZ0wmaDMyMn7pmUyMkD08NJ/BuZxxZTc2QMSRqT0IQ+NItVqEqQ2ei+fBeGjUWi4xnd5uq0qyMoJ2mXpG0EYr0iAh0QKBQFgWtlRYKLRWJoNWmzxa24Y0VSDAc1IibYMU5D5ngtZxrpIOPjJg4VLQpguIouclCZ9VdqDLZaaiwlo1IV8QjDoxo7OAfM2j2PTRxSK9mU95ekytlLBWCHBKHrP8Oqmw8Fcj8uMTEstn7DSI8hXS0Yzr3ilIi7Ohz94HIW3HuKyOA2tbHu3rPnNR4tmhw96eNheG1oidbV7ZGBk3MpfHz0G0UvzVn5oZvttfboGAwVnEwqkadagUPHmCCAN2vtJC3LqBRFHvfcDYXqPccPCDMerkjMlYkyRGWJ+rFr15jihQXNtW1EoppXTMoHGXzrJMNRnAo4d0CjcJbr3CnfUZ9njAqjvDJuHLjSOadcXBAfzgaZVnaherUuTWToSYz5jsjzg9Ex8R3hU/ZHf3ahTxYACjieTQvW1qZ5Pko2Nywdx93L5tGsWuXTNK+Nmzq5qdjIyfA5mgzcjI+KVluTRG0kUlAbZtsuPv3zc9MywWpivs0ka86OwOIwnuhUM7TEGl+ImpL3RbVZLAOFOB8ohWMdbKxFSlyiYVDpYlsEkQWiHQhMpGIHCExrEVOtUINDkrJVIOCEGu9PkStPAZZQcX9QQ5N4Xp9Pn3ajUjYFerq9gv34fIKRLjkNuuUyoq5qOEbldDPk87P4PNLfpBETWe0kpO2dpIUdImCAR+q4xWmvLpQwLtIot5RqrKWNbZVCdsOH2Gqsrb7wgqyzNsywzKKBSgdauCU86xiCz+y8MmSX9sJkDs7rK9kVJN+6jzLqV2DiFg/90Fp6cmT7ZxswrA8Zt9sxx/OVr28WOKXkzt6/eptHxmZ3Oaos+ktE2jHCH7XcbPBiSmFJs4tRh4G5z1HRwdcW1H06wkJMMpwc2XGSx83JN96HbZK72OfWuXuxsz7NmIVWeGq1a8WjuhXtMcHMBbx02eBZvk2mV2mwtYLjl7p88oKV3t49OnNGqK7W0jal3XrFj0Rx+bKPb4scmjvUQI49LeuWOGMEyn5oX14MFHt8vI+BmRCdqMjIxfOtLUGGwPHpi4KCHMZNBXXzWj64XAWFMPH/JcXdy/D1qTppBIF6TEtjTzmYYwwhchWDZOrYhKFFrDMnEIx0usJIA4RgmLRFhIS1OQAfqiuz7BuYjyinEsiGOBEOB6iljZYEnyxc/f2/VnTgyrVvGdjwpay/rkKFxxkfBAucQq12CjEaOV4rRjE40WVEoKd71O4hcZLn0a0z3qDUHOiXFcSdjcwpYp9nyMOx9jSejQYlZYJzfrcqvcA6A/kLz7Lmx6poErl4NSRbJ9r8jKMs1jH+x75lqYTBD37nJ/a4o4OSZQPvVyDKsl3/uLmDg2tbTSlsxHMaP9iRF5nmeE3ZMnbL9Ww7q+Qy4vEUdHJImguFUhp5eIzjnDQ1NfvLYG3UWRw2WTIBTUSzHVUkq7MGdJHrXWJgw04cM9ksGE/eZXyd1Y525rjB0uiLtj8umUe5VzymVzzb872ODJtGWaxHJTCEP2v9dlmW+au4jVCvb3abfNa+KyFGQ6he7AMsMXfN8cy6NHn3Rg19fN8sb16+bEP3oE7777KXOQMzJ+unz+3iEzMjIyfgJmM1Ne0O+b/1+vGyG7tWVE1fPA+P39i0kKVdP44jimISwW4HnYNgSzmDgROKsplg34/kUcFyTCJk4E8WCOVAmpEsRKkggb19IU7RWJskBDikAK8GUKQqCUQKApuKlJVLBscp9DQfupWbRgRrO6Kcyukg7gR5QdlCqMghwbW5Jc0WI8VIwOpgjPpVUJodmkG1WR0zFtumy3YgKZY5U4tLY84tgkC8TYTK0qszTHRFTZcAdsWeeMVZm33wZn2MH3jEtbqUBtq4DXKBLj8t2388y7y+c3OFs3fdb8GfMn51TrFq6lmJ/PeestcHI26/dNp9vxm30zNOPOneepAu7RU9pfv0l1M8fwLKQmx6x0jrVtD2s2YfqkRzwPn48CPo7W2OsVIE25tq2wLU0t6aK2ryEqZRhPmD4+Z9oL6Wx/hdy1Ne5Ue2ak8lmXfDDgXqNPsWjKah7MtnkyarBxr0xZjVFhzNO/7BM31s0TPhrB+TlbW0ZUV6umamI+h7OeTady1wj0MPz0WtnLF9WtW+YHHz+Gt97KRuVm/Ez5/L1DZmRkZPyYnJyYz98oMp/H9+6ZKgLXvdjgssRgOLzqCrt5k+cqdbUy5QYXDWGLcUySCvxkhkZCpYJMjBOVYBN1J+gkZrVQCAEJFiDx7BRXxmgtSJQwGbRobJkipCZRJqfWt00jGZZF8XNccvAJh7ZWw7XVR5IO4KoZLAzNzYVlmfuI2MmTWi6yWafeECRBwv6eAilpliPkRpuVXWIauKxNnrDe1igkWmmsZo2SG5kUgOEc25GchnVGxWvkp+fcqQ+RIqHfV7z1rmTDMwMC8nmz/xsvlYn8Emd9mzffc1BBBNMp/ss32WlFeLM+s0nKejNGzOc8emRKSNuvNHFzFtEqpftez1xwd+48Hz27XpzjbjQpt3wmj7t4PuRKDn5e4C5HdN7pgjL5sCk27423mC0kDjHXNhOE1tjRkvyNFl7FR41njB+ccXJusdh5ifyNNnerXSzPQZydkRufcrs5IpeDo2PBo9UOT/pVdl8p4gdjolXC0+8P0Y2mORknJzCdsrNj9Gm1al43yyUcdxx6tbvmhXPpwn5c1BaL8Npr5kUmpSk/+OEPP5qSkJHxUyQTtBkZGb/wKGV6VC5z35tNE6FZLF5soLUJ3/xw89fduxddYR+a0LVaEUbiuaBdTmKSUOEnczRAvYYVG3WWrGKC8QoRRYSJRaou8malIGdFoAVpKlBmXR2BwrE0QkhUDLZUODYoDcISn7uUA7hyaD/swgLPc7r8aApKPRe0Ul45s8PhVV2tEEC1ykhVuLGTgG1zfG4T98ZYrkWjoaHRoJs2cKd91q0+zVrKPM0T4rB100NFKYXFOSpRjHSFXlwhtT1axSWb6pSFzvP4kSY46lEsGJe2WIRK3SG/VUM4Lm888Dg7Uc8Pau2VFuulBeOjGXlWVP0ANV/y/e+DQrL1pRYAZ++PiBeRUcm3boEQyMmInTs+1YZkPHdQkzm+r2ltu8SLiGQyZ/a0Qy5nnofAKvK9w3UA6qWYejlBL5Yk0qN+s0rVXTKfK4bvnbI3qZO2Nsjf2uBOa4JVzGGdn+KdH3KjNcPz4OTc4kl8jWf9Mrv381jTMYuZ4uD9xVXtx7NniCjk+nXjWNfrxmQNAjg8dxk275o7jtXKCNaL/OXneB688op5sV0OYPjLvzRWb0bGT5lM0GZkZPxCc9mUPRoZYXTjhulZuTRdWa3MlKOzs6uU//v3P6R2P0QQEMbyecLBYpIQLyN8vULaFpTKyCiE1YpoGhKEAp2kJEoSY6OljcSUG6RIUiRKCxQSqTWOo8zkMG0ErWVLtLBwXYHl2T/X5+2ngeMYl/XDLixgCjNtm5wMYbn8yEp0o2H+vayjvUSXK4znNus7Lrmyw2oFZw9GYFm06im0WkxElSCStCeP2F5PmMcus9BjbdOlng9wkoBkNAPb5WRapl/YpbzqcKMxxdExvfOUR4+hIY1LW6mY66R9qwSNGuOFzQ9/qFktFEQRte0ChVaBQjplNViwVg5xggnDIbzzDtRvVik0fFSqOX2jYw6kXDYXIVArp1QrUGsIOochyvaouwtqmznUeEr/YEHcG7G5afbjLG3x8NRcl9c2YlxHEU1W4Di07lbZKM4YjCxOf3jGYboFhQKF3Sa3b4Ms5PAGp7j7T9htr3AcOO877OldDodFdu7lYDRi0Nd0ThIjQNPUpDNoxc2b5iXRaJiynTCE/TOP8dpFKcViYUTtx/NnbdsI2i9+0dzhnJzAn/2ZiRbJyPgpkgnajIyMX1jC0Jiu87kRVnfuXNVpAmZt+IMPrmbb3rxpxIb9KeIxjiFJjEPremZpfBGTLGOkSrFzDlYxhx6NYTQilh4BHnGkIE0JcUmxcK2UglyRmpwDEBZKSyyR4osEDSSJxLZA2AqNxHbAcj9/Di18RtmBbUOx+InGMDBa13HMjYhSZlPHgVQ6qHyRud9ke1uD1jx7oiAI8Is2lZo0I2N1i8Kiy7bXJ1+2GCzzyDTixl0XR4XI2YRwpRhToRuUwfdZb8Y04zNS6bL3DAYf9KnXjEtbKhkdlt9p4pdcHh16PP4gNTFr4ZLa7QZrtYTlJMYaD9jMTRBpzKNH0OnAzlfbAPT35yy7F85krWbuqoRg54ZN3ZmxSmwGpyHlzSJtewieh1jMGT7so5Yr1tcBy+Kt4Q7DiYUlNTe3IgSK4RDyvmJrx2azFdPrSx59d8DA3QDbptjwuPO1GjLnkZ+cYT/+gO1mgJTQGXkcWbucTQq0rudgPOb4+EJvSjMBj/3958lc+bypq51OTQnCs7Mc0/Yd8wKbz81Uko+LWiGMM/2rv2pU8XAIf/In5vWXkfFTIhO0GRkZv5Asl0arBsHVQKPLjm2S5GpMp1LGNXv55auRVZ/GhSIL8UBKo29XCX46R6UKO+/iOpr48T6gCdwSUQgqMOkGsXJIsXGthDwBSSrR2nq+Siu1wrcjpLSIsbBM/CxIYRxa5/P5dv2jkg5MdNfkI98T4qPNYZenREqgUmEw97h1W4Dnczr0CQ/PwbZZb8RQqzGQa8SRZmP1jM1mxDTJcTQscu8lwVZ1hdQJcX+McCQfDJqM3DZ1RtxsThFxyPlpyvm5xlsMkdKItzSF6pqLs7NBEDu8/05Cd2BuMJrVBKu9Rk5GqMkUP5nRdKfEMbzxBlilPPXrZgn/6K86VwfabMLWFn67wmY9pM6QzsCmN7S4cVPQKq1YzRXBKiXeP6HoJ+RyEFl53uhsMF9KCjnFRsOkDBye2jQbmtt3JM01Qa8LP/jzFUGuBlJSLGhu/9YO0ncpzc8QH7zPej1ECOhOc5zaO4yCPMWmD5MJz/Yly6U2r4/RCLrd5zeFvm92fzS6mKx3lme+cVEfPJ2a+p5PG3+7tQW/+ZvGel8sjKg9Pv7JLrCMjAs+n++QGRkZGT+C6fQqcetySMJlPSeTCbz3nvlXCBM8e+eOsQF/FKsVWkNkGYUWRRBPl+T08vlntz/rmVpJ32clCyxnCTKJWaY+WkpAk7NjPBEQKRulBSkm6UAKhe+akbfPHVosEOK5KPw88plJB/U6OSeByfQTNbaXZQeTyVU5J4AulpiHDqVWnnLTQSnN3ltm/bvY9CnUHHS1RtfaoLY4ZrcwAMfhaFnHmw945VVNzk4RywXBJGKsq/RXeUQuR3tNUQk6WDY8fSbpfjCk2dA4jtkHywJRr1Hd9DkZeLz/wxVhalN0I7yKT6FdhDhG9nvUkx75vEnSePdd2Phi28R4DSOGjwdXB7S+DpubrN+vseGNUKMxxwMPXalypzEiX7ZY9lesZgnW+QnlksZ1oafXeHxeIggF682EUj59Xie+np/y+jeK5IuCbkfzne8KlO1CYra78w/vYeccqqtzeO991iqRmX4bFOnaG6y0j13wUPMFT458olVqRO3xMczn2PZVCtnamrnpiGN4clZguXnbiNrJxCSFfJqordXgt3/b5OPFMfzpn5qaoIyMn5BM0GZkZPxCcZnnfmm8XiZuobX5UH7y5Erp3r9vPlj/JqxWRLFxBi9XYpPxgoJcoeME5nM8XxBJH50rECxSJlOBFCmpFiht4VoJtqXJXQjaWNukQoIwAxY810wJUwg8KzUNY1Li58Vfv38vKD9K0Dq2xgoW6Dj5iEuby5mH1ubGwXGMTpK2hHKZQVzm5m0LbIe9Z9pkBvs+640EymV69gYqTrmu96lWNOPA59mZzxde0+ysxzgkjM4C/ILk3W6Lka6yVgq53ZqgFgH9TsJ4lBKdDfA8YyxGEZTKAvvmNZSwOdxXPNs352WtHEK9jl/LYU1HyO45m+U5lmV03VnPZuMVYzsfvzUgjT7UPLW1hbx3h93bDvXonNHxir1eka2XK9xwT0ilw6CbwnJBLeoYYW1Jut4WT4590hSub0bYnsVynnLSsdngjF/9hy1sV3ByAt9/xzc3b4sFxbzizn//Mk7eph6fk77zPtWCGXwwSKoM7Bax5ZFKl3gW8KRTIh3PrjorowjXvboHbDbN0x/H8Pi8xGrj5lX017Nnnyw/uDzBf/fvmqliWptGsTfe+Gldchm/pGSCNiMj4xeGSzF7GR97+/ZFtqxSpravc7Hk22p9zLb9GxAEBJEA1zWCdpEah3beQ0cxOA7e9hqxWyAZTumv8ixWFkHq4JIgSbFQWBa4xATKJtEWWgtstBmk4Ci0NjFenpuS6AuHNvf5FbT5vPk3CD6mbYpFcBxymLb5jwveS5f2w2UHQmDKDiYW128IZKnAcOUzenAOWlOtgl92Scs1+u4ma8sDdosDIunzwWQdezri7/7KFOlIdBCw7M44CRpMFjaykGNjXVAOe3hWzOOnFuO9EaWiOWdra+a6CkWe1v06w7nLkx9M6AdFGpUEISCqb1DLBzAeYZ8esLVl6rg/+ABkq4lXsImDlLO3uh892Bs3qHzhOjd2UsTpCfvPFBN3jZdftWjSJwglw7HAmw+oSdNMNQ1zLIprPDn2sKVidz2EXJ7OQcB0mLBVGPO1f9hGSMHjPZv3nnrmBPT7FOoe9/7HV/BzkrX0jOTN98g7xqkdySYzt452HRahzWoa82zaRPf6zwdDkKb4/pWobTSuRO3D8wqzlklyYDz+9PQDMMXR3/ymeR2CWTX50z/9ZPxXRsbfkEzQZmRk/ELwcTF788IoMp+yD80yqJTmGzs7H4o5+BvyoQzaNAXCEOv8FHs+JrXN+qt/Z4f4pMtg7jIIi0SJxCXEsVJyBCAtbKlxREykbBIt0RgX1xEplgVpqlEKCl5ipoRJQa74+Us4uOSyqQs+5tJe2LC+jGCx+ESNbb3+3FR8LoqVAlHIE+GhiyVa2y5a2jx5c2YUVb1Ou5lApULH2cZKQu7n9vFykvNVldNnK+6/JLh5Q1MWc04PU3JF49IOggKtFtxZn7IarFiNQyYjxfjZiGLRuLRBYAYdJOvbOAWX7tDiwRsrUixqpcQc6LVdCose4vCQklzQaplde/RYUL9vVgO6j8asxh+anCUEfPWrXH+tRDM3Z/XslAdPHLzrG3zl5hhrOaMzcBBSUw9OsWLT0DUSTRYU2DvzqORj1uopWJL9PUVyfM7N25LX/l4LBLz5MM/egTQvkMNDchtV7v3vXyNfkLT0Ocmb7+Ho0MTk+m0Cp4KVcxlMbKZjxWHQgm7XFKdf1Mjm8+am0XHM+RqPL1JFuhVGzYtGsdns03NqP3TcfO1r5r+PjuA//scsqzbjxyITtBkZGZ97PlPMRtFHUwzu3v3RjV+fRRybpILYCNokTOHdd/HSBRoBzTVotZDPntAdSI5nFSKvRLyKcFRMyQuwLYUCbFtjkxKlNgr5POHAkcblQ4NGkvcUUSIASa7w+XVo4TPKDi5m3Zo62sknHNrL2lUwQtLzzH9LCVSrDGYut17xIZ/ntOsQPD4Cz6NRSXE8SVyqM8xtsR0+YyM3JsDn3eEmYrngv/2NCcJx0FHEsjPj6aTOdKJwakVamy41PcCJVxwcC5LOAJTCcWB72ziui6XF5q9sE0aS04cznvbKNCpGsA2tNbbXE8RsinrwkPW2plQyaVWdVYViK4fWcPT9808csPurX+KVL7rIxZyD757R003W7jd5qdGD2Yz3D0u06wGt+JjV3EypCxtbjBcux32f7fKUXD1PPFmyf2TB4SGv/2qeW19voYG/fFTjZC96vmLh76xx7x9/kVJF0hYdojffRwchCMGqukHi5fGKDqc9m95QchY3zSrHdGoaKjFG+61b5uVVqZiXmlLwrFcyE8UupqPx8KF5PX4ad++aEgTHMaUK/8v/kiUgZPxXkwnajIyMzzU/Usxefoh6nlnaLBR+vD9yobZC4UOaEj09grMzXJkQNrdIPZ9RN+a97y/ozvOkpSrTfoRLjEZQdVfYIiXVFo5Jn2WpjEJTCCQaWyQIISBVaCDnaeJEgiXIFT+fkV2XXDqsnzDeajXTCPex6K5LmhdDqy7M1ysqFUZTi9YalNYLzGOP03f6EASIUpF2M4VKhXP3Gq4Oea18aJbep23mB33u7Ubcvg01Z8HJiUZYggfdBoOZS/t6jrsbM8a9CDVdMB4r5odD8nnj0iaJ6fKf2A0qO2VWoWTvBwMWThXfB5VqVjt3adOBszPSTo/tbXNNnpxA3NxACJh1lgz3PpbFurHB5q9dY7OVkK5C3vx/PkPfus3rryoqakQ0WfHguMLdzQWl+TmTsWaVurC1RXfk0F/muVEdIcplJsdTuvtLGI/51d8qsPXFFokSfOfJGt1nc3OT9uwZ3k6Le//HL1OtSdatHvFb7xFOQxIlSdtbyLxHruxydO5w1PPoxjWT2dzvP59Uchmta1nmXF82+R0P8xwX7l1NFHv48FPiLq6Ond/7PRNFslrBf/pPxgnOyPgbkgnajIyMzy2fKWYvA2g/POP20uL7G5IkZrl7MoHhaUB3aHPc9zn53jEnTwPzAa+3eTDf4eRIMR6krGYJTq1IzgqII5CklJwQKcBCARLPSkBKIu2gtTbRXIBjKYQlUEphSbAdSFIBQn6uSw7gr0k6cFMIVoTz+BP9Q5WKMfji+CoaOE1BeiaTNtAem7fzaN/j4FlK8vApNBomSsuRBKUmk9w6d+UTSvaSmS7w4LCIWC74rb+jyHkaJ14xHSXsjaqcnyQUmjnqOyWackQ0XtLvCxgOWc5SPM+4kbOZufYaX7mBdCSj85CnTyFftsDz6K8KbNzw8SZd1P4Rbrpke9tcS4OZh75Q58c/7JLGHzpox0Gst/nS761jpRGdLhz8r4+xXr3PN14aIgYDTvse46XL/c0JYtDn/BysShHWmhz1c4SxZGfNlLcc7ycsHx0jUXzjdwq07jcIEpvv7rUZPB2b3NijI9ytNe79n77MWkPTkgPiN99jPgxYRRbs7JCruOTKLgcnDnu9Iv2gaMTsyYlxVDELHzduGAfd941LqzV0Jj7PnHtoz7+6yVwsPv1CKZfhv/lvTPpDmsJ3vgNvv/3pjWUZGR/j5yJo/+2//bfcuHED3/f5yle+wre//e0fuf2f/umf8pWvfAXf97l58yZ/9Ed/9Ilt/viP/5iXX34Zz/N4+eWX+Q//4T/8rHY/IyPjBeRHitlHj8yHp+9/KObgs0kSU/93fGw+b996yzw++MD8jb0nKYenFieP5pydCVbTiKhQZSULhNMQW8fUKint6zl2iwOmM4soleQ8Rd4KzfhaAUpKXJmgtCBUDkoLLosJXKEuHFqNFArbFaRaIKTAL/01kWIvOJ8paAsFnIKLnYSm6e5j5p0QV81hs9nV8DbL4qI5zGZ7R+C3a0ymkt5bJ+C6WJ7NWi2BSpXz3A3yYsX96hkIyZuDLVSnx+2dkDvXE/JuwnSgGI7gYFCkN5Cs3y1zd3PGdJgSdqfMZ4q0b3Jp221zb2TbcDrKUX95E8dSnPzwnIndRGvNUhRY5RvcaM7g/Jxo75RyMWVz05ibcWWNQDnEq4Tztz/WINZuU2l53PmVKijFmz9QqP6QxmtbvL4zhKND3uq0qRYTrhUH6PGEp0+hdGMNikX2RlXyak51wwz52HuqUCdneB58/XfL1O40mEY+PzhsMnw2Nkv7vR7ORpO7/+evsrGuaTsD0jfeZdINmC0sxO4O5YZDoeawf2zzcNBgOHOMqN3bez7Ktla7eh1a1lWZ+mjh8ljeI/UL5sX26JE5oZ+G58Fv/ZbpOAMzcu173zN3NRkZP4KfuaD99//+3/PP//k/51/+y3/JG2+8wTe/+U1+7/d+j8OL+puPs7e3xz/4B/+Ab37zm7zxxhv8i3/xL/hn/+yf8cd//MfPt/nOd77DP/7H/5jf//3f56233uL3f//3+Uf/6B/xl3/5lz/rw8nIyHgBmE5NaMFfK2bv3v1MMZumZin78WMjXi9DEObzq/4VxzFLqCW5oDA5pZqPyHmKzWsONxtTtp0Om96AVzbGvPSaS3l8xNm5YKF8lONRtAJsmeJIRYiNBFwRoRTEOGgk5n8aywGEIFEaRypsGxQWli1w/M93yYF/kRqVpuYUPSeXA9/H1ytYrT617ODDmbSXgzG0BkolZoFDoWJT3ymwEEXOHs3QxyfQaNCqxwgpmOfWmBfX+WrpEbaK6IR1Dg6hlIx4+YsO7eISKw2ZBw5PzvLsPUmoNB1qt5u0nCGz7pLxSMFgSDCPn3f3X7q07o1N3GoeHSWcvtUlKjXAcegmdQqtAuvBPsxnxMcdajVjQnZ6krTRJggFnQ9GBOMPKXnPg0aD179k4zVKzGOX9//LCPJ5Xr6nWC/OiZ8e8Ub/Gq/fXlJY9VgNlpyeQvHuJsp2eTJr0xZdnHqJ4HTA0dsjCAJKJfiVv1umerNGd1Xm3f0io72xacaazbDbDe7+X36F7Q3Fuj9CvfUO4/OA0cTC2t2m0bIo1hwOji3eG64zHmNE7ZMnz+9WqlXjYgthzpNlgjqYrWweqjvEfsk4ro8fm7vIT8OyTKPY66+bH37yBP78zz/b2c3I4OcgaP/Nv/k3/NN/+k/5gz/4A+7fv8+3vvUtdnZ2+Hf/7t996vZ/9Ed/xLVr1/jWt77F/fv3+YM/+AP+yT/5J/zrf/2vn2/zrW99i9/5nd/hD//wD3nppZf4wz/8Q377t3+bb33rWz/rw8nIyPhb5jIJSKmPidkg+GvF7OXQo6dPjYjd3zeiBK6mH12/buJpv/Ql83l6/yXN3fQBW7kR65uSynqOhhyxPnyP0uIcdz4yLmq64OBYslB54soaXsGBMESgca2UlfLMdiJgFTugNVpIhAaBwpUKBGglsESK60kSbWNb4Pqf7+owIT7DpfV9yOXI2fFn1tHmcqb0WZtptwhhbjgcT0KlzCKQtK/nsCoFRr2U4fefwtoajg2NcgzVKh1/l7q74Galj7Yk3z/ZRHTOuXEDrm9FVPMRaaxNzecJ9PqCjZcq3NoOmE8Vk8MpqBR6feLYRHhVq+Z62j92qL6+S7mYMtybsFzAXOcZuW3iULG565A720MNJ1iLKe22OY7YLzFKS0QxHPzlxxrENjZwPcEXviSgXOa9wxLLvQ7W9gZfvTGkGI/o7814NF3nqy8vsIcdTvZjotQif3ebBJu9RYvtsrm4+/tzRu+YiVytFrz661Uqu1WOozU+eOYw2Js+z5i1mjXu/P6vcW1Lse6PSd96h/H5it7IhmvXaG9alOouh6cOb/R3mA5iYzs/evT8bqVSuRK1aWpKaG0bVpHFB+kdwlzVPAlPn5pa3M+6aF57zQhbzzPlDX/+5+YuNCPjU/iZvktGUcQPfvADfvd3f/cjX//d3/1d/uIv/uJTf+Y73/nOJ7b/+3//7/NXf/VXxBdLDp+1zWf9zjAMmU6nH3lkZGR8/hgMrqZqfkTMzudXNbMfE7NhaNKGLp3YZ8+MKNbabLq5Ca++Cq+8Aru7xhHM5z+U6vXkCXQ6hIM5sbLQb78D772HGy0gCFHFEuTzTO06nbhBWq5RbnuEkwCZJnhWii8jE8FlCXIiZBzlAIElTPKB1ArLSs3kMCWwpMZxNKkwI3C93OfboYUrQfuRxjAhrkbgzmefKmjhqjlsPDZi6fJHqVYZjG0adU3tRpXpyqbzTtdcD5UK7XoMlsXYWWNVaPK1ymOE1jyZrjE5XdDwFuxel2wVJziuZhVZPDkv8eDtiHpD0Hh5g/XcmElnReckwV0MUcsAIUxcVRiaP7UqNHDWm9T8FcP3ThmKBrG26FdvI+KIG4UuYj4jOjjDEyGbmxfHcmuNk57LtLOi/2R8dcCuC60Wd26k1BqSuNLkB29Z6CimulPi5Y0hzvkhhx2PpShxf3cJnXOePExxyz7e9Q0i6XM+zbPWkjAecfDenPDUiMHdXbj9KzXK2xWO002ePkroPZk8v1OUtQq3/2/f4MY1xWZ+jH77HcanCzp9G33tGts7gmLd4aRj8Zed68z64ZWovUgyqFTMcySEeZ4cxzyiWPAouUlYujipBwdX+dCfxu3b8I1vGHu+14PvftckLHzaFLKMX2p+poK23++TpintdvsjX2+325yfn3/qz5yfn3/q9kmS0L+4k/usbT7rd/6rf/WvqFQqzx87Ozs/7iFlZGT8LdHpGEdVayM6n4vZ0egq57JQgHv3mIcOR0dm7Oi775oV1enUOGqua3pOXn7ZiNiNjU/pF9ParCm/+Sb85/8MZ2eEVp7FO3u40x4FLyHd3EFtbUO9wXj9Lt3aPRLLpVaMEZbFahJiE1PJxwitCbSHFJAXK6ZJDg1G0CrrwsVVIITZR0sjhEBpgWWJz71DC1dJB58QrdUqOU+Z4QqjT++Ar9XMKnQQmPMHxvkTuRyhncdxBdWtAiu/xuxsxuyNJyYX2NPUCyHUapzZO9xozmj6c1Jsvn/UptTfY23LZb2Z0iwusW3B0bjEkwcRnZ5k85UaN3YUq7mi92yGRCN63edT6NptI9YODiW5ezsUqw7M5kSnPc7YpCdaaGmRyws2o32II6K9E3xPs7UFw7lLcavCac/h6AddkuhDzU/r6whL8pVXI6RvGhDPHoxhbY3rzQXXKlPCB3scLRvkixbb9QWLgx6HB5rSdgWnVWPl11jNEvJ1n/S8x7PvdFBh/FyQX/tSg/xmhTNrh8OHKzoPhuZFBohyiZu//+vcvK7ZKkzg3feYnM457dioa7vcvC0pNjw6A5s/O77BvLOA01Nz53hRs1Mum78jpTnvtm3OXxQLHoW7hLV1c6zHx8aB/Sy2toyobTbN6/2NNz472zbjl5afy7ukEB/NUNRaf+Jrf932H//6f83v/MM//EMmk8nzx9HR0X/V/mdkZPztoZT5jD02K6a026YsQAiMyr2wbKN8lZPCXd55YPPwoXFlQxOpSalkMkRfftmsYm5tfcqQsEsRe3hoOqt/+EMzvWi5hFyOcKWYLwXueoPKP/h1olv3icsNZqJEZ+xj+zYla0UpFzPup8SRwncSKjmznB3gYknIs2KW5i8cphQupoT5doJWoBW4doqwJQqJ7YDl/uI4tJ8QtPk8ubIDUUw8W32qRrGsq9iuKDLCKE0vkg+qNWZLi3LDpbJZZDaFzvcOzM2N57FeC8F1GPkbrLwqX2nsg+fy1ukaaadPs5Kw3oYtp0ex4RLFgoNpnb/6zzNqpYTWl7bYKk4ZdyP2H4U0nTHMTUPT9rbZh+kUemEF5/omm40VSWfEuBfTUU3GrbswmdCuhhTDIXoVIjtnl6WyiEadWLicdQRHf/Uhp9K2YX2ddiNhdyNGOR5vz24Q9Ga4L93kZv6cLa9H941jhk6bRlXT9qd0PhjS6UDj5TaymGdeaCHiCFsqlkcDjr93Chi39NYt2HhtDa9dpeducvxgxukbJm4MQJSK3Pi//jq3bsFOaYx48IDJyZTDE5ugvcvdlywKDY/RRPInB7eYn83MC/Xx4+fTwT4uai3rQtRG8HC+RdDYMsd7fm7c2s9yXtfW4Fd/1QxFmc/h/ffN47Ns/YxfOn6mgrbZbGJZ1iec0263+wmH9ZL19fVP3d62bRoX3QGftc1n/U7P8yiXyx95ZGRkvPjEsTFiBgMjTHd2jIgwyfRHcHzMKhDsrdZ5d3mT864kisyHZqNhPrC/8AVTgdBuf4aInU7NB+nbb5s/9v9n779+JMuy9F7wd6Qd01q4ubkW4SEzIkVlZmVWVnVXq2o2yaGYS3IG4Mxc4M40+oVkg38B+dRvBIERwJDNxgADkJiLAck7t5tdokul1hEZER6ulblprY/ZEfOw3dwjMiOrq6qrulmZ/gEGj3A3O2Z2zj57f3utb32rKkzsKRYFKfL5IJFg5Oj09Bja7WuEN2Yw+xanTT/tiRfdkElnJBJGj8nYpVxxkW2bqN9Ck21GtoLjKsiSiMKatiY24K6CjIMsO3h0FxwbGxmPauPKCg4y+heE0E4jtKb5qU6oXi9KwIvujGDw9MIwEHwGRHHYVHYAQChEs68TDkN0MUTH8dM+bDLaPoZkEq/hEvVPhC+tnOX2fBMvIwb4uHsSJTo4JRa2iUVcIvqAYESh3Pdx/6FM/mjC7PUIc8sq1mhC9bBPr+MQ6pdQZBevV0T7JxPB46zkDJ50lJTawCzWKQ1CHDMP8ThSscBieog8GmBW2njMNl4vaLpMdCVKo62yf69Lu/TYCUilkDSV60sDAlGd+sBgpxnHVTWSt2dJUyE+KlB6UMMMJQn5bYKTBpW9DuWKRPrZWSTDoO9NoikO9HpUH1aEuwFieC8sQPJ6CimZoOtNUdxskX/j6KJgy+9n/h9/ldV1mflgA2XrEZ3jJsd5hV5igRvPqPjjXjp9me/sr9A57Yp7cyp0R2woHye1suhPIu7vToZRekG8V612oSl6GqJRIW5fXhaMeGdHpGA+r7jsEl8q/FIJra7rPPfcc3znO9954vff+c53+OpXv/rU17z88sufef63v/1tnn/+ebQzTdznPefzjnmJS1ziVw+9HmxuisJmVRWV5akUZ22I9nFKFU5KGg/7CzS8s7hIhEJirbt1S0RxI5Ezi6fHYVnQOEut3r0rFsVaTfxeVYU3lCQJBjwNJ1UqNLUU7kwW/9osmmOyc6hSaWmohsr8HKTjFq45plvu0xrowuIp1EVyXfqWBwcFQ5kwtDXGrooiTbBlGQlQEW1vXdvFRcbjEQu648rouvuFILTTUwlPaYHr8+FlCIPB5xLax4vDprAsUDQZJxgGCTyJIHI4iNXsUHnvSBAgWWYm2AO/j4Z3FlszuJUqgc/H+wdxAvUjfEGFaFQiZ9QIJL04tkvLCfKd/2VMgB7ZF3LkYgMalQkHD4dEPT3UbhOvV5DrYFBwqkLThzw7Q3JGJebUaO432DIX6UVyYBh4KifMRbpg24z2i3gwCYVACgaJpD2UahoPf1C5IPyKApkMkaDNcqqL5PdxXPNR7vqQZjIsXA+QtEvIlRLdQhc7GCESsLCLVbo1UciVeTYLPi9DLYQqO1CrcfTWKaOuqEmJxyGVlkhcz2CnZhh5QpQfNTn5/oVzAX4/s//wZdavqsyHmmhHu3QP6xyfyDRDC9x8XieQ9NEfynxnb4nWUeuppHZtTZDZ0ehTpLaRYDR7VkX2eNXn0xAKiRt8KtA9OBD+emdR5Ut8efFLlxz84R/+If/u3/07/viP/5jNzU3+xb/4FxwfH/P7v//7gJAD/NN/+k/Pn//7v//7HB0d8Yd/+Idsbm7yx3/8x/z7f//v+Zf/8l+eP+ef/bN/xre//W3+6I/+iEePHvFHf/RHfPe73+Wf//N//sv+Ope4xCX+GlCriWDpZCKIzMbGmWXTmYdlr9Dh4YGXim8R4nGiUeFMsLZ2zmGehOuKhXJ7W5DYgwMR9rVtkXtNJkUYd3VVSAxqNUF6z8jsOJykE5xFSqUwfDKbm9BqutgozM865HIwafVx6w1O6z7GjobXD2FlBK7L0PXgSAoeyWTo6ExcFdV1sF0VcPFIE2RZwnZlbGQM3cayZVxJRvd8MSK08DmFYR6PILSa6GQx7H6+LnIape31LsitkB1E6PQV/CGV2FyAjmlQf1DCqrUgGsVruEQCNoSCFO0UL642UN0JFSvG3rFGxK6T8A2Je4d4tTGZGYnawM9JSeWj17vMXg0xs+RFsceUTibk9yYsqKdIjk08LjiWLAsZaENN45uLMR/pQqdLJ9/mY/V5oZloNEj4BkSULq7jYh/lUWWHcBj8Swk0DQ72bHbeaTz5pXWdxeSAdFah1dc5OlUY6mG815ZILxjMDPbp7NdQrBEDKUAqOqa1WcLsT2iYftI30xCNMpE92KaNc1pi//XCOWfM5SAYkohsZHCyc1ial8rDKsfffUyn6veT+Ttf4cpNDwv+Op7CPq29GgeHEnXfHDdeMAhm/AzHCt/ZXhSNGz5FagMBcZspygVX1jRxn2+VIwxzZ4y303lCtvAZ+P1CAL+6Kv59dCTu6b29z3/NJb7w+KUT2n/0j/4R/+bf/Bv+1b/6V9y+fZsf/ehH/Omf/ikLCyLFUCwWn/CkXVpa4k//9E/5wQ9+wO3bt/nX//pf82//7b/lH/yDf3D+nK9+9av8x//4H/kP/+E/cOvWLf7kT/6E//Sf/hMvvvjiL/vrXOISl/gl4/T0QkoXjQoy6/EgctWPHlE+Ntk68WHOLKLFQ6yuiqjsNKX9BFxXkNMHD8RiNzVzn+aK19cvRLXNJrzzjoj2NJsi+tNuQyaDGc3QiS7QNg2qVRh2xmhMSIVHxJMyHp/C+MEO5aZKx/Zj+4JEvaLhAjgMLA0LWXQLc8FBBlnCQULCwaNOkGURoZWQ8Hocxmdtb3VdQtF+9YvC4Ce0wA0GRXvfyZhh4/M1kdPiMNO8KOQTxWEGfQJ4vS7+2QgTTwCnVKHyceGcBc8YTQiGaAQXMJQJV9ItCAR4+yBFdFTAUC28XomFaBfXGyDkHdOzDV5/z2C4k2f+lXmyaZd2xeR0b8i4PyFFBcMQhDYcFsOlUNVo+7MkVkJcDReoHg04KHooR9ZFOHR/n4X0CM0xsQZjPPWC0HlHdeIrYRxH4uMfdagWzhoJyDLMzBAKOMx5a/hzUapNlcOHA9yFRWZup/EmA6Sbm7SOO0TCLtWel3RoRHuzgDl06GoxEithpHQKV5Iw20OG28ccfyRcDyRJ3EMer4xvPQfzc7iSQvVekaPv7V6ExYNBUr/zLNeeEw1EArVDOvtV9nahbuS4/hU/4Vk/pqvxvZ05yltNocXY2zsntX6/2HhOr+N0U2JZsF0MMpw7Y7y93k8u/DIMMTksLopiseNjocPd3HzKALvElwF/LbPkH/zBH3B4eIhpmnzwwQe89tpr53/7kz/5E37wgx888fyvf/3rfPjhh5imycHBwXk093H8w3/4D3n06BHj8ZjNzU3+/t//+7/sr3GJS1zil4x8/rw9PNmsWGRlGRgOcR4+4mDfJd/0weIisZyP69c/pad8HJ2OWNyOjsTKeVZkw82bojpsdlaEh05PRdX0W28J4lutCraUTgumEotRTNzg8FRjOBQLctDtsJTooWky0niMp3hIdb9Dc+hl4I9heCGkDcCa4LoSQ9cDyMjYOLaLIrlYjoLrSsi4GJIlOok5okBMl11cywFJxmPI/IQa2l8p+P3i52f4hs+HN6yDOWbU/HxCK8sXjRbGY/F/yzqTMkSjolVwMIgv4WUyGFO5X8Huj8Dvx2c4hCMSBAIUrSQvrrdQZIeTSYbWYQvVNol4R8T0Pl4hm6bv+ml3Fd58wyYWl8is+DF0i8Kpy+HDPmmniFcZMz8vOJjfL4ZTaRxHiUfJ5DQSaovGXpOPOyuMo2mQJNRqkcVkH2yLfqlLYNxAkiA0HyWWVLAmLq//1/rUAUt8acNgNjZiJmbSlcM0OzKlexXkl19k8UYANRIkdPwAs9IiklAptz0E5AHD/QKDvss4kSU6F0CdzeBMHEaVLvX3D6jlhbOEqgrNuazKqCuLaCvzgEvtgyMOf3B4IfUIhYh+4xluvehjJVgl1Dqhd1Bhe9ulps1w5SsRYnN+xuj8YHuW40/a4sZ+TBt7ZkaCrovr5zgX13L71M8gty4+0GAg7Pg+r0uYrosDZbNCYH96KjIvW1uf7297iS8svhjb/ktc4hK/8jg5ubCjnJ8XdloA9HqM72+ztafSGAeQlhaZW/WwtPQUfSwIgd7urkhZTsuq5+YuIrGqKha9R49ES8033oDvfU+kLL1esUBubMD8POPMPPvWPB/uhJgIj36urDnMeNuCJA+HUC5jTVwOCh4IR5B9XhRcAvIQ13FxXBjbGhNHQWckIoq4cCYxUCQHXXNQZAfbBhcX1VCwkZAVCY/viyE3gCetu56QSHq9GGEP0tjE7g4uiNxT8LjsYHo8xwGCQXqmjj8oE8yGMLUg9lGe6mbt3Mh2xtOAYJBGeIm43GQhNcL2Bnm3kCM8KhNwexh2n9yMTU8KkQgMGCle9op+9v7iiPmvZMhkFbqNCaUTi3J+wpJ6gqKI4ipNE9+tUJTIu7Nk1gKsxZuYfYv83ogdewk3ngDTJNQvko4KojY8LON3e8iKRPpmEkO36VeHvP7nPcEBJQmyWfxeh7hdIb0WotYzKBYcBocV/N96jfS8Bz2go+7vYPRqqAEvrZ6KNurilMp0uqKqMpjx451LMOpZjIs1jn94wKDnTC8Dy8uAomAtruJbzoBtU397h6N3yxekNhIh8NINbr3k40q4SLibZ3BQYfOBQ40kyy8mySz7mSgGb+6l2P6gg3t0/ASpnd5qXq+4ftPxYFmwdeKjmz1jvKORIKhPtJh7DKoqMi2plLgIrZZ4HB2Jx+dpcS/xhcMlob3EJS7xN47TU2GzBWdV12ekhU6Hwb1dHu1pDCQ/6vI869c0URz2aViWSDs+fChyv9PCrhs3xGI3LUX/6CN4/33xeO898bto9MLA/YUXmFx7hrw0x/0tjWZXpdnXCOojnl9uEK7tMd7cY1xro9pDOkOV/ckcZjCB4ZNxVQ17bBHQTWTbwrIlRo6HiavgV0x0R3iJOZIi0q1YaIqDJEnn9oOa7uBICqrsoH0BmipMMTXXh09FaX0+JJ8Xg5Hwox18vmn+NMUPnEeuLUtEFq1ARET0U0l0vwqNOuWdDo4rgariV01CCR3XH6BsxXlusY7iUTiyc5ilhmgPq5nE1C7+mIbfB46i0x9rHBQ9DE5qzKyFCIYgX5Q5edhBajWZC4sOYD6f0ImWSlDoBGjLMVZuB5k16lQrcFJQOPGsiieaJrNuHp/XFVHK4xN0xmB4WbjuR5JcCvebfHLvjJBFoxAIMJswCU/quMmUcPi428ExJ2T/zvMYqRCabKPlD0m5JXpSkN5ARm3XkRp1mj0Nz9o8vpkwkayXZtVmcphn/8en59LTcFhsKFFVBss3iK7EkGyL+g/ucXi3fUFqYzE8z17nxktBrkcLRAd5xvkyDz6xqdtRZp+fYe6KD0v18sFBjIfvdnH2Dp4gtdMAayAgDjklto4DOycGzdQVkS0xTUFqP09KoCji/k0mhSB4PBayoVrtJ5PhS3yhcEloL3GJS/yNoly+kBksLFx0haLVovXRAVsHOhNPAGN9nqs3lPPF7xyuK9jw/ftCLjBtI3b9uojI9noXbcLu3hWR2eNjQXpTKbGifv3r8Pf+HvaVa5z0otz/wKR8t4Sbz+MtHxDqF0iMi2Qmx1AoMO6ajFyDFlEa/jnc2Rw+dUzUP2LsqLgTi7BnhOTaOJbDwDGwXQVDHuORRkiSy8SVcSQZGQdVsXElCWwXCQfNo+Eii45hxheH0MLnyA68XvB4RGGYNfmJOlrgfEMzGAi+47pn0fpIBMsGDAMtEgBNwzrKU3t0EaXNBjoQCFAPLzOrVcgkJgzUELvtJHKnhc/q4LfbzGQlhnKAgNxHCgYotHxU9vt4wzqprM64b1Gqa5w86pMcHBENO1y9KjS9ti2K7veGM4QiMvOLCjG9y/aRQaXkUPfNQSiE1O2w5CkgawrDAfirh0iOjZxKsTjnINkWD99ocXR09sXn5vAaLjEaZGZk6sQZjWVO3z1FTsZZ/OYKxOM4ozHBxhFZqUhpGKY7UPB3CtBuUxv4CK5n0HNpEjGbcsFm+GCPgw8uCtGSSbEXRNVorTxHPOdFmkxofPdDDu73L0htIoF66xrXX4lyJ3VKfFTALZW49+GExiRI4naO5VsBHG+Ae8cR7r41wNrae0JTqyhCUxuJCNnBtF2u68J+XqcaOwvjTiaCnH6eRZckwdKS+PCJhGDLjYYYJI8eXejnL/GFxSWhvcQlLvE3hnr9omHC7OwFmXUbTfJvnbB3ouMEQoSuz7FxTT63fTpHtyt0sicnYhX0ekX6cWFBRGju3xfyg6MjsYhOS6sjEWGL8Nxz8M1vwsoK3ZMWD799QuX1bZz9Q/z1Y9ZCFRKhCUgyhk8iMhvADYUpOmkeuWv0fSk8fpXZBZWZYJ9638CRVXR5gu5OkGyH8USiZ/uQJZeY3MZ2VVxkbEdGcl0U2UFXwEJGcm1UyUb2aDiuhCy76F+gCC1cyAT6/cd+KctgGKLBgjlmWP/JRT3hsCCytn0hO3EcwONhqAQxvDJSOoXu1yGfp5yf4Gpi8PitNqFsADcQpGFHeCZbR/XpHDoLWL0hUqdNzGngc4d40yG8HhuzN4FYlELLYFxpEoyphKMyJwWF8sGAZr7HgqdEInHRbKFWg3JD53CS5ZlnIOSzkGSJ0xOH47qfQSwnpBatEnPBFqgqrbpFpJ8HRcEznyYdG2M12tx9zxSuVD4fxONkkxP0RonwcoK2aVCpQOdhHv/1RdK3ZyCZZNybkBodk3Qr5NtBGh2VaO8Y+n3KkziR5SielTni3gGnRzatd7co7V+c91xOGDO4qkZ97SWSGRlpNKT5nfc5eGQ+QWqlqxusvRjnxVye+LCAVi/xwdtjakM/oetzrN32QyjEZiHEh2+ZjB7uP+F+IMtC6pBMCl4qyxdmBcdFjULwigjLO464jz+nKyiSJMLL2eyZ2P3MT21qaP2TWuxe4lcel4T2Epe4xN8Imk3OI0/ptKjXAhic1Nn6/inlugqhEKk7s6yuSU/qZU1TLGzb2xc9NefnBZGt10WThNNT8SbHx5wLYCVJrNQrK2IFjcVwj445/c5Dtl+vMK738CgWa4sTNtYdQosxSvFruHMLBK4v0oitcr8Y53gQZ2Rr+AIyG6s2mRmJcdek1vHgqhpB1UQaCf1ua+xj5OqosktU6jJ2FJAkbFRkQFdsZEVC5qztrWwhaQqWpKLKLrpf+2u+Mr9cfK7TgdcrCsPGP9npYIpplNayLgiQLCNS84j+yK6mobkTxsW6aCZwVkGYjQzA56MeWSGrlEkH+rQ9SYrDCE6rjdJrEZY6RJMq+AN4GDMYKUjBEM2GiyrZ+CIqCjb5po+T+x0oFFieNVlbu9CFFotw0EkwljxcuSoT9Y3ID6KYp1X28zrWlesgSSSaO0Sj4CLRL/cI9EpIoSDBtI9YaEJnv86jR6KzLLOzeAyJGX+HgNtlHMtg23D4oI/d6pJ9eQFjPsUkkkRxLObtQ3zDBsd1P+2uTKJ/CKMRFS1HdD6Ab3WWoNOmuDfg9Ie7dOsXAuapl7NreKldfY10ykEa9Gl++132H42fILVsbDD3fIavrRSI9U/wt0758M0Rla4XY2ORtTtBlHiEnUqID94a07u3/4Q11+NcVJLERmUaqS1WFI71VdzEmRbp9PSJFrufwcyMOJimCSI8GIgD5fNCK3+pq/1C4pLQXuISl/hrR6sl1hVX8A6yWcE9t95qsPnDCv2hghILs/LaLHPz0kWV/2gkGiI8eCAOIkkirJPNXhR61Woi/FevCyI7MyN+TkvkpyK9ep3RfoFH90XqGI+HxHqMa7+7SOiVm5BM0jfiHPUTVOqKMM4vwLjZx3EkwmGJ1XmTVFoQUbM3oT3SsGSNkD5CGQ2wJYXiJI6DhE8doTJh4ijIkouFAjho7hhUBcd1cZAEwZVlLFdFVVw0Q/2buky/FEwlB6PRpyxDp04H4zGj1uhzm0VNEY+LSzoeX1h4ARAMMkFH9mhMgnECYQVOTigejXENYYTrH9YIL8VwgyEG+FjP9pBkiZI6R3ekI9VqzMglvHYPJ5km5B3jtNp0vCnGehDdNVElC5/fpdzUaDYcilsdvLUT1tbEXklVxRCt1GQ2ezk2Fkb4/DKBkMxx3c+o0OCwHRWbK9dlofERnmSY8UTGrdbQh23U2QzhoEvK36O41eb4WNiCTVviGu0y8ayHtp5kYkkcv1NE9npYfD4BqRRNLUU8bLEkH0KrxX7Jx2jgkuwdwGRC1b9IdCFEdDkKgwHlzTr73ztgYgrCN7XzCoXAMXxUr36dmZSF1O3S+t4H7G9NLq5TPA5Xr5K6M8s3b1ZJjPKE+3k+fGNAuamjLC+wcjuAkY5wWAvw/rs2zQ8PhIzgMWI6MyP2pSBIreOIeaJakziw53HnFy68ah8+/HwpQTIpPvzUfmIyEQdrNMR7/qTKw0v8SuKS0F7iEpf4a0W7LQKrXdEwifEYPv4Y9t+t0XuURxoOiMXg2i2ViFkWacL9fXj7bfjBDy66AlUqIvKytwcffiiek8+L50vCnolWS0RyTFMQXdMUaUhJotrS2KwmGESyqBurrPzmMgtfSeN4/dTqErubE16/G+SkauC6ohjJ74c5X53FZA9vQEXXXIyAymTs0uvBeKKgeDR88hB1PKA58dOa+JGAqDZgbMtMXBVJcnGQkQGPYoEEjiPhImMoNpLkYqGiKqB5viCeXWdQ1YuOYZ8uDNNDBopt4k4shq2fXMijKBcSlSkxdhwR5bTDURTFFaRGllE6wmmgVRqdaxVmEyb4fLQSq8zIFVKeNq1AlsokgjMY4ivsEVRHBKMqetQHjku7OEBPR+mMvWSTNqYp4ZFtjup+KocDhodlElqbGzcu9k6lEhw3Q5QmcW5umKgeGdcXoFkyaT88pZB5FmIxFHvMSu8ucjxKf6Tgqx8j2Rae2SSG7pJwqxSOJhSLULDTSB6d+XgfuVXHm4szwqDRgMbdE/zLaTKLBiQSnLpZlnOiEcSo3OHRsRfVnZDs7oMLjeAC4eU4mTmdft2k9EmF/R+enBNVSRKcOxAA2xeksv41ZpMmcqtB6/sfsbdlXQQ8QyG4cYPwM4v81vNNMuYJycER997sclrRkBaXWHwmhD8XJd8M8N67LsV3jsU9/Zg1VyIh3nMaqQVBaptN2GkmsNc2xA05mYj7e1pR+mlEoxftyXRdHNB1xcDb3LzU1X7BcEloL3GJS/zS0e8LDvrhh/BnfwbbjxxahT5ytUz3wTHuu++hf/QOM70dbmaqLKUH6OUTEUl5803xePRIkNeDA8ES6nURrZ2a1/Z64s2mtl0ffSQIrSyLx+IizMwwCSfYZZXj4HWc3DyhhShr17Rzmd29e3C0O6Hdcml1FfB4mJsTNWYbGxC0W1i2hKSraIqLHtAZt4d0RwoTR0ZWVTz2gIk5pmEGGLpeNMUmqA4YWhoTSRcE1pWRsYRmVhZRXtuV8HqEJ62FiqqB/gUrCoPPkR14vSDL+AwXHIdhtfeXHmcqOxiPzzqGTRGJ4iKJDmJOgERoDKenFA9G5yFib7dCbE20+TIlg5XsCLtv0g3NUh8F6Jd6LEiH+MZtBol54v4RWr/JTiVEeCGCg0xuxqXbdWiMvLT7Cif323B0xNqKKBALhcQQLJfhYWeWRMQhE7OY+CNYssbwuErxYZPWza+BpuEd1FngCAIBWl2VSOsQKRREDXjwaRaBYYV6HYplmYIyR9DvELcqeDULM5bBceF4a8ik3CD74hw+v4QdCFP0rXB9xSSrVugWuny86yegjoi393E1jXZojuh6klzGon465OidIqfvX7SSleWLplxWMEp59VVBautV2j++9ySpNQy4fh3vrTV+46sDcpySHByx/X6b/SMF5heYvRkluhKl0vPx0UcuBz/O49y7/4SwOhK54KKSdMFFu13YPvFirV09E/m6QkN/ePh0KUEwKAo/VfWCIU87OfwkMnyJXzlcEtpLXOISvxRYluCZDx4ILvrw4zEP32pjnZYI1g9YkQ+JTirM9ra4pu9yM9ckeyUoDN0lSaQGWy0RfjNNsVhNtXGZjGALPp+IvJxZGuG6F96zkYgIk12/LlwMnn+e1vwtHg4WaRMGRSEcFgvm5qaQ2na74hA+BoT9FnMLMrk5maWlM2mm4zBuDzEtFd2v4TUc0DSGjSH9kYotqcjOGMPuUx2EsCWNiSOjSg5BqcPY1c4itGeEVnLwKA6yIuHaLi4KuuYCLrYDqiqhG1+8afqpTgeaBqqKN+KByZhBtf/U1z4Oj0dc5sfhOOAqKnYwiqTJ2OEYHo+L3KgxHEK7cSa2HQ6FXtPnZZheJCY3SWsNBv4kebLYlkMyfxcdE92rEsr6GY0V7KZwCtCzCTLJCb6ggtkcsVeL0GlYNDbLyNUyL70kCh29XrGZy5c0DidZFmZMgt4JVjjOcKzgbD7isOpn9OxXQZKI1XdIGl3weOh2XILNIzzzaWxXIkwHqdthNILiMEKhH2YuOUJvlgmlvHQ8SWxH4vDtEhIuS69kkSWXrqkzWLzGrZU+MbdB46DDew99JHwDYu1D3ECQTniOxNUk2fCQysGAR98v0ty7cD6YuhH4fDCJJCkvvsR8eoRcLtJ5++GTpFZV4coV9Geu8mtfs1j15EkNjihsNrn/UEaamyO5ESe9EaFp+rn/QGLrxxUmdx8Kp5IzBIMXrXLhwqZtMIDtXZlJbklo4iVJbHA/r12uz3fRcnAqOfL5Lsjwpa72C4Ev3kx5iUtc4m8c9bogsqfHNqNik/pHR/QeHpGmzHMLNf72qy1ubFisRBtksjLetRz8+q/DV74iDjCt8LEswQiuX4dnnrkIk+Zygi0sLIjQUTwuFjVNE6R3dRVeew1+7/fgzh3GoQR7eQ97eyKaN60RabcvXID8fnHYGzfgaq6LooAn7MHjER/F4wG6Xcamy9hR0QwVQ3dB1ykdjrAcCUVXsc0Jg67NBBVXAlUSC6zhmOC4OLKK7ahnkgMXjzJBVRwcR2iFVV1GUSVwJRRV+sLZdsHnOB2c/cEX0X8qp4Mp0mnx07IuAnCWBW4kiixJkE7RHhkk5Tp0OhQPR2JMAZ5OlcSVOEQiTNBYnBlhtkeMo2mqwwCdqsmKvYN/3KIeXCIbG6H22+wVRPFfaD7GlfkRliNTaOjUezr5nSH2zj5B3eTll8Xns22RSNiqJ1B8HmZiJgNPFL/fpVcfY2/vsWvOYV1/BoC5+sf4AxIWKpOuiadbJzAfo9NXiJolbHMiis6UWcoNjUV/FWk0xDsbp4+PTlei8mEeIxUidyMCwGnexfe153h2rUvQaVPd6/LOfR/ZYJdo+xA3GqMXnWPmeoyY0ae03ebu/3rCqHYRKZ+SWsOAcSJLMfs8C+kRciFP5/1tdh89RmrPrAvkZ27y8isytyLHJDqHDE5qvP8+OJlZgqtpZm9E6Lk+tnYVHv64zuDBwRMEc9pVbOpfPCW1w+GZFDaavuil2+t9vj7W43myk4Npil3qdPN8qav9lcclob3EJS7xC8NU0na4M8HKl/AcbUOpSEQbkMtYXLulcvXVBPLcrFg8pgaioZBYxN54Q4Rz9/fF32dnBUHNZDhvDdZqXbCX6SpnGCL/PDMjQjrPPw9zcziyeh4lrtXEo9kUT5+Sn1Tqgien02LdG9QGNDoqruE99701DKDRYGzJmHoAFQuvx8HVdE4OLCa2TDAsM2xbdPoyiuQS9Y6wXRVcF50RSBKSLDN0FFzXRcbBkMcoMtiOiMxquoSsKsiyg6yAon3xpukpoTXNpxSGTSO0PeenMsQPBC4ivvLZqXJdwDBwvH4IR+i4QeK+IXKjRn+oiCgtQLPJzJKB7PdCbg6vOyRJFdvwc6iu0Bl7WKx/iNJv48gq8cUAI1PCGHU4Knno4+PaswbpDDAY8t5RktHQoXhfyGHW10WX5URCbJ4ODyX2J3P4vQ4zgR6N0CI+j81o/xSz1OTAdx13aRnJdVhufYAa8jGayGiDFrLkEkpoNJrgbxdF1NLwUpwk6A4U0uMTIQ9OZrBsidO9EaOTKslbM0RSOq7tcLA9IfV3XuKF9TYeq09xu8O7n3iZD7cJt45wkmkGyQWWrvnwOn3yD9p89F+OcAaj8/M9bczl8YCZnqeUfoalzBA5f0z3470nSS3A7CzSndvcetHLSzNHhJuHKM0q777rYsUz6AtZZq9HGKtedk88PHi9SWurLOaBs+s/7Sqm6+Lauu5F4mZrC0w9eMF6p0x3NOIz0DTxvGBQHKDVEhdn2mb3Ulf7K40v3kx5iUtc4m8EwyE8ujems11E2t0hZZ4g9zowGKKqLvOLCrORvlhs/uIvxM/jYyEw/OQTQWhbLbF6LS6KdrULC4JpSpL4+7QDmM8nVtRpIYkkCWZ68ybMzTF2NapVYUO7tyfcCQoFQX7icfEW8/Nw65Z4G8N47Iu4LvkDcdxAwothCKKkaUCjgWkpmFoATZpgeBzqHY1ew8SyJTSfSqc+RrIsYr4Rfo/FyNGQcNEYAy6K4mI6oixflhxkTUKSJbAdJED1KEiyhOy6KJqMon/xIrSqeuFM8ESU1uvF6wVJlrEdiXH9pyMXj0dpp3sk0wQ3FhMEKJGkO9JIOmUYj4X9lSyD66K1qiQ34hCNYkk6C+kRdnfIxBumbMUZDRwWzG1C4zoFdYH5GQu336PWUukOFDpOkN/8+gTNpzIcuHy4FxL1ivf3kZoNnntOFNsHAmIMbh15GXlj+L0OqibjRiKo4wH24TGd6ojT7AuQSqHbI5b69yEQoDdQCPTLqJEgHh06lSFuoylcyFIpik0DRiO8gzqhhIeOL43tSBy8W8U1xyy8OoemSwxbJqfHNtn/4VVeuNJGHY84+qTNB/d1liJNQs0jnEwWc2aRtWsaar/D/gctPvlfDp6IXmqaCIpqusRwZplS7Bor6S5K/ojuvQN2Nq0nNyqpFNy5w8pzEb65fEi4eUigV+LddxxGgQTa0hwzG2FkQ+Og7OXROy2K22ce0+02cBFgnW5GXVeMnfFYTCVDvGKuMAzxy0ePLnT1j2MaZo5Gz+wTqmJS8PkudbW/4rgktJe4xCX+anBdejtFtv4/9xj/4E2Mhx+Ra9+ncdBmaGmoQS9rc6bQBZbLQrM2mVz4Lem6iJgsLMArrwjZwc2bIgxkWWK1qtXEe03DcYMBjEbYjkTHSFFO3uDImePRnsYHH8A774gCtK0tkeo1DEFg43FBLq5fPy+A/ww6pQHdvoykKsRmBOs6J7zNJuZEZqz60RQHXXXJV3Qm/Qmy5FAb+JCHAwLqiFRohIvM0NHAtpBtB0mWkSSXkesBXHTJQlEvyrg12UbxaLiKgoz9hSW0cBFVfYLQ+nxI0tn5dt2fSkcLQkc7LWKfRt4dBwgExR/SaepDHxmpjGwOGYzki4ZTtRqZ1QCK38CzmEF2bSJWDdmjciItUOoFuKpso5ROGU1UwnMiuudz+xwXVTqmji9q8LWvSRjyhP1mlMNDl6OdMe7DTaJBi2eeEXs0j0cUHu50UqAoJEJj+loENehDajZEE4iKRH39ZYhECI1rzE6OwDBEt69+hcBMkKEpMTqpMGiapGdVSCUpNzSMdgnZnhCaj9KYBBgMJQpvH6N6NRZemgGgstOm05NZ/N+9wnNXuki2xc5HPR5uyazEmgSbx9gzOezZBVbWZGi3uf9Gh93vHj4RTvd4xC2q6jL97CrF0AYriTbKySG9+wfsPvoUqY3F4M4d0jdTfOvKAYn2PvHRKR99YFO3I6irSySvxPEHZQ6qAXbv9jl4ZOJs754Z8IpLefWq4KLTTVGtJoKx29swsM566fr94rPu7JwT4ifweFcxEPNSIPDTFZld4r9bfLEMDi9xiUv89aHTgb092p8cs3es4brg91j4oh5OWIVYAG9QZWVVwhOKiFy/xyNSfI4jojaSJMzucznBYlxXHLdYfLLFpd8PPh92rUmv69DtazSkOE0txbAuHAoef0jSRa1YNCoITyolePNPgutCflekKlOz2vl6ZhiIBbLXo2/quH4PHrVPd+yh50pYA5NG38MkIBFw26S0Fvj9DNoari0Kvgx5iKSoSJaCaWuiqYJs4UoyOC6uA6piI2sKkqKIjkmK9IUltIGAkC4+EUQ7Eyz7QirD3phhDSI/xbEkSURpT07E0JrqLC0L5FgMd2wy0CNYVovU5JSSHaBQ1Yh4xZur3Sbpa3EK/RHjnSpzsQHbvSFt18epm2VNPiRDiUkzSD6ZJTO7T6vZw9FjVOsKuuTn+Ts9jk41drcsPikn0bUKsUiFdOaQhYVVYanVEMG/u58ohG9niDun+LQJthJGaVRRhz2sYpEjbQ5j4zn8D94l0ztiaPhoyAFGIwtD6pJMqxTyDup+gUFokdyNKPlWm2Z7iEcp4KQX0Ocy9I4PKeUtgltFwhtZUleGVLaaHLxd5urvLLD2f3iF0b9/h7s7Pu6+NcSj6qyuNtmtuXTnF1AnE3JmnpPjBu98T8MXPCD7yvL5TtAwRLBze1ujl12nhMOavM3OyRE9JLadRdauqhcOFOEwPPssQfUev6Mf88NtCxmXrc0s2ZyfpbUlIpqK57DEccXD2DEZmy4rThF1MIClJWRFYXlZnMd8XtzfpZL4ub0Nq6sqgfV1IVtqt0WKZmFB7GY/PWimzRcKBXHARELInAoFUQgwGIgd8BMpnEv894pLQnuJS1zip8dgICb7/X2oVukMVPbKQVxFJbwUg+wMVTkGuk4irTA3d7b2nZwIbVq1KlJ76bTI++dygsT0+yJK0mw+KaoMhZiE4jSPu9TvdyjXDXq2l64vha2KRUbTxHozVSHo+kUgNxIRC53yU3LCUgmGzRGK7JJZNDg9k3B6PECvhzMa07NCoCp4vQ6ltpe6azEauNiOjGxZZHwdNAdsWadl6tiOkBYokoRXHjFyNUxUJMfGI09AVXBtB1wHRXaRVBUUGRkHWVO+sIT28Qit656R0DM5iTcMNCcMemfagSc6JzwdiYTYB1nWRS1huw3haAS7UoOZGeqnBdKhY6ryOsOxSrMJ0RRQrZJavUJls45/Kc1g8xD/uMlISZC3M+QnQ676Dik1ozS1OAuzAXrNJo5j0W5DMKBTqKh84zc0up0xR0U/JyUV6a7LbyQ28aXTzM4Gef55+NGPBLG9dxji2XSbmLeH0u9hp1LYrQ4en4ZZ9bKnzrCxvIG+84CF8S6mepX+SEEaTdAVl2TUoZQHJVQjeDvJ3AsZTn58gNkYYKltgvEw1XYGo5/n8OMW11IBZp9N06uNGNSH7P/whCvfWubm//Qyo//H+2zta7z74zGaK7G61mK3Bt2FJULjMfFBhXqlwo//TOHXPUckX1g83zX4fKIGc2fHQ2dmHaXssi7tsHMqMQC2nEXWr6nncncCAbhzB11R+Kayzzv7ExjZVAo5ej2DGxuL+HWVOT1P/lRmYLmYY4v16x2M0aYwqPV6SaXEGDo4EBL7fF7InlwXVlZkQisrohXh1N7Psi60KY9jZkZMIkdHItwbiYj3ODoSB9zcFLqkqenxJf67xSWhvcQlLvF0WNaFNKDXE+0m8/lzr6WeqbE3mce9mSO8kQVFOZe4Li6K7B2uCweHYkE5ObnQqU1Jyv7+Z2x2LEljYMToehJ02w6tdws06y7Nrh8nHEFLRAgGpGlbe8JhQWh1XaxLXu+nPEl/SpRKZ5nN4ZDZ1AQ17Gd0ZsVpGECvhzl0MBUvkizR7Ki4todi3cKrmhiKhqv0MZQxqiYzdhS6Ix1sC0WykRQJj2Riugq2rSBj4ZEtJFXBtiZIuKiSi6wp2I6EqjiomvSFLAoDcZ2m7U1HF8YD4Pfj8w1AguFIFhuhn4LQyrKIwhcKnDcFcF1wXAknGkMZD2kcBpkdVUmrdQp2mkLLRyTQQQIUc0D2mSTHvRHVrSDpYIfRcEh94GenFuVvvWgTazUYN/MU/GlCmQlWp4UTjlIs2Hg1H+vhDhvPR+H9HqfFWYKnO7z5to9fm7nH7PMv02zK3Lwp5DCHhxDyZbjhO8CvefHTp+8xcEYWulNm7PWyE17hysII9XCXFXefTWWFydjFY1gYOgS8FpWdFlLAz5U7PuZuxTi520CulujgJb4QpHI/TnpS5+CNAmvfWmX563Ns/ukB/c6E/BtHzH19mRf+4CuM/68fcXDg8OYbEoo7YHUdQWqXV0maY8aTDt3TCj/6bwq/pp8Quz1/fu4DAcEBd3e9NFNX0BSHK9IuOyWJkSSx5S6wdlW9uIxeL9y5g6yqvKzsEMmP+LBn05TmeecDneeeXcBrKCxoJ+SPJjza8TIwba7dnBCaPBIR11gMv18U3R0fi3nn9PTi+i8vS0QWF8VkUC6LucuyRAT205gWhu3vX1gFrq+LOavTEeS22xUR3Z92d3yJv3ZcEtpLXOLLiuFQENXBQEzgU3/GKYmd5ttHI5GO6/fFqhEKMUgusOus4hh+Yf8qQ6ctSMXKijAtwHFEDvD+fbF6BwLYhh/Tn8Sa6FgVC9uRmNg6Y9XHWPMz0oJMNB8MwDqoUdlp0+4qeP0SyVtp4rNekkkRRAkELlLLf1WUSmIxxLKYjfRJRi3w+8+L7A0DKDQxxxKm7KXXlyhMNCRTJxYwkbUJqrfPjh1FM2QUy8WcKAzGKrYtE1QsoYd1HCxHw0LGkKeWXS6uI+G6Eh5d5MttR0aRLVRDfarO94sASRIRtk5HDMNzQuvz4fU4ICuYExm71UX5KaNjqZS4lqoqhnAgcBaljUcY1+oQTdPt1Uj19imHs4zG0KzZxOaBSoXE4iKVTR/B5SSjBx0CToemo1Mcx8iPZa6myjRKUVqlANlVme5QxrLBI0+oNDx48HBnrU+xEmbidCnXUrBV4qPv2tyZPSaTWcRxRCLi0SPY3NEwVtLcjBUwhmUmwQxj08Hvc6GSZ6Qvs+dZYy03Rssfs+Ivsd1KYfYtjIBKxDOkYAZob5fYDyxw7UYKOh1ODiyMVpkmc0RWE9QfDpCkIYV382S/usjiqzn2/uKISn5M4H6e6M05vvoHd7D/b/c4PrB5/S2Jr9Nhdc1ltw7dtXXSo00mWwOGByXe+HOZr2mnRK5fkMNQSGxkDw68VKJXUBWXK/Ie2yUwXZcte4H169pF9l7XhRWfqnJV3iJcucuPGxb14AJvvuXlmVtzzNzSWPXsc7g3YG8/QN+EZ56RSDgHYv7KZpFlicVFMX6mpHYqPVlehlguJwbE6akYHLYtIq6fnjymnRz29gR5PTwUoedaTbDkRkPMgcvLFzYdl/jvCpeE9hKX+DLBtgU5rVSe6J/+VExX3k5HLD65HCwuMk5k2d3XsSeCMEzbqk+7CQWDMBlaDN/8iNE7dxk2hgxD85i+WSxpBkYBwRBVRUQ7dP2J6izXHNPbLdFvmPg8Lsk5L7FrGVIzohHCL4rEuq4IxpRKFwb/2ciAjGqBYWCjnJsoeHTxZNNSqFthDgsyi1GZtasy7qgPWo+aA1gOiuFB64zpWH6GpoyNhKGO8ckmY0fHdFQcVwHXRpctVFVmZErYyOiai6RIZxFaF4/viz1FBwIXhHZan4Pfj6qCprlMXJdhtUdg9ac7nqKI45TL4v/ThlCSouCGI5DJUN/aJ9ioksn1OW0YFLpBor0ekiQh5XLk7iQZ1AZUNyOE1AYRpUtzkODhjsZvfzND5L91MCd+Sscq/mSIhNump4Tp1Ye0gn7CtRbXVsd8Iseo22C1mmzemxD8Lw9Y/p8y1GoGt26J772/D/ePw8S0DoqRYsk5Yt+zSn+ikgyNaJwe05tb5EBZZTnn4j85ZiFqcFDxM+qO8XgVMsM6R7Uknt0yh8Esq8/NwWiHk2IPrdekY0fR59L08scU94f4UjUiqwkyd2YofXDK4b0u3kgVYy7Jq3/wDD/4vz+ksD/ix29r/JpdY3XdYbcJ3SsrpAZbFA9N2rtV3v2uxFfgCVIbi4nzfXLip+BeQVNdrrDHTk1iKElsufOsXdMu+KCqCuNnTSO7ucm3PHf5YW1CwVjmw4/8rK7OcO0ZnWu+R+w86FA8CdAfe3nmGsy7JaTh8NzOL50WGRpJEvzz+PiC1CYyGfFeR0dC9mRZ4nWfnkymnRx2dgR53doS/w8EhLbBNMVO5Gma3Ev8jeOLPVte4hKXEHBdITCsVC5S/LIsQmSBgJjspy1iNU1M3IWCmLTjcbFSZbPYqofdLRHE9XoFF200xLqQyQi52v6DIdaP3hQRDiRIL8LGtfMCDEFWxFsqivi3roOmujilCuX9BpIMwZSMfznN3M3Iud7y58E06Dx9jEaCwPb7F65fsgzZLKStLvQAv//cxlLTRDoa0+S47ufD/QiGbpNJTHjmtszhu12K1T6yNwoDcQ41TMYjm87Ig22DX7MIyH1qboiJq+G4oEguXnmMJBlIODhIaIqLR7GxZRVZktB9X+z05vS6fqYwTFHwhRXazQnDPgQGg586KpZOi2GuquJa+3zi+FokitMK01QSzHX2SPYOKPtuY/ahUawTD/ihViM8kyGSCxBeTTL6pElU61HrBsh3gpTaI64st2jt9OgMkiQGNYbeCKrskIg5FE5sPK6HK0sDDgoe3PUkk4MRzukhD95z0GbuMvvNr3BwKHHnjhiDpRK8dZAhtjGgZ2rkIlVO1CVqPYnZWJfTYoHWbI48OebmIVYoMEwalEouZt9F82nMjKvkd5OowSbBYJT0rQw4BU4qZQaSj7HhZRJK4xkVOXy/xkbcT3YjRL9h0j2osfd2lashAzkc5LX/81X+4v+5R2Wvy48+DPANq8zqhsNuOwnXFkmM9qmWTCqPGnyoSTzr5oncyJ2f/1RK3FelUoAj9woraZd1+YCdhszAddl2F1i9qp37O6MowrpA1wndv89vq/d4uz5ky9hgZydEtxvn9upN7kQe8vC9DtWCzdtmiFbP5vpqG/UxXW0sdna/KiIge3R0kXhKpRLiDwcHF1r9lZXPWp34fMIpYXtbDKBHjwSpvXpVzGnCUFhEiGdnf3E77Ev8lXFJaC9xiS86TFOEgqZhSK9XsM9pl5zHMSW+xTPxqK4LIhoO47qwtyPmcU0TZKRWE1FOwzjTn56eiuYInTaG7mI8cwXvq8/hTQYwjPMi9s/A6fQofXBKqWDjuhJqyEvu+Rni2b9cOznFVOo7HIqHaT6pnHgapo0VUqkz3e2jM9/TYPBcbuDxgNvrs7Wn8b2dFBYKEb/Jb3ylixzKwMkJ5hjssBdsD27XQpMmTHom7bEHWZWIGAMMecLANRjawh1eVRw0RUgMXAcUyUFWZXTNEc4Hsozu+WIvllNCOx4LEnReOOTz4TVGtFWVwcgR4cyfktBqmojSTvdufr8Ym9msxjAQQ06maFaOSZROyTxznfwAir0gsW4PqVqFdJrcsynqJz32tqJ4xy2SSp1WP8fDXZ3XnvWxVbQYDkc0WgpexyS1YDAw/QRbDUrtKP78hNvrfV7f9CJnZ/BLLbr5Fgff2WUplSKYXQLg2Wfhhz+ERlvjjYMZ/EsDbg036frDtJJLVOsF5qN1jsoalfQMujkgPSsxWykzSuZolU0cZHweh/ikyck9UPwGgWeTpBZbwAC3kefIWsIIRmj2eiQnXXZ/eMrGt5ZY+kqSzbbJqNHl6I08S99cRg37+cb/uMxf/MkRtb0OP7of5et2gdX1Cftk4EYOc3xKuzGg+Ejhnga3nGMiNy/S+LOzIghaI8h+Z521tMu6dMhuG3r7LjvOAitXdSFNAvG6lRXQNPRPPuFVZZtwo8dd3zOclOK8PQpxdekZnv3GfbbfbnJYc7hvRWj1/bxwfYDv0aPzwq3gWY8FWRay2aOjC0VVJnNWIbq3J8aUsEX4rOjeMISn7fb2RfeG1VXxKBTE/FguC8I7bfhyib9xfEHVWZe4xCUAETJ9+FCQWVUV+bdr10TE9dNkdjwWqbYpmU0khGFrOAxc1EXIsgjaHh+LYIfrgsEQ5f13SLzxX1jXDriz1uf6/+VVVv5Pr5FdDxCNCh79aTJrmxbl9465/6fHFE8dXFklem2G67+7+JeSWdsWgZbDQ9GXYdqboVQSQZTR6ILMTlvXTq0mczmx6N26JSKzqop48pT0BwLnEVrXhXden/DBIz9920ssJvHNZ1v4vS6jSge73gRJYpTMoTgTJGuCZg7pTTwMbQNFloh7BmBZjBydoaMhSQ6qbKMq4gO6DuiKIxZ0DVwkkCUM7xd7ilaUC576RJTW78dnOKDIDEby071EfwIyGTG8PR5xSadGGm4sDokkNScG1SpJM48a8mPqQWqHPXEPtNt4Ix5m1kIEVtNMxi5hY4TVHXJcVGhKMVayQ7wem87Eh2fQpFmx8PolYlkPo2qPcteLPB6TC/dQYyF6M2ukkjalmkLp//sG7tn3SaXguecECd8phvikmqJoxlh0D9AnfczELJ2+Qk4rQ6tFXl2gYfohlWIpWMOX9OOaYicQ07pooy6nH5bZfWQxyS2RSkvMx3rMykXabRiG09R7HszehN0fnqIosPxqFslrCEuxdw7AttFjAV77388TW40xnGj8aCtNc6vCin5CNOKSvp7AH1Gh3+fkUZ8H7/dpfXTwxO5xfl7IUt1QmD15jdHMEmuhMqF+CefgiN0H5hPOfEiSSOW/+CJyOsmteIHX9Le4GsrTabt8suPlx93brHxthtuLbdR2nZMDm+++H6FSlcQEdeYd6z3rsbCwID7D0ZGY2k5PEWLf9XUx+Pp9QVqnqZrHoesXrXInE/G8TkdMGMtn1mXttojgPq0r2SX+2vHFni0vcYkvK2xbsLupOXgweOFI/mm4Luf9YaeMdWlJrAZnDHRqyyhJIvqytSUWCZ82JtHcYfbD/x+3yt9hIdggeCWL/D/+HwVxfko6bmo1e3i3zSf/eY/8Vp+JJaGnIiz/5grLz0Y+16XAdcUasrsLd++KwHO9LnjItIFYMimCNevrQp53+zbcuSP+feWK+Grp9IX+9xy9nngDXQePh8FAnJb333PZfTRBsi3SKZeNKy6JyAR6PYb7RYYj0MJeXI8PLBul0wLHojIKMZE0PKpNVBfeVCNXx3Q8yDh4JBtXURFnyEWXbSRNRlFlJMcBRUE3vvhT9FNlBz6fILSywtCUcHv9z7hh/CRMo7RTDW04LMaJ7tMYJWbp+1MMuxZy8ZSZjAuqSnEQxmm2z7tEZW+nSCwGmPgi4ErE7RKtrsqjA43sgk7UM0DxqLQnBmapiarJaEEPmeiIclXmtCBxZX6Ibg9wQxFGG3dIeTuUqwq9//p9xt0RqioKqTY2xNB79zDF/c48dm/I8mQLyWvQNDLIMqQneRiZHEpLdEcacjTMarqLlgjjDE1kv5cZpYLZ6HH6QZH9IwV3aZlU3GYtUmU20GJgajSMLO2+TL/S5+CdCv6gzOyLonAqf+LQvSd2qb50kNf+cZbYaoyB7eGH2xkauw2WOCCWUsmuBTD8KrQ7HO9aPLpn0npv55wcTnsXBINgh6LsOCuMZpZYDZSImiXcwyP2HoyoVj918ZJJeOUVpLkci+EWr6jv8nxkB2vscHCi8b3iNfQb67x2q01wVKFT6PH9TxI8OtRxa/Vzgjnlo4uLYm9+fCw46cnJ2aB7vFXuY212PzOQHm+Vu7srBlI0etGLdypL6HR+6vF5iV8Ovviz5SUu8WXDtCf5VNw6Oyuqd3X9s8/tdEQE9/RUEN9AQBDfWOz8KbXaRdA2l4MHH48pbLbxFve4evxtrld/QKa9hRzwwWuvwT/5JyIscoZp8dXxsSDCH79vsfP9PPVPCtgTB09QZ/G1eW785gzRxNNTd5YlMnwPHog1pd0+iwwbgpyurYmC6atXRWRo2kThTI7502HKqAIBej1hrXT/PgwaQ0Jei+eXamSzIMsSIbpQLDIaOAxdH3I4CPYYqdlAHvUxHY2aE8VyJCL6AL8rOl4NXB8jS0XGwauYSLKC67jnHrSKIiPpKpJrISkS+he8KAw411J+OkLr0V0UbFxFYzhCbLZ+BkyjtF6v2PAoiuBadjgOqRR1OwL5PMnxKZ5UmIkvTHm3K+6J4RDNp7FyJ4yxNINl2oTUEXanz+mRTceXYSHew6eadNUYumpTu19EDgSILwQImnUKHT/1gsm12Q6yodEhhHznNgG3QyffQfngXSrHgnjduSM2Ye2expv5OXbaKfydIjn7CBJJTkZJokGLaPcYV5LZsxcZmjKaV2V1YYKciGEPxhhRLzm5QOukS/6DMvlWALJZ4hGbZ6OHpIJDbM3g1M7Q60u09urkH3ZI5zTiz+Rwkdl/NMbcPRHXZibIa//bNNHFCAPJzw93s9ROBixNtknOeZlb0dAMhUm9xdGxxPaWTeudrfOLOS0UDQTADsfYHi8yTC+y5CuTcCpwdMTx1vB8fnliULzyCqyvkw4NeV75mFcCH+PzWJwWFd4sL3OSfJZvvtgnK5eZ5Mt8cJDgzYdhrO7wfP5TVTE3rKyIeeL0VHDPw0NwjbMwrsfzWP/c4WcH0rRV7rSL2OGh2On6fOL1gcBFV7JpNeIl/kZwSWgvcYkvElotMTGb5kXKbLqyP47xWIQ3d3ZEhEHTRDhl2iz9DMWiiMQyHpNRqmx/94jTt45RD3f5iv4xS0YRbdQVTPL3fg++9rVzPdp4LBaQe/eEZK1ahV65j7N3gDrokIxarH8lwvW/vUx83v/U2orRSLz/J58IPZxpivUlnRZqiOvXBckOhX4BMrZuF9uG43aYt94Sp8a2YS3V4Ru3W8xkZcaWgmaP8NePQVUZYTBUgyijPlK5jGKbqK5FQc4xkgywXSLGCM0dYqEykjyMHA3JdQmoIzT9LEvruqiKi6TJoOtIjoOqKWjeLw+hHQ4fy1jrOqgqPo8NmiZkBz9jBGwapdU0MRYjkbMOyrqOnVugrs/g1htIlbKwJjUMSsMwk2rrPEqbup4kvRbEjUSxJJ3Y8JRyGY7qAZI5DzGa4DXoOgHMvsWk3MAI6cws6kyaPU5rHoIek6Rch3icmhMncG0exbVwd/fQj3co7g/xeuGll0Tg77Aa4C8KV+j2ZVLlT4gaQ9zMDHuNKLnEkGDjCNsbYGcwy9iS8XlsllYVSCSYDG2CEZWsc0ppq8X++w1qagYiEYI+m69ldgj7JkihMIe9ON2+ROVukfLRiPkrXvxrWSxbYu/jLnZRnINANsTX/2GS2FyAgRrih1sZSqc2C8NHzCx5WZh30FUYlDqclDzsHsi0P9g9P4dTUuv3gx1Lsm0uMEgtsmCUmVEqcHxMYXfA8fGFf/D5BXzhBbhzh2jI5rq6zUvu22QTI4pFifuNLG+rr/LiCw43E0WkkyMOil7+/OMU3Y4rMlTHx8g4LC+LjM3MjOCcm5tncintbI70+cRuZ2vrUzurM0zDzdPGDKenYoeuquLAU1u5fP6yZe7fIC4J7SUu8UVBtSqYo+OIHOu1a3zGHuBxeUFTaD9JpQQzfCwq64wt9j9sUfiwCPv7pBqPqD6scHi/B5UqLy1XmFtUxWtffVWEmNbWQJJwHCFRePBAvJVlCQeDlFtmydrh+nyXWzdd5r+xTHB9Bkn+LJO1LLFePHwoSIjjiEjbwoLQvU475f7C4Dh0ykPu7Rh8tBPg5EScuo0NeHW9Qshj0lPDWH0TvZrHa3VxbYdhe8yw0EQem0i2g6JJuLrG8SCJ5Sp41Qk+3cZr9Rk4HgauF8eVkCXwqWMU2cV1HFxXRpYdJEVGUhUhXVD5UhBaXRcP1/0c2YGq/Fw6WhB7OVkWY8d1LyK1w/gsVjRBywnC/j7RYQH/XAwnGKa42xf30mSCrClceymMujSHZbnojHG7PUp7PXqROXKxAf5BjV5wBs0jUzvs0ulI5JY0MsE+tabMyf6EtewAzRpi+qM0Isv4k14UGSL5+4wPTynu9piZEUViSBKbzQzfP17G7g1ZaH6M4ZWYpHMcVIMsJ7t4aydMoil2mgmsidg05dZ9kEoxnkhEwzYJs8Dpx1W2P+zSTSyJQjt1wm8s7BD02SipBPl2kFYb8u+c0m7YrNwJoc2mGJoyh++Wz895YDbMN/6HFIlZg5Evxo93M5yWZOYGW8yvephPm3gwaZ10Oe2G2T3RaW+eCtboOOdBTr8f7HiKnWGOXnyBrFZl3hCktnrYZ3//U1xQksQ89rWvEQxJbPhPeKb9OldzHcpl2KtH+N7kayzeCvG15VP0wiHNmsOfPlzgpKyJ67i1hTQ2mZ8Xh8rlRPJqmu1xFO3Cmsu2hS6h2Xz6gMrlRCgdxLH398XAWli48Lat1z9fl3uJXyouCe0lLvGrjsnkPBoBiGjByspnQ5bt9tPlBXNz4rlnAtXO3QMe/udtmg+LSK0mC7EO5hgebMrgODz7NR+LzyfE++RyggifeTq2WiJNXyxevMXK/ISbxg5zUp5Y2MbIxpCuXf0s2Ua8plQSx6hWxUcKh0UQ5do18Za/6EYDtg2HDwd8vGWwlQ8wcnTSafF+1xb6aMMOVCq0H57C0SGB2iFyr0NfCjBq9sWCHfRhhaO4Xh+NoZf2yECSXLzqBI9qIU8mjF0PA8fAdSUUycFQLRQFJMcRjRQUUFRJRH0cW2gyvwSEFjivdn8iCDstDENiMFIEG/0Zi280Tey5PB7x0nD4LEqrarC8QlXOiAFXrTKbkyAYpDYKYBYbTMWd8Y0kcxsBtHiIgWMQ7ec5OXSo9rxEcn7iahtpPKLnTzMawrg1YDKRmN/wExzXOa0bdOpjVoJVXK+fluWnP38VSVcJyz0yvV3aO1Xymx1u3RKbqHpb4532Fe4dR5AO9lkJVlA8Kr34AsWmwWq8iVYtMErk2KtHcMYW6UCfxGoEUilsSSUT6BIYlDl+p8Tm3TGj3CpoGl6GfGPxUJzzdIpKx0Ol5HDwRgHThJWvxJGiEVpdlcI7x+dpeF8mxDf+yQzpWQ0zmOT1/Vn2iwYzw33WVl3mon08kx7lnTZFN81e3qB93DrXpyqK4I3BINjJDDv9LJ3oAkm5znKwipQ/oZXvsbv7FLl0Lge//dt4owZXY2WuVn/M80t12m04qvj4bv9l9LUFfvdWnlhrn0mpwQ+PlvhoJ3AhwWq1mJmBmzfF4TodMc9sb4MjnTHuSERMOvv7ny8fSKVEUZgkiYzYzo7YgadSIhQ9LTbb3BQ/L/HXhktCe4lL/KrCcURa78EDEXIAUYG7sHAhMZg2UpiGIz4tL/B6zwWqvXcfsveDY3Y+GWGOJTS/zuqzYQaJBT46iuHqBuvXVK4+6xOkyzAEE1lexnEljo5EgHgyERG35WW4kmkTKTxE6p0Vmy0uisenWKnrXkRNTk/Fx/b5xAI41eD9MjAl4JsfjzgueQjGNa7NddmIFIl3DzHuvy++1NYW7eMOOC6huAazszSMLEMlRDAbQM+lGeKlVpfBsujZHjzyBEOb4JEnuLaNKXsYWSqOK6HJNrpqgaKi2BPAxpU0dI8CiozkOiiajGp8OQhtMCh+PkFofT78XgdMk6EaFOnonzNKqygXneWmUeBReoGuN8XIUmF3l2C/RHg1iRsKcbo7vNiVSRLP/HocZWkBXbEZj2zcZoPSbpd+YpFs3CQwqDKwDdRUjHp+SLXrIRsZML8g4/YHHB86hPwWcepY0TT1cRA7O0dPCrIsHxKX6rR265S3mrz0kkiNHzfDvFVf56Dix/PxOywtuuDxUPEu0B0orIXKKO0Gvfg8hzU/jEbMx3oEV1K4qQyuYTCnldDqJQ7eOGVzE6zFVZBlwm6LF2YLJDMadiJDdyBzsjti+80qsgwLL2bA56NYUWl+uH8ebTTifl77J7PMzitMwgnezud4dBok6ZS5vtgnF+7iHTY4udug6p1jr+inXTUFuWs2z+UHoRA4mSy7/Rna4XmiboO1SBWlcEK30GV7+yl9XyIR+Na3UFMx1hJNNqo/5qWFotiQnmp8r/ks5Zln+O1nSqywB4eHPOjk+N4nScyhLe7jkxPiUYfbt8U0ORiI+//BA7AcWUxaqZR4v3xeVJA9oYM4QzQqCLCiiAG1tSU2XKGQCBIYxoUzwnRuvsQvHZeE9hKX+FXDVJz6ySdiwp2yv40NsRKCmKmPjoSA9eREENnHxadn8oLeYY2T7zzi3vfrbO3ItAYepFiU9IuLrP3OCkU7xb03upjdCbPpCXdeCyEN+hfOCSsrtDryuTQAzt7imku0dyJItGWJz3f16me660wmgjfcvy+CzOOx4NuLi+LpU6Lzi8ZkIoIwm5uw+2hC96jBgnLCDd8B17VtpFoNhkO8zTPPScOgoyfgyjqRr1zBXV2jGV5k6HgIBV0Un4fTgoTZm+DVbDTFwbZl/JqNR5og4TKS/fTHOo4rocguHs0BFyTXRsXCVjU0r3L2WlB1Cc2n/eVf5guAaYR2OHwsUxsIiMIwy8TxeBmZ0s9FaBVF3BZTjuH3i/oyS/HA6qrQmObzUCqJKG0sTnPkpX9YPScjgVyEtRfCeDJRRo6HcL/I0YFDtyfhz8VI+PrI/Q4922CohzA7JlUzxOqcSTbUo9OBkx2T1WgdTZow8Cepe2axNQ8dNc4L3gfo0pjGXgu3WuXWLbEpvNteYLMc4WR/Qjj/QNzegQBH7jwusKKfIA2HNEOLHJU8SL0uKzMDjJVZ7FQWJRJkUc9DocjuD0/ZOTFwFxYByFBiOdIgu2TgJlJMLJmDj9s8fKdDICiRfi4Hus7hoUT/7kXY1BM2+No/ybG0LOFE4nxQX+TDwygx75BnsyUyniaBXpndt2s0Qwvs1SK022dRz8NDZBxWV8+CoZkZ9nppmsF5glaT9VgNtZRnUOo8ndQaBvzWbyFlZ5iL9rjefJ2XZg7x++H4ROb16gb3Y1/jxY02Lyb2kDcfUBxG+dP7C9RbitjcP3pEWB9y545IZI3HInF17x6MJ5LIWOXOGkVUKueyic9ganj7uNPB1CNuY0OkAxxHvP709OnE+BK/UFwS2ktc4lcFoqekYH9Tceq08cHGhlipBwORAtvcfFJ8Oj9/Lj7tjxTyJy6ffLvI1utVKnWFiWKgzGaIv7jKxjcy6GEvW5+Myb+Tp9O0yM44PP87SbR2DWwbx+unEV3h4SOZvb2LGrT1dcglRsjbj86LQkilxOczDGxbZOGKRTH/37sn9LbjsQj6ZrPCXutn6irZ7wvdWrksFo5yWWjgpq3AHltIXMelfGxy/80Oh+9XOXzjFF/pgFV3lxvxEguLErKhMzIiYFkYqiUWuNVVOjNXIJUmHLDp9GUs02ZsOtiuxFHVoNcFd2IyE+iItrm2jOGxUa0RpqNhKxp9SwPXxqNYqLKE5QKyjIyLJIPu01FcW5BeTUEzvhyG7ap64Ud7bmagquDxnPnRnuloe72/vGXzU5BMivF5ZqlMuy34mT23SE3N4ExsODzE2y4Rv5qCUJD8/lgQ3TPc/GYabWWeoMek3ZGQqhUqxyN6sXmSURv/uMVo4CL5vNT6XqpdD56wwfrckKjapXRq02zBireI6w/SdgP0sut0mxa27uXFxB4SLqWdHjNyibk5F0vSebN1g0LTS/HHu2T9bcJhcCNR9gZZvB6HJYTNVi2wwHFJQ2nWWM2NUJcXmKTnMGIBFuUjJod5Hn63wGE7CrOzos5JOiRh9MheCeJJBnFcid136tz/wCQ1oxC6PoejaOzuuJgP986JnerT+eo/nufadXADQR4OFnl9O4U/ovHyzBFxt0aoe8qjH5bpRnLsjXK0e/K5L7bU7bC8DLG4hDuTZb+bpOGfwzdusR6roZXzDIsttraeIkVVFPj1X4elJeIBk1u9t3gpvsPMjLhc7+RzvBP5bRYX4bfXD/DvfEy/7/LtwzW28z7cgXBB8PfK3LntcuWKOOzWlnA2GQwQu/Jpa9xm80JW8Gl4vU/3qlUUwZYzGfG8UklEiH8G67lL/Oz4cuSzLnGJX3WUy4IFTifEYFAQxXBYTLrTqO00vSVJIi2WTEIgwGQClaL483hgiZl/OESRXcIrCWIbKTwewYG3t8HuDzH38rQbEksLsPjVWYK9A/pdh7oZosEy9rEgW9NuW+k0KK067Iom6qaj0YktMiLE8MxM4Wl1EoGA+JiRyM+gj7Us8WFrtaf7Rz4OSQJFoduF44LKYCRTqquMLZn52ISE0WMpPUJPxODOHVzLZrRZgl4Pb0CB+TnG3jCjj3XQVCKeIYWKSqc/odmUGBLF8bhIrktSbYEkYSMj4aB7ZIxRj5GrY8k6E0tFkiQCmokjySiShGvbqKoESHh8EjiCgGt+/UvVgCgYFGSi232sPjEQwGd06No2fclH3O0KNvoz7XjEuJqZEbeJLJ8Vhg1BDQZR5pdoHhwS39+H1VWyN2dpzmToPWzR3iwQXl6GUAhP2ODqa0nu7SdpbLYJdUocH8yQnh/jm8+Qalfotlv09CiGoTHUDUoji7nZHqu1JncLGoebEjdekEhoLWqRJLW6ibG4Qv5wl42rbW4ttLh3HKFb6rMaLFHzpqmZce4159DUY7Tv3WXp915hc1vBjKbZb5qsRWss9vc49FyhOplDLp+Qo8Dq/ALbLDKSJELsMnd0xNEjibuajPH3sszER6j1OsvWPtvqFdSNJAN5RK1osfV6BVfJcuuOzt54jsHmEbubE67oB6jrQj8qaSrP/m8W8PlP+OA9L4fmPMMtjddWJb4x3uV7e4IAPviOy43fzLKn+FkxDwgzgp0dpHicxVwOSVKpM8vBqYvjl0iYp1xJwHbNZYTLlhtlff1TroOSJGy9dB3f1hY3Bu9ihG08ng329uB9M0J/+Xd4aeZ1vuU54fXtEaXBFd5T1ygNyzyXq+DP5/G0WjxzdQlV1dneFpxzPBY62+i0j+7enthIPXokZAaeTzV8mbrJ7O2Jwbu7K1JMsZiwTPR6RbZs2oRhdfWzx7jELwSXhPYSl/jvGZYlUlZTcaHPJ9Jhj+fiq1VBUKdpsVhMhDo9HkwTyseC97kuMB4j54+JeIZEUxC6MU9fDVOpcNG1p9FAq5cYjGXmFjyoSzms01M+KbiM3YCYrFHQdVGklUqBgi2K0hoN2j2Z6jhGO5SD1mdT5tO2ueGweGg/a1a90RDvNSX303ZTmnbhpD8en/dTHY8hX5ZpdlVGJpQaOpGESjapM7PoYcZvIDXONgCNBuZRGXfkQR720W/lYGOD9t1TXFdCN2T6A4mPt7ycdiS8OPhDKo4+Ie6z8LgjaiMh+FVwkSQJ3TEZ4KNvGziOC0iENBNVdpnYCgoSHs3GkRR0XcJ2ASS8wS/X9BwKiX3bEzraQACf0YLWgEEiAnTFQP0ZCS2Il5TLYuPU64nDeL3A8jLV023iE9FqTp+dJXUrS+kkT/6oRWj/AOn2MwBceTXFwfuLxI7fodL0ESsWqRXnSa1miCcqNPo9qm0fhqFTrcl4F9OkIxNWZrdotWvsNmLs7Xi4cqNIlyCjYIrmaEwykWT/uMX68jb9jVc52J4QlnukJIm8G2fTXGauX4WHfdS5fVZurPHokUQ3Msdpd0wu1MEd7nEUWqPcmEGqFJnliOX5FfakJQaSRNLeZHx4TPGew/uGyst/e4GEaRKgx2x3n7x3DXkti0855PB4wtbrVWwy3L5tsG3mGO0ds3d/yJrnBHlxXpxUWWbjt+bxBfO8+QOX8iTHn+8YvDon801rl+/s2iBJPPwuXPu1NHvRDVaMIuFRGep1pHabxVwOWY5TJcdRHhy/RGp8ypW4y3YNTMdly42xvv4UHvjCC6CqqA8ecKX7Pv6oie/GTTYfydx9ZNBf+jVeSn/Ir6tb3Ds22dwfcLy8SvsowK3ICXOpHur2Q25mcxieOA83JY6Pxcb72jWYmQmK7NLOjtg4P3okIq+fFvVPbRwODkREd6qfymTEfGwYFzUMm5tCq3ve9/cSvyh8uWbMS1ziVwm93sXEKMuCyCaTF38fjQSxm+ZoAwGRHvf5hDb1cSILBOQBKWuf8KLQBzTiazwqGhde4pMJgU6BgN2iONFoWCFMJ81CuUGlNQRJRl7KEUlrxOOCU0vS2ec8PGTUGXNUMuj5UxBPgCQRDAqu6fWKOd0w/gp+sY4jJBdTse60LVgs9tTQruNApexSPLFwEjZNTWZsy8zdUDC80nkXIx6WxLksl0HXGZoKSBLehRRERfuxSlOl2VdRqg4f97z0TI1Rb8JCYMCd2zJ393TkoYksQ20SQpFdVNlGxkF1xwwx6E08OK6EJLkYuo2mWJgO4LjououjnBWBOSYoMob/SxSe5aJoa2pmYBhcOB0MhwzVFK4LUqcjLu7PaHcx7TEyrYscDIQqxROJQmqJQfEA31mUNvNMltriHKN7XWofHpO8sg5eLx6fwsavz9B7kEa618Cp1Tg5ypFIdJCXF0k392mXm3Q7aRxnQG91lpIzZn7V5Fr1Pq2hTnXfoRBNs7pY5aE9Q3scxRez4bhHoSqzrtzDefYV8p80eWaxS+EdlZ4/xEe9db6hf8L+j09ZTcZZXIyxvy9T9i7iG2yT8PVxrSOOE0uUShZyrcKMtM/i3BoH0jJ9WWLOucdk75Tau/COIvPV310hOnlEmgHD1hH18DLS8iwbygGbB7DzbhPbjnL7tp/t8Sy941P2PuqwqheRsjPnJ3b+q3N4QyV+/Gc9OlKaHxR0no1o/PryLt/dEpHaRz9w2fhakr10jpWZKOHWkQiTHx4yH2ogR+cpk+MkD64P0lZRRGrrMHIcttwE6+tPseu7cwdUFenuXeZan+DztfBef5H7Owab2wqjpRe4HomxNnmPVP8+H+53ac3f5L3OFeqjPKuJFiH7iHVvFX19gYeHPopFQWqHQ1hcNJA3NkQEdtoqdxqB/fQAW14WwYWp/GkyEfP2tIZgeoydHTFXTwvQLvELwSWhvcQlfpmY9mrtdsVKOrUdUpRzjSCGccH4dP2z8gHDEBOl1yv+7zhCflAui+PLslipk0ksW6KUF/LVKZENGWNmpBKBUQ3HcKkMg5SlJayyhmVBvznG06/jM1v0HDhse6mShnCY+WAHo1MlFLKJ3pgltOi94BGWkC64tTrlukqhFcTNziIHfCSTgmv+wjJr47GIcEzZ98yMeDytGwMi+iYaMUjYaLQHGr4wRA0RFV5cPOv/cLag0myKVKCqMkrPQ7mGx7Bp+2aobk74cNNHa2CQUy16AwWvbrGxMGZOHhFPBenfdXEGgvS3TS+a7KBpElgWij3BVsNMHIWJo5wVhFmoCMIr46DI4CgKqkeBvmj5avi+XCUOsixIbbcrHoYBeL0YPhkZB8eFEQZeZyTuqae1cf5LEImI90ilxHDqdMDvVzCWl6nUtlic7ML+PsrsLNkXZjneO6JQ7BLb3EZ5VkRpF56JcvjiCsODIsW6Tvq0QGlujsxKkEhaJ94bU2x1cXwhKtttAi/lyPjGBO+MuNnY5K3+MqcPmoRCLqlwhLIdp9UZos+v0NjdJOjvk5S3UF66Te1+ka9c6fLdDySOYiF2jTTX1CJ73z1g9e/6yGQMSiWNI2cZ73iLpN7EcTXymRyFUwup2iAj7zHJrpOXV+giseJ+iLVToPm6w9vKDb76GyuES1sshFuY7VN6kRz6fJbbap6PtiX2P9GxLD/PPhtiZ2LRKZY5eK/G0lc1pGTi/Nwmb2T4DX+dt/7XBtVmjA/6OuuGyqvLO7y+bYPjsPuWy8rzMfYIs7J8VURqCwXodMhJD5CVWYrZLPkCuF7IWCXW43V2GjDEZctNsr5+MRWe4+ZNkfZ5913igxO+avfxr73EvXyMvT0YZlfoJoJkR+/yysw+D0s98ok7bAUX6bVazPWK5BIDltRNPPEkm3KGUl3n4UMxZa+uaujr6yLA0GqJn6Z5UYT7OHI5sWPKn03E47HQ407b6B4dCS3xyYnYVT3uSnOJvxIuCe0lLvHLQrMpiOfT2ilO8el2nrIsmOiUjU69Xqd9O2u1c9N3QLCzuTksxUPljONOlQcBdcSsXiUwrOI6LpWmStGMYaWyDPoSvXIHtd8mrPQEoQI6tp9mIE0g7GE1O2DJOsCXtpAyacg9FpGo1SCfZzxyODj10DPisJQiHFOYn396l92fG4OBYB+TyYXl2OfYH4xGYp2Ypq1NUygTYjGxZuRyZ0ERx4FiWaQQGw2xQsbjuPMLVN7oUihKtIM+Gtk41Gr0BjJGQCHiG5PVJ5yWZGIhh5gO9timP5RhOMKxXTqWD92w8aouqjPGQsWWVQYDsFwFRXIJKCaOpKDiILkOjqyieRVk5eyzKTLe4JcrQgsiC9s96z57nozw+/EZJr3hiEEoindcFKTi5yC0IPZ+vZ4gzKYpbtNAMkIjtsps5Qjt6AiWl0k8n6VydYnR+/cpvn1E7sZV0HUMr8TqN+Zov5+m9VGN/nGDysIsqVgLa2GFTP0BrROZbsOHS49mJUJxY4mFnM3Mc23Wv3/CvdoMew99XH3xlI5/ha6VxjcaEZmb5+Qkz7JyQK+SIHl7gWC4wFFpxMMD+MjJkAt2CFfr7P4gz+pvLTMIyXQ6XvbGK2xY26TVCq6qc5qd5fTEQaq0SEs7WOkNSvIKHUVhw32XB9sl6t93eEe5yYuvLhOu7rISKPOo48EMJfElhnxFq/HuQzjencWydG7fiXE4sWjW6shvF1l8VXniOoSW4rz6DzQ++rMSJ0U/W+4VRl6VG3MHPDjeoes4HH3kMmtO2CPBykqG8PWoyDR1OmTdPFK/SSEyy2kbMCBjl1mP1dhpwsBx2XJT500ansDysvjlm2/i7zd4wfkB/vRt7nvnqDQ0PhqksJa/TnDrAxaCdcKdNzmWbnJs5xjFA7TrVbJalZloFU1voRtp8q0429sq4zGsr8v4VlYuIrCFghhATyOk6bSYBKcEeGdHSBVUVeymvV5xnHpdTForKz+H9uoSn8Ylob3EJX7RmHpCTQ0vFUUI+Lxe8ZBE5A7LuojaTh9TNhoMXqSqul1BYlutC6Lr8eDm5ugpYWoFsShPNbI+p8esUSdkdcCCwUjiqBNnEEgx0jXamw08oxZJn4Wkgc9wiGR9OIkkdivAmgLp2IRcdxcmliDNs7PifYdDEWHo92l1FQ7rYex0FiXgZW7u55I2/mS025y3D/J6RRT1KWzZtsXeYRqZdl3xEk0TUWKPR6x3Pq8L1RrnOcVOB0c36Mzfoqms0n7gsvNhF3OgEFqKoGoSscCASMhmNFHxKgNsGwKaiUfXSKYkBr0xg56DZbl0hzK2ouHRLSxzgm6bDPFiodI1PTgo+NUxPs+EiSMjY6PIDhYqfq+CR4fBxEZWVPQvSVOFxzHdp3S74hpKEmc62iG9wYCBHiU+Lopxcf6Enw2BgBjS8/Pw0UdibAwcL8HcHLVOjhnzGHZ3kebnmXs5x87mAZVGn+RHD/G8eBuA7Jqfwjev09n9CwptC+OwSDmTYyYgEZiLkugNOSjWMYMzVHfahBIp0tdWMCyLjUqD5vsNjvfgILrK0p0Gm6M4TSeFgY032CVf6pJ17pIPhAhcyfFbRonK/9vipKjxlpLgd64c4xRK7L3hY/nVLKYJJkEOJousuodkrDyuV6WQy5E/dpCkDrPyNpPoFeryCh2PznXnRzzYKVP5bxYfyM9w57kFou1DVj0nbPV1BqEMwcmIV291eeNhmYKSxXEUbt5Jcfq+Tb3ZQnkrz9wr8oV9BOCfCfHc31Uxvp3n5FTjYHyFhZjCjFmE8h7dyYSCtIgzssBNs7LqIby2JiaxkxNmQn2o7VNwY5x2QxCEjFs9I7Uu/VOHHTJP96dOp+Gb34R330Url7nlvEvA3+Ijd52WFeDuXpCNtZex8/cwBkVWOh8RdlqUtA2G3iyTYJRqpcKsr8nNeBHPSYujcpK9cRjLUtjYgEAuJwbNyYkgpOOxmFzUT92v0aj43bSobGtL6Gx1XXxOr1fMbf3+hTZ3avVxiZ8LX74Z8xKX+GWi37/oLvBE+f9PEW1zXbHjd13BxBoNscM/kym4jkvf8dKTgnR7fnrvjnEmZ/Zdto1PHTMT6hMJimKpiSVRmsSpOAlGXp3WTgNj3Cblt5EDLvGkQnIlhG8ujunqPHokPmYk5DA7OvsOhiEioq4rZBCVCrblclI1qOszsBDFHxB61F944W6txnmD9zPP26edx3r9Qq4G4ilnfviAuASzsyD3OvBQePKaY4me5aU9yNB2gjhmDhrg1ho4Y4toTObGK2F8ASj8cMxJ2WAS0gh6TELyGNUcE/CAEdJp7A0Zdi2hvbV1dN0m4LXpt8GxJriyRN/2YDsSDhK6auOVLfq2juqK9rdDdDSPiuFx6Ixd0SXsS+JB+zimtX2TiSC1oRAQCOD3lqE6oO/OPuUJPzumnaJCoQvXt2A0SjW6TqZeQCqVYH+f0CszhG8v0X7jPidvn7J6+yp4PHi9kH1xjs7babpvVGntNfGvzpCI9FGyS8xVPqDZhMppD02BenFMIa6zvL6OZpo82/gx7Y8l2vfz+MIq2aUQp+UIzeEAbcZldLDLaDAhsHeXnu9lkjdm+NbfbfI//yeLe/k4SaXJS0sVJsUA+x/5mb8Z5ugIOlqcU3dCjlNmzEMc/wqluRwnh0fIco+F1DZ2YJ3W/AJdz2+w4f4FW3t1iv/1fVRuc+Nahhgl1tx9tswrdCNzKPU9XrvZ4I0dlZIyg+PAlesZavccKo0O6jvHzLy8+ETWxBv3ceNvLaJ/95hiweWot878rIJ/VMZsFBmPx5TcNazhBOwZVq6ohKNRcUGKRWakClQbFGo6p10JN5NgRq+zHquz24Ru3mXHybC6Jn02WRMKwde+BvfvI+3vs2JuEgwPeau6QieQ5LDoYTz7LOnADsrRPuneHsakS3PhGU6qfmZmFhhNEvh7ZeZTXdRqiYOTNnutGLYV4uo1idBUT7W/L8bh5zkgTL1qd3YuvGrX1gSZDYVEwdnenvjb1paI9n5am3uJnxpfLpHWJS7xy0S9zrlxomGIIoBs9qevgrJtEQEtFi8aInS79IsddjcnfPxAY2tH5nS7T2e3glOpobQbJJQmV9N1rs52iIQcxnqAEzfHR9ZNtvuzHG4OqX90REJpEAnYxLIG139zloXfuoJvZQZL1p/of7CkHIvmCYoiIqK9nmilUy7T6Uo8rKeox9chFiMzI3Hlyi+BzJ6eikiw64qw77Qrz2MYj8U6cXh4oUbweMRpdN3HDPWVCadvHbP//SO2Hrl8vBvgfn+JQ2eeph1igoqtGRh2D3+3RMDnMAnEyBdEw4idXTDHMkZQZS3dZdIbg6qRiNqgafSaEyYji3ZXxpFV/IaDVx5j2eBIKqrkYE5UBmMdWQaPYuMioou6ZCEBlqyie2UMHayJi6LypWl7+zgk6SLYd+66Me0YNrEYdCa44Yj4/V+hA5NhiI3O0pI4TL8PfSXEJJKk6c0KgnFwAKUSuZfnkAJ+2h2J9lsPz4+RXdBI/a0XSITGOIMh9c0qtaaK3e5hbCyQSdj4+lXaXajstCiXYTBW4fp1Aq88w/MLNbRakdK9Gp5WmWAQ2nqKga1j5+apNWQCVgt58wHdxoTnfyPKK7/lB4+Ht05meXjkxVM8wM4XONk1SafF5ypLGRqa+M+suU86NIKFBY5qAeoVi2Vrm7B3jJOeYfD1b4mCe9rk//P7bH4yoU4cn+Gwyi6SY9MKzzO2VV5dr+AdNkRvgi2JwHoWAgEKFZXKu4efkU8ZIZ0rv71Idl5jNjmh5F8msJ4lEJJxOj3se5s0TvucvJ1n574pemYoithtXL3KzKLBbEIYVBe2exRrGrJjsRqpEZrUcfIFdrbdp/fa8Hjg9m3xiMVI9Q/4jewmmfExhjOg1lDIBzawbtymbfsJjqqkdt8i56nS7UIfP/30Mqf6Ep6gRi4xxNOtsv+jYz55vUWz4QpCOm2sMHVAmGblHofXK4jr1Kt2a+tCE2UYT2/CcImfC1++GfMSl/hFw3UvCgBAVJ4sLn6WyLruhdTAtsVP0xSL52Bw5uh9hsGAQW3AaTtAR0qeFZGBqkkEoyqBiEowLAuf1DO7qp6pUe76OD5VaDZhWO1h9KokQ2MCKZtoxiB1M40/5X/iI+3vi4+g67AaLCOX64JZLC4KQ/Bajf5QptAO0gnMQCqIxyP+/AtvSWsLg/tzNpPNPrXwYlpTYdsXxUTD4YWPqSwLOV1xqwOlEhPTxhxrjP0xxqE4Vl9BadXQuwr+dAADi9FegW5HpWmHMfxhLAska4JtuSQiFqvPyLTbMOmN8CQ9RJMSWGO61SHjoUtv7CGomqQTFpPWGNsxGLsqriRhTWx6lhdZdvGpJpYt4wKGbDJ0dGxZQ/OqeHQHywKv9uXpEvZpRCIiON9qCVkAioIn4kVVXKz+kIE3jp+qSFHPz//MbgdTzMyIcRSLiTFTa8j4EwnK7WVi9lmXsIcPMb45Q/rlZUrf+YTj98pcf7aHHArg9ULiWprFr87S+PMynf0qlY0MkZAFoRRL8yfUWzL50yojHSonJoWkh9VVHV5+mZl6neudPHd3djgO+Vj4eoiREaIymmXBPULJZChXK8Sieeq7AUrqFb7193w0Ohof/hjeLS4QcB8yJ+1iaTpVbYlIRKbVgiNrFsOY4Bs1yI12caNXqLDA0dER0GM5uc2ucYVuJMbkt36P+e99h5PdPsf/5WP47Q2uXA2RMDqsjPfY09Zp+nNEuse8nDvhvapCtRpGkiTSC7NYR6ecFHvI7x2QeH7xiai5x69y5bcX2flxCV1r0erNEb2m4D4sc1q3GL6/CzcXOBq7OOMUV571iw3NWcOCTKoJd8ucEqOQr2DVB8zNS6xGJfbbLq0Thz13luVVmUjkUxd4uiE/K9Dyn57yjdkJH1RG7DUTdNw4IyPL/G0/3c17+McN1M33UBavYoUWcRwJJRxiFAyC0cI7aGJ1Jhx+2MAq1rj+YoDEeuwiyjp1QFhY+Kz26mletVNB/7QJQ6Eg5ttSSUxmS0t/BUuYLycuCe0lLvFXwWQiJqmpuD8aFRPo0dGTxNWynt4+8Slwe32KLS+lQRxXlZB8XuILAVLLAbwRzxO6QdcV6265JAK79TqMhxa+QZ05tUVywSKaVInfyKHFP5uePTwU86uiwGqyjXYqOiPZoSjdhwV6LYve0EPfm4RUEkmRSSbPUvi/6PzOcMh52zFJeurCYFni1E75rsdzoc6o1cSakk4LX9zWowpWs4vtSCg+P9psEtXvxaeL10njDig2xLyopVM8+phx0E9sNsHMrFh/jPGQ3j2HYFjGNi06PRnZHLGy4EfWvTDs06xalOsKjuSiai6x4ISjksvEkfEpDvYELBtMV0NTIKCaWDZIukRAMulOvDiuKDrzyKOztrfKlzJCC4IPybK4tfr9s+Ifvx+/t0N7MKBPBr/HI8ZJq/Vzp2gVRYzj5WV45x2RneiHo+CN03MyBNqn4qY6PGTm+SUaHx4yrncp/XCL7N9+DoDsrETzb32Duff/AzsVnfJHJeLxNDlvk9HqTZaq9+i1LCrVGOp+i9N0mkwGAgEdfvd3uVb5f1Fr9cl//ICCX2fmqz5OCl7qTopM2MEdDGh3+/jsfQZ+P13vPL/1uxp9M8LeBy4ftEb49x8QlraxNI3u0vyZUYrEnr3IhtdCG3aYG+1AfEpqD4E+q6ltdjzr9Ajg/s7vMve975B/1OX4zx4iDRawbvjJBPusuvvshVdpjTO4ozLPJY+411+hUvHjujLhdA7VzXNU6KF8eED0zuITmlrdI7H+9Rl23jWQD0tMfGkyHgnnbpVyQ6H4YYHERpyDiYttxrj2cuTi5dEoma9HkB/WOLmrUClJWNsNFuNHLMe6HNguzWOHfTfH4ory2aEw3ZifpW+0SoUXM0eEgzYf7Q2ZJFJsj8LkrnwFTu7jbZwSOb5Lq9uFa1cx/BqaJtGRokQjYfr325inPQ5PLKxxhxvFCumVwMXuqNkUk6ppis34pwfc2pr4e6Nx4XIw3ZRNmzAcHl40YVhZeYpP2SU+D1/OGfMSl/hFoFQSvRKbTTFxZrOCYVarP/l1qvqkbdfUums4xDypcFCL0R8pEI4QW42RXfJ8JqVvWeJtymVB5Or1/z97/xUsWZadZ4LfUa61dr9a39CROitFoVASBU2waegmenoM5JB86DYMjQ9D8okEjTQOnkgzGs16YD1sgmY9BAk2CQIkCBRQKrNSi8jQV0v361prP2oe9vXrNyIjs7IyUegCKpaZW8R1ccQ+e6/977X/9S/xXlDrMafmmF3sEQlaOGeTHylvdXws/KokwWKshftkl25PolKTqW30sWwJNDekM+D1Eo2KQ/1QitzUagKpWpaIZowzls9ZvS4otYYhrtnrFYDn8FDgDqdTgJLKcR9/N0/QOUSNArEYUjyG0yWdaeE67CGObhOnpOMIW8ihASgKO44Mjr7M1JQ41qg2oNNXaA+dhPo61GrMJ3q4faeRlUqF7VqYcl3B7RgRD45QDYl+X2EkOXE7mgy6gq9rSiqKAn6tj2nKqIqMwxphyTKWpOL2qtimgQ2oLhVV+/GU8hnTDup1gVe9Xk55tHWa7T7dLmKhc3IyCbF+ShuLiGxuivNVQxreeJxCP8OyvyVWe7duIc/NMfMTi+z+p1sU7laJPFnFNRXF6YTovB/zKxco//ttyrkT8ocRgl4VgiqptQD5ap/OyQnV/ALegz7HCTcXLgAuF/Iv/xWea/wbmq+0ab9zh3bIRWx5gXI5gk/qEkwZGMc68nCEcrDLwO0mtBLnmWckBoMI2V2T99tDPpfdQTPvgapiZjJYFox0iT11kVX3FlK/J0BtbJUS8xNQG99iS1ulhxPraz/FtPs75G6UOHrlEKkdRr8SYSbdZlnZZyexSDOnYw9qXPPvcd+1TKHsBiQcwWm8dpb9XBtF3idwbeEBUKtpsPpcmB23k+5WDhJxLrxgIL/VRKmaFDYUfA0DfWhi9HSufik++bkkkbgUR01EOHg3RG1jE6MsszQssKCWkZVFqns6+9Y81pJKLPbh58zUlBivsozU6XBBKxB7yuDVGyN6riiHRohW9DozXh/G8S7x1g6Vdzr0r17DjnpPqSky8rUwaizEwf0ejWyHwUjiSatNul4XYFRVBZjN5ycKCOdX/pIkIq8ez0TloN8XwNXhEH3Z6Zzwajc2BCD/UPj5sT3KHgPax/bYflDrdER69OGh+NvpFKvsUEg4NU2bANbz4HX8/4ftdJu9V2iyfeTC8PhRVlPMLmkfmquHQwFii0WBAet18X44ZBOjzLScJxYyULwu4Qg/pG0jbKwIADAf6+DI7rF9CK3KEAKinK4z5se/msYXVPD7/5SluMb2MF0jEBAO/1zGsGkKWkSxKHizY+bG++8LUC9JQuLJ47aJUcFHBTVg4w2q+Nam8CW9eL0PYfp8DRwDMaF402fbk709gdbHycbN8pCjgoMWDlzDFimpSDiswtwc1nGOo7tdDsoJdEth3tckFrGwBya9kRdTduBUTXp9aOh+bFnBqRi4VANLUtAkXVS5lWUUh4LfB6OBULFw+LQfa2nKUGgCaKemAL8fr8uC8oBu04BM5Ey/9IxA/SltdlZ0ufffF2MqOhMBNUrfGcNdPxHj/d49QpcuEZzep3nc4viVfVZ+OQyyLIJzP/kTLL1xn/Z+j/LNE2KZebyeOtWpi1xefJVmReew3Ka8q3GYdDM1dbozHw7j/pVf4vnmf+Bb76rUv3OLeNCD15sk303j1Xoo6SSjfAHHoIO5s0PD6eTy5QCNBrzbC5Grz3GnPeKau4j+7i2cT1pYqenTJEmFw+AK8/YmDAbMsAXxNUr2HIdHh0CXlegmW8oqfdMBX/giGc9bqG/ucXTDhk4X/WqShaUGy44DdjJztI4M7G6LC/59tNQK2aJGJCIxdE8TsnLsHrdYkffxXZ5/AIipKqxe97DvmadxN0eLDNdfMtl6t4lS6FAqS3R70G5aDLs6z/xsimB4AgYjcQX1xSS70Qit+xtslRWWAyXmrW3kRo1ytcrh4BLmuu+MT/yApVLCCWSzYJrErQE/85LJ9z4wyVd6NPQYLfcaqyt+zN27JF0nVN/pMli/wpGeYn5eHMLvl9AcXnZ3vdwohSneavHyapGV6VN5xk5HgNR+f6KA8HD/TCaFk9nbE1HacfUwv1/47AsXJko5u7sikvBwxPexfcgeA9rH9tg+idm2mDzv3xcOZiyfNT8P1659pC7q97XTzKZWZcRuzo2VSOGZCp8t2EEAum5XgLdCQUy6rZbA0YkERMMW6dEhMbkmggHR6EdyC8diBcWi+Hsq0GawccjB7hC710dKJohEIHYlhW/m0+l8fmIbDkUSRLcr/k6n0WNpuh2JXk98XC6LHbjRSHxlTC+o10UwNxAQc8NMYkDGOMYnd/GlLVxT0Yl+76Nsf18sSBKJU/LwMobmPlNKcLkE1r1xQ6LeUvCkZObMPaYifUgu07CDHH9wQP9kRL2h4HZazIR7ODAZjUz6lhvJIeGyB+RGQUYoyIqEU9VRJAsFCxcjdEvBkjScXhmvFwanc6LL/+PJnx1bUKypztTsXC4Nb8QJxzBs9DEUP6rPJyb8Wo1HI5hPZuMiTtvbYl0Vi7nxxmIUTgosRIeif967B8vLzLw8T+t37tE6alC/XyB8KYPDAYlpB/YvvEzqf32Fo2qFo7sxwn4PoU4flleYLx7Q2zomn/XhP+yzm3TzxBOnFzAzQ/KvfpknGt/i3R2F0n97n9jPvcBQDZJjhhX/PoNRlFG1htyoYu3t0nGv88QTbtptjY0PwhTkRQKtEUvuLt33N/FcMRjFZuiZCqDijK+StjdhOGRG2oLEqqAfHB1i2z1WwhtsscrAdqE89xwJjwf11Xsc7YA0OMBoJVi6Bis+hZ3ZKdp7Blarx1JoD3V6ieO8itcrUdKmiFgyO0cNVqV9POuzD9CGZBkW1zSO3XOU7xQp1mHlGZnwvRJbRxYnXYvGnsV7DYt61eQrv5IiFJ+MhUAAVi9p7Dgu0z0Ms1nJsqLuM+utovQsCq83yeYXMC7HmLoY/LAPHPeTbFZws91uvvi5AXc2DG7vjjACYW7206yv+7D2bxKTy/Q33qPbWmF3uEh6RmVtTeDLQAA++MBBrhbjP2+EuTpscyFaIqDKeNwa2tHRhBN7/foDEWtAzBnj6mG9nuDfTk+La9Q0WF2dLPbzefGdx7zaj7XHgPaxPbbzZtsCPY1GAkmappg0CwWx3z0ciu/F4/Dkkw+Wov1BrdfD3t6hkLfZygcwEhmcLjcR11kQ4SxnrN0W83a/P6lwG49DIqwTqe0gWT3hvD9G9mUc6Wy1xH2620VK90voxSpYNoHFGLNrGs7VuR9SOPacVSqC82BZ9HWVWnCBei3AMC8+HleiHefJybJoi1JJ/D8WE7t0a2uQkkuohax4dqoKc4sfvUVnmmIbb29PIKZkUhxE0+idVlQdJywPh9Cs6EgDgxVfh3l/lW7XxYm9TOveEMpN9GYf1QEaEPWNkIcjzD508Iogc7NJyVzAUlQ8Dh2nbKHrCrJTwi/36OsatlPF61Xxemz6ZaF+4Pb/eLtmRRHzfaslorSpFCghPy5Hi0G3Q7frJxiNirFZrX4mQAuTKO2tW6KPBZJRJDnKlKOHY1Q72xJwPv88qdUs+bs1jt/OE5iPoHhdIkr7xFUWr75L7d0uzc0s2ZlV3K4W9aVZVlf3KeQNmt0CJ5tOfDE38/PnahJcvMjaX23S+P/cYKeiUP7jG0S/8iR1I0BeTjGTOKHd92D2+lgnJXA48Vxd5vJlB52Om/KOj2JgBX9vh0SgT+3WMcE1nW5omo7l5gQN59QqkcqWALVsQXKNkjzP0dExutFhJbbFlrXMEA/K1atEPB6U737AcVZCGh2z1Y6y/AKsBGF7fobu3gFmdcR88gBldpHjnIyqShTlNLoksX1UZ006xLWoiwd4apIEs3MSDmeK3H0PpbxMaE3hqnZMpDRit27RqFpsvGFQLpj84t9IklmalAbzemFtXWJbmWagKGx0AqzEi0x1yijlNrm9PQq9HsaRyuwFL1Is+mDA4Tyo7feRolGuPG0QC7d4/aaF1OtxdxhnbuZZqN/DWzsmXLhHvd0mP7pAr+dhYQFefFG42+98B/b3FW7sh2grIebiPaROHXkUwF3K487W8G78CZ7LC3ievvQgZ2ucLHZ0JPpxNjupHibLZ6XMOTx8zKv9BPbj7TUf22OzbTEpNhqT8rTj6OvY6nWBrsZI6vJlsZL+lNbrQWOvRnOzwEnJRb7lgVSSgKkRdE3UiMZB4UpF/N/rFbtOqZQILHrVoQgrDYcCyC0vfyTFoNebSNoOOjpKIQfNKpTLOEIeZi76CV1MfmZg8IluPpfDarSoNlXKwxD9yBT0BIA2DPEY+n1xK9GoeK9SEUGLZFLc/5UrEI+YSIcHkwyxYFBMBI/afjbNs+pmZwuThQWYm8Pu9em2u2xuSGzvSvjcJu7oEHk0wF0+JKOoeF0RDgtOmu45GLmQhh2SUpGKXkdSVRyKikseYehDWsMAhurCMdJp9hRGOEBz4tJ0HLbJ0JCRHRIBtUPV9GOqKq6Ais9nUzgWpYzd3sdRmFBI9P96/RQP+f143Q0G3R7dLgSTpxWmxvIWn0GUXlHE+vToSADaYMCPLxihWC8yk4wIH3F4CEtLpJ6aopbtMaw0yb93wvTnF4VE3LTC8de+yPzu77JZc3Byq0w4mmSqVqMy/QTX1t+g+26RzZMY1WyXO3e8vPTSKRVGUZCeepJnfrlF638/olQqUHxlk+jnVinoUbxyj8isTXvfxOobGEcFcDiYuT5PfU2l1w1QKQ3xhmfxySeEtT6lzSrBOYu2NwnpEAcnDhzzq/hyk0itklolzyz57DGG2WY5usWWsYzu9KGurBByu1FfeZ/skc30KM9Gq8fyFwzW0zbbizMMtg+p5kfMzR2hzM2RO5GwbImSnGakq8jHJdbkExy6LnzmOR5NKgWaFuDQ7aKRdeBZUMlIRwRcRY5bQfbrJtUtg3/z/zb46v+U5PqL/rOA61jtaltJ09+DzQYsp32kkj3UosnhQYWKHcXU2yxMVZGcDuFMIhHx42RSXMu4OEIySfqpED/ly/Lq+yZSc8jJfpRO6irLswG0wx2i3UPqN3o0u+vcH8RZWhK39Eu/BG+/LXjYJycgyx5mZjxYySTdeobuzg6VUh2+VUB7s0rw2jyh9RSBKb9oDlkWO31jXu04crG0JMDvuCjPmFd7/77wXY95tR+yx4D2sf142jiyU68LsHPeZHkSoSwUBPiZmREeeFyT+1NYvQ4nhzqDgwJ0OpRqGtWhDymTIJVRmDsNjKrqqYxQRUy0c3MTekE8fnr64VBsUY1G4sNHiXqfWqkk/ORwCI3ikED9EK1ZROm1Sa0HSayFkZcWHlEg/U/JxouGYpF+UQDZasuDEUlAMoIkSwQCk2B4OCwuxTAmGqEgAO4T1yxmEwPkehVe3RFAxjDEszFNIYdjWQ++2m3RCOPFSqGAEYjQ6jppfvuAVlfBMCVOiipWTyWQGDGtDXBKXQ4Nm3Lfj1dN4/OCJEMkpZGubODsbfOBnsZSNbyajTUYIQ37VIwZLEVDalU5GUZxaRYDh4WJhIpQu3A7bLzyiIGuYWkuvF4Jr9NkOLBBUX/sI7Qg+sE4EXwwAJffj9dtUW2O6DZ0yGgTsm25LAbKZ7DpaUFjvHkTSmWJQCyJahVJm0VBb9B1kSD2wgvMXPSz82aF0naT6FIN91SEeBzKFxZIPzdL81s5Dgt+ju978XtMiEwTXk6TOSrSLh2wf9uLN+Yllzu3NvZ4UJ59is/X2vy3/9iD/CGld5yEL0+RVTN41AHeqRDd4xrtto2ULdBQVdYvzNHtKtzqhKn2dYLuOEuhJsl+n9yRhich0eiMsBdj7B47WF9YxXm4BYMBGWkbbXaVI3mOcjaLUWyyEt9mq7eE4QmgzUzj/aqbzOvvk79vk7brbPx+n4WXeqxdtNhZnqK/fUxxv0dmKYs6N3NGba7KcXRdg4Mc61IJTdcFcDtHA4hGQdMc7Gpz9FwuHKi4j7MsSHWSoSF3ckMqZYP/9r8OKR4keOprcWIxcQhNE8HNHSVNZxu2T2AhKRGb0VHibvYPJOojL2ZOYSnTR87nxda9zycc6Th77PhYBCyiUbxPrfOV8CHvvDVgJ1uln+1zKzbPhTU/xt4GwVGV3t0PGLaX2OjPMr+sEg7DCy8InDxmDwCsXVLR9Ti9yzF6W1k6N3fROz0qb+5Q2ayipuNElsJEl0J4fLJw8B6POEi/P+HVBgITXsy4kMOYV/sRCb8/rvbYaz62Hx8bDgWIrdUm1AEQCDIUEhE+t5tT3RsBjkIh4TCmpj519LLTsshudunmRda0jEV3pOBIR1iaijC/IJFOC6xVrwufK3iDAtAmkxO5QkBc2xjMulyCa6VpZ8lSY6bEcCj4p8WiAIraqEu6eR+1XiEeNkg/FUNbmBZh3z91DS6g1cKu1ugVWrRaNvWWSn94WiFnNoYz4DwD6CdHBtWSSadtYYwsZNui1QbbsFAwuTDb5fJME7U+hB0RWT6rqDY9LZ7hw6Lmo5EAsu02tg09XaNJkJYdpNtwQzBxOjPKKC5whTSCKViak+lKAW5v6WStIaQDuGI+YqpJKqrjnAfe2aBfbFHgKSy3j7CZxRjZ9AcaXckn1hm6Rd/04PbYqJpBfyhh2yaKZhP16ZgdC91SMR1uPF4Jl2ZiGjaSpuL0PI7QqqoYko2GGLZTU4rg0RZsuuUeEBQDo14XY/rjONOf0K5fFxzzahWyriBhX4RCpcr0giZARqUCh4cEl+OEjvs0ag0O3/WwlgwiqQrTszI7L75AZus/0jqo0Nj2cpSeZz1cpjh1jetX/pDqd5pUGmXyOz7e9XpJpc7lQCaTuF58ii/Uvsc3vqtj5PapKSr+eZOj6RlWXbt4UgFQulTKI0LOEiO3xtraFP2+k/vvhvD3TQLtIQuzGlRH5Gp9bI9M6YMRxnoCVXWytriKursJ/T5xexN1bpV9eYZ6VsYoNFiK7bDbmkcPRHAkorh/4jnSgbtUb+aINqrsfvOATKXL2vOL7C6naW8XKGx3iK+coMxkJomrVojRSIWDIy5KdRRdFztJ555TIABrF2R2tDQjjwcZFaQTPPUGz6/B3kmfrUaC937PoFPssPblOdJTMrHYRAlrX03T2IDdgsRcok8sMEBZdLJ7MqIVn2HLslj2l1G7TeEnOp1JSfJEQviJU6kYZX2F56Nloq+XeeeejVEYcacfZ3n5CTjZxNXIoxzcZ9DtstdfJLXkJZOBZ54RU8fGhojW9nrivXBYgukZrBeSdG5s09goUM9XMQYDSu0+pbtlXMkgkeUI0bQPx8WLE13b7W0x94w7ycrKJAniMa/2Q/YY0D62v9hm22JGLJUeBDyKIkJAkYhYsZ9f5bZaYiVsikpQLC19eCt/XKZ2nM36cMEEw0AfmGTzCrWWGGayZJOK6VhODwVtBrfLdSa1WqtNgOz48j4EZEF8YXsbRiNMzUUztkonr50l1o6t1xPbX7oubi1hFYjk7xJU2kwt2LgvLU6yav80m9swGeYqtA5qtBsG7a6CaZzWonVqSCEfQZ9J1HGMS9c5fluiXIF8WUU3ZII+A2MgMxgp+Nwm6diIy0sDPG4bBrq4qeFQLDyiUeHM3e4zSR5kWTybUgm7XKHtTVOz52g64hjRBBSK4GhDJIJnIUkgICZUXYfj16DaBreoU0HLrGI7YHpG5tqFEdOdkZixjo7g5IRS10vLm0K1NHzVGhgDKqTojTSGPQunLqFp4HcN6cpOGNqYpozitogFB/QqErokTubxKzgVHWNkozjkH1sN2octGp0A2kwG3HEfstTCbPcYDIK4fD7x/Pt98aVE4jOdL5kUmKFeh15PJuvO4BgWSXUbqJHQhPu9vs7suof2K1W6lT6l20WST2QIBiGwnoEXLjFdfo9OJ0T9XpGsP818wqQ5f42LC+8w2N7n1v0I4Yyb27flSYIYwPw84S+0ebnzHt++5UI/PqLnULEMi+OFKVajhxjdIZGkTfGgS9JRwuPWWFhIoOt+9t83cDlsvKUKyysOpBOTfENnMJIovp9D78ZQVT8ry6vIOyJSGy5tos6vsitP0T5ROC7VmI8fsF8eMYolcYQDOJ65RsLnpnVLw9spcPJenkFjwNILLY7XlqhuVihvNwktq6TTCRyOU81ow8d9ex774IjLCx3kjQ0Bas/tKHk8pxSC7SAD11VM2Ylu5XC1K6xM2cQiRe4e+9l922BU6TD4mRUKIcFdjkaFKztS01TuwGEJDFMiFR6yOgM72Szd5BSbvmVW10dorap4juMFL0y2hyxLBAuWllj5qo9Q5JBX3rKQG3l29Sjp+aukvF7k3DHu4gH9fp9Cf5FeL8bCAjzxhJgqPvhAuInBAJ5//lRb2eUg8LlLBJbizBwc0sq1qRWyNJxJBnmLk3ydE48HX8pHdHaekFZEbVQEgO33RXRbksTC7Tyv9v59MUf9sHbY/hzZY6/52P5immmKCa5UejAaGwgIDxgKfTgqaZrCeYx1ZL1e4SjOUww6HeEMx2n2D5llQacn0+4plOsOTEsA5VgMMqt+mkqEw4oAx9PTwgdtbEy2qT4SyAK0Wlg7ezSbUB/4aEQXsbMfpj/U6+LWZRlCrj6LvbukensEkjpqNAhPPTWRsHno2h+uBWEYAuyN60JY1oMU4/EhbBuG1Q7DgzxW/zQ1fTgCTUNxafjDKkF/j5CvjaJAsaqyV9Eo1xUqDZWw38TvtzBsjVgSfD6JmWmFeMyFpPlEA4kwnQCVMzN8SHDStrErVdpbeSH51A5iuHyiMV0uFHNEQGoQSBsEnwkwlMVCYm9PzAvNpnjUHo/A+YNAHyumM7Xgw6cNJ33k5k2MVo+qY4q2EcZhDnCNWgwMiaHkoNBwYksSIxzMuMp4PTKNroxtS9g2OBWIuzpsjFRMRcXrUfB5bWzTxtAt1ID6Y1sl7GELBsXiQtfFTmsg4MfjatDpdul2T3Nj4vEJ+fUzAlpFEeCoWDylW+tBEq4oxVKTqZAlzlUqQamE5nUzve7jcKfByX0noYUwzpCb2TmJu9euErl/wMztY3ZzHsr7AULhKlyZZ+bKHol8nenuPls3fLi9gQcpkaeRuMyX+jzXu8+bhykau1kUxwyFHRPnXIzVJZv8ZpNoxkV+q0VGVZhZV2iloowuBdi9r6Mq4D4ssXZZQ8tZ5BsS+RLkb1cYtQZIL0ZZWV1D2hE8fP/JJqtzK2zLaXoFjaNCkelogezJiFF6Gs3ngcsXCbpcDDedyKUctY0Sg7bO0tMNXMvr5Hb6NHaq+JZUkskIqnpad6br4a69gLl3wLXFDvL57fRTG+dH7e87aWmXsVweGnc1QqMyUWeXZ6652bhXoJkLs/nvP2DxC3OMRmkKBbHzPjsLqpqm8IFErlpnZCrMBJqsTltsZ7MMrAwbVoiVlTSuVEp0qHJZDHzltOLi3p5wALUaXLtG/MVVfiZ6wCvf1SnVqpS2PPRnl5hb9mIdHeBoFNE3hrR6c9zvZFhaEyoIbje8+67oKt/5Djz77Lm8uEQCyecj6NkjODPAbLVomDbVtoN2r0dnr0dnD45cTgIuL2G5ScioooxGYj5S1QkXeFyIZqxXe5Zl+ONpjwHtY/uLZb2ecFK12gRwqqqYiM4IqI+wdvtBfahE4sFyWK2WiMwMBlgW9AYyI1NDV93oqpuhpTEwVIaGgq0o4FchKOP1y8wuKHh8omzq4Y44XCwmMF9WFOb6WCBrGNDZL9PYLNJoOTCdHpieAkXD5RKTvs8n/PC4DHjY3Sc6zDPbvI0st8EvYS2v0lu/zsDU6J8GOseCDobx4Vy4T2ymOalu0O8j2ybetJ/ArIdAwMbttJA0C9weuqaLw5KbnurgRFExYyqJJRkDlUD4NKLpn/CGz0qDjdGLzycc90N84UGtR+VmjmpBxzBVMTtmEmhhP6GQ8PO+ygm6NaJqhtg8cj+wzjEM8Z2ZGZFwVqmAy+ojyTKOgAsXDfGle/fAMCj3feixNGbFgdyvIg97dGwXpaGb9tCBpMqE3QNkbAIunWFLZWRKeCSdoHuEkxFdU8PUPLhd4HObGEMTwwCfW34MaE9NksRzKZfFeiYw68PrselUdbq1IdHoadJMLic6dKv1AEj6NBaPT6o+q6rK/c4cPrtEstVFnU6J41erEIsRS6nUcn3a/SGHbxVY/doCTiekr8Q42btCuPgmiWqBxoZCNuTCN93mJP00z1z9rzTfLFEqFDg+cPP22xpf/OI56oHPB4uLLH9tRPs/7XG3OUN5s0xoLc7xgQPHyM3KRYuDOx2CMQeFjQaSIrG+ojAchhh1gxyd6ChSDPdOifWLoJUcqAEfB5sD8rtd9GYf+4sx1i6tiajkYIDneJP1uVW2lRhDh4NsIUcqUqdwbKBPzaA4HbCygtPlhH0n0kmW3lGF+z2d+Us9FucX2T9x0Nkt4l5WSSQCqKrYVCqUnRj2ItZhlifna0jb2xOZqlMb57bmcjJFeRmP10vhjS3iVPG18lx7fpb77zcY9dyUX9kgWijDUxc4ONAoFARonH46RfaWg3KxiG6EWPBXWJ822crlGFoWm1aE5WUJ7/ntmepp1FZVhZ/f2xOLpAsXcM3N8eVf7PPet5psHkB/f8RGPMbiogdO9pBrFdjZYtTrstmfZ27dzeys8MdvvSUCDK+9JqK3CwunQYAxJ/bgAEWSiGITXXQzcvioHXWo5Yf0B0OaA2j2VKRbVYKhOuGdGsGXrqAEfZNj7O9PdhVTKbGV8WPKq30MaB/bn3+zLAFgy+VJqBPEMjkeFxPeR3FELUtMhuOtJ4dDzGbjrXjDgGwWo1il0lBp9d10tDB2IAj+h7KqnZND+P0CaI4XzIOB8Dtj0Hg+Fy0aFdj5PNYe74Y1yjrDw8IpXUKBYBDHbIpwVCYSmSR2G4ZYrHcqA6RqhRnlhEj7kE7bou1I0Vm8SldLYO98fFNK0oN1IFRVXJeqiiZUFPEd2zDFXnCziX3vPvR6OF0WrtkAjkwMyecVjeD3g8eDpTrOmtn2CrCgBcEegeyAREgce3r6XOC12RRgdsybyGQm2cmnj65eMancLdLJNcVvZAV1Kk54MUw4IuHzibcbhQE7H3Rodd0wn4bhhHUSDk+C7mMVtnrZQB8Y+NwKksuJ0+wJTnWzie1yUw6t0DH8ONHpdjs0eg4MUyI/CiE7FBxOCNt9nJaOjYphy1gGOB0GifAIvTtioLsZeT24XTYR75BeDyxbxulR0VyPOXFji0bF0G40wJxV8MVcFKsG7WIPVpyiY0ajonOVy58Z0Lrdok9cuiQCX3XTT86Kkyh0mIoNBGgYV7Xrdpm75OPe+w3aZSeVrRqx1QipFNSurxPZP0J/Y49mL0RrK89BwMHST87QWnqC6/m36OztcOdehHAsxuamOOeZpVLQ6XD960Pa/7mMJauUdxqEliLsHco4DZi74GH/fp+B10Fpu0lSVbg4K2GaQQ4HYQr1KjfsGG53lbXlFg6nhCMUZ+vdFvmCjfEHBeymh/XPrZxlNDkPNllfWGFXC9DRNE6yxyQCbarHBxjpGWynC3t2AdnnQ/NqSIU8w4M8O2+PSDVNVufD7HZT9HdzGLZCIuVFUcR4Oz7WMOx5Rkcunp89QXpYporJrrrbDYdSmrDLw/E375HRNEK5Q64+Nc39Leg2dfzZIr5BGenaNQbhGAcHwv/6ZiM0ZY1G8YQtM86St8h62mCnbNO1LLasGIuLp9Kwmiba+rS9Safh9m3hf27fhkIBOZnkmSdUos42b2+HMQpFdlo+MvNrRNxu7Hwe++AIhiP2B/N0V4JMT8PnPy8UEPJ5eOcdcfhLl06DFooiIq4nJ+ILjQaOgEXq+UVSwKDYpHbUoZ6TGCgKjVKJRrmOdPN7+C7MEFpNEJwL4RQrALGtUChMeLXqjx+8+/G748f2F8u6XRFZHZNPxyGdeJwzNPMoG40m3Nrz2rLjEokA1SrDvRzFElQbbqxQBDJxUJRxaXA0TbxcrkkF24clXA1DYKHWaSXNZFKAWY9HbJOdp+cOBpPiCXarLRydaeJy2vgX40TW4h+6rX4f7t0Y0j6sYTZaJLU6lVqZYy2BHY1NSi2eyrS6XGKyGFfdHSsrjEHr923vclmgP12H7DFofYhpcPGiAJ2BwAPovFoV/lbXJ5RmyxLzxfS0wLzxuJhHVBXxYTY7oX64XJN7OG2jUglq+03MkyKYJpJkE5zyE7ucIhAVVbZ0XbRluQz6fgW6Cvh9+BNuolHRTcb3e3ws/vV4xLNplwcMdRl/SFT3kjbui4knHKYeX0XPtxnaDuh16VV6DAchdMmBpCm4NYmg1sfoyKQ9Q1qWB9uyMS0JTbaIx2zM7oC2nhR6oj6JiGdIu6+CauHyKo9zPM6Z1yu6wGAgul0o5YPNBoNqB8MIiz4zpgI0GmI8f8b6zPG4GKuRCKiqxr2DOeJmkUS5gRYKiX5erUI4jLPVIJN2ku0OyN4oE5gO4PCozF7ys7V9AW+hw9zOETs5B+5YmcIdD9LlNeYu7DJfrlFr77Jz10c87iISEePgzObnkQYDXvjqiMEf1rAVhVq2jZ0JsHHkxm2VmVt2woFFNu+gtN0irUgsJhVs28feLZNGr8obmxEc7gZLM01cXQnti7Pce71OrjBE/24Po97m8henRB/vdlH3tlhZXOZA81NX5ikeHxNxd+nk9hnFpzDcAYxAHC558IY8+IMylXslCjfytBoW8zMNss4lBnvHNOw5UrPus8Xx1pbEcJRmJLt4aWofpVYTD/d8NRnEGsXlgl01SOrrT3D0JxuMFI1kPs/VhRBbjTiFozaSbZC58Tq+i7PU0pcZjVSx8+T0U3fM42tkGQzTLA3yrEZ09prQLNns2nFmZx9iLvl84jU3N9GrbjTEfJFOszhvE5H2eeVmgFa/z0nHzWB+ivSCCzmXZXSUR+4NKfVn6XaSLC5JvPCCqEJ3cCDwcb0Ozz13Tko2kxEO+eBgUrxneRlXJkImEyFj2/RrfWp7CRrvbDOodmnfPaJd6nF8w4cr5CI47ScUnsHbyCGNj7G09Jmk7P482mNA+9j+fNqp/BL5/CTbPZkUXnC8MrUs4YjGe+vjfweDBzOoHA7hwAIBcaxuF3I5Sod9siUN2+GCuTTemABCfv8n17W2beEXxxKC8/PiUjMZ4UjHO0PdrridRgOBqIpF/HqNRNrAF3Ggrojkp/HljV/l3Ijd9xuYzS6aNWRazTN0SRCdEZPtQgZfWMPnE9f9qeZ505xEwMftZlnib59P3MzVqx9KnOt0JrJL42Ye05ptW4DZqSnx71l7ttsi+jVeZJyjfjSb4ret6mlyWK+HU7OIZVSiVzJoERFV7/VOAW/tNCI+GKD1W8RiBtHnYzhDD96eZU3WQx6PeAZ2f4As2ThlA1d2B4oFgZCXlykWg4CYSJsHdYpNFz5NUAtUl4pDk/HYQ1TJRFZsdEuhN1BRJBOPNiIRMdGrJm3Tja2J8sY+r00+b4Kq4Ak8RrMP25hVUKlAbDaIy1Fj0OnSaduEwhJn3JtmUwykzyjhFQqJcbq8LDLWW8EAdwppUid7zM2dSuW53Wd1mBMxjXqrTVd3cfRWnuWfnMHvh9gLq3CSo1vpk2qVqW0paD4X3pSf7NyLPLP2OxTfz9Msxrl3d4FYTMLjOVdUSlVhaQlV13nxpX2+/b0mtkOlUnZjxZzcOIjwvJljJu3FQuHwUKaw22VKOSYZnIOrfnbfM3BqDV69FeSLjhZTyQYuS0L94gJ33+uRu99Cf3+I3j3m+ssBJEmCTgd5b4fFpSWyjgBFZZ5aNktAa6FUjsEbYxhK0Je9sHgVORRkPnCL41t1eptH7NYTpKbv0Y3P0zqUKTJHas55JiJz6xa81wvTNRx8cWYH17j86/z8AxW1xlVgd3dd8NVLHL3iQR84mOmUWfccc7g+y8nBENu0SBhZFrsnDK4+S9kWKFWZcpI15jg5LpHVNNaDBRanChwNbaolOLTj6PpDiwgQjvnCBdHxjo8nyb+BAKHFCD8d6/HGK3kOCy4a9RqjdIDM9BwOR4FBqcaoq8NgwL3uNAsrKs89J27r7l1xuEYDXnrpXBG1cFj0qfOc2IWFs5J57qiHqaiHqadSDG9v0dgs0izW6IxGDOwwg8aAIqBqbvxmg0DEJtDfwrE080Cltr/o9hjQPrY/f2YYEz0+ELNPNCrAajZ7mpA0FN/7OBuHU32+yUTY7aKPLA5OnLR6TojFCCxESWekjw34PsosC27cEL4JhK8eSweONVbbbfEaU3fp9Qi1j0mFe3jdFnYyRSeQoVmV6HQEWLNtYDSitlOjdNjHNk08owYriRa+TABn0IlrJoFvMYHD+Rm4VGMx3HFIFU4zzUKivVIpEc1eXX0gEjAciscwrnegKOLj42Ox/pAkARQuXDi3O/xwQt4p9cP0+KlWzgXSG3Uolgh5RyTmLfzLyTMaQqslHuG4WwB4PTYJM0t4uY8UCUPow5nAY8A9jrY3GkC/j6tdhoGKy62I1cP0NI34Cr27xww7I6pHdXaOMuiYyIrCVLhNC4XWUMOn9fE4BoxwMjAUurqGQzHJhIc4Bm2aQ4WB7EHWZMIhG80BvY4Bigt/5Idcpe3PocViZ8FDurYHX0BmULHpFDqEwqf0oFRK9MtqVQyyz1DtTpJElPbkRGDj0UgjX5ri1nGdVDqP89q6+GK/D7EY0t4ec1Mp7uf7NHNQO2gRmQ8ws6DSvn6ReKnJ6P0CXb1La7dCLuDF8aVFqivP87ny61R3fOSOwmxvh/H5xJA6Wx+63TA/j9c0eWmwzysftMCSqTQTEPLyxm6CL3DETNCLuRjlYEtH2h8wtXhI37HAwvUQB+8bzIU7fPu9AF96ukUsUcep2jg+t4jmdbJ3o8XwjsRA7/DUNQvHOenC6YUFnAthjuRZWuUy7nYJT7cMgwGD6BRtQ4XEElI0woX4Wxy9o9Daq5Bvu/DVtgjMdGnZNgVpgVjGwdNPC5x+4wbc3PZS713k6yt7ROiIrayHeKDjKrCHTg3784scvuFi2HGypBaYU45xzCfJVqJQraKbNtP1V7nw3AKD1UtUWxoej8qRJ01jt8KbWZXNbI3LUyWCIZtm0eKEJLou+PMfop4mEgJo7u2dKrU4YX4etd3m5WiN2FtNbnzQp3/Q5zgHySkFn09Db1Rp3jbw9/rs9OdILXq4dEn04zfeED7qj/4Inn5a3Bsw4cTu7opowM7ORLJrbLKM8+oayaiPZLGIOTRodbo0CNGq6hg61E0v9TsVsCxc7zQIzIbwX5jGH9FQNPlBHtlfMPuLd0eP7S+2dbvCuYyjrIGA8A5j9PSwKcpkX30cnmy1BKIcF4pvtc6+PhxJbGW9jBw+5OUE04uOH7i67VhPdrxjBYJakEoJ8HT79ocTsCRsIkaJlJLDlbTpmU4OXAs0Kl7M4rkvjkZQKdPI9bAMm2lPi7SnyfJFJ7L3lLQ7Pf3pJ/OxVm+1eg5lI8D/mI98dCQAqCwLjaNTMGuaArCOI7AgosKmOQGziiKSI9bWTicP2xYgNp+fLEDicezMFJW6wsne6duGgVLKE1PqxBcMnBHvWXJYuy2Ax1iVbcw6SSTA2ziBXlNcaybzyFse/87rFdfaLPRhdxdt0MGMp3GbTYhGsQNBcv0Ig/23Odlo8l55BVNSMWWJ9WgZHE4GIw8yFhFnl35fQ5KGdEcapi3hVHVSCQutU6M9UBmoXgJOiaDPQJIkBl0LzaXijT4ua/mwjRO7q1VBFQymfFQqHTqFDlw4BbTjbYh2W3xpZuYznTMWE93S6z2V8qqE2N6MMrPb4/r6UHQ0l+tMMNfdLpH2ypyYbo7fK+FP+9CcMgsvTbG5N0Ok2sM4rHJcVuntFchGAqhPXmF5dZvL9Tzt0g47m9eZmtKQZSFjdbajEg5DJkPINHlhdMBr92RAodROIHl8fPdmiK8s7jGnVDGnZjncGyEBi4sHbGoLzD4R5eSWxVQIvvN+gC8+0yYSbXDRu4v7uSUUR4SdO27evFNlOOxwbVUn7BqdZf7HZ2ZwribYUxP0XS60Ug4PbSjsY0WmqVbdEA1ztPIllqdvU/nOHbK363T2Kyj1Ie7FIX19RIU1gnEHL70kXPcbb8D+kca/66zyU9dOWHAVxKq00xEqCKfUJVkeK/SpIE1x9J7G/aaHFecRaa2MFvKR15PYvQZ20ab1zQPmswWmnnuKqWtxlpYktmfibL6pUq/Am3sa054adkylW5MYjRLoujjHh2hXwaBAnTs7Yv7JZkWHmJ7mwlKXyOUib/x+mU5dJ3+sEwtI+CSJQPWARrGC67hEoTRHdy3DwpqDn/opkSRWKAh+bbksKAiqetrRV1eFj62ck+w6xzE+L92lHB4SdlqEnUPs52bp1oa0jpu0vHG6hTaDeoNBrUfpTgkScdwBBz6Pid9j4fPaaF6HWDC5XMKPe72funDQj4I9BrSP7c+HWZZARfv7Igqj6wKgjDOrVFUMRo/nQYLomIxoWcKDFIsPym2NCaUOB0PJxdaJj9GiC5frBy+Zfb4wQqslKFG6LgKaXu+DmFuWxaX6fOB3jvCV95F7HRp9hcN+jI4/DQPl7NaCriGBfhG7XyfX1Qh5bKRel5k5i3gmJC50ZubTJcRY1kTr63x4U1EEiohGJ+Gi42MRWpakM31e2xa+9+Rkgkl9PnGPrRZnkdNoVFQNPsMZ9fokO338LGZmaEsBjjYnNACn0SXZPyCaGiArp0UuEgmGI4ns7qRdx1G1ZPIUz9fr4sQgJoSPeJjjW/a7DRp3Cti7TRzDNoYsuCEevYRlwXZvmo3/8y7dLZNy1UfHcKJ6nUw5soTULoXADK1DmYhvSNg7olHV8GlDml0Ny4aIs4/bCx6jTbWfYqR68btNIkGDkakw6Jo44hKeyGNA+yhLJEQXbTQgHvcDHXqlDpZ1DoSk05OdBVFb9VOfT9MEjqzVRJ9aWtW4k03wzl6H2VtZIp+/LC5IVUWfvHePlFykbnrp930cvlVg+fMZvF5I/eQF7EqVXj1LvNWkdOTC6dslG76KY/XLPFP9Pzh4p0CueMjNm8uEw0IZYG3t3C1kMtDrEVtu8Gxxl7d2ImBWKCoZJJ+bb90I8VPzGywMTzB8q2Rv1JHKDhamy2w7LpG+GKG0ZZHwwXff9/H5622iNFkJ7uJ/eRGHw832Roq3dhsMRzXW52VmnCVkrxuOjwkkhqyvTbOzG2DocGCeZHHLQygdYPtTFAph7KTGTvBJln45RSD+KgdvFemU6vRbXaQVE6M7oHn9Krbt5LnnxKLhT/4EKlWJ//D6FF94ysfT4X2kTkcoiiwsPODTUilwOhVkNcXhewr3Gi5W1SMS7g6KZVB3RKnjhUGde7cMFsrfxX91Ad+VKzzxhIOVlTA3v6dQuW9xUJaJdctoKYu9tyWOUzFyOYmrV892+ifm9YqHsb0tHNPGhgC1Xi/Jzy3y1asLvP37BXI3K5QGQ0wHuH0K4UGN9s4BtWwNe2eX+3fSLF108qULbm5qXu7ue9jf16jX4cUXT5OIJUn4q/G21kdwjB+W7pL2dvHNz+NbWCaj65j1Fu3jBq27x7RrOoNqjb4Zom/4KdfFvOnULPzeLj53C6fDRpFtFJeG4veg+E8Brtv95wbkPga0j+1H0wxDhDP7fQFKztcU9PtFyNPt5kyTyev9aKmSc8UIAIG2EglxnNNtl9EItjZhJD9QfOsTW78vAOyYEnB8LI7p8wkApyicifg/wGWt1+HwkFbT5qTmoRvMQCg4yW2LmHhbIuxZqCiclB3gcOBy9llYUvG4+VD2/ye2U64updKD5X8fpdVr24LbWq2Kv+fnIRCg2ZywPEC03bga6XA4oVQsLorLnJlBRF+y2UlN21NSsR2Jki9I5PPibVWFjFIkZmeR/Jwlh1kuD4W86Ba2PQGyD+CX8QMB0TaRyCObwLah07ah3sAzPGbvSIXRCH/CTcU5Ra/S46TQpl5zsO3QaO6VsDoWBIKofScRdYC7ZxDxDfhgGGU0gpS/i4EDVTYZDqE3UpGAeGCAyxygWQNqVhhL1oiFbXxui0HPYjiSCHq0x4D2I2y8AOx0oEUATcuj6wbdSh9/4pRK4vcLX9Dtin49NfWZzhmPCzzR64kqYoVclMrrRb73wYCfvt5DVRTR0VMpSCaR8nkWlCPuW2s0j5pUDgLE5n2k1wJ0nljGarVpfdAhYtUoHbrBsU3uJy4TWHuRL9W+x7+756UfjnL/fpjLl4Wa1uoqaPZIjNWmqHSVntW43s5zowC26qA4moK4l2+dSHxlYYelxhbm1ConWQPb6jDjf5cjaZ5wOECjKkHAySs3bF661iFOk5S5zZd/chmnU2V3N8a7BQ8Ds0Ano7AwyONxdsC2cQ2HXFhbZO/ARUtboJ8/wWk1oVUApUtukMKaUdm2Miz/d7/IauZ7FP/kNieHOvb7H2AsDuk3hvDidQ7wsboqQO0f/IFwL994I0jx4kW+trSLpveE304mH6hmGA7D9SckVC3B3nsa96say548cW8RulUGkouOL4FP6bOVa5HuHJA+ziI9/RS+qSme+3KAgymN2u0s7ZyfYbZCKmVRPDE5GiYoFGQWF8V1BYPCHSoKwv+srYlIbb8vyNXLy+Dz4fFKvPiX09yfD7L9eplyN0pQ66L7I/gCNRzlKsUNg2inz2YrxexSm+shk1hC5c27ARp5F9/MqjzxrMbiFR+Sdio16XKJbb4xx/jhYjgPl8Td2xPtNTWFkogSSkQJXZ+Hw0P0cp1OT6GjaHSC8/R6MByNGA6HVHpDqA3OabaPgBGKXEdRbBRNQXE70DyaeLlVIgtBHN4fLaD7GNA+th8d63YFEmq3xQA2TYFaxpQATRNAdmZmAmK/nw2HYlbQdbG6nZ7+kPh0tyvwsq7/4GDWtsU8c3Ii/q8o4vJ1XYDWMdUgnX5IX/Y04jzIVTkuOmhZXshMIbscJBKQiNuios1BDnNosJt10pYCkPITHeWZjQ+RnZpwcJ+G3FsqibYdA1nnqZ5nNPphuoJpCkfZagn0ODvLwBPheHvyaFRV3ONYWQAEyJVlgSkiEZidtuDonHqBLJ8BAd2U2duebP/HIhbT5iFKswYS4rpmZ6k3ZbK7k7VJICC6wwPB12ZTRPItSzj/jwE1vWwNa7uGYo5ohEBXXMhJP92uws47bTRziNfoUnRMU+kqaMMhy6kuW3YK18mQoSITcXQ50RPUhyoel0UsbNIuORgMe4xOtYldDgufx8JjthgNbZr4QVOIRU08bpta3sKyZVxBFy73j6eG5CexROK0tklNxht10yz06eTbE0ALoiPu7EwKLXyG6NL5QmROJzz5jMa3thMcVoZ88EdFnvofLyCdnNbKfeop+KM/wq33mZJOyDLD8dt5/IlFnB6Fha8sc/+oxHxtk40jCPaLlI+c8N4+O5+7xtPL2zxbz/LajpeTyJNMT2uEvDrb3ymxGiyiKqc8nqUlqFSYS/TR7+vcPlGxnRaFURRrNcl3GiG+eDEL1SZ2cJ780YiYapFUjyja06hulW5pACGV793y88LlNsl0B7+1xVd+cgWnU2XP5eFeaZZBoUwvLDHvqxHvHQvqj66zvLRM1qVRUmYYVj2o1SJes4XcGXC8lcFa9rBlOVn5wpdIzUwT/N0/Yn9Tgo2bmI0WubqF8fIatp1kaQl++Zfhm98UagA37jgo19f4S8/kCI1KwsG2WpOqgAgc98QT4HCE2bzhZOtEZRjwMa0dUW0MsNpFrGAQeWaafKlMe7vDQvNVHEszqE88wfIVL9X4PMevH2MGLKxilkiiT35g0JDT7OwoZ+wrSRL9IBiEYNCBawxqOx0BuE+rYmgaXHnOQyg1w8b3ypQPbEYON5bbhxZOE+9XKOZtfGqPQyVAd9bPbLLDV70N3rztpVTWeOcPbTqbOS5dklDDfnHilRWB9nu9SSnc82XYHy6JO26vxcVJ/fTFRbRAhfDxMWGrBrQw1+bpKEE6HR+djvDdpm5hdgfYvT4MBpj9Pqaug25DbwjViXi3P+56DGgf22N7wMbb3aXSgxqy4wIJiiJWqnNzH67a9f1sNJqA2fHq+iEifL0uAnmWJXzlysonP8V5nAfC4ZmmyGS1beFPrl59REVC08Tc3CF/MKRUd2FHYkiJOPGEJKKMgzbsiMxa3YDtYpB+NIXscjA72CIaHj66itn3szE3IJ8XbQKiXaamzpUpesiaTRFuHg5BlrHmF8n3ghSPJtHRREJEM46OJtv3ljWRMwuHYT7WQbp/MIkAxGIi6qJpDwTQFQVm0zqR+mktc0mCmRmGgThHu5O2HhcL+9Blj0s8gQCzi4uPjlw3m5DL0T7WQXfg8MjkpGnKrjD+4g69WzmMukwoaqMHo5SNDCHVYCpUQjIMDNWHLFv4pS591U+nJzMyJWJBHdWpUeqo1DsaUY+OLNn4nDpO1cJnt2n3FDp4URSZSMzC7ZFo1CxQVUIx9cdVE/0TWSgknv1oBIbHD/QFj/bauQph40ojnY6Y5OfnP9M5EwmBJ2o14R/yn49x93fK3N8dEb3fZyF5qinW7YqSUK+9RlIq0Ry4aBNn/40Ca1+cQnPKLP3cRTarTRY6h+w0k7jbRapbCkrQz931r/Nc819z2MiTvb/DvjvFlUSRvmyz1XCycsmBNpMS/Xo4RNrcZEnOYkgtNosyhlOlkvNjJy/yRlbic1NHKM0DrJkFinUHwYBKxGhQU0JoCSfNbAuzJfGG4eLpUZ/puR7azn2++MIKHo+LrS2VbCXNoOVlpCt0fE5m9/dRYmEkXWdmZQW3282RFMXweuDkBNdgRGp4yPHNBOalCJuWxOrqGu7/eYoL/+H/JH/DpLB9CLU6B9U+nc+tYA5mWL6g8VM/Jdr6m9+EbE7mXzVm+NmfCLCqHogVxf37Z3QjJFGE5epVcLk83Hx3ioOcSt/tYil5TL2oQ6uBy2qjzy3Qafe4f3LC3CBHqFiEq1eJLi0R+Jl5Dl9TaSoKVrHAdHhE0jmiG52h09HQtEmQot0WrsXpVAj6Vwj2D/AbdaTdXTE/xWJivT8vEwgl2XyvTfaDKuWeh5hvwEiJkZjr0CiOONkfYLk89CNrLD0h84XVHu+/rbO7aXBnFzr9EU+tl3E5T/XRnc6JSo+uf0i794xX6/eLCe3h9gLhc30+MWn1+yj7OwSTSYJTU+d8pAx4sCwPpinmszHINXtD9J4uXn0Dh/+zSeP9MOwxoH1s/9fYaCTAVbk8IV6O99l1XYykcbmohYVPFo09b6Y5QUlOJ8O5VQZd9awy1jinbIyvgkFxmk+q/3maAEy/P4lCNpsiwmDbYg595plHVNftjyi9fUAxZ2LihOkpglM+ZmbAaQ/gKHdGCh2aKlv9aUaZCJpksGJv4fYNRXhiZeWTX+yjEr0cDgEoI5FHA75T6bIzhKppNKJLHGe9Z4cIBgWoPL9uME1xWeP7jkUsZpUc0ta5whVjibTT0+zsiC7gdMLK7BDnkSjFORYeL/X95O5xxpVMJkVg94G2HQweRNTx+KPTlh/KIOsM3RjhGBv9CP2Sha97gq+8yaDZJByJ4l5McdD2owx0YtVdVj1ZXhs8xaBj4fBq2OaAWseNhUI8bqA5FXq6xnHJSdiuo8oQdA7oqxouaYDTHlAyowwtJy6/SjSs43RJtBoWqE6CyR+9SeJHycYLqGwW2gSQ7BKdygBbN8Q27dimpwXPsVoVP/gMepyRiDjf6ZqOi1c0andCnNzX2fxuHtcvXyDNnlhMXbwoFlF7e8x7StxrqHSB3D0f05eCeGcizL48x2G3R+Z+hdwwhtFtUryRRXItEVz6Gl8r/z7/9h2bvKEz9ZKL5LSDfjLJhulm1XFav8XphJUVZNNkdXiIpXSRimUMp0Kl4MGKruJoajwd2uW6dsD7wwzlWgBXLErIadAyHSQW/VQOupQPOrzbUxgNDRZWQNrc4LkLi7jdATY3oVYLsDFy0+/k6Tk1Fou7uFst6HaJXbiAazXE3p4bfX4B+6SAUm8yJZXIvjvAuBTHth2srPhw/k//NzJLrxH+k9c4uNtGPnyNo3qTZqFHvzrDpReCPP20CLD/7u+KBcTv/GGQzz17iZ9cOERqNsSDaDaFg3U4zpLn3G6Nt9/MUMyWGZgq6/NlWkdNBi2dCPcYRDL0Llxh9+CARLbMdP9tpMNDtOvXWf7iLNWExvG7EvpJEat7iNbV8a7OI6lOEgnhtppN4T6GQygNZUr2AnLRRcCoEmxkCa7oaLNC/ysUgide9hNIejh6v0z5CIJelaYOjvAA16DH4bsmqXqPYS3NwrMJnvlZCd8S3L1psN8Z0j/o8sxSjaDanWgrj/3y0ZEAppcvPyhVGQyKPjjWtD0+FlGbcXVFl0s02LjKTbEobmph4YFtLlkWL00DXPJpEaEffU3bx4D2sf3ZmmEIQFGpTFLhHY5JBn0+LzzZuIzT3NwnB27n7fgYozOg1ndT05bpbn50JPOUcvSJI2O906JRui4GfDw+ofmapsBRL7zwYTBby/U5fiOLMTBB1XCvzjC15CLoGooDVCpn3227E+z10xh+FadqsmLv4DQHwiktL3+yNul2RXs2m5P3xlVx4vEP3/A4q61UmvBbJYlhKMmxnqJZEOc8Hx0d33enI3xuLDapJjYb7RLrHEwItrGYABqn1z7esbMssV5Znuqj7m+f0UP0+RX2865J0tb5krhjGyf7jQm1sizO8bA0Ra8nnPg4xCvLGJEEe8Uk97dVfFIHV6fC8kyNRG6HvGuJeuYKTduBPaoz09/mSuA+b+zP0Pe4Ub1OnIrMzrEPZ7dOOC6heyR6tptKqYs1GOGUR0wnLPZ6Mk7FQLNGuKQhB8MMQxxkohJ+jwmnCgeyQyGYeMyf/X4Wj4t5eGRrtE03AalPP9/AM3tOId/rFf6kWhWT+trapz6fLE/GeLEo8OrJ55IMjkvsH8qE77ZRZ8PE1bo419Wr0O3iKBaZ91fZbUoUbyn4kx6CMY3YS+v0s1XodugedFEMi3Lbw8kbB0hPpfi8P8Cz4R2+l9e4ffwsqZcTOLSJPOmZsMjplpJimqyODrBlGaVaxrSS1MoaH4ymcfidXA1s8oxywjtHBuWiwTASJhIc0vOHmQq7yd2usXcwolk3OTgySc07sLayyIkULlcEw4BGR6PhmCXvDtL2OFjp7hPd24NmE9+VK1y4MMXurkx3OoPt9TE8KDIdaHH8/gh9IYhlhllZlXG//DLulRXWf+/3Kb2xi3p8k4Nv17hfukb9eIanfjrF1JTKX/tr8F/+i7jf195UyRWW+KXPV/DWjgUAu3tXOO1TPyZyqGRefTVJ88TBzbzM+oKXYa5CrdUnKR/jH5Qpzl2h1E/QKeyyMCrhqn0LlpaIrq8TiDs5eFWitVNCzR3Q7uq4Ly1RtN0kEsLt2rZwIc0mNJsSeipDo6TSyFch38CTMAhenMIflPF6Yf2Sgj+U4vB+l/ztKgNbIexSGIwUUvEBha0W3foQvdpm6tkpLl504/WqvP++SqHv5ZVSgqevG6R9pyHisSJBNit8e7EoVgDjRZvHIz6fnhYXOl6837s3idbKsnDgfv+EynD/vuDH/TnXrJVs+1NXcP9za61Wi2AwSLPZJPAZyyQ+tk9o4+3uXG7C2xyXiAqFRJhvf38CpB7W3/tBrFajfvOIw7wDc2YePJ4zhR2HyKk6Ezdwu38wOb52ewLgdF1gbtMU82a9LvzIk08+SDMYjeDobpvmvZxIrPBrZJ6fJewZTqobjS0UouLIcFQWRRQ8Lotlextt2BFgdG3t+1dHGAxEO58/7qMSvc7bw9ldkoQVilBUMhRqDixLgNRxdLTdFvJjJyeiHYLBSdTU54NpZ1lMPuOiF3NzDwim93oiqmua4tKW0j3kndM33G6aiRUOchqG8REY1bIm9IlxhD8QEE75fPv0++Iiz0khWJEYZTXNzqHGG98zGZabrCXqXJmq4qwWKBZhq5umOvc0i/IBqaO3mIn12fygT9aehlQKh0/l99+M0zxsMGMf4l+Kcags4zObyLU6Zr5IxlkhNe/ij7dnkWWJ5zJZnvff4XdyL3Ggp3nxq17+0hc7JJISf/hvazjiIX7q71zE+7iwwve1MbOkcL9G0i4ys+Qg+cLSg18ajQTwsSyBQh/izv8gpusTub0LF0S3+vb/d4/CnTKpaZmFr66zyB5hvyGiXa2WSBpqtzmuuCmZEdSZNBd/ag7NIWHX6uz+H2/QfH+PzWaSwVBiv58k6NWZeSLBl4f/hT/eWWLHXiT1pct85Wed9Hpi3MiyCLid3U6rBRsbjLYP2SyGOG6HuF+LMxgphH0jXrja5ZK6Ra+p8+ZunPLAx8CfIBQwaTliDG2V3PslutUB6dCAuWmDuYt+NIeEFQyTM5LkTiQqFeEDnIrOjLvCMrtcCx3i9Gmwvo596TK5vEyxCPZIp7FZxKG3KdYceMMOMtcSLF9yCsq/rsNrrzH8vT9iZ8dmo5qgP7WM+8oy1392isXrwle88QZ8+9viEfp88HNfHbKkHCB1z2ntzc2dOdx2G777XWgU+qjVEitTXWi1oVolGRzgd+kcqMsYU7PIB/vM2odEfUPhF9fXIZGg+O4xuXfz2COdphZDubKOL+knEBDd6Hwsodc7BbcHdbp7BbA5A5SSQztLZDRNKBctKptV6sct4sERw0oHtzKi19QZ2RqZFR/RKxkWnolRq0u8846YU9xusUZaWjp13WMR87t3xQ7naCQ6w6MSg8eyiLouJrpwWNxEICCu0zDEvDuOGpzmKnz/kpF/dvaD4LXHgPYxoP3hm64/OGjc7skKEQSoy+WE11KUSYWUT2HWYMTRt3ao1iSIxXDPxonFxiUsP/0tWJbARbdvi/lD0ybBxrGUbSwmJpox8LJtcWsntypYxTKSZJOZUUku+5HqtQl4BAgEsFNpsg0fpdPd+XDIZt7aQ241xInW1h5ByD1nD2eogXBQ6fRHg+DRSKzSz2d3JRK0nHGOTtQzSsZ47THesT88FI9VkgSQnZsTc0IoYKGeHE3UEEIh0SjnZoFxpMkwTnMepvsCzBoGeL3k3MsUKuJheTwP7YZZljh2oTChTzidYgF0HrAMBuJC6/Wzt8xQlIqWpthw0mjAxs0+1Z0GmWifp2aqjHoGtiTTKvfZslfxLsS5sPsHuOs5WoaXvXoIr8dCu3KR12772bzRpVfusuQvos8t0TJ9uFtlIlYJu9pgIVCjrkZ5tzCFWxrw8nyWeWee/9/hS3SdUf6HX4HnnxRqHq98o09oKcZP/531H6W55EfWLAvu3IFiVkc+3Gc2NWLlZ1Y/nNCYz4t+oGlw6dKn2+05tf19gSMiEdEnb77e4fbvbNBpmKz/RIJA2seyK0sgfFpsZGMDCgUs02bzrkHPE8N3fZnVF+NIEpj3Ntn8j3fpbxxyvxxl2DPZMFdIzbtY/clpruz/Z/7o7hTlwDKXf2mVF1+SaTQmQzWTOVfhqt2GO3cYbh2yVYtx3I9y6ySKrkPE0eXlF0wu+LIM8nW+eT/FTjFIwYqTStkEk26sQIj6/QLtozqz0S6X5zusPhXAE3JgeAJs6fMcZRUODsT4tW2IeztEmodcdO0xF+3gnY/DCy/QMjzs74vhXN1rYJfLdDoSqiYxfSnE0jMRUd0NxLP57d+m/EGWd/djVJ1ppMVFpl+c45lfnMIT1Dg6gv/0n8R9q6rQbH1usYy3cRocGa+002mQZYZDePVVKOQMpEqFuVADt6pDpUJCqZEKDdhvRWkvXAXLJFreZMZRFEUHkklYW6NX7bP/7QMGrRFty8tg6RKx9Rhut4jUPsqdGvU2zVtCsaYzcjCKTz2QsKvrYj7o1wc09qqEnAN8cge708cpDanWZRIzLmLrMRZfymBpTt59d6LfvboKV66cS5uwbdF+40DEmI9j2+IhnVeuqdfF3DBOfBiXKB9XvOt0BDJ3OsU1Ly5+/FzzZ2iPAe33sceA9s/QGg2BfsahtnPbRDSbZyVMAYGaTrlRn8b0kc32N/aFLIzbRfr5edIZ6ftSCcYR1lZrwru3beE8HQ5x6dnshBHg90+EFvx+8ZlpCuy2dBokajYhuzdisHcC/T4+pc9caogr6JyATVkWgDORYCi5ztRZADJpm/TocJJmu7LyoFzLwzYcPhjhDgYfqin7CGu1OJt5Tp3hKJomm1fOcKCmiUONJbjGflGSxKVfuXKOz9rvi+ONy+NOTz+YjYto281N8a/HA6tzQ5SdTdB1TJeXA22FRluAjkRCHEKSmERkC4VJQtu4hnA0OolMDIdiBhgDamDgiVDR0lQ6LgYDKBZtBrka/VKTbk9mLtQknbTA6cJjtjlp+8nrMXyDMjOHr9HoOSjbMZxGB2U2w33XdTbfbnFwt0PMKhGIOtDmpxjWByRMIYQetipMeVt8UJ5it5Mg5urwE3OHDHDyhwcX0VIR/ue/PmDtksbJzRK3b1rMvDjLT/yPsx/9vB7bA1YqCcpK9q0cK4kmT3w5ipR6sL9hWWI7dTAQ/eQzJIiNd2YlSfR724Zv/W+7lG8XkAM+Vr8yj1KvsJxoEViICnCQzUK9znBgc//mCDMYIfHlq8ysiyoeo2++yua/+4Bhsc790RI9R4j7+jLpOY1nr41w33qbt06m0RdWefqX5njqKeFbiqfFVoJBcUuqigAlN28y2jlisxYnqye4cRDG1C0iSpOnn5XxO4Y0dmvcOfRRqLvoqT5W1mUuX9Wwp6bZeqNC/t0cUc+Aa9NVlq75iMz5sR1Ojh1L5BtuDg7EqRoNcKom4VGBVGOD+UibTMrE/fIz6OnZMxpns6LT3i1htPsgSUzPyyx9LkVs5hQwjUbwx3+M/u3vcfOeymY7gx2Ooi3NcPUXF1l7OUm/D7/3e5NCNcvL8OwTOjP2EWqnId4cy8oEApimiO4eHADNBgm7RCRoIvV7xPUTZgJNCk03J+4lWFjAWTpm0drBY3XOAi5WIET2jWPK2SEDXaEcWSPxzBxen/Qh9awzGw7PZLZGukQnkKHjS9Fuiy44DphWyjb1wwb9coeod8So3iXg6DMaWPj8MHvBz/zzKUJLUW7dltjZEb/NZETe4QMpJWNVl3ECwzggZJriesaTWqcjGqTREO8Fgw9Gdce0rPF25tLSRELG4fjBZSH/lOwxoP0+9hjQ/hmYbQtnPg43ng+1NZsCdIzB10fxHn8A03XY+s4Jg2ITzSGx+KUFfNGP35rX9Qn2OV9r4byNRgJz9/vCV8zMiEDPWHh7b0/4B4dD7Fi1WlDMW/RzNSiXUXstph0lotPuSQTR7Rb3GomAooylaDFNMTHNTxsEK7sTDaulpY9WIYAHM6vGF/n9uFDjyBWAx4M9v0Cx6SKf54xeEAqJQ7bbEwU12xbvT009lERXqQj+4FjeYGHhQx7fMASYHZxSgdcWdbTdDRiNGCoedpVV+iMFSRKTdCSCOF65LGbwMZB1OASKjkYnW2Oj0eRh2ja9gUTNjtB0pxjgQtfFR736kPCwgNEbsnOo4lf7LC9JRCMW/qkA1eyAvR2TfEnB3zjC0a7TNzUcqslQ8VKYfpLDepDsW1msWh2nZLAwM0LPLBAcFejke0y7qvilNpJhsFkKst9JkA4PeWn+mI1GijuVNKn1IL/63w9ZW4P3/6TGUU7myi8uc+3Ln34M/LjZOEp7740mUaPI889a+J9Z//AXu91J/enl5U+9+wOi/3Y6ovtNTUF5q843//cDjFaf1LUE4bUkcvaY5Zkh/ieWxZjo98EwaOzV2N2xIRxm/i8/RTRkwvvvM3zvDpvvthlKTrb1ecodD/vDNKl5J8/P5Gjdz7Hdm8Z7fZknv57m2jUxJo+OJoyes+HW6cCtW4y2RaQ2K0/x3qaPRt1GHXRZWVdZuyCTGR2SO9TZLfk5aftJzbt46hkFZXGOD94aUHhjH9UY8NR0gYVljcyVKJKqUHLPcdSNUiwK/DMaieZ1GW1CuXukHFXS4SGZZ6ZQnrhKsekilxOXld9sYdeqSJbNdHLE4vUg6evJyRje3oZvfpPyO/u8dZCiQQiCQcJPzPHkX10nNuvltdfggw/E8dJpkRO1GG0S6x4iGaf+4XQxbztd3Lwp+gjDAd52gXSojyaZxOwyc9oJnb7CfifOaOUSkkNjurtJYijkycblBpv7NQ62Rgx0hZwyQ+DJFSJpJ7OzYlfukR3z+HgSATndpTJR6PdFu40XY7XikMp2nYBjgNkZMGr1sXQb3ZRIzzlYf9LL6ksJCi0Pd+6I9g6F4PnnHzr3aCQmo/Gc+lD54DMbR3ULBXGPpztyZ8oJ47yL8dzj94uGHkd3xhU3nU7hoD9DeelPao8B7fexx4D2h2y6LgbXeFCMs64aDTGQxmFIWRaDKZn8THwAXYetN6oMjko4NIvVL87gjH/8c+31BBd2vGvtcgkH4XIJf9TpCH/UbAqf4PGIufD8rvbBwSSAOjUlvj8oNiF/glyrEqcs9Gen02Lgh8MCyJ5uQ1mWwPxjWVafDxYSXRzZvYmG1fejX5zXHfN4PlxN5mEzzUm1NYBYjIZ/huyJfEYvGGtvjoH+cCjay+cTh35ABtE0BRofh3QDAYFGH5ITG4tOdLvio/U1G8f+JnS7tE0Pe/IyhiRkcpaWwOt5hMTYGMjGYhNHfS7J0DRsynWVqhVmEIiDy81gIC7N7A8JGVXMZptuX8ZpdDmpuVE9Ks9e6dP2T3PS8DC8u8OdGyNMFDJKAWugI5sjFLeDcniNWnCRfq5C5e09mh2ZTLDHyhVRTaJfbOLV23gHVfwek2p+wEndTc7OkPD3eWaxyjvZFHk9zrVnNH72axZX10f8l3/fpWV4ePn/vsjclU8Ptn4crVKB11816Nw/4qVrHWa/uPLordJsViyKNE1kgX9Kf9NoCL+hqiJKK0s2N//9JrdfraOFfVx4OYY+ArlZZ2kJApdnBVnctsHr5eQ7W+TLKnIowNpTPjxOEzod+uUOm98+YTiC/X6Ko2aIvB4hM62y7M4yLNY5Zpapzy9y+fMxLl6cpB2MmUtjvWu534WbN9G3D7hTTvBOdYE7+16Mrk7SWeWZJ21e+ukg/maWO2+2eW8vTK7uJhzX+MJXHPivzvP6GxLFN/fpl9tcn6kynxiwcNWPIxagocXZ16epNWRqNdHcjQY4ZAN7d48p/YCge8Tsqovgc+v0QhkOjgRd4vhAp3dcRxl2mIobrC5bTD+TRgqd9vtSCW7fxv7gJvff73G7GEeX3UjRMDNfWObyLy6TLWrcuCGmErdbcJozSZNptUBwcG5b/ZRutZd18OabYOkmcq3MrL+O2wVRd485ax+zN+Sw5qcRWYD5BYJGlXljB7VWOqMz6K0+B3c6NAwfeSOGtbhM+kKYqWnpoxOKq1XhG21bTCwPcRXG02SpaJO716RfaOCURhQP+uhDk9FIQnOrpObdrDzhw4zE2N5Tz/IOnnlGTA9n5344iDSmDjxK2rHREPOGaYrPx3rmpimc/eHhpHPZtuhYDyuFrK//4OpDn8IeA9rvY48B7Q/RBoOJhpOiCHKlbQtgMva847ThVOqzEVuBbsdm9/0m+nEeh2qx+rkYztnkx/7mPAZ0uQSmNk0RXe12PxytfRQTYjw/gnCqg9YI+/AQtXRCUq4Qj5goiahAfrGYeJ271/OyXwCpqE7GziHVTrfKx2oGH0cZOB9lDQaFU/o4AuZ5FC/LDOIzHPdjD9StyGQEmB/v2FuWwIwOx4N+DxCNtb8vEO8Y1Sc/3Pa2Le51zIFbWwNX8RAqFSotB0fuNWzNMcHj3bq4r3F/cTiEQz1PLTiXZGjpJqWaSmEQwowmsF1uul3otQzMdgfHqEun3KfZUXBII1R9SHngx5ZlfCENx1QcW9UYHeYYbBySL0h0lABJM09IaSFpGu3wLNb6Bfa2DNSN2+R2B6A5WV6yyUzLDDUvcquJYgzxGk2UYZfKyYiTmotmcJaYt89MtM/9coSOGuYnvwBf/aJJMjjgP//7IUY4xs/9P5cIxH74EY+/SGbbYmt5740CGW+TL/6c79GFNM5TD8aJMZ/yfHfvii4/OyvcmHlS5I/+TZFarkd8NcLii2la2wUkQ2fhqp9wVBFj9TQpZ+ffvkPzqIkWC7L+C2s4rq7Dzg699+6z/VqJnq6x3wpzOExTHfmZzRhovQZav03Xl2L+p9ZYf9rP6qq4nqNzlHWXS/gqr9Sj9fodtt6us1f2k5fSdHUHdDvEqJHKyDz59RTTzjL779f47vt+slU3HrfN174uM/OlNb7zppP8u1lq2zWWYw2WEh0WpkaE5wL0gml2WKY1cFAsCoBVr59qBGeLBMs7RJUm8YTEzFMJpMUFTgYRcjkxtIsHPahWmYoOWJ8bsHTVizQ7I5xMvS6QXqFA78YmN24rHFZ9WJoLbTrB0k+v41ub4v6mzMmJeBbz86c0es+QabJ4Rg3RIJLIpSjKaV55Q2M4BKPWZEYtEApYRAM6c64iUrlEuengeJTEXllFC7hZVI/wNU+LZng8oKqU7pTIdkOU5RT1wBzpa3GmFpwfLfl4vmrPaYGD86V8x1NjPg/9lk5tq0xEbtIo9Mjt63QGKgNDxZf0srYu4ZmOcjsbolaTzooAPfvsQ/VwHt7ye6h88JkNh+La+v1H++/z/t0wJknFo5F4b2bmM8/fn8QeA9rvY48B7Q/JxnIqY3HWeFwMhHGETVEEekwkPttAsG0YDKgetDm81cTWDVwOi5XrXhyr8x/703J5slVnmsJPjaO0Yxtn6geDEyH38zYGs7Z9msdWK8PWFhGzzEy0h5o8zRTNZB4ZXT0v+6XaOgveEoFBaYKkI5GPdxamOeFCwUdrrp63SuXsxk3VyYl7iXLHfRbMGFeHHZfvBTG3jB/duEaBqiKucywZY9uigRYXP3K1fnwsggayLBywt1fGPjwiW9Qo+QRCjkRgLtJGzucm22bj8mMPS4x1OnB8jN3tUW0qnLT89AMJGm2FUnZIvznC7BtYusFIlxjqoEk2iq2jmzIOj0qprmK4/Uyt+AgEbPRCld7WEa3jJrlhnIDWZ9WXx+wN6UWn6UenuLPnQa2W8FaOKHR8DP1hXnhiRDRi0e0pyMMeqaRF9l4LT7tEp9jlYJRmFEkRDZp41CHZTgjZqfKVn3Hz9Z/o0SgO+e53bLxLKX7+by9+lpylH1urVuG//YcOUrnML3y5i+/5y4/+YrcrOAO2/Uh+9ye1Ukn0aZdL0I8wTRqv3eUPf1/HcHi4+pSGbylB/XYOgNkXpokPTqkHHg/m3iGb3zikbzlxP3OZtb98WSQk3blD/+4eW29UaetOtutRalKM8sDPXLxLKWfgcpgE014WfvoCq9c8LCyIa2o0xPAej1dZhlFrgJrdR8sfYRk2R8yS7QTp5FtEpAZ+n83FL2W4kGlSP2zxB3/i4KjsQpNMvvZyl8v/w1VeuxPk4IM65dtFInKdtUyH6XCX2VgPIxhlx3edtidJoSDaY5yLpPbbjPaOmbJz+J0jFq/6cC+k6EZmOCh5yGZhf9eiV2iScde4vDjgwtIIZaSvGe8AAQAASURBVEpUDjxbfAvSO4WbRW69p1Nuu7A9Htyrs4SfXaalhGn3Nbpd4bOFfBdEnF2myOEYniYiSxJtV5xvb6Ro9TT6jQEpqUgm2CPi10Xhl2KBXn3IfiPMIDYFU9NkokNSoyOkauWUNOykn6uxd6RSckxz4l4ktBBh/nqI5RXp0bm3ui7uZezXHtH32m2BHUcjaOQ6KNUSHqNFcadNpaFiWTaW00Nm0UVqSuVuI0226sWyBFZdXxfxIbdb3L9bHuIp7uMyu8J1ZjLiCw/PEZY1qRoCH47emKboWOPPfT4BkP8MqAZj+5EBtPV6nV/7tV/j937v9wD4+Z//ef7Fv/gXhD6GD2jbNr/+67/Ob/7mb1Kv13nuuef4l//yX3Lp0qWz73zhC1/gu9/97gO/++Vf/mV++7d/+xNd12NA+6doY9H+fF7sKY8V8mdnJ4BszNNJJD5dlnG3K179Pna3R6M0olxTaPfEsYJBWLgeFFv7HwPqKhUxdjsdcZljHqwkiXEcConx6nI9+jC2LQBfrXYKiEcm6vZ95OwR87EO4fhp+HFu7iPL0bZawrdZvQHudonlUAWHdjoEvV4BTD9uG6fVEg5mHBX9SCLXqZ3jc9k2VK0wOXUOwxZtFwoJ/zqmYI1z9xRlMjk+kJx1/vzwfbWCx20Op1RgRw/jzgZ7WQdtn4i6ZsJ90mb2AY1YkknxOn9cXRcR2XKVck3h7q6Tk7aPUl2jUrKQAKfDRpLAsmxsWwJFxQbMgYHTZRMJGBiah6IexpY1wv4Rtb0mvcYA/biEaYFlSXitNmG1TVfxUdXStKQgdqONe1jjGjd5Z3gVJRHlq9dKBAJQ1COktQqtmkHhcIhyfIDV6XDgWEWPJHFpNk7VoDl0EfIZfOW/C/HVF3t87xtdDkpeFl+e4oW/9OkA1mOD//YHFtUbR1yY6/HUz08/OiIFEzQqSWJ19YOWjUbM8bdvi3/PKLnZLJuvV3jnDQMpGuUrP+9i0LUo77ZAU0ldSzHVuCscSDzOqKtz/46JYckE11IsfXVJjK/NTQZ3d9l6q05t4OZmOYMU9NMdOfA6RuRPLBSXk8yMzKVfusDKVTeZjLiucfLqxoYYd7IMKws6T3o2YXeX7R2JjcE8VStMt9jCozdxaxZTTyV59soABgN+979q7O5LSLbFS5dqvPRX57nTX2Lj3Q7l+2WkQZ/FUI3pUIelcB2Xw+JQmqeeuUTNCo0xO/U6+N0jWltF4kaekF5hdkEhuhLBiiXIy1PsHKjs7EDxeEhEqnN9ts611T7ugCaihR7PpDiOrmO2uhx94z73NhQaAyd2KIy1tMwgkIBgEKffhdMpfFosdspo83RIWzmUvqC/jQyZV/amKYzCdPsy/lGN1XCZSMBgIT1AarewShWOik6qWgpSSfzTIea9ZbFzdFqgxqo3yeYVjrsRjv0XUeJh5p6McfFJ16O71DiUPubVRiIPVvpCuLdxIp0+tOhla3j7ZYbFJnvbJrqk4XZahGe8PH3doDgM89ZRmlrHeVbM5wG2l2VBsYirV8PltHBHvbhWZ3H7VZzOhzbzymXRecZKQ3NzD/LrajVx/ePEs4c//yHajwyg/frXv042m+U3f/M3Afibf/NvMj8/z+///u9/5G9+4zd+g3/yT/4J//pf/2tWV1f5x//4H/PKK6+wubmJ/zTJ5Atf+AKrq6v8o3/0j85+53a7CX5Csv9jQPunYLo+qUIyGonObhinqeurApR5PGLJ6PX+4Lp2Y6Bcq8FwKHaYGyonZQ3DlMTxnE7SawEyF0Pf9/i1mnD0xeKEiqkoIgA4LgbwcTaW6xtjLrvdRrr5AXK7xXKqg399SogFfkx/KpfheF/HLlXwj6osTQ/FeQMBgRo/rv+ORmcZ04C4iaWlj6+ANBiclTlsdmROpGl6XpF05HIJ7BwIiDk+m50oO4zv9wG83OmIvcJzlcOYnf3YZLVOZ0IfzGQgnbTo39hgd8dm6Aogp1MsOE8IGadOXpKwozGGkTQDUzsL7g8HNvXdKpXtBsWKJBJSujDCQU9XUVXwuiycbolQVEFxOxjaLgzDZlhp4bCH+DwWqBp2KEK+6aHZBLvfxW62MZtt9GoH/6Ak+po/gNPqMrA9nCjTqJqEbBvM2Fm+5H+T3XaC73SfJTnn5v/1Szvs6rPsZl24OiWyeyOG1Q7h/RvkBlGaiRWazgS2rpNO2XRaNvGowV/+1RAr0wN+/7e79L0xvvjX5sgs//D5aH9RbXsb3v6DCiHqfO5FhcjTH0MpGOtvaZogYP4g5aNPbbxLEwgIAZKxUO23vyORq7vxhTR+5lcTlD/IkT+xwekkPCoyb+4ie1zwta/R3cqx9a0slmERuxBn7rlTp3RwwOjuNjvvNTmue3m/PENwyotP7lHueMjnLGS/l1RG4slfXuXidedZddPDQ+GKi0WB1eNxcCgmGf2QUHWXvTs97jQytLQYRquL3G6hKRb+uQjPPmmSCI343T92c++OjaSPuDTV4Ms/7aQ6c51btyVKd0sMBxD1DUkHuyzL+2RCPcodN1ltgX5ijrIeJBRVqVbB6RS7H2qjQpIiaU+L6asRJL+PXijDTiPG7TsSR0cgD7ushUq8fKUpEuZ8PrGozecnAryRCPp7t8h+a5PNYy/Vrgs9NU05tERf8uFLephe9eL3S4TDnJWuTfvaJPQcUq+LbcM7931sNRJ01QAMBlyL5YgHhiym+kjY0GhQO2hx2I1hRWOo8QjT8ypRozjRtt7eptnT2C4HOdBWGPqipK4kuP6lKNHYRwRWymUxb455tUtLH6KVjSkItg391ggKBZztKrmtDtmyE7/PRvM5ufqEymxa5/1ChuN+FN1SCYfFIZ1OcZmmySQJe+zgTxcLY8WuM012aYArv4/UP92ii0bFJDGeHB9W0pmf/zMpxPAjAWjv37/PxYsXefPNN3nuuecAePPNN/nc5z7HxsYGa4+o3GLbNplMhr/9t/82f/fv/l0AhsMhyWSS3/iN3+Bv/a2/BQhAe/36df75P//nn+raHgPaz2jl8qRAgi70/fB4hPdcX/9UE8SZ9fuC7T/e4gC6Q5WjVogeHnA60fwuYhkHsdgn2/moVOCdd8QhQ6FJYZV0+pMFjOv1CV6XLQOldIJ+ZxNJ11me6hP4yac+Vg7ItuH4yKa8VYdymYhvxHxmhBQOCaT3cXp/p6tsCoWJ/EA8Ln73cRd/qjrQasFJ3U03PA0+H4oifhqPi0d3dDTJD3O5JuVrVVU4Rp/SF7P3GMl/wvMbhihOo+sT3c7qrRxHt5tYyEihANOuCpJtMxxJDFwhBqEUQ1sUcWi3RTcrHfZp5ZpYI1FY3B4O6VtOBoYDj9tkbl4mNuUiueihbzrJ56FeNRiWWsj9LpGAQThgIUXCGP4wvb7Ezv0h1b0mfqOO1q4SkZusqvuE+nlumRc5sOcxJQVFU4jFJFS9xyXrNtNSDrfD4t8VP8+Bc42Xn9X5K19v86033OT3h5i6QWW3iXZySKy6yV1jncbsFZpDF1g215ZbdBoWgbiTv/6/eOmeNHj1VQnvaoaf/V8WPtOw+XG3RgPeenVE8+4xa3NDLv3cIqrvI/jn5/m04wX4D7hzNBqJKC2IHDO3Gzg6Ypgt81/+SKOv+pmasvnCX0lQf2ODg/dr2H4/HmXE0mU3jogPVlZovL3F7rs1GAxJXY4xteYTY6xWw9zcYf/dKjePw9xrTeNPe7kUPuF+IcLukYYz4iESU1j/mUWe/7yQpBtzaWdnxWHGhU+wbVztMsnuHq3dMrdOYnQ8cZRhD6vZwrYktFiACysGF1YtXr3h5c33HFjNFrORLl94poPr6hr3K3Fytyq0WjZuj0x4xsfcaJsV9QDbtNhtxhiEkpRJ4Er40DUfnQ5oeo/BcZmUq0FGyrO4JIkcA6+XkmuWt+962diAftci5mzxhdUc67MDEbUe6waOOfXT0zAcYn3jTyjeKbN54qPQ9lKMXKCoTjO0NaaWnKxc9xJLqGdzhNMJU/4m4Z6Qitw+cvDOhp+OEqQr+XgiU2Ta22BpeohkGmCaDAt19vYlev4keD0EpoPMzYGjXRWO8/Zt9EKVvaKXDWuFtjOGbyrEtZ+bZf6i59Ebhp2OCDTougDpc3Onki4T6/UmOVmmCUa9hVrOM8xVuLchYykafr9EbNrJc0+MOKm72Wik6DtC+AMSFy4IFphtiyl10BjQ3zxi0BrRHymYkfgjd/YkbJytMu5WEbfLwu1Tca/P4Yyehp3HKgmNhlgM/hmIZv9IANp/9a/+FX/n7/wdGuerFQGhUIh/9s/+Gb/6q7/6od/s7e2xtLTE+++/zxNPPHH2/i/8wi8QCoX4rd/6LUAA2rt372LbNslkkq9//ev8g3/wD84iuA/bcDhkON4iRTTQzMzMY0D7g1q/L0IA5zmOpwlGQodp7dOD2U5HgLZzZVp1d4DcKE5VD4AsPwDGPqkk3sEBvP32RO5kfV0sOr9fsS0QoOz4+BRb2zbufg1nJUdjo4BkGiytawS/9vzH6sMaBuzd6dHeKcJgwFR8RGr2tHbs99vubDQmReRhIoD7cQC4LwBop9DhpKzRlgKQSSM7tLM8vNP58mxNIkki0tRui7ne7YblOR1H5WSyRXYua/iTrCJ2dsSjHJcO37/d5uC1E7rVPpLTQTIloSoIQJFMYDvd9ESeiJAmrg+Q2y0UY4As2TiMHpICsttNNKjjT/uQYzH6hkapJLqOadjQ66J2myTDI0J+CzngxY5EUV0aenfEwbtlDu728Bp1VrVDZoMNQjQYWhr7/RTvKs8w6FjMSwdEHR2CUpM5LY/bIY5VVxP818ozWMkMf/VzB8yHm/zh636OdnViAZ3cuznC9T2UbpMtZZ3j5LN0BwqLvgrXFpsUSwrReR//j1/z8sZ/rXJU8bDy5Tme+5nHcl2fxUwTbtyA/TfzzPgaJJcDLLz0iOSwsZ2v7hEICO7AD6izubcnFrtn8rbDIdy5Q7EIf/JuAFtSufaExJXAEZ2tE3ZrYYwnn0WtlVhI9gjMRyCVovLGNof3e9DrMnMlTCIpiRuybezNLXLvFfjG/SlygzjetJ9nMlnunwTYOnQjBTzE4irOS8tk5oWU1NraZDfYspiMDxNot3EUjzByJfZzKj1PHJc0QO516Pck7GCQhLfHM09Z7NUCvHrDT7fYIeVscHWxw+ITQQ7MGYpHA0olUFQJJZMk6euxbt8nYRU4OHHQcsRoqWH6tgtv0k9xGER1SPQOygTlDgv+MmvhMtpUAhwOjGCUu81pvvemKiqfo3N9usKX1vM4HfakWIAsT0qlT0/DrVvY3/o2jdKInZyLzXaGHe0CNTmCoiosramsP+klnJ4sbrxemPY18LVOKGZ1Xv3AS63toGaFuLRusB4osJTpI1sC1NqmRXGryUkngB2OIDtUpi6FiKcUpFLxtMJHkdJ+lxuVGcpyEtnvZun5BE//lUUU5yNyIR4uNvSIPIhxqkKhIP42RhZyrYKUPebgfpfDkodgSMIXdfHkdRO/1+b2UYAyCdSgl9lZsdg62/g7x5fVDeg7QgyScwwMlX7/XEQXBKI+yYEuqjDKiSjumThujySiug4Lr1/+M+H8/yCA9oeWolYoFEiM90HOWSKRoDB+Qo/4DUDyIcJ0MpnkcEzEA37lV36FhYUFUqkUd+7c4e///b/PzZs3+eM//uNHHvef/tN/yq//+q9/2lt5bONV2TgJSJYFMqpWPzuYbTbFiB1LfAF2KExJTpFvesQAk8Vicmrqk+eSmSbcvCmihCD8xXPPfbyc63k7n2Qh9XukjCxqt8nxRh1kmdmnUgS/cPljwV23PmLvzRKjahtZslmYMwmtZ76/3m6nI4DseOEwLkv20Cr+zGxbfLdapXtc46Ss0eq5IBZHisfOJG/Hq/52e1LbwesVuLpUEu8FArAUqiJvH0+8WzgsGv+TrAIQxxrLnUUi8J1vmuRfL0C1TjwOsSknaBpKOoHpDQhZsIZo816lR7DfJKb0iMyaJL0dMHWqwwA9XaWPRk1JcdJwUdsTgWPTMDE7fTxWj5n4gOn5Ib6QhjaVRldc1HJd8u8cYxSrDGo68XaLaU+NZ+ZryLLEsXqR/ayDPTPFqDMk2dhkRd0gETXQ3A66tgd5aRppbp5iXiMgu/BkJGJhg3LBZHfHxuVSkOs5lHYTydCxVAd1LUUPD5IyIuFtE3QNKcg+onEFe6STz0vgdzF/+WMKZjy2T2SKItZ7mdUAnZ022mGbyEWTYOQjZtyxisjWluhEh4c/cNGFVEoA2lptXIxPaHMmqfHUNZN3P4Bbf1Qh8nmFqakgF9ZC7NXLdKNJto/zpHpNMi43sWcWMPQ9ckcOjrf7SLKHeEBUkJNWlpl2aPyC84B/+5ZK/cTiAzvJUqSKpsBhTufoKIxcPabTnsbrddFuT7aSx646Hj/d8Sj5GTmWQXIRGNVp7tUYeIMEPR7SkQHlQoMSYb7xnSFXF0p85WmTd/cjZA+92MclSrU2V5/aQYvGCComhYYTs5wnb6ap+Z5j3pHnwtUcvkIXTnp4AmEqWYOku0JX9jMMBqkPPXQrKm0pwJPqMU6/AxW4pjSY+fIU37oVY3NL471smqNWhK8/kWfOWxU3VKuJ6IRhCAR26RLSpUuEX3mFZ959l4vtHXbzOV6rrXMwnOfu+wFyeyPm5iVWnvDgifsBic1uiGAwROZSnZ+O5PnuGzZSscrNt1w0FmMYNFhNt1E0GWnUJXUhTKhjcLhToOOIcHzTorYnM/dEAvfP/Ay89x6J8BGfLzb5YMdgrxhk+w/blD/I8eJ/P0v42uyD86OmCa7KmF9QLgsfvrh45mfHdYiCwdMCEcjYyQSEAsyHT4hv5bi16aTZGtHtO1hakrm+3OSo0Gc/H2SvE6XZdHHxopg+ZFk+EyzWjo7QrAaBak+8dxpcGY1OI7oDD/3MIv39Av1iE6tUpdvu0k2lTykSMisrH8uw+7/EfuAI7T/8h//w+4LDd955h2984xv81m/9Fpubmw98trKywl//63+dv/f3/t6Hfvf666/z4osvcnJyQvqsph/8jb/xNzg+PuYP//APH3m+9957j6effpr33nuPJ5988kOfP47QfgZ7WLB5nEV0eCiQkSbqeP9AWY+2LWaCQmGiW3UaAWx7UxwVnWe7S58kT+q8jbfRb96cZOsvLQnNvk8Chk1TRGWrVXEwV7PIjKtMvWpR2apBIEDmQpD0S0sfDeAti9LtItk7DUGVclgsXvHiXp76eNA/GomoUT4v/m+aAkxmMqJ9VVW0kyyf7kMZZxVgej2bk7KDZkfM7FIygT/qwOkUj27cFmNzOk8lh0xxOkBI2NgHSO1TeoHH88kiyees34dbtwQ4VVWol3UGd/ewy2Vmk0OiF1PIUymsYIThSEQj2i2bwk4bu9HEYQ8JeE0ijjbttkyh62NoadTaKk05TF/yMRiI5+xQdBxGn7Svyep0n1TUpD+wqRpBOrqLbm2IXa2hdhs4Bm2seotOXyE2pTEX77PfTZLtRxg0hkjtJoOWTtLMsswuPh80Y8tI8SiJp2aREzECCRc33+iyX/Iyf8HFBV+W+69W2TgJMC0d4zOabLzXJSi1aGsR3pGeph2cZU495sXUPqrHSa4T4PNfUpmKjXjtdRnv2hS/8Gvzj8vd/ilYoSB2HXr39vFIA7SpBBdfjn78uG82RZambYtV89zcD3TO7W2Bh+Nxsc1Pvw/37mHrBq+9anGwZ+LyyHzp1y4R7mSx+wOOW0HKehDKFTwui4WXp3G5IPv6EcWyDIYhJMH8AzE4o1Go1Si/vc9vvz5DgwCxiHDFJy0v+1kHlqIyNfv/Z++/Ym1b0/NM7Bk5zjHznCvuvPfJ51SxIski2aKsyJbdtCGr0ZDd8oUj7AYEAQJsGBBswyJg+FKwwSteCGqgrwSH7jYVKFIqhiqyToWT99lx5ZnDyNkX/5prrX1ykaxi2dwfsLDXXmvOscYY8x/f//7f/37vq3Dzr9zk+ssupikA/oaavyn8VZXAhOPTkvjRCcHTOW9/P2Nd2LScnFfvpoTrkmnWhKpkS53Rv+lykPZ596FFV5pjZ0vu3S7Q+02yqc+qdEkVm5WzQ2k6NCSfl7xjBnbI0eOcNK1Z5i6lamAaFcdTk3VpY0sJ3UbKt16Y4NVrketUlcqw+MHiOv/uuw5RJFLmN1+P+PreCXa+uuTze55A6y+8IHLUcgm/+7vwwQekUcH3jwd8Z3GXJ8k2mBatrsz2ds3eSw2crSaOK1wkW82aob7gnW8veOs9mdFMo9mo+PnXQ9646aMaikiieQ6ex/Qo4WikUdoNJEVia1tm6/UB8nIOT55Qz+Y8eSrxxz/UydIKSVV46UsGb/z376DsfwLF7Kpj46eYDFWVGNsbiVlJAiNdEf/oAQ/eing4crFs2Ltj8aVXCqDmwZHJPPfQtzrcekHj1Vev0HWjSMzrm+binZ1nXcOuRD1fkH54QBzVxJlC3BgQNwa88KL0U6FJ/UQpB9PplOlmG/JT4saNG/yX/+V/+ROjHHw06rrGMAz++T//5/y9v/f3PvcannNov2D4/mXru6KICkarJcDspo32hRc+uzHpo7FaXXpPw4W8V9YecjTSLnqeNtz1z2rgBzEP5bnIN5OJyAvT6SXn/stfvrSj/SKn9vQp5HEBsxm9eoyll5we1xTrCJoew32DvV+6+anAtFyHPP2DYxZTUd1sb5tc//oQpfEZ9yjLBKfv/v3LBLNp1f0cFJ6kEicTjUVkCMevThfFtZ5RKdjEVSkywxDAfWPqsNWM2Y0fiHP5jARXVeKj23xtXBXzXHx9+KGYb2SpJpmuCQ/m2P6Ie1trWl+584z6RZEUzB6v8I99qEpUqaKtrckLmXHoMo90piuVoHIxezayqlHXYCg5PX3FjrVkpxVRhxHzlcwicwlKC1UukdZrWK3Q8wCvXNFQQp7K1znOh0SxhFnG4K9Ry5SOsuYWH3I00lnXHt1OjXzvDtsvt/FuD3Bv9Nh9ucn63SN+57dzHi7a3NrPuTH/Pu/dl/CnCd/oPeb7HzY4nqjsyWe8pbzBI+MFjIbB68YHvLE1Zp67KA2bX/4WnJzCSdTmhb+6y9f+xk++seIvQ5xjSer5AmN2QibpeF+6zd0XPme1MJ+LxAECPF6//oXpB74vHtuNHa6mIaTBfvhDctngX/9owFzu0Rya/Or/sI9z9AEUBQulx8GJSjFfIykye79wjUEj5uiPjhjNNdB19vsJA8sXScl1Ics4fmvOv/p9m+O0h2vmzKoOqe6ixys8PaW567DzK/fo3Wlf1Bh0/VIK+2raCgKYvjfh9Idj3n0z4XSqgSJxZz+jP5A5mtsoUoW2mtLpSph7Xd4ZdVGiEKvwaalrejcbaOsFRVZRt1tMvTssKw+pKukpc15pn5IXkiisFjLLWMezC2ZrlYeHBg0tpqHE/PxXc661z3fpzufkhdzlv/7hLk+OxEnfuAHfeCVgVzrBjmdiHsky8fpXXxUvkCRR0fiDP4DjY6ZT+OFkh7fCmxwFTayGit0SlKfGbgtvt0GrLaGqAtjGZwve/A8hh4cSilLztXtrfuneGN1SxIRyLt2VGy4Hj0uWqQWqiqlXXLul0nDriwpC5Jf84e+XnD6MoCjw7JKv/LzG7i/eFIWCVutynG1cMq46dF2//rFdMf98OGzqcy2vRDo54cHvPOG9RyZ+rNLqqbz6VZO9XsJopnEw0ikdj97tJj/3de2igfATJbmuXftkStum8ftqw8XNmz/e3P+njJ8JDu2mKew73/kOX//61wH4zne+wze/+c3PbQr7h//wH/KP//E/BiDLMgaDwTNNYR+Nt99+m9dee43f+73f45d/+Zc/99yeA9ovEKORWBLWtRjgm9bJTRkEfjwbSd8Xq+rNA3su5VX1BoymyhfuedoYICyX4pAb0LZei9VrnovTvXVL5LgvsoKs63NwN6qoZ3OyszmOUVBWUMsqJAmmo3D9loL7pTufDDKrivjhCY++vyLJZCRNZe/nBgzufsb92ejsvPnmZQnVdUXFu9nkQltl0+5fluIm1TVpLnMyM5gHGpgmlS6S0EaGbBOeJwofrdblaVeVyJ2btea1TkB/9UAc/yOdtxtryyC4rPRuMkZZXoLaJBGXMptBnSTY2RJbjmnHp1wfJuj3bqK/cBPDEK5d0w8XnD6KyFIJioK2uiYvZc6SFutIIUhVFNvCHriUkoYs1QybMUNtTlddUYURy7OM6VJlWrVJZYssyGC9FpJbZkTbSinLimloM448jscqhCFDeYwlJWw3E3aaPvp6ztN1iyflPopr8/K32uz8/A0Gr/Tp7QkZnqKA//f/7SnvvCeTGh73ind5Kf4e7x81qCtoVxO+P9njYOFwVzvij9VvMDO22W1FvG58wO2+zzxz6W2pXH/J5p0PVOr+kL/5P92nt/28G+zPK95+G9K4Ysd/n7NTqHoDdt/osbX1OW9cLMRDUdfigblx4ws3vGzscIdD2NsqxBbFu++CquJ/7Vf5nf9ngB9IbN12+MX/joV19CHUNXlnyJP7GetJCqpK49Xr3OismfzwhLOZBu0WO4NSSNqdO07VNXzwSOU7f1jyo9EWtlmg6SrOtks6j5DzlM6WwZf+kxsMfm6P1VqiEDRIJEmklX5f4KWLqq0fMvveE/7g38a89b5KXdds9Uuu3TH4cNamCDPMYIqhFNy6DYvGDZbTArVOkeKYdhu6yhI1DrCaOvGtl3gU7wrKa5mzq4254c1YrFXKWmZdCv1UNYv4wX2LOsvp1jNe3lny2guZAI+eB6ZJUcn80dEu333YIYxVmk144w3YawVs1yfYhx9cgqytLfjqV0WyqyrxwfzgB8QnCx4eaJykXd6JbhCnMrWu47R12n0Nqd3C22nQG8gXWO79NwMO3o0ok5w7+wn/3S8fCRC9UezJMuh2WYYaB2OTvBRjpdss2OtEqBQihxoGj491vvffnJFMfKQ843o/5stfVXDu7YqJqt+/nKjGYzG/VtUl5+Aj1M2POutaFmx1Mo7/w0Pe/LcLzhYGeSmzf9fk5Td0yFIORzpRqgg3u294vPJl43J+nc0EWN1MwIOBmIA/afxf7ZB+6aW/PIAWhGzXyckJv/mbvwkI2a7r168/I9v14osv8hu/8Rv8+q//OiBku37jN36D3/qt3+Lu3bv803/6T/nd3/3dC9muhw8f8i/+xb/gb//tv02v1+Pdd9/lH/2jf4RlWfzxH/8xyhdgKT8HtJ8RVSUIO5tS6VW9vI2DC4gV5idwpD8WG7vbDWVho+K/tcXSV75wz9OmArvRgAWRU9Zr8bURmO73Bc7+olzZLINHD2vCkyWrx3PqvMBzKiGt47pY4ZRuI2OwbyDdu/uJKLv2A0ZvHnNyVFLXElrX49bPD3Fbn1Jd3XRqPHp0mRwcR5R4PsftK8vELuRsdmkOsbkfG8CqaeKj6XafBfR5fmnktl6L911rLPBWh5RlTWG4lHvXKRD2imn68SrvxgY3z8VlaJr4u0kCp6cVTGdIkU/TqXArn1euB9i7bZIbLxIucw7fmnP0MCMMa8ooQ6kKnAaEuKS5RFzqYLtoTQtVV/CMhB1njVOtKeOMaBazHqfMUodA8qAqMQuftryma8d03ZQizjk+qDiamSS5Qh6XnPoWSlmwZ015qXnC9o4C/T6jtYk/y1muZdL2gJf/1nW++ffvXXDD1utzrPNezA/+H09ZzQuGexovn/473qi+z/8n+BareUmzLfE7j65jFT6qVHBk3mGpDXitfcBXWk/QdBnV1mh1FU7jFnWzxe6XB/yVv/u8GezPMzYmHj1lgTt7ypORWIy/8Ir6+cyZ5VI8k+c2tdz+DFrRlVitRBOkXBW8Zn6ImkWiINBqwdYWo7LHt//lhDiVufm1Ll95NRNOeQDDIZMnIUdPSypVQ7l1g113RfZkA2rbDG657Ccfiu2PJGE9zfhv799mfFpQrkNcK2dRtigbLZbLCrsKaHoSX/uPh3ztP7uHn4jGyU0KhkvOcaMh8q2hlmjHT3j32zO+/R8qAh90XeKNN2qOzDs8elhTnY5I4opr3Yhrr7jkqiN6mqqCqpbpMGNLnmLpJd1XtnjgvM7BmSGwWRqzr5/SVGPyUqaQVHyljW7JPHwv4+yooKOseME94d7Wmi03QDZ1kcg8j0cjh28/3GJaNMlyRdjd7kDHjNhev4/99P1LQHbnjuiGajREovrRjyjf/YCnT2qmo5LTss9UGpCnJWGu4/V0VM+mchvY/QbDfR3LEkyUh+9nyElIV/f5H/zSlGF9JhKCYYhjt9uU7R7HM5NJaEOWoso12/aKvjxD6nXBdUm3b/C9fzXj8XdG1PMlZhHw+o0Vt17QUbd6ojK6vS1WHHl+SemDT7aqPB+uT59eMhV2d8HK1/zJf/WAd3+Ys4x0VF3m9ms2g22F8VmFH6loWk13z+Ibf71FZ+ecg5Bl4uHZVDl0/bKK/NEoCnFuf9l0aOfz+ceMFf7ZP/tnzxgrSJLEb/3Wb/EP/sE/AC6NFX7zN3/zGWOFV18V7i+Hh4f8/b//93n77bcJgoD9/X1+7dd+jX/yT/4JnU9rmvlIPAe0nxJXtUIkSXB5NqA1DAUSqirxs/39zz/W4eFlRVYWnV15Z0iQ6Uynl0pQmiYO99HnI03F8zWfP8sB3TS8VtUltXSjxb+19cWVRHwfHv0oYH5/ymJa0G0WuE0FdXvAYFuhM3+AoZ7rId6583EwW1Ukj0548sMlYayAqtJ8YYsbrzU+nSmwWIgV+PGxWGLrukhmX/rSZzZd5bkAshs6RZKI61fVyzynqgLUb9zPrlIB8vxy12gjTLFvT7GDc86B54kZ4iNbrZIkJjxJEkMgy57Nq4YhbsvRwwR5dEqZ5LQbJZXlMNQXLEONcdFhPqs5eZwQrgrUPMGxK7rbGhgGS19lldtIDRevrWJICdtOQEvx8f2acJGRr2NWKwhwKCSdRrFgoM5oaxE7zQC9SkhWGScrh5OVRRCrxEFJmeaYSoGkyLQaJS/cq6lv38WXmyTTAHN2jBVOyQZ7OF95gZ1fuo1mqqznBcEkpg5CknnE43djjh6mtNQ1rzpPubZ6i5OwyQ8XewR6l9Oiz3QmQRQy9EIe1nepvCYv6w/5VusdpEGfuNTJNYNp2aV9b8Df+V/u4bg/Xmf98/jsWK8F7tM0eF17jycPCmZyD3Vvmxdf/AJ9jb4vkMzG4/727S9E4H/v7ZLo/QO2HF847+7vXy7+X36Zh2+uePPbIVkhc+cXhrxxy8ecHonfb2+TnC158rgiLEy4fh279DHnx8xXKjSbdF4acl05ovrj7/H+A5Xp04BZ7tHr1FSjEWdzg4fpLlLDYT6pkcuMnpfx5Z+3+JX/1asYgyZxLPLHfM5F1fZqyDIYwYzFe6f86Hs55WKFpkl86aWM/NYLvHnUZ/neKYvTGEmCm7s5e7d04d4lKaDISGnMHfUJbTvn5j2N7NaL/HC8xWiuQ12jxj49aYKjZugaRIVG1uiyyF0ef5AjhT6vOI/Z06fsd0Jayjmo63RYK21+//EOp9UAH49mR7mQ4vZYMzx+E299fk831oa7u2JiiSL4/vcZ/+iMozOVYJkzLrtonoXvQ5KC0TAprAa56aK1HLbvuKzWEm++CYpc4ekxf+vnxrzRO7ns/9gk4hs3CO0+T1ct4kxwbg1SdvMntAeaqLTcvcvp2uHN356wuD9GXs3ZU0a8sBcyuGYiNc+30zZOYmF4Wa29Svm7ElfNGECk8Rs34Oz7J/zJvzzk+ARWkY7bUrn2eosslzg8qDH1moZT8PqXNV7/jzoo3vkYX60uJwkQAPuLygL9hOJnBtD+rMZzQPuRqGvxgG7ElzVNJINNSSNNxfZNnosBfvv2p3PMylI8hOfkzLyU8e0hvjUQvtTJ5Us3xdrt7UsQmqYC8y0Wz4JYSRI7OFeddEE8wJ3zBokfR0JkfJDw1u/NmJ8kSMDuVom112X4UoeBuUZ5+uiy7Hv79sdRchAwefOQo8OaqpZQOk32vzqkO/iUk9gA/OWSCwPyfl/c5484xnz0dp6diapTml5Wo11XAM1NFdUwLnvGPinO1bwEt9iouW2dYCULZLlG6vdR97ZQBCa/+FdVL73GN8WCzT1vtcRQ0DT48I9mLO6POTzVUAyFpT6kJa3IRnPW84JlZkMUY8sRdlNnsG9QqzqTyCaSHGRTx1ZSzDKipfrIecpsWhPOU5KgIK4M0lrHqQOG9Rk9ZUHDqbH0EkWqWFUuJ4HH6cIkXBVUUUJTi9jbymjaJWf1EKNpMbjToLHdIJ0FKMEKDB3n6D5uU+YH2tcJ3CHX90r0MrlI6LJUMV1plEdnxI/PkOuSPXdJf/w2/+b4ZT7UX6bSdabqDsHBjGvlQybmdcpmk0oy+HrrA77aeoRqyBwoN3gwaTJ4ucc3fn2XV7/+3EjhzzvqWjSEliW8uOtjHd7ngwOLaPs2ZtPgxRe/QJ5IU1Fy3SzsP6NhBoCiYPXmQx7cr5A1hVf/1j6aZ13qerVa1Ddv8f6/PuCdHxTktcLtb+3w2vYUa3nekbm9TT2bMx2VHC9syr3rEEVCezStUVoN7Du7VFFC8r130KcnOP4pi7UKjoNFxOGhxFv+DWKjxXqaEKwKmk7JGy/n/JX//AbDX7yDpMjUtUhHvi/qDcn5cL9AAklMcP+UP/luQXQ4R65LXr2TsvNKi0fGS7z3/YTT9+ZkcUmnUfKV12LKUuHAb1NKKmGi0K9GvNSbcu9uza2fa3FW9fnhyYB5ZEJdI4VrnGROy8pwrIog05jUXRa5x2Ilc7sz42b5iGY6Zr+5xqyFnXoh63z/ZMBDf0DUGKJu9+j2Vfp98bnayxOGk7dpFxMk9dw5p9MRn1+vB4sF4e//gMfvREQJTKYKuWbRaGv4oUQRFxSaSaK6xIqD3PRw+jY/fN+8cEH7xW9k/M2vzDAOH4ikmufic9Y06tt3mGrbnFZD8iCF1QpnfcquNaexK7i+2XCft7+X8OiPZyRnS9rljGvKMde3Ury2cllF6HRE8agoLlcgz9g2XsZVpoKqnpvmOCX3f/sR7/7emOlcIclVzL5D726Xs1HNclxgmxX7w4xf/BbsvNYTSb2qxKRzdnaparS9/dnPwE8wngPaz4nngPY8suzCyu8ZK9OrtrWbPeoNOfWFFz59RvB9sVzMMqJE4izvsTC3P7ZttzEQ29z6JBGAK4ouF4abaDRERTBJnt0y63TEM/YRk5XPjLqG1TTn3W/PePxOTF1DwynZf9Fl69Uewx0FZXx62fbfbH6cAlBV5E+OefqjlVAUUFW8e6Iq+4m7k1EkEsPhoUCjYSjQYL8vgOyndL3VtdhO2liAbyQYu13x7+Ze2LYoIG3yjKaJn5mmuG+6Lj6W01PxPlvLuSM9RM/PD3Dt2ifKiH1UFngjwbW1JY5dVeCvKj789yc8fDfl4FSjtiwyp01P96kePKRcR2i2Rs/L8fo6rR2b3GlxFjeJE4l0EcN6hR4vsfM1iZ8zXynUkkypakSVjapU9NUFXebYSopuyKjkFIrOWN5mlLZY+TJquMJKl7T1iN1uzF5jjdYweJztkuoelesxtH2kwCcpNdA1rPkxRDFrpcVR90torsG9awkNp6LplrhtjSdHKtHTCbMfHOBVS+axxaA45emRxO/G3yBpDbGHLpPDjPb6ADOaEtoDRu0Xecl6zLfsH4jmjKTFDxd75FvXePWXWvzaPxg+Vzb4CcUGR25vw078kHy65L1Rl3znOg1P4u7dLzAvl6V4ADfUK9cVpa+PVqo2nZBxzPuHDmH/BoNrptjAShJ45x3xuhdeoDIs3v1vn/D+e1AqOre+tcOLrTMa4bmMZa8Hvk8ephzPbWbNW5BlpI9PSFKIsQga2+zf1Piycx/j3e/z/psR8TLFs3KabZn7I48P0huMA5vZtCSZJ1CV3NkK+OZfdXn1P3sD99rHdzLrWuTeDR8+jSuCh2f8wb+JOf1wTb1cc22/4sVXVIrrt/lg1OKtf79gOc4ospK9nZpdb80itliUHmFlkvg5A3PNrWHEndcsGk7NvHA5DDpEtS0stpM1RrRmq53gmCUnM5PU9IjUBo6ncXe4wpkeMFBmbOszlDiglmQeT13ePW6yTCyc/RbO9QFmz8HpmJDEGGcH9LITusUIrXMu97DRr+33qc7GnP77Dxk9jghjmdOliWnLNKwCkMjziiBWWVcOEQ6l4/F00WAWmui2zs2b8Hf+Dry8s0R699zSOElE+bvZpNq7xsi9zVk1oJrO4fiIZjFjt5NgvXCN+ue+wvHU4IPvBYw/WKBlAbvWnL6yYL8bYcj5lRXG+Qe0Of9eT8zDHxmLcSxOY1MI2kzlyTzi3f/XQw7fXhJGEpWiYe52Cc0uZ6cVVZjgORWv3Q75+ldr3FsDkezTVFRrN9UMyxIH/FPYRf9Z4jmg/Zz4Sw9oP8HEAEURg/UqbeMqmDVN4ajzSaitrsXycDQizSQO5w6rxt7FVp1tC2Cqqpf0m4/KSG1CksRrHUeAptWKZ6q63e4lqPoisfl763nB5IM5R+/5BJFAErs3dV76Vpfenomax+Lh3VAker1Lu50r9235owPBWyolpHZLNH5tfwLAXywEGt00wlWVAMjnnDBu3vzEiwhDwfq4f1/co6oSc6ttC0Aqy+LtnndZkW00LiumV+kAG/ngjexzUwm4WT1Eqc9VK27efKapL45FAfnq+uaqn4IkXboRz05S5u+P+PBDiYWvUrkublujkc9pnrxPrxxhNXXY2UXrN4mUBjPfoFws8Y/XROsSp/KRkoSwUCllA9VSKBXRYOEZKS09wtMi1CpHVmXSXGZCj4XcpdAczDLACqdY/phuOeGGPWJPn6C3HR5LN3lntkWmO2iuQUcLSQsFRVdoGBmWmsN8BkXJePga9dYWt25J3HtVRzY0yvGMh9+Z4h+tIAopDk5JgoxQcjk41XnX32fSuMHOyx38x1NyP6a1ekIYycTdfdz9JneDH/B32/+WR+bL/N7ZC9RNj+6ru/y9/82Q/tZPQZH8L2nMZmJityx4+XYK775LHNW8H+5Tdfu022Lof6Fi02wmFqMbB5INr0lRBALcKJNoGv72Pe4fmEiSaEjVdS4VYRwHXnyRIs55979+zIePFQrV5MY3t7nXHNGOT8Tfa7cvtrKDTOdAu0UcS0zfPuHt+zquK/Hit3q89GWLgbEi/v03ef/fHFH5AXsc0+xpfJDd5H3tFWaBzuHDnGgaUyYZ2/aaW7spt7/e45X/+AbOTutSsPZTbka9WvMn/82Id/84JD8e03ZzXv2SinF9mxEDfu8/yDx5kFNHCa5VsNfPsEuf47DJaeixiMXqd+ClvHSvpOlBWcEiMjgNG/ilTVnKlFGMlke07Iw4lcgLGbulY3Ud+lsqQ3NBI5uz047pqD5KnjAf5Tw8Mhj7JpoGw30dpd1Ea9lIto0UBUiBT4sVXXVJc795ca1SqwmdDuks4PiPDlmPYlbLilnm0mjItI2Qpp6QZBLTlVCRiSSbJ6sWj2dNVEujv63xlZ83+PlfkNi2V9gPfnTZGRtF0O2SD/c47b7KNPOoHz6CkxO6TsLOdo3+9S+x8vZ5+FTl7IMlq4MVW+2Uppky6JRsd1KUxfSS17pxntlUb199VewebLxrdZ0a6cKMoa7FMN2oBY3emfLhv3nK+ElIksm0uipxe4tHyy7+usLIAnqtnG+8EvLayxXq7mVVm6OjyyrxjysK/2eM54D2c+IvJaBNElEhnM+fLXU2GgKxtNuXlci6Fkn45EQMYssSYPaTBvC5Tm0dhIxmKqdFn6o/RFIV2m2R+zdapxuezyY0QaG8eB4NQ5zmavXsFvdHq4OfF0VxKXgeTARKC0c+JyNx/s2eyqvfdNm/IbreWSwu9XA/CdhXFdXhMYdvLZkuVdBUrJvb3HzNfbaBbSNie/++uH+bJoVGQ0yEOzsCebruMxNIWYpzPTgQE/GmWp0k4mPp9y/nHVUV920DYj3vkwvmz9huFwXD+oxddST+7BXVCt/ngs98lVd3bpvOYCCOcXAgPsMwhGwRUo0njKcKkirjyx5NLaZTz7hTfIDmz0iMJuWNO1SmxXSpkkwDVtMU35dQswQpS/ClBpJpoDk6qqmhmzKOVaIoEkqZY6RrqjRjHavEtY3UaWI7Mma6Ql9P6SwfsRc/4Fr9FE9PGLu3eGLc40m8xdLok+gt6qrkenON16zxGiA7NnJd4kk+XjrBurPLB71fhCzj1cEYY3RA+uSUB0eioUzOEpzFEQdPax6cuRyXW8xjkzNlB2/b5bpyxNFYI/cT7HSJX9k0XrnGvjHmxdG/p6FnvNf6Bk+TLQY3bH79H93m3ovPS7M/ySjOhQbqGl55BcxQINx1IPNAvkdtO7RaYvPlC4HaTaVqk8BUVTyAq9Ulkf/ePTAM7t8XuetC0jbPhfRCVQkU3emQrWLe/+2nPD5USRSHa1/f4kZjxnZ23ijmOBcSIjUSB8oN/ujtBunBGXlc0mqU9F/ssPtKm+s7OYvvPeLg39xHOj3hXvoWTlvnWL/Bd+Vv4ht9njws8I/XSIGPV6+43gtRmw77r3jc+WqLThuM5pUkvNna2XyVJQ+/fcKbv7smPZrQqH1efznn+jd3kBybHz50+P3vapyegV7FtOycprTG0XIma53HyxaR3qaSVW7eknl1d4FUVySpxOlc5zTwWJcOYaZThAlKHpPHBetQQVcr+n3x3DpNlYbkY5Uhg05Os1GTphKjk5z1rCAJSrY6KW7Pwu4a1MgirUcxaCqaXNJqQaurCJdCENfXaJD4OdPHa+ZnOfNpSSzZ2J7KluPTUxZEMUwCCz9SOVua3J+2WWUmbkPm2nWJl15TufmiSVtZ05w8RJ2cCh6AqlJ7TVKvz7h1j9VagsePkZKYllfSu9dB2tnmOO6KYsLjNWqypuuVGHrN4KZNe9sSSXo0guWS+mxElWTUskLd7lDvXwPXQZJlJENHdiwSzeV05ZBXysVwvX5dNP+dfO+U+VvHzM9SFKWmMbQ5zLd5vGhSFTWeHLDXT/j510JuXa+QhgMxEY1Gl9IKqirG808BPz0HtJ8TP3VAm2ViybT98e33n1iUpagMrlYiEV8xlrgouw2Hlwhx02kUBGLgbl5v28LR5JPA7HxOfXDIbFYzWpok3V1oNGg0LoubV5s1NxarV/mXm5jNnl0EgngIOx3xLF2Atk1H2IaQv+l4KgryHI7HGvOFRO0HsF6TRTmrUKVEpuFCZ8fi9m2wjOrZa9lo2uztPbuV4/tkDw54+BCiRIZWi+FrA3avKZeTYRiKbccN7w4u9HW5fVvc509oLIkiQTU+Pb1019oUc7e2xKmoqjidZvOycv15Q2g6FfeyLEFZL7iuHtO2zz/PXo96b5/5UmY0usTxm1NuNMT93ohdXDUsE/a/M7x8jh/JRKnC8dyiawa0ygX7xoh6tgBdp9zaZSQNiVcJq9OYs7lOlknkBeSGi+UqWGZFrWgoKoCERI1eptj4SEVBHEvklYLecWm4NeZqRCc7oxc+obN8jFamhJXFsX6DI+M2oTMkafbJnC6OnrLvrbm+W6BqEk7HpNEAr17haBnS4QFYFidrl9NTaCQT7jVOWfkyT6YuRa0gSTVmMOEPvqMxCQ1O1H3G8jalYWHp0HMi5Cjg6byBVJV0yxGR3efezYLu6F2UYEm8d5dxS6gmfO1vDfjVv/tcc/anERvr5e1tsY7cVEpXsc5D/UVqRftERtFnxkZDezwWi31JEn/gq1+9sL8OQ+GNIkmi0d40uZQ61HWBsGWZfBnywb8+4OmJik+Da18dMjBW3OQxinQuH6JplH7E+09MQqtH2ujirE6YHSWMFxp212TnjQEvvKyweDBj/vvvoh0+5uXx76KaKtH2bb5bfoWn6ZAjv8l8lNFljhnN6OkrZNNEM1UG95oM77VotwTVxjY/Agk0oYs7OUr5k/8QMTsI0cuIO90VL3yrj9O3mS5V3n6g82jSYLZQ6DdS1MTHIsYi5uhMZqTtQ7OFdX3A114O+Mr2Ga4cEcUShyOdp4sG47zD8dohWeesRyHzcUkQyXSbBZ1miWxbeE0JvUqwpIS2V4Cicrq0Cdcli3GOKac09BTHU2gNdLK0JhwFkGXIlo7i2jS2HNpGhGeXKEoNkoxsGeRxznwOpyc10wmUkordUrnWCegqa/y5AOknC4sPjh3OliaVrGHZMOzX3Lgl0+pr9J2YLWmEtz5EmkxEEcN1ia02I3mb+HQFcYRUlrT2XDp7Nkulw6xsEwUlwfGKlhqga6LnoX/dwr3WPefrzuHDB5c6lVUlxl+vJ/6OYYAkCf+iwmWSNalMGxT1okCyGseM356QnC7wZxmyriJ7Lo/nHqOggaxB1wi43k94/U5Mu1ULLrhhwmxGnWW89LdvYbd/8s1izwHt58RPHdBeNSLo9wVa+bOU61crUdLbEJ7K8rKbBy4H+dXYVAo3XVSadrmnP59fdhttQtNEsu71Pl7GCALSR8fMTlKmS5VctWB3F9XW2dsTWHkyEbl/U6Ts9cRlf9RQLEmepekYhnhtp3PltXF8WbbdIL4rUdcwWaicHFWUq4ByHVBXNYoCZSmhejZ4Hv1thb1BLiawTZeZaV66DVwtdUYRHB8TnAU8PDIoZA11T1RlL4aM7wuO3JMnl0jcMMQs+RkavXF8wdC4qI6eY3L6/Y2N5qUY+ifJmH1SRJG4l2EIJDHu+pSb7SW6Vl/wn/za5fDwEshueLmb+/34sQADG+ognEsGd3L2pSO6yopHD0sentjMIgsj8zGXI673A/QspJJUnlZ7nNV9ZmcFhzObJJUgL8glBUWW0LUK1TYxHQVbLzBI0dUSSxPmCnWWIRUZlqNgyDmNdEq7muFlM6rJhMivmdZtxsY1Vp2b1MNt6PdQbYOO7rNrzbjWT2g3Sryuhjt0UGZjsWoajwUVZLWizgvezl8gqzX2mmsWdDhKe8x9lWCSYPgzVvOCR0GPCUNW7evIjkmDAK1MGJgrztYOZ1mHdnqCnoRcay0Y2DH1csXIuMbwl1/E8RR2tkpe+tUdrr380+Wf/WWNjVeCaQoMSVUJpBnHrHOLh9IdKlX/cdS5Lu2a7t8XY0nXLwWzXVc8SJ7Hw0Od5VKk2rt3z9/3zjuisLGzIx5wIJ+t+fDfHXE6URlnLfa+3KdtJdysHuKogjT/eGQzn1boWsVLryjUN25ydn/NwQ9mHI81slrD2u9z82ULucwp330f7/h97hz/HtJqSX37Dg+tV/jewYDH8ZCDqc3AWPHKcEw3H7OqPSIcTFtm8EIbe7eNKpV4RoqnJ3h2jnZlqgr9ih99J+LpD5ZUecG2ueDFuxVbt2yCSObRU4Ug1zmOOiS1jlwVsFgiZxF1lHBUDMm8Puzu0rrm8aUXEl7dmtJmQRLXnIxVZoGBrzSZZk0OTmTW44R4kUBZ0HIKdLXCMmG7l2FKGQ2zwLUKxmmTWWSxmJbEiUTXyzDkknZPodOpCacxy5OYOJNBkqHbQbM0WlpI0ynQLJVKFjq8ZZwxXuocjA2CdQ2aStdJeXF3Tc8ICOcZx2OZtw7aPJ65LAINQyqQNJl+u8B1JBRdwpMittw1e/URQ8aYDQ2j41B4HaZziWBdQV5Aq0n7uofjSJzUWxRui+Ukh+WSphycT1c1w9sNOi/0kR0LablAfv9dpPGIuqqpFZW62aJGopIUak2nMByiVOZwpDMrmhROE8my6PWFy9f4wQr/yZxy5RPNE9BVIrXFw3GDSWxjmTJ9J+DF3YCXbiZYJucdySYvfqv/hR08/yzxHNB+TvzUAW0QiER4VcLqEwSTPzfCUKDEzXE+L3RdgKpNeU+WBfrbUA+Wy2fBoSxT2w653SRr9i/EohVFvDVdJcSPzwhGgZCpkiToddG2egy3JHo9cbinTy/puZ8ioQc8C3o/1kgZx5e8gavV5c39syywLIIADh7mLE5jglUphAnsEtMVcjd4Hl5TYm+nwnKVi8oHmvbJ+42rlQA96zWzpcLTM4O61cK+PuD2PUVcR5II4fRHjy47oTsdMXt9RsknjkWx5uBAzIdxfEmzcF0BZl1XAP9e74urNhSFKBhNJkBZIs8m7CgjBh0hV8XODok34PhEuqBjqaq41/2+uMX37wu2xFUR9t1d8dnteAHK4wdMPpjz/o9SjoIWaS6TzdfocoXp6ZSKzuGZxtnaJsRmujaIIpDyjFKSsU3oNAs6fQ3bkzCkAlOrcO2CbkfCViLqVUC2ilGqArnIsKs1npqg5hHx8YJ1KDPXhgTOkHJnH/n6HnKridfT2HfmXDfGuFpKQ43R5FIMutNTMSCPjynnK9KkJvUzklJjYl/jfnGTMUMqRRV0iqCgqUd49ZJ56vDD+R5rtYu2NyRWPfTliF15hFOtWBU2T+IhUhByt3qPbjWlPVCRZIVx0ebaVwZs/7VX8VaHWGbN3V97Aa/1nG7w04iyFLSDqrqi/56mYqBnGUGm85DbFLr9xdS5wvCy8QdE7nZdntEfPI9UtnjntEPtONx53aHZli8RtiyL0u35LlAxXfLg946ZLRWOwhbD14Z4Tsl29hQ18Tk4M5Ckmnv7Ca5zTorc3yeVTE6+e8QHH0pMlxp4DeReB8OUuaadsvP499kdf18kmnabqHeN757s8ceHQx6vu6gUvLa/4FdvPmU+zllLLQJc0HXaLw5w7u6KHFsUmEqOreVYcoqtZqhVxuN3Qh787hH+LKdpJNzcTrh1T0U1FB4+lonmMYXhkGk2s9QjWBWwXFFO5ywym5XagVYbveXQ31a5tZvyYnvEUJqQRkLpYR1rVIbF/XWfg2WT2C/QygQpTZGoqGuJlplyrbmiacTsbVcYRs048Qhzg9OxjEZOy86RdYXBUMYzM8JHIyYziWlkU6gWhdukKmv01MfDx9UzdLWCPCdJao6SPk+jHik6mqmy3Qi46Uxw1BQ/gA+PbY4Wgl8ry5DXCqZc0LBLUfmkRipzTLVkoM7pOxG9VkHXy9F1iSQoqNIMqaqQel28gUEqWyR2h8LyCP0SM5xjlKLxxNAqhrsq3RsN5IYj5vHDQ1HRiONLN508v2zEkGXWdYODmUNa69Bq4W432LuhiL6Xd3ySaUAVxRRBTK7ZPEm2+XDkMks9nKbKXifgl1+a8dqdGFUB5c5NpO4Xk0r9s8RzQPs58RfGoV2vz83Gr7hCXb/+xYihp6cCtcClnZbrXhIri0JkcbhUu7+KiMpSALXx+Nl9fV0XvC6nzSSwmM6kj2sUFrlI3Msl1IAEtFp4N3t0tzTabXFKV4WePypjezU2utEb0Ot54jboVXIJYq92gm32wjfdULpOdDTn/vd8Dp8UhLFCXcOgW9DadaHVwmjbF8/1+W7gp0chrG6ZTC7A88lE4zQXJdL2UL80DppM4LvfFee5AbKvvvqJUiqbQ/u+qMZu+gXy/JJGu2F/OI4AsoPBj7EFivhYjo/PP9LVik5ywl43ElWVdptyZ5+TicZkItYym6HT64nP4MMPn+0NdJ2aO/spt3fEVmHx6IDxHz3i+EnGOLB4nO4RRSXL0CBTTVBUdEdnMS0JlxmnK4ugMFHrAk2X2R1k3BgmdLdUvJ5Br5Gy1cnY2alx1Yzk8SmzRyuSoKDISqJcQ1ElHDlBylKqxQo/klnoQyKri9TvY754ncbNPjv7Mtc4oDF9ghQJKYiqqEgxiEdrksenpFOfdBGRKjaF6UJZkOhNwuEN3ivv8fixhBouaaoRhlLQU+dIZcWhep0n2TZnC5NSNenecPHSCebJI6xsxWk1YFk2ydC4Fb/LC+U7mD2PublFZnewGiqv/dUBX/trLR5/Z4LiWrzx37vxF6F685c2NmoHw6F4PAHx8D14AFFEmss8jHeI7Q6SprG7K177TGwoWJuVoKaJZHV19yXLLgsE5/yco5HGaK5hGjUvv6YgNVyxmi1LkZTu3r14e7VY8fjfHzJdKpwlTcwb27iuxNn7C7bkEXd2U4ad8y2cTSm50YC9PfLTKU/fWvGjDy2iQicwu4SVw82tiG/Ev8vu+AfiGs5Fvg9WHr/98DY/GO1Q1dAxY379m2c0lIjQr6gMi6gyqBUVc6eLeusaFwn+SiiKqNYeffsxqwcTLK1gfyvn9s+12B5WHJ3IzJ4GkCa4Qwe9afHw0ODsSQLHR0SzmNOsQ9LoI2sKvQ50t1XafY3bvTX7xhiiiLO1ALbTyOYk7bKmgabLVEnKYpxTZQV1XePpKV15iakVNJoSlWZSyhpJJuMvCvpOhGMUNL2aW/dUOlpAfTZiuYTpQsEvbbBtSmSqMEZJIiwibK3AKnx8H94ObnCc9cg1C6epcr0fMdAWpEHJ06lDkKgcTC3qskKVa2QFum5CUupMkgZ5JVOkFUVRQ11hWZLYHHQLtDTEUAqMKsa1a1TXRHMNKttG7zbBa6AVEYY/hyhEqio0pWK4LdO77qA4phhf67UAtZtG7g19Lk0hCKiKirOsw1nWoZYVZNtk67rB8JrBZFRx8mFIFYgGDiNZ4tPgrfkuH45bBLWNautc7wb8rdePeOV/8s0vpNH8Z43ngPZz4i+8Keyj+/Hb2wLNfNpsd9VuttsV21afVPL8pNi4Uo1Gl0BWVQUQ63SoLOcZG704FmO/rsV7pdUCeTFHpqJhl7R2bby7WzSH5kVu/WjOt21R2fvoVnldi1M5PT1vGqZmrxszMFbPNmbBJae13YZmk6JWCOcpsw8mPHonZjRVL1RN2n2VwW2X9n6DZlfF876gDnSSiHu7WFxUqksUniZDFnIXdJ2tLVGppKqI3nyf8Pv3icOKWHEp7rxItbVDJasXuq1X1xBZJu7NBqNv9GM9T3y/4cO220I38MehVz9DL4gizOUZ15orGk4FhkG9f41J6nF6evmxN0VjL8fHosC80fOVi5T9VsCd/pJtW1BP1vOCx39wyuGDBD9RmSc2x3GXDA2/sJAVmSIvKWuJ5QriVUmUKZiWTLdVsTPMuXejZO+Gws6ezO6woGMl5OuYxf0Jiycr4mVChi4aQgoDTYW2EQkFgvWadSAxl3uoloY1bGK/eovhnQb9Vk5zfUj65JQorImjmjiRhNzQZH3Z4ZYKS9GiNyS0+8KNzGpSIbEIdB49rJGlmv12QF9fUqg67/vXeDTzCFKVKJSw5Zg77Rm2HDN7GlFEManaYKn3STB5RfmA28k7rNUOxWCHotHGrGJ++dcafO2vdzh4kLGYFHTudLj5zY+ipefxk4zlUrBLNA1ef/3KL654P1cVPD4xWEptMAwaLYUbewV6EYmH62pO6nbFg/pZWyfn3tzl0uftNzOKOGd/mDHoFBcNtBiGkF3a27uQf6mXKw5//4DJQmWeu3wQ7OA1FZpmyld6T9l2fRT5vM9Bli94kgwGAogdHPP+hzLvPjQ5jRqs5DYNF37B+B630vfpZGfIu9tQFFTLNX/4QYt/+cHLhJWNSsHXd094+U6CqskUpXS+LaegKjWNgYV5e5eku0ssO4JCdB5RBAc/WjD63hGRX9Bt5Fx/yeLFV3XUOmNyUsB8jkrBzbsqdbvD/QODJz9cEc0iliuZibZDrHmoSs3OsKAzNLD7DtvXVK67c6xohu/DB08NxnONUtXROw64DvNpTTKLCecRWVzRtHP66gI1T6gNg1KzUZoOq1inSlJaRopMhecUXLup0rFi3HKFqVcEicqibhFaPeqN/eFqDcslZhViJwtW05ynQRsfD7Xlsv2Cx+1XbdpGxKN3IpaHPsdnEtOpjFxkkBfstQPu9pfMIovjmcl4rrKOFMJYIcslUtPDaNlCalEuqLICy6xouzmaXFGaNrJjow/bKK0GllWTjVdUKx+5LtGVin6vYnjdQtdq1PkYpS5QFNBsDb1lo+URan0uBRYEJKMVBxMLvxacW9OWuXZbw+w3OHpaMn+4gCRBSUI61YRR2uIPj6/zYOKRyzqYJv/p/6LNr/zNv0TWtz+r8RcOaOHStmlTHrMsgQI/6o28Ke2BQFafa0p+JeZzgV424q6mKcDz+Yo7jkV+9X1xGkVxKbElhQHPoCHLhP4AHOei017TxK+vSnBtbX2i4ZSgBjypiOcxxBFOHXK9ucTSy8sXbbrG2m0Ss0UQK4QhBIuc5GjK9KnPdKEJIKuqdK853PmSy9Y1/aPCAZ8daXrpH7sJ2yaw+jxedcgKGUm6lNybjwvmv/MD0qNzV61+D1586TP1+PJc3P5zve0LSoFpij8vSeLn1659cZvezXFPT8/pBUmCPB2zYy0YdApqSabobTHTtjg8EgCvrgXQ3hSUDg7EeZFluFLAnfaMO4M1igKrQGFyWvLkvZj5kxVZXLL2YVU4jKo+caFRJAVlVhJkOjUgSzVpUqPIEm2vZP+6zNdf9nn9bsp2L8ciJh/NmT4JmM9qkqAgrVT8yiXIDWTLwOuqNKwCRaqw1mPq9RqfBugGWtNGuXOTxk4Dy6wog4ToeEE0T6jWPmS5mOA3Xr2ymEgqSaYY7JK2h1S2qG5oqynj04LTtMfxyibMNCxHotWUOFg2OJsqFEmFrMsUcUE3O2WozNhuRpzMdO6PG/h1C7VlUUsK+8aU2+oB0TpH3h7iDmyadsHrL+V89a93OArbjJ4mSKrCvb9xE7f9U2oIfR7AsyYL9+59wk7NanUh3TFdKhye6VS1hCzVbPdyBp0CWfmEBtovGNMpPP0wQ0lCXtlboaXBpemMogh60qbr03GgKJi+N+EP328xSxsknS1eelXDdWo0f852fULPy5DyTADtc6kmFGHjTFmSnc5475HOH77lMs1bqE2bl8sfsS2NGDQSOrfbNPBhsWA6KvkX397jyaxJWmnc9qa80J/RbtforklhOOiKyM+KXNNtlfRvNdBv7xM3t4hlhyiWBBvjfsrhHx0xeyKqgL0dja07Hp2BwuIspV77qOsFW82I3WsKldPg+GHC0YnMeKYwpUtqNUkSCVmCXrvAMmu8nsHgmsmwW9BWfM6exByMDNJMptvM0RoWp7HHqnCp0gw5CslWCQ0zZVebQhTipxqqbYLnMi9byHWJIeViunFKegMJXa2wlUzoT9sVda9P4G7hRwphUIvFzUoUXqKRz9lRwSLQqFWF/rbK3hs9tt8YkpQa61FMMl5z9sAnWabUaYZTrvjq1hH73ZgqL1kta86ephyfKawCmWlsM6VLrHjoLQvJsYlzhVrRcJUItSooUfHaClbXpHWrg9N3WR/7ZHMfapDlmm6zpL1ro1BCFJ7vqIomFsl10LMALVqhFTE6GcEoYHycUyOhuib9LZUbrzXIvB4HT2visQ9ZhlWF7CpnjHyb3353j8dnJv/H/4uNe/Mnb939HNB+TvxMANpNzOeX5EVJEojwqujnkyfidVeaCT43wlAcc9Oevmle6HQuUN/pKbz3nqhibHoVHAdRiY1GGOuJaCbSdbLuNrnTuhAW+GhclXj6aFU2DzOO3/eZHYQQhahyze4go9c6B7LnDRWV12KttFkFCuv1OQYvCphOKWYLTsYaeSFhtS2G9zzufsn98a2kN/ph4/GlaHWrRd4Zcha4jMfiR5uGrCCA1ZEPb74JYYisSLiv38J+/Q6Wq6Bpl9qwZSlONwjE4RcLcWkbJRxFEb/fUJY/6l/xeZHnoqh0dASxn1OM57jFkl6rQJJlCrdFaPcYz7VnFMj6fQGY81wwVpJlTKNYcK87Z2+Ysw4VVr7MfFoxPUlZnwTE05D5tGSZWqRWk3HgUKQ1ilSgyDXLwibJhQiuqZRcs8e83B3zlS/DGy8kYpESxwSjkNFpxTJUCUKJIJIJKwvd0WhsN3CHjgD7+YLW4jHMpoySJgupQ2K1ybev09hrYksxUnCuL+b7F1tqsik81229QFZl8kIiMZokjT5Vo0lZVMSrnODMJ1xknMYtIr1FWFpM8ia5rCFXFetlSRHnqEqNK0c4+QIpDIUWphJzkPY5TIZUlYRnZ5imRN8MudOc4JZrUBWu7xZ0bnjYUsLtX9kjlS2OT8SzduNbe3RvfB7v5Xn8JGLTj3sho/VJEQhFlNTPePIEoVNtmhiewe5dW1iX/imirkUfWhSJ5/3WLURi+5M/EQninO51NaZnBe991+dkZrAzKKi3t8k1h2YLpKrCiBbsmHPajQIpiUVScRyRaDZ6fnnOel7wO99vcjS1yA2XfnpEu5zS7SvY9/bobOl05g/QZmf8q++1eetxg7mv0pLW7BkT0RTmVsiOaKi12gZqLRJYw8zpDyRa+w2k/T3R/d7wmPsa7//OMY++N2d8mKNYOp3rNlu3XDIMloc+zGeYmc92M8LUK+o4Ye3XHIdtHifbzJUBlapQxgWWluFaFZIEtlXTG8ps7aioSs16llOFCR0vp+UURLHEcdjgcO5RaxpanUKcMjCWXDdPKf2YKFFpOgV10yNxeqDrJGFJnIneiF67xJDFPKyoEg1PwroxRBt2yDIx9yVhKbim8wWz+3MOnxTM16Jiv9fP2L7tYN0cIA8GKKpENIsYP4lI5jFSErHvrfjq1jF2vgJZpopT/MMli8dLpuOSVWoySRqM8xaR1ae0XTKjQakZuEpMkdeomkzbK7E9hcHtBu5+h3mgUS5DlDJFV2s6zZJmo6JMcrJSoeDcI31rS4yXLLtosi6DiMlJzmKUQZIiyzXbg4r+UCZQm8xCCymJUU2VXjPjmjWl1nS6f+cXkLWfvJ72c0D7OfEzBWhBJKXDw/PSGaJM2uuJn9U1l/venxNpCsfH1PMFSSqRlippa0jW7FNU8gXoOjm5pOO67mXRtuvltCYfomTniKjfF9tiV0idVXVpt5qf72C0Wh8BZnVNvVoz/WDG8cOEshITe69VCD3mlkvtuCSqS1BarNcfEVkoS6T5DCeeolAyXqoojoW+O2D/BfvTzLU+O+bzS5tCAM8j6+0wDh0mk8u/bdvi+ySq4OQY3n2Pph4Je92/9nXkvZ1PPHySiOLLhnaxoTRvQO8mNkXyj8xjH4uNitpkIoDs8TFUuWissLIl/VaBYwm5lqTRZ7I2CAKxXlHVC0McwXULYXEYoKznyHFA14wgzcjRiMKK6VnBalExP00ZTyBMFArFpNJ0okInzWWUuiQpJPzUQlJh2My4uZPwldYjXvBG7A1zGtuiTB7F8PRE42SqE/g1Qaxgti1aOxaN3SbIMtpshLEek51MWU5y5lWbzHAp3DbS1oBWo6KXn6IGS1itUJIQu1hjl75QRrAVMs3BlzxWSodMF9zpQtLwA4koEb7yWZAxTRvMpB6Z08ZXmxyNNIJlCXmGGgfkWQF5ga3klJKCnxpQlNhGTqnbjAMH8gxby9jrZ9y7mbLnrOibAUYeYhHTGJhUvSGKZ9PqqsxiGxSFvdfaDN/4MXZVnsefa/i+6ANTFEE7+CL89I+mCtMUBdpu98d3/owiAWrr+orwyUbbC86bB3SIIuJFwnvvVNRhxFb0iDSuWEQGdadLrHvoai3ybJqiB3O2tBldN0WOApGUTfPSgUUSzUZ/cjhgtLIo8xI7XbIOJJyuQXfPxtrvY+oVrcVjHj+ueP/AEe6HZck17YxsFaGUOZ6dIysSWsuBpofrCR1XRRLb4p2BSqNvQrtN7TU5PSx48m7I6VFJGEJz26a3pWL2G4zXJsV0RXV8Qrte0LEiylVIsY5ISpWzvMv75R1WWo9EskkSMOUUqSqQqakr0NQaXauRNaGSstP0GdgRNRJJpjDyTQ7WLYLKplY0iqyiqQXsyacUQYIsQdeK0XUwmgalalCVFUktaHS2lKDWGbKhoegKkm2h9DrIhop8zsbIS4mykogXCScPY/xRRBCIcxt6EaVsQKdF/5aHu+VSlBLT04I6itDSkDf2ZrzQmyGl59KTaUo9meJ/eMZylLIMNfxIYU6buTZkqgxYyD0ydKq8IEsrmmbOsJUx6JYMhlANtpnSI88qdLnAdmT2t3L23QWeElI6HplikXtdss4WuaQLdZ2sIl+GrE9Dju5HJDMxnrQioddIcKyaaeaxDBUoSiRNo9eX+Pm/u4d358dsbP9TxHNA+znxMwdoN7FYiD3hKBKlhXZbZMHbtz/9PVUFiwX52YzTJwl+qJDmEnWzLbbG1WerC9OpAEmbYvDLL4tErUu5yPxJIhDRjRufKjv1qZGL5rHg6YxHTyT8UPCxdM9keMtB7zRIJfNitftRZTFdrWiXU7zoDNcQ1cPH8yZVt4/Zc7l164tLWF3EcinQ+3nZstYNlt4+06z5THPyxiwnjhHV2ONDevP7DOwAY7sDv/RLn0iA/yT2QlmKr6s0Z88Tk+JmuG1kgtNULJY3Smt1fUlXmEzOBS2qCtYrnGzBtUHCsFOgtx3q4RajwMH3RZJVVVEl38gd50HKo7cCDr4/Jzj1qeOYHddHbtjMY4vTk4rlWmI2F5yvNK1JKp1cEo4z5DlqEePoBaWsE0gusqFxsx/yK/dO+dLWiAFjNFujevlVZkWTBw/h5L018SpFkiSa15p4OzaSqiGrEvJkhLyaE4xiZochWXXOXzEN1E6Llhaytf6ARjjCrkOswseuAnQpp7Yd1s42M22LpblF7TbAMMhlHT9UKMsKKUmQi5RlbHIStUS11+2wLJusViWLUcF6nlH6CQYJulRgqCW2UVHKKkmloZUpDS3GceEw6CBLNUMn5Kt7I65/qc3wjod2/Jh85pNN11SmhX59h6C2sbQSTQe6Pbav6+x864uq9z+Pn1S8847IN5/i8vyJsbGzH48ve21V9VJK7wtx9M/j6Egwx67I0IoV6tmZOOjLL1PKGu+/L86z2YQ7+yk8eMDyyZKnpxqF3aRqdVClEuqaqqggjlCWc7rM6DcSzPRc2lCWRa5SVdaLkg+PbYLSxJAy1OWMIJRYOdsUtkdnS6ex3UCKI8ZPIx4eGkhFhk7KdW+FEvksTyNiv0STS0w5o5RUFEPFdBUaVo7haOhqLcBtV8JuG8SVweNHNSczg/FCw/I0tvZU+kOJuttjLbdhuUQdH7OnjWkXE7LJiiyXiHKND8rbvOvvs5ZbxLJLqahUlUScyZSpoMGFqUaUKhh6yaBZMGgmqHKJIksoKsx8g4mvkdUGuWKQ1jqOltGpZ0j+mo4W0jRiem4ChkmQ61BW1LKMYclYxEhFQabZ5JpD4baonY9z26qqZraQmJyWrKcp63mJLucYSkGca5hWjddRcbom68KlqGUMOadvB/zc3oSBsRbUAKAuK+rlivr4hGy6JlwXRKuctdxmrbZZ6z0m9AhLgySTSWMw6pihvuSaN2PfXVO7Hku9T6WKCUhSVbwm7OkTtswlXk/H7lpI/d5l1eO8ElJpBqOZwuHTmtjPKdchapnSMwPIcg6nFutApihqfuW/+BI7r/3kdbWfA9rPiZ9ZQAsiIX372wIhbUQUb936eAata5jNqI5OODuD0UylqiWRyAZ9FMfCMC6NXzRNgNnxWPz/xo0rRd/8Cpi94nrz0ahrgbXDUFQgiwLKtKBY+BTzNeU65GyqMJrr1JKM7LkMbjdoDfRPnNNlWVSIHauiVUyxV5ec3bPA5bjegUYDzxO34IvKWAECyJ6eXhB841xlqm4xV0S1ehOWJY4bRzXlXHCkOtKCvfhDNLUWFZSvfvVjHVsbLut0esleMM3L+wKXhfZWS7w9yy5Vfq6atV2NTVU2CAQ/1SzW7Cpjbg5DBp1SnPDeHrPcu3DkBFHx3RkU6KnP/MDnwzd9PnyvIFjkFFmFaxa4bZ1lpLNYQpRrTEOT2UwmySWSsETKMlpaQF9b4GoJa5oUskGhmWBYtNrwy28s+dWvhlgtg+CDY4JQYqptcZhvsZzk1COBACxXodmW0KUSpUgx0xXFMmA+r1mOc2QFTE/HapsMdnV62TGt43ex0qXgf9X1xcRctntM7WuMzWskbo/UcIkqi7TWqYoKJY1R4gB/kXE8MZglNhE2vtJiHplEy4xkFhAsC9IUlLKgZ6zpmQGODU5bw2haGGqOF57i1CGGBsfaNSLJwapj/qOvBFhffxXZNtG+/8esn8zx1zVmxyROZBKny667RjNkrDu7XHujjXtv58cctM/jJxHjsdjssiyxgP9xoiwvTZo2FVsQz3arJWoOn0etrSrRhJmmYsG5v8+zfATP45Fy94KF8NJLV3a8Tk8pDk44HOnMUwd2d9FcA8e5bOAly2C5xMkWdOyEjh6InY0kAdNklDQ5OlNgtWZHOiELcmZziaLVw3eGJHoTqd+j0dXIFgE//G5OHBQ4RsG94YobOzn+smTxobCCToMcmRJFrqllFUmqcbUMWy+wzQrbkWjZGZ5bEacyByuPs8DFjzV6fVFncTsaSWeHvD2EJKEhh1xr+5jjA3E9UUShWTyOhjxZtliqXQJcPLcmNxzGa4MgFAoGs4VEXQlZwG6zxFYyFLnEVAtkCVaFxWShk2YymayRShaqqaGWCXYyZ2CuuOXNuN1ZscZjmdmUWUEVJbhGTk9ZoikVhdch6uyQDK6TlDppVpNnNXkGeVYThRWjiUwc1USTkOUooY5ikkwmK1QMtaTtleSmyzRtUCoasqrQ75Rc78e0rQhHyXCVBEdNMLM1nJxSL5ewXJIGGVFlEBo9Rvoeo9BhkVj4mQC3WpniyiF7+ph9bUShGISKRyGpKHWFSoFjFnTVJT19TcctaTSgsSVUKC66mhWFStGYpB7jlUGZCoUNp/LZUSfkqaCRvfa//09Q79788R6oP0U8B7SfEz+TgHYjAXByIjJgEFxuH8my2PrflBfOvUizVcyHBwZJbUCribPdZOuajm1/XARhI4MI4lAX8jRpKrSb0vRTwexqdQmyyhIh43XuxEUcQQ1FCadTjaC0wWvgbTns7ssX1K5NI5mucwG0Db1Gms8EMjxvXCsUgyfFHiuaIEn0+2IC+MJFrtVK3MNzIBsmCk/zbWZ0QVEvGoRNUzy7ySKmWgg3NUvN2fPWeMsDgbT398XscgXMpqmY3Gazywqz64rrW60ucdjurvi4JOmSV7tcXoJfeMaC+0JVbb0W7zfrmO3yiG3Xx9AFl5ndXcpmh8ePz3sJ6xqjjGjUa0ZPIg4eZBwfVgSrQlRwkDBshW6nolBNlmuFpNY5mxucTFSqtEBKI9xwxECa0NdXNJoKpqviSx5q22VtDrAbwgnnjbsx17dzwlhmdezjLwuWhUvc2YOjI+rjExxCOkaI1TaRFYnQr1mshatYGWeYUorZ0LD0iq4V0mGOMp9eaJhVuknZHVDu7BN3dhinTU7yAYHsEWaaEC5QKvQspFisiWYh63lBFEr4iUpU6ES1TZbXZKuEIkiRyxSpqkCq8bSU/eaK7WGNd63NcFtGThOy8RJ/ntIyU7yezgfGq4RqEzmOeeWFHKPXgKxAuv8+08OYKJVpeDJynmK7MrudGLvvsvVyh96vvi5kmp7Hz0Rc1aT9xOawLxB1LZ656fRZmTsQ+aTVEl+blP3RWK9FmgWh2OV5CMD53nuMpzKH9R5Sr8sLL3zCRtB6DY8fs1zUHIwM8t42tFoXjovL5WU+EMT/JY1qTcsRFrRG5vP0Sc00cZFluFe9j+7PmCxUsUVtNqiabaLhTZKt62SVxtP3I5bHIaQZ/XbBG3cjQatxPaJxgP/OAf6xTzSLqaKEWpapJJmqrLGJsdQc05Jw7ZqmFhL5FUFlMQ90KlVn2CvxTEFlyA0XydCRwoChuWJbHiGX+cVEEZpdDuYu60QjUFpkmoNjlai6zKr2OJi5nMx01CqjqYU4Ro6EJOQli5I6yyjzmmWkMwpdlqlJWBjktUYhq1SVjKOmdMyQ13envD6cEGQ6i9SmrmqqKMHJlrTLCY5Rig95b4/q5i2qRpOqkqhqcfurChYrmfFUJk4lgmXF4jQmmkWkQQZlhakVNBsFR35HNLNpOoat0OnKtNqgGxJQo1LiaAVOtcaZH+JMn+JEE9QiRZIgbO+ycnc4WDZ5OrUZLU2iuKbOS9Q6Y6gvGGgLNCknLQ0CHKoSiqJCo6Sp+rSMFM2QMRwVp2diNQ1MKYOqoi5LylphXVj4pY2iq0hUOHJMR13zV/53P0/r3k9eueU5oP2c+GkD2qIQ2067u58gzZSml7pOm26ejTAriKawjY1WQ2yxMpuRJELQOWv20YYd9q9Jn9ok5fsimdb1RzQZo0hoMubnyePevQskfF4AZjQ6bwQ7J5ErkY9LINyeFNH9mioWR2GHymmg2AY3b14xSPikqGtxzScnl6YJuo7f2OHxqkNeSEiSwJNfdIuQOIajI6rlmiCSmax0PlwPmZYtzr1VaVgFLSfHUVOkOBJdoLmoKmz3clpqcClMvbH5OS+VRNGlwtcmNhJcV2VzWy1xf6tKTDSz2bO+EI3GhaHQRdV2U+kFoCzp5CO2pTNM41yiYHubqtsn8kvefjNh9DBkepSQL0PiqCLwOS8L16CoSJqK5al0t8RnGfiQZhLTtcrhSKOIUqxgjhucsls8oW2ndL2K7kDBGLZ4JN1mom6xSnQMo0IpSu7uRezuwirSWYcywZMpVZqjUCL7Kxq5qGzLrs3cGDJdqMSZiqTK2IWPkgiHN4uYrhXjGhl1VZOWKnmpULU7FDv7FM0eq8phtlSZF00i1aWoNNEzWefIgU+58KnTjDovKAqIU4lVrBGkOllSUkURJBlyXWIpQiTdsaDbk9i9Z3PzZZv+QCYfz5meZKRRAWuffjPhzL7DB9wjyHWUYM3ADTHJMOWM4skRRZjQdCu8Ro2nJ3TcjK1mQu/VLZpfviU0iZ9TDH7mYtMcdtGc9WeIPBcAcrkUWPPqDCpJYpFq2wKYOs4lnenwUCxaz1kGaBqEj8d88AdTaiT2f+Eag5ufout53hVaLn1OpxrjvE29tY2sq2xtiZyyyTdRhEDx500/ehbg6DmTcUUVpdh1yIv5WxjBjDrL8dU2c18TlUldOAqG3X0eTDwODyWqOMHTYu7up2wPK5SGg9RpARL5ZEk4CojmMdEsJl4mpAlUyJQFKFmMUYZYUkqRFcS5jqrWFLWM15TY7WcYSkVWykimDkgoecKOMqIRTygVnUrRKEyXad7keOWQFxK5YoJuYFoQFQZHfoNDv01cm1gW9FspapkjFxl1WVHUEkpdUqe5MMcMdRaZg58Z+LnBOhcLcEOpsNWMa72Ia501TSPHsCQMOUeL1hjrKR15QVsP0dUaqdMWjXHtNlgWkqGDqiJJsA5lZkuVOJUJIllQ00Y5TrGiIfm80DwD4P3lNpO8SVxbaLaK7UpYroZuyh8bA9J0ijo6xMoDLGJMvcRuG6iWjp8bPFk2eLzskGYKSQpVVtCSA7rGGpWcrFSJapsUnazSKPIapcpw9RxHT7ANUBs2esNAtyR0U6aSFJJUYRYZrDOL+ryK+z/73/Z49Rd+TFrinyKeA9rPiZ82oH30CBZnKVoRc7Mf0FCiS6/Tqy4GsixQ3Ee7nsZjAWwPDyFJiNwBH6ovUfS2MF2Vu3c/XZY2ScTO1kbP+yKZB4EAs+X5Nvbdu+ds95z1LOfoSUEciG51JYvpOTGdZoFl1GK+dhxotxmlLY6nBnUtMPHt25/Dc10uBX9sgwBVlaK/zVHaZzYXQMA0+Wy+7GYpXFViS+fxKcHhgpUvsw4VJlWbadakriooSppmxk47xlAKykqiqsAyKzynotmocLYalw4IG/3bW7eoJZn1WoD6zZoCxK97vcuKDVzaacuyKKB/xIDtYyoQeS4A8sbwAKCl+OzkT9HrlJUvs8gcYrVBuog4uu/z1jsqy5VMVki0nAxNqUBSUEwVtynT7im0ti1sC4JlwWgEi7UidA+XFUWYoK7nWPGca+Vj9rQRXgOaA5Pi1j3WvZs8WraZrxTSSIBPT4vZb/sUpUwQSlS1hLReoQZL3NrHc2vMOiZWG6zMAetYJy/AUVOUJESNfIwywqxDFCpSzWVVNYgrk9T0qDpd6A+odIMwlAhimULWKSyPUtJQ6gyzCmkVM+xkiaXlFKXEMtLxY5XZtGLhq6JbOamhLNHrAlPN6XkZzR0be6uN2W+wNSy5NYjIo5yTByHjqcxyUZMVMqHZYVp1CZQGlBV6uGRHn+JVC9zKx85WtOyE3pZGe8diuz6ho4c0tl3k118Vq9WbN5+D2Z/RiGOx7S9J8NprP57m82fFuewsy6XIEVdpCZuQpEvq16bPt9cT9YMHDyB7dESbBbdu1gLpfpr0SV2LZHRyQhzD4czCb+yC52EYgiPseRcMBJZLkebrSnSYVn7A0/sZZZzimRmvyu/i5XOsfI0u5VRnY9aJzrwQjZZVf8hM3+KdcZ9FoKGXEVv6nJv9UDTPqjpVq0umWZRRTumHZDkUhUSyzkjCkkUk+O1ZDmVaIWUx0aogyWWqWqJWNNpewU47wXBVZNfG9nRUFdxqxVZxhJZdGhGVusU0MFgEOnVVI6kKbTfDklNGK4tHswZxpoLExTnaFthmia6WaFWBXifIVU4aFix9hflaZRbZPPWbnPkNslJF1Wo8I6HvlXhuTtvJaDQUeu2CvjLHmBzRL87Ysla07RSt5aDv9JCa3rk1rHVhrR7VFpPAYr5WmSwU3v1QI1xmNFlz0xlzyz4jWeccr1xWdQPVVOk3MzxHULcSyWKZ2vixQppAnpyr9YxGkGdcXKzjgG2RyzoHc4eThUOSSVRFhV4ltJUVbS3AJCVLa+JMoapr5LoiyVWiVCWvVXQ5xzMzXLNANyQsrcBRMhSppKhlVpVHKSn8j/7py/T/xlf+fB6kz4jngPZz4qcNaJMPnvLwhwFJJlZcO/2MrW5xOfc1GgJtttufnMzmc1FiPToiWJU8KG5QtrrY13rc/WrzU/NfntW8/3ZBFomO+Hu3S2REE9nGAvJC0qssSeOKo7HG0hcHVJWarW5Or1WgqJJ4UFst6maLVaxzdnbJBW23RVH5UymDH3VJUxTS9hZzdcBoIl9wQa8KK2y08ZN5RLEMKFcBxTqiLGrKtCCfrkjm0QV4jJQGZ9WAUtawzZJ+u+DOfkLDri9csmRDQzZ1ZM9FbjbE9R8cXCLWfp98a5/ZXGIyuZTwlSRRfe33xeR4cHBpyrJxGL567Rt+cLcr3rfZhkySS8rC5slrmDm7HFNO5heKA5WkUCQFZ8cFHx6ZPJ64VLWErsP+Vk6zp9HcdmgNxeo8L2WCWcLoSczhSCdOoCoq8iBBjQLKKMMKRzTTMTfVIzxPQu51Se+8Qrm9i6FXHJwZLFYSq3GGQ4hr5Lh2iaFW6JaMXJYY6wnu6AFSloBlUyo6qq1TlHAWNgjlhtB5jNfY6Ry1yqkUjdJrQbMlkm6jIb5sG6muiFOJ8UIhzlUy2YSixlMDesyw8hVKFqNKJXkOQawxL1xOFwaTicQ61kjTGo0CS05pOyk7vZz+DZeqP6TWNKQabKNElirmpwnHpwrrVCdJIFNschQKNPJaxShjtjjlJfeQHXmEp4b03JRuT8a7O6R5rYnpTy4sRXnpJTEobt/+8SzensdPPT74QAC87W2R8n4SkWUiJ256DT66uE0SUZuo60vjL9usuKs8RK9SFM9BuX0DVZMuhtPGUXAzX0hJjHR4AEnCYi1zErcpOkNqVaPZFNe2AexVJc4hCM7ZCCs4fFKSRxlGFbObPIQoQpHB2G6jzc5QRycQhiSFQiC5zOouTxYtJmmDUlax9IK9hk/XiZFVGUkW0os0XOq8IPdTqjhGquvz2oNEXVWkGfixyjqUCacp86VMWshUlUSGhqXlNOUQVS5xrJK9VshWr2DfXbHdjNAdDcW1kId98krmbKoSRRISNYarst+N0LKI95+KxXGNTENPiDKVMFWJKwPNVHCsGsuocLQMpw7QM598GbJYyRzPLd6bD3iwHjBNHJJMNHA5eoZt1Ki6jCRLODa0rYQOU7aqUwbKAk+NMEwJ3VYvvywFVRauXrKmsCxcZnmDD2Y9ni6bpJnEQF3wsneEXYcEQc0y0FjllmiHaaZsexE7DR/dUohlh0ByWRQN1r6EfzAnnMZEkUws28SqS2Y0KW2XXLMZxQ1GS4MgUihykKoCvYpxpRCjTqhqyAqFspSpqVHKDLVIUKsUXSpwtYSWleKapaCwWDmeFqFVGa//X/9zmj/3GQ3rf07xHNB+TvzUObSTCdXBEQdLj1ki9qAabZWbdxQ0R/90FFiWV5TwYY3Hw1mTarbE1TPu7KfC8m5rS0yuVcVGA6ta+dx/IBHGCoZW8eKNRADfOBb7b3UtwMXeHmUtczbTGM1VamQkTaU/kNjelVFd87xzyyEv5Yvu+802+kfpvR+L4FxMPAgu3rAwthgzIIgvr/u81+mi4rFe1WTTNSzmEF8Rv00TWK4giqhrSAuFUG4wkQckmGi6hK5L9IcSra4KmiqUHtRzHb6roGO1Qh6fIdclkiyRtLdZSa0LbLt5MjxPANZN5/PmUnRdTI62fekJ0WxeOhJfLdaFoXjvVVkvXSlp5lOUk0PWZxHpdC2Sb2kSx7CMDSJsMWZsm8FNm3uvmZiegaJKrBYVyyOfdLRiMUqYzoW1okpOEWUky5QqzaiDECee4Gkpg2aKsdVB2t7CvdnDbSrM1irvPLbJghx/ntJ3Y0ytotFUsHsWSArNbIy3OkCfnpIFGZlkEBltlqXHoe+xzkwMMlw1pl+OsBXh0kXDQ9oeYvZcmnZBswVtJ8cxc2bjmsNTlflaoZYVVLmmocbUcUwWpGhVhlwXrGOV06zHJG/zdOGxnBWUSU6Rl2hSSceM2G7G7O3C7j0bOl2miU1eKPiZjmqorBYlp8cVs6VyyWUzawwlRzNU2nbOrnbK69r73FOf4NY+zm4Le6eFdvua2ME4OhLWU2EoBvwrrwgg+zG/1OfxsxiLhdgtUxRRpf1p9etdaJgmIm+enMAPfiDy6HAoirKmlIomh7qGdgu2PkdzvK7F9tBsSlnAdK2xkLrUDU9ULdtiMf3RYseGCvXgwfliXMppJaeQpaLTvt0RJzweiRsWRUh1SaY3OA6aHM5t4lTB0EqGjZBda0nTTNG0Gl2pkG0TyXGQNAUljZHSCOKEPK+RFRlVrlEUKDWNJFeYjQoOTg3mvkwQqmSVikaBUqUEuejlaKohPXnONeWEG9aIrpPQaVZYA5fCcBjVQwrdQnUtrIFLo2cwW2mUUYqahfTUFeG6ZBWphJlGmCgEqSgCKJqEaYBpVHh6Ss9YoyYho4nMB2ceJ36Dk8hjlVhIVU5dgaXkqEpFJulEpUj0lpTQVEL2zAl75oiuU6AaCnJdoWgylaJSqTq1pIhFRqFzFDQ5ijr4pU2OyjV3yba1ICtk0kIlLyT8VMPVUlpOTreRM/ASDLW6LPsbhhhUq5XIS0lCpelkukuie6RWk0Btchx1OfI9/EQjzWVqEPbkVYJZxdjqeQU2rYlTGT+UqPOSuigpiwqDFFMSu4K1JCHLEv/z/9MuL/ynzyu0f+HxUwe0G4tbSWI2Exi1qsQq+ubNT2lSCAKR4LKMvJAYa7uM6gE1Ep5TctsdIU/Hl4r+i4X43nWpLZtHpyZLX1iyvni3xLBkUTY4PBSgrtmkuHWP8dpkvNQpZQH6vLbC/v6znbtRJHY4Nk1PICaDwUDM65+4fRfHAshuOihkmbk64KweEueXWXZjU1uWItFW+fk3iznkBbpWYUg5mlKh1jmyKhMVOn6iEsoegdllmdoXFd5NFVVVn61sSNIlU6HO8gtkWlWwLm3mxjZpdcnbsCxxrM3wmM8vFQ0k6bKS7J3vMDUaH58gi+Kyw3o+v5TnMvSaVnKGPXlKMZoRzFKCWCHRGriehNXUGWUtJnWPceTS6JrsXVe4eyOjTlKmT0OWT1dUyxWBXzNaaJQIq8psnWKFU+pQNGJISYyrJvSbCQ0H9F4Tb7+B1vHwa5fR2mKy0ojnMXFY0W5kxIWJ6YoGuka5xC7XFElJskxJolI4CA1aQE1c6MgSSKZBiwX78Yd4WkSjpeDdHdLYa9EyE4xgRpJKrBclR6cyT1ZtUsUGw6BUdGw1Q09XhOuKtFAJE5VpaDAvGvilyyrVhfFNElNnBRYJg0bEdr9gZ1ticM2i7A84iTucrUzCVCVLIVmFLM4KIr9EKkRTWsMuaRoZDT2l5+Xsu3PuGgfckp7QthLxod68KVYnpilWWGdnApEYhvjdvXsC5H7U2e95/EzHu++K1PSTrNJ+Xvg+/N7viZQ9HMJXviLyVTlfUT58ImT/tnapOj3q82ajTd796P83CFkKA5JU4mRhEVldaDaRFYlu99l8uIkoumwSbjspg+AxSVRQKBb57nWKWiWfr+HkBDlNkNMYuS4JCoP3n+gcnelEiYyhFgyMNV11hSaXSLqGqstoDROl6V6s9qUsRU4ipChEKnLkugJqygLkMsP3aya+xTozWEY669wiTytSPycIoSprTBKsMsBjjaOmmEqOqglzl7xWSGQLQ87RdQndUalNG7et0WhI3NhO0HQhCRYlMkkqE2QqcaGRFBpxoQISkioj6Tq6JWOYClEmijhpkJMEBUUOdZ6RxRV5KiadUlJJK4O8kilrsdtoKTkNJaTpltieimMUGFqNokqohoKqySi6QpirouEt0ogyBVmGnVaMQUoUiWbrSlLISwVXz3CtkqZX021VeJYAmKpco1UJWrhCz0O0xEeTSzRbRTdkjI6D3naoNIPTss9h2GaZWESJLDi4WkEepFRhTBWG5FGFH1SsZjWLRUUS16SFQplXKGWGpRQ0zJT/9f/9Ffb+xms/8eflOaD9nPhpA9pzuudFEkoSUSnY9ID1epfmYHVVU5+ekR+NyHKJuDaZu9eoTUG+bLevUPXyHN5665yIdb43rus8iQbMtC2kXpd7X28Jy83ZDJ4+pSprfMlj0bnNYiVfbIeZpgBoV6Vnz30anmmEchxxvp3Op+ywbiypNuRSSSJxezzNtglSgXwVRRxDUQR2jdbFxf6cma5o2jmeU+JKwp2rVlTWqc58pbIKVUq3SWx1GK1M0lTkzA0/uNO5VFX42PmdI8x6NCYKKsZLjamyRd7sCd1VxPWf8/sBcX4b4wVFEb+/fv3TpXqyTBTyjg5rRseFaDgqK6SqxFNC2uER5cEx4SonTQXStro2areB7LrM9QHjuEmmmIR+xVYzpqVH7LlL1mch05OM+ULibGky9Q2yQkJVavRoTS8/wS4DzgKXNKnpqCv2PZ/dxoqdaxrO7S0Kq8EkcRmvTVaRxulUI0xkFKlCqiqi0kAzZKQixSkDyAuohbajJcUoSkVpOFSGjemoNNoKfTfm9fW32ZbHSKYB+/vE115gPJWZnWYEs1QoIgQaC1rkmkNlGMiU6GWCnKfEiUyYqpR5SZZLrMsG88zGj1SyvIYkRs1iGnJE34no9iT6uzrtO32Wzg4PzhxB1UgKolVCss6Jwpoir9GrBJOYvhWx11iy147o92GnnTDU5gzlCUZxhTvjOKL8nudi5s9zMaDabfja1/70rfLP4y88lktRZJdlUaX9ok59f16RpqKnIcvEOqnVErnkxRfPF8RXrc4vnBi+QFzpTVgHMicrh9AdCmArC1C7tfXs9W4q1iC2tvejD8RYt+2LhtgiLcmenpKdzoSZTikTai2ezFweP6qZnRXkcY6l5XhajJWtkJNYVHtlWTxHXgPJayA5NpIiuGR1FFNHCXV8/tq6poxiVpOMdaRRq6owd/Ga5LrNapKzmJbEYUWd56iRj12tsepUVA0VhaoWxY6sUlHkGqSarNSwzJKGWbLdCPGsDFWT0DShVVuWUNQKSaHgJzpBYZDXKqUkGlplRQZZIapMgtKkRhY6snpNr5ljSBm5nyDnCWVe42cq69CgLCpKSUVWJCy1xDIrbLvGNktsvcQ1hISWbkpIms4otDmeW9Sl4PQ7Vk2/V2IqFet1TRkngtuv1LTdjIZdYDga7bbop1CkSjQ/h6FYMWXn9simAaYF1NBqQ6tFlktMfZ3JyiDMVIJIRi0TmmqIXUfISYxdrFBzsYhZZRaTtckq0ckknbKSyDKJ//H/4Rav/829j4/FP+d4Dmg/J37agHajoX01qkrkrs0WtKbB1laNuzy+5HM2m2IJryi4rvi21bq4CFHqvdJCH2PxwSOV4xOJLJfYG2S0rAy5yATn1HDJ3A7V1s4F2rNtkeharcsV/JXegwsQ3u2K132q5mJZijeNRs/4u55KO5zODeqyEra6eoqcp6xnOWWcQZYiFTkdr6TXKnDNc+KsJFEqOuOVzmimUVpCUiCUGyx9BUURhTRHSDMyGHxGP05Vwekp9WjMfCExWaqEOLC9A4aBYYiEv9miy3MBYieTy549wxB/Z6MkURRiYRLHsFxUzA5j5icJi3EuKsDnb9SlDK9a4q5PkPw1RQ6qUqJqEklrh6i5TdXpojQbJLVBsMgI5yn+LKPvie5iq1jz+LHM6dJktDRJcmHNaKsFVrLEjUb05AVxXJGlNU01pusm3Nvy2X/ZpXrlNSYMWCYmx0uH5VqiyCpODgvKICaPMqJcpzAb6FLOUJ3Sd1O2vABXzzHqFGk6JqvETbev9dE7LrKh00uO2Jm/TZpJrBKDQ+dFToo+4SgUcjmorGuXtdohNRpUpdAu1soIJYmQ0wTSjDQp8VONoLJJSoOslClqFYoMtRBV5o4Z02hpeDc7GNeGLAqHs+Oa1bwiz2uioCJa5VRZgS3FWFWEpwbc7iz50u6M67sFzb6ObZS40Rg9Wl6WzTcuS6YpBkGWiYfS80Qp76WXLl2dnsf/T8d774l1yhc1YPzzirIUPN44FkPt1i3x/zwXw+zOnfMctpFkkGUBLN0vKAG3kaY5OYE8ZxXInPoNQrsPnndRsR0OL5UZr7qrD5sJe9H9S1B7797ltlOSCKC92XGTJObakA/XA07OFMJFiqfHDKyAtrJGXi4IJhFhUJPkqtgd0zRqW0iE1ZZNrWpIuipKCXmGlGVISUg+Czg7zFgFivAbUFTUtgeey3otsV7XJFFFmeYoUYBVRdgEourpmBS1sPP2Q4k8BT8S3uSWljNwE5pOgQTIco1EjSTXKFKNoRRodY5UldRlIagiuUpcauSVSlEpRJVOlOkktUaUGVSyREPLsLUCS03xtIShs0KSFfxIJYpl1oVJiI2myWi2hqLWVHlFWYIsgakWmEaFaihMUzEPKCoYao2l5tiaKFat1pBGJXKeocsl3UaMZ+Rounzu9JnhGAVqEiLPpyjhGilLqdMcNA1JkUR1XJHBssgUi0nRYll6xLJNgEuh2TgtBachKHqSIuOaObacIlExm1acnspMQ4P/4v+8Teel57Jdf+Hx0wa0Jydiy34Tn8StLNISaTyioYRsdQvcO1vow/ZFw9FFTvtI2bRUdObuNaZ5U+TBcQVhwLY2oRWdPSuaeK4ppXU92tc92l35Y7ly07SwafbyPFG5/VTFgTwX++qTicjY5/SK2m3w+Ejj9LAgjkFVazy7vKiEAhhaRb9d0G0KvhF5DllGoZqMF5oQdW60oN0mrXWyTOTXDWe12xWV7c/EGEFA8eAJk1HJZKGRqxb0ekheg1ZLVIo3QyCOxaVcbdjS9Uvbyw1/eDqF9bIiXYQks5A6ii+cXspKXJenhDSzCZo/Q0kTkCWSyiDQWhT9HdjbxfI0YV8bx5w+TgnXBetAJk7BLCMyP8OPFMZLjbUvkxcSDbuk6yS00zO2wkcM6zOaasgobzNmiGwoDDsFO/sK0fAGM3WLINGY+DpBrOHZGXmYcXwMZVoSZQopBho5A3XGi+0xt7srutoKua5JMMjRIMtFB+2Lr6O1HMzxU4wn90mPJviLgmndYeXuUisqSDK+7BFrLqXhklcyiZ9TJyl2FeDWAVWSsQ4VgtpiXTUISoMkV8klk6KSkPIMpwppWjGuntFsyTSutckbbU5mBpO5RhBK5GlOFedIaYxbh7hyhKFk7DZ8vnFrwtduzvC6umhqXK0uXS3yXIxXVb3kjDSbYqC326LUv7UlBli3+9wg4f+PYrUSm1qyLFTW/rwUDz4vHj4UBQxNu5S3jiIBaqvqigpNXYsT3IhS37v3iS6FnxpVJRLZ2RmUpQC2K4fQ6l10qG6UWprNi807ALZbMTvBfbEg36jfXL1BQSAmtPOiS17KHBbbPI16jGcCuPb7sDfM2e9G2MGY8ukR8emCOBBGC3GuEssOpS0aQ4VTFaLXQdOQpRqDlOxszuSxT5QqSLKEYqg4fYfKthnNNMZTCFY1VRChZhGOHNNU1jTtArPfJGsNOEs8JguNs6mKH0koVUnHzdjpF0iGBkhIVY5SiiKEVBbURUFdlFDVlEWJlBdUSUqW1MSZRBjKTCOLMBf3pawEJ7UoJahBrgpsKaGtLOmpK9qKj83/l70/+bFty/M8oc9qdr9PZ73de1/rTbhHZkYGEiWKlCpVBaKaQdUAJISUCCbMYIIKwQAkJMgBExD8IQyQGICYIESlVJmVLRkR7h7u/prbW3e6fXa3OgbLzrX7On/+Ivxd94w8X2nJzjE7Zrbt2N5rf9dvfX/fb4sPsKOiUTN8URGynER5vPVYJ/AuRAeXoeB2qDA+IUscs6InTzyZsCAEuzHBW4sxoJxhrrdMZWy2zqRhkg6UqUUFixx7VLCx0csOUfKgIRGGVHvyDESRsZJHbJMjfFnRF0eM9QI5n5EvMqTWeBR+NCTjjjo05P2S/8Z//u9RnH7/ftsHQvst+EMLVvD9yPP/4lOuX1mCUIj3nnD8fsX5+VsV0T1xfP06bs84uJIXvBYXjE7x8lcNzfMtpWj56LLnvXODlNGHzo8WlSckmSTRIfqbSsmbzoH77dO7uzix7bfX33svfvlrsdtFdnd396aVdtgM7ETNlpqff5ZzvUyA6JQwn3gQINOExanm+CJhcny/rXvvl2gsXN0lXDUlfn4Udb4hEol9Op8QcSK+uPgWIhsC3a9ecPWzO27XiqATOL8gOZpwdhZ/htZvkoO5vf2iNdfeS3IY4n3h9WsYhxBZ724H7Y5EesBDEGSloJjnFMpQNa9hs8a0lt2gGXTURGQfXlJdzkjCAHdLxpsNtyvJ66Wm7SVX1wLbe3YbyzAI/DBguqjTOluMfDi5Y9q+ZrF9ytzfIrXipbjkGU8YQooSjvkM8osZ/uQCl5WsGkXbCaZqR2420QtxG10JeqOpUsN5uuK83PCTkxuOioFRl9HnsSyhLBlXO6xIEGlKsr1Fv/g8LhSWW266itvkHDM5wssk5qKnOUErjJU0m/uABzmi/UCzi1q3FTO2rmA7ZPQuaoBTaclcy1R3VKm5t6VQhOmUPplwu9Y0DQjn0K4nGEsZWhZ6wzxpmWY9Pzzd8Pd+esdHj+8r/V0XVyBN89BaDvGcPz+Ppf2zs/h8On14PJ//FXKWD/g3BT/7WbyMj49jauL3jb0HrRB8JTxhs4n8NYS3ksS8j5/c51r/+MffXa9tbZyjr67AWrY7yet1zjo9idvPWr+J83UuvhTg0aLjsvnLr/Unf4PtNhZW7isfm1bz2XDO8/6Y23VCft+rfH4e14RV7uK94tWrN+bcYzPS7Tw9OV06o1M13SgJ4a2Kj3M0r7bcfLqj6wUCT5Z4zs4ls4uCjpxX65z1nae93uGWW5TpKELLSbZhcaRQ58esy0f8ahX19S4oEh346PHA7DghTKaYtKY3Cmvj5sw4BKxxOBNwxuNswNsAwcWqhbG0m5GbK8euCYydxw6eYQgxQczK6BwQHNJZlDdkrqMMLaXsmOuGiW5RiSAtE1SRIrTChARjBL1VbMaCxiSMXlPdV4G1Fmjl6HxObyXCh+j6Yz2laKmTkRRHkIJUOYrMx1h75/FSE0aDdx6ExCMIjvhRSlwQtGNK5zOQIJXGSo3KNSpP0WWCVAqZSNI08A/+5+f87X/vEH37e8cfFKFtmrh0t5bepzwvfshquL+RhsAiaTiTN9RmGTO8PVybOa/UY6zO6a/W3PxyTSl7ZrXlo8eG0zPxYI80nz9MRsMQJ5Uvuf17nfJsPOPaLiBNmUziJP8VwnjP/vzra/plS7cLtFcNXePo9ASb14QQ/RF3okKkGR/8OOX8cUI1kVS1iF6tZoCbG8LNLV1j2e4Uy61iJ6dwtCBUk2ikLx40X1I+ENlvq6isX7Zc/YsXbG7vTSFnM8qPzjl/FLt/hyHOx/eGEHj/VlPavVqi62L1JPgAXUvYxTHJDWXmyPOATBLUYkJ6PEEMPfz6E7oXS4bO45GISU354RnZe2dQlpjllv7FktvXhuulZtUojNOMo2N57el2jq6NKVi1j4uT02TNo+yWie6oxiWVb7g1E167E26K9xjSGmEsKldcXkom788RswndoAgBZn5J3q+4XSs+e11wu8toWoEbA5fFkkw7zmcjP3rUUC7uHS3SBClis8bw6+fYVzeoPuYd++WawUi2Q8I6v8RNZ7T5EWNS42TCaAKbrWK0klIPFGLAO0+nCpYcs/IzVm1KN0gCglQ6EtdS0ZFojxIBiUekCb4o2JmMfhAYJ5DeodxI5RuO0g2P0lvmRc+idvzg8cAff7BjmnQPC62uizflEB6E2x9+GKUDl5cPVnlVdJE4yAn+7cFuF0ktfDep6l8Fr15F7gex/+Ho6KuveTvJ8U34jffRrrFp4vn78ccP20nfBd7HOf/VKxhH+kFwu0m4DUeYydGbhdveiWE6hffOBi42v3iQ3vzoR1+/wHsrmTEEeL1M+bw75bU7Zr1LmEziZXdyEiu38zlIOz7ch/Z+5NZGX/GqZtAVg9MMTfSKHXaWofPcPuu4fj5G05v7xpTJFBZHEucFdyvJcqPpNz1u26G7LVM2XKa3/HB6xdGx5Kn6kH/a/JhWz5CJ4vQMTo5hOhNUj+e4o1N8Wb+5JxjzMPZkdxjebCZizEPD8DDE7+k7h+0t23Wc15s2YHrwPiC9RYw9oh/w1iHwpNKRS0OZW6aVZ1J7sjRg0dztona1GXNMiI5FCBkLPJlidCldSBH3O0jCORI5UilDrg2ZjladmRrJQ08iDCpJcELeJ3wK7AjOWrAeQQBnGXroR7BWIvAIQMgQCXWu8Crlf/N/XPDT//ZBQ/t7xx8Mob2+fnDaLstoAaQUzesdr37ZsH6+z5qFPPWIsmCYnuKrCbY3bH55je62TCpPlgs+/rsTqg9OvhJd+7VoGri9pXm+5vPnim6ImtrL9xMufzpHLOZv2KRtR7af3NB8ck2zNHSNI+zaOMlOJ5DlICViPmMtZrQ+euj97b/9kBHhbGD3fEX/4o7hbkc3SHZdTCFhNoX5gp78Tf/Nfu7cNzScn/9mImst3L4YuP7FkuH1MkoAlGL+kwtm702R8oHE7vvnxrfm1a6Lb5sWDrfrGLYDoRvJiF3xk8qymEQvQaYTmMYO+HB7R/jkU/zNHeMYSHVAn8zw731IXx1jekt/27J7teXqVrLaCFxvMaOPPqjNiOkd2nW4dUdlV5wnS87LbSyQVlD4lu3K8aqdsPJTbDnHLk7xzpNKw8WJ5eMfaeZ/8j5dvmBzMyBev2b7Ysv1VeDqLuG2Sdn2km5MmKUd53VHXRh++l7D+UlAJJoy9+jNLZsXO15dK+5uHLu7gbaTSA1ZJkgS8Dpjl85YuimrMAclSYIlBE+ZGqa1x6FZ+hmrMGXrKjatimso70mkJ3Ud07ABAkkS7ju3BaQpvSpwIbospIzUYsfULzlKtlxWa86LBoVnkhney685U7eosYv/0H335d4I+MmTeF39rb8VT6K9Afk3isEP+LcFz57FnZckiafH96Equbl52M5/771Ygf0mXF/HtgiIc9777xPn/1/96iH05TvFJ34J+4TG16/fENB1o7jpa9bJMUxn3NxJbm8jqf3xR4Yf+l8gxz5eTx9//M3Mf72OurrdjtEInr5OuXLH3Jopa1NSlILZLH77foesLIlVg9vbeFxvp1KkaWS/i0V8obWEfsA0A9c/u+XZn624vXKYITCOAZUqFmcJ5SJj20hubuD1a0/zusWvN4i2o3YrniRXnCRrrsIJS3VCLwqO547TuaGYaE7nhtMTqB9N0acL9Nk94c8ygtIEneCl/uIIMazn5ia+BXuOvs/oUSp+/le/gqvXgdsby3oJw87gNlvceodrR7zxhOBRwSG1pMwDZQVKCXqnCcDoNBKHSiQOCQi0jImL2zGnDwnhvqEt0VEbrKWl1IY8D6TSk7qWQo6UtSCrNEmVoZRHeYsIsYEZqQgITDfS3I50qyHGqXuPd4FEGP4n/7v3+dF/9KO/2rn4HXAgtN+C3zuhbds4y61W8Sac53GS2ncZ3aPrBa/XOZ83R7wcFhgRE7mSccdifMVxPSIkzD8+5r0/PWZ0kTRY++Dmtf/4ttVLksSL7e4uakGTfkver/hocces8oxW0A2Kdm3YXsU4w7iCDvfeohP0vKYoBcUip3y8oHi0oBvkmwaDjz+Oc+DqaqR5uqS/2nwxFW0f0lDVcZVoH9wJ9sd4chInv9/UibxrAte/3rL8ZIVZ7ehHgXWC4rgief+C0Wnuk/reaJfbNt4fXr26f7vHHrvtEWNPQU+VexZTy3ziSZP931wjZ1P0tCSMI+Hla9xnTwmrNQQIUtJWp/QnT7Ak7JYDru2xraVb9Vy/tjSrWIUo5UgpGlxr6LvAdhv1U+9NVlxWG7I0MKQTjExYtTmbMUdrsOWEzeRJ1NLKaDr+wWPL/ONj2uqU65/fYj57Sft6w2Yr6DtP40qe9Qu6TlKFHT+Y33I27bmYD/zofMNxvmMa1ogXz/n5pxm/Wp+wNRl3pqbpExJhEEXGmE5pfMFKzBllSZIEqjJQqpFEO+rSg0pYjgV3u4w+ZGy6hE2b4InbX5XoONVLMt/ROx3PZyGwMiXJ4jZgJg1FaClcwyLdUScDi2THkVozcWtE8MxYc5aumKpdPMn2pfwsizfBjz6Kq6k/+qP4vKoOoQcHfAXeRxuvYYhzzT5t/HeFtxuuftsGtLcJ8PFxPCZBiJ+8vY1fODuLC7W/Tird25KxEBiN4HabchuOeL6bc72L8oaTheMHyedMwoZJ5Sl/9Bhx/htY+WYT2VvT0PWCV7cJV8uElZ+yMhUmKSlnyRt1z+VlrFgrGeKkfHv7xa0yiDeD+TyOyeTN391dN1z9xS23T1uCD5jRE6xncpxSnZV0PuPqlefTT+HquWG42UbifB8HLKyBYFHEBfAibUkToMjJSsW09tSFo55pdJ2j6gKVaZQWyEShUoXWoIsEnWt0maIyzdYVXK0zRh9vaCpPOD2XnF5qmiHhbiXZNoJhjDaed3dw+7Jn/XRDf7Oj3wyY1uBGj5SeVEOaeIzXJEm0fZR4CjVQqoFEepQKFGXs03ixKmMUeJ/ggTQVoCTWCiSeOh0paanDlqO0YVEOTCeC5GRGyHIQEJIsRtxmGWE6w0/nbG8Htlc947JFt2v+4//F3+Hyo++/MHAgtN+Cd05ot9uH8uA+73RfJjw7++oeVJbBZMIuXfB8M2G1jqlVL16AWzdU3TUEKKaa9/70hMlZQd9/MVP86+BcJHPr9YOkEN7ybsXcu27/Cj75hNA0MZ4wQD7NqJ7MKd87oTyfkD46gcUi2jQRf+6+e3hSOgqzwS03D8lgQFZIiss5+eUCr9M3aTr749incZ2cfGHe+gJCiD/y+aeGFz9bs3m2xY4OYwVKQj7PsfWMra/puoc+NaUip2maeyem3Yg2OwrfMa8GHp8aTuYu8p40JTuqyOc5IS/wSRa9IVdbxl8/i/uHXcc4BHa9wqQVrqhwSMymp9sYuiZWsu/WcRJLpGeRt8zlhqZTdLuAt5bGZEyzgTzxDKJ40wHoe4MaGyQCkxT01RFpnXGUbnkybzmZW8paslNTbl4MDJ+9or3tudtpepvR6pJX3YxmJzlRay7rNY/rLaeTgR9NXnEk7nCdYX098IurBb8an9CFnLWbsFUTSmXI1YjIC5JpyphUNK6MjQGJhKokSRWyUIii5HYlWW8Eu07SbD12CJTJwDxpmciWidzhRkcbCoQUeJUw6golA0fplpIdZejJRcdU7pjQMAlr5qoh045MWY7TLcfckmb3puJlGauuP/xhrMLufduy7BBBe8BvhaaJTVnwzXKAvwq+ttr6W+Lu7iFNbDqNp7VSRKL44kV8UVnGA/7r7jRYG0nkW2k5253kFy9rfnmzwOQTFucp5+EVYr1CikD93oLJjy6YTMWbBt2v4H4HkPWaYWdZbhTLbYx+XXUZ21AT8oLqKOfoTL8pPE8mPAQE7fN79ybjEBeu+1Lvvb2e6SzXv1hy/cs1tnuo8k7nktOPamYfLmgp+fRT+OzTwItfdwyvl4S7Jc2LLctbR+Y7tDfM04aKFuUtCotIUpJCU9dQl55yopBF9jDHSEFsDvnigjkE2A2K5S7DOoFSgUR6TqYDF/OBooDOp7QmZWdTTNCgJKNL6BrL8sayXVnanWAYYk9uF3Lu+iqGxQRLnjjqOlBXUQoggkcFyyQfo12m0XRW0bmMwUi0cKTS4IPC2IAzgcR05OOGOhs5rgbOjyynF5JcO5QbkIkmJClGZthiAnVNn01pbM7f/++eUhx//z7cB0L7LXjXhHb7X/2c63/8CTOxYVYatArxyr28/GLuc1FAVdGahBcv4s5Q38druyiiHvLm5zfcrhQmn5A/PkFIgbiPcp5O44S8b2iCWIHc60GHIc4VxsTHSRIPIwQYWsv49DX215/HhJVgUG6gmOVUJxl6HxP7Jn+R2JV6b4z/ycsc0xlq2fFktkVIQaIDi4llellRvXeEOp6z3giurr7agLX3tt1XY435aoTk7S1cfdaxfNZgth3egQ9xUs2OSrZMaceENOXNyLL4M66u4PbaYZse+pZSDlwuBn7wqOV0bimmCUmdYZIS6yVdC7tdwI8OsbxDvniKuLlhWHeEYQBjUalEpTHVZdkVGBurw2tbYr2IVlhBQhAIZxHhvovWQeNLSDQ6EYQsZzKXlIVA9C3aD2QplAXI2YRwdIQKjtquOMs2nGUrQpJxt4Ldy4brW7gdpxhSurRmZaesGkUtOxZFx1m65oP5innaIs3Ibhu420g+W815YU9pRUVDRZcuKBcpk2wgtT0T3eKzHJeUpMIStEJNK2SWsBkz1kPJslGsXg702xFhRwo1MqsNdebIXEdqOwo14oRikDmdLxi95iTdcJndME8HanPDzC4pxEAiLYUaUVkS+xbVhuNkE290+xP88eNYff3Rj2IZ6121qR/wNxJ7W0Uh4tror3tLeFsz+6bJ6ztivY4esd7HW8MPf3ivJFuvI9u19reIafyO2G4jm74P6blZKX7xWcbO5ajZhEXR49f3E3ddw6NHqFS9MQmpH3IUvojdLt7EtluGux2rjeR6qXh5k7JqNIMsUHXB7FHJ+ZOUx4/fuqzDfeV2uYzk9u1dPoiT/F4SkGas7jw3Tzs218ObSkmiAydnkpOPp6TnC1xa8PJl/B+9fBFYvWi5+ayhu25gvaH0a06TNWkwCGdQfkQ7Q555sjqlnComlaeeSEKSYkWCRWNNwI4eZz3B+dg85j3bneRmm9GbPekV1OkYI2XTESHAeEUzJuzGlHbUCAm4qMXtW0c/SMwY4+xHEe0Nd6FkdCo66whDoQxZ4mJBqRRMKo9KNZ3RDD6l8ynNkBCEQKcK4yXtqBkNuCaGZyhrSBipSs90IphmHSd6zbFaMS8NWaVIqwR9Oufx/+i/Q/L4N1Trf0c4ENpvwbsmtP/i//orfv3PliCj/rJ6PGf6eMr0OCHLY2a3lPF6vbqKc1bfxyJumt5LiG5XpJsbjqaO+vEMe3JB03zxNXsbmP38sdfyQJxklHqjGGA+v58ghwFevoiTZHsvd9A6zsL7CoBziK5F9B1yaBFd94WUiGefWja3hlQa/s57Kya5pZ5rqosJYXHExuTcblNu1gn9KHEh6nOqKrCYBbI00PeB1XI/74VYcfYwOknTa3Yt2E1k5UJKqsJzeqE4fq+kT2pWdwEpAsE6Eu0pkqgHulsKdrcDoWlxbU+VGi7nHfPKoOqCLpnRUtB1AtOaB4PZ3S5WqO9WsF7j+5Gx93ipsElFL3IGq0hlFN6boGlMzmglUgUaG82spbfkvkeHERskt+6InhSdK1RRMDtRLCpLFnrmScPx3JJrzzo742W4YDSQ3L2m7m85yRp8gBs7Z7uyNDvJzuboTLBTU1Z+QrOTSDdQiY6cjstyy6yOYQWjkax3mmWXMyYlZDk+y2Exo76cMskMqm+pN8+QzZZOxdS5zqa4oiKrNb0oWPYlt3ee9bMdvulJxUCRGMo8kIueLAwcZS1pJuh8xqZPCc4zTXouyyXn+o5p2LLoXzK1t0gVbwwkGpKUSWE5njsWFxnyaB51dOfnscz1/vuR1B4qsAf8DvHJJ5HL/VVcsvZwLioD9kE0f12f27aNRgf7voIPP7yXsBoTD3j7Frn8TWkv3xX7CuntLcunDZ88TwhBUBWOx9Mt7XXLlglNdoy7fPKFno29dH0yie9hUXxJMuZ9rN5uNgw3W25fGZ6+Srhe6eg7qxOK45LF45L3fphzeha1t0IQ7zlNE2+UTRMrNd9AX4YBbq4DN1c+Vm3vo8+nc8nxZcr8SY08ipK3bROLLD//Ofzql4FhMzBuOiq7ZuGuycYG+h7XDjCOFHRUiaGsJWcXguMTyfxIoo/uYyPrGid0lNI5gXVgrWC1kby8kqxWIgYvWI/0jioZmWYjWjhw0TKsbWHXKXadiPfxYYB+wPcD3ShpxozbJuW6nzCEBC2iBCHD0FmNMQIdDIXoqfRAlca4XicThJQ4FUl4qiFoxc7mbGxO0yqMCYiw9+gVKC0p1UAqRqqwI2UglZb//v/2j/nwP/u7v5tz7jfgQGi/Be+a0P7yv1ryy398xzY9ZiCLF5fSOB/F5H0Pfevxo8EN0Zg/wXI0MUwyQxU2zLvXJEmgvJgx++iI6STG6LW95HaTcLWJpPG2SVnuMto+rgbfWsC+2aXNU0dht5SrF0w3z8h9R6I8SZmQ/uRjkp/+kLROSZKHrfovaHJ3A+7lFfbFFa+fjTx9rvDG8sHxjnSS0ekJK1Ow3Sm2O4XzD+RDSc+8GllUsWK5Wku2jaQfiBpd7xhHaHvJ0APBk5uGbFhRKMOi6Lg4C0yOU7xOeXpXxW0doZBScLowCCFZb2C3DYRxJNOWRWV4PN0yKR0dJdsxY7fzdKsY8DD2nnZUKD+SmB6x2zA2I3ZwDC6hTWaYYobMEvJSoFJF71LWveauLTAWtIRhDAyjIBc9bnAxd1spGl/SqinUJem8oqwFx1lD4XZoN6BkYGcztmHCIDLSMFLZNUm3YaE2ZL7nztRR+G8lfUhxQXLd19ztSvp9rG4YKVTPNDfMiwFNtBbzQWBURkgLRJHh0gK1mFFfTsiVIdneUdkNydWz6LYga/ryiF6XiKqiCQV3S8nudqDf9OS2Y5bsKEJLKTqm+UieetAJW5djx0DiRxZJw3GyYh7WHIdbZuaK2m8RSuHy+0SuLCU/nXL0uODoPCG7PIqkdZ/beXISbxQHEnvA94S3rV+ViuTxTYjNb4F9lGzfx9P0yZPf3AD228KY2Ey09wU/P48kWQhi9eP584do9b1H1u9SL+4czfM1v/xXLW4d5T8/PFmRXz8lOE+Xzdk+/gnbySMak31hrt9jL29P01h0ybLIvbMM0jDAes3m2YbXnw88faVZbRXdoJBaMjvPOH2c8vgHBSdPcrL8rZ9/bxcZyV4fP+7HvQY3hPu0x+cj25seuv6NrnVxoji+TKk/PHmjz+1cys9+FuUi6zX0raPWPZlrGW622OUW34/YXQwEylxLIQfKzHNyKjh9pLl4kpCfzx5Mzt/W8IdYrLm5gds7gbUP9KvMA0eLwKSKx+5s9KUdh0CzvR8rS/tqQ3vT4JsOawLXq4SnNznNmNIbRabjMY+9o+9ELPKEERUiGdfBxqZpIZBKIJSgSBxlakiVp+0Fy61m3aUsTcXOlbShYBQpxstoX+Yd//v/y4R//39wcDn4veNdE9rP/vErnv/rFRAnqE2rWG4UrU0ISIJ1sXNQB46mlqOZoy48eRao/JZq+YxUOfxszjC/oO2jQ8BoYyJYN0iaVtINEiWhLDxplVDNE9I6gyTBjRbWa5LdCpYrXDfgLLggyaYZ+cePUB9/gMzTN7zBuQcii7WxIrBexUkB6AfBpy8zQlkxv0hJyozN2jM0b/mcGIsMhlk6MM975nmPs4G7jWbXSYQIb7qLnVCARCWCuvTIsaN/tYLRkomRvBT4yYzOpuw6wWqXMFiF9Yo6N2g30DaexPUkKhAIFGKgVD1IjfESY2VMBeyhHyXhC14sFjMGhtYzqmgorauUdFFRlBInJFZGIrzexMpx6zJ8ECTCkqjokYh3bIcMpQUrW9OnU3ShydOAdgOFaJEhmpJ7D8G5e39gyFJPJkYmwy0X8hopLLd2xl04ojeKfhAMo+RqlbLsMoyT0dIqOKZJyywbOK17siJmhrsg2YWKUJbIIkNkGenplOp8grCWza+uGO6ipmNsTawKUEFdIcsCH8Cud/i2x/YOhaVmRxka5knHohpQqcSagLZjTEbTLaUakcFTs+VU3lGzxasEl9fxblZVJMdTjn5yxtGfPKG8mD5sHRwstA74PcC56JK1J48nJ5GY/ib3g3GMstZ9v1aaxo2t3zbc67dBCNGR4eoqPi/LSLiL4v4APvssMnGIjPHx49/5Lkbfw1/+3DOudqjdlo/K18zuPnnokVgsCOcX9Lpm6yuaULHzBaP4zXp2IR4Ibp44ZLNh97rh5mnL3VKybmJBpMg886nn8fuKs/cy5o9K5LT+ZrnRfk7fk92uY9gM3L623L4yjOt7HZ6Pjb/Hsxjwk82idWGjZjzdzrlucpohoTeKaqrICzDbkXbZs37esLkZMV3c1UtdTxp6UgZmdeB44Tg51yweFRSPFuSXC9LzxRuXlYBgvb4P6tk8FJv3FvH7dfzXwXtolwPtszval2uWt47n1ynLjWa00NsUVaXIImPbJTQri216bGew3UDqRzJ6hBlpdwHfW/AGFRy5ttHuK3iGAXaDprUJrUnoZUkrKoxX/MP/U8Wf/EeP/hpn1W+HA6H9FrzzpLA/X/Hyl7sHkmcNhAete1U6qsxTTSTJJEdVOSFJGdddtMpqJUM2xZ5dxlXa/W6Ls4E88xSJJ1cDiR/J6ZnmA3XhkWZkXLWYTYdtx7hV0Se0o4pm1skUe3IJR3NQX50YpAgkfiDdXpNu7ij0GLcv9IhROZ+t52xdjgCOZxYlY5ygVnGVOa8ti4ljWvs3Vd6XNwlXS43zkhHNYBQOhb+3GulGxdW1ZPl8h++ieF5lGnG0YMxqjFUMo4jm151Bjz3HWUPSRVmA60Zc05H6nonuSFPwUjGMEmc9wjnCaNGM4AJdyGllwRgyUsb49+qA0BJRF7ikoO8C/SCxo6MfFDsKHJpU2PielD5u6dieq1VKE2qCVBiVM5kGCmlQ0pFr9+Z98CZWVerCMZ/DTG5ZsOK0/RR1e83LYcGf3V6wGksMmjEkdCZh3SW8bmtGnzCGhER7Hk+3fHDU8OF5z/FRwKk05m/bOV06Z5AZhox8UVAclwRjuPvlLc3zDaEfsINlIKcfBV5Fg29rwbYDrjOIEMjlwMLeMFNbZrqlTgesSDBeURc+VoODIXc7juSaRbKlSCwmrRnS+9CC+Rx1ccri777P0Z++T/1kjpCHqusBfzgIIRLUfVS5Ug92xXkeCZj392v7dRz7O+hiERUxv8mV5a+D1Soqw5z7moLsahVZ795fPM8fvJZ/R8TW2lgtbpr4/PGi5WL5F5FQ97HyyePHX5A+eCS9qhh1yShzRpExhJQhpPSD+MZG5uAD/bKlve24ezWyWxmsiQv+46nlZGG5PLEsThTTixIxudc5fJtlpbWw29Fcd9w+71l+tsGt72+ow0CdW46qgaN6RMnAyk953h3RyxKfZAxWkWWePA04F+UAbeNZ31nubhyru0DbBBLfkzCSidhXsKgts2mgngjmJwnlSUl6VJOeTEnOFjCZsB4LVlv1Balglj30l/zGNX7XMV6vufp0xy9/Zrm604xGomRgMbMkdcHS1CzHkptNRreNHr/9zuIGix0c7S5gDdG6KzhqPXBatZzqJeUQddUSj3AGIxP+s3/43+TiTy9/u5Pnr4EDof0WvGtCOwwPpgZw7zKEfdBlqgSvEgYjaVtotw777BVsNjgHGybc5o8ZhvvYurekAPuxj6LPlIlLvtdX9+3899VSIWKX0WQKx8eIxTxW8HrD2NpoE2IcrrcEY1GmRy1vUO0mmt2LgMxTqGs2TPnF85JtpyhSz6PTkSQR93aygtlCovPo0bf37duNmk+fJ3SDpB2ivkjreFgh3Eu2rj3jckvSN1Eob8GmNWJag1QoGdBhQNuBZGgQuy3SDoR2RIw9uRzJQ4cWln5UhDHmcmvhqNIRLTxOpRiZM4aETFtKHSecPA1kGfQhZe2nbF1J13qG1sUFviwxuqQqPEdlzzzvmKU9stvR94Hn7YJf3x3RWYVHUFWS45khTxyTwgKCXpZYmZIVkotZxxP5gsn2JcluhRsMV88tn9/VPN/WNDZj1DVG5VGWMsJmLFj7GisT0kTy5MJyehKYTRyLiUXj6HzG0s8ZVIELElHmLC4Ljh/nbF61PP/Xd9w9baAf6VtDbxKSXGGGqN1K7Eii7rVcPjANG6SzoBWFNszFGi0Ceeo4ShuO9JZcjkxyQzWVyKqgzeINgDyPGfLHC2Y/OOHo7zxm9v7sQGIP+INH00Ty+Fb+zDdiMok87q+iu/2uMCZal+91umn6UJAlhIfI233z1N4S8ncU3xxC/P37VLHZDD482qCffRrftGGIi9e6flMB/cafpZNIcH1CHzJ6f090XcJI+uCDbiNfv3k5snw1sF1aGAdKNXI0tZwdGR6dWs4WlqMjSBb1Q4faV0S8X4T30Vry7sqyvr3fhdztEO2Omd4xLwYmSc+uFby+1ezsvXZCKcqJop4pshysk7S9pO0E25VleetZXo2sbyxDazGdJ1hLKgyZtNS5oZ5KqokiySVJmZBUKfmiIFQ1fTKl0xOSefVG/lfX8f+8WHxLH6z3rJ5u+fTPW64+77i6Cmx2Gh8C1sZGsLu+YNXnWJkgVbS2zFNPpg22twytB2uRLjaH17pnEe44Nq+Z+SWFGvh7/8u/z/zf/cl3P4m+Iw6E9lvw+/KhDeHByH+3e7jWrX0rkWQ3MH76gs3K042SsZijj+dvmsfy+zCnqoqrN6V4ENqvViRDE/WwGBLpSKvYva/rHK0CSRijZtObrz9IY+D2Fnu7xloYnKbPZtwUj7kaj/j0VcaLmxSPJCsVT94THJ8qZsf6Gy+y3S7eHPbz3T6YCeL80bbg+hG1usH0DikC08px8igjyRWi2TJsRvomVmC1HUj8QCVaSreFrsO0I2IckTaS6yJ30a3ApLQ2ZfQKrUI0qy4hm2boacn0OEHiefFa8upWsxkLepcwDCDSBJVrjmrLXG9ZqA0TscOsd7xYVbzsZ7we5izHirWpkGWGKDJOF45p5SmnEmsEmzVILLVveCKf88g/I7HRZ623iuVt4HqluBoW3JmasZiiy5Qqt4xOctOWrMY6po8pxcmp4KNHA5XumamGVHuWfsbaTxmJ8bOyLqmPC6QKLJ823Pzliva2o28M/dYSQqAqHGmhUN6gx45kbCF4pLMc6S0T3eKIsYtV2KDwHJUDl7OG05klPyrxeUmvKtZhGiuxZQF1jahrpicpi48XzH90iqoPMbIH/JuFfQ/SvsHeuYdqbFVF3jabffdE2t8FVqtILPeFkqqCR4/uHRqce4hJ328D7vexj46+2RPxO+DmJupMQ4j87uP3LdXNvbc6xBvV++9H5rXbvamAvul2/g1EF+KXB5/Qk9OLgkHk9D7ldpdxu025vpE0a0ezHPF93JmsdUzLXEw8x3PDtPJoBUmu0JOCZFai65xkXqEz9QXfc3hI/doH7byx2tntKFxDlYxxq78XdL1EBBf7PqSknkpm8+gskCaBzmjaraNtPLd3gpvXjt3GsbkzDFuDaUdsfx9L7wxCxJ1NnUqKUlDWgjQTmJAwqBKXl5TznGxekM0yTh7nXPyg5ORJnFfb9iH5cu8Qut3G02B5bfBtj+8GlB2YlJZEOrxxCO+wxIKazhNINKUeWOgtsu/YbSztDryxhNESjEN6Qyk6/lv/67/H4z/9HTls/AYcCO234PdRoX35Mk4Au90DefX+i1XW0Hb0n72k7QRJphFnJ5AXZFmcOE9OoK4CqbSkYSBpliTrG9LNDYnt0MEg3H1CwWwWJ67ftCoXIr5Wyjed/W/8vLTGThbclO9z3U/eWOi2bSTgx8fwJ38SJ/N9aMN9GuEXQhyePo3m5U0T57izs4c5drcDbx393Q5ztaLODO/NNhxNHeMYGDfRSkQ4R9JvSNs1brR0vaDfxQlRWIMWIzLLMTJluF/loxR5pSgqQVEK0lmJKPI3EbyEgO0tf/HrhE+f3euD+kAqHNN8ZJa1pNIghwExjmShpds5frW94PUwp5EVvajpQsbG5gQHWeJ5cjZycgI5A9ubnnTcsZArnuhXvJ9dMyksHsFtV/JiOOKqqXnZz7jpS1SqSKYVSjicSOitZjASM3qEUswmgY8vdkz1jkQFXJKxNFOuhyltyKOeVydMysC8GDDXK1ZPt2xWjtVGMPQBGQJF4ckySaodlV1RdHEhtNAbZrql0j1SSTJpmOUjeQHvn7Q8OeoQx0esq0esmbHJz/BHJ/EfKyVSwrR2LOYw++gIdXl2sNQ64IDvCd5Hzvrq1QM/rOuoNHhDbO/uYjn1rcAetI5a9ek0jr9i5bZto7XYvop9eQmX+RLx9POHCvHxcSwhf3ke2Pcu7Mc+S/btbNlvgLWwczmvmorXm5IXy5xlm7JuFLZ3FCpWVafJwCQbqAtHVYQvcvh9t3RRvJH5SSXehPAY86ZYyzDc36PdiBpaxDDg+gHTGMzg8CFqfPM0IBVoGagKTzWV1DNNWUVyOtrY+7K886xftmyu+khuO4vZxYLNsHP0bWAYPOMoYvwuCWNQDCHB3A8pAgGJV4q8VNS1oJwp8mmGLjN0mSJThdAanYAbHX501MlA6bec6SVPqiWp7xl2jtXS8+pWs94qnEwgib6XRQlVDbrIaGW0Cgsini//8f/4gqP3vv9tiQOh/Ra8a0L7j/5RvPAhXixHR3Hi2Xszdx10V1u2f/kSFSxJoSnfO+bs2HE+H5nlA9qPcQZZrR6utLf/dXsSO5s9+MUmyYMh65cfGxN/8WbzIIq6hymmvJaXXHc1m02sUHRd5Md7o+9Hj76+mdbaqEF79iwS2b/8y/irkgSOpyOl7FFmYNwZ2jagdlsuwkvOxRXS9JikQglPWXiKxOHXG9q1ja4N1iJC1KF6YLApgyqxaUE+zynPJ5SXM4pZiioy5DxO2L3XtLc9rhvpNyOrlx27qx0vXwbGnUGMIxPVcrnYUWSSpNDkciDvV7jRcr0r+Lw745fNI+5MzdoWKCXRKmqDq9yyqB0X847CNkyaF7RrRxW2VLLj8WzLYuLpVcmVOONluGTVptzdBtaNQgqPzhNUIkhTgUgU7ShpWk0IsJh7niwaqsTipWbjJ9z4Bas+AyFxHlLpmGQjE7bI1YpXLy3XyyT6C4+eXFjqwjLLWmaqI2dAtA31eMssrJknHUeTkayQyDQhKROYTpkdKY7PFF2+YD19j3Z2+WB2bAxJt2FaWma1Y3qkI4k9OTkkcx1wwDuCMQ95PftbQp7Hy/D4+L4K2TQPHrNve7kK8cb/nKp6uDH9lnAuFmru7uLzsoQPHlvKu2cPnXJKRQ+zs7Pffl7w/qGiu3cw2D9+O2gBGI3gbq24XmpumozbrmDdZwSpKWtBqQ0ZI4XoKdRALkcQEhveio8UQPqW/cL+o9ZYG+9/+yDPLxyCs9jO0K5jkI4bLEkYSaUl055UWeS9JlULTyJtrBclEqkF1kTXg36QtFtL31jaraPvPMMgGIbA0MEweKwNOAeDUXQuobcJDoWUgUQGMm2o1MA8bTkqOk6LHYuiZVoFdKbwacbKTelcipLRJWlaWE6KHWUa+3r6UXBnJtyYGUs7weoMWVUkdcriPGVxlpDkGofk7/8Hmsns+5/nD4T2W/DObbt+4fmn/9hyOjccTy3KjeAswlrG1uJWW8SL5xACxSLn8qdz5rP7FeU4PiSN7VfZe1PZsozk4iSmdn0hUWAvUIV49TXNw/g6bVNRYCZHvByOuNmk7HYPZuOLxYOn/fl5nJPemBjcf2zb+Ppf/zpObtttrB4Ib5gmHRfiNew6xt6RixHlBibta+rxDukMReapykDOQN862kHFqq9KkFripKanpCVHKygqSXlckpzOUMcLRKpRIlqPKQXtxvL605ZmaQiDZewtuwZ27f32zE6TYihSww8uWy4fK1LtSbB0q4HXq4SbbsJVX3PrF3zeHGFFSlELHp8ZlIkT7DTpeG+y5kfF5xwNr5Bdx883F9wME2xRU881W7Xg2i5o5BTXG4bbDWZnSUPHJB/JC00+SZBVgTGBu00CSpKnjlIMKG9xQnMzTrjtK4wVVJlhXvQcFz3vzbZcilfc/nrFL54VPFtP6AaJCRItA4us5zy5Y64bpiFGyM7sLVM2qEQg6hp1PMMvTgjTGXZ+gisn1AtNKGvs9OiBpLYtFQ2z2jGrHWUe4k3w/JwHw8gDDjjgXWNPbG9uHqZ3IeLcvVjEouybiNn1+qtm5Xto/WAiux/7jrhvwHIZia218WVnZ/BotkM+f/pgG5EksYx7cvLXmyf2XuF7drl/bAxtL7hdaW5Wms1Osm0VTasQAurSMa0chTZMVMdUNtSyRXkTG3WFwgmNk8nDY5XiswKXFrgkxyU5Qelo87gL9K2n6wJdC2aIgQpD7+l3jmHnGPqoRVXBkYQYHJMqT3JfDPk6CCXfBJAFF7c+rYvpiy4IAgLvBcEF3DDQ7zxtJ+lGibMB70V8nQ9kypPKkVp3lMqgMXgv2PmSzuv4S6QiyyVVHSjLGCMeEAxW0IwZy6Gk9ymj11GeoFOyWvE/+1/V/PTf+f7504HQfgveNaF9+l++4OXP16ivO4GHAfn6JbN84PgyZfbTR3E22kd8WcubTjCt4+x0fBxnqOI36BL3nVY3N19sxd1D60hEplNcPePVXcrVVZwb9h58+7lsWhpmYR2rxMZEgpymhCxjM+a8vlHcXAWajWccLL4daK92ZLtbTv1rfpw/JfiA9WBFhkNR+oZatJSyI6QZvSjwQtH7hCA1Qgi6UdGKkqTOqCpBWiWMMqMXOTZorEjwKr4WGzNu+2ZktZZvNFBDH3DGk6aBQpvYlTpKsjJFVwknU0sAmkawbaBrA6OVGJGx9jWdqhlCSpkHJvnIB9M7ZN+hTUvuO+ZizSRscDLFS83KVCyTM8LJKdPLkkGWjM2AWe/YfL5hWA9kIXoX6mmJnE0gzfDWs9rA0MetrTAYEu1wIqUNBW0okEqSKsejo5aPTxuO8hZ/t+TlJwOfXlUMTuGMo3cJmXR8kL3iQt9QJz0z3TEPS1IZzYSV8PjJDP/kfcKHH9Kmc3YmY3SK+iRn/sEUEUPWUWPPNKyZVbESqzXxBjebxfPwXXTDHHDAAb8V9kqDm5svJI8DsQYymTwkeyk3PkQx7osdX0cJ9pXcvaHsffXyzVAKEzRPn8uvNqyF27httxf8pmnc4vtdB6Q494bchn5gc2e5vfasV4F269iuPc3WYwbHJB2YpIYqM+TKMtM7JqJhwhY1tG8I8te+D0J8sZJ7n/JpZEbrMtpRR6urQTFYhZcSR8IQ7t19+oCzASU9ibAU2lDnhjKxTCqPzjQeGYmlkIhUx4qyl7ghNpP7fsTterr1SNcFxlHQjJp1o1k2SbS0HAXDCN5x7w8c0MKRSIeWHo+m8wmjU2gcGkuiLLOsjyE7MuDvq8K7XrHpE7ZjxugTBq/4z/8PZ/z0P/n4d/f/+wYcCO234F0T2lf/6oqXf74kyVUchY5djTqQvfqMWWkisTk/j5KCt2chIR78Oefz306TeHsbDbf3yvC2/eJFuJ/NtGbdJXz6Mme107y6Ujx/JZnUgSKHWTFwzC1h0+BciEEQDobes14GVmsY+oAZ45Cmpw4bwmDxHhJhOS0avE4pJppyllDZDWm3ZhwDg1O0SfSVDUIy+gTjBINIsbpA1hVORmuv0Um80KSVpiglSglUsIR+QNiR4D1t4/HWo4KjUxUhL8hqTXCCbjOy2zqENUgXBcxa2JiQ0ie0Y0LvNAMZjSsJSUpZeoKHeT5wXm75Qf2K7Z3DtiPCe45mjuOjQFIm6KMJTX7KZ7tjRpEx0w317jXm1R3r1z2+6ZiKDZXq6XRFmx3TiwLlDbdtzuttiXWBISQ4kaESCYkmKxQi1aSp4GQ68qP5DYtwy/pFx+vXgaumwBgRbbaC4rxY84PZNYusRyjJ1C2Zu5jGVVSSqoZddsRd9ojd9JJdMickCZPLmvqDY7LHp+A9pdsyNbdMk4669PG+s98R2O8GHHDAAX/Q6PsHpcHXFWPL8qFJtyyhyAOiu9/G2memd923NnG9gRCs24TPr3JGp0AKqkrw5DJGd78pH+87nC8u4n3tm4jt259/u1HjOwxvPZtGstqqaIs1CpqdZNtEL/UqjQFGdWaQwVGlhmk2MFEtddgi+u5B17svQQvxxQaYe9shr1NcWmDTEpcWDLJgFwp2Nrt3QYiV1NEInBf3f1IMWPIBnInpYak0pMKig0GHMTZ6C0eiHML7L3Yoev9gB2os2OhUNAzQjAlbk7GxFVZlWJnGIVKClGRZ9L/vx+g+5K0D55HOMM9ajouWedqhpY/HYjv6xtHuHP/BP/wPqf7OgdD+3vGuCW0IX3O9WhsFpnd3cXW8WDzoi4R4qH7NZr+9aL9p4p7/ixeRGIcQv/9Nzu0DhgF+9lnBZy8Tdp1is5PRTkyBwHOe3FH0SxIswgz0RsVAgz7afnQ9dE3cWkldx0xtkVJwM0wIQlLWgh9/ZJk/rlBFynDb0Lzc3l/UMFrJSIoVGSZIzBjYUTGqEplIJIEgJCqRkcMLCUqQKs+0tEzqwKyylLSEtqcdJHd+ynVbs9wmhHFkbAy7VY8YRoK1dDahFyVJKkh0AAQIcDojywRCSYSWVJklkwYzBiZsmbolRyzZuApZZNSLhD/+seXixzPGfELrC7bXHT//BXTXO/TqlnxYMTYjbjeQhg6DxsgCUeSMKmfwCTe7kqfbeRT7i5RBZdS1ppxIvNIQAhM9cJnd8sg9p+hvadaBzU6yHjKcCUhvkFpwUo9cThq8gzwxHOsNtVuTVBmLyxx5fsqr7H2e3eQxOOHklNlPLlk8qchnGanvmbolU3fHRPcP3b9KPSR2/a6iNQ844IB3jn2j0358nSXZvu7xdjE2TWOiV+o6pBkemresfRhvEyzuG9buNK9uEnyIN7/5xPL4eCBv760E9kLUJIkL5fn8+9Xea01Qmu2YsWpTVm1KNyqaTrHtFLteorSimgjyUsWiglLkhYgJm1kgVwbfDbhti297XNPF57seNzqCu3c+gC9Wuvc9LYkGnWBltCYbfMLgNEMf4ltqeNNVrYRHK4+SoFR0QVAyNh9nqSfVMcgnzyHLxX0aqHhTPFcyILxDmJGwa9ndDWxuTWzB6STWRf3xYGMlWeDprWZnMrxQSCUgQCIds3JkXpr7+2YA6/ij/+G/Q/3B8ff3/7rHgdB+C35ftl1vMAzwT/9pFDwNQ8zhzrI4i+xdlL+LO/c4ws9+9ibfOyDoJmf441PEfIaYTTEqrpj7UfLimeeTX3ns6LCDp+t8TCszjqnYcG5eYDcdq61kO+bsdCRtQx/oWo/pHWkY4ypSg5aWVFiMV6SFpKwkF/MOoRXbTWB1bWk6hTeO4D1G5liZImVAaUnIc5zK0MJFazHlqTNLlQ6kwjAtLIuJ4aQeSIJhvXS8uEn45G7Kq82E67Zk3emYfGY84xgwRiKFQ0tHCJIkExSVYjKT6DIjrxRV4Sn1QGI7pLfUqmOiWo79NbLvSIQhKVKKaUKXzzFJSXFa8egSVruUV5/17O4GhruWZy8kXeup05Hz9I5h1eNHx1rN2MoZIa/ian3Q9OSsTEnjc5zMGFVOXUVpR35/47goVjwWz8lWN8hmTeh77OhpTMqdndH7FHTKouo5yXdoNzLJoqZ2WhjUpEAvpnQnT3g6/zus/STexZKU+vGMy797xsl0ZOpXTMZbcv/WroCUb4IQvrDQOuCAA/7GYBwfVAb7Quzb/WJfh30xUqk3SoMHT/TgHgYeJTzOeK5eB5bLgAgeied0YXk07yh2N8jb6+jMA/EHzedwfExIszeOOe5+y9x5gQsShyIIGbWkyDePg5BfGG9/zcnkTdS8i+q0uJW+e9jI3Bdg92o/7yMHLcsHCfFeebG3uC2Kt+pN984NYhxQfkTZEWV6tB9Rwsf36T4ZU4oQ30sZkFoiiyz6vGcpTmUYlWNEyhgSxiFgBs84BLx7qzq2/2d8DZS6589fN4RFDh3DqqNdjWxuRrr1+MZOzbtA2wW6QdJ1AhEcivjPKDNPnRvyxPOT/97fInt0ILS/d7xzQrsv0bZtrJ7+y38Zrxito1ffvgP0u+YlNg3+Z7/A/uWvsa3hapOzlEd0x+/hj05Q8wk6EW/4iHPx119dwXZt2d6OiL5Hmx1qs2ZilyTjjmAs3nm2TFmOJXdtTu8SBMStB+XIhCWTI1niKUpQaYKXijKxzErDuk9Z3Tn6xuOdw5uAKhKyUsdovUISdIKSgcQNaB2YVyPHU0OWRGG7B2QI7Ixms45F57uN5naXsWwzukGxGxOsh+DiDKWFp0xGFsVAUUuqWUp1UVOf5CymnoVaU4YGPUZfPteO5HZLNmzRfmQxMWz0MVfjnNsupygERpf0IkelEt+NbNcBs2nxTYewBotg5wqGUaBNhwDWTNm6CpFofJbjdYZKFZ1NeLUp7ifXQJl73ps3zPOBo7Jjbm6ols9J714ixx7nBY3JufZHvByPMaRU2cBx0XGct5TacFz1HM9MVAGUJeP8nM3kMXdnP6GbX8J2i1zecH5k+eiHiosf1hTjGtFsH86l/a7A8XEkswcSe8AB/9ZhvDfT2dvFvj2+ZC7wnTAM8b6zN9TZK+mOjzzFsEYubwnDSABCuC8T72113oG8SYiHv323i4/3zc97tcG+D3vvAb9XG1TVg0vmZPI1LQUhxB/4ZceGLycufdOB7cvkWZQMjCKLI8S0SGPFG+ezvR3obwspI8kNAcYhRJ/yxuKGGHMuvGO39Wy3ATt4ytRQJo46M/yt/+R9jh9//7t2B0L7LXjnhPbP/gz+4i8iI9tbmVQV/OmfftGj7345Gpy/t/IQDCaKwa2XuCCxg8P2FvfqGvvqhuADmy7hyswxZ09gNot6nDGe3aaN0Xa7XeDuxmMHx9g5EtdTid397DVQq5bgYfCaJQuWYYEXUCVRtF7KnlIN1KWnqmIClahKSDRBJbgkYztmdJ3g7sbj7jYos0ObkbIKHM8ck6QHIZFVTpV7cm3IpCHNBCpR7CjZ+YK1rdj0Gc3GYrYj467nbqW42absWo31MZ6vUh1VMjDJLItyZF4MHC0C9VnJ7LLg/DRwnO0ozYph2bK9GdmuPb7rYRjxo2G0klKPnE4HGpfzL27e55U5ptMVZ6cBkoxhCPQ7S7/sEX2L8pZJFTiajmTa8xe3pzzdzvCjYzCK1ZAjE006icEQk3RAaliNOcsmxxiBwvKDoxUfz2+ZuSUX3aecbH9N6AfuTM3Lfs5ynHATjlmHCUkKVeapVcdlueGsbpnOBdU8JRQlYTKlnV+yLc/Z5GdQTyhrSdXf8GT4FR9MlhQTHSuub6OuH5oMfwdJQgcccMDfTDj3oC54e1j7zRLWfTV0P5omut80zcOO/F6aX4sGsVref/Hh98oiQ80ncVT5m4rwvmL69vi6z39J5vqFqvLbiZtvw9qHoIL1+qFyPQwP1ds9GSzLL0oK3ya+e23yNzqhhRB/6NvjbbL729Czfbn8vnncyQRDlLEZkT48dvIhwMn85gXKeN8r+PbiZi9ZaZr49/6DfxDrcd83DoT2W/DOCe0/+SfRjHa7jWf36Sn86EfxqthsoOvwu471TvP5Zsaz9RSrUlSqUbkmzwVlGdB2gM0aNlvCaNh0mhs7Z1ucMeZTzOApM0uWBBLhcP2IbUfurh3N2tK1gW7nmbIlCQMuKMrckurAjZmzocbpgiKP0aZVKXh8brg4iTnUus4wSUXjS5zOGMi4vhE8e+pYPuuRY0vSNeh+S0nLPO+YLBJkoiHRqCojkY4Ex6ALBhHF8o0v6EJBN0i8C4hmy7hqorffLjD2nlQ6imQkSxx1YqgzS544jquB47mlnGqOzxQnk5FFuEOslqwazarLaFoZK7gERq9ZtwnKjkjintKaCc/Gc+44wiYFiQ5M0h5tekTXovqWxPUkmaCuAotqJMkV/7/XZ/zjT89YbwTBDGgtKLJAWQlUrqhSB4miMQWrLmXdaLQbeC+/4u+Wf8l74gVn41NEt+Oqm/Npf87aVHTk7NIFbTKlyj11MnBctDw+6rh4PyE9mUOW4YJgW5yxK05w9Yy0SigWBYUaKEPL6fqXnG5+RaJ8lLKc3qe61PWDnODQ3HXAAQe8Y7RtDBu6u3uQ3yZJXFufzC3luEKslohmi3ib3e7defaNzUXxTqwC2zYS2/X6wYUMItEdhvs4+7ckGF+G1g/Shf3YF16/8fBDeAic2BPctz8a89sR3j32OoT7X+zVA/G1Ij62aIwVX1m07EPT9nKMzQb+0/80/hu+bxwI7bfg91Khffo0LtnOzyOxePYMXrygawPX65SfP6+4bVLsfWeoFFH8nUiL7raoLtpcpSnoBHpRsMwu2YQJ3nmOq4FF0aG8ZW+4ul17lmtBPwiuNimdTTBO0gwZSniCD9yYCY0vyXPJpLQsJpbz+cDlueP4TLMOM5pQ0fqcxqSsV57+rqddDgzrjjCMKDcizEjqOqbZwLQwVCWI2QyRJXgh8WjGpKCnYOsK2l6+SULRWEoV01f62w7XdGjXRUPsxMd+MC05KjqOso7j2chknpBOc8pZwlE1MLW32GVD08B6I2gHFf1KVFy56kTQmJTrXcmgKtZMuXUz7jimlxXeBySe9+ZbLtNb/HpDs3LYwaFwHBcts8qyUxOeryb8xasZV+uMtgfjEqZZz7wyFJOEunJkymPbkV0TaHeeoQ/MxIYPkuf8gE8RbmRla27MnMElOKlp0gVNcoROBPOJ5bgeOJpYnjyB2WmGSOKsOE6PGSfH2PkpWaXJfIdsG/SwY57sWFQjk81zxGYdz7/Hj+Gjjx6Sgb6LPvuAAw444HvCOMZAiJubL+p3yzKS26OpRTeraNPQNF/dT/9yObSqvvdF+r56u7fyffu4Q3ioEsNDcuZv4txJ8kU3tLeb8r5V+bVnm/vmvH359e30tW8rx37dAb093ip3+yCwTmCcpHhyjMy+/yTIA6H9FrxrQrt83rL6V58THj0mSIX7/Dm2HbFO0IgJL5opPRlJpqizgct5z4wNvHyJu7ql2xpM5xDO0pGzCnPWrkJKwVE1cJxtmbvoSuB3O27WKa+3Jcs+55erU153U6yXCCWocg9pytJMouY1j56kMlFR+J5oBp+y6jOaTmGcxDmBH0dEPyBtT8pAKgNaOVLlmIodc72hKMALjc0qfFEhkgShoz/hIHLMEFB+JDE7UteSCUMuBqwJNGuP6hsKvyMRjrSQTKaCeiKpqsBsEhD3tmNFKZiGNarbYHeGZhtoOwFKgk7wWezkt0VNQNEbyWfrOZsxwwWFzjWjKti2EtcNyGFgypY6rHC7gdGAEAIlHFkqUFXB2lcsu4K7reb1tmC1S7E2cF42/PjohqoW1HrA9NEupRskxgic85g+ULgtM3tHJXtaPWEgxaocq3NcUSGKjMXUc3EhKOYZs6yP0evHknKeUnx4jjm9ZN1lmGZ408mRu0hgY8iBR4T7PExr4+T+05/Ckyff+zl+wAEHHPBXRQiRIN7eftU2fe9aOZsGMtc+7Hs3zdcTtX059O09/++R5O4by75cvX37b4MvSiKkfJBj/Ca8TXD3zWj7hNHvhD3x/TLRffuxtd+t4vuTn7wTD/IDof0WvGtC++Jzy8uXAbYNvH6Fd9A7zZW85FVTo1Q8ac8XI0m/wb24wi/XhGEgDCMkKVubs9oljJ1D3KdUFWZDZlv80LMeKtZDztYWGC+5czNWdopMBUEnICRF7lGJQKUaXaT0IkckGfk8QeokdrzuovvBG6PloSHrl2S2JdcmVk2zQJEL8lqj/YD0Di81tqhQZY6wNl5wziHNQC4HKt9Q+PZ+/gkEFzBeMvQesx0YdobgA0e14ehEMj3N0PU+pSYjzwUTNrh1w3jb0OxEvBa9wjhFE0radM6QTBiSijSN1iLtLvDrVznbLsEFiZae4ByJ7Slkz0JvmYQm2qg4zWBj45ZIE6paIKTgapNxvSlY9Qltp9CMzJMd7+U3sSKax6CEna/ZjZJVk+BHy91Q0fkMrTx54pnkFqkFRQ71ccrpuSIpNb6aos+OyY9LLuqG9+oVi2NJWii66TnbMWN71dGvehgHJIGTuY1SizzEKsVsFieXq6uHPbCPP453ggMOOOCAf0NgbZQi3N5+NRgiSR7UBpM6kIfuoZNrb9XwdZRmf5Pds8O9J3uS/E57B6x9sH7fj29yjtgfhtYP0oO3g8++qai6d1rYf/9+/JWI7tsI4YtV3j3J3ZeZvzwuL9+JZO1AaL8F75rQ/vP/1zU/+398RmgagnV0IefWTDFjNETOheFE3aLbLb4bITick/RO04Wc1uW4EDBkGC/RwiGxGKNYjzkbmzOS08mCXShpTIENAiklWS6YTgPlRIFOMF7hrEerQF0FpIjna5555rVjWgcmScdx+4yL7techGtS2xFGi8tLNtlp9Is1YK5WjIPHBUWxyKkmiiyJSSRpGNB+REpiVVpoNn3CMMroAbjTmM7BOFKKjsezhrPHCeriDCaTmL6oemZhRWYbVneB59cpu0GzsymNzdkkR9i0YlQ5zoPtHN3WMHQe4yRaeLpREVysbk9lQyZGvAkIZ5jmI1kWcCaw7WQMeJCaIjGMTnPTVzQmx4eAtx5rArXqmMstHyfPOC+2FKnh890Jv+ouedkdMYQEJTwjaczWTgwX5YZHJyNHj3IW70+ZX+TUpwW3HGNnx+RHFY/SG95Xz5HBsby2LLucjS0J5mE2lCJwdmQ5PwvoeR1n9bqOy3bn4Je/jBO7lPDDH74bgdMBBxxwwPeEcYy91KvVFxvJ9tin9L4pxuaexHYPbHK3iwzxN9GcfXfXfnwpAe1rn38HGPNFgtu2X29usJcH1/WDk8LbBPfbMi6E+GJF922y+1ub1vy24RUhxGLJO5CvHQjtt+BdE9r/5//0/8Y/+UcmNiYlCaQJkmjSfKbuyO0W2ztiQJ4hzRVWJgxk9C5lM6T0VhME9LJk6WbcjRN2ssaqFKNivnQQGisUaSaRWrKYxog7Y+JJKoRAK09dBYrUM6scZ0eWk4VlKluOx5ec3v2Mo81n9FvDTZNx1U1Y6hP6IiZbBaUQQlCMKyrRUiUj+aJEp5JMxQqk1FF83omCV/2MF68T1jdjtAMxgUr31Gw5kmuOyp5JDeXFlOo4p0oNlR5IGdktRz65m/HrzTGtTelcRkNNn07YhRLjwA8WZzxYT5mOTHVPKVu06bjdpLxeZwwh4aJYU9CjpeO06ijkyGYL1+uU1uUk2iOcZ+lKbsY5Q0gJziOMofINUlgmNEyTjuOipVc1tyx4MRyzHkusk0xkQ6EsaQaLauToIuFP/q7gg789Y/6oJD+dUJxP6ZIpnz5V2NEjt2s+SF9SjGuunw2xSaKavok1LjLP5Dhlcl4yuahQk6/ZPjMGfvGLOPNpHcnsIY72gAMO+BsE7yM/3SsOdruvJ3d754E3owik4d6eYM8O9637f1Uvsq8ju3u7hLetFfb60y/BWMGuFTS7ONpOfIVzCymoylh4qiqoq4BORJS09SL+GaN8Q3q99Q+ENNxHj92Tz1S5GMigHXniyPTDkCJ8kaj+tvjpT+Mb/D3ju/C1Q3fIO8B7P63pf/VzqCpE5lCqZyp3FHbD0Hmsga3J2KkZ137K2mQ4JxhDwqALTJ6yshWbMcM4jVUKnypUIihLwVEZEMBgA3VhOZpaHp8NGCuwTt6L0gWTysfwsSlMy5E8dKSra/TNK3j5kt1Nz192ilX/Pn0ywcxO4eIIspyiVhyVgbnecdJ8QkmHT3PGRz/GZQXGSnY9bDaCq887rl86tssRt21gHMlCx5HecZpvWZSGi3nPYg7VSUExzxh9T991tK3mZky5ayc830xobcLSVNyMU1qfo5RAdg5pVlS0TNmS2jYaQvdEQ23neN5Peb3LwQfqdIsZIciUYC3P7uoYPSjie+ORGJPhhMT7AM7D2FPRMtEdnUvpQ4lJp4jJQCthYzJWfXTVnk89Z5Mtp1PLow80x+9VvPfjkh/+7Zz0dBYbscqSYYBXr+Hln+3YfX6Lv7nlLFnxedvjgoyuA8c1WQbHT3IWH0zJz2e/eRU8DJHMjmOcyX/840Oi1wEHHPA3DlI+eL1C5F57pcHb4RDGPDgSRAi0zinLPDZbTSA7uW/E0h5hzVe32d9OQHv78Z4A7z/3dXFrvwUSYH4/SMFraHvJrpM0naRpVeyxAZq3vi9PPVXhqUvHovDkWYgsro6pX/0gIsk1gq6X9KPEOsEIjMD2C0chAE2aeLJEkqWBPPVkaYjkNxdI/Va879eNPzAcKrTvoEL78p+/5Nk/u2Y3KLbP1myfb+h2gaYTrNuUUeZQFlidY6JylcFntD5l26e0RuOlREpJmsGkhvkssFgEjucxPcQYT5ZAlgXG4d7AWgqUlsxnnmkVKFJL4kfM7Ybx1Q3uZgXrDbS76PuX55F8XZyTnkypasHJZOR82jFNOgq7pf/kJZs7y3orafMjGpex2iYsrwzLq5FxO6DsgHIjKSOLdMd70zUfXAwcHwvKSmC9ZOcLdmrK2tc0rsA6STtKthv45Lrm8+2M9VjS+YwyGalTg5aeXBlq2ZHLnkJZBIFUGPLQ4a1nN6Y8b+e8HmaYoKPPrRgYjMZ6hQ0C5xUegRABJxK80DgPznqkNxwnW46TDbm2DHrCSh+jM8XjWUMuDTd2hlEFdTJwkS/5yYcDxeWc5PwIPZ/w/k8rFh/NCTqhbWG1DLz88yVXf3HD7vmaYTuyqAbOp310LpjNELMJ80cVpx9PmDz5LeOOuy7GJxsTZ+cf//hgw3XAAQf8WwvvH7bn3ya538Ry9rkFb6sNvumxlDzoTN8muvvn37Q1v8eXD+LrDuqtzw3jQwW3aSX9IL7yOq2JBLcKUX1WfZWEWifojWIwMg4bE0MHE73tHyrKIkbMv2XToDX3kbpfHcn3b3AAHCQH34p3TWj/7//nv+Sf/79X+KaNizoXNaUurxFVhdcpIktQWYJBsxsTdqMGocnzWNWfTqOV6MnJm4IfSsHz53ElKvBIN+AGx9hZXO+YFwMX5YbE9dhtR3+3w9w10OziRSgEOlPk85ziuKA+LZjUgXnascg7CtHTmoTtFlavOm4+aXi5Kbnta9psxtB60t2SYliR+Y5MGFLtOKtazk8dR0cwllOWfsFtX7G2Fcs+oxkydjajcwl9F+iGuH3S9YLNkOOCQkhIlKdUA0rCPGm4SG9Z6B2FHEikQ4kQJRdoRiPZmpSrtuLFbs7oFBkDmbT0Ll55AYmWDqkkTiicTMiEiTGFOCaZYVaOVFUMLEinKauxotCGy3nHKHNuVopMGIpK8pOfCmZPJlzvKkw9R85nzM8zug6atWPzfEv/9Brz+u4+pBuqzHI0MZw9Tpl+dEz5wSn5SU1+VCLkd1D0N03UzDoX5Qk/+tG7m2EOOOCAA/4NQQhf1KDu8wvuk15/a+yDGL5OXvubwh6+acDXf+6bOLC1D1KLfWTx28e/twerqsgR9rpiIb76M/d8exwfFBhv63Xftrn9pp6wf//fjy6k3zcOkoM/MCTNknHV4VSKrlOyozlqsUBkCTpXCKXZbgXrBqxPyKdQ3dvrnZ/Do0dwfBRIhMX1hnFn6J4Znj/1dI2l3ViktZS5JROGs7TnWK3g6Zpx22OHjkwM1BpSZTk+6zg6gqOZIz2qH1okraVvPa9eaf75y4SX65xNI1k3mlfLObtBo7FkypCZFRk9TnpCItFZQj7N0fMJn4o5/3Is2DxN6azCGrAm4LzCCYkIASUdfhywY2DbKVqXx4Yq6ZnokctqzeNqw6NqxXm+JtHgiVnendVsu5TbreR6Fwn22lbcDfU9eQ2UKgYdDF5TpoZJ4ahyh9cpWge0tzgEWgXOJz0XszbGFp6UlIuMKh14dqe4awdGUlo3o2kVYVYyeZzy+Nzwq1XJq58fMeqKcqKYLAfEXyyjyOv6BroOJTyTzDI7Cjz5o4rjnz5h8sNz9KT4q59Qmw386ldxpqnrqJk9pHwdcMABB3wFQjzoab+Mt6Nt92qDL6sP3iZ23sfnfwhI00hA90S9bb8qCd47IuztvvZ+t9/khrB/DXzR6evLLl/W/mHWTw6E9h2gO3mMPd3SJzOsLnE+EF473NDSDVHnKkUgTxy5tpwdGT66GHh8OoCA5heBl6uANQEVDGEw3GxThlEwOs2i7Mm0Z7xzzFhTmg3SbiiTkVQ5yAWFGpnnA9VEYnRB6zR3rwXd55LbleeqgeU4Z2tSnAWcxQ+Wpg/07Yj2O2phmWYDR0lDpkZSFRBljskn7OQxr8eU5llCZzSDlfjgSbWl1j2TdKCQHQSHVuCCYickS1kynabkesWksJxPOt6brMiEQeJwQdFRsPUZr5qSp9cFd9uUba/ZmhzrNR7J1mYoCUVmOa56zusdJ3XPxWIgLwVDyDBBI1yPGx2T0nNxNDItLDqVzE9SZnOBLiQbn/Jnry7519sFDTXBWrxxpBk8OrWYvOS/fFnTmhRhR07qJUftjnTbUQ5Lpn7N5GxkNoP5hwvyH3+M/vDJ74Z0LpfwySdxhp1O4Qc/+IPUMh1wwAEH/KFjLyn4Nrwd+/t10tq9hes3VTP3A37z197Gl0nn28/3j7MsOjbunw/3FuX7Cu5e9rvdxrGvBO9tv972t927Ibzd0/b2eNtHF970Lf9B4UBo3wE++aXnzz+tSbUh1SuC93gXZQJaeCoxRnlAtuVR3ZC4wPBr+PVfCIJxaOVRMpBK6JzmalfRWjBGMEnWrK4d9XjLMbcIO9I5R6BH6AGROfLU4YTnhdf0JqGzltVQcmsmtCHHOom3gdG3GD8ghUcRl6NzdpSq57TY8Ci/I0sDRmQM+Ywhm7CxOb1L8N6hvGGeGT6sGip6EmUodKyKGjSjT9gZzVVbc9uWOKHJqsC89lwcWc4mjqwsGELNzRZWW816K7m+Fbxc5mwGzeg0xikSHci0o8ggKxw/qDfMJ46PTluOZg6lBD05jTumQyDdSIFlnjuO8pFcu5j++niCn85Z2Yo/35S8uC65bic8vStZbUH2OxYV1Jnjw/cDVBXLW09t73hUGP74o5bH0x3F7oZ83KDqIu71PP4hfPjh77YL9OYGPvssPl4sYvrXO4h9POCAAw74txnfFGn7h46ueyC3+9jaL8ss9slnTfMQx/tl7fDeK3cfHPaHigOhfQd4r/lzPt6MSCkICFLtqBNLnRmOi4bTfE0uLV2n2K1TvIfEg3IeAkxkQ8bAy27OVXfEpm/wzjNnzYw1s7AkDSMFHbXumWYjIU3pxoJuyFn5nCHk7HxB40s2vsKKhCAk+Bg9u1AbjtINBMPWxEAAI1M8AlVmbIrHLPMfYXWBywosGi8UQQRCcIhgUaknwdJSYZISJcAMsGs0a1OxdSUGjVaQ1IGyCJxOLdO0xfTwi88zVo1i28YqbzcKNl3G4GIFUkrBST1wvhgopwmyyEgzkEJSlJr3LgUqPab1GaPXKGfQxpAwsshGzsuG2UKQnJ0hZjN2JuXnbcrzV1OeryrWY46XCZvbkf71mklo+Oh4w/m04/KjjJ6S0RqePHFMC8vH0xsqde9xeF5DeRaXy48eRSnA7xKvX8e4ZIjRye+994c9sxxwwAEHHPB7xb4C+zaG4YHcvq2f9f7h8W9CkkRy+/7778S16zvhQGjfAT68HFmfXtMbhfGS4AOV7MmDRfRwMxTRQQPAe5IwUrGjCB2jFSy7nL9Yfxhtu6xkIda8r14xE2vmqqFQAyqT9MmMO3nGZ2LCIEp6VbKjpKVibUscmkQYUt8hRoMOBsVI71JeuB/QDgXOBTSWVFpmSUude9Z5GiNlg8JajR0l3kuMg9EqtJRIFASPEjkjUSnvkTgUARl/b+qoREemLIUe0UPP8vOUZ0NCO2RYF3A2MFrJIGK6WV0YLkrP+cLy+EkgK1MGUSO1QmQJSZlwegqqzFj3OW3rEG1D2neUieFksmVRW9Ssxhan3MoCl5ZcLac8v8u5vhUob6hEy9n4iu62I2ssWno+Pmv40R8nFEclmw0kcoQczuaGx0cdspiAuBepLxZwcfH9XOHPn8OrV/HxxQU8fvy7/x0HHHDAAQf8jcdeJ/t2iGQID1rZYXiQU3w5LTeEBy3tH2I95UBo3wGa+Xs0j+Zo4TlN21jVG3P8aAguoG1P5hoy31OIAWNh2eU8G2a8ams+bU4Y0ajEcV7dcZyD1Y94qX/IX7qSVk+wOscrjZcaj8J7UDg0Bm8c3licsQjv8EGSSYGVGRs5p1UZAoGyBpUqysQzqyVpeRS9WZ3AjJ5xFOAF3geEJDY86ZEkIXrYaQdKMQTonSQ4GwmqVyAglwYRHBjLqhH0fYE1gjFIvJSQaMpacFkbpmVLnsPRqeT0UcKgZjQmJyQpRZqhqoximmBlxvVmRN6sEcvXiGGgTkeO64FinuHLI67TBZ0s2GxS7pqE1dKTDA25fcVlaDnNGi6nDVddzirJkAvHB+cDT36QshsFqzsPWUZRCt6/GKnLANxHsBwfx/F9KORDgKdP4fo6Pn/8OBLaAw444IADDvgdYZ8ylmW/OWDy7cawffPYHxIOhPYd4I/yzxDhc06rjqyQJIWGELCDI4wWHwSjV2yajFfbBa+Hkuuu5mU7YTvmkAbSBM7nO/LyMZskxyYZIc0gy8mkJrcjwgwkpkOMO8Jo6TrB2FlS11Oolky09C6hDSWDqLBJxqQSnGpDxZZFsqNIDEbXNCahdQITojNBKqEKDimhSB1l5tCpJM8hzQWNLWg6iR8MmQ0oO+KcQOcO7TusD2wbHeN+AyTKUcwFMk2QiSTNBOk0QVUF+Tzl6EhQ1pKBjNdDgSHFqAyvUnQKut3S/GpJ1twh7UiqPVU2kiwUNqnY1BeskpShl/QrSbfp8P2awvfUdiCXI+8f7/j4cc92yPinnxzR+YwwSXn8vidfKK6DhCxGzj56LDh7pBHlLFZh99mE3xe8h08/jU1gAB98ED3bDjjggAMOOOD3gL229g9NarDHgdC+A7zyZ7zE8uulpH0p6VoYvWLwCdZJzBjorGJjK9pRY6xk8AlOKlIVmBSG48VIn5X4TJAqR8GIGnf41hGMBR+igXLnsb3FDSMqBLxXbJxgK2pEsiBNA1kKszTgwojse8qwRQvHWqc0VYUwAiSkYSCTgqISlBMZAx2quB2PcyjpWW0Uz+8y1ruOZozxtJmy5HokwTP04PAkOC7qjjSDoDQrFoiyJJunlPOc2UIxOdI4nbI1Ba/bjN6meJEghEHZgdLtSJunqGaLH+8JMwOTzJDNCtTsiHySoKWnaUbWy5Fu60lsz7nsKUo4nY1czloWE8u1mfH//eQjPltOMaQkSeCPP+yYTD0hzdCzitMPSs4+qtDpO3QS6Ptoy9X3cen80UdR0nDAAQcccMABB3wtDoT2HeAvro74L16VhL5H2Pttf2OxRsRwATIGr6NRswroJGFWWKbZjstpx2ndxeACs2PbSW67gk2X0Y4Ka3y02bIOLRxKBrwQKCkAT5mOnE48OhGgNE5qpJYErUnMjkSPOJFBXqKqCpkqslzG5JHKMsksWeJJExBKMgbNttO8eAGfPE/ZNpIQPIXoOUk2XFZLPJLBasYgqQtBkip0nqGLFFtP8XnF2XGBTwuSKqGYpYwh49OdQgVIUkNue9ztCrdp8c0W1TWMXYv1llxZjuqB43NNvigQaUEYDc1mye4mYJwkLTXHmeTRmeeoGqj0gNLQygmfDGf8f57WfPoypxskQsCHH8CP/0iQzs+ZXFTMTxMWi9+DI9ZyGZ0MnItL4Y8//t03mB1wwAEHHHDA3zAcCO07wA+Tz9mVK2Ru8daxGzSNyQg2IP0AQhCEYgwJifbUekCHkRO1Jll39Nea275k2ecY6xFs8EGSK0WZGKp8RKUCj8KSkJYKkWU4neNEgtQCEo3KJJNcoVOFGlsUFVVZUZ5NKKYJeerRwkEIiCxD5yWJjHGwze3A808GXr6w3K41/ShRfsfMx+OtCodLchq5QCYKnQoWuWB2rKkva7r8iDUzgkgROiWbSqbTqMfZLg399YbdVUu/7BBDjM6t/ZratiQMpJliduKZnqTkp7ERS3UNuAEzCEaZUZ4nTBIF3iPMQC56dKYY9JytKnAorjcp123F63WBnyY8eqT5r/+7CY+fiDd+fL8Xsbu1US97dxef13Uks3+I7tUHHHDAAQcc8AeGA6F9Bzg79vwo/YzbJqUZc4IRuGGgCxlaQaF6tjahcD229XjfotlxExQ9U3qR40TKmOVQpxSZpUwGMu0xes4gclqV45MckWqMlmSlopxqyolC5QlIFQ2VM8ese8VcjEzzkexiQTKNbgGJDrESerelf7mi+eWOp68Uv76acLNJGFz0gZViJEhNNRecHUtUMUVqHZukqhJRV0zOKxbv1wyy5PWVwNr4XsyKgBx2LD9tefqsZVx3mN2Ilp6jeuQsaRH0ECxlBcfHgpPLksVHM9LLExI/YK7u2LWCbX/EYBUyS9EkdJ1HiYAqJOlkQgfRQK8oaKhYjyVjlUEDf/RH8OQJ/PEf/wHogdbrWJXdR9BcXETrrz/ENtIDDjjggAMO+APEgdC+A/zlP1nyT35xQmdTGp9jRUJdOLLEMwjNs90JSjgyYZhPe8hrdlmOzDJGMoaQo0RgUkmSUmPI2OmcIVWoRKAVVEkgSz117qizkUwY8iJQ1ZaytMwmnuO8Jbt6GsOgrYX5HDO+5vZfb3n2wnN1DbdrzTjCzqbc9Wdsbc5IikWjU8X8GOrjnPlZQlrnmLTEVRVhUlLNU6YzQV3DdhP45JmlWzWY1Q67abG7jnZl8S4QECjpqTLLxXykTgbq0nF6HDh9lHF2klLNNKIqcQ42z7es//Gfs95KrJd4qWmLnE7XKCNIE09VCYQUkOfISU15PiGf5yyXYG9huAPvoiT19DQmxqbp7/HEcC5WZW9v4/M8j2EMVfV7PKgDDjjggAMO+DcPB0L7DpDOMvrgGbOKrCooyxwpwVjPxhSEQuOFJ6sGRiXZqhIrUpxMSDJJlkuSQpGWgip3lLlnmg3MJ47FJOpJp6Wl1IZEWILSeOMI/UBodoRtT/jlFf7la5p2oB0US3XMi+3AzSZlsApDys6kLMeKta9xKoO6RE1Ljs9zFo9yipMakSYxMkUqZApHuSEPPdo1DOueF382cv3KYpoRHUa88bggcF4QAkgBVeY4WxjOZgMX05az6cDR1FLIIZrgKYVbaZYvU5a7lHWXYqygNzm9T+nLI2RdU9WC47lEpgmkCdVJyeyiICsk3sPVFfyzfxb5O0R3rfNzuLyMH3+vibFfrsqen8eq7CHG9oADDjjggAO+Mw6E9h3g88V/jav3BlSqKOTALG0o9chtU3IiPVnlmR8ndPqI1mVkwpNIh8ZR157j6cBp1cbAgzCi/IiWAUaPfzawGgbuBosfLX4wMA7xF/sQH3c9thsxQ0EfZqzlgk2o6ULOxk/oRImsC+RiRrKYcFTHYIa8lEwngSyxCOdQwkHfEvoBNXSEsaezA4MdGfpAt3NoGZg5QRckbS8QIVCkkGaBRd7x4fyO96slU79iojukA5ZAm+GqKWtmvNjUPF/X9D7BqpwxrZHTismTGfXFhONKIESsrk6nUTIQQoz3u76N6SdXV5EzQpShfvRRtHE9P48qhN8bvqyVPVRlDzjggAMOOOCvjQOhfQc4L7ZMlGWmB6p0ROFZtxlZqZjMEx4tOsrCkCYNqQrkmed4MnJa9/h+ZLWRrLYpznr8aPDjiDEmbll7H0cI+L5nNIrBSoZRMhhiVdMcM5Jgqxl9PuXOTFkzxeucpE5RRcZoBTI4KuOYjS3nekm2bkluB4Q1YC0yODJpKFKHlg47WJwBg0aqBLKUzmpEkTCtHMfSI4LnUXLND8pXnOtbMnUvppUSX0zY1BdssxOuzYwXq5KNKbBpBR+WJJP8/9/evcfIVdZ9AP+e69xndmcv3d1uW/rygihtqhSBogJBrTTWohigQhQUazAUaCgJEENaEhMIJviHWO0fgKjE+k8hEHgxJRaE1EqzrUIr1ipLL3Qv7bY7O/c5l+f94+mZ2dl7S3cuO99PcrK7Z87OnnP6zMy3v/Oc50GsxUBHROY+v1+G13BY5j/Lklfrjx2Tp8C2geFhOVCAYciK7Pz5sr9s1QeBFkLu7PHj5X1lOztZlSUiIvqEZjXQnj59Gvfddx9efvllAMCaNWvwi1/8Ak2j51wbY/v27di6dSt6enowNDSEffv24bOf/WzZNvl8Hg8++CD+8Ic/IJvN4stf/jK2bNmC7u7uWTyac9cdOY0vxY8iFrBgBjUMFaIYRhM0w8b/tKegGwp8qoVowEJzqAANDoZTOg4P+lCwdBlclQIMzUU44iBouvCrDvLJPFIZDRnLQNbWkdTiyKt+5HIqkikgJRTkNR/S/jBOOVGk3BDSyQAUVYGuODAcG66VQTA5jKhuw69ZCOYthDJ5xIJ5RHw2DN2FGRSApkBxXficLFTXgtB1KGEfUkoEibwftqVCc4CQ7UDJjyAiUljkP4X/jZ9CKKoBgQBE06eQCrQiGZ2PZHAeTubCSKWAZFJWVdEhq65tMXnDljePQKEgezm4rsyCg4Pl803n87I6a9sy8La0yNC7YEGNFD5HRmTqzmblz6zKEhERnVezGmhvu+02HDt2DK+//joA4Ec/+hG++93v4pVXXpn0d9LpNL7whS/g5ptvxrp16ybcZsOGDXjllVewbds2tLS0YOPGjVi9ejV6enqgadqsHMsn0XpBFKlLW6CYJtIFA6khA7pwsDA2gqBpwX+maplMqzg5HIRwXHmHu21Dcy00mRm06AmElAxOp4M4PhRHf64JI4UAco6BoWwAiZSGREpDOqsha2uwhQ5H0SBUA6qpQlVVKIoL3R1B0LDQGU2jPZpHc9RGMAAEAwLhMOCqOgrCgI0obM0PoQC2psCvFhDQCijYChJJgWTCRX5EAYSAgIBwHASVDJr0FBa1JjC/w4GvLYqM3o1+fxuSvlaktBgyIoDhYSB5TAZQXZe5rrlZdiH1CpYnTwL9/SiOjjCRQkE+rqqleQeCQdmtIB6f/X/XKQkhy8X9/TJtAzKVd3XJO9I4ggEREdF5owghxGw88QcffIDPfOYz2L17N6688koAwO7du7FixQr861//wqc+9akpf/+jjz7C4sWLx1VoE4kE2tra8Lvf/Q633norAOD48eNYsGABXnvtNXzta18b91z5fB75fL7488jICBYsWIBEIoFoNHoejnZqh98dQP/f+2HnLHx0VIMQQEuzi/ZmW5YdvWSWzSCXyCObEXCzeWiKC0UFhnMBnMyFcToXQEEYcB0XqYKJ4UIQGcePgg04joCqKDA1G7riwvQB/oCKgF+BLyDQFLQxL5KWN2E1O/D5AMVnwFJMWK4Oy1ZgO4CmK9BUAcdVZI+GvIVsykY6KZDNKbCMIOAPAKYBFQKmk0EMI2jy5xBpUhFo8qGghzCiNSOpRFEww7A1H2xbHqbjlGaOjURk8IxG5dd0WuY/7yYuQOa+UEgWNXVdZsJsVlZ1vSv3ANDUJINs1ecg8LoWDAyUysiqKkNsR0eVO/ASERHVj5GREcRisRnltVn7dP3rX/+KWCxWDLMAcNVVVyEWi2HXrl3TBtrJ9PT0wLIsrFy5sriuq6sLS5Yswa5duyYMtI8//jgee+yxc/p754NfyUPRVAycNuHTcgiKNNrcDDJ9OrJZgXyygHzKRi6vwnE1OA6QtkJIFkykHD8sYcByVKRzBlIFAwVXha4K+BQLATONeMBBLOQgEtcRbzfQ2mkgHs6j2UgjrGUR0vLwBeTYtKbuIpnRMDCkI5UEYKVRyDnI5DVk8jrytgrbUWA5cngsSzGhBwIwgj4oUQMagIBegCHSsshoGMgqnRi2VVjZAKCGgFAQ0OWEAJoNBAIylLa1ye+bmmS3gGhUBtZkUs706gVZRZEBt7VV/p6iyGzo5US71A0Xra1Ae3sN9JF1XeDECbmDXtLWNLlz7e0MskRERLNo1j5l+/v70d7ePm59e3s7+vv7P9HzmqaJ5jFz28+bN2/S533kkUfwwAMPFH/2KrSVMrBzP3a/lsFQLgTH1dASSuPfAigUCrAcBXlbQ94JoOAYKCiG7FNrCGimBqGqsBwVLjREoza6AhZUQ4c/qCEeBy6Y72DhfBvNLRqaAlmYzqlSh1JVlRVD24aVd3FqMIgT2TByjo68rSNd0GE7KhSfCtcEMn4fUgUfsrYBoWmApkNRAEcVsFUHprBgai5STgBCBKBpALQz02sFg1B0vVh9jUblEg7LLGcYcvF+BuRufvyx7GIKyN0dnf/SaaCvTz4+umprmjIct7XJzFhVti079Z44UUrahiHLxa2tNbCDREREc99ZB9rNmzdPW+3cs2cPAECZoJ+gEGLC9Z/UVM/r8/ngq2IJb89/mtFzPAZXKGgyskhmwtBUAU0DNEODHlIR8uuIanLCgbylwlVN6KYC0xToCAK6X0EorKOj1cGieRnMj2cRMXKwcg5GEgKZQ8BQTlZVhVCRdwKwdT8cMwjLDGKk4IfjKmeqrj74IzoQNzGc9mFoxAAMHf6wAp8PMHI5mG4Gpp2BbuUhoMB2FEABXEWFGgpAjQQRbAki3qahtVWGy3h8Zvktl5M3+58+LX9WFJn9Wltld4KjR2WIdZzS7yiKDMitrUAsVgNdUAuFUpB1XbnO55PdClpaamAHiYiIGsdZB9r169dj7dq1U25zwQUX4L333sPAwMC4x06cOIF58+ad7Z8t6ujoQKFQwOnTp8uqtIODg7j66qvP+XlnU8uiIOYttLFwXh4tzX7Yhg8FYSKXA4RlA7YDV7hn+sDKGcQ0NQ9NEQj4bLSE8ljUlkFHLAdTd+G6QOKkiX+d9mNwJIC8raHgaMgpfmTVIAr+KBAIQeg6hKJD2BpyrtzGgQ6rABSSsiLq80GOM1vIQM9lEVDTiAYKMHRA8clFDfiAYBDhdjlxQTSmIB6XhdmzGXGqUJAV16EhWTh2XdkFIRyW1doPPijfXtdlP9toVIZYwzi//y7nJJeT3Qq8gwDkiejokH0pGGSJiIgq7qwDbWtrK1q98ZSmsGLFCiQSCbz77ru44oorAAB/+9vfkEgkPlHwXL58OQzDwI4dO3DLLbcAAPr6+rB//348+eST5/y8s2nFDXFEzQGMJH1IZwBYLvTsCCKKgOED9KCAqgropopg8Ewf02YX8biCYNiAaRqw7AhOJTQcGwrg6Ek/ElkTScuPLEyoYR9g+mAEdCiqUhyTNZ8Hckn5FZDhU1VlMAzqefhFDi1qCm2+NFrmOcXqqmEq8LeE4G8JIdAeQTBmIBA49+FShZAZ8KOPZNeBXE5WcqNR+Zyj7tdDMCjDaywmv6+ZfJjJyDvWvLIyIJN4Z6c8ECIiIqqaWetD++lPfxo33HAD1q1bh61btwKQw3atXr267IawSy65BI8//ji+9a1vAQBOnTqFI0eO4Pjx4wCAgwcPApCV2Y6ODsRiMdx1113YuHEjWlpaEI/H8eCDD2Lp0qX4yle+MluH84n8970MjvfmYduA5agwdQchnw2/KeBv8iPQGkSgPYJAcwBmcwiuL4CRgoGDfcDAEXlV+/RpGfzsMwMjKIq8898Lfq4L5PKlyqeiyNDojSagKw6CahbNvgxafSNoCeURCbowdAFdFzDCfvjbIvC3RaA3hc9LkvT6wB46JEewchxZkW1vl/sMlPrV1lQVdrRkUgZZr6MvIHe0o6MGhlQgIiIiYJbHoX3hhRdw3333FUckWLNmDZ5++umybQ4ePIiEN0cpgJdffhnf//73iz973Rs2bdqEzZs3AwB+/vOfQ9d13HLLLcWJFX7zm9/U5Bi0AJB2fDh4Mo5gEAhEdWSCQaRiYSjhEBRdl/dtfQzk/gukUjIIZrOlK9oe7xJ8JCIzlc8n17lu+Y1XqgposBExcmjS02g2UmjSkgj6ZYBVFMiNvBQZjco7rWbIm2Y2mZRfvcnKALnfmYyc2XV0P1hNk7N2dXXJkO0tZ/FnK8sbQ3b00AvNzTLIBgJV3TUiIiIqN2vj0NaysxnX7HzY+X857P6rA0czoeiGN/CArNhapYrq6EWIUgW2qalUidV1GQI1TS6qeuarXUBYSSOipBBGCkFkxncR8J4wFpPVxbOswmYycsKDU6fKb9jKZGR4HXsjl6rKP9PVBVx0UWmYrpolhDy4/v7yMWRbWuSoBVUfG4yIiKhx1MQ4tFRiRv2Idciw5/eXgqmmlcZYtW35s88nl1isNAbrWKoqx7YNuGkE7CSCVgphPTd+W79fJkpvHK1zLIcOD8uuA96EV0BpkgTbLnUl8Pvl/obDcsQDb6KDmg6xgPxfxdCQ7NtRKMh1miaHbmhvr8F+EERERDQaA20FdHXJ0BoOy5zk9XP1+sOa5sTj7vt8MiT6/YAfOfitJPxWEnouNWrw/jOLN6VWOFwKsZ9gMH/Lkt0fvJlbXVd2J9D1UvcGLx9rmqwix+OyO0TNB1hAHlAiISuyiUSpf4euyyReE4PcEhER0Uww0FZANCozklfNVBRZZfXypqrKCueZ+QkQ9LsIiAyUTFr24RxKlgbt93gB1utUGwrNeBgCx5GFSG/GXW/x1uVyMsRmMjLE5vPy6Zuby/c5FitNXXuuIyBUVC4nO/56/SO8jr+APMDWVnlAdXEwRERE5GGgrYBMpnxoqtE3d4WDLvzIQcllZXg9MckdYapaCrBeBfYsglc2K6+oDw+Xiruj2bbcz/SZDG1ZsgIbDgPd3aW+u94MYNFoHRQwvQCbTMpy89gD9/lkSm9pkWVwIiIiqksMtBUQjcrKZ8TMI6JnEUBWJszBbOnmo7EMozQUgBdgz/JavhByuK/BwfKpY73HXFcG7WxWZj3DQHEcXL+/lJ296WxrdkQCTz5fCrDJ5PgAO/o/Bd5ddkRERFT3GGgrIJY+jtjIQPkl7tF0XfY58KbNOsf0KITMx7lcaQzYdLrUtcDvLxV2vdERvG4OgPzz0WgpyNZ8BbZQKA+w3g1dHu8OtdHdMuqigy8RERGdDQbaSlDV0thcXnAdvZzDXfSWJfPb0JCswiYScikU5GNel1tdL11VH32PmKLIK+7epAaRyCe6h2x2eUk9my0NdJvJnNd+xURERFS/ajXCzC0tLfI6vs83owrh6Bu0vIBaKMgr6qmUDK7eBAxji76qKv9MMCiDalubzMzecGDeYhg1Wqy0rFJw9cJrLje+TzEgDyAYHNUhOcwAS0RE1IAYaCvBm8ILpeG6LKs8qI4OrF43AS/MOk7p90bnOl2XRcimJlmF9Sb98kJrTXcZ8MYBG7uMrbp6vKEgRg8HEQgwwBIREREDbSUMDsoRBrxwOpp3U5Z3Fd27j8kb61XXSxVVwyhNutDUJJdQqNJHM0Njy8xjl4mGWvD4/eO7ZXCWLiIiIpoEA20FOE75YAaOU5ouVggZVL0bsgxDBtVgsFRp9SYz8GYSqwneQXnlZW/xfp7sBrjRvJvhvGqrN90Yq65ERER0FhhoKyAelzktnZZBNpUqdfv0RpIaPcFXzXQV8PpEjJ5xwQuxU1VYPd7gtaYpk7j3vbfU7F1oREREVE+YKCrgxAlgYKB8XTAob9iq2sRUjjM+sI5dJroRazSvD8REYdU0WWklIiKiimCgrQCvm4A3aUFTk7y6ft4JUX7HmbdMtG4mXQKA8oDq88lSs99fB3edERERUaNgoK2AeFzeyHVOM23ZdmnxwunY70f/fDY0beLKqrfU7NheRERERCUMtBWgaWOKmUJMXDkdPeisF1Snu+w/EW94BG9ohMkWdgkgIiKiOYCBthJOnABOnSqF2LFjd01H08rH8Zrqe11nVZWIiIgaCgNtJViWHNpgNEUpBVDv8r73dfTCgEpEREQ0JQbaSmhulneBja2kEhEREdEnxlRVCd6kAURERER03vGuICIiIiKqawy0RERERFTXGGiJiIiIqK4x0BIRERFRXWOgJSIiIqK6xkBLRERERHWNgZaIiIiI6hoDLRERERHVNQZaIiIiIqprDLREREREVNcYaImIiIiorjHQEhEREVFdY6AlIiIiorrGQEtEREREdY2BloiIiIjqGgMtEREREdU1BloiIiIiqmsMtERERERU1xhoiYiIiKiuMdASERERUV1joCUiIiKiusZAS0RERER1jYGWiIiIiOoaAy0RERER1TW92jtQDUIIAMDIyEiV94SIiIiIJuLlNC+3TaUhA20ymQQALFiwoMp7QkRERERTSSaTiMViU26jiJnE3jnGdV0cP34ckUgEiqJU5G+OjIxgwYIFOHr0KKLRaEX+Zj3geZkcz83keG4mx3MzOZ6bifG8TI7nZnKVODdCCCSTSXR1dUFVp+4l25AVWlVV0d3dXZW/HY1G+aKYAM/L5HhuJsdzMzmem8nx3EyM52VyPDeTm+1zM11l1sObwoiIiIiorjHQEhEREVFdY6CtEJ/Ph02bNsHn81V7V2oKz8vkeG4mx3MzOZ6byfHcTIznZXI8N5OrtXPTkDeFEREREdHcwQotEREREdU1BloiIiIiqmsMtERERERU1xhoiYiIiKiuMdASERERUV1joK2ALVu2YPHixfD7/Vi+fDnefvvtau9SRT3++OP4/Oc/j0gkgvb2dnzzm9/EwYMHy7a58847oShK2XLVVVdVaY8rZ/PmzeOOu6Ojo/i4EAKbN29GV1cXAoEArrvuOhw4cKCKe1w5F1xwwbhzoygK7rnnHgCN1Wb+8pe/4Bvf+Aa6urqgKApeeumlssdn0k7y+TzuvfdetLa2IhQKYc2aNTh27FgFj2J2THVuLMvCQw89hKVLlyIUCqGrqwvf+973cPz48bLnuO6668a1pbVr11b4SM6/6drNTF5Dc7HdTHdeJnrfURQFP/vZz4rbzNU2M5PP61p9v2GgnWV//OMfsWHDBvzkJz/Bvn378KUvfQmrVq3CkSNHqr1rFfPWW2/hnnvuwe7du7Fjxw7Yto2VK1cinU6XbXfDDTegr6+vuLz22mtV2uPKuvTSS8uO+/333y8+9uSTT+Kpp57C008/jT179qCjowNf/epXkUwmq7jHlbFnz56y87Jjxw4AwM0331zcplHaTDqdxrJly/D0009P+PhM2smGDRvw4osvYtu2bXjnnXeQSqWwevVqOI5TqcOYFVOdm0wmg7179+LRRx/F3r17sX37dvz73//GmjVrxm27bt26sra0devWSuz+rJqu3QDTv4bmYruZ7ryMPh99fX149tlnoSgKvv3tb5dtNxfbzEw+r2v2/UbQrLriiivE3XffXbbukksuEQ8//HCV9qj6BgcHBQDx1ltvFdfdcccd4sYbb6zeTlXJpk2bxLJlyyZ8zHVd0dHRIZ544oniulwuJ2KxmPj1r39doT2sHffff7+48MILheu6QojGbTMAxIsvvlj8eSbtZHh4WBiGIbZt21bc5uOPPxaqqorXX3+9Yvs+28aem4m8++67AoA4fPhwcd21114r7r///tnduSqb6NxM9xpqhHYzkzZz4403iuuvv75sXSO0GSHGf17X8vsNK7SzqFAooKenBytXrixbv3LlSuzatatKe1V9iUQCABCPx8vWv/nmm2hvb8fFF1+MdevWYXBwsBq7V3GHDh1CV1cXFi9ejLVr1+LDDz8EAPT29qK/v7+s/fh8Plx77bUN134KhQJ+//vf4wc/+AEURSmub9Q2M9pM2klPTw8syyrbpqurC0uWLGm4tpRIJKAoCpqamsrWv/DCC2htbcWll16KBx98sCGuggBTv4bYboCBgQG8+uqruOuuu8Y91ghtZuzndS2/3+iz9syEkydPwnEczJs3r2z9vHnz0N/fX6W9qi4hBB544AF88YtfxJIlS4rrV61ahZtvvhmLFi1Cb28vHn30UVx//fXo6empmWn1ZsOVV16J3/72t7j44osxMDCAn/70p7j66qtx4MCBYhuZqP0cPny4GrtbNS+99BKGh4dx5513Ftc1apsZaybtpL+/H6Zporm5edw2jfRelMvl8PDDD+O2225DNBotrr/99tuxePFidHR0YP/+/XjkkUfwj3/8o9jNZa6a7jXEdgM8//zziEQiuOmmm8rWN0KbmejzupbfbxhoK2B0RQmQjWTsukaxfv16vPfee3jnnXfK1t96663F75csWYLLL78cixYtwquvvjrujWQuWbVqVfH7pUuXYsWKFbjwwgvx/PPPF2/OYPsBnnnmGaxatQpdXV3FdY3aZiZzLu2kkdqSZVlYu3YtXNfFli1byh5bt25d8fslS5bgoosuwuWXX469e/fisssuq/SuVsy5voYaqd08++yzuP322+H3+8vWN0KbmezzGqjN9xt2OZhFra2t0DRt3P9IBgcHx/3vphHce++9ePnll7Fz5050d3dPuW1nZycWLVqEQ4cOVWjvakMoFMLSpUtx6NCh4mgHjd5+Dh8+jDfeeAM//OEPp9yuUdvMTNpJR0cHCoUCTp8+Pek2c5llWbjlllvQ29uLHTt2lFVnJ3LZZZfBMIyGa0tjX0ON3m7efvttHDx4cNr3HmDutZnJPq9r+f2GgXYWmaaJ5cuXj7sEsWPHDlx99dVV2qvKE0Jg/fr12L59O/785z9j8eLF0/7O0NAQjh49is7OzgrsYe3I5/P44IMP0NnZWbycNbr9FAoFvPXWWw3Vfp577jm0t7fj61//+pTbNWqbmUk7Wb58OQzDKNumr68P+/fvn/NtyQuzhw4dwhtvvIGWlpZpf+fAgQOwLKvh2tLY11AjtxtAXhlavnw5li1bNu22c6XNTPd5XdPvN7N2uxkJIYTYtm2bMAxDPPPMM+Kf//yn2LBhgwiFQuKjjz6q9q5VzI9//GMRi8XEm2++Kfr6+opLJpMRQgiRTCbFxo0bxa5du0Rvb6/YuXOnWLFihZg/f74YGRmp8t7Pro0bN4o333xTfPjhh2L37t21uwUnAAACNElEQVRi9erVIhKJFNvHE088IWKxmNi+fbt4//33xXe+8x3R2dk558+Lx3EcsXDhQvHQQw+VrW+0NpNMJsW+ffvEvn37BADx1FNPiX379hXv1J9JO7n77rtFd3e3eOONN8TevXvF9ddfL5YtWyZs267WYZ0XU50by7LEmjVrRHd3t/j73/9e9v6Tz+eFEEL85z//EY899pjYs2eP6O3tFa+++qq45JJLxOc+97k5fW5m+hqai+1muteTEEIkEgkRDAbFr371q3G/P5fbzHSf10LU7vsNA20F/PKXvxSLFi0SpmmKyy67rGy4qkYAYMLlueeeE0IIkclkxMqVK0VbW5swDEMsXLhQ3HHHHeLIkSPV3fEKuPXWW0VnZ6cwDEN0dXWJm266SRw4cKD4uOu6YtOmTaKjo0P4fD5xzTXXiPfff7+Ke1xZf/rTnwQAcfDgwbL1jdZmdu7cOeFr6I477hBCzKydZLNZsX79ehGPx0UgEBCrV6+eE+drqnPT29s76fvPzp07hRBCHDlyRFxzzTUiHo8L0zTFhRdeKO677z4xNDRU3QM7D6Y6NzN9Dc3FdjPd60kIIbZu3SoCgYAYHh4e9/tzuc1M93ktRO2+3yhnDoCIiIiIqC6xDy0RERER1TUGWiIiIiKqawy0RERERFTXGGiJiIiIqK4x0BIRERFRXWOgJSIiIqK6xkBLRERERHWNgZaIiIiI6hoDLRERERHVNQZaIiIiIqprDLREREREVNf+H1oFgIvuVVCnAAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], + "source": [ + "waves_df_inh = acsf_waveforms_filtered[acsf_waveforms_filtered.ei_labels==0]\n", + "waves_df_exc = acsf_waveforms_filtered[acsf_waveforms_filtered.ei_labels==1]\n", + "\n", + "apcount_thr = 50\n", + "\n", + "waves_df_exc = waves_df_exc[waves_df_exc.ap_count> apcount_thr]\n", + "\n", + "waves1_df_inh = waves_df_inh[waves_df_inh.trialnr==0]\n", + "waves2_df_inh = waves_df_inh[waves_df_inh.trialnr==1]\n", + "\n", + "waves1_df_exc = waves_df_exc[waves_df_exc.trialnr==0]\n", + "waves2_df_exc = waves_df_exc[waves_df_exc.trialnr==1]\n", + "\n", + "common_exps = set(waves1_df_exc.exp_name) & set(waves2_df_exc.exp_name) \n", + "\n", + "\n", + "waves1_df_exc = waves1_df_exc[waves1_df_exc.exp_name.isin(common_exps)]\n", + "waves2_df_exc = waves2_df_exc[waves2_df_exc.exp_name.isin(common_exps)]\n", + "\n", + "\n", + "waves1_inh = normalize(np.vstack(waves1_df_inh['waveform']))\n", + "waves2_inh = normalize(np.vstack(waves2_df_inh['waveform']))\n", + "\n", + "\n", + "fig,ax = plt.subplots(figsize=[8,8])\n", + "ax.plot(waves1_inh.T,c='red',alpha=0.2)\n", + "ax.plot(waves2_inh.T,c='blue',alpha=0.2)\n", + "plt.show()\n", + "\n", + "waves1_exc = normalize(np.vstack(waves1_df_exc['waveform']))\n", + "waves2_exc = normalize(np.vstack(waves2_df_exc['waveform']))\n", + "print(len(waves1_exc),len(waves2_exc))\n", + "\n", + "fig,ax = plt.subplots(figsize=[8,8])\n", + "ax.plot(waves1_exc.T,c='red',alpha=0.2)\n", + "ax.plot(waves2_exc.T,c='blue',alpha=0.2)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for i in range(len(np.vstack(waves1_df_exc.waveform))):\n", " fig,ax = plt.subplots(1,2)\n", @@ -3144,14 +1916,14 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" ] }, @@ -3166,15 +1938,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -3184,13 +1956,13 @@ "name": "stderr", "output_type": "stream", "text": [ - ":15: SettingWithCopyWarning: \n", + "C:\\Users\\Nishant Joshi\\AppData\\Local\\Temp\\ipykernel_28320\\2144417414.py:15: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " waves1_df_inh['labels_wave'] = labels_wave1\n", - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" ] }, @@ -3205,33 +1977,25 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.7714776030539698\n", - "0.7343737964635755\n" - ] - }, { "name": "stderr", "output_type": "stream", "text": [ - ":28: SettingWithCopyWarning: \n", + "C:\\Users\\Nishant Joshi\\AppData\\Local\\Temp\\ipykernel_28320\\2144417414.py:28: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -3239,28 +2003,39 @@ " waves2_df_inh['labels_wave'] = labels_wave2\n" ] }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7714776030539698\n", + "0.7343737964635755\n" + ] + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[6, 5]\n" + ] + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -3296,9 +2071,15 @@ "waves2_df_inh['labels_wave'] = labels_wave2\n", "print(adjusted_rand_score(labels_wave1,labels_wave2))\n", "print(adjusted_mutual_info_score(labels_wave1,labels_wave2))\n", - "return_confusion_matrix_(waves1_df_inh,waves2_df_inh,'labels_wave','labels_wave',shuffle=False,cmap='vlag',vmin=0,vmax=1,figsize=[6,5],save=False,)\n", + "return_confusion_matrix_(waves1_df_inh,waves2_df_inh,'labels_wave','labels_wave',shuffle=False,cmap='vlag',vmin=0,vmax=1,figsize=[6,5],\n", + " save=True,\n", + " savepath ='D:/Data For Publication/paper2/appendix/trial_1_2_waveform_inh_confusion.pdf')\n", + "\n", "plt.show()\n", - "sns.heatmap(plot_cosine_mat(waves1_inh,waves2_inh,labels_wave1,labels_wave2),annot=True)\n", + "plot_cosine_mat(waves1_inh,waves2_inh,labels_wave1,labels_wave2,figsize=[6,5],\n", + " save=True,\n", + " savepath ='D:/Data For Publication/paper2/appendix/trial_1_2_waveform_inh_cosine.pdf')\n", + "\n", "plt.show()\n", "\n", "# data_wave_FN_acsf['labels_wave'] = labels_wave" @@ -3426,14 +2207,34 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'D:/Data For Publication/paper2/part2/'" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "savepath" + ] + }, + { + "cell_type": "code", + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" ] }, @@ -3448,15 +2249,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -3466,7 +2267,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" ] }, @@ -3481,15 +2282,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -3505,26 +2306,29 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[6, 5]\n" + ] + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -3559,9 +2363,13 @@ "waves2_df_exc['labels_wave'] = labels_wave2\n", "print(adjusted_rand_score(labels_wave1,labels_wave2))\n", "print(adjusted_mutual_info_score(labels_wave1,labels_wave2))\n", - "return_confusion_matrix_(waves1_df_exc,waves2_df_exc,'labels_wave','labels_wave',shuffle=False,cmap='vlag',vmin=0,vmax=1,figsize=[6,5],save=False,)\n", + "return_confusion_matrix_(waves1_df_exc,waves2_df_exc,'labels_wave','labels_wave',shuffle=False,cmap='vlag',vmin=0,vmax=1,figsize=[6,5],\n", + " save=True,\n", + " savepath ='D:/Data For Publication/paper2/appendix/trial_1_2_waveform_exc_confusion.pdf')\n", "plt.show()\n", - "sns.heatmap(plot_cosine_mat(waves1_exc,waves2_exc,labels_wave1,labels_wave2),annot=True)\n", + "plot_cosine_mat(waves1_exc,waves2_exc,labels_wave1,labels_wave2,figsize=[6,5],\n", + " save=True,\n", + " savepath ='D:/Data For Publication/paper2/appendix/trial_1_2_waveform_exc_cosine.pdf' )\n", "plt.show()\n", "\n", "# data_wave_FN_acsf['labels_wave'] = labels_wave" @@ -8972,6 +7780,7 @@ "df = pd.read_pickle(\"D:/Biophysical_cluster/rect_bio_all_feats.pkl\")\n", "df = df[~df.exp_name.isin(discarded_exps)]\n", "# df = df[df.columns[1:]]\n", + "\n", "df_acsf = df[df.cond.isin(['acsf','acsf_bic'])]\n", "df_acsf = df_acsf[df_acsf.trial==0]\n", "df_acsf['labels_wave']=binarize_EI_labels(labels_wave,[1,2,3,6,7])\n", @@ -9009,29 +7818,27 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n", - "c:\\Users\\Nishant Joshi\\anaconda3\\lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + "c:\\Users\\Nishant Joshi\\anaconda3\\envs\\brian2\\Lib\\site-packages\\umap\\umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -9231,7 +8038,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -9240,7 +8047,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -9257,7 +8064,7 @@ }, { "cell_type": "code", - "execution_count": 272, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -9273,64 +8080,100 @@ }, { "cell_type": "code", - "execution_count": 280, + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr_columns = ['tau_m (ms)', 'R (MOhm)', 'C (nF)', 'gl (nS)', 'El (mV)',\n", + " 'Vr (mV)', 'Vt* (mV)', 'DV (mV)', 'current_at_first_spike', 'ap_count', 'fr', 'inst_fr',\n", + " 'time_to_first_spike', 'mean_isi', 'median_isi', 'max_isi', 'min_isi',\n", + " 'first_thr', 'mean_thr', 'median_thr', 'min_thr', 'max_thr',\n", + " 'mean_width', 'median_width', 'max_width', 'min_width',\n", + " 'mean_amplitude', 'median_amplitude', 'min_amplitude', 'max_amplitude',]\n", + "\n", + "# sns.heatmap(df_merged_exc[corr_columns].corr())\n", + "cond = 'm1-ago'\n", + "data_exc_m1 = df_merged_exc[df_merged_exc.cond=='m1-ago'][corr_columns]\n", + "data_exc_d2 = df_merged_exc[df_merged_exc.cond=='d2'][corr_columns]\n", + "data_exc_d1 = df_merged_exc[df_merged_exc.cond=='d1'][corr_columns]\n", + "data_exc_acsf = df_merged_exc[df_merged_exc.cond=='acsf'][corr_columns]\n", + "\n", + "nums_exc = [len(data_exc_m1),\n", + " len(data_exc_d2),\n", + " len(data_exc_d1),\n", + " len(data_exc_acsf)]\n", + "\n", + "data_inh_m1 = df_merged_inh[df_merged_inh.cond=='m1-ago'][corr_columns]\n", + "data_inh_d2 = df_merged_inh[df_merged_inh.cond=='d2'][corr_columns]\n", + "data_inh_d1 = df_merged_inh[df_merged_inh.cond=='d1'][corr_columns]\n", + "data_inh_acsf = df_merged_inh[df_merged_inh.cond=='acsf'][corr_columns]\n", + "\n", + "nums_inh = [len(data_inh_m1),\n", + " len(data_inh_d2),\n", + " len(data_inh_d1),\n", + " len(data_inh_acsf)]\n", + "\n", + "\n", + "data_exc_sample_acsf = data_exc_acsf.sample(n=np.min(nums_exc))\n", + "data_exc_sample_d2 = data_exc_d2.sample(n=np.min(nums_exc))\n", + "data_exc_sample_d1 = data_exc_d1.sample(n=np.min(nums_exc))\n", + "data_exc_sample_m1 = data_exc_m1.sample(n=np.min(nums_exc))\n", + "\n", + "data_inh_sample_m1 = data_inh_m1.sample(n=np.min(nums_inh))\n", + "data_inh_sample_d2 = data_inh_d2.sample(n=np.min(nums_inh))\n", + "data_inh_sample_d1 = data_inh_d1.sample(n=np.min(nums_inh))\n", + "data_inh_sample_acsf = data_inh_acsf.sample(n=np.min(nums_inh))\n", + "\n", + "def save_corr_plot(data,cond,e_i, n=None,frac=None):\n", + " if n is not None:\n", + " data = data.sample(n=n)\n", + " elif frac is not None:\n", + " data = data.sample(frac=frac)\n", + " sns.heatmap(data.corr(),xticklabels=corr_columns,yticklabels=corr_columns)\n", + " # if cond =='ascf':\n", + " plt.savefig('D:/Data For Publication/paper2/appendix/%s_%s_%s.pdf'%(cond,n,e_i),dpi=200)\n", + " plt.show()\n", + " \n", + "\n", + "save_corr_plot(data_exc_sample_m1,\n", + " cond='m1',\n", + " e_i = 'exc',\n", + " n=np.min(nums_exc),)\n", + "\n", + "# sns.heatmap(data_inh_sample_acsf.corr(),xticklabels=corr_columns,yticklabels=corr_columns)\n", + "# plt.savefig('D:/Data For Publication/paper2/appendix/'+cond+'inh'+'.pdf',dpi=200)\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { + "image/png": "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", "text/plain": [ - "'D:/Data For Publication/paper2/part3/'" + "
" ] }, - "execution_count": 280, "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "savepath2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "Vt* (mV) \n", - "DV (mV) \n", - "current_at_first_spike \n", - "ap_count \n", - "fr \n", - "inst_fr\n", - "time_to_first_spike \n", - "mean_isi \n", - "median_isi \n", - "max_isi \n", - "min_isi\n", - "first_thr \n", - "mean_thr \n", - "median_thr \n", - "min_thr \n", - "max_thr\n", - "mean_width \n", - "median_width \n", - "max_width \n", - "min_width\n", - "mean_amplitude \n", - "median_amplitude \n", - "min_amplitude \n", - "max_amplitude" - ] - }, - { - "cell_type": "code", - "execution_count": 284, - "metadata": {}, - "outputs": [ + "output_type": "display_data" + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9340,7 +8183,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAp4AAAIpCAYAAAALuTheAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzde1zO9/8/8MfV6epcOodUdKCDijaEKSJymGPNLKK1YVgIc1zhqzGHMHJMZoa2sM3IIaI5hGhGOUtY5NBhKh2u6/r90a/3p6vrqq7X1ZVOz/tu79ttva/X8/V+XZV69To9eSKRSARCCCGEEELqmVJDN4AQQgghhLQM1PEkhBBCCCHvBXU8CSGEEELIe0EdT0IIIYQQ8l5Qx5MQQgghhLwX1PEkhBBCCCHvBXU8CSGEEELIe0EdT0IIIYQQ8l5Qx5MQQgghhLwX1PEkhBBCCCHvBXU8CSGEEEIauXPnzmHo0KFo3bo1eDweDh8+XGvM2bNn0bVrV6irq6N9+/bYsmWLRJm4uDg4ODiAz+fDwcEBhw4dqofW/w91PAkhhBBCGrmCggK4uLjghx9+kKn8o0eP4Ovri969e+P69etYsGABZsyYgbi4OK7MxYsX4e/vj4CAAPz9998ICAiAn58fkpOT6+ttgCcSiUT1VjshhBBCCFEoHo+HQ4cOYfjw4dWWmTdvHn7//Xekp6dz9yZPnoy///4bFy9eBAD4+/sjPz8fx44d48oMHDgQrVq1wr59++ql7TTiSQghhBDynhUXFyM/P1/sKi4uVlj9Fy9exIABA8Tu+fj44OrVqygtLa2xzIULFxTWjqpU6q1m0mScPn0aU6dORVpaGpSU6udvkQ8++ADz58/HyJEjmeJKXz1kflbJ5sXMMQCg1K0Hc8y8L5OYY5Z5vWaOEbwpZY4BAJ4Kjzkm/mIb5pjHquzPMS1jDpFbgRzf1n3VcphjVNQEzDFCgXz/5kpLlZljLAeUMMeI3rF/oXgq8r0nkZB9Ak74lr19F8+ZMcf0CeEzx8hL+CSbOUbJSI85ZsSuXOYYNR779x0ADBW2Yo5xKnvHHNPz+a/MMazk+b0kTcQPPyI8PFzs3rfffouwsDCF1P/8+XOYmpqK3TM1NUVZWRlevXoFc3Pzass8f/5cIW2QhkY868jT0xMhISEN3Yw6mTt3LhYuXFhvnU4AWLx4Mb755hsIhcJ6ewYhhBDSVMyfPx95eXli1/z58xX6DB5PfFCgYnVl5fvSylS9p0jU8WzhLly4gHv37mHMmDH1+pzBgwcjLy8Px48fr9fnEEIIIfVKKFDIxefzoaurK3bx+YobWTczM5MYuczOzoaKigoMDQ1rLFN1FFSRqONZB4GBgTh79izWr18PHo8HHo+HjIwMCAQCBAUFwdraGhoaGrC3t8f69evFYqWNlA4fPhyBgYEyPdvKygrLly/H+PHjoa2tDUtLS/z22294+fIlPv74Y2hra8PZ2RlXr16tsZ79+/djwIABUFdX5+6FhYXB1dUV0dHRaNeuHbS1tTFlyhQIBAKsWrUKZmZmMDExwf/93/+J1RUWFoZ27dqBz+ejdevWmDFjBveasrIyfH19622xMiGEEPJeiISKuepZjx49cPLkSbF7J06cgLu7O1RVVWss4+HhUW/too5nHaxfvx49evRAcHAwsrKykJWVBQsLCwiFQrRt2xaxsbFIS0vDkiVLsGDBAsTGxir0+evWrUPPnj1x/fp1DB48GAEBARg/fjw+++wzXLt2DTY2Nhg/fjxqOrjg3LlzcHd3l7j/4MEDHDt2DPHx8di3bx+io6MxePBgPH36FGfPnsXKlSuxaNEiXLp0CQDw66+/Yt26ddi6dSvu3buHw4cPw9nZWazODz/8EElJ7GsiCSGEkJbu7du3SE1NRWpqKoDy45JSU1ORmZkJoHzqfvz48Vz5yZMn4/Hjx5g1axbS09MRHR2NnTt3IjQ0lCvz9ddf48SJE1i5ciVu376NlStX4tSpU/W6hJA2F9WBnp4e1NTUoKmpCTOz/y1WV1ZWFlswbG1tjQsXLiA2NhZ+fn4Ke76vry++/PJLAMCSJUsQFRWFDz74gJs2nzdvHnr06IEXL16Ita+yjIwMtG7dWuK+UChEdHQ0dHR04ODgAC8vL9y5cwdHjx6FkpIS7O3tsXLlSiQmJqJ79+7IzMyEmZkZvL29oaqqinbt2uHDDz8Uq7NNmzbIzMyEUCiUup60uLhYYkefUnGxQqceCCGEkDppoL0KV69ehZeXF/fxrFmzAAATJkxATEwMsrKyuE4oUN73OHr0KGbOnIlNmzahdevW2LBhA0aNGsWV8fDwwP79+7Fo0SIsXrwYHTp0wIEDB9CtW7d6ex/U8awnW7ZswY4dO/D48WMUFRWhpKQErq6uCn1G586duf+vWI9ReZSx4l52dna1Hc+ioiKxafYKVlZW0NHREatLWVlZrMNoamqK7Ozy3ZdjxoxBZGQk2rdvj4EDB8LX1xdDhw6Fisr/vsU0NDQgFApRXFwMDQ0NiWdGRERI7PBbNGcGlsz9uvpPAiGEEPIeid7DNLk0np6eNc5gxsTESNzr06cPrl27VmO9o0ePxujRo+vaPJnRVHs9iI2NxcyZMzFp0iScOHECqampmDhxIkpK/neUiZKSksQ3UMW5WrKqWKMB/G9XmrR7Ne0kNzIyQk6O5LExleupqEvavYq6LSwscOfOHWzatAkaGhqYOnUqPvroI7H39ObNG2hqakrtdALSd/jN+3pytW0nhBBC3juhUDFXC0UjnnWkpqYGgUD87L6kpCR4eHhg6tSp3L0HDx6IlTE2NkZWVhb3sUAgwM2bN8WG0d8HNzc3pKWlKaQuDQ0NDBs2DMOGDcNXX32Fjh074p9//kGXLl0AADdv3uT+Xxo+ny8xrV5a8kohbSOEEEJIw6OOZx1ZWVkhOTkZGRkZ0NbWhoGBAWxsbPDjjz/i+PHjsLa2xp49e3DlyhVYW1tzcX379sWsWbPw559/okOHDli3bh1yc3Pfe/t9fHywe/fuOtcTExMDgUCAbt26QVNTE3v27IGGhgYsLS25MklJSRIZEgghhJAmpYGm2psLmmqvo9DQUCgrK8PBwQHGxsbIzMzE5MmTMXLkSPj7+6Nbt254/fq12OgnAEyaNAkTJkzA+PHj0adPH1hbW7/30U4A+Oyzz5CWloY7d+7UqR59fX1s374dPXv2ROfOnZGQkIA//viDOyvs2bNnuHDhAiZOnKiIZhNCCCENQ0HneLZUPFFNK1VJizB37lzk5eVh69at9faMOXPmIC8vD9u2bWOKo5SZ5ShlZt1QysxylDKzHKXMLEcpM+VT8rjmzTqyUrOsfulZc0ZT7Y1cSUkJHBwcsHv3bvTs2bNenrFw4UJs2rQJCQkJ8Pb2Rk5ODvT19RVWf3FxMXbs2IEDBw4wx8rTiVSbuow5BgB2ui1hjtn84i/mmJnXHJhjVNXl+2F/9onkUVm1+XhcAXNMRhx7x1hVg72TxleXr7f65Dn7L+VEsP+iLJTj7wN5E9MV8Ng7af5n3zDHpOeyZzCx18lljgEAebL0/VBiyBzjx5NjtKmYvdMOOdMQK7Vmf09FSU/YY4TsXYB3kO+P4Bw5ehudPngp17PqHU211wlNtb8HgYGBXGYjFRUVtGvXDlOmTJG6mxwoXwupra0NbW1t6Ojo4NGjR/Dx8eHuVdRVcXh7heLiYhgaGoLH4yExMVHstSNHjsDT0xM6OjrQ1NTEBx98wB29oKenhwULFkBZWb7OTW34fD7Cw8OxatWqeqmfEEIIeW9oV3udUMfzPRk4cCCysrKQkZGBHTt24I8//pBY91nB3d2dy07Qpk0brF69mvu4ImOBhYUFdu3aJRZ36NAhaGtrS9S3ceNGfPzxx/Dw8EBycjJu3LiBTz75BJMnTxbLYFCfxo0bh6SkJKSnp7+X5xFCCCGk8aGO53vC5/NhZmaGtm3bYsCAAfD398eJEyekltXQ0ICNjQ3y8/Px+PFjBAUFwcbGhruA8kwF+/fvR1FRERcXHR2NCRMmiNX15MkTzJ49GyEhIVixYgUcHBxgY2OD2bNn4/vvv8eaNWuQnJwsFpOSkgJ3d3doamrCw8NDbOORvHncDQ0N4eHhQbnaCSGENGkikVAhV0tFHc8G8PDhQ8THx0scyF7VuXPnYGdnB11dXYnXunbtCmtra8TFxQEo72CeO3cOAQEBYuV+/fVXlJaWSh3Z/PLLL6GtrS3RGVy4cCHWrFmDq1evQkVFBZMmTRJ7nTWPewXK1U4IIaTJo6n2OqHNRe/JkSNHoK2tDYFAgHfvynfqrV27tsaY6vKoV5g4cSKio6Px2WefYdeuXfD19YWxsbFYmbt370JPTw/m5uYS8Wpqamjfvj3u3r0rdv///u//0KdPHwDAN998g8GDB+Pdu3dcak3WPO4V2rRpg4yMjBrfMyGEEEKaL+p4videXl6IiopCYWEhduzYgbt372L69Ok1xlSXR73CZ599hm+++QYPHz5ETEwMNmzYwNwukUjEpdasUDkHfEWHNTs7G+3atQPAnse9goaGBgoLC6ttS3FxMYqLi8XulZUJwFepn01PhBBCCLMWPE2uCDTV/p5oaWnBxsYGnTt3xoYNG1BcXIzw8PAaY6rLo17B0NAQQ4YMQVBQEN69e4dBgwZJlLGzs0NeXh7+/fdfiddKSkrw8OFD2Nrait2vLd87ax73Cm/evJEYka0sIiICenp6YtfqpFvVlieEEELeOzpAvk6o49lAvv32W6xevVpqh7CCm5sbbt++jZrO+J80aRISExMxfvx4qcchjRo1CioqKlizZo3Ea1u2bEFBQQHGjh0r35tgdPPmTbi5uVX7+vz585GXlyd2hfZ2fC9tI4QQQmQiEirmaqFoqr2BeHp6wtHREStWrMAPP/wgtYyXlxcKCgpw69YtODk5SS0zcOBAvHz5UuoGJABo164dVq1ahdDQUKirqyMgIACqqqr47bffsGDBAsyePRvdunVT2PuqSVJSEpYtq/5wdz6fDz5fPDtIAU2zE0IIIc0GjXg2oFmzZmH79u148kR6xglDQ0OMHDkSe/furbYOHo8HIyMjqKmpVVtm5syZOHToEJKSkuDu7g4nJyf8/PPPiIqKwurVq+v8PmRx8eJF5OXlYfTo0e/leYQQQki9oF3tdUK52hu5f/75B97e3rh//77Yhp6mZsyYMXBzc8OCBQuY4gqWjmN+1vtMmTntxRnmmHud5EmZKd96oEadMlOOvObvM2XmP6rVb+yrTqEcKR/fa8pMDXlSZrKnDn2/KTPZfy76vWP/pd91shwThHKmzIQS+ydCnpSZI26yvyd5v199VSRPVqnNF13Y35PBobPMMayKb55USD18p/4KqaepoRHPRs7Z2RmrVq1q0scQFRcXw8XFBTNnzmzophBCCCGkAdEazyagajai+lZSUgIHBwfs3r0bPXv2rHN9fD4frq6u8PDwQEpKitixS7VR6taD+XnyjFwCQND1pcwxfkETmWNEwhLmmKJs+da6fhxQ/fFV1Qnezz6SZs6TTNVam9aF7D9+iovkm6DRVWUfp/mkI/toi5oZ+3sSlcg35SYSsn8ulLTZ29fGrLj2QlWUZb5jjikPZH9P3w+tfsNidU7Pfsgck3fiOXOMvLKfsY/iWvetOSGJNME3zZhj+HJ83wFA+zL2mZTdKRbMMe9leKMFT5MrAo14NmPPnz/H9OnT0b59e/D5fFhYWGDo0KFISEioMW7btm2wtLRk6nQmJiaCx+NJXIsWLQIADBkyBDweDz///HOd3hMhhBDSkEQigUKulopGPJupjIwM9OzZE/r6+li1ahU6d+6M0tJSHD9+HF999RVu375dbezGjRsRFhYm13Pv3LkjtsNeW/t/I2ETJ07Exo0b8dlnn8lVNyGEEEKaNhrxbKamTp0KHo+Hy5cvY/To0bCzs4OjoyNmzZolkUO9smvXruH+/fsYPHgwdy8jIwM8Hg8HDx6El5cXNDU14eLigosXL0rEm5iYwMzMjLsqdzyHDRuGy5cv4+FD9mkuQgghpFGgczzrhDqezdCbN28QHx+Pr776ClpaWhKv6+vrVxt77tw52NnZST0XdOHChQgNDUVqairs7OwwduxYlJXJvsvY0tISJiYmSEpKkjmGEEIIaVToOKU6oan2Zuj+/fsQiUTo2LEjc2xGRgZat5Z+BE9oaCg3EhoeHg5HR0fcv39f7Dlt27YVi3n8+DEMDQ25j9u0aVPtDn1pudqFJaXgq7EvmieEEELqRQserVQEGvFshiqOZuXJcSheUVER1NWln1/YuXNn7v/NzcvPZMvOzhYrk5SUhNTUVO5q1Ur8DEANDQ0UFkrfaS0tV/v3BxRzXhohhBBCGh51PJshW1tb8Hg8pKenM8caGRkhJydH6muqqv8beazo1AqrTBdYW1vDxsaGu6oenfTmzRsYGxtLrV9arvY5/i3zgF1CCCGNlFCgmKuFoo5nM2RgYAAfHx9s2rQJBQWSZ6fl5uZWG+vm5obbt2+jPhJavXv3Dg8ePICbm/Rz9/h8PnR1dcUummYnhBDSqNDmojqhjmcztXnzZggEAnz44YeIi4vDvXv3kJ6ejg0bNqBHj+oPZffy8kJBQQFu3bql8DZdunQJfD6/xucTQgghpPmijmczZW1tjWvXrsHLywuzZ8+Gk5MT+vfvj4SEBERFRVUbZ2hoiJEjR2Lv3r0Kb9O+ffswbtw4aGpqKrxuQggh5L2gXe11QrvamzFzc3P88MMP+OGHH5jiFixYAG9vbyxYsAA6OjqwsrKSmHrX19cXu+fp6Vnj9PzLly/x66+/4urVq2xvghBCCGlMWvA0uSJQx7MFsbKyQkhICEJCQqotU1JSghEjRiA4OBgZGRlwdnZWyLNDQkLw4Ycfwtramilu3pfsZ35ufvEXcwwgX951nZ27mGNOOi5gjnmiKt8/1cGJ/zLHCCF5hmtt/EvY88/nybG2PkdJvpz1zprSN8zVpDif/Vk8FdnPteXI+TtMxYB9wirxmAlzjIvZS+aYu1nszwHk+1T0trvHHGOiUsocM/OZHnOMvN6J2L+P+iaw513/YnUH5hgI5PgeB1D2VwpzTPwxmh1rjmiqnYipyNO+fPlypk7n1q1b4eLiAi0tLejr68PNzQ0rV67kXl+3bh3++usvPHr0qD6aTQghhLwfNNVeJ9TxJGI2btyIzz//nClm586dmDVrFmbMmIG///4b58+fx9y5c/H27VuujImJCQYMGIAtW7YousmEEELI+0Mdzzqhjmcz8d9//2HcuHHQ0tKCubk51q1bB09Pzxqn1auSN0/7H3/8AT8/PwQFBcHGxgaOjo4YO3Ysli1bJlb/sGHDsG/fvjq/V0IIIYQ0TdTxbCZmzZqF8+fP4/fff8fJkyeRlJSEa9euMdUhb552MzMzXLp0CY8fP66x/g8//BBPnjyptRwhhBDSWIlEAoVcLRV1PJuB//77D7t378bq1avRr18/ODk5YdeuXRAI2L6xZcnTbmdnh/DwcDx+/Bj3798HAHz77bfQ19eHlZUV7O3tERgYiNjYWImsRm3atOGeI01xcTHy8/PFLkEL/sdJCCGkEaKp9jqhjmcz8PDhQ5SWluLDDz/k7unp6cHe3p6pHnnztJubm+PixYv4559/MGPGDJSWlmLChAkYOHCgWOdTQ0MDAJhytV/NY0/7SQghhNSbBsxctHnzZlhbW0NdXR1du3ZFUlL1J78EBgaCx+NJXI6OjlyZmJgYqWXevXsnV/tkQR3PZqDi/MyK/OlV78uqrnnanZyc8NVXX2Hv3r04efIkTp48ibNnz3Kvv3nzBgCYcrW763Vieg+EEEJIc3TgwAGEhIRg4cKFuH79Onr37o1BgwYhMzNTavn169cjKyuLu548eQIDAwOMGTNGrJyurq5YuaysrGoHoRSBOp7NQIcOHaCqqorLly9z9/Lz83HvHtv5dorM0+7g4AAAYrnib968CVVVVbG/tiqTlqtdmSffuY2EEEJIvWigqfa1a9ciKCgIn3/+OTp16oTIyEhYWFhUm41QT08PZmZm3HX16lXk5ORg4kTxM6t5PJ5YOTMz9jNhWdAB8s2Ajo4OJkyYgDlz5sDAwAAmJib49ttvoaSkJDEKWpPKedqdnJxkjpsyZQpat26Nvn37om3btsjKysLy5cthbGwslpc9KSkJvXv35qbcCSGEkCZHQZmLiouLUVxcLHaPz+eDz+dLlC0pKUFKSgq++eYbsfsDBgzAhQsXZHrezp074e3tDUtLS7H7b9++haWlJQQCAVxdXbFs2TK4ubkxvhvZ0YhnM7F27Vr06NEDQ4YMgbe3N3r27IlOnToxDZfLm6fd29sbly5dwpgxY2BnZ4dRo0ZBXV0dCQkJMDQ05Mrt27cPwcHBTHUTQgghzZG0fQ0RERFSy7569QoCgQCmpqZi901NTfH8+fNan5WVlYVjx45JnNPdsWNHxMTE4Pfff8e+ffugrq6Onj17Ms+YsqARz2ZCR0dHrMNYUFCA8PBwfPHFF9y96naTVyZPnvZRo0Zh1KhRNdb7559/QllZGaNHj5bxHRFCCCGNkIJ2pM+fPx+zZs0SuydttLMyaXs5ZJnZjImJgb6+PoYPHy52v3v37ujevTv3cc+ePdGlSxds3LgRGzZsqLVeeVDHs5m4fv06bt++jQ8//BB5eXno2rUrNDU18fHHH1cb8/r1a3Tq1AmXL1+GlZUVAMDZ2RmrVq1SaJ52AEhPT8erV69QXFwMFRXZv+2Web1mftbMaw7MMQAgErLnG5cn73r/WyuYY8pSTzDHAAB47JMa3887wBxT9FaNOWbzO9mXgVRIfSd9EX1tVr+1YI4xdy2ovVAVcnwLoSRHvokn1dbs6587m7LnXTcN788eI8f3HQC5pjDLjp9hjnEI1GaOidaouUMglVC+9fKCx9nMMSqukucv1+b6rJvMMfLaz2fPdT/8XWk9tEQBFDTVXt20ujRGRkZQVlaWGN3Mzs6WGAWtSiQSITo6GgEBAVBTq/lntZKSEj744IN6HfGkqfYmSNoRCV26dMHkyZPh4uICb29vAMCKFStgZGRUbT0REREYOnQo1+msMGHCBJk7nUOHDuWeV9XFixfB4/Fw7do1hIaGolevXli3bp1sb5IQQgghAAA1NTV07doVJ0+eFLt/8uRJeHh41Bh79uxZ3L9/H0FBQbU+RyQSITU1lTs2sT5Qx7OJGjhwoMTxBxkZGXj79i13bFHVBcSVFRUVYefOncx52asKCgrC6dOnpWYjio6OhqurK7p06QIAmDhxIqKiopgPtieEEEIajQba1T5r1izs2LED0dHRSE9Px8yZM5GZmYnJkycDKJ+6Hz9+vETczp070a1bN6mbhsPDw3H8+HE8fPgQqampCAoKQmpqKldnfaCOZxPF5/Mljj9o1aqVzPHHjh2DioqK2K7zxMRE8Hg8HD9+HG5ubtDQ0EDfvn2RnZ2NY8eOoVOnTtDV1cXYsWO5Q+CHDBkCExMTxMTEiNVfWFiIAwcOiP2F5ePjg9evX4ud7UkIIYQ0KQ3U8fT390dkZCSWLl0KV1dXnDt3DkePHuUGmbKysiTO9MzLy0NcXFy1o525ubn44osv0KlTJwwYMADPnj3DuXPnxBLSKBqt8Wyhzp07B3d3d6mvhYWF4YcffoCmpib8/Pzg5+cHPp+Pn3/+GW/fvsWIESOwceNGzJs3DyoqKhg/fjxiYmKwZMkSbpHzL7/8gpKSEowbN46rV01NDS4uLkhKSkLfvn3fy/skhBBCmoupU6di6tSpUl+rOgAElJ/lWV22QABYt27de18CRyOeTdSRI0egra0tdi1btkzm+Jrysi9fvhw9e/aEm5sbgoKCcPbsWURFRcHNzQ29e/fG6NGjcebM/xb0T5o0CRkZGUhMTOTuRUdHY+TIkRKjsG3atJFpdz0hhBDSKDVgyszmgEY8mygvLy+JbAUGBgYyx8ual93U1BSamppo37692L3KWZI6duwIDw8PREdHw8vLCw8ePEBSUhJOnJDcia2hoVHtX1/SDtMtFgjBV6a/jwghhDQSCjpOqaWi3+hNlJaWFmxsbMQulo4nS172yh9X3Kuapz0oKAhxcXHIz8/Hrl27YGlpiX79+knU/ebNm2pztUs7THftjQyZ3xMhhBBS72jEs06o49lCubm5IS0tTWH1+fn5QVlZGT///DN2796NiRMnSj3U9ubNm9Wm4po/fz7y8vLErlmdrRTWRkIIIYQ0LJpqb6KKi4slDpJVUVGp8dzOynx8fDB//nzk5OQw7Yavjra2Nvz9/bFgwQLk5eUhMDBQokxGRgaePXtW7bmf0g7TFdE0OyGEkMaEptrrhH6rN1Hx8fEwNzcXu3r16iVzvLOzM9zd3REbG6uwNgUFBSEnJwfe3t5o166dxOv79u3DgAEDajxflBBCCGnUaKq9Tqjj2QTFxMRAJBJJXLdv3+bKiEQiiZysVS1evBjr16/n1mt6enpCJBJBX1+fKxMYGIjc3FyxuLCwMKSmpkrU16NHD4hEIhw/flziteLiYkRFRWHx4sUyv09CCCGENC801d6C+fr64t69e3j27BksLNhzWbN4/PgxFi5ciJ49e9brcwghhJB6RVPtdUIdzxZs586d+PPPP/H111/X+7O2bduGkpIS5jjBm1LmGFV1ZeYYACjKZo97osr+T6gsVfKYqdqouA5gjgEAQfp55hjDEW2YYxI3sH+dLoseMMfklxYwxwBArB77e+phrcccw9PVZo7h5/7HHAMASu3Ycykbm71ifxBPjokxVTX2GECuX+jCIvbvvbc32D8P+ssDmGPknU5VcnnDHqQm/Xi8mghE2cwx8k6TWgtVay9URZtWr+V8Wj2jjmed0FR7EzB06NBqN+RcvHgRPB4P165dY6qzuLgYS5YsqdPU94sXL6CqqoqffvpJ6utffvkldybo3LlzsWvXLjx69Eju5xFCCCGkaaOOZxMQFBSE06dP4/HjxxKvRUdHw9XVFV26dJF4TSQSoaysTGqdcXFx0NbWRu/eveVul6mpKQYPHoxdu3ZJvFZUVIT9+/dz+WFNTEwwYMAAbNmyRe7nEUIIIQ1OJFLM1UJRx7MJGDJkCExMTCTysBYWFuLAgQNc5y4xMRE8Hg/Hjx+Hu7s7+Hw+kpKSpNa5f/9+DBs2TOxeYGAghg8fjhUrVsDU1BT6+voIDw9HWVkZ5syZAwMDA7Rt2xbR0dFcTFBQEM6cOSORBvPXX3/Fu3fv8Nlnn3H3hg0bhn379tXhM0EIIYQ0MKFQMVcLRR3PJkBFRQXjx4/ndrNX+OWXX1BSUoJx48aJlZ87dy4iIiKQnp4ulv6ysqSkJLi7u0vcP336NP7991+cO3cOa9euRVhYGIYMGYJWrVohOTkZkydPxuTJk/HkyRMA5RuUzMzMJDrF0dHRGD58OAwNDbl7H374IZ48eSJ15JYQQgghzR91PJuISZMmISMjA4mJidy96OhojBw5UuIA+KVLl6J///7o0KGDWMevQm5uLnJzc9G6dWuJ1wwMDLBhwwbY29tj0qRJsLe3R2FhIRYsWABbW1vMnz8fampqOH++fNOKsrKyRKf40aNHOHv2LDcSW6FNm/INHlVHRysUFxcjPz9f7CoWtNy/CgkhhDRCNOJZJ9TxbCI6duwIDw8Pbpr7wYMHSEpKwqRJkyTKShvJrKyoqAgAoK4uuQvS0dERSkr/+7YwNTWFs7Mz97GysjIMDQ2Rnf2/3ZBBQUF4/PgxTp8+DaC8Q9y2bVuJDVEaGhoAypcISCMtV3vkvcwa3wshhBDyXtEB8nVCHc8mJCgoCHFxccjPz8euXbtgaWmJfv36SZTT0tKqsR5DQ0PweDzk5ORIvKaqKn7kBY/Hk3pPWOmvNVtbW/Tu3Ru7du2CUCjkcrVX7sACwJs35UeEGBsbS22XtFztIbaSGZAIIYSQBkMjnnVCHc8mxM/PD8rKyvj555+5zh2Px2OuR01NDQ4ODkhLS1NY24KCgnDw4EHExcXh6dOnmDhxokSZmzdvQlVVFY6OjlLr4PP50NXVFbv4lKudEEIIaTbot3oToq2tDX9/fyxYsAD//vsvAgMD5a7Lx8cHf/31l8LaNmbMGKiqquLLL79Ev379YGVlJVEmKSkJvXv35qbcCSGEkCaHjlOqE+p4NjFBQUHIycmBt7c32rWTfxo6ODgYR48eRV5enkLapampiU8++QQ5OTlS150CwL59+xAcHKyQ5xFCCCENgqba64RSZjYxPXr0EDtSqTJPT89qX6uqY8eOGDJkCDZv3oz58+cDgMSRSADEdtFXqG5X+tatW7F161apr/35559QVlbG6NGjZWofIYQQQpof6ni2YGVlZbhw4cJ7edaMGTMQHBwMFRW2bzmeCvsa1rNPJI+JksXHAdJ329dkcOK/7A+SI/e1PDnXAUC5U0/mmOyZMcwxL1XY84a/eZvPHPO29B1zDADki9jzeSt3dWV/kJYOe8xr9nzZAIAODswhvNPH2WNamTLHiEQC5hh5qQ32ZI55s+wsc4zg2BHmGAjlm04ty8xljlH7SPra+ZrY2LDnQpd3M7ZKRqvaC1VxK5c9xp45Qg4teLRSEWiqvZGQNR97RXai3NxcqWU9PT1let6NGzeQmJiIn3/+Wc4Wl6fdVFZWRmam9COPOnbsiBkzZgAA1q1bh+joaLHd8IQQQkiTQ8cp1Ql1PBsJefOxA8D58+dx6tQpsXunTp3iDnmX5ocffsCYMWOgoyPHCM3/N2zYMBgaGmL37t1S23Tnzh3uEPnBgwcjLy8Px4+zj7gQQgghpHmgjmcjIUs+9oyMDHh5eQEAWrVqBR6Ph8DAQLRr1w5bt27F1KlT8d9//2Hq1KnYsWOH1J3lACAUCvHLL79I5Gq3srLC8uXLMX78eGhra8PS0hK//fYbXr58iY8//hja2tpwdnbG1atXAZSf+RkQECCRyhMo7yx37doVLi4uAMoPnvf19aVc7YQQQpo0kVCkkKuloo5nIyFLPnYLCwvExcUBAO7cuYOsrCysX78eFhYW+OWXX6Cnp4dr165BX18f+/fv51JUVnXjxg3k5uZKzXC0bt069OzZE9evX8fgwYMREBCA8ePH47PPPsO1a9dgY2OD8ePHc20MCgrCw4cPcfbs/9ZMFRQUIDY2ViJl5ocffoikpKQ6f64IIYSQBkO72uuEOp6NSG352JWVlWFgYAAAMDExgZmZGfT09PDs2TN88sknyM3NRZcuXZCTk4NPPvkEz549k/qcjIwMKCsrw8TEROI1X19ffPnll7C1tcWSJUvw33//4YMPPsCYMWNgZ2eHefPmIT09HS9evAAAODg4oFu3bti1axdXR2xsLAQCAcaOHStWd5s2bZCZmVntOk/K1U4IIYQ0b9TxbERY8rFXlpGRgc8//xxRUVHQ0dFBVFQUPv/882qPPSoqKgKfz5ea9ahz587c/5ualu9mrZyrveJe1Vztv/76K/777z8A/+ss6+vri9WtoaEBoVCI4uJiqe2Slqt93R3K1U4IIaQRoc1FdUIdz0ZG1nzslfXs2VNiR7y3tzd69pR+lI6RkREKCwtRUlIi8VrlvOwVHVNp9yqPWn7yySfg8Xg4cOAA7t+/j7/++ktimh0oz9WuqalZbeYiabnaZ9pTrnZCCCGNiFCkmKuFoo5nI1NbPnY1NTUAgEAg/Zw8aQe+V+Xq6goACsvVrqOjgzFjxmDXrl2Ijo5G+/btpR7rdPPmzWp35gOUq50QQkgTQGs864R+qzcyteVjt7S0BI/Hw5EjR/Dy5Uu8ffuW+RnGxsbo0qWLQnO1BwUF4cKFC4iKisKkSZOkTuMnJSVhwIABCnsmIYQQQpoW6ng2QjXlY2/Tpg3Cw8PxzTffwNTUFNOmTZPrGV988QX27t2riOYCAHr16gV7e3vk5+djwoQJEq8/e/YMFy5cwMSJExX2TEIIIeS9oxHPOqGUmY1QTfnYAWDx4sVYvHhxnZ4xYcIErFixAhcvXkSPHj0ASM/BXrUdVlZW1bbt9u3b1T4vMjISgYGBaNu2rfyNJoQQQhpaDb+fSe2o49lCqaurw97eHps3b+Y6nvVp//79CA8PZ46Lvyj9LNKafDyugDkGAIL3s/8wEUKXOeb7eQeYYwxHsH8eAPnyrpvHb2eOEbguYY6Zot+VOUZPJLmEQxZ5YP/a5m9LZI4RlrJPIpUVyzfxxNdNZo7JeabJHKN9fFftharG2Mj3dZJnDi42wZw5pocanznGzK49c4yomrX4teF3M2SOKf4lgTkm/Z4xc8w7OSdKX6mwdzdGf6Ml17NI40ZT7Y1QYGAgeDweeDweVFVVYWpqiv79+4vlOk9JSQGPx6t2naaPj49EZqLKbty4gatXr2Lz5s1yt5MlV/umTZvw3XffUa52QgghTRtNtdcJdTwbqYEDByIrKwsZGRk4duwYvLy88PXXX2PIkCEoKyvj0lFWPri9wpMnT3Dq1CmpRxpVoFzthBBCiBzoOKU6oY5nI8Xn82FmZoY2bdqgS5cuWLBgAX777TccO3aMy+ceFBSE2NhYFBSITy3HxMTA2NgYgwcPllo35WonhBBCSEOgjmcT0rdvX7i4uODgwYMAgHHjxqG0tBS//PILV0YkEiEmJgYTJkyASjVraihXOyGEECKnBsxctHnzZlhbW0NdXR1du3at8XdqYmIit2yv8lV1I3BcXBwcHBzA5/Ph4OCAQ4cOydU2WVHHs4np2LEjt/vcwMAAw4cPF5tuT0xMxMOHD2tMs9lYc7UTQgghjV4DTbUfOHAAISEhWLhwIa5fv47evXtj0KBB1e6zqHDnzh1kZWVxl62tLffaxYsX4e/vj4CAAPz9998ICAiAn58fkpPZNy/KijqeTYxIJBI7nD0oKAjnzp3D/fv3AZRPcffs2RP29vbV1tFYc7UXFxcjPz9f7CoVybcrlBBCCGlO1q5di6CgIHz++efo1KkTIiMjYWFhgaioqBrjTExMYGZmxl3Kysrca5GRkejfvz/mz5+Pjh07Yv78+ejXrx8iIyPr7X1Qx7OJSU9Ph7W1Nfext7c3LC0tERMTg/z8fBw8eLDGTUVA483VHhERAT09PbHrt7e3anwvhBBCyPskEgoVckkbbKluYKakpAQpKSkS2f8GDBiACxcu1NheNzc3mJubo1+/fjhz5ozYaxcvXpSo08fHp9Y664I6nk3I6dOn8c8//2DUqFHcPR6Ph4kTJ2L37t34+eefoaSkBD8/vxrraay52ufPn4+8vDyx62NtR4W0kRBCCFEIBU21SxtsiYiIkPrIV69eQSAQcLOOFUxNTfH8+XOpMebm5ti2bRvi4uJw8OBB2Nvbo1+/fjh37hxX5vnz50x1KgIdIN9IFRcX4/nz5xAIBHjx4gXi4+MRERGBIUOGYPz48WJlJ06ciKVLl2LBggX45JNPoKVV86G7lXO1V3RC6yooKAi9e/dGWloaQkND5crVzufzweeLH+ysylOupjQhhBDSAOTcGFTV/PnzMWvWLLF7VX8HVlX1d2vV5XeV2dvbiy2769GjB548eYLVq1fjo48+kqtORaARz0YqPj4e5ubmsLKywsCBA3HmzBls2LABv/32m9j6DABo164dvL29kZOTU+OmosooVzshhBDScPh8PnR1dcWu6jqeRkZGUFZWlhiJzM7OlhixrEn37t1x79497mMzM7M618mKRjwboZiYGO6sTlmxHsxOudoJIYQQOTTA4e9qamro2rUrTp48iREjRnD3T548iY8//ljmeq5fvw5z8/+lme3RowdOnjyJmTNncvdOnDgBDw8PxTRcChrxfE+2bdsGCwsLKCkpITIyEmFhYQqb5paHuro6fvzxR7x69UrmmIozwXJzcwGUd5Cr7lyvjomJCZYtWyZHSwkhhJBGpIFSZs6aNQs7duxAdHQ00tPTMXPmTGRmZmLy5MkAyqfuKy/Fi4yMxOHDh3Hv3j3cunUL8+fPR1xcHKZNm8aV+frrr3HixAmsXLkSt2/fxsqVK3Hq1CmEhITU+dNUnWY94pmRkQFra2tcv35doZ08Ho+HQ4cOYfjw4TKVz8/Px7Rp07B27VqMGjUKenp6EAqFmD59ep3a4enpCVdXV7mPPejTpw9TeQ8PD2RlZUFPT4/5WXPmzGGOAYDHquzrTDLiSuV6ljlPmznGX8rJALUpeqvGHJO4Qb739FLFvPZCVQhclzDHjE9dyhzzcljNpy9Ik5nRijkGAJy/qHndlDRrdrGPzpfw2EdC1ETyraXSe8EeZ1bK3j7lPOYQtHpYxh4kJzMe+5Fr7Qax/7uNXMq+2UJNzoGxUt5L5hgR2jDHDNd9wxyjpCznm8ph/71xPiKXOaZ/CHNIk+Hv74/Xr19j6dKlyMrKgpOTE44ePQpLS0sAQFZWltiZniUlJQgNDcWzZ8+goaEBR0dH/Pnnn/D19eXKeHh4YP/+/Vi0aBEWL16MDh064MCBA+jWrVu9vY8G7XgKBALweDwoKYkPvJaUlEBNjf2Xc2OVmZmJ0tJSDB48WGyIW1u7+o5OY/wcqKmpwczMrKGbQQghhDScBsyzPnXqVEydOlXqa1WX6M2dOxdz586ttc7Ro0dj9OjRimieTJin2oVCIVauXAkbGxvw+Xy0a9cO//d//ycxDQsAqamp4PF43NrBiqnZI0eOcOmZHj9+zOUIDwwMhJ6eHoKDgwEAFy5cwEcffQQNDQ1YWFhgxowZYnnJrayssGLFCkyaNAk6Ojpo164dtm3bxr1ecd6lm5sbeDye1CN+qrpy5Qr69+8PIyMj6OnpoU+fPrh27ZrYMwFgxIgR4PF43MfViYmJ4Q5gb9++Pff5qDrVHhgYiOHDhyMiIgKtW7eGnZ0dgPL0WLa2tlBXV4epqSn3zREYGIizZ89i/fr1XBosaWs0K8vJycG4ceNgbGwMDQ0N2NrachmHMjIywOPxsH//fnh4eEBdXR2Ojo5ITEzk4qV9jSt7/fo1PvzwQwwbNgzv3r2DSCTCqlWr0L59e2hoaMDFxQW//vprjW0khBBCGrUGTJnZHDB3POfPn4+VK1di8eLFSEtLw88//8y0+6mwsBARERHYsWMHbt26xaVt/P777+Hk5ISUlBQsXrwY//zzD3x8fDBy5EjcuHEDBw4cwF9//SW2NgEA1qxZA3d3d1y/fh1Tp07FlClTuE0uly9fBgCcOnUKWVlZXI7zmvz333+YMGECkpKScOnSJdja2sLX15fLynPlyhUAwK5du5CVlcV9XB1/f3+cOnWKa09WVhYsLCyklk1ISEB6ejpOnjyJI0eO4OrVq5gxYwaWLl2KO3fuID4+njsCYf369ejRoweCg4O5NFjV1Vuh4mt27NgxpKenIyoqCkZGRmJl5syZg9mzZ+P69evw8PDAsGHD8Pr161o/b0+fPkXv3r3RsWNHHDx4EOrq6li0aBF27dqFqKgo3Lp1CzNnzsRnn30mltedEEIIIS0H01T7f//9h/Xr1+OHH37gjszp0KEDevXqJTYyVpPS0lJs3rwZLi4uYvf79u2L0NBQ7uPx48fj008/5Ra42traYsOGDejTpw+ioqKgrq4OoDy3eMWw87x587Bu3TokJiaiY8eOMDY2BgAYGhrKPEXct29fsY+3bt2KVq1a4ezZsxgyZAhXp76+vkx1amhowNDQEED5+Zk1xWhpaWHHjh3cFPvBgwehpaWFIUOGQEdHB5aWlnBzcwMA6OnpQU1NDZqamjK/t8zMTLi5ucHd3R0ApI7WTps2jTugPioqCvHx8di5c2eNw/V3795F//798fHHH3MjsAUFBVi7di1Onz7N7Zpv3749/vrrL2zdupV5fSkhhBDSKDTgVHtzwNTxTE9PR3FxMfr16yf3A9XU1MTygVeo6AxVSElJwf3798XOmhSJRBAKhXj06BE6deoEQDy3OI/Hg5mZmVgecVbZ2dlYsmQJTp8+jRcvXkAgEKCwsFBswW59cXZ2FlvX2b9/f1haWqJ9+/YYOHAgBg4ciBEjRkBTU1Ou+qdMmYJRo0bh2rVrGDBgAIYPHy5xZEJFJxEAVFRU4O7ujvT09GrrLCoqQq9evTB27FisX7+eu5+WloZ3796hf//+YuVLSkq4znNVxcXFEunCykQCqNAh8oQQQhoJkRw70sn/ME21V5djGwC3QajyGY+lpZI7cTU0NKSeiF81245QKMSXX36J1NRU7vr7779x7949dOjQgStXOY84UN75FNbhmyIwMBApKSmIjIzEhQsXkJqaCkNDQ6l5zRWt6udAR0cH165dw759+2Bubo4lS5bAxcWl2jWWtRk0aBAeP36MkJAQ/Pvvv+jXr5/YKHN1aspgwOfz4e3tjT///BNPnz7l7ld8Df7880+xr2FaWlq16zylpQ9LzKNc7YQQQkhzwdTxtLW1hYaGBhISEiReq5iCzsrK4u6lpqbK3bAuXbrg1q1bsLGxkbhk3e1dUU4gkP24jaSkJMyYMQO+vr5wdHQEn8+XOOtSVVWVqc66UFFRgbe3N1atWoUbN24gIyMDp0+fBlD+/ljbYWxsjMDAQPz000+IjIwU24wFAJcuXeL+v6ysDCkpKejYsWO19SkpKWHPnj3o2rUr+vbti3///RcAuM1jmZmZEl+/6taiSsvV7qlHudoJIYQ0IgrK1d5SMU21q6urY968eZg7dy7U1NTQs2dPvHz5Erdu3cL48eNhYWGBsLAwLF++HPfu3cOaNWvkbti8efPQvXt3fPXVVwgODoaWlha38Wbjxo0y1WFiYgINDQ3Ex8ejbdu2UFdXr/UMShsbG+zZswfu7u7Iz8/HnDlzJEZ6rayskJCQgJ49e4LP56NVK/nOFqzNkSNH8PDhQ3z00Udo1aoVjh49CqFQyOVetbKyQnJyMjIyMqCtrQ0DAwOJo6kqW7JkCbp27QpHR0cUFxfjyJEj3JKFCps2bYKtrS06deqEdevWyZSGU1lZGXv37sXYsWPRt29fJCYmwszMDKGhoZg5cyaEQiF69eqF/Px8XLhwAdra2lLTakrL1U7T7IQQQhqVFtxpVATmXe2LFy/G7NmzsWTJEnTq1An+/v7Izs6Gqqoq9u3bh9u3b8PFxQUrV67E8uXL5W5Y586dcfbsWdy7dw+9e/eGm5sbFi9eLHYOZm1UVFSwYcMGbN26Fa1bt5YprVR0dDRycnLg5uaGgIAAzJgxg9t5X2HNmjU4efIkLCwsql2vqAj6+vo4ePAg+vbti06dOmHLli3Yt28fHB3LRwFDQ0OhrKwMBwcHGBsb17oOVU1NDfPnz0fnzp3x0UcfQVlZGfv37xcr891332HlypVwcXFBUlISfvvtN4md79KoqKhwbevbty+ys7OxbNkyLFmyBBEREejUqRN8fHzwxx9/cMdcEUIIIU0OHadUJzxRdYm3SYtSX1me6uo7y8+YY4Yo58r1rGjh+8lcpK9bxBxzP0efOQYAXqqwjxgL5Eik0zwzF7FnFH6vmYvkiJMrcxFzBNBK+P4yFxXy2L9OfYbWfkRcVZtOmNReqAr5Mxexx8jzqOFq7y9z0QM5MhepyvGu+r84wBzD6m2o7LnRa6K9+jeF1NPUNOuUmYQQQgghCkVT7XXS4jqeNaWpPHbsGHr37s1cp6OjIx4/fiz1ta1bt2LcuHHMdcpj8uTJ+Omnn6S+9tlnn2HLli3vpR2KZCrHwImqhnwbv1oXsv9zyJPjUZvfsQ9nXBY9YH8QgDdv85ljpuh3ZY6RZ/TS+PedzDGGL6X/O6uN8En1R4JV5+LOP5hjXgkKai9Uha6SOnMMADx6x57P21GTPZ93noB9hL5Ejvzp8jJWYZ+psP+LfZQ0DYXMMZBvMBumPPYR+ttC9n/rFgUGzDFyviW5RkotRe/kfFr9ElHHs05aXMezpp32bdqw/1AGgKNHj0o9OgoAU1anulq6dGm1xyPp6urWGGtlZYX6XHURGBiI3NxcHD58uN6eQQghhJDGrcV1PG1sbBRep6WlpcLrlIeJiYnERihCCCGEKBCNeNYJ+3wDUbj4+Hj06tUL+vr6MDQ0xJAhQ/DgQfnUakZGBng8Hvbv3w8PDw+oq6vD0dFR5hSlAHDr1i0MHjwYurq60NHRQe/evbn6hUIhli5dirZt24LP58PV1RXx8fFcbGJiIng8ntih9ampqeDxeMjIyAAAxMTEQF9fH8ePH0enTp2gra2NgQMHcme6hoWFYffu3fjtt9/A4/HA4/GY2k8IIYQ0GkKhYq4WijqejUBBQQFmzZqFK1euICEhAUpKShgxYoRYBqY5c+Zg9uzZuH79Ojw8PDBs2DC8fl37zsxnz57ho48+grq6Ok6fPo2UlBRMmjQJZWXliyfXr1+PNWvWYPXq1bhx4wZ8fHwwbNgw3Lt3j+k9FBYWYvXq1dizZw/OnTuHzMxMbto/NDQUfn5+XGc0KytLIlUnIYQQQpq/FjfV3hiNGjVK7OOdO3fCxMQEaWlp3GaoadOmceWioqIQHx+PnTt3Yu7cuTXWvWnTJujp6WH//v1celE7Ozvu9dWrV2PevHn45JNPAAArV67EmTNnEBkZiU2bNsn8HkpLS7FlyxYunem0adOwdGn5ETva2trQ0NBAcXExzMzMqq1DWq72UpEAqnSIPCGEkMaCptrrhEY8G4EHDx7g008/Rfv27aGrq8sdsF75QPgePXpw/6+iogJ3d3ekp9e+Uzc1NRW9e/eWyGkPAPn5+fj333/Rs2dPsfs9e/aUqe7KNDU1uU4nAJibmyM7O5upDmm52v/8j3K1E0IIaUQoZWadUMezERg6dChev36N7du3Izk5GcnJyQCAkloOJ+fxaj/Yomq6T1nqEYlE3L2KFJyVd7xL28FftWPL4/GYd8lLy9U+WIdytRNCCCHNBXU8G9jr16+Rnp6ORYsWoV+/fujUqRNycnIkyl26dIn7/7KyMqSkpKBjx4611t+5c2ckJSVJ7Szq6uqidevW+Ouvv8TuX7hwgcvhbmxsDADcRiGg5iOpqqOmpgaBoOaz/fh8PnR1dcUummYnhBDSmIhEIoVcLRV1PBtYq1atYGhoiG3btuH+/fs4ffo0Zs2aJVFu06ZNOHToEG7fvo2vvvoKOTk5mDRpUq31T5s2Dfn5+fjkk09w9epV3Lt3D3v27MGdO3cAlG9aWrlyJQ4cOIA7d+7gm2++QWpqKr7++msA5cdPWVhYICwsDHfv3sWff/6JNWvWML9PKysr3LhxA3fu3MGrV6+qPfeUEEIIadRoqr1OqOPZwJSUlLB//36kpKTAyckJM2fOxPfffy9R7rvvvsPKlSvh4uKCpKQk/PbbbzAyMqq1fkNDQ5w+fRpv375Fnz590LVrV2zfvp2bGp8xYwZmz56N2bNnw9nZGfHx8fj9999ha2sLoHwKfd++fbh9+zZcXFywcuVKLF++nPl9BgcHw97eHu7u7jA2Nsb58+eZ6yCEEEIaHHU864R2tTcC3t7eSEtLE7tXMQxfcVZmp06dxKbbWXTu3BnHjx+X+pqSkhKWLFmCJUuWVBvfs2dP3LhxQ2r7gPKsRIGBgWKvDx8+XKyMsbExTpw4IUfrCSGEENJcUMeTKJxIJMKXX36JX3/9FTk5Obh+/TpcXV3f2/P56nIkeAdQXMT+F2iOEvsa1NR3mbUXqiK/lD0HOAC8LWXPdawnYs/GnJnRijlGnrzrSsbyZQkr+2UHc4yJsiZzjCwb/qoy4MmXqz1HlT13uLWSFnPMn4X/MscIRfLlaufx2CfhlOWIOZ/fmjlGoCLfv0F5yLOyXVWOCUyhHInXleQcqHNUY88l/7KI/d/g+0C52uuGptqbuMmTJ0NbW1vqNXny5AZpU3x8PGJiYnDkyBFkZWXBycmpQdpBCCGEKBxNtdcJjXg2clZWVjXuflu6dCmXIagqXV3d+mpWjR48eABzc/NqsxOVlJRATU3tPbeKEEIIIQ2NOp5NnImJCUxMTBq6GZzAwEDs3r0bQPm0o6WlJaysrODk5AQ1NTX8+OOPcHR0xNmzZxu4pYQQQogcWm6adYWgqXaiUOvXr8fSpUvRtm1bZGVl4cqVKwCA3bt3Q0VFBefPn8fWrVsbuJWEEEKIfERCkUKulopGPIlC6enpQUdHB8rKymJ52W1sbLBq1aoGbBkhhBBCGhp1PMl74e7uXmuZ4uJiFBcXi90rFQkoexEhhJDGowWPVioCTbWT90JLq/ZjXCIiIqCnpyd2/fnfrffQOkIIIURGQgVdLRR1PEmjMX/+fOTl5Yldg3UcG7pZhBBCCFEQmmonjQafzwefzxe7R9PshBBCGpOWvDFIEajjSQghhBAiqxY8Ta4I1PEkChcSEoKQkBDu48TExAZrCyGEEKJINOJZN7TGsxny9PQU6/i9b9u2bYOFhQWUlJQQGRnZYO0ghBBCSONCI57N0MGDB6GqqqqQung8Hg4dOoThw4fLVD4/Px/Tpk3D2rVrMWrUKOjp6dXp+QVy/Gn05Ll8z9RV5THHOGvmMMesfmvBHBOr14Y5BgDyRaXMMXlg/2ve+Qt+7YWqED5JZ44p+2UHcwwAqE1dxhzzeNsXzDFvygqYY57LuY65TCRgjvnjv9vMMX46Dswx7xNfjvGTT75tzRxzKfwRc4wS2H+myBtXKsf8bx/T58wxPCX5RvuWvmrFHBOixf7v6b2gqfY6oRHPZsjAwAA6OjoN8uzMzEyUlpZi8ODBMDc3h6ampkSZ0lL2zhAhhBDSGIiEirnksXnzZlhbW0NdXR1du3ZFUlJStWUPHjyI/v37w9jYGLq6uujRoweOHz8uViYmJgY8Hk/ievfunXwNlAF1PJuhylPtVlZWWLFiBSZNmgQdHR20a9cO27Zt48qWlJRg2rRpMDc3h7q6OqysrBAREcHFAsCIESPA4/G4j6sTExMDZ2dnAED79u3B4/GQkZGBsLAwuLq6Ijo6Gu3btwefz4dIRGtkCCGEEFkdOHAAISEhWLhwIa5fv47evXtj0KBByMzMlFr+3Llz6N+/P44ePYqUlBR4eXlh6NChuH79ulg5XV1dZGVliV3q6ur19j6o49kCrFmzBu7u7rh+/TqmTp2KKVOm4Pbt8im3DRs24Pfff0dsbCzu3LmDn376ietgVuRZ37Vrl1je9er4+/vj1KlTAIDLly8jKysLFhbl08r3799HbGws4uLikJqaWj9vlBBCCKlvDXSA/Nq1axEUFITPP/8cnTp1QmRkJCwsLBAVFSW1fGRkJObOnYsPPvgAtra2WLFiBWxtbfHHH3+IlePxeDAzMxO76hOt8WwBfH19MXXqVADAvHnzsG7dOiQmJqJjx47IzMyEra0tevXqBR6PB0tLSy7O2NgYAKCvry/TN6KGhgYMDQ252MoxJSUl2LNnD1cnIYQQ0hTJO01elbQ00dLOswbKf4empKTgm2++Ebs/YMAAXLhwQabnCYVC/PfffzAwMBC7//btW1haWkIgEMDV1RXLli2Dm5sb47uRHY14tgCdO3fm/r/iL5vs7GwAQGBgIFJTU2Fvb48ZM2bgxIkT9dIGS0vLWjudxcXFyM/PF7tK5dhAQQghhDR20tJEVyx1q+rVq1cQCAQwNTUVu29qaornz2XbJLZmzRoUFBTAz8+Pu9exY0fExMTg999/x759+6Curo6ePXvi3r178r+xWlDHswWousOdx+NBKCz/k61Lly549OgRli1bhqKiIvj5+WH06NEKb4O8udpP5lOudkIIIY2IgqbapaWJnj9/fo2P5vHETzwQiUQS96TZt28fwsLCcODAAZiYmHD3u3fvjs8++wwuLi7o3bs3YmNjYWdnh40bN8r0qZAHdTwJdHV14e/vj+3bt+PAgQOIi4vDmzdvAJR3WgWC9zPqKO0fYX9dytVOCCGk8VDUrnY+nw9dXV2xS9o0OwAYGRlBWVlZYnQzOztbYhS0qgMHDiAoKAixsbHw9vausaySkhI++OADGvEk9WfdunXYv38/bt++jbt37+KXX36BmZkZ9PX1AZTvbE9ISMDz58+Rk8N+ZiULaf8IKVc7IYSQlk5NTQ1du3bFyZMnxe6fPHkSHh4e1cbt27cPgYGB+PnnnzF48OBanyMSiZCamgpzc/M6t7k6tLmohdPW1sbKlStx7949KCsr44MPPsDRo0ehpFT+N8maNWswa9YsbN++HW3atEFGRkbDNpgQQghpQIraXMRq1qxZCAgIgLu7O3r06IFt27YhMzMTkydPBlA+a/js2TP8+OOPAMo7nePHj8f69evRvXt3brRUQ0ODS+4SHh6O7t27w9bWFvn5+diwYQNSU1OxadOmensf1PFshirnRpfWUax8nFFwcDCCg4OrrWvo0KEYOnSozM92dXWVOKMzLCwMYWFhMtdBCCGENFYN1fH09/fH69evsXTpUmRlZcHJyQlHjx7lTqPJysoSO9Nz69atKCsrw1dffYWvvvqKuz9hwgTExMQAAHJzc/HFF1/g+fPn0NPTg5ubG86dO4cPP/yw3t4HdTwJIYQQQmQlki8VqiJMnTqVOx6xqorOZIXKg1DVWbduHdatW6eAlsmOJ2okKWQSExPh5eWFnJwcbn1hc3H48GGEhobi0aNHmD59OlxdXRESEoLc3NyGbprMMjIyYG1tjfbt2+PFixcQCAR49+4dNDU1uR11W7duxbhx4xT63LQOta9JqSqxhD0nMACM6fiEOaY4n30NqlZb9j+XVa3lyz+v3NWVOSZ/WyJzzNaHbZljLgrfMMeYKEumYJXF47I85piTqdtqL1SF4H7NSRakEb2TLx81T5M9La7w2l/sD3rL3j6RHDFyU2LfqhC3lb3jMNiV/eeDqIw5BAAgKGZvn2ZnbeaY+4fZf37J22Po4PmWOWb/GfZ1hl8+/Yk5htULT0+F1GMqQ8ewOWqwEU9PT0+4uroiMjISAODh4YGsrCxu3UFDiImJqZcO4ZdffomJEydixowZ0NHRgYqKCnx9fetUZ2BgIHJzc3H48GHFNLIWFhYWyMrKQkFBAUQiEZKTk/HZZ58hKSkJurq6AFDrzjpCCCGkqWuoqfbmotFMtaupqdV7mqaG8PbtW2RnZ8PHxwetW7fm7mtoaFQbU1paKnH2ZkNTVlYW+/o8ffoUQHlO9uY2Qk0IIYRURyRsuKn25qBBjlMKDAzE2bNnsX79evB4PPB4PMTExIDH43GjjTExMdDX18eRI0dgb28PTU1NjB49GgUFBdi9ezesrKzQqlUrTJ8+XeycyZKSEsydOxdt2rSBlpYWunXrJtM6h8TEREycOBF5eXlcmyo2xOTk5GD8+PFo1aoVNDU1MWjQIJnOuEpMTISOTvl0WN++fcHj8ZCYmMi9twphYWFwdXVFdHQ02rdvDz6fD5FIhF9//RXOzs5cKkpvb28UFBQgLCwMu3fvxm+//ca1tbb3WFJSgmnTpsHc3Bzq6uqwsrISy5DA4/EQFRWFQYMGQUNDA9bW1vjll1+41zMyMsDj8arNs15UVITBgweje/fu3Bmgu3btQqdOnaCuro6OHTti8+bNtX7OCCGEENJ8NciI5/r163H37l04OTlh6dKlAIBbtyQz1BQWFmLDhg3Yv38//vvvP4wcORIjR46Evr4+jh49iocPH2LUqFHo1asX/P39AQATJ05ERkYG9u/fj9atW+PQoUMYOHAg/vnnH9ja2lbbJg8PD0RGRmLJkiW4c+cOgPKjhoDyjvK9e/fw+++/Q1dXF/PmzYOvry/S0tJqHJn08PDAnTt3YG9vj7i4OHh4eMDAwEDqTvP79+8jNjYWcXFx3CGxY8eOxapVqzBixAj8999/SEpKgkgkQmhoKNLT05Gfn49du3YBgETu1ao2bNiA33//HbGxsWjXrh2ePHmCJ0/E1ywtXrwY3333HdavX489e/Zg7NixcHJyQqdOnWqsOy8vD0OGDIG6ujoSEhKgpaWF7du349tvv8UPP/wANzc3XL9+HcHBwdDS0sKECRNqrI8QQghprGiqvW4apOOpp6cHNTU1aGpqctO3t2/flihXWlqKqKgodOjQAQAwevRo7NmzBy9evIC2tjYcHBzg5eWFM2fOwN/fHw8ePMC+ffvw9OlTblo7NDQU8fHx2LVrF1asWFFtm9TU1KCnp8flMq9Q0eE8f/48d0jr3r17YWFhgcOHD2PMmDE11lmRmsrAwKDGpQQlJSXYs2cPl8/82rVrKCsrw8iRI7mjEpydnbnyGhoaKC4ulnl5QmZmJmxtbdGrVy/weDyuzsrGjBmDzz//HACwbNkynDx5Ehs3bqxxpPLFixfw9/dHhw4dsG/fPqipqXHxa9aswciRIwEA1tbWSEtLw9atW6vteBYXF6O4uFj88yISQI0OkSeEENJIiBpwV3tz0KgzF2lqanKdTqB884qVlRU3EllxLzs7G0B5Z00kEsHOzg7a2trcdfbsWTx48ECuNqSnp0NFRQXdunXj7hkaGsLe3h7p6elyvjNJlpaWXKcTAFxcXNCvXz84OztjzJgx2L59e50yBwUGBiI1NRX29vaYMWMGTpw4IVGmR48eEh/X9h69vb3Rvn17xMbGcp3Oly9f4smTJwgKChL7OixfvrzGr4O0XO3bc+T7uhFCCCGk8Wk0m4ukqTqNzePxpN4TCsvHvYVCIZSVlZGSkgJlZfFRssqdVRbVnTYlEom4Y4QUQUtLS+xjZWVlnDx5EhcuXMCJEyewceNGLFy4EMnJybC2tmauv0uXLnj06BGOHTuGU6dOwc/PD97e3vj1119rjKvtPQ4ePBhxcXFIS0vjRmQrvh7bt28X67BXvK/qzJ8/H7NmzRK799DVr8bnE0IIIe8TTbXXTYONeKqpqYltClIENzc3CAQCZGdnw8bGRuySZUpaWpscHBxQVlaG5ORk7t7r169x9+7dWtc+1hWPx0PPnj0RHh6O69evQ01NDYcOHaq2rbXR1dWFv78/tm/fjgMHDiAuLo7bCAQAly5dEit/6dIldOzYscY6v/vuO0yYMAH9+vVDWloagPJR6DZt2uDhw4cSX4eaOs3ScrXTNDshhJDGRCTkKeRqqRpsxNPKygrJycnIyMiAtrY2N0pWF3Z2dhg3bhzGjx+PNWvWwM3NDa9evcLp06fh7Oxc69mZVlZWePv2LRISEuDi4gJNTU3Y2tri448/RnBwMLZu3QodHR188803aNOmDT7++OM6t7k6ycnJSEhIwIABA2BiYoLk5GS8fPmS6+xaWVnh+PHjuHPnDgwNDaGnp1fjRqd169bB3Nwcrq6uUFJSwi+//AIzMzOx3fW//PIL3N3d0atXL+zduxeXL1/Gzp07a23r6tWrIRAI0LdvXyQmJqJjx44ICwvDjBkzoKuri0GDBqG4uBhXr15FTk6OxKgmIYQQQlqGBhvxDA0NhbKyMhwcHGBsbCyWX7Qudu3ahfHjx2P27Nmwt7fHsGHDkJycDAsLi1pjPTw8MHnyZPj7+8PY2BirVq3i6uzatSuGDBmCHj16QCQS4ejRo/V61qauri7OnTsHX19f2NnZYdGiRVizZg0GDRoEoDzHur29Pdzd3WFsbIzz58/XWJ+2tjZWrlwJd3d3fPDBB8jIyMDRo0ehVCnrR3h4OPbv34/OnTtj9+7d2Lt3LxwcHGRq77p16+Dn54e+ffvi7t27+Pzzz7Fjxw7ExMTA2dkZffr0QUxMjFzLBAghhJDGQiRSzNVSNZqUmaRh8Xg8HDp0CMOHD2/opoihlJnlKGVmOUqZ+T+UMvP/o5SZAChlZoX3kTLzcRdvhdRjee2UQuppahr15iLSuLGkGJU3HamKGvs64MJS5hAAgJoZ+z8Hngr7bxZhCXMIeLrybY6Dlhydk1L2X+QlPPbfRq8E7J0TeTf0vSljf5Y8nUhlmw+YYyCUb627qLiQPcbiGXvMw7vMMUrm7B2G8ofJseRKvfoscNVRFkke31cbnhpziNxzikUv2GfTtPXY/yjT0Wb/g6ysTL5190p6fOYYXWHjHBdryeszFaFRH6ekaIMGDRI73qfyVdMZn++7TnmsWLGi2nZUTM8rmr+/P+7ele2XEktZQgghhDRPLWrEc8eOHSgqKpL6Wm2Zf95nnfKYPHky/PykHz1UU174CvKsuNDQ0JCpbtayhBBCSGNFCxTrpkWNeLZp00bieJ+KS95OoqLq9PT0xPTp0xESEoJWrVrB1NQU27ZtQ0FBASZOnAgdHR106NABx44d42LS0tLg6+sLbW1tdOrUCeHh4dDX1+eef//+fQQGBsLR0RGGhoYYMmSI2AHuFfnXDx48CC8vL2hqasLFxQUXL16Uqc1Vc87//fff8PLygo6ODnR1ddG1a1dcvXpVallCCCGkKaLjlOqmRXU8G7vdu3fDyMgIly9fxvTp0zFlyhSMGTMGHh4euHbtGnx8fBAQEIDCwkJkZWWhT58+cHV1xdWrVxEfH48XL16IjXoWFBRg1qxZuHLlChISEqCkpIQRI0ZIHF21cOFChIaGIjU1FXZ2dhg7dizKytjXLo4bNw5t27bFlStXkJKSgm+++aZed/4TQgghpGlpUVPtjZ2LiwsWLVoEoDyLz3fffQcjIyMEBwcDAJYsWYKoqCjcuHEDR48eRZcuXcTWkUZHR8PCwgJ3796FnZ0dRo0aJVb/zp07YWJigrS0NDg5OXH3Q0NDMXhw+e7x8PBwODo64v79+7UeHl9VZmYm5syZw8XZ2toyxUvN1S4UQk2OXauEEEJIfaBc7XVDv9Ebkc6dO3P/r6ysDENDQy4NJVCeEQgAsrOzkZKSgjNnzohtIqro8FVMpz948ACffvop2rdvD11dXe4MzapnplZ+rvn/342anZ3N3P5Zs2bh888/h7e3N7777rsa87JLIy1X+9bXD5nbQQghhNQXkVAxV0tFHc9GpLbc9BVHyQiFQgiFQgwdOhSpqali17179/DRRx8BAIYOHYrXr19j+/btSE5O5tJ+lpSIn+dT3TNYhYWF4datWxg8eDBOnz4NBwcHLsWnLObPn4+8vDyx60vD9sztIIQQQkjjRFPtTVSXLl0QFxcHKysrqKhIfhlfv36N9PR0bN26Fb179wYA/PWXHIdHM7Kzs4OdnR1mzpyJsWPHYteuXRgxYoRMsXw+H3y++FlvNM1OCCGkMRHSVHud0G/1Juqrr77CmzdvMHbsWFy+fBkPHz7EiRMnMGnSJAgEArRq1QqGhobYtm0b7t+/j9OnT9drjvSioiJMmzYNiYmJePz4Mc6fP48rV65wueUJIYSQ5kAk4inkaqmo49lEtW7dGufPn4dAIICPjw+cnJzw9ddfQ09PD0pKSlBSUsL+/fuRkpICJycnzJw5E99//329tUdZWRmvX7/G+PHjYWdnBz8/PwwaNAjh4eH19kxCCCGENC001d5IJCYmStzLyMiQuFf5oHdbW1scPHiw2jq9vb2RlpZWbbyVlZXEwfH6+voyHyYfGBiIwMBAAICamhr27dsnU1lCCCGkqWrJZ3AqAo14NnGenp4ICQnhPrayskJkZOR7e35gYCCGDx+u8LKEEEJIYyQSKeZqqWjEs5m5cuUKtLS0FFLXoEGDkJSUJPW1BQsWYMGCBVi/fr3MI6QsZSsIBex/G8n7t6ioRI7zLeQIKclhf0/83P/YHwQAr9mPxSorZm+fmhzrlXSV1JljDHjsMQDwnKfMHCN6V8D+IKGAPUaJvW2AnO2TZ7NeofSUwDXSkKNt8lJm/zVWIscPibJ89hiRQL6fRu8K2RNviAreMccUFakxxwjkHO3jqbPHCeX+aV6/aMSzbqjj2cwYGxsrrC5Z8tDr6enJXB9LWUIIIYQ0PzTVXk/qmnvd1NQUAQEBePXqFfd6QUEBxo8fD21tbZibm2PNmjUSz6061b527Vo4OztDS0sLFhYWmDp1Kt6+fcu9XpFD/fjx4+jUqRO0tbUxcOBAZGVlyZSHvur0+a+//gpnZ2doaGjA0NAQ3t7eKCgokFqWEEIIaWqEIp5CrpaKOp71SNG51+fMmYMzZ87g0KFDOHHiBBITE5GSklJjG5SUlLBhwwbcvHkTu3fvxunTpzF37lyxMoWFhVi9ejX27NmDc+fOITMzE6GhoczvNysrC2PHjsWkSZOQnp6OxMREjBw5knl6nRBCCGms6DiluqGp9nqkyNzrrVu3xs6dO/Hjjz+if//+AMo7tm3btq2xDZU3HllbW2PZsmWYMmUKNm/ezN0vLS3Fli1b0KFDBwDAtGnTsHTpUub3m5WVhbKyMowcORKWlpYAIJbykxBCCCEtG3U865G8uderevDgAYqKilBSUoIePXpw9w0MDGBvb19jG86cOYMVK1YgLS0N+fn5KCsrw7t371BQUMBtQtLU1OQ6nUB5vnZ5crW7uLigX79+cHZ2ho+PDwYMGIDRo0ejVatWMsUXFxejuLhY7F6JUAA1OTdfEEIIIYpGk3h1Q1Pt9UiRudflma5+/PgxfH194eTkhLi4OKSkpGDTpk0Aykc5a2qnPM9TVlbGyZMncezYMTg4OGDjxo2wt7fHo0ePZIqPiIiAnp6e2LUt5yFzOwghhJD6Qms864Y6no1Ely5dcOvWLVhZWUls5NHS0oKNjQ1UVVVx6dIlLiYnJwd3796tts6rV6+irKwMa9asQffu3WFnZ4d///23Xt8Hj8dDz549ER4ejuvXr0NNTQ2HDh2SKXb+/PnIy8sTu75o1b5e20sIIYSQ94c6no1EbbnXtbW1ERQUhDlz5iAhIQE3b95EYGAglGo4l69Dhw4oKyvDxo0b8fDhQ+zZswdbtmypt/eQnJyMFStW4OrVq8jMzMTBgwfx8uVLmfO18/l86Orqil00zU4IIaQxoc1FdUMdz0aittzrAPD999/jo48+wrBhw+Dt7Y1evXqha9eu1dbp6uqKtWvXYuXKlXBycsLevXsRERFRb+9BV1cX586dg6+vL+zs7LBo0SKsWbMGgwYNqrdnEkIIIe8TZS6qG56IzrohjdhtO1/mmD/fGcj1rKAez5hjynLZUxeVFrD/vafzoQ5zDAAoO3dkjnm1ueYjuqTZlW3GHHNW8JI5xlxZcvOdLNJK2DfLnd83iTlGxaE3c4y8mYuEOc/ZY+5fZY4R3bjOHMMzlG1DoUJosf/b2B/6gDlmcMcnzDHyZi7K+VeTOabtEPa9wo8Osf/6lzdzkc0Y9rjffmb/2o779yfmGFbXLD5WSD1dnvymkHqaGhrxJIQQQgiRUUNuLtq8eTOsra2hrq6Orl27VpvWusLZs2fRtWtXqKuro3379lKX28XFxcHBwQF8Ph8ODg4y78uQFx2nRGok7XinCseOHcODBw8QEhKC3NzcWuuKiYmRuWyF0lL20aACnnyD+CIhe5yKAfvfbqqt2d+TUjtz5hgAQAcH5hC+bjJzjN4L9h+ij96xj3jmqBYyxwBAmYg9hzpPk320RVTM3j65cq4DUGrFPsosLGBPOM4zkSMNr758sw5yUVNnDtGR59+6HIPtojL5fhbxNUprL1SVKvvnwbT9a+YYYamcaxOFuswh2kL2GaX3oaHWZx44cAAhISHYvHkzevbsia1bt2LQoEFIS0tDu3btJMo/evQIvr6+CA4Oxk8//YTz589j6tSpMDY2xqhRowAAFy9ehL+/P5YtW4YRI0bg0KFD8PPzw19//YVu3brVy/ugjiepUWpqarWvtWnTBu7u7vD1lW063N/fX+ayhBBCSGPUUEchrV27FkFBQfj8888BAJGRkTh+/DiioqKk7t/YsmUL2rVrx6XR7tSpE65evYrVq1dzHc/IyEj0798f8+fPB1B+uszZs2cRGRmJffv21cv7oI4nqZGNjU2tZTQ0NGSqS0NDQ+ayhBBCSHMmLWkKn88Hn8+XKFtSUoKUlBR88803YvcHDBiACxcuSK3/4sWLGDBggNg9Hx8f7Ny5E6WlpVBVVcXFixcxc+ZMiTIVndX6QGs8mxhPT09Mnz4dISEhaNWqFUxNTbFt2zYUFBRg4sSJ0NHRQYcOHXDs2DEAgEAgQFBQEKytraGhoQF7e3usX7+eq+/du3dwdHTEF198wd179OgR9PT0sH379lrbExMTA319fe7jv//+G15eXtDR0YGuri66du2Kq1evSi1LCCGENDUiBV3SkqZUd/LMq1evIBAIuIyHFUxNTfH8ufSNhs+fP5davqysDK9evaqxTHV1KgJ1PJug3bt3w8jICJcvX8b06dMxZcoUjBkzBh4eHrh27Rp8fHwQEBCAwsJCCIVCtG3bFrGxsUhLS8OSJUuwYMECxMbGAgDU1dWxd+9e7N69G4cPH4ZAIEBAQAC8vLy4nPIsxo0bh7Zt2+LKlSvcX2dVMyMRQgghTZWiNhdJS5pSMeVdnYqMhxVEIpHEvdrKV73PWmdd0VR7E+Ti4oJFixYBKF+P8d1338HIyIjrKC5ZsgRRUVG4ceMGunfvjvDwcC7W2toaFy5cQGxsLPz8/ACUn/e5fPlyBAcHY+zYsXjw4AEOHz4sV9syMzMxZ84cdOxYfoyPra2tzLFSc7WLBFDj0SHyhBBCmpfqptWlMTIygrKyssRIZHZ2tsSIZQUzMzOp5VVUVGBoaFhjmerqVAQa8WyCOnfuzP2/srIyDA0N4ezszN2r+IbJzi4/u3DLli1wd3eHsbExtLW1sX37dmRmZorVOXv2bNjb22Pjxo3YtWsXjIyM5GrbrFmz8Pnnn8Pb2xvfffcdHjyQ/bw8adMOO3Lvy9UOQgghpD40ROYiNTU1dO3aFSdPnhS7f/LkSXh4eEiN6dGjh0T5EydOwN3dnZuJrK5MdXUqAnU8m6CqU9c8Hk/sXsUQuVAoRGxsLGbOnIlJkybhxIkTSE1NxcSJE1FSUiJWR3Z2Nu7cuQNlZWXcu3dP7raFhYXh1q1bGDx4ME6fPs10Jpi0aYfP9Wvf3EQIIYS8L0IFXaxmzZqFHTt2IDo6Gunp6Zg5cyYyMzMxefJkAOW/Q8ePH8+Vnzx5Mh4/foxZs2YhPT0d0dHR2LlzJ0JDQ7kyX3/9NU6cOIGVK1fi9u3bWLlyJU6dOoWQkBA5Wigbmmpv5pKSkuDh4YGpU6dy96SNQk6aNAlOTk4IDg5GUFAQ+vXrBwcH9jMgAcDOzg52dnaYOXMmxo4di127dmHEiBG1xkmbdqBpdkIIIaT8SMLXr19j6dKlyMrKgpOTE44ePQpLS0sAQFZWlthsprW1NY4ePYqZM2di06ZNaN26NTZs2MAdpQQAHh4e2L9/PxYtWoTFixejQ4cOOHDgQL2d4QlQx7PZs7GxwY8//ojjx4/D2toae/bswZUrV2Btbc2V2bRpEy5evIgbN27AwsICx44dw7hx45CcnAw1NTWZn1VUVIQ5c+Zg9OjRsLa2xtOnT3HlyhWxb3JCCCGkKROhYc7xBICpU6eKDSRVFhMTI3GvT58+uHbtWo11jh49GqNHj1ZE82RCU+3N3OTJkzFy5Ej4+/ujW7dueP36tdg37e3btzFnzhxs3rwZFhYWAMo7orm5uVi8eDHTs5SVlfH69WuMHz8ednZ28PPzw6BBg8Q2NxFCCCFNmVCkmKulohHPJiYxMVHiXkZGhsS9iiMTAGDXrl3YtWuX2OsVZ4V17NgRhYXiaf50dXXx6NEjmdoTGBiIwMBAAOWLn2vKdFC5LCGEEEJaHup4tjCJiYnw8vJCTk6OQg5zDwwMRG5urkzHL7GUrWA5oKT2QlX4n33DHAMAStrs/xwSj5kwx3Q2Zc9Rbmz2ijkGAHinjzPH5DzTZI4xK2X/891Rsw1zjLWSFnMMAPzx323mGOG1v5hjRBbPmGOgJN/Ekzx511U8P2WOKZr3JXOMkt57zFCmzL4O/Dif/d+6Txv2fxfy0ikrrL1QFUptzZhjNhxgz++uJOc089wP3zLHPFNtnJOywgacam8OqOPZwnh4eCArKwt6enoylR80aBCSkpKkvrZgwQKsX79ebHS1JixlCSGEkMaoIdd4NgfU8Wxh1NTUYGYm+1/GO3bsQFFRkdTXDAwMZO7AAmAqSwghhDRG8hyFRP6ncY5jE5mx5m5PTEwEj8dDbm4ugP/lTz9+/Dg6deoEbW1tDBw4EFlZWQCANm3awMbGRuplYGCAwMBADB8+nGvPr7/+CmdnZ2hoaMDQ0BDe3t4oKCgAAImyhBBCCGlZqOPZDLDkbpemsLAQq1evxp49e3Du3DlkZmaKHTArq6ysLIwdOxaTJk1Ceno6EhMTMXLkSJpeJ4QQ0myIwFPI1VLRVHszwJK7XZrS0lJs2bIFHTp0AABMmzYNS5cuZW5HVlYWysrKMHLkSO5A28qpPGsjLVd7sUAIvjL9fUQIIaRxoKn2uqHf6M0Aa+72qjQ1NblOJwCYm5tXW7YmLi4u6NevH5ydnTFmzBhs374dOTk5MsdLy9W+9vpD5nYQQgghpHGijmczwJK7XdZ4eabHlZWVcfLkSRw7dgwODg7YuHEj7O3tZT4TVFqu9llu7ZnbQQghhNSXhsrV3lxQx5MoFI/HQ8+ePREeHo7r169DTU0Nhw4dkimWz+dDV1dX7KJpdkIIIY0JrfGsG1rjSRQmOTkZCQkJGDBgAExMTJCcnIyXL1+iU6dODd00QgghhDQC1PEkCqOrq4tz584hMjIS+fn5sLS0xJo1azBo0KCGbhohhBCiEMKWO1ipENTxbOLkyd1e+f+l5U8fPny4zGs8Y2JiuP/v1KkT4uPjZSpLCCGENEWUMrNuaAFdEyESifDFF1/AwMAAPB4P+vr6CAkJaehmAShf18mSf50QQgghLRONeDYR8fHxiImJQWJiItq3bw8lJSVoaGjUqU4ej4dDhw7VmE1IW1ub+/+SkhIIBALuuceOHUPv3r3r1IbaiN6VMcek55rK9aw2ZsW1F6rCxewlc4xpeH/mGPDk+xuR14r9c6F9fBdzjHIecwjyBNJTsdbkz8J/2R8EwE/HgT3obQFziOjhXfbnFLJ/HgCAZ2LMHFM070vmGI2VW5ljym4mMsfI7RX798TCk2eZY3h6uswxEMqXPEPVrIQ9qJg9xruolDlGIOd41dk9mswxzrx3cj2rvlFKlLqhjmcT8eDBA5ibm8PDw0Om8iUlJVBTU6vzc1NTU7n/37BhA06ePIk//vgDQHk6TXmIRCIIBAKoqNC3HyGEkKalJR+FpAg01d4EBAYGYvr06cjMzASPx4OVlRU8PT3FptqtrKywfPlyBAYGQk9PD8HBwSgpKcG0adNgbm4OdXV1WFlZISIigisPACNGjODqlKYiL/tff/2FjRs34vbt27C1tYWtrS0OHDjAlXv16hVGjBgBTU1N2Nra4vfff+deq8gPf/z4cbi7u4PP5yMpKUnhnydCCCGkvgl5PIVcLRV1PJuA9evXY+nSpWjbti2ysrJw5coVqeW+//57ODk5ISUlBYsXL8aGDRvw+++/IzY2Fnfu3MFPP/3EdTAr6ti1a1eNdVbw9/fH7Nmz4ejoiKysLGRlZcHf3597PTw8HH5+frhx4wZ8fX0xbtw4vHnzRqyOuXPnIiIiAunp6WLZlgghhBDSMtBcZxOgp6cHHR0dKCsrw8zMrNpyffv2RWhoKPdxZmYmbG1t0atXL/B4PC5/OgAYG5evD9PX16+xzgoaGhrQ1taGioqK1PKBgYEYO3YsAGDFihXYuHEjLl++jIEDB3Jlli5div795VjfSAghhDQStMazbmjEsxlxd3cX+zgwMBCpqamwt7fHjBkzcOLEiXp7duURTC0tLejo6Ejke6/avqqKi4uRn58vdhULaDUNIYSQxoNSZtYNdTybES0tLbGPu3TpgkePHmHZsmUoKiqCn58fRo8eXS/PlpbvvWpu+KrtqyoiIgJ6enpi19p/MhTdVEIIIYQ0EOp4NnO6urrw9/fH9u3bceDAAcTFxXFrL1VVVSEQCGSuS01Njak8q/nz5yMvL0/smuVsVW/PI4QQQlgJeYq5Wipa49mMrVu3Dubm5nB1dYWSkhJ++eUXmJmZQV9fH0D5zvaEhAT07NkTfD4frVq1qrE+KysrPHr0CKmpqWjbti10dHTA5/MV1l4+ny9Rn0iZ/jYihBDSeFDmorqh3+rNmLa2NlauXAl3d3d88MEHyMjIwNGjR6GkVP5lX7NmDU6ePAkLCwu4ubnVWt+oUaMwcOBAeHl5wdjYGPv27avvt0AIIYSQZoRGPJuIkJAQsXM7q+Zol5afPTg4GMHBwdXWOXToUAwdOlTmNvD5fPz6668S96Xldc/NzeX+39PTU+bc74QQQkhjRr/N6oZGPEmdWFlZITIysqGbQQghhLwXtMazbmjEk3AcHR3x+PFjqa+NGzcOBw4cEBvJfB94Kux/G9nr5Mr1rLJM9rzAd7NMmGNM5cm7ripf+lORiH0zmLYN+0/EVg/LmGNKeOxtE8rxfuQlkiNXu5K5OfuDNNifAwDQN2AOUdLTYI6RJ++6ipMnc4y8yv4+xRyj78j+fcTTrvlUDqlE8h2aI8rIYY+R4/tVnrWKAjnXNxYpsf/cc7N+LdezSONGHU/COXr0KEpLS6W+durUKbEUmXVRWloqcfwSIYQQ0hS05DM4FYGm2huAp6cnpk+fjpCQELRq1QqmpqbYtm0bCgoKMHHiROjo6KBDhw44duwYF5OWlgZfX19oa2vD1NQUAQEBePXqFfd6fHw8evXqBX19fRgaGmLIkCF48OAB93pGRgZ4PB4OHjwILy8vaGpqwsXFBRcvXuTKWFpacrnZK19Pnz7FlClTkJeXBx6PBx6Ph7CwMC6usLAQkyZNgo6ODtq1a4dt27ZJPDc2Nhaenp5QV1fHTz/9VE+fWUIIIaR+iRR0tVTU8Wwgu3fvhpGRES5fvozp06djypQpGDNmDDw8PHDt2jX4+PggICAAhYWFyMrKQp8+feDq6oqrV68iPj4eL168gJ+fH1dfQUEBZs2ahStXriAhIQFKSkoYMWKExCHuCxcuRGhoKFJTU2FnZ4exY8eirKzmaVIPDw9ERkZCV1eXy9NeOTXnmjVr4O7ujuvXr2Pq1KmYMmUKbt++LVbHvHnzMGPGDKSnp8PHx0cBn0FCCCHk/aM1nnVDU+0NxMXFBYsWLQJQfnD6d999ByMjI24X+pIlSxAVFYUbN27g6NGj6NKlC1asWMHFR0dHw8LCAnfv3oWdnR1GjRolVv/OnTthYmKCtLQ0ODk5cfdDQ0MxePBgAEB4eDgcHR1x//59dOzYsdq2qqmpQU9PDzweT2qedl9fX0ydOhVAeQdz3bp1SExMFKszJCQEI0eOZP00EUIIIaQZoRHPBlI5t7mysjIMDQ3h7OzM3TM1NQUAZGdnIyUlBWfOnIG2tjZ3VXTqKqbTHzx4gE8//RTt27eHrq4urK2tAQCZmZnVPtf8/2+EqJpTvS7vpaJzypqnHaBc7YQQQho/ytVeNzTi2UCk5TavfI/HKx+HFwqFEAqFGDp0KFauXClRT0XncejQobCwsMD27dvRunVrCIVCODk5oaSkpNrnVn6Got8La552oDxXe3h4uNi9b1ytMb9Lhzq1jxBCCFGUltxpVATqeDYBXbp0QVxcHKysrKCiIvkle/36NdLT07F161b07t0bAPDXX38ptA31nacdKF9yMGvWLLF7xTNG1OszCSGEEPL+0FR7E/DVV1/hzZs3GDt2LC5fvoyHDx/ixIkTmDRpEgQCAVq1agVDQ0Ns27YN9+/fx+nTpyU6cHVlZWWFt2/fIiEhAa9evUJhYaFC6wfKMyPp6uqKXXzK1U4IIaQREfEUc7VU9Fu9CWjdujXOnz8PgUAAHx8fODk54euvv4aenh6UlJSgpKSE/fv3IyUlBU5OTpg5cya+//57hbbBw8MDkydPhr+/P4yNjbFq1SqF1k8IIYQ0BU1hjWdOTg4CAgKgp6cHPT09BAQE1JgAprS0FPPmzYOzszO0tLTQunVrjB8/Hv/++69YOU9PT+5YxYrrk08+YWobTbU3gKp51gHpudYr5ze3tbXFwYMHq63T29sbaWlp1cZbWVlJ5EvX19dnyqEeFRWFqKioWtudmppa43MJIYQQUn8+/fRTPH36FPHx8QCAL774AgEBAfjjjz+kli8sLMS1a9ewePFiuLi4ICcnByEhIRg2bBiuXr0qVjY4OBhLly7lPtbQYMuIRh1PQgghhBAZNfbNRenp6YiPj8elS5fQrVs3AMD27dvRo0cP3LlzB/b29hIxenp6OHnypNi9jRs34sMPP0RmZibatWvH3dfU1JR6tKKsaKq9CfH09ERISAj3sZWVFSIjIxVS96BBg8SOa6p8VT4/tKqKzESVRzkVSSQUMV88HuS6UCZivuSaXhEJ2S+hnJc8lOS43hMeT0mu672R52tL6kaez7kc/9bl+3crkuuS5+ceBALmSwQe81UGyHUpiUTMF08JzNd7+ZZT0CX1CMHi4jq37+LFi9DT0+M6nQDQvXt36Onp4cKFCzLXU5GtUF9fX+z+3r17YWRkBEdHR4SGhuK///5jah+NeDZhV65ckemYIlns2LEDRUVFUl8zMDAAAAQGBiI3NxeHDx9WyDMJIYSQlkraEYLffvutWEpqeTx//hwmJiYS901MTPD8+XOZ6nj37h2++eYbfPrpp9DV1eXujxs3DtbW1jAzM8PNmzcxf/58/P333xKjpTWhjmcTZmxsrLC62rRpo7C6aiMQCMDj8aCkRAPuhBBCmhZFpbuUdoQgn8+vtnxYWJhER7WqK1euAPjfOd2ViUQiqferKi0txSeffAKhUIjNmzeLvVaRXREAnJycYGtrC3d3d1y7dg1dunSptW6AptoVwtPTE9OnT0dISAhatWoFU1NTbNu2DQUFBZg4cSJ0dHTQoUMHHDt2jItJS0uDr68vtLW1YWpqioCAALx69Yp7vaCgAOPHj4e2tjbMzc2xZs0aiedWnWpfu3YttyPNwsICU6dOxdu3b7nXY2JioK+vj+PHj6NTp07Q1tbGwIEDkZWVVet7DAsLw+7du/Hbb79xO9kqb5J6+PAhvLy8oKmpCRcXF1y8eFHiuUeOHIGDgwP4fD4eP34s66eXEEIIaTQUtatd6hGCNXQ8p02bhvT09BovJycnmJmZ4cWLFxLxL1++5LIiVqe0tBR+fn549OgRTp48KTbaKU2XLl2gqqqKe/fu1ViuMup4Ksju3bthZGSEy5cvY/r06ZgyZQrGjBkDDw8PXLt2DT4+PggICEBhYSGysrLQp08fuLq64urVq4iPj8eLFy/g5+fH1TdnzhycOXMGhw4dwokTJ5CYmIiUlJQa26CkpIQNGzbg5s2b2L17N06fPo25c+eKlSksLMTq1auxZ88enDt3DpmZmQgNDa31/YWGhsLPz4/rqGZlZcHDw4N7feHChQgNDUVqairs7OwwduxYlJWViT03IiICO3bswK1bt6ROAxBCCCGNXUMdp2RkZISOHTvWeKmrq6NHjx7Iy8vD5cuXudjk5GTk5eWJ/d6uqqLTee/ePZw6dQqGhoa1tunWrVsoLS3lsijKgqbaFcTFxQWLFi0CUD58/t1338HIyIgbll6yZAmioqJw48YNHD16FF26dBHbtBMdHQ0LCwvcvXsXrVu3xs6dO/Hjjz+if//+AMo7tm3btq2xDZU3HllbW2PZsmWYMmWK2FB5aWkptmzZgg4dytNQTps2TexYhOpoa2tDQ0MDxcXFUnezhYaGYvDgwQCA8PBwODo64v79+1xO+dLSUmzevBkuLi7VPqO4uFhiYXWxQEiHyBNCCCEy6tSpEwYOHIjg4GBs3boVQPlxSkOGDBHb0d6xY0dERERgxIgRKCsrw+jRo3Ht2jUcOXIEAoGAWw9qYGAANTU1PHjwAHv37oWvry+MjIyQlpaG2bNnw83NDT179pS5ffQbXUE6d+7M/b+ysjIMDQ3h7OzM3asY3s7OzkZKSgrOnDkjtnO8ooP24MEDPHjwACUlJejRowcXb2BgIPUIhMrOnDmD/v37o02bNtDR0cH48ePx+vVrFBQUcGU0NTW5TidQnus9Ozu7bm8e4u+/4i+fyvWqqamJlZEmIiKCO+y24lp7I6PObSOEEEIURVG72uvT3r174ezsjAEDBmDAgAHo3Lkz9uzZI1bmzp07yMvLAwA8ffoUv//+O54+fQpXV1eYm5tzV8VOeDU1NSQkJMDHxwf29vaYMWMGBgwYgFOnTkFZWVnmttGIp4KoqqqKfczj8cTuVSzoFQqFEAqFGDp0KFauXClRj7m5OdNaiQqPHz+Gr68vJk+ejGXLlsHAwAB//fUXgoKCUFpaWmM7FXHAe3XvtYKGhkati5qlLbR+N214ndtGCCGEKIqiNhfVJwMDA/z00081lqktyUxVFhYWOHv2bJ3bRh3PBtClSxfExcXBysoKKiqSXwIbGxuoqqri0qVL3KGtOTk5uHv3Lvr06SO1zqtXr6KsrAxr1qzhdovHxsYqtN1qamoQCAQKrbMyPp8vsbBaRNPshBBCSLNBv9UbwFdffYU3b95g7NixuHz5Mh4+fIgTJ05g0qRJEAgE0NbWRlBQEObMmYOEhATcvHkTgYGBNR4/1KFDB5SVlWHjxo14+PAh9uzZgy1btii03VZWVrhx4wbu3LmDV69eiY2kEkIIIS1BQ20uai6o49kAWrdujfPnz0MgEMDHxwdOTk74+uuvoaenx3Uuv//+e3z00UcYNmwYvL290atXL3Tt2rXaOl1dXbF27VqsXLkSTk5O2Lt3LyIiIhTa7uDgYNjb28Pd3R3GxsY4f/68QusnhBBCGrumsMazMeOJFLHAj5B6kjfRmzkm67yaXM8yc5OeuakmlxJrPhNNmj7bZDtkV4yKfO8JOvrMISU799ReqIqr8UbMMQuVJc+Zq012SR5zDACM0e7IHLMkkP05Sjbt2YPesX/fAQAM2Y8kEyTJni6vgvKw4cwxKk6ezDHyKks9wRxTvP0Ac4yqsxxJNoTy/Xot+ecZc4xaR/bvh0vb2BcrFkO+BY7v5Mhn2cOm9jOmqzL/6wxzDKsIy88UUs/8xzWvwWyuaMSzGUtMTASPx0Nubm69PaO+c7UTQgghjYkQIoVcLRVtLmrGPDw8kJWVBT09PZnKa2trV/vasWPHsHPnzveeq134tqz2QlX8UFL7obfSfD/UjTmmtx37CQRlx9n/IhcWybeeVm2wJ3NMbILsBwFXMOOxbzozVqn++606ynKMmgAAX56/seV5lLoGe4yynD+G1dTleJbsR55wXv3LHFL29yn25wCAiH3lm4rrAOaY57fjmGMKruQyx8grvYh9dPWjl+yjpG1bsX+/Ckrl+zeoqVPCHJN2j30Ul/2nF7uWvD5TEajj2YypqalJPey9OjWNWrZp0wY7d+5UQKsoVzshhBDSUtFv/iaENSd81an22nK129jYVHutXLmScrUTQghp8WhzUd1Qx7OJYckJLw3laieEEELkR8cp1Q11PJuYipzwtra2mD9/PjQ0NLic8La2tliyZAlev36NGzduSI2vyNXu7u6OLl26YNq0aUhISKj1uRW52vl8PszMzGBmZgY1tf/ttK7I1W5nZ4fw8HA8fvwY9+/fF3vu5s2b4eHhAXt7e2hpadX9k0EIIYS8Z0KeYq6WijqeTQxLTnhpGnOu9uLiYuTn54tdxYKW/HchIYQQ0rxQx7OJYckJL2t8Y8nVHhERAT09PbFr3e3MOreNEEIIURQ6TqluqONJZFbfudrnz5+PvLw8sWtmx3b19jxCCCGEFW0uqhs6TonIzMrKCsePH8edO3dgaGgo8/mgsuLz+eDz+WL3BMr0txEhhBDSXNBvdSIzytVOCCGkpaNd7XVDI55NSOVzMytkZGRI3Ku8ZrPy/wcGBiIwMFCs7PDhw2Ve42lsbIwTJyTzIleN19fXr/W5hBBCSFPUktdnKgKNeJI6sbKyQmRkZEM3gxBCCCFNAI14Ek5NudpnzJiBzZs3c1mQ3peL52RP+VnBT4684QBwevZD5hgTFfYc6g6B7DnK3954xRwDAG+WnWWO6aHGr71QFe0Gsedhtv+L/e/e8/mtmWMA4JNv2eN+WcSeo1xZdJs5pkTO8/x0hOyjLsf57D/yF55k/x7Sd5RzE2IZ+3uSJ+9624StzDHXOteeaKMqgUi+L24bvGOOOX2XPb/7ALenzDHyDlcNTGH/2h5sJ9/PvfpG4511Qx1PwqkpV/vp06cV9pzS0lKJY50IIYSQpqAlr89UBJpqb6RY87ILBAIEBQXB2toaGhoasLe3x/r167n63r17B0dHR3zxxRfcvUePHkFPTw/bt28HUH2u9qdPn+LLL79EXl4el6c9LCyMq6ewsBCTJk2Cjo4O2rVrh23btnGvZWRkgMfjITY2Fp6enlBXV8dPP/1Uz589QgghpH7QOZ51Qx3PRowlL7tQKETbtm0RGxuLtLQ0LFmyBAsWLEBsbCwAQF1dHXv37sXu3btx+PBhCAQCBAQEwMvLC8HBwTW2w8PDA5GRkdDV1eXytFfO775mzRq4u7vj+vXrmDp1KqZMmYLbt8WnHOfNm4cZM2YgPT0dPj4+iv9kEUIIIaTRo45nI8aSl11VVRXh4eH44IMPYG1tjXHjxiEwMJDreAKAq6srli9fjuDgYMycORMPHjzAjh07am2Hmpoa9PT0wOPxuDztldeD+vr6YurUqbCxscG8efNgZGQksQM/JCQEI0eOhLW1NVq3lm+dHiGEENLQ6AD5uqE1no0Ya172LVu2YMeOHXj8+DGKiopQUlICV1dXsTpnz56N3377DRs3bsSxY8dgZGSk0HZWdE6r5n93d3evtZ7i4mIUFxeL3SsVCaDKU65zGwkhhBBFoDWedUMjno0YS1722NhYzJw5E5MmTcKJEyeQmpqKiRMnoqREfLdxdnY27ty5A2VlZdy7d6/e2lk1V7yWllat9UjL1R5bkK6QNhJCCCGk4VHHs5lISkqCh4cHpk6dCjc3N9jY2ODBgwcS5SZNmgQnJyf8+OOPmDt3LtLS0mSqv77ztAPSc7X7aXWq12cSQgghLEQK+q+loqn2ZsLGxgY//vgjjh8/Dmtra+zZswdXrlyBtbU1V2bTpk24ePEibty4AQsLCxw7dgzjxo1DcnIy1NTUaqzfysoKb9++RUJCAlxcXKCpqQlNTU2Fvgdpudppmp0QQkhjQlPtdUMjns3E5MmTMXLkSPj7+6Nbt254/fo1pk6dyr1++/ZtzJkzB5s3b4aFhQWA8o5obm4uFi9eXGv9Hh4emDx5Mvz9/WFsbIxVq1bV23shhBBCSPNEI56NlDx52Xft2oVdu3aJvR4REQEA6NixIwoLC8Ve09XVxaNHj2RuU1RUFKKiomptU+WD6K2srGTOBU8IIYQ0di35DE5FoI4nIYQQQoiMqNtZN9TxJACAQYMGISkpCQUFBeDz+VBR+d+3xoIFC7BgwQIA5SOc1tbWuH79usRRTZV5enrC1dUVkZGRdWpXnxD2vOEoZs8bDgB5J54zx8x8psccE63B/p70lwcwxwCA4NgR5hgzu/bMMZFL2T93aSisvVAVApUC5hgAuBQu+8h+hRWu2bUXqoJX81Jpqcry2WMAQEW79jJV+bRhX5fN09Nlj9Gu/RQLqUTsq+cKruQyx8iTd73LjdXMMfISFf3HHNMl4wZzzPKAY8wxKnLmn/9EhT1Oq+0TuZ5FGjfqeBIAwI4dO1BUVISXL19CV1dXbJOPgYFBtXGJiYnw8vJCTk4O9PX130NLCSGEkIZDU+11Qx1PAgBo06YNgPLd8YQQQgiRjna11w3tamfg6emJ6dOnIyQkBK1atYKpqSm2bduGgoICTJw4ETo6OujQoQOOHfvf9EVaWhp8fX2hra0NU1NTBAQE4NWrV9zr8fHx6NWrF/T19WFoaIghQ4aInb+ZkZEBHo+HgwcPwsvLC5qamnBxccHFixdrba9IJIKxsTHi4uK4e66urjAxMeE+vnjxIlRVVfH27VsA5Ye/Hz58mHv98uXLcHNzg7q6OpePvXLbvLy8AACtWrUCj8dDYGAg97pQKMTcuXNhYGAAMzMzhIWF1f5JJoQQQhoxOsezbqjjyWj37t0wMjLC5cuXMX36dEyZMgVjxoyBh4cHrl27Bh8fHwQEBKCwsBBZWVno06cPXF1dcfXqVcTHx+PFixfw8/Pj6isoKMCsWbNw5coVJCQkQElJCSNGjJDI/LNw4UKEhoYiNTUVdnZ2GDt2LMrKympsK4/Hw0cffcTtkM/JyUFaWhpKS0u5g+MTExPRtWtXsdzrlds2ZMgQ2NvbIyUlBWFhYQgN/d/aKAsLC65Te+fOHWRlZWH9+vVinystLS0kJydj1apVWLp0KU6ePMn2CSeEEEJIs0FT7YxcXFywaNEiAOWZdr777jsYGRkhODgYALBkyRJERUXhxo0bOHr0KLp06YIVK1Zw8dHR0bCwsMDdu3dhZ2eHUaNGidW/c+dOmJiYIC0tDU5OTtz90NBQDB48GAAQHh4OR0dH3L9/Hx07dqyxvZ6enti2bRsA4Ny5c3BxcUG7du2QmJgIBwcHJCYmwtPTU2rs3r17IRAIEB0dDU1NTTg6OuLp06eYMmUKgPL88RXrP01MTCTWeHbu3BnffvstAMDW1hY//PADEhIS0L9/f6nPk5arvaxMAL4KHSJPCCGkcaCp9rqhEU9GnTt35v5fWVkZhoaGcHZ25u6ZmpoCKM+JnpKSgjNnzkBbW5u7KjqKFdPpDx48wKeffor27dtDV1eXyzSUmZlZ7XPNzc25Z9TG09MTt27dwqtXr3D27Fl4enrC09MTZ8+eRVlZGS5cuIA+ffpIjU1PT+eyFFXo0aNHrc+U1uaKdtfUZmm52lcn/iPz8wghhJD6RlPtdUMdT0aqqqpiH/N4PLF7PF75kRFCoRBCoRBDhw5Famqq2HXv3j189NFHAIChQ4fi9evX2L59O5KTk5GcnAwAKCkRPxKoumfUxsnJCYaGhjh79izX8ezTpw/Onj2LK1euoKioCL169ZIaW9eD36V9rmpqs7Rc7aGeztWWJ4QQQoiknJwcBAQEcIM4AQEByM3NrTEmMDAQPB5P7OrevbtYmeLiYkyfPh1GRkbQ0tLCsGHD8PTpU6a20VR7PerSpQvi4uJgZWUldi5mhdevXyM9PR1bt25F7969AQB//fWXQttQsc7zt99+w82bN9G7d2/o6OigtLQUW7ZsQZcuXaCjoyM11sHBAXv27EFRURE0NDQAAJcuXRIrU5HjXSAQ1Lmt0nK1F9A0OyGEkEakKUy1f/rpp3j69Cni4+MBAF988QUCAgLwxx9/1Bg3cOBAsQyIFb/jK4SEhOCPP/7A/v37YWhoiNmzZ2PIkCFISUmBsrJsv69pxLMeffXVV3jz5g3Gjh2Ly5cv4+HDhzhx4gQmTZoEgUCAVq1awdDQENu2bcP9+/dx+vRpzJo1S+Ht8PT0xM8//4zOnTtDV1eX64zu3bu32vWdQPk3rpKSEoKCgpCWloajR49i9WrxQ5QtLS3B4/Fw5MgRvHz5ktsdTwghhDRHQpFIIVd9SU9PR3x8PHbs2IEePXqgR48e2L59O44cOYI7d+7UGMvn82FmZsZdlc/xzsvLw86dO7FmzRp4e3vDzc0NP/30E/755x+cOnVK5vZRx7MetW7dGufPn4dAIICPjw+cnJzw9ddfQ09PD0pKSlBSUsL+/fuRkpICJycnzJw5E99//73C2+Hl5QWBQCDWyezTpw8EAkG16zsBQFtbG3/88QfS0tLg5uaGhQsXYuXKlWJl2rRpg/DwcHzzzTcwNTXFtGnTFN5+QgghpLkpLi5Gfn6+2FV1g608Ll68CD09PXTr1o271717d+jp6eHChQs1xiYmJsLExAR2dnYIDg4W25eRkpKC0tJSDBgwgLvXunVrODk51VpvZTTVzqDiWKLKMjIyJO5VXhtpa2uLgwcPVlunt7c3d7SRtHgrKyuJtZb6+vpM6y+dnJwkyoeEhCAkJKTGtgPl36ypqak1llm8eDEWL14sdk/a56ry+aCEEEJIU6SoscqIiAiEh4eL3fv222/rfOb18+fPxc7rrmBiYoLnz6tPbzxo0CCMGTMGlpaWePToERYvXoy+ffsiJSUFfD4fz58/h5qaGlq1aiUWZ2pqWmO9VdGIZz3z9PQU6+BZWVnVOX95fUlMTASPx6txAXJMTIxMqTGrHkRPCCGENAdCiBRySdtQO3/+/GqfGxYWJrH5p+p19epVAP/bhFyZSCSSer+Cv78/Bg8eDCcnJwwdOhTHjh3D3bt38eeff9b4+ait3qpoxPM9u3LlCrS0tBRW36BBg5CUlCT1tQULFmDBggUy1+Xh4YGsrCzo6enJHBMWFobDhw9LjIo2KKVG/veUUI6/l0VyLmeX41kiOTaKqckzBCD7z6k6U5LjYaKa8zNU9yD25wjk+0SIyt7TcSyN/PtVHgLRe/zmk4ew7ps1ZSHPZ1so56dOrSnsyHnPpG2orcm0adPwySef1FjGysoKN27cwIsXLyRee/nyJXfkoyzMzc1haWmJe/fuAQDMzMxQUlKCnJwcsVHP7OxseHh4yFwvdTzfM2NjY4XWt2PHDhQVFUl9rfKiYFmoqanBzMxMEc0ihBBCmqWGOoPTyMgIRkZGtZbr0aMH8vLycPnyZXz44YcAgOTkZOTl5TF1EF+/fo0nT55wZ4d37doVqqqqOHnyJJeBMSsrCzdv3sSqVatkrreRDw3Vn/rIu15QUIDx48dDW1sb5ubmWLNmjcRzq061r127Fs7OztDS0oKFhQWmTp0qtjO8Ymr7+PHj6NSpE7S1tTFw4EBkZWUBKN/cY2NjI/V69uwZlJSUuDbm5ORASUkJY8aM4eqPiIjgDoWXNtUeExODdu3aQVNTEyNGjMDr16/FXgsPD8fff//NDfPHxMRwr7969QojRoyApqYmbG1t8fvvvzN+lQghhJDGRaigq7506tQJAwcORHBwMC5duoRLly4hODiYS4FdoWPHjjh06BAA4O3btwgNDcXFixeRkZGBxMREDB06FEZGRhgxYgQAQE9PD0FBQZg9ezYSEhJw/fp1fPbZZ3B2doa3t7fM7WuxHU9A8XnX58yZgzNnzuDQoUM4ceIEEhMTkZKSUmMblJSUsGHDBty8eRO7d+/G6dOnMXfuXLEyhYWFWL16Nfbs2YNz584hMzNTLGd6dSofHg+Up8w0NDTEuXPnuDKJiYnV7mxPTk7GpEmTMHXqVKSmpsLLywvLly/nXvf398fs2bPh6OiIrKwsZGVlwd/fn3s9PDwcfn5+uHHjBnx9fTFu3Di8efOm1nYTQgghjZWi1njWp71798LZ2RkDBgzAgAED0LlzZ+zZs0eszJ07d5CXlwegPBPjP//8g48//hh2dnaYMGEC7OzscPHiRbGzvtetW4fhw4fDz88PPXv2hKamJv744w+Zz/AEWvhUuyLzrrdu3Ro7d+7Ejz/+yOUi3717N9q2bVtjGypvPLK2tsayZcswZcoUbN68mbtfcdh7hw4dAJSv81i6dGmt76/ivM7ExESMGjUKiYmJmDBhAnbv3o20tDTY2dnhwoULmDlzptT49evXw8fHB9988w0AcOUrDqTV0NCAtrY2VFRUpE7RBwYGYuzYsQCAFStWYOPGjbh8+TIGDhxYa9sJIYQQIh8DAwP89NNPNZapfEKNhoYGjh8/Xmu96urq2LhxIzZu3Ch321p0x1PevOtVPXjwAEVFRSgpKRHLZW5gYCA2rC3NmTNnsGLFCqSlpSE/Px9lZWV49+4dCgoKuE1ImpqaXKcTqD3neWWenp7Ytm0bAODs2bNYtmwZHj16hLNnzyIvLw9FRUXo2bOn1Nj09HRuiL1Cjx49uI5nbSp/frW0tKCjo1Nju4uLiyXOMCsrE4BP2YsIIYQ0Ei05z7oitOipdkXmXZcnr/njx4/h6+sLJycnxMXFISUlBZs2bQJQPspZUztlfZ6npydu3bqF+/fvcykzK3K1JyYmomvXrtWmzHzfudojIiK4vLIV1+rEf+rUBkIIIUSRGvsaz8auRXc8WXTp0gW3bt2ClZWVxCYeLS0t2NjYQFVVVSyXeU5ODu7evVttnVevXkVZWRnWrFmD7t27w87ODv/++69C212xznP58uVwcXGBrq6uWMezpsxFDg4OErnZpeVqV0SedgBSzzQL9XSuPZAQQgghTQJ1PGVUW951bW1tBAUFYc6cOUhISMDNmzcRGBgIpRrOlOzQoQPKysqwceNGPHz4EHv27MGWLVsU2u6KdZ4//fQTlzKzc+fOKCkpQUJCQo252mfMmIH4+HisWrUKd+/exQ8//CAxzW5lZYVHjx4hNTUVr169qlO6Lz6fD11dXbGLptkJIYQ0JiKRSCFXS0UdTxnVlncdAL7//nt89NFHGDZsGLy9vdGrVy907dq12jpdXV2xdu1arFy5Ek5OTti7dy8iIiIU3vaqudp5PB569+4NAOjVq1e1cd27d8eOHTuwceNGuLq64sSJE9xmrAqjRo3CwIED4eXlBWNjY+zbt0/h7SeEEEIai6awq70x44lacrebNHoFERPYg0rlSTkD5MWzL3OY+Uz2LE8VooPYM1cp9fZijgEAwdGaU51JfZatFXNM1PKXzDGpvELmGIGcP6z1eKq1F6pimb1k5o/a8NSYQ1D2n3ypYFS02D8XapaazDE8HQ05YtifA0CuzEWPYvKYY/KLZM8WU+GDf75njpGXqCCXOUaYeYs5ZlnAsdoLVaEsZ8oxYzkydI1zf8IcY3DoLHMMq4/bDVFIPb9lHlFIPU0NjXgSMbXlWM/IyACPx6s1RWbVHPWEEEJIc0Cbi+qmRR+n1BxIO96pwrFjx7gpdVllZWWJ5WCtTWJiIry8vJCTkwN9fX2mZ8lC+ES2Y6MqU2ptKNezsp9J391fk3dyJPQWPJbjPbnId/B+WWYucwy/G/vnr5THPuJpymMfdZJ3xa88udoFxewxRS/YR1bfFbLHAABfo7T2QlXolLGPMqualTDHiDJymGMAQCTHiGd6URvmmDZ4xxwjKvqPOUbenOs8LX3mGFFm9RtZq2MkZB97UpFzjjRXiT1QWV++fxv1jY5TqhvqeDZxNY08tmnD/gOZcrUTQgghpL7QVLuCseaAFwgECAoKgrW1NTQ0NGBvb4/169dz9b179w6Ojo744osvuHuPHj2Cnp4etm/fXm2edhsbG6irq8PY2BhxcXFcrKurK0xMTLiPL168CFVVVS4/fNWp9suXL8PNzQ3q6upwd3fH9evXudcyMjLg5VW+9rBVq1bg8XgIDAzkXhcKhZg7dy4MDAxgZmaGsLAwhXyOCSGEkIZCm4vqhjqe9YAlB7xQKETbtm0RGxuLtLQ0LFmyBAsWLEBsbCyA8vRUe/fuxe7du3H48GEIBAIEBATAy8uLS+1ZncopM4Hyc0XT0tJQWlqKtLQ0AOAOkZc2ZV9QUIAhQ4bA3t4eKSkpCAsLE8sRb2FhwXVq79y5g6ysLLFO8+7du6GlpYXk5GSsWrUKS5cuxcmTJ+v0uSWEEEIaEh2nVDfU8awHFTngbW1tMX/+fGhoaHA54G1tbbFkyRL8P/bOOy6K62vjzy5K700sSBFBUKSosSvYUDTWYJeqxq4ooiaKgr3GElusoMbYNTbQSBFUFBVsFAULRlEjqCigwHLfP3h3fiy7CzvDUr3ffOYTmZ0z98ywy56595zzZGZm4v79+6hfvz4CAwPRrl07mJmZYcyYMfD09GQCT6B4lnLZsmWYMGECfH19kZaWht27d8vki5OTExN4Xr16FXZ2dujRowezLzIyUmovz0OHDkEgEGDv3r1o2bIlBgwYgLlz5zKvKygoQFdXFwBgaGgIIyMjaGn9r8q7devWWLx4MZo3bw53d3e0bdsWV65cYXEnKRQKhUKpWdDioopBA89KgI0GPADs2LEDbdu2hYGBAdTV1bFr1y6kp6eLnHPOnDmwsrLCli1bsG/fPujr68vki1Ay8/3794iKioKTkxOcnJwQFRWFwsJCXL9+Xap6UVJSEuzs7KCq+r/WKCW16Muj5H0AyteY//btG7Kzs0W2b4Lv+eNJoVAoFErdggaelQAbDfijR4/C19cX3t7euHTpEhISEuDl5YX8fNFK0nfv3iElJQUKCgp48uSJzL4IJTOjoqKYwFMomRkXF4e8vDypTeRrglb7+rtpFfKBQqFQKBR5QuT03/cKDTyrmejoaHTq1AlTpkyBg4MDLCwskJYmHmx5e3ujVatWCAkJgb+/P5OjWR7CPM8zZ87g4cOH6Nq1K2xtbVFQUIAdO3bA0dERGhqS2wjZ2Njg3r17yMvLY/ZJ0moHIBe9dkla7XMcm1X4vBQKhUKhyAtaXFQxaOBZzVhYWOD27dsICwvD48ePsWjRIsTFxYkcs3XrVty4cQMhISEYPXo0fvrpJ4wZM0ZsVlQaTk5O+PPPP9G6dWtoamoyweihQ4fK1GofPXo0+Hw+fHx8kJiYiAsXLmDdunUix5iYmIDH4+HcuXP477//mOp4LkjUalegb1EKhUKhUOoK9Fu9mpk0aRKGDh2KESNGoH379sjMzMSUKVOY15OTkzF37lxs27YNxsbGAIoD0Y8fP2LRokUyjVFaqx0AunfvDoFAIDW/EyhuTn/27FkkJibCwcEBv/76K1avXi1yTOPGjREYGIj58+ejQYMGmDZtGourp1AoFAqldkGr2isG1Wqn1Gg+T+nH2oarctGTXdmsbRYT9sVPB3p/Y21Tf2Bv1jYA8O1P9lrMSm49WdtsmpPM2uY9j316RlUqF80yfc3aJu9jDVcu4qBCVN+Ivc4I+cqtKJCLctE/MVWjXNT2VgBrm6pULioM28faZseCZ6xtqlK5aEaPt6xttPb9w9qGLc5NuP09Lk3Ev99ne0E640mhUCgUCoVCqRKoZGYNg632eb9+/RAdHS3xtV9++QW//PKLXMfev38/Zs2ahY8fP5Z5Lh6Ph1OnTmHw4MEyjy8Jvr5W+QeVIi/6JaexzHqwn3nqcYW9xGg9e03WNlBUZm8DQLFbS9Y2346x77VKwH7WKbmI/QxzfY7PygUcuuapthYXVSgPdS3V8g8qBclhP/sGAKjP/j3Bb8JBEvcbB632LznsxwEADkWK3f57xdom/DH796vj8/usbbjCRXe9nosXe5v57Gdxuaqnt/nK/ne7M5z9+9WftQV7vueKdHlAA88aRqdOnZCRkSHSiL0sdu/eLVJ1XhJhc/fKGhsAlixZgtOnT5epGU+hUCgUSl2hiGYoVggaeNYwFBUVYWQk+1Ne48bsn9zlNTaFQqFQKBQKG2iOZyXj5OSE6dOnY9asWdDR0UGDBg3wxx9/ICcnB15eXtDQ0ECzZs1w8WJxEUhkZCR4PB6zlL1//35oa2sjLCwM1tbWUFdXR9++fZGRkVHu2A8ePACfz8f79+8BFGu18/l8uLm5McesXLmSUSMqPbZw/KZNm0JVVRVDhgxBZmamyGuBgYG4d+8eeDweeDwe9u/fz7z+/v17DBkyBKqqqmjevDn+/vtvrreRQqFQKJQaAZHT9r1CA88qIDg4GPr6+rh16xamT5+OyZMnw83NDZ06dcLdu3fh4uKCcePGITc3V6J9bm4u1q1bhwMHDuDq1atIT0+Hn59fueOWVC0CirXa9fT0cPXqVeaYyMhIqS2Vbt68CW9vb0yZMgUJCQlwdnbGsmXLmNdHjBiBOXPmoGXLlsjIyEBGRgZGjBjBvB4YGIjhw4fj/v37cHV1xZgxY5CVlSXTPaNQKBQKpSZCG8hXDBp4VgF2dnZYuHAhmjdvjgULFkBFRQX6+vqYMGECmjdvjoCAAGRmZuL+fcnJ60KVobZt28LR0RHTpk3DlSvlF4AIG8VHRkYCKA4yPTw8UFRUhMTEREarXVoT+U2bNsHFxQXz58+HpaUlZsyYARcXF+Z1FRUVqKuro169ejAyMoKRkRFUVFSY1z09PTFq1ChYWFhgxYoVyMnJwa1bt6T6K1GrvbDiikgUCoVCocgLGnhWDBp4VgGtW7dm/q2goAA9PT3Y2toy+xo0aACgWI9dEqqqqmjW7H/SkQ0bNpR6bGmcnJyYwDMqKgrOzs7o1q2biFZ7586dJdomJSUxy/BCSv9cFiWvW01NDRoaGmX6LUmrfd21JJnHo1AoFAqFUrOhgWcVUL++aAMKHo8nso/HK25uXVQkueWLJHtZ+/47OTnh0aNHSE1NZbTau3fvjqioKERGRqJNmzZStdorqi0gyW9p1whI1mr362xdIR8oFAqFQpEnVLmoYtCq9jqOMM9z2bJlsLOzg6amJrp3746VK1fiw4cPZUpm2tjYIDY2VmRf6Z8VFRUh4NB7TxJKSkpQUlIS2ZdTj6tWDYVCoVAo8ud7XiaXB3TGs44jzPM8ePAgk8vZunVr5Ofn48qVK1LzOwFgxowZCA0NxZo1a/D48WP8/vvvCA0NFTnG1NQUz549Q0JCAt6/f49v39jLQVIoFAqFQvk+oIHnd4CzszMEAgETZPJ4PHTt2hUA0KVLF6l2HTp0wO7du7FlyxbY29vj0qVLWLhwocgxw4YNQ9++feHs7AwDAwMcPny40q6DQqFQKJTqhsjpv+8VHvmeEw0oNZ6cgJGsbfJult/jVBL1G7EXg9vPQTJzwlz2kpk8ixasbQCAPGUvvZd/9RFrm+2x7IUMrpEPrG2qUjLz8GAeaxt+lUpmss+UqouSmV+iZSu0LAkXycwhR/qytuFKVUlm7nCoOsnMpvmFrG0eKrN/j/u/OMjahi1tG3aVy3luZ0iWu67r0MCzDlNaV70y5S1l1XBnSx9j9n/s84oKOI01AQ1Z27ita1b+QaWIn/2QtY2AsA+CAMDCIrP8g0qR9MSAtU1DzS+sbe7ksJN0BYAibrcB3Ru8YW2T9V6NtY2GOvsgMi9PkbUNADQwZ691vzmNfcDVK4/956kI3H5RhINdEx3290G/meSeyWXx2yP2947rl6t+EfsHrHocBpsUH8TeiCPpTpNZ29zO1GdtMyLjEGsbttDAs2LQpfZajrq6utTt8WPRp2Y/Pz+R/p+enp4YPHhwFXtMoVAoFErthfbxrBi0qr2WU9bsZXh4uMjPwoCUQqFQKBQKN+hCccWoVTOebHXPASAxMRGurq5QV1dHgwYNMG7cOEa7HABCQ0PRpUsXaGtrQ09PDwMGDEBaWhrz+vPnz8Hj8XDy5Ek4OztDVVUVdnZ2uHHjhkw+Z2ZmYtSoUWjSpAlUVVVha2srVoDD5bqEuuopKSkYNmwYWrVqhTFjxiAvLw8WFhawsLCAoqLoEt6SJUtgb2/P/Ds4OBhnzpxhdNYjIyMl6rUnJCSAx+Ph+fPnzL6yNNyFnD17Fm3atIGysjLMzc0RGBiIwkL2eT4UCoVCoVDqBrUq8ATY6Z5nZGSge/fusLe3x+3btxEaGoq3b99i+PDhzPlycnIwe/ZsxMXF4cqVK+Dz+RgyZIhYo/Nff/0Vfn5+SEhIgKWlJUaNGiVTEPX161e0adMG586dw8OHDzFx4kSMGzcON2/e5HxdJZk7dy7WrVuHuLg4GBoaYuDAgSgoKD8ny8/PD8OHD0ffvn0ZnfVOnTqVaweUr+EOAGFhYRg7dixmzJiBxMRE7Ny5E/v378fy5ctlGoNCoVAolJoIXWqvGLUu8GSje759+3Y4OjpixYoVaNGiBRwcHLB3715EREQw+Y/Dhg3D0KFD0bx5c9jb22PPnj148OABEhMTRcb18/ND//79YWlpicDAQLx48QKpqanl+tu4cWP4+fnB3t4e5ubmmD59OlxcXHDs2DHO11WSxYsXo3fv3rC1tUVwcDDevn2LU6dOleuXuro6VFRUoKSkxOisl54hlUZ5Gu4AsHz5csyfPx8eHh4wNzdH7969sXTpUuzcuVOmMSgUCoVCqYnUhnZKHz58wLhx4xj56XHjxpVb/Ctc/Sy9rV27ljnGyclJ7PWRI9l1n6l1OZ5sdM/v3LmDiIgIiXmNaWlpsLS0RFpaGhYtWoTY2Fi8f/+emelMT09Hq1atJI7bsGFDZowWLcpucyMQCLBq1SocOXIEr169wrdv3/Dt2zeoqYlWzHLVcy+pna6rqwsrKyskJVWuvnlSUhKGDBki5kfJ5vJ37txBXFycyAynQCDA169fkZubC1VV8bYzwntTkiJSBD6v1j0fUSgUCqWOUlQLcjxHjx6Nf//9l/leFq62nj17VqpNRoZoK8KLFy/Cx8cHw4YNE9k/YcIEBAX9ryOCiooKK99qXeDJRve8qKgIP/74I1avXi12HmHw+OOPP8LY2Bi7du1Co0aNUFRUhFatWiE/X7R3HRtt9ZKsX78ev/32GzZu3AhbW1uoqalh1qxZZZ6/vOsqD+GxXODzi4O8ksnTpZfuZUmsLioqQmBgIIYOHSr2mrKyskSblStXIjAwUGSfuUYzNNOyKHc8CoVCoVAoxZNDoaGhiI2NRfv27QEAu3btQseOHZGSkgIrKyuJdkZGon1+z5w5A2dnZ5ibm4vsV1VVFTuWDbUu8GSDo6MjTpw4AVNTU9SrJ36pmZmZSEpKws6dOxkln5iYGLn6EB0djUGDBmHs2LEAigOyJ0+ewNraWi7nj42NRdOmTQEUT60/fvy43FlYIZJ01g0Mins4ZmRkQEdHB4B45bwsGu6Ojo5ISUmBhYXsQeOCBQswe/ZskX1DbX6S2Z5CoVAolMpGXsvkklb5lJSUoKSkVKHz3rhxA1paWkzQCRQrEWppaeH69etSA8+SvH37FufPn0dwcLDYa4cOHcLBgwfRoEED9OvXD4sXL4aGhobM/tXpNcypU6ciKysLo0aNwq1bt/D06VNcunQJ3t7eEAgE0NHRgZ6eHv744w+kpqYiPDxcLPCpKBYWFrh8+TKuX7+OpKQk/Pzzz3jzhn0za2kEBQXhypUrePjwITw9PaGvry9zb05TU1Pcv38fKSkpeP/+PQoKCmBhYQFjY2MsWbIEjx8/xvnz57F+/XoRO1k03AMCAhASEoIlS5bg0aNHSEpKwpEjR8QkN0uipKQETU1NkY0us1MoFAqlJlFEiFy2lStXMjmYwm3lypUV9u/NmzcwNDQU229oaChz/BEcHAwNDQ2xVcsxY8bg8OHDiIyMxKJFi3DixAmJK5tlUae/1Rs1aoRr165BIBDAxcUFrVq1wsyZM6GlpQU+nw8+n4+//voLd+7cQatWreDr6yuSRCsPFi1aBEdHR7i4uMDJyQlGRkZybdq+atUqzJw5E23atEFGRgb+/vtvmYuEJkyYACsrK7Rt2xYGBga4du0a6tevj8OHDyM5ORl2dnZYvXq1WMW6LBruLi4uOHfuHC5fvox27dqhQ4cO2LBhA0xMTOR27RQKhUKh1FYWLFiAT58+iWwLFiyQevySJUukFgAJt9u3bwOQnHJHCJE5FW/v3r0YM2aMWGrchAkT0KtXL7Rq1QojR47E8ePH8c8//+Du3bsyXzeVzKylREZGwtnZGR8+fIC2tnZ1u1NpUMnMYqhkZjFUMvN/UMnMYqhkZjFUMrOYqpDMbGHYTi7nSX4Xx+r49+/fi/Qhl4SpqSn+/PNPzJ49W6yKXVtbG7/99hu8vLzKPEd0dDS6deuGhIQE2NnZlXksIQRKSko4cOAARowYIdN11OkcT6C49N/e3h4bN24EUPxLmTVrFmbNmlWtflUFnp6e+PjxI06fPg1A/F5U5lgUCoVCodRFqquqXV9fH/r65QfjHTt2xKdPn3Dr1i388MMPAIr7b3/69Emmft179uxBmzZtyg06AeDRo0coKChgCrZloc4HnqWJi4sTa2VUEfr164fo6GiJr/3yyy/45Zdf5DZWRTl58qRIpXxtCMIVeQqsbb6C24ynUhGHPyaCqlFi4poTQ8pvgiDGVw6j8RXY3zsuc2J8jn/veRwMuXy3FBayf78KOE7jFhWwt+NzuOsCDu8HAccZTy6fJkEBh08HB5N6HFYduM7Qc5m9rF/+IdVKYSH7m57L596h5XvG2toaffv2xYQJE5je2RMnTsSAAQNECotatGiBlStXirRHzM7OxrFjx8RqO4DiNpSHDh2Cq6sr9PX1kZiYiDlz5sDBwQGdO3eW2b/vLvAUVm3Li927dyMvL0/ia7q67JcSZcXJyYm1Xmxl+kOhUCgUyvdAZTd/lweHDh3CjBkz0KdPHwDAwIED8fvvv4sck5KSgk+fPons++uvv0AIwahRo8TOqaioiCtXrmDTpk348uULjI2N0b9/fyxevBgKCrI/dFdbcVFl6K7n5OTA3d0d6urqaNiwocSI3dTUVGSpecOGDUx/TWNjY0yZMgVfvvwvX23//v3Q1tZGWFgYrK2toa6uzshMAsXKREJt9NKbrq4u4uLi0Lt3b+jr60NLSwvdu3cXS8Ll8XjYuXMnBgwYAFVVVVhbW+PGjRtITU2Fk5MT1NTU0LFjRxENeaHu+s6dO2FsbAxVVVW4ubmVqUzg5OTEzG46OTnhxYsX8PX1ZZKSS563JBs3boSpqSnzs0AgwOzZsxl9e39/f7EgmBCCNWvWwNzcHCoqKrCzs8Px48el+kahUCgUSm1AXlXtlYmuri4OHjyI7OxsZGdn4+DBg2L1IIQQeHp6iuybOHEicnNzoaWlJXZOY2NjREVFITMzE9++fUNqaio2bdrEelKrWqva5a27PnfuXERERODUqVO4dOkSIiMjcefOnTJ94PP52Lx5Mx4+fIjg4GCEh4fD399f5Jjc3FysW7cOBw4cwNWrV5Geng4/Pz+ZrvHz58/w8PBAdHQ0YmNj0bx5c7i6uuLz588ixy1duhTu7u5ISEhAixYtMHr0aPz8889YsGABU6U2bdo0EZvU1FQcPXoUZ8+eRWhoKBISEjB16lSZ/Dp58iSaNGmCoKAgRqtdVtavX4+9e/diz549iImJQVZWlphM58KFC7Fv3z5s374djx49gq+vL8aOHYuoqCiZx6FQKBQKhVK3qNaldqE+OVDcVmDVqlWMPjlQ3Aty+/btuH//Pi5cuMDorgvZu3cvjI2N8fjxYzRq1Ah79uxBSEgIevfuDaA4sG3SpEmZPpTMbzQzM8PSpUsxefJkbNu2jdlfUFCAHTt2oFmz4grmadOmichFlUWPHj1Eft65cyd0dHQQFRWFAQMGMPu9vLyYIHrevHno2LEjFi1axGigz5w5U6wS7evXryLXuGXLFvTv3x/r168vV1VAV1cXCgoK0NDQYK1AsHHjRixYsICR0dqxYwfCwsKY13NycrBhwwaEh4czkp7m5uaIiYnBzp070b17d1bjUSgUCoVSU6gNS+01mWoNPOWpu56Xl4f8/HyJ2uVlERERgRUrViAxMRHZ2dkoLCzE169fkZOTwxQhqaqqMkEnUCy3WVozXRrv3r1DQEAAwsPD8fbtWwgEAuTm5iI9PV3qvRBed+l78fXrV2RnZ0NTUxMA0LRpU5HAumPHjigqKkJKSkqF5KzK4tOnT8jIyBC5z/Xq1UPbtm2Z5fbExER8/fqVeQAQkp+fDwcHB6nnlqTiICACKHAoMKJQKBQKpTIgXKo2KQzVGnjKU3f9yZMnrMd/8eIFXF1dMWnSJCxduhS6urqIiYmBj4+PiD65JD9lLezx9PTEf//9h40bN8LExARKSkro2LGjTFrwbLXahcdUVKu99LWV1movD6GP58+fR+PGor3vypICk6TV3lzTApZalqzGp1AoFAqlsiiiM54VotYoFzk6OuLRo0cwNTUVK+JRU1ODhYUF6tevL6IZLtQul8bt27dRWFiI9evXo0OHDrC0tMTr16/l6nd0dDRmzJgBV1dXtGzZEkpKSuU2gJWV9PR0EX9v3LgBPp8PS0vZAjVpWu1v3rwRCT5LarVraWmhYcOGIve5sLBQJJfWxsYGSkpKSE9PF/tdGRsbS/VHkopDM032DdopFAqFQqHUTGpN4Fme7rq6ujp8fHwwd+5cEe1yPl/6JTZr1gyFhYXYsmULnj59igMHDmDHjh1y9dvCwgIHDhxAUlISbt68iTFjxkBFRUUu51ZWVoaHhwfu3bvHBLjDhw+XeZnd1NQUV69exatXr5hg2MnJCf/99x/WrFmDtLQ0bN26VaSzAFCcb7pq1SqcOnUKycnJmDJlikg1vYaGBvz8/ODr64vg4GCkpaUhPj4eW7duRXBwsFR/JGm102V2CoVCodQkCCFy2b5Xak3gWZ7uOgCsXbsW3bp1w8CBA9GrVy906dIFbdq0kXpOe3t7bNiwAatXr0arVq1w6NAhrFy5Uq5+7927Fx8+fICDgwPGjRuHGTNmwNDQUC7ntrCwwNChQ+Hq6oo+ffqgVatWIkVR5REUFITnz5+jWbNmTH9Ta2trbNu2DVu3boWdnR1u3bolVsE/Z84cuLu7w9PTEx07doSGhoZIA1qguEo/ICAAK1euhLW1NVxcXHD27FmYmZlV/MIpFAqFQqkmikDksn2vUK32WsqSJUtw+vRpkWXwusiApv1Z22QL2OtlA8DUIvYFWQPXmrK2iZ+bzNqGcNRqNzNnr9WekNaAtU0znU/lH1SK29l6rG24/rHq1kj2dmFC3r8VL2QsD1UV9qpZX79xS7U3MmGvUb4tnb3eePc89npCValcZKr+ufyDStHA5kv5B5Viy/2yO6RIgqtykYGAvSEX5SKfKtRqf9pFtlZ/Jbn+mf3fCK9XB1nbsKWJbiu5nOffrIdyOU9t47tTLqJQKBQKhULhCp2vqxg08CxFZGQknJ2d8eHDB7Eu/5KQ1N5JyMWLF9G1a1c5escOT09PfPz4EadPnwZQnL9pb28votxUWWPJix+LdFjbfOD4rjYvzGFtUxhTtkCBJP5SEleEKA+zIm5KzPWes79/7+txuIEf2F8TF333lorsZ/kAIOg9+/uw3ukDaxu+lvSuDdLgKXOcFivSZG3i/wP7mb6oA6qsbfLKyK0vCz6HL3RVjfzyDypF3zvsxxlZj/3vSZFj152PfPb+tfkqKP+gUqQ7TWZtw0VzHQDMY7aytomxD+A0VmVT2apDdR0aeJaiU6dOyMjIkCgXJYmylrpLtxKSJ0uWLMGSJUtY2Zw8eVKkRZOpqSlmzZol0kSfQqFQKBQKpbKggWcpFBUVWTVft7CwqERv5AtbPVUKhUKhUCiiUOWiilFrqtq54uTkhOnTp2PWrFnQ0dFBgwYN8McffyAnJwdeXl7Q0NBAs2bNmJZBkZGR4PF4THug/fv3Q1tbG2FhYbC2toa6ujr69u0rs7Z5XFwcevfuDX19fWhpaaF79+64e/euyDE8Hg87d+7EgAEDoKqqCmtra9y4cQOpqalwcnKCmpoaOnbsiLS0NMZmyZIlsLe3x86dO2FsbAxVVVW4ubmJtDWSdC+Es5tOTk548eIFfH19wePxmKbzwvOWZOPGjTA1NWV+FggEmD17NrS1taGnpwd/f3+xnBdCCNasWQNzc3OoqKjAzs4Ox48fl+meUSgUCoVSU6HtlCpGnQ88gWLNdn19fdy6dQvTp0/H5MmT4ebmhk6dOuHu3btwcXHBuHHjkJubK9E+NzcX69atw4EDB3D16lWkp6eLtRiSxufPn+Hh4YHo6GjExsaiefPmcHV1xefPopWYS5cuhbu7OxISEtCiRQuMHj0aP//8MxYsWIDbt28DKNaIL0lqaiqOHj2Ks2fPIjQ0FAkJCZg6VbbKwZMnT6JJkyYICgpCRkaGzIE0AKxfvx579+7Fnj17EBMTg6ysLJw6dUrkmIULF2Lfvn3Yvn07Hj16BF9fX4wdOxZRUVEyj0OhUCgUCqVu8V0stdvZ2WHhwoUAitVxVq1aBX19fUyYMAEAEBAQgO3bt+P+/fsS7QsKCrBjxw5Gr33atGkICpKtDUWPHj1Eft65cyd0dHQQFRWFAQMGMPu9vLwwfPhwAMC8efPQsWNHLFq0CC4uLgCKm7Z7eXmJnOvr168IDg5m9Nq3bNmC/v37Y/369eWmC+jq6kJBQQEaGhqsdd03btyIBQsWYNiwYQCAHTt2ICwsjHk9JycHGzZsQHh4OKPpbm5ujpiYGOzcuRPdu3eXeF5JWu0FRID6tIk8hUKhUGoI33MPTnnwXcx4tm7dmvm3goIC9PT0YGtry+xr0KC4b+G7d+8k2quqqjJBJ1CsDS/t2NK8e/cOkyZNgqWlJbS0tKClpYUvX74gPT1dqo9Cf0r7+PXrV2Rn/6+qt2nTpkzQCQAdO3ZEUVERUlJSZPKNC58+fUJGRgYTUAJAvXr10LZtW+bnxMREfP36Fb1794a6ujqzhYSEiKQLlGblypXMPRJuoZ8fVdq1UCgUCoXCFrrUXjG+ixnPkpXcQHFOZcl9wvzGoiLJvS8k2cv6pvH09MR///2HjRs3wsTEBEpKSujYsSPy80VbgEjyh42PJY8R/p8LfD5f7NoKCtg1xRb6eP78ebHKfiUl6e1mFixYgNmzZ4vsC7H+mdXYFAqFQqFUJrSdUsX4LgLP6iQ6Ohrbtm2Dq6srAODly5eMLnpFSU9Px+vXr9GoUSMAwI0bN8Dn82FpaSmTvaKiIgQC0d5vBgYGePPmDQghTABbsmWUlpYWGjZsiNjYWHTr1g0AUFhYiDt37sDR0REAYGNjAyUlJaSnp0tdVpeEkpKSWGBKl9kpFAqFQqk70MCzkrGwsMCBAwfQtm1bZGdnY+7cuVBRUZHLuZWVleHh4YF169YhOzsbM2bMwPDhw2XO2TQ1NcXVq1cxcuRIKCkpQV9fH05OTvjvv/+wZs0a/PTTTwgNDcXFixehqfm/ZtUzZ87EqlWr0Lx5c1hbW2PDhg0i1fQaGhrw8/ODr68vioqK0KVLF2RnZ+P69etQV1eHh4eHXK6fQqFQKJSq5nteJpcH30WOZ3Wyd+9efPjwAQ4ODhg3bhxmzJgBQ0NDuZzbwsICQ4cOhaurK/r06YNWrVph27ZtMtsHBQXh+fPnaNasGQwMDAAA1tbW2LZtG7Zu3Qo7OzvcunVLrIJ/zpw5cHd3h6enJzp27AgNDQ0MGTJE5JilS5ciICAAK1euhLW1NVxcXHD27FmYmZlV/MIpFAqFQqkmikDksn2v8AgN3WslS5YswenTp8tUTqoL7GwylrXNB46r8z05SGa2+DGPtc2voVUnmdmpUHKLsLJI4bGXSNQvLGRt80mB/S+Kq2TmZrCXslzftaokM7n9blHE4U83n33+d02XzHQ0+o+1jdu7b+UfVIqR9ZqytlHk+O1aVZKZVgbs3+NVKZkZwkEy0+ffg6xt2KKl3qz8g2Tg0xfpxbZ1GbrUXofZv38/Zs2axSyDV2awWnosedGq8CtrG+t27L+IACD4jjFrm9CL7L+UB39lV6wFAI11MlnbAMCjj+w1yn+ar8ba5trKj6xtTAj73+1/eezvNwDMUmP/UPFXREPWNpocgsEicCsGVC+j0FAar+qzDxpseex/Tw5m3N6vPA4xTeIT9itIJ5uyz7NXa/KStQ1XFLTZP4zsDGfXFg8APmfqs7bJ5fDwAnDTXXdPkK1tYVVD5+sqBl1qryAl2wWV3qKjo6vbPRH8/Pxw5coV5mdPT08MHjy4+hyiUCgUCqWWUUSIXLbvFTrjWUHKmj0s3UpInixZsgRLlixhZSMMiCkUCoVCoVCqgzo348lWm10gEMDHxwdmZmZQUVGBlZUVNm3axJzv69evaNmyJSZOnMjse/bsGbS0tLBr1y5YWFhI3VRUVJCZmYlRo0ahSZMmUFVVha2tLQ4fPlwhn4H/acqfP38ednZ2UFZWRvv27fHgwQOp96akDvuSJUsQHByMM2fOMFrtkZGRYlr1QHFwzePx8Pz5c2bf/v370bRpU6iqqmLIkCHIzBRfWjt79izatGkDZWVlmJubIzAwEIUccgEpFAqFQqkpEDn9971S5wJPgJ02e1FREZo0aYKjR48iMTERAQEB+OWXX3D06FEAxS2LDh06hODgYJw+fRoCgQDjxo2Ds7MzI7lZFl+/fkWbNm1w7tw5PHz4EBMnTsS4ceNw8+ZNzj6XZO7cuVi3bh3i4uJgaGiIgQMHytTw3c/PD8OHD0ffvn0ZrfZOnTrJdH9v3rwJb29vTJkyBQkJCXB2dsayZctEjgkLC8PYsWMxY8YMJCYmYufOndi/fz+WL18u0xgUCoVCodRE6FJ7xaiTgadQm7158+ZYsGABVFRUGG325s2bIyAgAJmZmbh//z7q16+PwMBAtGvXDmZmZhgzZgw8PT2ZwBMA7O3tsWzZMkyYMAG+vr5IS0vD7t27ZfKlcePG8PPzg729PczNzTF9+nS4uLjg2LFjnH0uyeLFi9G7d2/Y2toiODgYb9++xalTp8r1S11dHSoqKlBSUoKRkRGMjIygqKgo0zVt2rQJLi4umD9/PiwtLTFjxgxGU17I8uXLMX/+fHh4eMDc3By9e/fG0qVLsXPnTpnGoFAoFAqFUveokzmebLXZd+zYgd27d+PFixfIy8tDfn4+syQtZM6cOThz5gy2bNmCixcvQl9ftmpAgUCAVatW4ciRI3j16hW+ffuGb9++QU1NtHKYq558Sc10XV1dWFlZISkpSSbfuJKUlCTWt7Njx44IDQ1lfr5z5w7i4uJEZjgFAgG+fv2K3NxcqKqKVycL701J8okAilS9iEKhUCg1BFrVXjHq5IwnG232o0ePwtfXF97e3rh06RISEhLg5eUlpqX+7t07pKSkQEFBAU+ePJHZl/Xr1+O3336Dv78/wsPDkZCQABcXlzK12svzuTwqqtUOiH6wSi/dy/KhKyoqQmBgIBISEpjtwYMHePLkCZSVlSXarFy5ElpaWiLbgZwUztdCoVAoFIq8oTmeFaNOzniyITo6Gp06dcKUKVOYfWlp4k1dvb290apVK0yYMAE+Pj7o2bMnbGxsZDr/oEGDMHZscSP0oqIiPHnyBNbW1nLxPzY2Fk2bFjc2/vDhAx4/fowWLVrIZCtNqx0AMjIyoKNT3AOydOW+jY0NYmNjxfwoiaOjI1JSUmBhYSHztSxYsACzZ88W2XenOZXXpFAoFErNgc54VozvPvC0sLBASEgIwsLCYGZmhgMHDiAuLk5E2nHr1q24ceMG7t+/D2NjY1y8eBFjxozBzZs3y82LtLCwwIkTJ3D9+nXo6Ohgw4YNePPmjdwCz6CgIOjp6aFBgwb49ddfoa+vL3NvTlNTU4SFhSElJQV6enrQ0tKChYUFjI2NsWTJEixbtgxPnjzB+vXrRexmzJiBTp06Yc2aNRg8eDAuXboksswOAAEBARgwYACMjY3h5uYGPp+P+/fv48GDB2KFSEKUlJSgpCSq/EKX2SkUCoVCqTvUyaV2NkyaNAlDhw7FiBEj0L59e2RmZorMfiYnJ2Pu3LnYtm0bjI2LlW22bt2Kjx8/YtGiReWef9GiRXB0dISLiwucnJxgZGQk16btq1atwsyZM9GmTRtkZGTg77//lrlIaMKECbCyskLbtm1hYGCAa9euoX79+jh8+DCSk5NhZ2eH1atXiwWKHTp0wO7du7FlyxbY29vj0qVLWLhwocgxLi4uOHfuHC5fvox27dqhQ4cO2LBhA0xMTOR27RQKhUKhVDWEELls3ytUq72WEhkZCWdnZ3z48AHa2trV7U6lcc3oJ9Y21h2rTjLzC4/9x6czJ8nMz6xtAG6SmX3na7C24SKZqcZn39M1r4jbIk0DDpKZ1/K1WdvUScnMAvaSmc3Ma7ZkpiUnycyq60FcVZKZJvns369cJTOLOJhxkcysr2/OfiCW1FOUjzhMYf4ruZyntvHdz3hSKBQKhUKhUKoIQqkQffv2JWpqahK35cuXV9q4ERERBAD58OFDpY1Rk/n69StZvHgx+fr1a42zqen+0fvA3aam+0fvA3ebmu4fvSbuNpSaBV1qryCvXr1CXl6exNd0dXWhq6tbxR59H2RnZ0NLSwufPn2CpqZmjbKp6f7R+8Ddpqb7R+8Dd5ua7h+9Ju42lJrFd1/VXlEaN5ZPrgeFQqFQKBRKXYfmeFIoFAqFQqFQqgQaeFIoFAqFQqFQqgQaeFJqJUpKSli8eLFYw/maYFPT/aP3gbtNTfeP3gfuNjXdP3pN3G0oNQtaXEShUCgUCoVCqRLojCeFQqFQKBQKpUqggSeFQqFQKBQKpUqggSeFQqFQKBQKpUqggSeFQqFQKBQKpUqggSel1vHt27fqdkEiL1++RHR0NMLCwnD37t1K87Oi43Dxq7Lv+dWrV1FYWCi2v7CwEFevXq3UsSnlIxAIEBUVhQ8fPlS3KxQKpZZDq9opNZ6wsDAcPnwY0dHRSE9PR1FREVRVVeHo6Ig+ffrAy8sLjRo1ErNLSUlh7J4/f47c3FwYGBjAwcEBLi4uGDZsmMSWHM+fP5do07FjRygrK4sc++LFC+zYsQOHDx/Gy5cvUfLjpKioiK5du2LixIkYNmwY+Pz/PecRQhAVFSVxnF69esHY2Fgu43C9f1zvOQBER0dj586dSEtLw/Hjx9G4cWMcOHAAZmZm6NKli0QbBQUFZGRkwNDQUGR/ZmYmDA0NIRAImH0FBQXo06cPdu7cCUtLS4nnkzcHDhzAjh078OzZM9y4cQMmJibYuHEjzMzMMGjQoCrxobpRVlZGUlISzMzMZLYpLCzEoUOH4OLiAiMjI5lsCCFIT0+HoaEhVFRUZB6Lix0X/ygUSsWgM56UGsvp06dhZWUFDw8P8Pl8zJ07FydPnkRYWBj27NmD7t27459//oG5uTkmTZqE//77DwAQHx+P3r17w87ODlevXkW7du0wa9YsLF26FGPHjgUhBL/++isaNWqE1atXM7N5f/75Jzp06ABzc3PMnTsXp0+fRnR0NHbv3o2+ffuiQYMGmDJlCl68eAEAmDlzJmxtbfHkyRMEBQXh0aNH+PTpE/Lz8/HmzRtcuHABXbp0waJFi9C6dWvExcUhLy8PK1asgLGxMfr164fz58/j48ePUFBQQGpqKhYvXgwzMzO4uroiNjaW8zhc7x/Xey7kxIkTcHFxgYqKCuLj45l7+/nzZ6xYsULq75oQAh6PJ7Y/MzMTampqIvvq16+Phw8fSjy+PAoLC1GvXj08fPhQZpvt27dj9uzZcHV1xcePH5kgWFtbGxs3bmTtQ23F1tYWT58+ZWVTr149TJ48mdWMOSEEzZs3x7///stqLC52XPyrCB8/fsSlS5dw8OBBhISEiGw1aayvX7/KPE50dDTGjh2Ljh074tWrVwCKH9RiYmIqxY6tf5QaCKFQaijt2rUjf//9NxEIBGUe9++//5K5c+eSdevWEUIIadq0KdmyZQvJzMws0+769evEzc2NLF++nDg4OJA2bdqQLVu2kBcvXogd+/XrVxIREUF+/vlnoq+vT44ePUr8/PzIu3fvZLqW8+fPk2PHjpEmTZqQYcOGkbNnz5L8/HyJxz5//pysWLGCNG3alPzxxx+cxiGE2/3jes+F2Nvbk+DgYEIIIerq6iQtLY0QQkh8fDxp0KCB2HmGDBlChgwZQvh8PnF1dWV+HjJkCBk4cCAxNTUlLi4uYnazZ88m8+bNK9NHaZibm5OEhASZj7e2tianTp0Su6YHDx4QPT09kWN1dHTIf//9RwghRFtbm+jo6EjdhAwZMoR8+vSJ+XdZW3WNRQghYWFhxN7enpw9e5a8fv2afPr0SWSThpOTEzl9+rRM91qIjY0NuXHjBisbrnZc/COEkH/++YcsWLCA+Pj4EC8vL5FNEn///TfR0NAgfD6faGlpEW1tbWYr+TuqrrEEAgEJCgoijRo1IgoKCsz7fOHChWT37t0SbY4fP05UVFTI+PHjiZKSEmOzdetW0q9fP6nXw8WOi3+UmgldaqfUOfLz86GoqMjq+MuXL6N///4yHf/+/Xs8e/YM7dq1Y+3bw4cP0apVK5n9evHiBZo3b856nOpCVVUViYmJMDU1hYaGBu7duwdzc3M8ffoUNjY2YjMVXl5eAIDg4GAMHz5cZIlUUVERpqammDBhAvT19UXspk+fjpCQEFhYWKBt27Zis6IbNmyQ6uO+fftw7NgxHDx4ELq6uuVek4qKCpKTk2FiYiJyTU+ePEHr1q2Rl5fHHBscHIyRI0dCSUkJ+/fvL3NW1sPDg7kHmzdvhoaGBnM/yvK9OsYCIJLCUXIs8v+z1SXTIUpy7NgxzJ8/H76+vmjTpo3Y76p169ZiNufPn8eqVauwfft2mT8vXO24+BcYGIigoCC0bdsWDRs2FLv3p06dErOxtLSEq6srVqxYAVVVVZmvqarGCgoKQnBwMIKCgjBhwgQ8fPgQ5ubmOHr0KH777TfcuHFDzMbBwQG+vr5wd3cX+WwkJCSgb9++ePPmjcSxuNhx8Y9SQ6nmwJdC4URhYSGJj48nWVlZ1e2KRCIjI8n58+cl+hcfH8/6fHZ2dmTLli2sr3fmzJnkwYMHlW4jxNzcnFy+fJkQIjo7GBwcTKytraXaLVmyhHz58qXMc9+7d4+ZiXVycpK6OTs7l3kee3t7oq6uTpSUlIilpSVxcHAQ2UpjbW3NzIiVvKZNmzYRR0fHMseqS0RGRpa5SYPH44ltfD6f+b8ktLW1iaKiIuHz+URZWVnqDK487Lj4Z2RkREJCQsq4W+Koqqoy7x02VNVYzZo1I//88w8hRPR9npSURLS1tSXaqKiokGfPnonZpKWlESUlJaljcbHj4h+lZlKvugNfCkUWZs2aBVtbW/j4+EAgEKB79+64fv06VFVVce7cOTg5OUm1vXXrFiIjI/Hu3TsUFRWJvFZyZiwgIADz589nZgg+fPgAHR2dMv1au3Ytvnz5gsDAQADFsz/9+vXDpUuXAACGhoa4cuUKWrZsydg4OjrCwcEB48ePx+jRo6GlpVXu9bdv3x4LFy7E3LlzMXjwYIwfPx49e/Ys1y40NBRbtmxBmzZtMH78eIwcORKamppytxHy888/Y+bMmdi7dy94PB5ev36NGzduwM/PDwEBAVLtFi9eXO65HRwcmAKkFy9eIC4uDnp6ejL5VZLBgwezOn7u3LmYOnUqvn79CkIIbt26hcOHD2PlypXYvXu3VLu7d++ifv36sLW1BQCcOXMG+/btg42NDZYsWSJxVj4vLw+EEOY9+OLFC5w6dQo2Njbo06dPtY7VvXv3Mu6SdJ49e8bahmvuLBc7Lv7l5+ejU6dOrGxcXFxw+/ZtmJub18ixXr16BQsLC7H9RUVFKCgokGjTsGFDpKamwtTUVGR/TExMmWNzsePiH6WGUr1xL4UiG40bNyZxcXGEEEJOnTpFGjVqRFJSUsivv/5KOnXqJNVu+fLlhMfjkRYtWpDu3buXOTPG5/PJ27dvmZ81NDTKnTVwcHAgf/31F/Pz0aNHiYqKComJiSGZmZmkf//+xM3NTcTm+vXrZPz48URTU5OoqKiQMWPGkPDw8HLvQV5eHgkJCSHOzs6Ez+cTExMTEhgYKDEntSQxMTHE29ubaGhoEDU1NTJu3DgSFRUldxshv/zyC1FRUWFmj5SVlcnChQvLtHnz5g0ZO3YsadiwIVFQUCB8Pl9kI4QQXV1dEhsbSwgpnqWSNe+VkOLZyby8PEIIIS9evCg3h7U0f/zxB2natClzTU2aNCk3r6xt27bk+PHjhJD/zeSMGjWKWFhYkJkzZ0q06d27N9m+fTshhJAPHz4QQ0ND0qRJE6KsrEy2bdtW7WN9+PCBhIWFkQMHDpDg4GCR7XvC39+fBAUFlXvcmTNnmG337t2kadOmZPHixeT48eMir505c6bax2rTpg05cOAAIUR0RnHJkiWkS5cuEm1Wr15NbGxsSGxsLNHQ0CDR0dHk4MGDxMDAgGzZskWqr1zsuPhHqZnQHE9KrUBZWRmpqalo0qQJJk6cCFVVVWzcuBHPnj2DnZ0dsrOzJdo1aNAAq1evhqenZ7lj8Pl8vHnzhmnpUzL3SBo6Ojq4fv06rK2tARTn0BUWFuLAgQMAgNjYWLi5ueHly5ditnl5eTh69Cj27duH6OhomJqawtvbGx4eHmjSpEmZvj579gx79+5FSEgIXr16hZ49e8LHxwfDhw+XapObm4sjR45g3759iImJQbNmzeDj4wN3d3eprZHY2gjza3Nzc5GYmIiioiLY2NhAXV0d79+/F8vVFNKvXz+kp6dj2rRpEvPYBg0ahIkTJyIkJAQNGzZEeno6mjRpAgUFBYnnK119Xa9ePbx+/RqGhoZSWzdJ4+PHj9DW1gZQnN9bVFTE2KampkqchQEALS0t3L17F82aNcPq1asRHh6OsLAwXLt2DSNHjpT4ntDX10dUVBRatmyJ3bt3Y8uWLYiPj8eJEycQEBCApKSkahvr7NmzGDNmDHJycqChoSHyO+LxeMjKypJ6Dx8/fix11UHaTHhRURFSU1Ml2nTr1k3qWFzsZPFv9uzZImMEBwejdevWaN26NerXry9iI1xJKd3aTBqlc2SrciwhZ8+exbhx47BgwQIEBQUhMDAQKSkpCAkJwblz59C7d2+J5/v111/x22+/MfnbSkpK8PPzw9KlS8v0g60dV/8oNQ8aeFJqBSYmJti1axd69uwJMzMzbNu2DQMGDMCjR4/QpUsXqY2tGzZsiKtXr8pUoMMl8FRXV8f9+/eZY1q0aIGZM2di8uTJAID09HRYWVmJFKBIIi0tDfv27UNISAgyMjLQu3dvXLhwoVyfCSE4ceIEfv75Z5FWP+WRlpaGvXv3Yvv27fjy5Qvy8/PlYjN48GCcPHlS7Evw7du36Nmzp9Q2RhoaGoiOjoa9vX2ZPoSGhiI1NRUzZsxAUFAQNDQ0JB43c+ZMkZ+bNm2KBQsWwNXVFWZmZrh9+7bUILhp06YiP3fq1Anh4eFiPVxTUlLQs2dPqe17NDU1cefOHTRv3hy9e/fGgAEDMHPmzDLfE6qqqkhOTkbTpk0xfPhwtGzZEosXL8bLly9hZWWF3NzcahuLa3HMrl27MHnyZOjr68PIyEgsYL17966YTWxsLEaPHo0XL16g9FdUWYVMXOxk9c/Z2Vnma46IiJD5WElU5VglCQsLw4oVK3Dnzh0UFRXB0dERAQEBZaZ5AJD4oCkLbO24+kepYVTjbCuFIjOLFy8mWlpapEWLFqRp06bk69evhBBC9uzZQzp06CDVbvXq1VKXGkvD5/NJamoq+fTpE/n48SPR0NAg9+7dK7NtjJ2dHdm3bx8hpHgJl8fjkUePHjGvX7t2jTRu3Fim8T9//kx27NhBdHV1pRY1lCQ8PJyMGzeOqKmpES0tLfLzzz/LNM6XL1/Inj17SOfOnZk0BHnZ/PDDD8TT01Nk3+vXr0mLFi3IsGHDpJ7f2tqa3L17Vyb/CSHE09OTZGdny3z8zp07maITaZu0YhJXV1fi4uJCCgoKmH2JiYnEyMiIzJgxQ+qYzs7OxN3dnYSEhJD69euTJ0+eEEKKi3RMTEwk2tja2pJNmzaR9PR0oqmpSa5fv04IIeT27dsS21FV5Vhci2OaNm1KVq1axcrGzs6OuLm5kcTERPLhwwfy8eNHkU2edlz840JwcDDzd6sk3759k3uqQlWORaGwhQaelFrDsWPHyIYNG8jLly+Zffv37y+zB59AICB9+/Yl5ubmZMCAAWX2KhQGHqUDkbICkx07dhA1NTXi7e1NbGxsxPJNly5dSgYMGFDmdUVGRhJ3d3eipqZGNDU1yfjx46X2Inzx4gUJDAwkZmZmhMfjkW7dupHg4GCSm5tb5hiEEBIVFUU8PT2Juro6UVdXJ15eXiQmJkauNu/fvyc2NjZk1qxZhJDifp+WlpbEzc2tzLzKsLAw0qdPH6bStTLIzs4mDx48IDwej1y5coUkJCRI3EqTl5dHunTpQtzc3EhRURF58OABMTQ0JL6+vmWOd+/ePdKqVSuiqalJlixZwuyfNm0aGTVqlESbY8eOkfr16xM+n0969+7N7F+xYgXp27dvtY41ZMgQcuTIEekXLAVZcqVLo6qqygTPlW3HxT8vLy+JDz5fvnyR2luzdA65kPfv35f5oFmVY8lCef1fpf195WpHqXvQpXZKnWbq1KnYs2cPnJ2d0aBBA7HcwZK9CqOiomQ6Z+nq3j179uDcuXMwMjLC4sWLRaT3pkyZgl69emHo0KEiNi9fvsT+/fuxf/9+PHv2DJ06dWJyNEv3EQSKVZX27duHiIgINGjQAO7u7vDx8ZGaXyjk33//RXBwMPbv34+0tDS0b98ePj4+GDlypNRlLS42pe27dOmCIUOG4Pz583B0dMShQ4ek5mMCxbmyubm5KCwshKqqqlgeW1n5g2wp2f+yLA4fPoyBAwdCTU0Nnz59gpOTE5o1a4bo6Gi4u7tj7dq1nMb/+vUrFBQUxK5RyJs3b5CRkQE7OzsmZeHWrVvQ1NREixYtqnSsv//+mzn2v//+Q1BQELy8vGBrayt2zoEDB0ocw8fHB+3atcOkSZNk9rtHjx7w9/dH3759ZbbhasfFP2l5wu/fv4eRkREKCwvFbPh8Pt6+fQsDAwOR/ffu3YOzs7PU93hljqWjoyOzApjQpmT/V0IITp06BS0tLbRt2xYAcOfOHXz8+BFDhw4V+fvKxY6Lf5SaDw08KbUGWdsilURDQwN//fWXzM3hq4LevXsjIiICBgYGcHd3h7e3N6ysrMq0UVRURP/+/eHj4wNXV1eZCwnq1asHPT09jBs3Dj4+PkwRlLxtSvPkyRN06dIFvXv3xoEDB8r98ggODi7zdWED9KoiOzsbjRs3RkxMDKNN/ubNG/Tq1QsDBgzAqlWrmGNlbTVVG+FasLJ582bm3zk5OdiwYQP69+8vMWCdMWMGAOD+/fvMvrS0NKZ9mCSbkk3dudhx8Q8ofl8QQqCjo4MnT56IBHYCgQBnz57F/Pnz8fr1a2a/g4MDeDwe7t27h5YtW6JevXoiNs+ePUPfvn1x9OhRkXGrYqySn7vMzEwsW7YMLi4u6NixIwDgxo0bCAsLw6JFi+Dr64vSzJs3D1lZWdixYwfzYCkQCDBlyhRoampKfTiT1a6i/lFqJjTwpNQKVqxYgYULF8LKykps5pLH4yE8PFyinYmJCcLCwljPFHGpjJXVZuDAgfDx8cGAAQPKnAUsybt372Suwi7JyZMnMXDgQJEvIHnbSJuVyM3NhZKSksg11pZZCT6fD0KIWOAl/HPJ4/EkKvbo6uri8ePH0NfXL3e2Rngvhg4div3790NTU1NsZrw0J0+erJax2CIM1suDx+MxHQj4fD5zX6UdK+mec7Hj4l/Jsco6PjAwEL/++iuzT9jjNzAwEHPmzBFZNRCqcw0bNkys12pVjgUAw4YNg7OzM6ZNmyay//fff8c///yD06dPi9kYGBggJiZG7ME5JSUFnTp1QmZmpkTfudhx8Y9SM6EN5Cm1gk2bNmHv3r0ytUUqyZIlS7B48WLs27dP5kpcLpWxbGxKLl/KSsmg89WrV7h27ZrEALfk7AwAseDi3bt3Eu1KziCxteHa7Lsk6enpZb5eutK8somIiEC/fv2wZ88eqa2mJPHbb78xlfay3hctLS0mwJBFTKA6xgKAkJAQjBgxQixFIT8/H3/99Rfc3d2ZfVyasnOxqeqxIiIiQAhBjx49cOLECRHJVUVFRZiYmIi9X4TiCKamphgxYoRYd4SaMBZQXDG+evVqsf0uLi6YP3++RJvCwkIkJSWJBZBJSUlify8qasfFP0oNpUozSikUjhgZGZHHjx+ztrO3tycaGhpEXV2dtGrVqlx5REK4VcZyscnLyyNr1qwh/fr1I23atJHJt7179xJFRUWirq5OTExMiKmpKbOZmZlJvQ+3b98mLVu2ZIqkZJEF5GLDldKFXJIayFc1JZtUVyYrV64kHz58YGUTExMjsWq5MsfiWrASGBhIcnJyxPbn5uaSwMBAiTZRUVEiXQSEFBQUlClkwMWOi3/Pnz8nRUVFUv2QJ1U1VtOmTcmaNWvE9q9Zs4Y0bdpUoo2vry/R0dEha9euJdHR0SQ6OpqsXbuW6OnplVl8x8WOi3+UmgldaqfUCtasWYPXr1+znl0TLj1JQ5JUo5qaGu7du1du4U5FbUaPHo3Lly/jp59+klj4JMk3Y2NjTJo0CQsWLJA5/w4onp20sLDAvHnzJI5lYmLC2SY7O5vJc5TWyF+ItHzIe/fuifxcUFCA+Ph4bNiwAcuXLy93WVje3L9/H506dcL9+/fx5cuXMo8tOVvMBU1NTSQkJLCSN+RiU9GxLCws5Fock5mZCUNDQ4krCFxsKnuskrmk5SF8T3AtjqnKsYTs378fPj4+6Nu3L5NDGRsbi9DQUOzevVvialNRURHWrVuHTZs2ISMjA0Bx7+SZM2dizpw5UlOJuNhx8Y9SM6FL7ZRagZ+fH/r3749mzZrBxsZGrABAWj6aLBrgpWnfvn2ZijTysjl//jwuXLiAzp07y2yTm5uLkSNHsgo6geKlxZMnT7LyT1YbHR0d5otbW1tb4pcfkZCbVxI7OzuxfW3btkWjRo2wdu3aKg887e3toaKiwvxbWg5hWdckK1ye/bnOF3Cxy8nJwcCBA8Hj8dCzZ0+pBStljSnpPXHv3j2R5WNZbDIzMyV2faiInaz+lXwflBfgCd8TJR+UyyuOKUlVjiXE09MT1tbW2Lx5M06ePAlCCGxsbHDt2jW0b99eog2fz4e/vz/8/f2Zh05Ziu242HHxj1IzoYEnpVYwffp0REREwNnZGXp6ejI/2QvJz8+XmKcoKXdw+vTpmDNnDt68eVNuRW1FbBo3bixVeUcaPj4+OHbsGOucpp49e7KekZXVJjw8nPmClqeKClCslhMXFyfXc8rCs2fP4Orqivr163POB6wr1KtXD7169UJiYiJcXFykFqyURjgDx+PxYGlpKfKZFQgE+PLli1gLI+EDBo/Hg6enp0g+qUAgYGaiS8PFjq1/Jd8H8fHx8PPzw9y5c0UCu/Xr12PNmjXMcSW7MQwbNgxBQUEixTEzZsxgimNKVmVX5Vglad++PQ4dOiTxtfLg2t2BjV1F/KPUHOhSO6VWwLUt0uPHj+Hj44Pr16+L7C9rBk7SbKK0itqK2Fy8eBGbN2/Gjh07JC51S0IgEGDAgAHIy8uTGOBKayv1/v17eHh44IcffkCrVq1k6sHIxYYrpZfoCSHIyMjAkiVLkJycjISEBLmNZW5ujri4OOjp6Yns//jxIxwdHcV03isbWaRZ5WFT0bGio6NlKlgR9j89fvw4CCHw9vbGxo0bRYqZhAGrMJASIuz1GBwcjOHDhzOzziVtJkyYICZ3ysUuODiYtX9CfvjhByxZsgSurq4i+y9cuIBFixbhzp07Yjbq6upMykJJnjx5AgcHB6kpHVU1FpcCPzMzszInAaR9lrjY1bQCRAp36IwnpVagq6uLZs2asbbz8vJCvXr1cO7cOTRs2FCmmdKqqpJt27Ytvn79CnNzc5mbpq9YsQJhYWFMNWjptlLSuH79OmJiYnDx4kWx16QFxlxsAODDhw/Ys2cPkpKSwOPxYG1tDS8vL6nLqgAkLtETQmBsbIy//vpLqh0Xnj9/LtH3b9++4dWrVxJtUlJSsGXLFuaaWrRogenTp5fbf7UuIWsv1Z9//hnt27dnjjczM0Pnzp3Lbc+1atUq/Pbbb9DW1oapqSn8/PzKXFYHgGvXrqFt27ZMw3E2dkIRATb+TZo0Cdra2njw4IHElkxmZmZITEyUaK+np4dTp05h7ty5IvtPnz4t9hBUkqoay9TUtMy/IZI+M7NmzRL5WZibHRoaKjZ2Re24+EepmdAZT0qtYN++fQgNDWXVFgkoLvq5c+cO6z6eVUGvXr2Qnp4OHx8ficU7kr7odXR08Ntvv7FOpDc1NcWAAQOwaNEiNGjQoNJsoqKiMHDgQImKJH///beY6lNJu5Lw+XwYGBjAwsKCVQ/SshC2sRo8eDCCg4NFZrgEAgGuXLmCy5cvIyUlRcTu+PHjGDVqFNq2bStS1BAXF4c///wTbm5uFfKLyywk1+KiqhiL62xsbSmyMjc3h6OjI6ytrbFnzx5mBvjbt2/w9vZGUlIS7t69K2bPtTimqsaSZ4Hf1q1bcfv2bRHloora1bQCREoFqKryeQqlInBpi0QIIW3btiXR0dHlnv/69esy+/Llyxfy8OFDTjYlUVFRkagNXhYNGjTg1FZKXV2dpKamVrpNy5YtyYQJE0hhYSGzr7CwkEycOJG0bNmS1bnkTemWUCU3RUVFYmlpSc6ePStmZ2ZmRhYtWiS2PyAgoMwWVrLSr18/8vr1a1Y2XFs9VcVYXH3jYlddY928eZMYGhoSfX190rNnT9KzZ0+ir69PDAwMyM2bN6WeIzY2lowePZo4ODgQe3t7Mnr0aBIbG1vmuFU5liTOnTtHunfvzsomLS2NaGhosB6Lix0X/yjVC11qp9QKBg8eLPOxJfMFV69eDX9/f6xYsUJiTqQwsd3d3Z3JA3N1dZWoSZ6YmIiDBw9i3759WLNmDYKCgljbtGzZknmtRYsWyMvLk/m6AGDmzJnYsmWLiOSfLAwdOhQRERGs0hW42KSlpeHEiRMi7VAUFBQwe/ZshISElGu7ceNGkSX6mTNnckqxkISwsMzMzAxxcXFieYLSePPmjUhzdCFjx44tV69dFjWrCxcuyORHST5//izy8549e+Dj4yN2XGFhIRYtWoSVK1fKbSxKcd7ls2fPcPDgQSQnJ4MQghEjRmD06NFlLvNzKY6pyrEkwaXA7/jx42Wm1sjTrroKECncoYEnpVbApi1S6XxBQgh69uwpcgwpVfSTmJiInTt3IiAgAGPGjIGlpSUaNWoEZWVlfPjwAcnJycjJycHQoUNx+fJltGrVCiNHjmRtU5JVq1Zhzpw5WL58eZlBcUlu3bqF8PBwnDt3Di1btpS5rZSlpSUWLFiAmJiYcvWoK2Lj6OgoVZHE3t5eom9AsSrJwIEDYW9vj86dO4MQguvXr6Nly5Y4e/YsevfuLdWWLZLycT9+/AhtbW2Jxzs5OSE6OlqsUCMmJgZdu3aVOg4XBay3b9/Cz88PV65cwbt378TspOWxzZkzBxcuXMCuXbuYL+7k5GSMHj0anz59YgJPeYxFKUZVVRUTJ04s8xh59LitqrHKKvBr3ry5xPMIteFL2rx58wb//fcftm3bJnV8LnZc/KPUTGiOJ6XOIAwmS+cLloWknMO7d+8iOjoaz58/R15eHvT19eHg4ABnZ2epT+NcbISV8JKKaqQFJsLqXWlIy6kqS5u6tB51RWyOHDkCf39/TJ8+HR06dABQHIBt3boVq1atgrW1NXNsyRZTDg4OcHFxwapVq0TON3/+fFy6dEliHhtXVq9ezUgKAoCbmxtOnDiBhg0b4sKFC2I9RXfs2IGAgAAMHz5c5JqOHTuGwMBAEdnCkpX+9vb2sLS0RGBgoMTCNkmSlf369UN6ejqmTZsm0WbQoEESr+nZs2cYN24cnj17hv379+Px48eYO3cufvrpJ2zdulVi2y6uY5VHdVTcV8VYKioqSEhIgJWVVbmyt8L3Qcnm9NK01yV93v/++2/069cP9evXr/SxhEiyISUK/CRV+C9ZskTERpib7eTkVGZePRc7Lv5RaiY08KTUWKytrbFo0SL89NNPUFRUlHrckydPsGHDBpiYmNQqzd7yAmRphTg1mfIa20trMaWsrIwHDx6IzVw8fvwYrVu3xtevX+Xmo7m5OQ4ePIhOnTrh8uXLGD58OI4cOYKjR48iPT0dly5dYnVNQkpfExc1Kw0NDURHR5c5OyyNoqIi+Pr64vfff4eCggJCQkIwcuTIShmrLFq1aoWLFy/C2NiYlV1VFllxsePxeLh58yZ++OGHMt8TJd8HUVFRTMV8ZGRkmVXZJT/vfD4fb968YYLIyhxLSFUU+FWEmu4fRXbob4tSY9m6dSvmzZuHqVOnok+fPoySjXApOzExETExMUhMTMS0adMwZcoUsXPExcXh8OHDePz4MdMoWlihXN3UxsCyPLg2WzcwMEBCQoJY4JmQkCAmZVhRMjIymKDo3LlzGD58OPr06QNTU1OJCiilczNlhYualbGxMWdVonPnzuHw4cPo1KkTUlJSsGvXLnTr1k1kRrYiY8na//Thw4ec/O/atatI/01Z4HqvuNj169ePed/I+p4o+Rl3cnKSeayS56/ssYTweDx06tRJLIgrLCzE1atXmZzkklSltCkX/yg1lCoqYqJQOHPt2jUyY8YMYm9vT7S1tYmSkhJp3LgxGTBgANmyZQv58OGDRLu5c+cSHo9HNDQ0iJ2dHWndujVRV1cnfD6f+Pv7V+1F/D8vXrxgdfy///5LXFxcyLVr18o9Njs7m6xatYr8/vvvhBBCVq5cSXJycmQaJzY2lpw7d46TjTwIDAwk2traZNWqVeTq1askOjqarFy5kmhra5OlS5fKZQwhDRs2ZO6npaUlOXr0KCGEkOTkZJkraqW950py8uRJYmNjQ/bt20du375N7t27J7JJIiwsjPTp04c8e/ZMJj+ETJw4kSgpKZG1a9eSoqIikpGRQfr160d0dXXJkSNH5DIWj8cjb9++Fdv/5s0boqioWKatQCAgKSkpJDo6mkRFRYls1c3u3bsl7i8oKCDz58+X+Jqsn5GSdOrUiSxYsICEhYWRL1++yGxXVWPx+XyJv9/3798TPp8v0Ubae+LVq1dEWVlZ6lhc7Lj4R6mZ0MCTUifZv38/UVZWJlu2bCH5+fnM/vz8fLJp0yairKxMgoODq9wvQ0NDMn78+DLboHz8+JH88ccfpGXLlmTz5s1k9+7dpHHjxqRFixbE39+fHD16lMTExJDbt2+Ty5cvk02bNhE3NzeipqZGRowYQdLT0wkhhIwbN47o6emRSZMmkQsXLpB3794xYxQUFJB79+6RrVu3ko4dOxJTU1Ny9epVTjYl2b9/v0gwOnfuXKKlpUU6duxInj9/LvWai4qKyIYNG0jjxo2ZFkeNGzcmGzduJEVFRazvc1lMnTqVmJiYkF69ehE9PT3y+fNnQgghf/31l8TWXKtWrSJ//fUX8/NPP/1EeDweadSoUZntsEq3bCrZyknaF6W2tjZRVFQkfD6fqKurEx0dHZFNGi1btpToy++//07U1NQqNNaZM2fImTNnCI/HIyEhIczPZ86cISdPniRTp04llpaWUn27ceMGMTMzk9jGStp9ePPmDRk7dixp2LAhUVBQIHw+X2STBhc7LS0tMnToUJKZmcnsS0pKIg4ODsTc3FyiTf369UnHjh3JggULSGhoqEzB3YoVK4iLiwvR0NAg9evXJx06dCDz5s0jFy9eZN6D1TkWj8cT+bwLSUlJEXsg27RpE9m0aRPh8/lk+fLlzM+bNm0iGzZsIIMHDyb29vZi5+Jqx9Y/Ss2G5nhS6iQ//PADRo0aJVWTeMOGDfjrr79w69atKvUrKysLK1aswN69e1G/fn2J6QOPHj1C27ZtsXDhQvTr1w9Asdb88ePHceTIEURHR+Pjx48AipefbGxs4OLiggkTJohVk9+/fx9bt27FsWPH8OnTJygoKEBJSQm5ubkAiot6Jk6cCA8PD0bfmouNECsrK2zfvh09evTAjRs30LNnT2zcuBHnzp1DvXr1pFbdl0TYvoetjr2sFBQUYNOmTXj58iU8PT3h4OAAANi4cSPU1dUxfvx4kePZ5oQKefHiRZl+SJJJDQ4OLtNGmnrQt2/fxH4XQlJSUiQqLMk6VskiuNJfF/Xr14epqSnWr1+PAQMGSDxPVRZZcbHjUph148YNREVFITIyEtevX8fXr1/h6OgIJycndO/enfncSkIgECAuLg6RkZGIjIxEeHg4eDwevn37JvH4yh5L2Hj9zJkz6Nu3r0SdeysrK4SGhjL7hYWHL168QJMmTUTapwnlRoOCgsRSV7jYcfGPUrOhgSelTqKmpoYHDx5ILR54+vQpbG1tkZOTU8WeFfP161dcuHBBYiW8i4uLWOul0nz69Al5eXnQ09MTa3MkCUII7t+/LzKWvb19mb0sudioqqoiOTkZTZs2xbx585CRkYGQkBA8evQITk5O+O+//yTaPXv2DIWFhWI5nk+ePGGCm+pCRUUFjx8/hrGxMWbOnImvX79i586dePz4Mdq3b48PHz5Um29VCdv+p0KqssiKqx3bwqySCIO7HTt24NChQygqKiqzFVVycjITSEZFRSE/Px9du3bFqVOnqmUsLjr3QpydnXHy5Eno6OiU6ztXu4r4R6mZ0OIiSp1EQUEB+fn5Ul8vKCgQedoGgPDwcEybNg2xsbFife4+ffqETp06YceOHUzvRjZN3Ev3vFRWVsbQoUM5y7xpaWlJnCmSBo/Hg52dnVirIHnbqKurIzMzE02bNsWlS5eYGWdlZeUym+V7enrC29tbLPC8efMmdu/ejcjISJl9kIXHjx8jMjJSYmP3gIAAkZ91dHTw8uVLGBsbIzQ0FMuWLQNQHJjL0usyMTER6enpYu/Hkq2XJJGXl4eCggKRfWX1ejx+/DgzC1t6LGE7qor0emTb/1RIVRZZcbVjW5gFFAd1woAuMjISBQUF+PHHH6UWDY4YMQJXr15FUVERunXrhm7dumHBggUibcWqYyy2OvcliYiIkPlYrnYV8Y9SM6EznpQ6ibOzM7p06YKlS5dKfH3hwoWIiYkRCWgGDhwIZ2dnqcvzmzdvRkREBDNbUFafy5JI63lZFxkzZgySk5Ph4OCAw4cPIz09HXp6evj777/xyy+/SK141tTUxN27d8WCk9TUVLRt25ZJLZAHu3btwuTJk6Gvrw8jIyOR5VgejyfWM3TatGk4d+4cmjdvjvj4eDx//hzq6uo4cuQIVq9eLbXH6NOnTzFkyBA8ePBAZJlaOJ6koDUnJwfz5s3D0aNHkZmZKfa6tEB38+bN+PXXX+Hh4YFdu3bBy8sLaWlpiIuLw9SpU7F8+XIAFev1yLb/qZBTp05h4cKFmDt3rkQhAknB0KVLl7B+/Xrs3LmT1Ww3F7uff/4ZwcHBWLZsGebMmYO3b9/C29sbN2/exPbt2zF8+HAxGyMjIxQUFKBHjx5wcnJCt27dYGtrW+Y4fD4f+vr68PT0hLOzM7p27SpR7aw6x5KF2bNnY+nSpVBTU8Ps2bPLPHbDhg0VtqPUPeiMJ6VOMmfOHAwePBjfvn3DnDlz0KBBAwDF8ofr16/Hxo0bxZa27t27h9WrV0s9Z58+fbBu3TrmZ66tg+oyW7duxcKFC/Hy5UucOHGCab1z584djBo1Sqodj8eTKM346dMnuSvoLFu2DMuXL8e8efNkOv63336DqakpXr58iTVr1jBf4BkZGRJbeAmZOXMmzMzM8M8//8Dc3By3bt1CZmYm5syZI/I+Kom/vz8iIiKwbds2uLu7Y+vWrXj16hV27twp1ly/JNu2bcMff/yBUaNGITg4GP7+/jA3N0dAQACysrKY48LDwxlBA7azVTt37sTBgwcBAJcvX8Y///yD0NBQHD16FHPnzpWa6zps2DAAgLe3N7NPWj9XISNGjEBubi6aNWsGVVVVsWC15DVV1O7atWu4efMmEzgbGRnhwoUL2Lp1K7y9vaUGnklJSUhPT0d6ejr+/fdfmJmZlRncZWVl4erVq4iMjMTChQvx6NEj2NnZwcnJCU5OTlJzNStzLEdHR1y5cgU6OjpiakKlET5gxcfHMzPx8fHxUo8vfS4udlz8o9R86IwnpVbx7t07icujkmZNtmzZAj8/PxQWFjLL0sJimTVr1mDWrFkixysrK+Phw4dSlwRTU1Nha2vLWl+dIs6UKVMQFBTE5GUNGDAAqqqqOHz4MJMCIRAIMGLECOTk5ODixYtyG5tr0/Hy6N+/P3bv3o2GDRsCAPT19REeHo7WrVtDS0sLt27dgpWVFcLDwzFnzhyJX75NmzZFSEgInJycRGaBDxw4gMOHD0vVWldVVUVSUhJMTExgaGiIy5cvw87ODk+ePEGHDh0kzp4CxbnG9+/fl/iZKp0KwDXXtSqLrLjYcSnMAorTDK5evYqoqChERUXh0aNHaN26NZydnct8SBCSlpaGZcuW4eDBg+XmalbWWIGBgZg7dy5UVVURGBhY5jnYyBbLi5ruH4UbNPCk1Aru3LkDDw8PJCUliSxZljVrAgD//vsvjh07hidPngAo1h8fNmyYRFWVZs2aYd26dRgyZIjEc508eRJ+fn4Sl82lLR3xeDwoKyvDwsICgwYNkiqfKQsCgQAxMTFo3bo162T+mkbp4C8xMRHdunWDtrY2k0MbHR2N7OxshIeHl1tsxQYfHx+0a9cOkyZNkts5AXHlHR0dHdy5cwfm5uZo1qwZdu/eDWdnZ6SlpcHW1pbpElASdXV1PHr0CCYmJmjSpAlOnjyJH374Ac+ePYOtrS2+fPkicWxzc3McP34cjo6OaNeuHcaPH4+ff/4Zly5dwsiRIyXO9IWGhsLd3R3v378Xe03SZ6pRo0Y4fvw4OnXqBCsrKyxbtgxubm5ISUlBu3btys0ZratkZWUhMjISZ86cwZ9//ik1iMzKymJyNCMjI/Ho0SPo6uqiW7ducHZ2xtSpU2vUWBRKZUGX2im1Ai8vL1haWmLPnj1o0KBBmUsuJWnSpInUnM3SuLq6IiAgAP369YOysrLIa3l5eVi8eLHUljHx8fG4e/cuBAIBrKysQAjBkydPoKCggBYtWmDbtm2YM2cOYmJiYGNjI5M/pVFQUICLiwuSkpJYBZ43btyAqakpGjZsiIyMDDx//rxMXePBgwdj/PjxcHV1lVkuki2ln3dtbGxw//59/P7777h37x5UVFTg7u6OadOmVShYl4SFhQUWLVqE2NhYiTmHpQvBuNKqVSvcv38f5ubmaN++PdasWQNFRUX88ccfUmdbzc3N8fz5c5iYmMDGxgZHjx7FDz/8gLNnz5ZZxNOjRw+cPXsWjo6O8PHxga+vL44fP47bt29LLWCbNm0a3NzcEBAQwKSilMXQoUMxevRoNG/eHJmZmcxybUJCgkyFQ5VVZFWRgikhshRmleTUqVMiQZ2enh66du2K3377Dc7OzhLHMDAwgL6+Prp27YoJEybAyclJpgeqqhxLFtgURJZsn8bVjlL3oDOelFqBhoYG4uPjZa6MvXr1qkzHlZRZe/v2LRwdHaGgoIBp06bBysoKPB4PSUlJ2Lp1KwQCAe7evSvxS3rjxo2Ijo7Gvn37RL4EfXx80KVLF0yYMAGjR4/Gixcvyl0yEiLpC7ldu3ZYtWoVevbsKdM5AODKlSvYs2cP/vzzT4waNQoTJkxAjx49pB7v4uKCK1euwNDQEJ6envDy8hKrNq8oXHS5AfElei6UVRRWkUKw0tcUFhaGnJwcDB06FE+fPsWAAQOQnJwMPT09HDlyROLv4LfffoOCggJmzJiBiIgI9O/fHwKBAIWFhdiwYQNmzpwpceyioiIUFRUxcoLHjh1DdHQ0LCwsMHnyZIkttzQ1NREfH49mzZrJdH0FBQXYvHkz0tPTZep/KqSyi6wqUjAFyF6YVRJDQ0N069aNyZmUJah7+PChTMddu3YNbdu2ZZb/K3MsDQ0NmdqxAf/LjxW2N5IFYUU6VzsdHR2ZJxmk5f1Sah408KTUCgYPHoxx48YxhQrlUfILSNpbXNIX0YsXLzB58mSEhYWJfEG6uLhg27ZtUitlGzdujMuXL4vNZj569Ah9+vTBq1evcPfuXbRp00amP6TSviQvXbqEefPmYenSpWjTpo1YaxFpMzpTp06Fjo4OPnz4gK1bt5Y7/r///ot9+/YhODgYz549Q+fOnTF+/Hi4ubmx1tOWBNfAs7LyM+WBLNeUlZXF6ss0PT0dt2/fRrNmzcptayUtX5PH4+HHH38UO97b2xudO3eGj49PuX4UFBRg4sSJWLRoEet7/+OPP0JBQQG7du2SWGQlTK0oydSpUxEREYGgoCCJRVZjxoxhjo2KikLnzp1Rr149REVFlemLpPZDLVq0wOLFizFq1CiR36GwMOv3339ndb0lWbVqFSZNmlRuy6mScH2PcxlLRUUFQUFBYprpkpCWV1uZlJezW5Lq8I/CDRp4UmoF79+/h4eHB3744Qe0atVK7Cm99Oygnp4eNDQ04OnpiXHjxkmdIZPWC/PDhw9ITU0FIQTNmzcvd2lbXV0d586dg5OTk8j+yMhI/Pjjj/j8+TOePn0Ke3v7CuXClVz6Lhm8SJvRcXZ2Bo/HQ3Z2NhP4qqurg8fjITw8XKYxIyIisHfvXpw6dQoKCgoYOXIkvL29xVRJ2MA18ORqJ2srFx6Ph/Xr17M6d3m+paamIi0tDd26dYOKigrzu5InoaGhGDdunMTZQWkPMbm5uXBzc4OBgYFMKQfa2tq4e/cu63tflUVWALuCKYB7YZYscAkiq/KhjOtYpXn37h1SUlLA4/FgaWkpUyBbETtK7YbmeFJqBdevX0dMTIzE6mZJX6wZGRk4deoU9u7dizVr1sDV1RU+Pj7o27evTF/6Ojo6aNeuncz+DRo0CN7e3li/fj3atWsHHo+HW7duwc/PD4MHDwYA3Lp1C5aWljKfUxJsW+AIj586dSr69OmDT58+yTTjWRJnZ2c4Ozvj8+fP+PPPP/HLL79gz549KCwsZHWe6oRrC5iKkJmZieHDhyMiIgI8Hg9PnjyBubk5xo8fD21tbSbA3bx5MyZOnAhlZeVyRQmk5Z9OmzYNw4cPlzlfEwD+/PNPhIWFQUVFBZGRkWL9TEuPNWTIEJw+fbrcHoylEQgETOsffX19vH79GlZWVjAxMUFKSopEm6ysLCYlQlNTk1lG7dKlCyZPnix1LLYFU0Bxu6LMzEyYmJjAxMQEsbGxsLOzw7Nnzzg1oy9JVc7ryGMsgUCAU6dOISkpCTweD9bW1hg0aBCTwlGa7OxsTJ06FX/99RdzbxUUFDBixAhs3bpV6oM9Vzu2/lFqKJWoA0+hyA0TExMydepU8ubNG9a26enpJDAwkJibm5PGjRuTX375hRQUFMjVv8+fP5Px48cTRUVFwufzCZ/PJ4qKimTChAnky5cvhBBC4uPjSXx8POnXrx/5+PEjY7ts2TLy4cMH5uf3798Ta2trkfPHx8dz9u2ff/4hw4cPJ4QQMnLkSHLlyhXW50hLSyOLFi0ixsbGREFBgbi4uEg87sWLF6SoqEhsf1FREXnx4gXz86RJk8h///3H2g91dXWSlpbG2q4iREVFSXy/FBQUkKioKObnFStWiPwex40bR1xcXMjLly9F/A4LCyM2NjbMcaampuT9+/fMv6VtZmZmUn3U0NAgqamprK6rQYMGZPny5UQgEMh0/LJly4i2tjYZNmwYWbFiBdm0aZPIJo0uXbqQU6dOEUIIGTVqFOnbty+JiYkh7u7upGXLlhJtbG1tSWRkJCGEkN69e5M5c+YQQgjZtGkTady4sdSxmjVrRqZMmcLq74SPjw9ZsmQJIYSQ7du3ExUVFdKrVy+ira1NvL29ZT6PJLi8X7m+xys61oMHD4i5uTlRVVUlDg4OxMHBgaipqRFTU1Ny//59ifZubm6kefPmJDQ0lHz69IlkZ2eT0NBQYmVlRdzc3KSOy8WOi3+UmgkNPCm1AnV1ddZfrKV5+vQpcXZ2Jnw+n2RmZsrJM1E+f/5M7t27RxISEsjnz58lHsPn88nbt2+ZnzU0NES+MN68eUP4fL6IDY/HI46OjmTbtm0iQassXLt2jfz777+EEEJevXpFrl27JpNdbm4uCQ4OJk5OToTP5xNTU1MSGBhI0tPTpdqUvjYh79+/F7smLlRH4Mn1mho0aEASEhIIIaJ+P336lKipqcnVRy8vL7J7925WNjo6Oqw+U1yD4tDQUHLixAlCSPEDjLW1NeHxeERfX1/qQ9CGDRuYYDY8PJyoqKgwD3UbN26UOhaXAFwgEIg8WBw9epRMnz6dbNq0ieTn57M6V2lqU+DZvn178uOPP5KsrCzm9aysLDJw4EDSoUMHifaqqqokOjpabP/Vq1eJqqqq1HG52HHxj1IzofPTlFrB0KFDERERIXMFrpBv377hxIkT2Lt3L27cuIH+/fvj/Pnzcm/RI0RdXb1c7WVSakms9M+SuHbtGvbu3Yv58+djzpw5GDp0KHx8fKS2UylJp06d4O3tjU2bNqFRo0Yi+tM5OTmYPn069u7dy+y7fv069u3bh6NHjyI/Px+DBw9GWFgYevXqVe5YREr+4pcvX8RaVNUWpF1TZmZmmbrROTk5UFVVFdv//v17qQ3LufL777/Dzc0N0dHRMreI8vDwwJEjR/DLL7/INAZXpS4XFxfm3+bm5khMTCy3yKpkCzRnZ2ckJyfLVGT1008/ITIyktXfCT6fj/z8fNy9exfv3r2DkpIS814PDQ2VWJhVmcg7/1fWse7du4fbt2+L5LPr6Ohg+fLlUtOO9PT0JC6La2lplZkXz8WOi3+UmgkNPCm1AktLSyxYsAAxMTEyfbHeunUL+/btw19//QUzMzN4enri6NGjlRZwVjYdO3ZEx44dsXnzZhw9ehT79u1Dr169YGpqCm9vb3h4eKBJkyZS7YODg7Fq1SpoaGiI7M/Ly0NISIhI4NmlSxfY2dlh+fLlGDNmjEw9Q4V5fzweD4sWLRIJuAQCAW7evAl7e3uWVy3O2LFjpVbuyxth30EejwdPT0+RYFEgEOD+/fvo1KmTVPtu3bohJCQES5cuZc5TVFSEtWvXijwwsMmZlKZhzTZfU3gNa9asQVhYGFq3bi32mZK3XnbJIitdXV1WOYlNmzZF06ZNyz2OSwDOpTCrMmFzX+Q5lpWVFd6+fYuWLVuKHPPu3TupbewWLlyI2bNnIyQkhFHsevPmDebOnYtFixZJHZeLHRf/KDUTWtVOqRWw7b3I5/PRtGlTeHh4oE2bNlJty2teXRkoKCjgzZs3MDAwAFBcWXr//n3mGt++fYtGjRqV+4WXlpaGffv2ISQkBBkZGejdu7dYtW92djYIIdDR0cGTJ0+YMYHiwOPs2bOYP38+Xr9+zey/e/cuHB0dWV2TMJCKiopCx44doaioyLymqKgIU1NT+Pn5ldkP9MOHD9izZw9TONCiRQt4e3tX28OCsO9gcHAwhg8fLtJGSnhNEyZMkNoxITExEU5OTmjTpg3Cw8MxcOBAPHr0CFlZWbh27RozK1d61vrOnTuMEAEAPH78GAoKCsx5JGFkZIQZM2Zg/vz5Mjf9L2u2XNj1QNZuAID0QFVakZWPj4/ci6x2796NSZMmQUVFBXp6emIBuKQerRYWFnBxcWFVmCUrrq6u2LNnDxNcVSYVHevChQvw9/fHkiVL0KFDBwBAbGwsgoKCsGrVKnTp0oU5Vvjw5+DggNTUVHz79o15MEhPT4eSkpLYZ71kI34udlz8o9RMaOBJqZPI8uVbHbMZQLFv/fr1Y2bQzp49ix49ejDLtt++fUNoaKhMvn358gWHDh3CL7/8go8fP4rZSGuoLYTH4yEwMBC//vqryP6ioiLs378fJ0+exPPnz8Hj8WBmZoaffvoJ48aNk3pOLy8vbNq0ifUf/qioKAwaNAiamppo27YtgOIA7OPHj/j7778l9l+sKgIDA+Hn51fmsro0MjIysGPHDty5cwdFRUVwdHTE1KlTpQYHGzZsQGRkJIKDg5mZ5g8fPsDLywtdu3bFnDlzJNrp6uoiLi6OdSpKeejq6uLx48fQ19eXKVCVhLu7O969e4fdu3fD2tqaad9z6dIl+Pr64tGjRwCKHy5v374NPT09zk3+uQTgbBvpCykqKkJqaqrEtk0lhSmEvH37Fn5+frhy5QrevXsnNrMp7fO+Z88eib1WCwsLsWjRIqxcuVIuY0lq1UZKNfsnpdq2ySqGAYhqqXOx4+IfpWZCA09KnaImNxgXIquCR0nVj9JERUVh7969OHHiBBQUFDB8+HD4+PgwMwEljyOEoEePHjhx4oTI7KGioiJMTExEcj6B4j/eAwYMwMWLF2FnZ4cWLVqAEIKkpCQ8ePAAAwcOxOnTp2W6BqHWeosWLdCiRQupx7Vq1QqdOnXC9u3boaCgAKD4y3HKlCm4du0aHj58KNN4lUFeXh4IIUz6wIsXL3Dq1CnY2NigT58+Zdqy7SnZuHFjXLp0SWw58eHDh+jTp4/IzHRJfH19YWBgIHO+pqzw+Xy8efMGhoaGMDc3R1xcHPT09Fidw8jICGFhYbCzsxPpG1me/jwXuATgbBrpC4mNjWWUyEp/hUoLfPr164f09HRMmzYNDRs2FHt4GzRokMSxtLW10bNnT+zatYv5/CYnJ2P06NH49OkT0tLS5DJWec33S1IdD4I13T8KC6qsjIlCqQKqo+q5qkhPTydBQUHE3Nyc8Hg80rlzZ7J3716mXZMkhG2Ynj9/LnPbnL179xINDQ0SHh4u9tqVK1eIhoYGCQ4Olmjr5uZGtmzZQggpropv3rw5qV+/PqlXrx45fvy41DGVlZVJcnKy2P7k5GSirKwsk9+VRe/evcn27dsJIYR8+PCBGBoakiZNmhBlZWWybds2qXYXL14kBgYGhM/nEx6PJ7JJq4ZXV1eXWOl95coVoq6uLnWs6dOnEy0tLdKtWzcybdo04uvrK7JxRVdXl8TGxhJCijsrvHv3jvU51NXVyePHj5l/Cz+ft27dIrq6upx9k8SsWbPI8uXLWdnk5OQQV1dX4uHhQdatWydTmyg7Ozvi5uZGEhMTyYcPH8jHjx9FNkmoq6tzaov29OlT0rlzZ9KoUSNy6dIl8vvvvxMVFRUybtw4kp2dLdexKsLnz5/Jp0+fRLbKtKPUXmhxEaXOwUZdJScnB8+fPxebYapp9O7dGxERETAwMIC7uzu8vb2ZHMCycHR0hIODA8aPH4/Ro0dLbcxcksOHD+OXX36RuLTao0cPzJ8/H4cOHYK7u7vY61evXmWW7U+dOgVCCD5+/Ijg4GAsW7ZMquSpo6MjkpKSxK4pKSlJLkVJFeHu3bv47bffAADHjx+HkZER4uPjceLECQQEBEhtaD5t2jS4ubmxyh0cMmQIvLy8sH79epE8trlz5zLFTpJ48OABo51eena4IlXSw4YNQ/fu3ZlZs7Zt2zIz0qWRtvxdlUVWXAqmuBRmPXnyBMePH2dV1GJsbMypcMjMzAxXr16Fr68v+vbtCwUFBYSEhGDkyJFyH4vtDP2zZ88wbdo0REZG4uvXr8x+Us6SN1c7tv5RaiZ0qZ1Sp9DQ0ICenh6aN2+OCRMmwNXVlVFNKUliYiIOHjyIffv2Yc2aNRg3blw1eCs7AwcOhI+PDwYMGCD1i18SN27cwN69e3H06FEUFBTI1IbJyMgIoaGhUgO++Ph49OvXD2/evBF7TUVFBY8fP4axsTHc3d3RqFEjrFq1Cunp6bCxsZG6rHrkyBH4+/tj+vTpIgHX1q1bsWrVKlhbWzPHlteuSt6oqqoiOTkZTZs2xfDhw9GyZUssXrwYL1++hJWVFXJzcyXacckdzM3NhZ+fH/bu3csoLdWrVw8+Pj5Yu3YtpzzTihIaGorU1FTMmDEDQUFBYp0RhMycOVPi/qossuKSh8olL7RHjx7w9/dH3759ZToeAC5duoT169dj586dMDU1ldkOAP7++2+MHz8eVlZWSElJga2tLQ4cOCCWJlORsbioPgm7OsycORMNGjQQe8iRtuTNxY6Lf5QaSjXOtlIockddXZ0kJyeTLVu2ECsrK1KvXj1iY2NDevXqRQYMGEA6d+5M9PT0iLKyMhk9ejR58OBBdbtcJeTm5pL9+/eT7t27Ez6fT8zNzcmyZcvIo4ufIQAAJgNJREFUy5cvxY6tX78+ef36tdRzvXr1iigqKkp8rXnz5uTIkSPky5cvxMDAgFk2TkhIIHp6elLPWXopWtLSdFlL1JWJra0t2bRpE0lPTyeamprk+vXrhBBCbt++TRo0aCDVjktTdyFfvnxhhAjKSqWoSjw9PaUu7ZbH69evSUBAAOnfvz/p168f+fXXX8t8j61fv15is/BBgwaRdevWcfJBGmwb6RNCyMmTJ4mNjQ3Zt28fuX37Nrl3757IJgltbW2mCb66ujrR0dER2aQxceJEoqSkRNauXUuKiopIRkYG6devH9HV1SVHjhyR21hcVJ/U1NQkpshUhh0X/yg1EzrjSalTlC4uunv3LqKjo/H8+XPk5eVBX18fDg4OcHZ2rrU9PStKeW2YSrd7Kk1Z7Z62bduGmTNnQl1dHSYmJrh79y74fD62bNmCkydPStWaf/Hihcz+m5iYyHysPDh+/DhGjx4NgUCAnj174tKlSwCAlStX4urVq7h48aJEu9zcXLi5ucHAwEDmnpJCSva8VFFRkdrEvrZQVUVWXOBSmCVpZpTH45W5VBwcHFzmOT08PCTub9WqFQ4dOiTWOH/r1q2YN2+exFUELmNxmaF3dnbGr7/+KpO4REXtuHYfoNQ8aOBJqVOUrJqlSKesNkyl2z2Vprx2T3fu3EF6ejp69+7NpDmcP38e2tra6Ny5c5l+JSYmIj09Hfn5+cw+Ho9X5eoxpXnz5g0yMjJgZ2fHBB23bt2Cpqam1Gp9Lj0lZe15WZsQLpFmZmbKXAGuoaGBM2fOoEePHiL7w8PDMWjQIHz+/Flu/s2YMQMhISGws7OTOS+0vAcleT4cffv2TepnMSUlRaZcb1ngUt2flpaGSZMmYezYsWjVqpXYvZOWFsPFjot/lJoJDTwpdYqYmBi0a9dO7pKEdQVZ2jBxbfdUUFAAKysrnDt3DjY2Nqz8evr0KYYMGYIHDx4wM0fA/wpjqit/q7CwEMrKykhISECrVq1Y2XLJHZS152VtgkuDdnd3d0RFRUkssurWrVu5M3ps4NqftCLk5eUxObxCKtr0PDs7mzlHdnZ2mcdKGovLDL2wrdTz58+ZfeXN/HK1q8gKAqVmQQNPSq3A29u7zNdLSj5SRHn58iX279+P/fv349mzZ+jUqRN8fHwwfPhwuRerNG7cGP/8849IMZAs/Pjjj1BQUMCuXbtgbm6OmzdvIisrC3PmzMG6devQtWtXufrJhmbNmuHkyZNlaoRLgktPyarseVlV1JUiK0lImqEHJKcP5OTkYN68eTh69KhEec6yHq6OHz+Oo0ePShxLqOyjoKCAjIwMGBoaShWOKCuw4zJDb2NjA2tra/j7+0ssEpI288vFjot/lBpKNeSVUiisGTx4sMjWv39/YmJiQrS0tMiQIUOq270aS69evYiCggIxMjIi/v7+nAoB2LBy5Uri4eFBCgoKWNnp6ekxRRmampqMn1euXCH29vZy95MNe/fuJf369SOZmZms7Lj0lKzKnpdVRV0rsiKEkLS0NNK6dWuRwjfhv6UVwE2ZMoVYW1uTY8eOERUVFbJ3716ydOlS0qRJE3Lw4EGpY23atImoq6uTqVOnEkVFRfLzzz+TXr16ES0tLfLLL78wx0VGRjKfu8jIyDI3STRo0IAsX75c5n6/hBCiqqpKnjx5IvPxFbHj4h+lZkL7eFJqBadOnRLbV1RUhClTptB8zjJQUVHBiRMnWLdh4srNmzdx5coVXLp0Cba2tmIzUydPnpRoJxAImHxQfX19vH79GlZWVjAxMUFKSkql+10WmzdvRmpqKho1agQTExOxayqpQV0SLj0lZe15WZv4/fff4ebmhujoaNZLpBkZGcjIyKhxRVYzZ86EmZkZ/vnnH5ibm+PWrVvIzMxkZuglcfbsWYSEhMDJyQne3t7o2rUrLCwsYGJigkOHDmHMmDES7bZt24Y//vgDo0aNQnBwMPz9/WFubo6AgABkZWUxx5VsQdS9e/cyC7okkZ+fjxEjRsicFgIUt5W6d+8eq36mXO24+EepmdDAk1Jr4fP58PX1hZOTE/z9/Vnbv3r1Co0bN64Ez2oOf//9d5WOp62tLbVJfFm0atUK9+/fh7m5Odq3b481a9ZAUVERf/zxR7U/WAwePJiTHZem7mvXroWTkxNu376N/Px8+Pv7i/S8rI1wadAurchq/PjxNaLI6saNGwgPD4eBgQH4fD74fD66dOmClStXYsaMGYiPjxezycrKYjToNTU1maCxS5cuUkUIACA9PZ3pe6miosIUVo0bNw4dOnTA77//LmbDpeelh4cHjhw5wqq6/8cff4Svry8ePHgg8aFCWlN3LnZc/KPUTGjgSanVpKWlobCwkJXNmzdvsHz5cuzevRt5eXmV5Nn3SVn68mWxcOFC5OTkAACWLVuGAQMGoGvXrtDT08ORI0fk6SJrFi9ezMlOWuuosrCxscG9e/ewY8cOKCgoICcnB0OHDsXUqVPRsGFDTn5UNwsXLkRQUBCrIitfX1/Ur18f6enpIvnCI0aMgK+vb7UHnlxm6M3NzfH8+XOYmJjAxsYGR48exQ8//ICzZ89CW1tb6lhGRkbIzMyEiYkJTExMEBsbCzs7Ozx79kyqOhEX1SwuM/STJk0CAAQFBYm9VlZxERc7Lv5RaiY08KTUCkrL6RFCkJGRgfPnz0vsSffx40dMnToVly5dQv369TF//nxMmzYNS5Yswbp169CyZUtakFSDcHFxYf5tbm6OxMREZGVlQUdHp0YsrVYlOjo66N+/P9q1a8cskcbFxQGonbKAXJZIL126hLCwMDRp0kRkf/PmzVn1fK0suMzQe3l54d69e+jevTsWLFiA/v37Y8uWLSgsLCwzaOrRowfOnj0LR0dH+Pj4wNfXF8ePH8ft27elyqi+e/cOs2fPljnoBLjN0MuyhC8vu8qShaVUPbSqnVIrKJ3fxufzYWBggB49esDb2xv16ok+Q02ZMgVnz57FiBEjEBoaiqSkJLi4uODr169YvHixVCk3CnscHR1x5coV6OjowMHBocwvAWn5kDUNXV1dPH78GPr6+uUGvyXz7CoKl56XNR0uDdo1NDRw9+5dNG/eXKS6Py4uDn379pVYFV6VhIWFMbPRT58+xYABA5CcnMzM0JfuPyqJ9PR03L59G82aNSuzY0JRURGKioqYv3HHjh1DdHQ0LCwsMHnyZLGZP4D2vKTUbGjgSamTmJiYYM+ePejVqxeePn0KCwsLzJgxAxs3bqxu1+ocgYGBmDt3LlRVVREYGFjmsVyXraua4OBgjBw5EkpKSpwVZ7jApedlTYdLg/b+/fvD0dERS5cuhYaGBu7fvw8TExOMHDkSRUVFOH78eFW5LzOVOUMvrVBImrhCVfa8zMnJQVRUlMRWT2WNw9WOUvuhgSelTlK/fn28ePECjRo1AgCoqqri1q1brJuAU8pn8+bNmDhxIpSVlZGeno4mTZrU+srT2bNnY+nSpVBTU8PVq1fRqVMnsVn1yqAuygJyadCemJgIJycntGnTBuHh4Rg4cKBIkVVNuT/lSZuW/Gxs3ry5zHNJC7ZCQ0Mxbtw4ibO88uzJCRSndBw7dkxiMCipI0V8fDxcXV2Rm5uLnJwc6Orq4v3791BVVYWhoaHUcbjasfWPUkOppjZOFAprjh07Rtzc3Ej79u2Jg4ODyFYaPp9P3r17x/ysrq5Onj59WpXufjcoKCiQt2/fEkKK77vw37WZevXqkTdv3hBCqvaaKtLzsq7x+vVrEhAQQPr370/69etHfv31V/L69evqdosQQsj79+9Jjx49mN6dwn6r3t7eZPbs2cxxpqam5P3798y/pW1mZmZSx2rWrBmZMmUK836UBS49Lw8fPkzq169P+vfvTxQVFcmAAQOIlZUV0dLSIp6enhJtunfvTiZMmEAKCwuZvrPp6emkW7du5MSJE1LH4mLHxT9KzYTOeFJqBZs3b8avv/4KDw8P7Nq1C15eXkhLS0NcXBymTp2K5cuXixxfWm/87Nmz6NGjh8x9JSmy07RpUyxYsACurq4wMzPD7du3oa+vL/XY2kDz5s0xfPhw9OnTB87Ozjh16hR0dHQkHtutWze5jUtlAf9HWX0oq7vIqiqlTbnMgnNRzWrdujV+/vlnTJ06lcmrNTMzw88//4yGDRtKTKPR1tbGzZs3YWVlBW1tbdy4cQPW1ta4efMmPDw8kJycLHEsLnZc/KPUTGjgSakVtGjRAosXL8aoUaNEig2ETZRL97LjqjdOYc8ff/yB6dOnl9nWipSj3VzTOH36NCZNmoR3796JaMeXRt7XRGUBi6npRVZVKW3KpVCIS0GXmpoaHj16BFNTU+jr6yMiIgK2trZISkpCjx49kJGRIWZjYGCAa9euwdLSElZWVti8eTNcXFyQnJwMR0dH5ObmShyLix0X/yg1E9pOiVIrYNtEmQaUVcfEiRMxatQovHjxAq1bt8Y///wDPT296narQgwePBiDBw/Gly9foKmpiZSUFBgaGlb6uFx6XtZFuPShrEpycnKgqqoqtv/9+/fMKgsg3gauLKS1VOKi/MSl56Wuri7zd7Vx48Z4+PAhbG1t8fHjR6kBpIODA27fvg1LS0s4OzsjICAA79+/x4EDB2Brayv1WrnYcfGPUjOhgSelVsCliTKl6tDQ0ECrVq2wb98+dO7cWeTLVxKHDx/GwIEDxVIfahrq6uqIiIiAmZlZucVFq1atwqRJk8psBl4eVBawGC59KKsSWaVNSysY3blzBwKBAFZWVgCAx48fQ0FBAW3atJE6FhflJy49L7t27YrLly/D1tYWw4cPx8yZMxEeHo7Lly+jZ8+eEm1WrFjBBINLly6Fh4cHJk+eDAsLizIf/rnYcfGPUkOpvvRSCkV2fHx8yJIlSwghhGzfvp2oqKiQXr16EW1tbeLt7V3N3lHYoqGhwRRk1BXkcU2zZs0iy5cvl5NHtZeaXmT16NEjYmBgQPr27UsUFRXJTz/9RKytrUmDBg1IamqqRJv169eTH3/8kWRlZTH7srKyyKBBg8i6deukjsWlUIgLmZmZ5NWrV4QQQgQCAVm9ejX58ccfia+vr4jPXIiJiSFfv36tkF1l+kepWmiOJ6VWULqJ8tGjRxETEwMLCwtMmjQJioqK1ewhhQ0l8+LqCvK4Ji49L+sitaHIKiMjAzt27MCdO3dQVFQER0fHMqVNGzdujEuXLqFly5Yi+x8+fIg+ffrg9evXEu24FApVJlxm9jU1NZGQkMD6s8HFTh4rD5TKhQaelFpBeno6jI2NxZaJCCF4+fJlramWphRDA0/JcOl5WRepDUVWbKvuNTQ0cObMGTFVo/DwcAwaNIhZei4Nl0KhyoRLMMj1s8HFjmuQS6k6aI4npVZgZmaGjIwMsQKPrKwsmJmZVXuVK4UiDyIiIqrbhRpBTS+y4lJ1P2TIEHh5eWH9+vXo0KEDACA2NhZz586VqrkOcCsUqkxq+lxVTfePQgNPSi2BlFIEEfLlyxcoKytXg0cUCqWyqOlFVlyq7nfs2AE/Pz+MHTsWBQUFAIB69erBx8cHa9eulWrHpVCIQqnJ0MCTUqMRtiPh8XhYtGiRSAsTgUCAmzdvwt7evpq8o1AolYGHhweOHDlSY5aXS8Ol6l5VVRXbtm3D2rVrkZaWBkIILCwsyu3sQGfBKXUNGnhSajTCdiSEEDx48ECkiEhRURF2dnbw8/OrLvcoHDExMRFbMqztdO3aFSoqKtXtRp2gpi0vl+ann35CZGQkp4KfjIwMZGRkSNV3r4twvb66fl++V2jgSanRCJ/2vby8sGnTJmhqalazR5SyMDc3R1xcnFgD+Y8fP8LR0ZEpCim9ZFjTEQgEOH36NJKSksDj8WBtbY1BgwZBQUGBOebChQvV6GHdoqYvL3Np6p6ZmYnhw4cjIiICPB4PT548gbm5OcaPHw9tbW2sX7++qtyvcrjmXdJ8zboJDTwptQKqRFQ7eP78ucTCim/fvuHVq1fV4FHFSU1NRf/+/fHvv//CysoKhBA8fvwYxsbGOH/+fI1pc1OXqOnLy1yauvv6+qJ+/fpIT0+HtbU1s3/EiBHw9fWtNYEnl5l9aRX7lWFHVx5qPrSdEoVCqTB///03gGKpyeDgYGhpaTGvCQQCXLlyBZcvX0ZKSkp1ucgZV1dXEEJw6NAh6OrqAiievRo7diz4fD7Onz9fzR5SqhojIyPMmDGDVdV9Veq7c6WoqAipqakSW0R169ZN7Pi3b9/Cz88PV65cwbt378RmKKV1G+Fit2fPHol69YWFhVi0aBFWrlxZ7vVRagY08KRQKBVG+OXL4/HEvkTq168PU1NTrF+/HgMGDKgO9yqEmpoaYmNjxTSk7927h86dO9eIgIFStXBp6q6hoYG7d++iefPmIoFnXFwc+vbti8zMzEr0uHxiY2MxevRovHjxQuYWUf369UN6ejqmTZuGhg0biqVBDBo0SOJYXOy0tbXRs2dP7Nq1i3kATE5OxujRo/Hp0yekpaWxul5K9UGX2ikUSoURzo6YmZkhLi4O+vr61eyR/FBSUpK45PflyxeqmPWdwqXqXlZ99+pi0qRJaNu2Lc6fPy8xGJRETEwMoqOjWXcW4WIXHx+PcePGwdbWFvv378fjx48xd+5c/PTTT9i6dSur8SnVCw08KRSK3Hj27Fl1uyB3BgwYgIkTJ2LPnj344YcfAAA3b97EpEmTJCrUUOo+XKru165dCycnJ9y+fRv5+fnw9/fHo0ePkJWVhWvXrlWV61J58uQJjh8/DgsLC5ltjI2NORUAcbEzMzPD1atX4evri759+0JBQQEhISEYOXIk6/Ep1QtdaqdQKHIlJycHUVFRSE9PR35+vshrNUFjmy0fP36Eh4cHzp49ywQYhYWFGDhwIPbt20c1ob9DuEqbstV3r0p69OgBf39/9O3bV2abS5cuYf369di5cydMTU0r3e7vv//G+PHjYWVlhZSUFNja2uLAgQNo1KiRzOegVD808KRQKHIjPj4erq6uyM3NRU5ODnR1dfH+/XuoqqrC0NCwRmhscyU1NRVJSUkghMDGxobVzBCFArDXd69KTp06hYULF2Lu3LkSW0S1bt1azEZHRwe5ubkoLCyEqqqqmE1WVpbEsbjY/fzzzwgODsayZcswZ84cvH37Ft7e3rh58ya2b9+O4cOHs71kSjVBA08KhSI3nJycYGlpie3bt0NbWxv37t1D/fr1MXbsWMycObNMTeqaSlBQEPz8/ERUswAgLy8Pa9euRUBAQDV5RqlNcNF3r0okVecLiwWl+RccHFzmOT08PCTu52LXqlUrHDp0CHZ2diL7t27dinnz5tEiv1oEDTwpFIrc0NbWxs2bN2FlZQVtbW3cuHED1tbWuHnzJjw8PJCcnFzdLrJGQUEBGRkZMDQ0FNmfmZkJQ0PDag8YKLUDCwsLuLi4sNJ3r0pevHhR5usmJiZV5Ilkvn37BiUlJYmvpaSkwMrKqoo9onCFFhdRKBS5Ub9+faYatkGDBkyzbC0tLaSnp1ezd9yQJml47949pq0LhVIeXPTdq5KKBpZ5eXkoKCgQ2VdSaS47O5v5OTs7u8xzSVKokxZ0AqBBZy2DBp4UCkVuODg44Pbt27C0tISzszMCAgLw/v17HDhwQKwPZk1HR0cHPB4PPB4PlpaWIsGnQCDAly9fMGnSpGr0kFKbqIi+e1WSmJgosTBQUg5qTk4O5s2bh6NHj0rsQ1pyNUBHR4dZOdDW1pb4MFfWsj4AHD9+HEePHpXo3927d2W6Pkr1QwNPCoUiN1asWMH0vFy6dCk8PDwwefJkWFhY1DrZ040bN4IQAm9vbwQGBoqoMSkqKsLU1BQdO3asRg8ptQku+u5VydOnTzFkyBA8ePBARAhCGCBKCgb9/f0RERGBbdu2wd3dHVu3bsWrV6+wc+dOrFq1SuTY8PBwZoWAiyTq5s2b8euvv8LDwwNnzpyBl5cX0tLSEBcXh6lTp7I+H6X6oDmeFAqlyrl27Rratm1b5vJZTSEqKgqdO3dGvXplP6evWrUKkyZNou2VKBLZvXs3Jk2aBBUVFejp6Ynpu1d3x4cff/wRCgoK2LVrF8zNzXHr1i1kZmZizpw5WLduHbp27Spm07RpU4SEhMDJyQmampq4e/cuLCwscODAARw+fBgXLlyQOh7bCv8WLVpg8eLFGDVqlIjyU0BAALKysvD7779X/CZQqgZCoVAoVYyGhgZJS0urbjfkSl28Jor8aNCgAVm+fDkRCATV7YpE9PT0yL179wghhGhqapLk5GRCCCFXrlwh9vb2Em3U1NTI8+fPCSGENG7cmNy8eZMQQsjTp0+Jmpqa1LEuXrxIDAwMCI/HE9v4fL5EGxUVFWYsAwMDkpCQQAgh5PHjx0RXV5fDFVOqC/H+CRQKhVLJkDq40FIXr4kiP/Lz8zFixAiJbYtqAgKBAOrq6gAAfX19vH79GkBx0VFKSopEG3Nzczx//hwAYGNjg6NHjwIAzp49W+bM/7Rp0+Dm5oaMjAwUFRWJbNLyO42MjJg8UhMTE8TGxgIoVkujn73aRc38BFAoFAqFUocQ6rvXVFq1aoX79+8DANq3b481a9bg2rVrCAoKgrm5uUQbLy8v3Lt3DwCwYMECbNu2DUpKSvD19cXcuXOljsWlwr9Hjx44e/YsAMDHxwe+vr7o3bs3RowYgSFDhsh8Hkr1Q3M8KRRKlVMyR6uuUBeviSI/ZsyYgZCQENjZ2cms716VhIWFIScnB0OHDsXTp08xYMAAJCcnQ09PD0eOHEGPHj3KPUd6ejpu376NZs2aiTV6L4m3tzc6d+4MHx8fmf0TzogKc62PHTuG6OhoWFhYYPLkyWL3k1JzoYEnhUKpcupikFYXr4kiP7jqu1cnWVlZTFsxeZKbmws3NzcYGBiwqvCXVpDE4/Hw448/ytVHSuVB2ylRKJQqR95fZBRKTYdLC6HqIDU1FWlpaejWrRt0dXXF8ic3b96MiRMnQllZGZs3by7zXNICyD///BNhYWFQUVFBZGSkWIW/JLvQ0FCMGzdOYr/QmiA5SpEdOuNJoVCqnLo4O+jq6oo9e/agYcOG1e0KhcKazMxMDB8+HBEREeDxeHjy5AnMzc3h4+MDbW1trF+/HgBgZmaG27dvQ09PD2ZmZlLPV1aLKCMjI8yYMQPz58+XudiqpkuOUmSHBp4UCkVu9OjRAydPnhSraM3OzsbgwYNr5HKiLKSlpWHfvn1IS0vDpk2bYGhoiNDQUBgbG6Nly5bV7R6FUmHc3d3x7t077N69G9bW1syD4aVLl+Dr64tHjx7JbSxdXV3ExcWxUnHS1NREfHx8jVd+opQPrWqnUChyIzIyUkzKDijOzYqOjq4GjypOVFQUbG1tcfPmTZw8eRJfvnwBANy/fx+LFy+uZu8oFPlw6dIlrF69Gk2aNBHZ37x5c7x48UKuY3Gp8BdKjlJqPzTHk0KhVBhhGxagWOv5zZs3zM8CgQChoaFo3LhxdbhWYebPn49ly5Zh9uzZ0NDQYPY7Oztj06ZN1egZhSI/cnJyoKqqKrb//fv3Igpjs2fPlvmc0ir1BQIB1qxZg7CwMJkr/Gu65ChFdmjgSaFQKoy9vT14PB54PJ7EtisqKirYsmVLNXhWcR48eIA///xTbL+BgYHEQgcKpTbSrVs3hISEYOnSpQCKczSLioqwdu1akYr8+Ph4Ebs7d+5AIBDAysoKAPD48WMoKCigTZs2Usd68OABHBwcAAAPHz4UeU1a4SGXgiRKzYQGnhQKpcII1UOEGs8GBgbMa4qKijA0NISCgkI1esgdbW1tZGRkiBVSxMfH19pZXAqlNGvXroWTkxNu376N/Px8+Pv749GjR8jKysK1a9eY40pW52/YsAEaGhoIDg6Gjo4OAODDhw/w8vKSqO0u6RyysnDhQgQFBbEqSKLUTGhxEYVCoZSBv78/bty4gWPHjsHS0hJ3797F27dv4e7uDnd3d5rnSakzZGRkYMeOHbhz5w6Kiorg6OiIqVOnSu3U0LhxY1y6dEmswO7hw4fo06cPI7spD7gUJFFqJjTwpFAocuXx48eIjIwUa/IMAAEBAdXkFXcKCgrg6emJv/76C4QQ1KtXDwKBAKNHj8b+/ftr7UwuhVIaaQ3aAWDgwIFix2toaODMmTNi6TXh4eEYNGgQPn/+LDfffH19YWBggF9++UVu56RUDzTwpFAocmPXrl2YPHky9PX1YWRkJJaHdffu3Wr0rmKkpaUhPj4eRUVFcHBwQPPmzavbJQpFboSGhsLd3R2ZmZliTeOlNWh3d3dHVFQU1q9fjw4dOgAAYmNjMXfuXHTr1g3BwcFy86+mS45SZIcGnhQKRW6YmJhgypQpmDdvXnW7QqFQWMClQXtubi78/Pywd+9eFBQUAADq1asHHx8frF27FmpqanLzrzZKjlIkQwNPCoUiNzQ1NZGQkFCnFIkIITh+/DgiIiIkLkGePHmymjyjUORHRRq05+TkIC0tDYQQWFhYyDXgpNQ9aGkYhUKRG25ubrh06VJ1uyFXZs6ciXHjxuHZs2dQV1eHlpaWyEah1AUq0qA9IyMDGRkZsLS0hJqamthSPYVSEjrjSaFQ5MbKlSuxYcMG9O/fv840edbV1cXBgwfh6upa3a5QKJVGbm4u3NzcYGBgIPNnV1Z9dwqlJDTwpFAocqN0r8uS8Hg8PH36tAq9kQ9mZma4ePEiWrRoUd2uUCiVxu7duzFp0iSoqKhAT09PrDBQ0me3KvXdKXUHGnhSKBRKGQQHByM0NBR79+6FiopKdbtDoVQKRkZGmDFjBqsG7UZGRggLC4OdnR00NDSYwPPZs2ewtbXFly9fKtlrSm2EKhdRKBS5k5+fj2fPnqFZs2aoV692/5lxc3PD4cOHYWhoCFNTU7ElyNrcIopCEZKfn48RI0awUgWSVd+dQilJ7f5GoFAoNYrc3FxMnz6d6d/3+PFjmJubY8aMGWjUqBHmz59fzR6yx9PTE3fu3MHYsWPRoEEDqVrSFEptxsPDA0eOHGHVoF1WfXcKpSQ08KRQKHJjwYIFuHfvHiIjI9G3b19mf69evbB48eJaGXieP38eYWFh6NKlS3W7QqFUGgKBAGvWrEFYWJjMDdpl1XenUEpCA08KhSI3Tp8+jSNHjqBDhw4iM4M2NjZIS0urRs+4Y2xsDE1Nzep2g0KpVB48eAAHBwcAxVrrJZE2y29jY4N79+5hx44dUFBQQE5ODoYOHVqmvjuFQgNPCoUiN/777z8YGhqK7c/Jyam1S9Tr16+Hv78/duzYAVNT0+p2h0KpFCIiIjjZ6ejooH///mjXrh0jrhAXFwdAsr47hUIDTwqFIjfatWuH8+fPY/r06QD+N1Oya9cudOzYsTpd48zYsWORm5uLZs2aQVVVVWwJMisrq5o8o1CqFy767hQKDTwpFIrcWLlyJfr27YvExEQUFhZi06ZNePToEW7cuIGoqKjqdo8TGzdurG4XKJQaybRp0+Dm5sZK351CoX08KRSKXHn48CHWrl2LO3fuoKioCI6Ojpg3bx5sbW2r2zUKhSJHKqLvTvl+oTOeFApFLhQUFGDixIlYtGgR006ptpKdnc0UFGVnZ5d5LC08onyvCPXdaeBJYQOd8aRQKHJDW1sbd+/ehbm5eXW7UiEUFBSQkZEBQ0ND8Pl8iYVRhBCax0b5ruGi706h0BlPCoUiN4YMGYLTp09j9uzZ1e1KhQgPD4euri4AYN++fTA2NoaCgoLIMUVFRUhPT68O9yiUGsGff/6JsLAwqKioIDIyUkzfnQaeFEnQGU8KhSI3li9fjnXr1qFnz55o06YN1NTURF6vjV9EJWc/S5KZmQlDQ0M640n5buGi706h0MCTQqHIDTMzM6mv8Xg8PH36tAq9kQ98Ph9v376FgYGByP4XL17AxsYGOTk51eQZhVK96OrqIi4ujuZ4UlhBl9opFIpcIIQgIiIChoaGUFVVrW53KowwXYDH42HRokUi1yQQCHDz5k3Y29tXk3cUSvXDRd+dQqGBJ4VCkQuEEFhaWuLRo0do3rx5dbtTYeLj4wEUX9eDBw+gqKjIvKaoqAg7Ozv4+flVl3sUSrXDRd+dQqGBJ4VCkQt8Ph/NmzdHZmZmnQg8hRKCXl5e2LRpE22bRKGUgou+O4VCczwpFIrcOH/+PFatWoXt27ejVatW1e0OhUKhUGoYNPCkUChyQ0dHB7m5uSgsLISioiJUVFREXqe65hQKhfJ9Q5faKRSK3KC65hQKhUIpCzrjSaFQKBQKhUKpEuiMJ4VCkRvlKfk0bdq0ijyhUCgUSk2EznhSKBS5IU3XXAhV+aFQKJTvGzrjSaFQ5Iaw96WQgoICxMfHY8OGDVi+fHk1eUWhUCiUmgKd8aRQKJXO+fPnsXbtWkRGRla3KxQKhUKpRvjV7QCFQqn7WFpaIi4urrrdoFAoFEo1Q5faKRSK3MjOzhb5mRCCjIwMLFmypE6oGVEoFAqlYtDAk0KhyA1tbW2x4iJCCIyNjXH48OFq8opCoVAoNQWa40mhUORGVFSUyM98Ph8GBgawsLBAvXr0OZdCoVC+d+g3AYVCkRvXr19HgwYN4O3tLbJ/7969+O+//zBv3rxq8oxCoVAoNQFaXEShUOTGzp070aJFC7H9LVu2xI4dO6rBIwqFQqHUJGjgSaFQ5MabN2/QsGFDsf0GBgbIyMioBo8oFAqFUpOggSeFQpEbxsbGuHbtmtj+a9euoVGjRtXgEYVCoVBqEjTHk0KhyI3x48dj1qxZKCgoQI8ePQAAV65cgb+/P+bMmVPN3lEoFAqluqFV7RQKRW4QQjB//nxs3rwZ+fn5AABl5f9r346pAAaBIApeRxCCRjpsYgQBMZG3pJhRsOVv9qk5Z621Lq8D4DbhCXzunFN77+q91xijWmu3JwHwA8ITAIAI5yIAACKEJwAAEcITAIAI4QkAQITwBAAgQngCABAhPAEAiBCeAABEvOoEeid3HMcfAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -9350,20 +8193,42 @@ } ], "source": [ - "corr_columns = ['tau_m (ms)', 'R (MOhm)', 'C (nF)', 'gl (nS)', 't',\n", - " 'Vr (mV)', 'Vt* (mV)', 'DV (mV)', 'current_at_first_spike', 'ap_count', 'fr', 'inst_fr',\n", - " 'time_to_first_spike', 'mean_isi', 'median_isi', 'max_isi', 'min_isi',\n", - " 'first_thr', 'mean_thr', 'median_thr', 'min_thr', 'max_thr',\n", - " 'mean_width', 'median_width', 'max_width', 'min_width',\n", - " 'mean_amplitude', 'median_amplitude', 'min_amplitude', 'max_amplitude',]\n", + "from skimage import data, img_as_float\n", + "from skimage.metrics import structural_similarity as ssim\n", + "from skimage.metrics import mean_squared_error\n", "\n", - "# sns.heatmap(df_merged_exc[corr_columns].corr())\n", - "cond = 'm1-ago'\n", - "sns.heatmap(df_merged_exc[df_merged_exc.cond==cond][corr_columns].corr(),xticklabels=corr_columns,yticklabels=corr_columns)\n", - "plt.savefig('D:/Data For Publication/paper2/appendix/'+cond+'exc'+'.pdf',dpi=200)\n", + "# mse_const = mean_squared_error(data_exc_sample_d2.corr().to_numpy(), data_exc_sample_d1.corr().to_numpy())\n", + "\n", + "ssim_const = ssim(data_exc_sample_d2.corr().to_numpy(), data_exc_sample_d2.corr().to_numpy(),data_range=0 )\n", + "\n", + "data_exc = [data_exc_sample_d2,data_exc_sample_d1,data_exc_sample_m1,data_exc_sample_acsf]\n", + "data_inh = [data_inh_sample_d2,data_inh_sample_d1,data_inh_sample_m1,data_inh_sample_acsf]\n", + "\n", + "ssim_exc = np.zeros((len(data_exc),len(data_exc)))\n", + "for j in range(len(data_exc)):\n", + " for i in range(len(data_exc)):\n", + " ssim_exc[i,j] = ssim_const = ssim(data_exc[j].corr().to_numpy(), data_exc[i].corr().to_numpy(),data_range=0 )\n", + "\n", + "\n", + "ssim_inh = np.zeros((len(data_inh),len(data_inh)))\n", + "for j in range(len(data_inh)):\n", + " for i in range(len(data_inh)):\n", + " ssim_inh[i,j] = ssim_const = ssim(data_inh[j].corr().to_numpy(), data_inh[i].corr().to_numpy(),data_range=0 ) \n", + "\n", + "ssim_inh_exc = np.zeros((len(data_inh),len(data_exc)))\n", + "for j in range(len(data_inh)):\n", + " for i in range(len(data_exc)):\n", + " ssim_inh_exc[i,j] = ssim_const = ssim(data_inh[j].corr().to_numpy(), data_exc[i].corr().to_numpy(),data_range=0 ) \n", + "\n", + "sns.heatmap(ssim_exc,vmin=0 ,vmax=1,xticklabels=['D2','D1','M1','aCSF'],yticklabels=['D2','D1','M1','aCSF'])\n", + "plt.savefig('D:/Data For Publication/paper2/appendix/ssim_exc.pdf')\n", "plt.show()\n", - "sns.heatmap(df_merged_inh[df_merged_inh.cond==cond][corr_columns].corr(),xticklabels=corr_columns,yticklabels=corr_columns)\n", - "plt.savefig('D:/Data For Publication/paper2/appendix/'+cond+'inh'+'.pdf',dpi=200)\n" + "sns.heatmap(ssim_inh,vmin=0 ,vmax=1,xticklabels=['D2','D1','M1','aCSF'],yticklabels=['D2','D1','M1','aCSF'])\n", + "plt.savefig('D:/Data For Publication/paper2/appendix/ssim_inh.pdf')\n", + "plt.show()\n", + "sns.heatmap(ssim_inh_exc,vmin=0 ,vmax=1,xticklabels=['D2','D1','M1','aCSF'],yticklabels=['D2','D1','M1','aCSF'])\n", + "plt.savefig('D:/Data For Publication/paper2/appendix/ssim_inh_exc.pdf')\n", + "plt.show()" ] }, { @@ -9375,7 +8240,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -9387,7 +8252,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9397,7 +8262,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9414,7 +8279,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9424,7 +8289,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9441,34 +8306,7 @@ }, { "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "m1-ago+ant exc 42 inh 46\n" - ] - }, - { - "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhgAAAGiCAYAAAClPb+eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAzYUlEQVR4nO3deXRU9f3/8ddkm7AOS8xCZVXKFtSQQBZ+oLgEsKiIXwlVp/o9gNKKiinWRrQsHs1XrYqIKFgsIgipJyxaAQ0qWxOQJWErIippAGeIICSAkIRkfn9ER+dm595piD4f59xzzOd+5jOfG7nwnvf787lj83g8HgEAAFgooLEnAAAAfn4IMAAAgOUIMAAAgOUIMAAAgOUIMAAAgOUIMAAAgOUIMAAAgOUIMAAAgOUIMAAAgOUIMAAAgOUIMAAAuEhs2LBBN910kzp06CCbzaYVK1bU+Zr169crNjZWoaGh6tatm1577bUqfTIzM9W7d2/Z7Xb17t1by5cv98PsfRFgAABwkThz5oyuvPJKzZ49u179Dx48qBtvvFGDBg1Sbm6uHnvsMT344IPKzMz09snJyVFKSoqcTqd27twpp9Op0aNHa8uWLf66DEmSjS87AwDg4mOz2bR8+XKNHDmyxj6PPvqo3n33Xe3bt8/bNmHCBO3cuVM5OTmSpJSUFBUXF2v16tXePsOGDVPbtm21ZMkSv82fDAYAAH5UUlKi4uJin6OkpMSSsXNycpScnOzTNnToUG3btk1lZWW19snOzrZkDjUJ8uvoDeActaixpwAAaCLeWnaXX8e/e+Rblo3V9aovNX36dJ+2qVOnatq0aabHdrvdioiI8GmLiIjQ+fPndezYMUVFRdXYx+12m37/2lw0AQYAABeLigCbZWOlpaUpNTXVp81ut1s2vs3mO9cfVj78tL26PsY2qxFgAADgR3a73dKA4qciIyOrZCIKCwsVFBSk9u3b19rHmNWwGmswAAAw8ATYLDv8KTExUVlZWT5tH374oeLi4hQcHFxrn6SkJL/OjQwGAAAGFYH+DQxqcvr0aX3xxRfenw8ePKi8vDy1a9dOnTp1Ulpamo4cOaKFCxdKqtwxMnv2bKWmpmr8+PHKycnR/PnzfXaHPPTQQxo8eLCeeeYZ3XLLLVq5cqXWrl2rTZs2+fVayGAAAGBQEWCz7GiIbdu2KSYmRjExMZKk1NRUxcTE6C9/+YskyeVyqaCgwNu/a9euWrVqldatW6errrpKTz75pGbNmqXbbrvN2ycpKUlLly7V3//+d11xxRVasGCBMjIyFB8fb8FvqmYXzXMw2EUCAKgvf+8iGfNb654PsXTJby0bqymhRAIAgIGVu0h+qQgwAAAw8PfizF8C1mAAAADLkcEAAMCgsXaR/JwQYAAAYMAaDPMokQAAAMuRwQAAwKAigM/fZhFgAABgwC4S8wjRAACA5chgAABgwC4S8wgwAAAwYBeJeQQYAAAYsAbDPNZgAAAAy5HBAADAgBKJeQQYAAAYsMjTPEokAADAcmQwAAAwoERiHgEGAAAG7CIxjxIJAACwHBkMAAAMKJGYR4ABAIABAYZ5lEgAAIDlyGAAAGDAczDMI8AAAMCAXSTmEWAAAGDAGgzzWIMBAAAsRwYDAAADMhjmEWAAAGDgYZGnaZRIAACA5chgAABgQInEPAIMAACMCDBMo0QCAAAsRwYDAACDgABPY0+hySPAAADAICCQAMMsSiQAAMByBBgAABgEBHgsOxpqzpw56tq1q0JDQxUbG6uNGzfW2Peee+6RzWarcvTp08fbZ8GCBdX2OXfu3AX9buqLAAMAAIPGCjAyMjI0adIkTZkyRbm5uRo0aJCGDx+ugoKCavu/9NJLcrlc3uPQoUNq166dbr/9dp9+rVu39unncrkUGhp6wb+f+mANBgAABo21BuOFF17Q2LFjNW7cOEnSzJkz9cEHH+jVV19Venp6lf4Oh0MOh8P784oVK3TixAn97//+r08/m82myMhI/07egAwGAAB+VFJSouLiYp+jpKSkSr/S0lJt375dycnJPu3JycnKzs6u13vNnz9f119/vTp37uzTfvr0aXXu3FmXXnqpRowYodzc3Au/oHoiwAAAwMDKEkl6ero30/DDUV024tixYyovL1dERIRPe0REhNxud51zdrlcWr16tTf78YOePXtqwYIFevfdd7VkyRKFhoZq4MCBOnDggLlfUh0okQAAYGDlczDS0tKUmprq02a322vsb7P5PkXU4/FUaavOggUL1KZNG40cOdKnPSEhQQkJCd6fBw4cqH79+unll1/WrFmz6nEFF4YAAwAAP7Lb7bUGFD8ICwtTYGBglWxFYWFhlayGkcfj0RtvvCGn06mQkJBa+wYEBKh///5+z2BQIgEAwKAxdpGEhIQoNjZWWVlZPu1ZWVlKSkqq9bXr16/XF198obFjx9b5Ph6PR3l5eYqKiqr33C4EGQwAAAwaaxdJamqqnE6n4uLilJiYqHnz5qmgoEATJkyQVFluOXLkiBYuXOjzuvnz5ys+Pl7R0dFVxpw+fboSEhLUvXt3FRcXa9asWcrLy9Mrr7zi12shwAAA4CKRkpKi48ePa8aMGXK5XIqOjtaqVau8u0JcLleVZ2IUFRUpMzNTL730UrVjnjx5Uvfee6/cbrccDodiYmK0YcMGDRgwwK/XYvN4PBfFA9edoxY19hQAAE3EW8vu8uv4w978p2Vjrbl7hGVjNSVkMAAAMODbVM1jkScAALAcGQwAAAzIYJhHgAEAgEFgI+0i+TkhwAAAwIAMhnmswQAAAJYjgwEAgAEZDPMIMAAAMGisJ3n+nFAiAQAAliODAQCAQQAfv00jwAAAwIA1GOYRowEAAMuRwQAAwIAMhnkEGAAAGLCLxDxKJAAAwHJkMAAAMKBEYh4BBgAABgQY5hFgAABgQIBhHmswAACA5chgAABgwC4S8wgwAAAwoERiHiUSAABgOTIYAAAYBNoaewZNHwEGAAAGAQQYplEiAQAAliODAQCAASUS8wgwAAAwIMAwjxIJAACwHBkMAAAMyGCYR4ABAIABu0jMI8AAAMCADIZ5BBg/E10vb6/bUq7Q5T3CFBQUqMOHTuqDf36mnI359R6jbfvmGnl7X10R00Ft2oTq1KkS7c5zKXPJTn17/Lsq/W026bphv9bV112uqF+1VkV5hf5z8IRWvbtPuVsPW3h1wIXj3gAaBwHGz0DPPhH601+u1fnzFdq8KV9nvytTXHxH/eHh/6ew8BZ6L3NvnWOER7TUX9KHytGmmXbnfa0t//qPIqNa6f9d001X9uugGWkfqPDoaZ/XTJw8SAMSO+uo65TWf/SFgoMC1W/ApUpNu0Zvvv6p1q7+3F+XDNQL9wYuFBkM8wgwmriAAJvG/SFBHo/01OMf6j8HT0iSlmfs0tT/G6ZRKVfq0+wCHXWdqnWcu8bGydGmmd7621Z9uGq/t31AYic98Mhg3X3vAD335Mfe9v6JnTQgsbP27yvUM9M/UllpuSTpH4vzNOO54frt3bHK23ZEx74544erBurGvQEzAthjaRq/wiaud99IRUS1Us7Gg96/QCXp3LnzWvHObgUFBWjwtZfVOkZwcID6XtVBJ0+c9fkLVJI+zSlQ/lff6oqYDrokoqW3PXZAR0nSe5l7vH+BStLpUyVa894+hYQE1vm+gD9xbwCNiwCjiesVHSFJ2pPnqnJu9/dtPfuE1zpGy1Z2BQUF6HgNn6i+KaxM//b+/r0kydEmtPKcITVc2b9ynN59I+uaPuA33BswI9Bm3dFQc+bMUdeuXRUaGqrY2Fht3Lixxr7r1q2TzWarcnz22Wc+/TIzM9W7d2/Z7Xb17t1by5cvb/jEGogAo4mLjGolSXJXk+b97kypiovOKTKqda1jnDldqvLyCrW/pEW15y8Jr/x0Ftnhx3GKi85VnvvJJ7cf+7f4vn+relwB4B/cGzCjsQKMjIwMTZo0SVOmTFFubq4GDRqk4cOHq6CgoNbX7d+/Xy6Xy3t0797dey4nJ0cpKSlyOp3auXOnnE6nRo8erS1btlzIr6beGhxgHD58WFOmTNGQIUPUq1cv9e7dW0OGDNGUKVN06NAhf8wRtWjWPFiS9N13pdWeP3u2zNunJqWl5fps71G1adtM1w/7tc+5uPiO6tKtnSSpeYsQb/uu3K8lSSNu7aPg4B//GLVsGaJhI3pV6Q/8t3FvoCl64YUXNHbsWI0bN069evXSzJkz1bFjR7366qu1vi48PFyRkZHeIzAw0Htu5syZuuGGG5SWlqaePXsqLS1N1113nWbOnOnXa2nQIs9NmzZp+PDh6tixo5KTk5WcnCyPx6PCwkKtWLFCL7/8slavXq2BAwfWOk5JSYlKSkp82srLyxQYWPvNDv95e8F2Pf7UUN197wDF9L9Uh/JPKDyqlWL7X6qC/BPq1KWtKioqvP1zNuZr8LWXqXffSD394gjtyvtagYEBih3Q0fsJrqLC01iXA1iGe+OXycoHbVX3b57dbpfdbvdpKy0t1fbt2/XnP//Zpz05OVnZ2dm1vkdMTIzOnTun3r176/HHH9eQIUO853JycvTwww/79B86dKjfA4wGZTAefvhhjRs3Tv/+9781c+ZMpaWl6bHHHtPMmTO1d+9ejR07VpMmTapznPT0dDkcDp9jz+fvXeg1/KKd/a5MktS8efWfiJo1C/b2qU1B/klN/dNqbf5Xvrp0a6fkET0V1aG13pj7qf61/itJ0qmiH2+QigqPnnvyYy1bulMejzTkhu7qn9BJO7Ye1qznNlT2Lz5n9vKAC8a9ATMCbR7Ljur+zUtPT6/ynseOHVN5ebkiIiJ82iMiIuR2u6udZ1RUlObNm6fMzEwtW7ZMPXr00HXXXacNGzZ4+7jd7gaNaZUGZTD27NmjRYsW1Xj+vvvu02uvvVbnOGlpaUpNTfVpm+DMbMhU8L0f6suRUa2U/9W3PueatwhRa0eoPv+ssF5juY4U65XnN1Vpv3dioiTp4JfHfdrPn6/Q8n/s1vJ/7PZp79mn8g/ywS985wP8N3Fv4GJR3b95xuzFT9lsvukTj8dTpe0HPXr0UI8ePbw/JyYm6tChQ/rrX/+qwYMHX9CYVmlQBiMqKqrWNE1OTo6ioqLqHMdut6t169Y+B+WRC/PZ3qOSpOirqv7e+37f9tne+v0lWp3Q0CBd1f9SnTpVoj07q67Gr07S4C6SpM2b8i/4fQGzuDdghpWLPKv7N6+6ACMsLEyBgYFVMguFhYVVMhC1SUhI0IEDB7w/R0ZGmh7zQjQowJg8ebImTJigiRMnauXKldq8ebO2bNmilStXauLEifr973+vP/3pT/6aK6qxd5dbR92nlDioqzp1aettDw0N0sjb++r8+Qpt/PhLb3vLVnZF/aq1Wrby/cMdHBKoAEPRMSgoQOPuT1SrVnatyNilsrIKn/OhzaoGhf0TO+nqay/TlweOaesWFv2i8XBvwIzG2EUSEhKi2NhYZWVl+bRnZWUpKSmp3uPk5ub6fNhPTEysMuaHH37YoDEvRINKJH/4wx/Uvn17vfjii5o7d67KyysfIhMYGKjY2FgtXLhQo0eP9stEUb2KCo/mz9msPz1xrR5/KlmbN+br7NnKxyGHR7bSO4vzfLbp3XBjD41KuULLMnZpecYub3vXbu300KNXa89Ol44fO6NmzYN1VeyvFHZJS33y4YEqDxmSpGnPDNO3x87o68PFKisrV7fL26t330gddZ/Sy3/dKA8L2dCIuDdgRmN9m2pqaqqcTqfi4uKUmJioefPmqaCgQBMmTJBUWW45cuSIFi5cKKlyh0iXLl3Up08flZaWatGiRcrMzFRm5o/LDh566CENHjxYzzzzjG655RatXLlSa9eu1aZNVct+Vmrwo8JTUlKUkpKisrIyHTt2TFJlWic4mBJHY9m356ienPKhRo25QgMGdlZQUICOHCpS5sxNyt6QX68xjh87o317jurXvcLlaBOq0pLzyv/qWy3++3Zt21z9p60t//qP4uI76vJfhykwMEDfFJ7Wind26/0V/9a5s3UvngP8jXsDTU1KSoqOHz+uGTNmyOVyKTo6WqtWrVLnzp0lSS6Xy+eZGKWlpZo8ebKOHDmiZs2aqU+fPnr//fd14403evskJSVp6dKlevzxx/XEE0/osssuU0ZGhuLj4/16LTaPx3NRhNLOUTUvHgUA4KfeWnaXX8d/Ze9iy8a6v8+dlo3VlPBlZwAAGPBtqubxqHAAAGA5MhgAABg01iLPnxMCDAAADCiRmEeJBAAAWI4MBgAABmQwzCPAAADAgADDPEokAADAcmQwAAAwYBeJeQQYAAAYUCIxjwADAAADAgzzWIMBAAAsRwYDAAAD1mCYR4ABAIBBgO2i+KLxJo0SCQAAsBwZDAAADFjkaR4BBgAABpRIzKNEAgAALEcGAwAAA3aRmEeAAQCAQSAlEtMokQAAAMuRwQAAwIASiXkEGAAAGLCLxDwCDAAADHgOhnmswQAAAJYjgwEAgAFrMMwjwAAAwIA1GOZRIgEAAJYjgwEAgAGLPM0jwAAAwIASiXmUSAAAgOXIYAAAYMAuEvMIMAAAMODLzsyjRAIAACxHBgMAAANKJOYRYAAAYMAuEvMokQAAYBBg4dFQc+bMUdeuXRUaGqrY2Fht3Lixxr7Lli3TDTfcoEsuuUStW7dWYmKiPvjgA58+CxYskM1mq3KcO3fuAmZXfwQYAABcJDIyMjRp0iRNmTJFubm5GjRokIYPH66CgoJq+2/YsEE33HCDVq1ape3bt2vIkCG66aablJub69OvdevWcrlcPkdoaKhfr4USCQAABlbuIikpKVFJSYlPm91ul91ur9L3hRde0NixYzVu3DhJ0syZM/XBBx/o1VdfVXp6epX+M2fO9Pn56aef1sqVK/Xee+8pJibG226z2RQZGWnB1dQfGQwAAAwCbNYd6enpcjgcPkd1wUJpaam2b9+u5ORkn/bk5GRlZ2fXa94VFRU6deqU2rVr59N++vRpde7cWZdeeqlGjBhRJcPhD2QwAADwo7S0NKWmpvq0VZe9OHbsmMrLyxUREeHTHhERIbfbXa/3ev7553XmzBmNHj3a29azZ08tWLBAffv2VXFxsV566SUNHDhQO3fuVPfu3S/giuqHAAMAAAMrd5HUVA6pic3mu0fW4/FUaavOkiVLNG3aNK1cuVLh4eHe9oSEBCUkJHh/HjhwoPr166eXX35Zs2bNqve8GooAAwAAg8b4NtWwsDAFBgZWyVYUFhZWyWoYZWRkaOzYsXrnnXd0/fXX19o3ICBA/fv314EDB0zPudb38evoAACgXkJCQhQbG6usrCyf9qysLCUlJdX4uiVLluiee+7R22+/rd/85jd1vo/H41FeXp6ioqJMz7k2ZDAAADBorAdtpaamyul0Ki4uTomJiZo3b54KCgo0YcIESZXrOY4cOaKFCxdKqgwufve73+mll15SQkKCN/vRrFkzORwOSdL06dOVkJCg7t27q7i4WLNmzVJeXp5eeeUVv14LAQYAAAaN9ajwlJQUHT9+XDNmzJDL5VJ0dLRWrVqlzp07S5JcLpfPMzHmzp2r8+fP6/7779f999/vbb/77ru1YMECSdLJkyd17733yu12y+FwKCYmRhs2bNCAAQP8ei02j8dzUTwP1TlqUWNPAQDQRLy17C6/jn/kzFzLxvpVi/ssG6spYQ0GAACwHCUSAAAM+DZV8wgwAAAwsJHgN43fIAAAsBwZDAAADOrz5EzUjgADAAADSiTm8RsEAACWI4MBAIABJRLzCDAAADCgRGIev0EAAGA5MhgAABjYRInELAIMAAAMbDYS/GYRYAAAYEAGwzxCNAAAYDkyGAAAGFAiMY8AAwAAA0ok5hGiAQAAy5HBAADAgAdtmUeAAQCAAY8KN48QDQAAWI4MBgAABpRIzCPAAADAgF0k5hGiAQAAy5HBAADAgAdtmUeAAQCAASUS8wgwAAAwIINhHr9BAABgOTIYAAAYsE3VPAIMAAAMWINhHiEaAACwHBkMAAAMWORpHgEGAAAGlEjMI0QDAACWI4MBAIABJRLzCDAAADCgRGIeIRoAABeROXPmqGvXrgoNDVVsbKw2btxYa//169crNjZWoaGh6tatm1577bUqfTIzM9W7d2/Z7Xb17t1by5cv99f0vQgwAAAwsCnAsqMhMjIyNGnSJE2ZMkW5ubkaNGiQhg8froKCgmr7Hzx4UDfeeKMGDRqk3NxcPfbYY3rwwQeVmZnp7ZOTk6OUlBQ5nU7t3LlTTqdTo0eP1pYtW0z9jupi83g8Hr++Qz05Ry1q7CkAAJqIt5bd5ed3+MSykUpKklRSUuLTZrfbZbfbq/SNj49Xv3799Oqrr3rbevXqpZEjRyo9Pb1K/0cffVTvvvuu9u3b522bMGGCdu7cqZycHElSSkqKiouLtXr1am+fYcOGqW3btlqyZInp66sJGQwAAIw81h3p6elyOBw+R3XBQmlpqbZv367k5GSf9uTkZGVnZ1c7zZycnCr9hw4dqm3btqmsrKzWPjWNaRUWeQIA4EdpaWlKTU31aasue3Hs2DGVl5crIiLCpz0iIkJut7vasd1ud7X9z58/r2PHjikqKqrGPjWNaRUCDAAAjDwVlg1VUzmkJjab7w4Wj8dTpa2u/sb2ho5pBQIMAACMLAww6issLEyBgYFVMguFhYVVMhA/iIyMrLZ/UFCQ2rdvX2ufmsa0CmswAAC4CISEhCg2NlZZWVk+7VlZWUpKSqr2NYmJiVX6f/jhh4qLi1NwcHCtfWoa0ypkMAAAMGqEDIYkpaamyul0Ki4uTomJiZo3b54KCgo0YcIESZXrOY4cOaKFCxdKqtwxMnv2bKWmpmr8+PHKycnR/PnzfXaHPPTQQxo8eLCeeeYZ3XLLLVq5cqXWrl2rTZs2+fVaCDAAADBqpAAjJSVFx48f14wZM+RyuRQdHa1Vq1apc+fOkiSXy+XzTIyuXbtq1apVevjhh/XKK6+oQ4cOmjVrlm677TZvn6SkJC1dulSPP/64nnjiCV122WXKyMhQfHy8X6+F52AAAJocvz8Ho2x13X3qK3i4dWM1IWQwAAAwqmicDMbPCQEGAABGjVQi+TlhFwkAALAcGQwAAIzIYJhGgAEAgBEBhmkEGAAAGLHI0zTWYAAAAMuRwQAAwIgSiWkEGAAAGBFgmEaJBAAAWI4MBgAARmQwTCPAAADAwOMpt2wsm2UjNS2USAAAgOXIYAAAYMRzMEwjwAAAwIg1GKZRIgEAAJYjgwEAgBEZDNMIMAAAMCLAMI0AAwAAIwIM01iDAQAALEcGAwAAI7apmkaAAQCAESUS0yiRAAAAy5HBAADAiAyGaQQYAAAYEWCYRokEAABYjgwGAABG7CIxjQADAAAjSiSmUSIBAACWI4MBAIARGQzTCDAAADBiDYZpBBgAABhVeBp7Bk0eazAAAIDlyGAAAGBEicQ0AgwAAIwIMEyjRAIAQBN04sQJOZ1OORwOORwOOZ1OnTx5ssb+ZWVlevTRR9W3b1+1aNFCHTp00O9+9zt9/fXXPv2uueYa2Ww2n2PMmDENnh8BBgAARhUe6w4/ueOOO5SXl6c1a9ZozZo1ysvLk9PprLH/d999px07duiJJ57Qjh07tGzZMn3++ee6+eabq/QdP368XC6X95g7d26D50eJBAAAo4u8RLJv3z6tWbNGmzdvVnx8vCTp9ddfV2Jiovbv368ePXpUeY3D4VBWVpZP28svv6wBAwaooKBAnTp18rY3b95ckZGRpuZIBgMAAD8qKSlRcXGxz1FSUmJqzJycHDkcDm9wIUkJCQlyOBzKzs6u9zhFRUWy2Wxq06aNT/vixYsVFhamPn36aPLkyTp16lSD50iAAQCAUUWFZUd6erp3ncQPR3p6uqnpud1uhYeHV2kPDw+X2+2u1xjnzp3Tn//8Z91xxx1q3bq1t/3OO+/UkiVLtG7dOj3xxBPKzMzUqFGjGjxHSiQAABhZuHYiLe0xpaam+rTZ7fZq+06bNk3Tp0+vdbytW7dKkmw2W5VzHo+n2najsrIyjRkzRhUVFZozZ47PufHjx3v/Ozo6Wt27d1dcXJx27Nihfv361Tn2DwgwAADwI7vdXmNAYTRx4sQ6d2x06dJFu3bt0tGjR6uc++abbxQREVHr68vKyjR69GgdPHhQH3/8sU/2ojr9+vVTcHCwDhw4QIABAIApjbTIMywsTGFhYXX2S0xMVFFRkT799FMNGDBAkrRlyxYVFRUpKSmpxtf9EFwcOHBAn3zyidq3b1/ne+3du1dlZWWKioqq/4WINRgAAFR1kW9T7dWrl4YNG6bx48dr8+bN2rx5s8aPH68RI0b47CDp2bOnli9fLkk6f/68/ud//kfbtm3T4sWLVV5eLrfbLbfbrdLSUknSl19+qRkzZmjbtm3Kz8/XqlWrdPvttysmJkYDBw5s0BzJYAAAYHSRb1OVKnd6PPjgg0pOTpYk3XzzzZo9e7ZPn/3796uoqEiSdPjwYb377ruSpKuuusqn3yeffKJrrrlGISEh+uijj/TSSy/p9OnT6tixo37zm99o6tSpCgwMbND8CDAAAGiC2rVrp0WLFtXax+P5MYPSpUsXn5+r07FjR61fv96S+RFgAABg1AQyGBc7AgwAAAzq+qTfEHVvGv15YpEnAACwHBkMAACMKJGYRoABAIARAYZplEgAAIDlyGAAAGDkpwdk/ZIQYAAAYESJxDRKJAAAwHJkMAAAMCKDYRoBBgAARqzBMI0AAwAAIzIYprEGAwAAWI4MBgAARmQwTCPAAADAiDUYplEiAQAAliODAQCAESUS0wgwAAAwIsAwjRIJAACwHBkMAACMWORpGgEGAABGlEhMo0QCAAAsRwYDAAADTzklErMIMAAAMGINhmkEGAAAGJHBMI01GAAAwHJkMAAAMPBQIjGNAAMAACNKJKZRIgEAAJYjgwEAgFE5D9oyiwADAAAD1mCYR4DxM9H18va6LeUKXd4jTEFBgTp86KQ++OdnytmYX+8x2rZvrpG399UVMR3Upk2oTp0q0e48lzKX7NS3x7+r0t9mk64b9mtdfd3livpVa1WUV+g/B09o1bv7lLv1sIVXB1w47g2gcdg8Hs9FEaY5Ry1q7Ck0WT37ROhPf7lW589XaPOmfJ39rkxx8R0VHtlK/1icq/cy99Y5RnhES/0lfagcbZppd97XKsg/qcioVorpf6lOFZ/TjLQPVHj0tM9rHnhkkAYkdtZR1yntzD2i4KBA9RtwqRxtmunN1z/V2tWf++uSgXrh3vj5emvZXX4dv2zuGMvGCr5vqWVjNSVkMJq4gACbxv0hQR6P9NTjH+o/B09IkpZn7NLU/xumUSlX6tPsAh11nap1nLvGxsnRppne+ttWfbhqv7d9QGInPfDIYN197wA99+TH3vb+iZ00ILGz9u8r1DPTP1JZabkk6R+L8zTjueH67d2xytt2RMe+OeOHqwbqxr0BUyiRmMYukiaud99IRUS1Us7Gg96/QCXp3LnzWvHObgUFBWjwtZfVOkZwcID6XtVBJ0+c9fkLVJI+zSlQ/lff6oqYDrokoqW3PXZAR0nSe5l7vH+BStLpUyVa894+hYQE1vm+gD9xbwCNiwCjiesVHSFJ2pPnqnJu9/dtPfuE1zpGy1Z2BQUF6HgNn6i+KaxM//b+/r0kydEmtPKcITVc2b9ynN59I+uaPuA33Bsww1PusezwlxMnTsjpdMrhcMjhcMjpdOrkyZO1vuaee+6RzWbzORISEnz6lJSU6IEHHlBYWJhatGihm2++WYcPN3ztEAFGExcZ1UqS5K4mzfvdmVIVF51TZFTrWsc4c7pU5eUVan9Ji2rPXxJe+eksssOP4xQXnas895NPbj/2b/F9/1b1uALAP7g3YEpFhXWHn9xxxx3Ky8vTmjVrtGbNGuXl5cnpdNb5umHDhsnlcnmPVatW+ZyfNGmSli9frqVLl2rTpk06ffq0RowYofLy8hpGrB4BRhPXrHmwJOm770qrPX/2bJm3T01KS8v12d6jatO2ma4f9mufc3HxHdWlWztJUvMWId72XblfS5JG3NpHwcE//jFq2TJEw0b0qtIf+G/j3oAp5R7rDj/Yt2+f1qxZo7/97W9KTExUYmKiXn/9df3zn//U/v37a32t3W5XZGSk92jXrp33XFFRkebPn6/nn39e119/vWJiYrRo0SLt3r1ba9eubdAcLV/keejQIU2dOlVvvPFGjX1KSkpUUlLi01ZeXqbAwNpvdvjP2wu26/Gnhuruewcopv+lOpR/QuFRrRTb/1IV5J9Qpy5tVfGTSDxnY74GX3uZeveN1NMvjtCuvK8VGBig2AEdvZ/gKlgkhZ8B7g2YVd2/eXa7XXa7/YLHzMnJkcPhUHx8vLctISFBDodD2dnZ6tGjR42vXbduncLDw9WmTRtdffXVeuqppxQeXlku3L59u8rKypScnOzt36FDB0VHRys7O1tDhw6t9xwtz2B8++23evPNN2vtk56e7q0Z/XDs+fw9q6fyi3D2uzJJUvPm1X8iatYs2NunNgX5JzX1T6u1+V/56tKtnZJH9FRUh9Z6Y+6n+tf6ryRJp4p+vEEqKjx67smPtWzpTnk80pAbuqt/Qift2HpYs57bUNm/+JzZywMuGPcGzPBUeCw7qvs3Lz093dT83G63Nyj4qfDwcLnd7hpfN3z4cC1evFgff/yxnn/+eW3dulXXXnutNwByu90KCQlR27ZtfV4XERFR67jVaXAG49133631/FdffVXnGGlpaUpNTfVpm+DMbOhUoB/ry5FRrZT/1bc+55q3CFFrR6g+/6ywXmO5jhTrlec3VWm/d2KiJOngl8d92s+fr9Dyf+zW8n/s9mnv2adywdvBL3znA/w3cW/AFAtLG9X9m1dT9mLatGmaPn16reNt3bpVkmSz2aqc83g81bb/ICUlxfvf0dHRiouLU+fOnfX+++9r1KhRNb6urnGr0+AAY+TIkbLZbKrt+Vx1TaK61BDlkQvz2d6juvm2aEVfFaXN//qPz7m+V0V936d+f4lWJzQ0SFf1v1SnTpVoz86qq/GrkzS4iyRp86b8C35fwCzuDVwsGlIOmThxosaMqf0hX126dNGuXbt09OjRKue++eYbRUREVPOq6kVFRalz5846cOCAJCkyMlKlpaU6ceKETxajsLBQSUlJ9R5XuoASSVRUlDIzM1VRUVHtsWPHjoYOCRP27nLrqPuUEgd1VacuP/5hCA0N0sjb++r8+Qpt/PhLb3vLVnZF/aq1Wrby/cMeHBKogADfwDAoKEDj7k9Uq1Z2rcjYpbIy39XQoc2qBoX9Ezvp6msv05cHjmnrlkNWXCJwQbg3YEojLfIMCwtTz549az1CQ0OVmJiooqIiffrpp97XbtmyRUVFRQ0KBI4fP65Dhw4pKqoy6I6NjVVwcLCysrK8fVwul/bs2dPgAKPBGYzY2Fjt2LFDI0eOrPZ8XdkNWKuiwqP5czbrT09cq8efStbmjfk6e/bHxyG/szjPZ5veDTf20KiUK7QsY5eWZ+zytnft1k4PPXq19ux06fixM2rWPFhXxf5KYZe01CcfHqjykCFJmvbMMH177Iy+PlyssrJydbu8vXr3jdRR9ym9/NeNfFkQGhX3Bsy42P8f9erVS8OGDdP48eM1d+5cSdK9996rESNG+Czw7Nmzp9LT03Xrrbfq9OnTmjZtmm677TZFRUUpPz9fjz32mMLCwnTrrbdKkhwOh8aOHas//vGPat++vdq1a6fJkyerb9++uv766xs0xwYHGI888ojOnKn5EbeXX365Pvnkk4YOCxP27TmqJ6d8qFFjrtCAgZ0VFBSgI4eKlDlzk7I35NdrjOPHzmjfnqP6da9wOdqEqrTkvPK/+laL/75d2zZX/2lry7/+o7j4jrr812EKDAzQN4WnteKd3Xp/xb917mzdi+cAf+PewM/Z4sWL9eCDD3p3fNx8882aPXu2T5/9+/erqKhIkhQYGKjdu3dr4cKFOnnypKKiojRkyBBlZGSoVasfn83y4osvKigoSKNHj9bZs2d13XXXacGCBQoMDGzQ/PiyMwBAk+PvLzs7N+Mmy8YK/csvc5ckX3YGAIDBxV4iaQp4kicAALAcGQwAAIz8+CVlvxQEGAAAGFEiMY0AAwAAA39+zfovBWswAACA5chgAABgRInENAIMAACMyivq7oNaUSIBAACWI4MBAIABD9oyjwADAAAjdpGYRokEAABYjgwGAAAGHtZ4mkaAAQCAgafC1thTaPIokQAAAMuRwQAAwKCCEolpBBgAABh4PJRIzCLAAADAgEWe5rEGAwAAWI4MBgAABuwiMY8AAwAAAxZ5mkeJBAAAWI4MBgAABpRIzCPAAADAgF0k5lEiAQAAliODAQCAAQ/aMo8AAwAAA0ok5lEiAQAAliODAQCAQQW7SEwjwAAAwIASiXkEGAAAGPAcDPNYgwEAACxHBgMAAANKJOYRYAAAYMBzMMyjRAIAACxHgAEAgEFFhXWHv5w4cUJOp1MOh0MOh0NOp1MnT56s9TU2m63a47nnnvP2ueaaa6qcHzNmTIPnR4kEAACDprAG44477tDhw4e1Zs0aSdK9994rp9Op9957r8bXuFwun59Xr16tsWPH6rbbbvNpHz9+vGbMmOH9uVmzZg2eHwEGAABNzL59+7RmzRpt3rxZ8fHxkqTXX39diYmJ2r9/v3r06FHt6yIjI31+XrlypYYMGaJu3br5tDdv3rxK34aiRAIAgIGnwmbZUVJSouLiYp+jpKTE1PxycnLkcDi8wYUkJSQkyOFwKDs7u15jHD16VO+//77Gjh1b5dzixYsVFhamPn36aPLkyTp16lSD50iAAQCAgafCuiM9Pd27TuKHIz093dT83G63wsPDq7SHh4fL7XbXa4w333xTrVq10qhRo3za77zzTi1ZskTr1q3TE088oczMzCp96oMSCQAAfpSWlqbU1FSfNrvdXm3fadOmafr06bWOt3XrVkmVCzaNPB5Pte3VeeONN3TnnXcqNDTUp338+PHe/46Ojlb37t0VFxenHTt2qF+/fvUaWyLAAACgCiu/7Mxut9cYUBhNnDixzh0bXbp00a5du3T06NEq57755htFRETU+T4bN27U/v37lZGRUWfffv36KTg4WAcOHCDAAADAjMbaRRIWFqawsLA6+yUmJqqoqEiffvqpBgwYIEnasmWLioqKlJSUVOfr58+fr9jYWF155ZV19t27d6/KysoUFRVV9wX8BGswAAAw8Hhslh3+0KtXLw0bNkzjx4/X5s2btXnzZo0fP14jRozw2UHSs2dPLV++3Oe1xcXFeueddzRu3Lgq43755ZeaMWOGtm3bpvz8fK1atUq33367YmJiNHDgwAbNkQADAIAmaPHixerbt6+Sk5OVnJysK664Qm+99ZZPn/3796uoqMinbenSpfJ4PPrtb39bZcyQkBB99NFHGjp0qHr06KEHH3xQycnJWrt2rQIDAxs0P5vH4/E0/LKs5xy1qLGnAABoIt5adpdfx//s2lssG6vnxystG6spYQ0GAAAGHgsXef5SUSIBAACWI4MBAICBP7+k7JeCAAMAAIOK8otieWKTRokEAABYjgwGAAAGlEjMI8AAAMCgvIISiVmUSAAAgOXIYAAAYFBR3tgzaPoIMAAAMKigRGIaAQYAAAZkMMxjDQYAALAcGQwAAAwokZhHgAEAgAHPwTCPEgkAALAcGQwAAAz4LhLzCDAAADAop0RiGiUSAABgOTIYAAAYUCIxjwADAAADdpGYR4kEAABYjgwGAAAGPGjLPAIMAAAM+C4S8wgwAAAwIINhHmswAACA5chgAABgwIO2zCPAAADAgOdgmEeJBAAAWI4MBgAABjxoyzwCDAAADCiRmEeJBAAAWI4MBgAABpRIzCPAAADAgAdtmUeJBAAAWI4MBgAABuV8F4lpBBgAABhQIjGPEgkAAAYV5dYd/vLUU08pKSlJzZs3V5s2ber1Go/Ho2nTpqlDhw5q1qyZrrnmGu3du9enT0lJiR544AGFhYWpRYsWuvnmm3X48OEGz48AAwCAJqi0tFS33367fv/739f7Nc8++6xeeOEFzZ49W1u3blVkZKRuuOEGnTp1yttn0qRJWr58uZYuXapNmzbp9OnTGjFihMobWDeiRAIAgIGVJZKSkhKVlJT4tNntdtntdlPjTp8+XZK0YMGCevX3eDyaOXOmpkyZolGjRkmS3nzzTUVEROjtt9/Wfffdp6KiIs2fP19vvfWWrr/+eknSokWL1LFjR61du1ZDhw6t9/wumgDjrWV3NfYUoMobIT09XWlpaab/8AM/F9wXvzz/W/GRZWNNmzbNGwz8YOrUqZo2bZpl71EfBw8elNvtVnJysrfNbrfr6quvVnZ2tu677z5t375dZWVlPn06dOig6OhoZWdnNyjAoEQCHyUlJZo+fXqVaBv4JeO+gBlpaWkqKiryOdLS0v7r83C73ZKkiIgIn/aIiAjvObfbrZCQELVt27bGPvVFgAEAgB/Z7Xa1bt3a56gpEzZt2jTZbLZaj23btpmaj81m8/nZ4/FUaTOqTx+ji6ZEAgDAL93EiRM1ZsyYWvt06dLlgsaOjIyUVJmliIqK8rYXFhZ6sxqRkZEqLS3ViRMnfLIYhYWFSkpKatD7EWAAAHCRCAsLU1hYmF/G7tq1qyIjI5WVlaWYmBhJlTtR1q9fr2eeeUaSFBsbq+DgYGVlZWn06NGSJJfLpT179ujZZ59t0PsRYMCH3W7X1KlTWcgG/AT3BS5GBQUF+vbbb1VQUKDy8nLl5eVJki6//HK1bNlSktSzZ0+lp6fr1ltvlc1m06RJk/T000+re/fu6t69u55++mk1b95cd9xxhyTJ4XBo7Nix+uMf/6j27durXbt2mjx5svr27evdVVJfNo/Hw+PKAABoYu655x69+eabVdo/+eQTXXPNNZIq11v8/e9/1z333COpci3F9OnTNXfuXJ04cULx8fF65ZVXFB0d7X39uXPn9Mgjj+jtt9/W2bNndd1112nOnDnq2LFjg+ZHgAEAACzHLhIAAGA5AgwAAGA5AgwAAGA5AgwAAGA5Agx4zZkzR127dlVoaKhiY2O1cePGxp4S0Kg2bNigm266SR06dJDNZtOKFSsae0pAk0GAAUlSRkaGJk2apClTpig3N1eDBg3S8OHDVVBQ0NhTAxrNmTNndOWVV2r27NmNPRWgyWGbKiRJ8fHx6tevn1599VVvW69evTRy5Eilp6c34syAi4PNZtPy5cs1cuTIxp4K0CSQwYBKS0u1fft2n6/nlaTk5GRlZ2c30qwAAE0ZAQZ07NgxlZeX1/oVvgAANAQBBrwu5Ct8AQCoDgEGFBYWpsDAwCrZip9+hS8AAA1BgAGFhIQoNjZWWVlZPu1ZWVlKSkpqpFkBAJoyvq4dkqTU1FQ5nU7FxcUpMTFR8+bNU0FBgSZMmNDYUwMazenTp/XFF194fz548KDy8vLUrl07derUqRFnBlz82KYKrzlz5ujZZ5+Vy+VSdHS0XnzxRQ0ePLixpwU0mnXr1mnIkCFV2u+++24tWLDgvz8hoAkhwAAAAJZjDQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALDc/wcK0VKLx1SlswAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -9478,7 +8316,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -9490,7 +8328,7 @@ "source": [ "\n", "\n", - "for cond in ['d1','d2','m1-ago','m1-ago+ant']:\n", + "for cond in ['d1','d2','m1-ago']:\n", " df_temp = return_acsf_and_drug(df_above_threshold,cond=[cond],joint=True)\n", " df_temp_exc = df_temp[df_temp.ei_labels==1]\n", " \n", @@ -9499,9 +8337,12 @@ " print(cond,'exc',len(df_temp_exc),'inh',len(df_temp_inh))\n", "\n", " heterogeniety_for_drug(df_temp_exc,cond=cond,cols=cols_bio)\n", + " plt.savefig(savepath+cond+'/'+cond+'_passive_hetero_measure_drug_vs_acsf_exc.pdf')\n", " plt.show()\n", + "\n", " heterogeniety_for_drug(df_temp_inh,cond=cond,cols=cols_bio)\n", - " plt.show()" + " plt.savefig(savepath+cond+'/'+cond+'_passive_hetero_measure_drug_vs_acsf_inh.pdf')\n", + " plt.show()\n" ] }, { @@ -11314,46 +10155,39 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 49, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "d1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { - "image/png": "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", "text/plain": [ - "
" + "'D:/Data For Publication/paper2/part2/m1-ago+ant/m1-ago+ant_hetero_measure_drug_vs_acsf.pdf'" ] }, + "execution_count": 49, "metadata": {}, - "output_type": "display_data" - }, + "output_type": "execute_result" + } + ], + "source": [ + "savepath+cond+'/'+cond+'_hetero_measure_drug_vs_acsf.pdf'" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "d2\n" + "d1\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -11363,7 +10197,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhgAAAGiCAYAAAClPb+eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA0yUlEQVR4nO3de1yUdd7/8feAMHhYRoHlYOGp2/WEGeIJ/Jm6GWprZrVpa8vm3ma5d1ZK7l1k3YL7KLbuDmpmaWuZZea9y5od1EI3T4Fn0HTNzEOoMRLKQUwHhPn94TrbXAwIXReB9Xo+Htfj0Xzne33ne5EDn/l8vt9rbG632y0AAAAL+TX2BAAAwI8PAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAALAcAQYAAE3Exo0bdfPNN6tt27ay2Wx69913L3vOhg0bFBcXp6CgIHXq1EmvvPJKtT4ZGRnq3r277Ha7unfvrhUrVjTA7L0RYAAA0EScPXtWvXr10rx58+rU/8iRI7rppps0aNAg5eTk6LHHHtODDz6ojIwMT5/s7GyNGzdOSUlJ2r17t5KSkjR27Fht3bq1oS5DkmTjy84AAGh6bDabVqxYoTFjxtTY55FHHtF7772n/fv3e9omT56s3bt3Kzs7W5I0btw4lZaWavXq1Z4+I0aMUJs2bbRs2bIGmz8ZDAAAGpDL5VJpaanX4XK5LBk7OztbiYmJXm3Dhw/Xjh07VFFRUWufrKwsS+ZQk2YNOno99PnzusaeAtDk2M9daOwpAE3Sp2nDG3T8u8e8adlYHa87pLS0NK+2mTNnKjU11fTYTqdTERERXm0RERG6cOGCCgsLFRUVVWMfp9Np+vVr02QCDAAAmooqP5tlY6WkpCg5OdmrzW63Wza+zeY910srH77b7quPsc1qBBgAADQgu91uaUDxXZGRkdUyEQUFBWrWrJlCQ0Nr7WPMaliNNRgAABi4/WyWHQ0pPj5emZmZXm0ff/yx+vTpo4CAgFr7JCQkNOjcyGAAAGBQ5d+wgUFNysrK9OWXX3oeHzlyRLm5uQoJCVG7du2UkpKiEydOaMmSJZIu7hiZN2+ekpOTNWnSJGVnZ2vRokVeu0MeeughXX/99Xr66ad1yy23aOXKlVq7dq02b97coNdCBgMAAIMqP5tlR33s2LFDsbGxio2NlSQlJycrNjZW//M//yNJys/PV15enqd/x44dtWrVKq1fv17XXXed/vSnP2nu3Lm6/fbbPX0SEhL0zjvv6PXXX9e1116rxYsXa/ny5erfv78FP6maNZn7YLCLBKiOXSSAbw29i+TO31h3f4h3lv3GsrGuJJRIAAAwsHIXyU8VAQYAAAYNvTjzp4A1GAAAwHJkMAAAMGisXSQ/JgQYAAAYsAbDPEokAADAcmQwAAAwqPLj87dZBBgAABiwi8Q8QjQAAGA5MhgAABiwi8Q8AgwAAAzYRWIeAQYAAAaswTCPNRgAAMByZDAAADCgRGIeAQYAAAYs8jSPEgkAALAcGQwAAAwokZhHgAEAgAG7SMyjRAIAACxHBgMAAANKJOYRYAAAYECAYR4lEgAAYDkyGAAAGHAfDPMIMAAAMGAXiXkEGAAAGLAGwzzWYAAAAMuRwQAAwIAMhnkEGAAAGLhZ5GkaJRIAAGA5MhgAABhQIjGPAAMAACMCDNMokQAAAMuRwQAAwMDPz93YU7jiEWAAAGDg50+AYRYlEgAAYDkCDAAADPz83JYd9TV//nx17NhRQUFBiouL06ZNm2rsO2HCBNlstmpHjx49PH0WL17ss8/58+e/18+mrggwAAAwaKwAY/ny5Zo6dapmzJihnJwcDRo0SCNHjlReXp7P/nPmzFF+fr7nOHbsmEJCQnTHHXd49QsODvbql5+fr6CgoO/986kL1mAAAGDQWGswnn/+eU2cOFH33HOPJGn27Nn66KOP9PLLLys9Pb1af4fDIYfD4Xn87rvvqqioSL///e+9+tlsNkVGRjbs5A3IYAAA0IBcLpdKS0u9DpfLVa1feXm5du7cqcTERK/2xMREZWVl1em1Fi1apGHDhql9+/Ze7WVlZWrfvr2uvvpqjRo1Sjk5Od//guqIAAMAAAMrSyTp6emeTMOlw1c2orCwUJWVlYqIiPBqj4iIkNPpvOyc8/PztXr1ak/245KuXbtq8eLFeu+997Rs2TIFBQVp4MCBOnjwoLkf0mVQIgEAwMDK+2CkpKQoOTnZq81ut9fY32bzvouo2+2u1ubL4sWL1bp1a40ZM8arfcCAARowYIDn8cCBA9W7d2+9+OKLmjt3bh2u4PshwAAAoAHZ7fZaA4pLwsLC5O/vXy1bUVBQUC2rYeR2u/Xaa68pKSlJgYGBtfb18/NT3759GzyDQYkEAACDxthFEhgYqLi4OGVmZnq1Z2ZmKiEhodZzN2zYoC+//FITJ0687Ou43W7l5uYqKiqqznP7PshgAABg0Fi7SJKTk5WUlKQ+ffooPj5eCxcuVF5eniZPnizpYrnlxIkTWrJkidd5ixYtUv/+/RUTE1NtzLS0NA0YMECdO3dWaWmp5s6dq9zcXL300ksNei0EGAAANBHjxo3TqVOnNGvWLOXn5ysmJkarVq3y7ArJz8+vdk+MkpISZWRkaM6cOT7HLC4u1r333iun0ymHw6HY2Fht3LhR/fr1a9Brsbnd7iZxw/U+f17X2FMAmhz7uQuNPQWgSfo0bXiDjj/ijQ8sG2vN3aMsG+tKQgYDAAADvk3VPBZ5AgAAy5HBAADAgAyGeQQYAAAY+DfSLpIfEwIMAAAMyGCYxxoMAABgOTIYAAAYkMEwjwADAACDxrqT548JJRIAAGA5MhgAABj48fHbNAIMAAAMWINhHjEaAACwHBkMAAAMyGCYR4ABAIABu0jMo0QCAAAsRwYDAAADSiTmEWAAAGBAgGEeAQYAAAYEGOaxBgMAAFiODAYAAAbsIjGPAAMAAANKJOZRIgEAAJYjgwEAgIG/rbFncOUjwAAAwMCPAMM0SiQAAMByZDAAADCgRGIeAQYAAAYEGOZRIgEAAJYjgwEAgAEZDPMIMAAAMGAXiXkEGAAAGJDBMI81GAAAwHJkMAAAMCCDYR4BBgAABn7k900jwPgJ+nXsVUrq315hrQJ1uPCsnlt7ULnHi2vsP6J7hH43oL3atWmhMtcFZR0+pTn/OKiS8xd+uEkDFru1b7TGD+yg0FZ2HfmmTHNXf67decU19k/sGaXx/6+jokMuvg+2flmoeR8dUOm5CknS4G7h+t2gTroqpIWa+dt0/NS3WpZ1VB/tyf+BrghoWojRfmJu7Bquh4f9Qq9lHdVdr29TzrFizR3bSxHBdp/9e13tUNqoHlq5+2uN/csWPfLuZ+oRFazHb+r2A88csM4NPSL10IiuWrLxsH7/Srb2fFWsZ38bpwhHkM/+17Zrrcdv66kPdh3Xb1/6VE/8X666tQ3Wo7f08PQpPVehNzYe1n1/2aq752fpw9wTemxMjPpdE/pDXRYs5G+z7qiv+fPnq2PHjgoKClJcXJw2bdpUY9/169fLZrNVOz7//HOvfhkZGerevbvsdru6d++uFStW1H9i9USA8RNzV792Wrn7a63c87WOnvpWz687qJOlLv069mqf/Xu2dSi/5JyW7zyur0vOa/fxEv0994S6RQb/wDMHrDMuob0+yDmu93ed0FeFZzVnzecqKD2vW/tG++zf4+rWchaf09+25im/+Jz25BVr5c7j6tr23++DnKNF2vh5gb4qPKsTRef01y15OnSyTL3at/mhLgsWaqwAY/ny5Zo6dapmzJihnJwcDRo0SCNHjlReXl6t5x04cED5+fmeo3Pnzp7nsrOzNW7cOCUlJWn37t1KSkrS2LFjtXXr1u/zo6mzegcYx48f14wZMzR06FB169ZN3bt319ChQzVjxgwdO3asIeYIizTzs6lr5M+05ehpr/YtR0/r2qscPs/Zc6JE4T8L0sBOFz+FhbQI1C+7hOvTQ4UNPl+gITTzt6lLVLC2fXnKq33boVOKiW7t85zPjhXr58FBiu8cJklq0zJQQ7pHKPuLmt8HcR1D1C6shXKPFlk2d/z4Pf/885o4caLuuecedevWTbNnz1Z0dLRefvnlWs8LDw9XZGSk5/D39/c8N3v2bN14441KSUlR165dlZKSohtuuEGzZ89u0Gup1xqMzZs3a+TIkYqOjlZiYqISExPldrtVUFCgd999Vy+++KJWr16tgQMH1jqOy+WSy+Xyaqu6UC6/ZoH1vwLUWesWAWrm56fTZ8u92k+fdSmsZYjPc/acKNET7+/TU7fEyN7MT838/bTh4Dd6JvOLH2LKgOVatwhUM//q74OiMpdCW4X5PGfvsWKlZezRrDt6KfBf74NNnxfo+VX7vfq1tDfTuw8PVmAzP1VWufXch/u1/fApn2OiabPyRlu+/ubZ7XbZ7d6l6fLycu3cuVOPPvqoV3tiYqKysrJqfY3Y2FidP39e3bt31+OPP66hQ4d6nsvOzta0adO8+g8fPrxpBRjTpk3TPffcoxdeeKHG56dOnart27fXOk56errS0tK82qJuSFLbYXfXZzr4ntxut9djm2xy19C3Y2hLTR/2C/3l0yPKPnJaYa0C9dDQ/9Bjw7vqT6v313AW0PQZ3wey2aq3/UuHn7fUtJFd9fqGQ9r6ZaFCW9l1f2IX/fHm7vrzyn2eft+WX9CEV7LVItBfcZ1C9MDwLvq66FvlkMW44vjbavqtWH++/ubNnDlTqampXm2FhYWqrKxURESEV3tERIScTqfPsaOiorRw4ULFxcXJ5XLpzTff1A033KD169fr+uuvlyQ5nc56jWmVegUYe/fu1VtvvVXj8/fdd59eeeWVy46TkpKi5ORkr7Yhcz+tz1TwPRR/W6ELVVUKbeUdNbdpGahThk9zl/w+vr12nyjWm9su1v++/EY6V3FAi37bR/M3HqrxPKCpKv62XBcqfb8PjFmNS5IGddKeY8V6+9OjkqRDJ8t0/sN/6uWJ/fXquoM6VXbxPLdbOnH6W0nSQecZdQhrpaRBnZRzdGfDXRCaPF9/84zZi++y2bzTJ263u1rbJV26dFGXLl08j+Pj43Xs2DE9++yzngCjvmNapV5rMKKiompN02RnZysqKuqy49jtdgUHB3sdlEca3oUqtz53nlH/Dt7lkP4dQrTnRInPc4IC/FVlCOSr/tXQwP82gQZxodKtA/ml6mvY3dG3U6j2Hiv2eU5QgH+17Eal531QyxvBJgX4s5b+SmTlIk9ff/N8BRhhYWHy9/evllkoKCioloGozYABA3Tw4EHP48jISNNjfh/1+pc/ffp0TZ48WVOmTNHKlSu1ZcsWbd26VStXrtSUKVP0hz/8Qf/93//dUHOFBZZuy9OYXm01+toodQhtoeQbOisy2K6MnBOSpPsHX6O0Ud09/Td+Wahf/uLnuj32Kl3lCFKvqxyafmMX7f26RIVlZC9wZVqe9ZVu7n21fhV7ldqHtdSDI7oowhGkFdsvLlSfPKyzHr81xtP/0wMFGtwtQmP6Rqttm+bqGd1a027qpn3Hi1V45mJtPWlQR/XtFKq2bZqrXVhLjYtvr5G92urjPV83yjXCnMbYRRIYGKi4uDhlZmZ6tWdmZiohIaHO4+Tk5Hh92I+Pj6825scff1yvMb+PepVI/uu//kuhoaF64YUXtGDBAlVWVkqS/P39FRcXpyVLlmjs2LENMlFYI/PzAjmaB+iegR0V1tKuQ4Vleuivu+UsPS9JCmsVqMjgf98L4IPP8tUy0F9je1+tab/srDPnL2j7V6f14vpDjXUJgGnr9jkV3CJAvx98jUJ/ZtfhgjOavnSXTpZcfB+EtrIrwtHc039V7tdqYW+mX/drpwcSu6jsfIV2Hjmt+d9Z7BwU4K+HR3VTeHCQXBVV+qqwTLMyPtO6fQ1b50bDaKxvU01OTlZSUpL69Omj+Ph4LVy4UHl5eZo8ebKki+WWEydOaMmSJZIu7hDp0KGDevToofLycr311lvKyMhQRkaGZ8yHHnpI119/vZ5++mndcsstWrlypdauXavNmzc36LXY3DWtarqMiooKFRZe3KIVFhamgIAAUxPp8+d1ps4Hfozs57hbKuDLp2nDG3T8uXuXWjbWgzF31av//Pnz9cwzzyg/P18xMTF64YUXPOspJkyYoKNHj2r9+vWSpGeeeUYLFy7UiRMn1Lx5c/Xo0UMpKSm66aabvMb829/+pscff1yHDx/WNddcoyeffFK33XabJddXk+8dYFiNAAOojgAD8K2hA4yX9lkXYNzfo34Bxo8F30UCAIAB36ZqHsubAQCA5chgAABg0FiLPH9MCDAAADCgRGIeJRIAAGA5MhgAABiQwTCPAAMAAAMCDPMokQAAAMuRwQAAwIBdJOYRYAAAYECJxDwCDAAADAgwzGMNBgAAsBwZDAAADFiDYR4BBgAABn62JvFF41c0SiQAAMByZDAAADBgkad5BBgAABhQIjGPEgkAALAcGQwAAAzYRWIeAQYAAAb+lEhMo0QCAAAsRwYDAAADSiTmEWAAAGDALhLzCDAAADDgPhjmsQYDAABYjgwGAAAGrMEwjwADAAAD1mCYR4kEAABYjgwGAAAGLPI0jwADAAADSiTmUSIBAACWI4MBAIABu0jMI8AAAMCALzszjxIJAACwHBkMAAAMKJGYR4ABAIABu0jMo0QCAICBn4VHfc2fP18dO3ZUUFCQ4uLitGnTphr7/v3vf9eNN96on//85woODlZ8fLw++ugjrz6LFy+WzWardpw/f/57zK7uCDAAAGgili9frqlTp2rGjBnKycnRoEGDNHLkSOXl5fnsv3HjRt14441atWqVdu7cqaFDh+rmm29WTk6OV7/g4GDl5+d7HUFBQQ16LZRIAAAwsHIXicvlksvl8mqz2+2y2+3V+j7//POaOHGi7rnnHknS7Nmz9dFHH+nll19Wenp6tf6zZ8/2evzUU09p5cqVev/99xUbG+tpt9lsioyMtOBq6o4MBgAABn4264709HQ5HA6vw1ewUF5erp07dyoxMdGrPTExUVlZWXWad1VVlc6cOaOQkBCv9rKyMrVv315XX321Ro0aVS3D0RDIYAAA0IBSUlKUnJzs1eYre1FYWKjKykpFRER4tUdERMjpdNbptZ577jmdPXtWY8eO9bR17dpVixcvVs+ePVVaWqo5c+Zo4MCB2r17tzp37vw9rqhuCDAAADCwchdJTeWQmths3ntk3W53tTZfli1bptTUVK1cuVLh4eGe9gEDBmjAgAGexwMHDlTv3r314osvau7cuXWeV30RYAAAYNAY36YaFhYmf3//atmKgoKCalkNo+XLl2vixIn661//qmHDhtXa18/PT3379tXBgwdNz7nW12nQ0QEAQJ0EBgYqLi5OmZmZXu2ZmZlKSEio8bxly5ZpwoQJevvtt/WrX/3qsq/jdruVm5urqKgo03OuDRkMAAAMGutGW8nJyUpKSlKfPn0UHx+vhQsXKi8vT5MnT5Z0cT3HiRMntGTJEkkXg4vf/e53mjNnjgYMGODJfjRv3lwOh0OSlJaWpgEDBqhz584qLS3V3LlzlZubq5deeqlBr4UAAwAAg8a6Vfi4ceN06tQpzZo1S/n5+YqJidGqVavUvn17SVJ+fr7XPTEWLFigCxcu6P7779f999/vab/77ru1ePFiSVJxcbHuvfdeOZ1OORwOxcbGauPGjerXr1+DXovN7XY3ifuh9vnzusaeAtDk2M9daOwpAE3Sp2nDG3T8E2cXWDbWVS3vs2ysKwlrMAAAgOUokQAAYMC3qZpHgAEAgIGNBL9p/AQBAIDlyGAAAGBQlztnonYEGAAAGFAiMY+fIAAAsBwZDAAADCiRmEeAAQCAASUS8/gJAgAAy5HBAADAwCZKJGYRYAAAYGCzkeA3iwADAAADMhjmEaIBAADLkcEAAMCAEol5BBgAABhQIjGPEA0AAFiODAYAAAbcaMs8AgwAAAy4Vbh5hGgAAMByZDAAADCgRGIeAQYAAAbsIjGPEA0AAFiODAYAAAbcaMs8AgwAAAwokZhHgAEAgAEZDPP4CQIAAMuRwQAAwIBtquYRYAAAYMAaDPMI0QAAgOXIYAAAYMAiT/MIMAAAMKBEYh4hGgAAsBwZDAAADCiRmEeAAQCAASUS8wjRAABoQubPn6+OHTsqKChIcXFx2rRpU639N2zYoLi4OAUFBalTp0565ZVXqvXJyMhQ9+7dZbfb1b17d61YsaKhpu9BgAEAgIFNfpYd9bF8+XJNnTpVM2bMUE5OjgYNGqSRI0cqLy/PZ/8jR47opptu0qBBg5STk6PHHntMDz74oDIyMjx9srOzNW7cOCUlJWn37t1KSkrS2LFjtXXrVlM/o8uxud1ud4O+Qh31+fO6xp4C0OTYz11o7CkATdKnacMb+BU+sWwklytBLpfLq81ut8tut1fr279/f/Xu3Vsvv/yyp61bt24aM2aM0tPTq/V/5JFH9N5772n//v2etsmTJ2v37t3Kzs6WJI0bN06lpaVavXq1p8+IESPUpk0bLVu2zPT11aTJrMHgFylQXdDZisaeAvDTZOFH7/T0dKWlpXm1zZw5U6mpqV5t5eXl2rlzpx599FGv9sTERGVlZfkcOzs7W4mJiV5tw4cP16JFi1RRUaGAgABlZ2dr2rRp1frMnj37+11QHTWZAAMAgB+jlJQUJScne7X5yl4UFhaqsrJSERERXu0RERFyOp0+x3Y6nT77X7hwQYWFhYqKiqqxT01jWoUAAwAAI3eVZUPVVA6pic3mvYPF7XZXa7tcf2N7fce0AgEGAABGFgYYdRUWFiZ/f/9qmYWCgoJqGYhLIiMjffZv1qyZQkNDa+1T05hWYRcJAABNQGBgoOLi4pSZmenVnpmZqYSEBJ/nxMfHV+v/8ccfq0+fPgoICKi1T01jWoUMBgAARo2QwZCk5ORkJSUlqU+fPoqPj9fChQuVl5enyZMnS7q4nuPEiRNasmSJpIs7RubNm6fk5GRNmjRJ2dnZWrRokdfukIceekjXX3+9nn76ad1yyy1auXKl1q5dq82bNzfotRBgAABg1EgBxrhx43Tq1CnNmjVL+fn5iomJ0apVq9S+fXtJUn5+vtc9MTp27KhVq1Zp2rRpeumll9S2bVvNnTtXt99+u6dPQkKC3nnnHT3++ON64okndM0112j58uXq379/g15Lk7kPxsCZHzX2FIAmh22qgG/rnh3VsC9QsfryfeoqYKR1Y11ByGAAAGBU1TgZjB8TAgwAAIwaqUTyY8IuEgAAYDkyGAAAGJHBMI0AAwAAIwIM0wgwAAAwYpGnaazBAAAAliODAQCAESUS0wgwAAAwIsAwjRIJAACwHBkMAACMyGCYRoABAICB211p2Vg2y0a6slAiAQAAliODAQCAEffBMI0AAwAAI9ZgmEaJBAAAWI4MBgAARmQwTCPAAADAiADDNAIMAACMCDBMYw0GAACwHBkMAACM2KZqGgEGAABGlEhMo0QCAAAsRwYDAAAjMhimEWAAAGBEgGEaJRIAAGA5MhgAABixi8Q0AgwAAIwokZhGiQQAAFiODAYAAEZkMEwjwAAAwIg1GKYRYAAAYFTlbuwZXPFYgwEAACxHBgMAACNKJKYRYAAAYESAYRolEgAArkBFRUVKSkqSw+GQw+FQUlKSiouLa+xfUVGhRx55RD179lTLli3Vtm1b/e53v9PXX3/t1W/IkCGy2Wxex5133lnv+RFgAABgVOW27mgg48ePV25urtasWaM1a9YoNzdXSUlJNfb/9ttvtWvXLj3xxBPatWuX/v73v+uLL77Q6NGjq/WdNGmS8vPzPceCBQvqPT9KJAAAGDXxEsn+/fu1Zs0abdmyRf3795ckvfrqq4qPj9eBAwfUpUuXauc4HA5lZmZ6tb344ovq16+f8vLy1K5dO097ixYtFBkZaWqOZDAAAGhALpdLpaWlXofL5TI1ZnZ2thwOhye4kKQBAwbI4XAoKyurzuOUlJTIZrOpdevWXu1Lly5VWFiYevTooenTp+vMmTP1niMBBgAARlVVlh3p6emedRKXjvT0dFPTczqdCg8Pr9YeHh4up9NZpzHOnz+vRx99VOPHj1dwcLCn/a677tKyZcu0fv16PfHEE8rIyNBtt91W7zlSIgEAwMjCtRMpKY8pOTnZq81ut/vsm5qaqrS0tFrH2759uyTJZrNVe87tdvtsN6qoqNCdd96pqqoqzZ8/3+u5SZMmef47JiZGnTt3Vp8+fbRr1y717t37smNfQoABAEADstvtNQYURlOmTLnsjo0OHTpoz549OnnyZLXnvvnmG0VERNR6fkVFhcaOHasjR47oH//4h1f2wpfevXsrICBABw8eJMAAAMCURlrkGRYWprCwsMv2i4+PV0lJibZt26Z+/fpJkrZu3aqSkhIlJCTUeN6l4OLgwYP65JNPFBoaetnX2rdvnyoqKhQVFVX3CxFrMAAAqK6Jb1Pt1q2bRowYoUmTJmnLli3asmWLJk2apFGjRnntIOnatatWrFghSbpw4YJ+/etfa8eOHVq6dKkqKyvldDrldDpVXl4uSTp06JBmzZqlHTt26OjRo1q1apXuuOMOxcbGauDAgfWaIxkMAACMmvg2VeniTo8HH3xQiYmJkqTRo0dr3rx5Xn0OHDigkpISSdLx48f13nvvSZKuu+46r36ffPKJhgwZosDAQK1bt05z5sxRWVmZoqOj9atf/UozZ86Uv79/veZHgAEAwBUoJCREb731Vq193O5/Z1A6dOjg9diX6OhobdiwwZL5EWAAAGB0BWQwmjoCDAAADC73Sb8+Lr9p9MeJRZ4AAMByZDAAADCiRGIaAQYAAEYEGKZRIgEAAJYjgwEAgFED3SDrp4QAAwAAI0okplEiAQAAliODAQCAERkM0wgwAAAwYg2GaQQYAAAYkcEwjTUYAADAcmQwAAAwIoNhGgEGAABGrMEwjRIJAACwHBkMAACMKJGYRoABAIARAYZplEgAAIDlyGAAAGDEIk/TCDAAADCiRGIaJRIAAGA5MhgAABi4KymRmEWAAQCAEWswTCPAAADAiAyGaazBAAAAliODAQCAgZsSiWkEGAAAGFEiMY0SCQAAsBwZDAAAjCq50ZZZBBgAABiwBsM8SiQAAMByZDAAADBikadpBBgAABhRIjGNAONH7ta+0Ro/sINCW9l15JsyzV39uXbnFdfYP7FnlMb/v46KDmmhMtcFbf2yUPM+OqDScxWSpMHdwvW7QZ10VUgLNfO36fipb7Us66g+2pP/A10RYI3RCe01dsg1Cv2ZXUdPntH8lf/UZ0dO19j/htirNG7oNboqrKXOnq/Q9gPfaMH7/1TptxffG8/9IV7XXRNa7bwt+09qxqLtDXYdQFPFGowfsRt6ROqhEV21ZONh/f6VbO35qljP/jZOEY4gn/2vbddaj9/WUx/sOq7fvvSpnvi/XHVrG6xHb+nh6VN6rkJvbDys+/6yVXfPz9KHuSf02JgY9fPxixVoqob0itJ/je6ht9ce1H0vbNJnh08r/Z5+Cm/t+70R06GNHvnNdVq9LU8Tn12vWUt2qku0Qw/f0cvTJ3XxDv06LdNz/Of/rldlZZU27ib4vhK5K92WHQ2lqKhISUlJcjgccjgcSkpKUnFxca3nTJgwQTabzesYMGCAVx+Xy6UHHnhAYWFhatmypUaPHq3jx4/Xe34EGD9i4xLa64Oc43p/1wl9VXhWc9Z8roLS87q1b7TP/j2ubi1n8Tn9bWue8ovPaU9esVbuPK6ubYM9fXKOFmnj5wX6qvCsThSd01+35OnQyTL1at/mh7oswLRfD+6k1dvytGrbMeUVlGn+e/9UQfE53RzfwWf/bu3b6OTpb7Vi81E5T5/T3qNF+iA7T7+Idnj6nDlXoaIzLs8R94uf63xFpTaQ3bsyVVVZdzSQ8ePHKzc3V2vWrNGaNWuUm5urpKSky543YsQI5efne45Vq1Z5PT916lStWLFC77zzjjZv3qyysjKNGjVKlZWV9ZofAcaPVDN/m7pEBWvbl6e82rcdOqWY6NY+z/nsWLF+Hhyk+M5hkqQ2LQM1pHuEsr8orPF14jqGqF1YC+UeLbJs7kBDauZv0y+ucmiH4d/1zi8K1aOD70B539EihbUOUr+u4ZKkNq0Cdf21Udq6v6DG1xnZL1qf5H6t8+X1+6WMJqLSbd3RAPbv3681a9boL3/5i+Lj4xUfH69XX31VH3zwgQ4cOFDruXa7XZGRkZ4jJCTE81xJSYkWLVqk5557TsOGDVNsbKzeeustffbZZ1q7dm295mj5Goxjx45p5syZeu2112rs43K55HK5vNqqLpTLr1mg1dP5yWrdIlDN/P10+my5V3tRmUuhrcJ8nrP3WLHSMvZo1h29FNjMT838/bTp8wI9v2q/V7+W9mZ69+HBCmzmp8oqt577cL+2Hz7lc0ygqXG0DJS/v5+Kznj/Dio641LIz+w+z/nnV0VKfztXT/y2twIDLr43Pt3r1Isr9vrs3yW6tTpFBevZ/9tj+fxx5fH1N89ut8tu9/3vrS6ys7PlcDjUv39/T9uAAQPkcDiUlZWlLl261Hju+vXrFR4ertatW2vw4MF68sknFR5+MXjeuXOnKioqlJiY6Onftm1bxcTEKCsrS8OHD6/zHC3PYJw+fVpvvPFGrX3S09M9NaNLx/HNy62eCiS53Ybo2War3vYvHX7eUtNGdtXrGw7pPxdka9qSHYpq3Vx/vLm7V79vyy9owivZumfhFi38x0E9MLyLYmv45Ac0Xcb3RrUWj/YRrXT/LT305tov9IfZm/TIwq2KCmmhabf39Nn/pn7ROpxfqgPHii2dMX447iq3ZYevv3np6emm5ud0Oj1BwXeFh4fL6XTWeN7IkSO1dOlS/eMf/9Bzzz2n7du365e//KUnAHI6nQoMDFSbNt6/0yMiImod15d6ZzDee++9Wp8/fPjwZcdISUlRcnKyV9vwpzfUdyqoRfG35bpQWaXQVt4RcpuWgdWyGpckDeqkPceK9fanRyVJh06W6fyH/9TLE/vr1XUHdars4nlut3Ti9LeSpIPOM+oQ1kpJgzop5+jOhrsgwCIlZ8tVWVmlNj/zXtDZppW9Wlbjkt/88j+07+hp/d/6i7/fDuef0fm/X9CcKQP12poDOv2d8+wBfhpyXVu98dEXDXcRaHgWljZ8/c2rKXuRmpqqtLS0Wsfbvv3iriSbzVbtObfb7bP9knHjxnn+OyYmRn369FH79u314Ycf6rbbbqvxvMuN60u9A4wxY8bIVsunYMn3RX+Xr9QQ5RFrXah060B+qfpeE6qNn/+7Tty3U6g2H/BdNw4K8FelYUFS5b/2gtf6/9QmBfiznAdXhguVbn1xokRxvwjTp3v//Yns4uOTPs+xB/h73guXVLkvvTe8+w7p1VaBzfy0dlf9V93jx6k+5ZApU6bozjvvrLVPhw4dtGfPHp08Wf3f6zfffKOIiIg6zy0qKkrt27fXwYMHJUmRkZEqLy9XUVGRVxajoKBACQkJdR5X+h4lkqioKGVkZKiqqsrnsWvXrvoOiQayPOsr3dz7av0q9iq1D2upB0d0UYQjSCu2H5MkTR7WWY/fGuPp/+mBAg3uFqExfaPVtk1z9YxurWk3ddO+48Uq/NcntKRBHdW3U6jatmmudmEtNS6+vUb2aquP93zdKNcIfB9/23BYN/VrpxF9o9UuvJX+MLq7wls31/tbvpIkTRzZVY/ceZ2n/5Z/ntSgnpG6Ob69okJaqEeHNrp/TIz25xXpVKl31mNkv2h9utfpuT8GrlCNtMgzLCxMXbt2rfUICgpSfHy8SkpKtG3bNs+5W7duVUlJSb0CgVOnTunYsWOKioqSJMXFxSkgIECZmZmePvn5+dq7d2+9A4x6ZzDi4uK0a9cujRkzxufzl8tu4Iezbp9TwS0C9PvBF28mdLjgjKYv3aWTJeclSaGt7IpwNPf0X5X7tVrYm+nX/drpgcQuKjtfoZ1HTmt+5r9TvUEB/np4VDeFBwfJVVGlrwrLNCvjM63bV7/aHNCY1u/OV3DLQCXd2FkhwXYddZ5RyqJtKig6J0kKDbYrvM2/3xsf7Tiu5vZmGjOwgybf3F1l5yqU+2WhXv3wc69xrw5rqZ6dQvXfC7b8oNcD6zX1Lzvr1q2bRowYoUmTJmnBggWSpHvvvVejRo3yWuDZtWtXpaen69Zbb1VZWZlSU1N1++23KyoqSkePHtVjjz2msLAw3XrrrZIkh8OhiRMn6uGHH1ZoaKhCQkI0ffp09ezZU8OGDavXHG3uekYDmzZt0tmzZzVixAifz589e1Y7duzQ4MGD6zWRgTM/qld/4Kcg6CyfggFf1j07qkHHP//kLZaNFTRjpWVjfdfp06f14IMPetZGjh49WvPmzVPr1q09fWw2m15//XVNmDBB586d05gxY5STk6Pi4mJFRUVp6NCh+tOf/qTo6H/fH+n8+fP64x//qLffflvnzp3TDTfcoPnz53v1qYt6BxgNhQADqI4AA/CtwQOMWTdbNlbQ/7xv2VhXEr6LBAAAg6ZeIrkSsPQfAABYjgwGAABGDfglZT8VBBgAABhRIjGNAAMAAIOG/Jr1nwrWYAAAAMuRwQAAwIgSiWkEGAAAGFVWXb4PakWJBAAAWI4MBgAABtxoyzwCDAAAjNhFYholEgAAYDkyGAAAGLhZ42kaAQYAAAbuKltjT+GKR4kEAABYjgwGAAAGVZRITCPAAADAwO2mRGIWAQYAAAYs8jSPNRgAAMByZDAAADBgF4l5BBgAABiwyNM8SiQAAMByZDAAADCgRGIeAQYAAAbsIjGPEgkAALAcGQwAAAy40ZZ5BBgAABhQIjGPEgkAALAcGQwAAAyq2EViGgEGAAAGlEjMI8AAAMCA+2CYxxoMAABgOTIYAAAYUCIxjwADAAAD7oNhHiUSAABgOQIMAAAMqqqsOxpKUVGRkpKS5HA45HA4lJSUpOLi4lrPsdlsPo///d//9fQZMmRItefvvPPOes+PEgkAAAZXwhqM8ePH6/jx41qzZo0k6d5771VSUpLef//9Gs/Jz8/3erx69WpNnDhRt99+u1f7pEmTNGvWLM/j5s2b13t+BBgAAFxh9u/frzVr1mjLli3q37+/JOnVV19VfHy8Dhw4oC5duvg8LzIy0uvxypUrNXToUHXq1MmrvUWLFtX61hclEgAADNxVNssOl8ul0tJSr8PlcpmaX3Z2thwOhye4kKQBAwbI4XAoKyurTmOcPHlSH374oSZOnFjtuaVLlyosLEw9evTQ9OnTdebMmXrPkQADAAADd5V1R3p6umedxKUjPT3d1PycTqfCw8OrtYeHh8vpdNZpjDfeeEM/+9nPdNttt3m133XXXVq2bJnWr1+vJ554QhkZGdX61AUlEgAAGlBKSoqSk5O92ux2u8++qampSktLq3W87du3S7q4YNPI7Xb7bPfltdde01133aWgoCCv9kmTJnn+OyYmRp07d1afPn20a9cu9e7du05jSwQYAABUY+WXndnt9hoDCqMpU6ZcdsdGhw4dtGfPHp08ebLac998840iIiIu+zqbNm3SgQMHtHz58sv27d27twICAnTw4EECDAAAzGisXSRhYWEKCwu7bL/4+HiVlJRo27Zt6tevnyRp69atKikpUUJCwmXPX7RokeLi4tSrV6/L9t23b58qKioUFRV1+Qv4DtZgAABg4HbbLDsaQrdu3TRixAhNmjRJW7Zs0ZYtWzRp0iSNGjXKawdJ165dtWLFCq9zS0tL9de//lX33HNPtXEPHTqkWbNmaceOHTp69KhWrVqlO+64Q7GxsRo4cGC95kiAAQDAFWjp0qXq2bOnEhMTlZiYqGuvvVZvvvmmV58DBw6opKTEq+2dd96R2+3Wb37zm2pjBgYGat26dRo+fLi6dOmiBx98UImJiVq7dq38/f3rNT+b2+121/+yrDdw5keNPQWgyQk6W9HYUwCapHXPjmrQ8T//5S2WjdX1HystG+tKwhoMAAAM3BYu8vypokQCAAAsRwYDAACDhvySsp8KAgwAAAyqKpvE8sQrGiUSAABgOTIYAAAYUCIxjwADAACDyipKJGZRIgEAAJYjgwEAgEFVZWPP4MpHgAEAgEEVJRLTCDAAADAgg2EeazAAAIDlyGAAAGBAicQ8AgwAAAy4D4Z5lEgAAIDlyGAAAGDAd5GYR4ABAIBBJSUS0yiRAAAAy5HBAADAgBKJeQQYAAAYsIvEPEokAADAcmQwAAAw4EZb5hFgAABgwHeRmEeAAQCAARkM81iDAQAALEcGAwAAA260ZR4BBgAABtwHwzxKJAAAwHJkMAAAMOBGW+YRYAAAYECJxDxKJAAAwHJkMAAAMKBEYh4BBgAABtxoyzxKJAAAwHJkMAAAMKjku0hMI8AAAMCAEol5lEgAADCoqrTuaChPPvmkEhIS1KJFC7Vu3bpO57jdbqWmpqpt27Zq3ry5hgwZon379nn1cblceuCBBxQWFqaWLVtq9OjROn78eL3nR4ABAMAVqLy8XHfccYf+8Ic/1PmcZ555Rs8//7zmzZun7du3KzIyUjfeeKPOnDnj6TN16lStWLFC77zzjjZv3qyysjKNGjVKlfWsG1EiAQDAwMoSicvlksvl8mqz2+2y2+2mxk1LS5MkLV68uE793W63Zs+erRkzZui2226TJL3xxhuKiIjQ22+/rfvuu08lJSVatGiR3nzzTQ0bNkyS9NZbbyk6Olpr167V8OHD6zy/JhNgfJpW90mj4bhcLqWnpyslJcX0P37gx4L3xU/P76vWWTZWamqqJxi4ZObMmUpNTbXsNeriyJEjcjqdSkxM9LTZ7XYNHjxYWVlZuu+++7Rz505VVFR49Wnbtq1iYmKUlZVVrwCDEgm8uFwupaWlVYu2gZ8y3hcwIyUlRSUlJV5HSkrKDz4Pp9MpSYqIiPBqj4iI8DzndDoVGBioNm3a1NinrggwAABoQHa7XcHBwV5HTZmw1NRU2Wy2Wo8dO3aYmo/NZvN67Ha7q7UZ1aWPUZMpkQAA8FM3ZcoU3XnnnbX26dChw/caOzIyUtLFLEVUVJSnvaCgwJPViIyMVHl5uYqKiryyGAUFBUpISKjX6xFgAADQRISFhSksLKxBxu7YsaMiIyOVmZmp2NhYSRd3omzYsEFPP/20JCkuLk4BAQHKzMzU2LFjJUn5+fnau3evnnnmmXq9HgEGvNjtds2cOZOFbMB38L5AU5SXl6fTp08rLy9PlZWVys3NlST9x3/8h1q1aiVJ6tq1q9LT03XrrbfKZrNp6tSpeuqpp9S5c2d17txZTz31lFq0aKHx48dLkhwOhyZOnKiHH35YoaGhCgkJ0fTp09WzZ0/PrpK6srndbm5XBgDAFWbChAl64403qrV/8sknGjJkiKSL6y1ef/11TZgwQdLFtRRpaWlasGCBioqK1L9/f7300kuKiYnxnH/+/Hn98Y9/1Ntvv61z587phhtu0Pz58xUdHV2v+RFgAAAAy7GLBAAAWI4AAwAAWI4AAwAAWI4AAwAAWI4AAx7z589Xx44dFRQUpLi4OG3atKmxpwQ0qo0bN+rmm29W27ZtZbPZ9O677zb2lIArBgEGJEnLly/X1KlTNWPGDOXk5GjQoEEaOXKk8vLyGntqQKM5e/asevXqpXnz5jX2VIArDttUIUnq37+/evfurZdfftnT1q1bN40ZM0bp6emNODOgabDZbFqxYoXGjBnT2FMBrghkMKDy8nLt3LnT6+t5JSkxMVFZWVmNNCsAwJWMAAMqLCxUZWVlrV/hCwBAfRBgwOP7fIUvAAC+EGBAYWFh8vf3r5at+O5X+AIAUB8EGFBgYKDi4uKUmZnp1Z6ZmamEhIRGmhUA4ErG17VDkpScnKykpCT16dNH8fHxWrhwofLy8jR58uTGnhrQaMrKyvTll196Hh85ckS5ubkKCQlRu3btGnFmQNPHNlV4zJ8/X88884zy8/MVExOjF154Qddff31jTwtoNOvXr9fQoUOrtd99991avHjxDz8h4ApCgAEAACzHGgwAAGA5AgwAAGA5AgwAAGA5AgwAAGA5AgwAAGA5AgwAAGA5AgwAAGA5AgwAAGA5AgwAAGA5AgwAAGA5AgwAAGC5/w9twmoEd/4bvAAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -11375,12 +10209,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "m1-ago\n" + "d2\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -11390,7 +10224,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -11402,12 +10236,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "m1-ago+ant\n" + "m1-ago\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -11417,7 +10251,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -11428,15 +10262,17 @@ ], "source": [ "\n", - "for cond in ['d1','d2','m1-ago','m1-ago+ant']:\n", + "for cond in ['d1','d2','m1-ago']:\n", " print(cond)\n", " df_temp = return_acsf_and_drug(df_above_threshold,cond=[cond],joint=True)\n", " df_temp_exc = df_temp[df_temp.ei_labels==1]\n", " df_temp_inh = df_temp[df_temp.ei_labels==0]\n", "\n", " heterogeniety_for_drug(df_temp_exc,cond=cond,cols='eta')\n", + " plt.savefig(savepath+cond+'/'+cond+'_eta_hetero_measure_drug_vs_acsf_exc.pdf')\n", " plt.show()\n", " heterogeniety_for_drug(df_temp_inh,cond=cond,cols='eta')\n", + " plt.savefig(savepath+cond+'/'+cond+'_eta_hetero_measure_drug_vs_acsf_inh.pdf')\n", " plt.show()" ] }, @@ -12355,7 +11191,7 @@ }, { "cell_type": "code", - "execution_count": 332, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -12421,12 +11257,12 @@ }, { "cell_type": "code", - "execution_count": 337, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -12436,7 +11272,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -12446,7 +11282,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -12456,15 +11292,15 @@ } ], "source": [ - "sns.jointplot(data=df_d1_exc,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.1,0.6],ylim=[-50, 200])\n", + "sns.jointplot(data=df_d1_exc,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.1,0.6],ylim=[-50,400])\n", "plt.savefig(savepath+'d1/d1_eta_exc_peak_vs_decay.pdf',dpi=200)\n", "plt.show()\n", "\n", - "sns.jointplot(data=df_d2_exc,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.1,0.6],ylim=[-50, 200])\n", + "sns.jointplot(data=df_d2_exc,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.1,0.6],ylim=[-50,400])\n", "plt.savefig(savepath+'d2/d2_eta_exc_peak_vs_decay.pdf',dpi=200)\n", "plt.show()\n", "\n", - "sns.jointplot(data=df_m1_exc,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.1,0.6],ylim=[-50, 200])\n", + "sns.jointplot(data=df_m1_exc,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.1,0.6],ylim=[-50,400])\n", "plt.savefig(savepath+'m1-ago/m1_eta_exc_peak_vs_decay.pdf',dpi=200)\n", "plt.show()" ] @@ -12574,12 +11410,12 @@ }, { "cell_type": "code", - "execution_count": 336, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -12589,7 +11425,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -12599,7 +11435,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -12670,14 +11506,14 @@ "df_d2 = return_peak_and_decay(df_d2)\n", "df_m1 = return_peak_and_decay(df_m1)\n", "\n", - "sns.jointplot(data=df_d1,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.05,0.2],ylim=[-50,400])\n", + "sns.jointplot(data=df_d1,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.1,0.6],ylim=[-50,400])\n", "plt.savefig(savepath+'d1/d1_eta_inh_peak_vs_decay.pdf',dpi=200)\n", "plt.show()\n", - "sns.jointplot(data=df_d2,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.05,0.2],ylim=[-50,400])\n", + "sns.jointplot(data=df_d2,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.1,0.6],ylim=[-50,400])\n", "plt.savefig(savepath+'d2/d2_eta_inh_peak_vs_decay.pdf',dpi=200)\n", "\n", "plt.show()\n", - "sns.jointplot(data=df_m1,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.05,0.2],ylim=[-50,400])\n", + "sns.jointplot(data=df_m1,x='peak',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.1,0.6],ylim=[-50,400])\n", "plt.savefig(savepath+'m1-ago/m1_eta_inh_peak_vs_decay.pdf',dpi=200)\n", "\n", "plt.show()" @@ -13762,7 +12598,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -13823,7 +12659,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -13835,26 +12671,22 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -13866,26 +12698,22 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -13897,70 +12725,39 @@ }, { "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "m1-ago+ant\n" - ] - }, - { - "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "for cond in ['d1','d2','m1-ago','m1-ago+ant']:\n", + "for cond in ['d1','d2','m1-ago']:\n", " print(cond)\n", " df_temp = return_acsf_and_drug(df_sta,cond=[cond],joint=True)\n", " df_temp_exc = df_temp[df_temp.ei_label==1]\n", " df_temp_inh = df_temp[df_temp.ei_label==0]\n", "\n", " heterogeniety_for_drug(df_temp_exc,cond=cond,cols='sta')\n", + " plt.savefig(savepath+cond+'/'+cond+'_sta_hetero_measure_drug_vs_acsf_exc.pdf')\n", + "\n", " plt.show()\n", " heterogeniety_for_drug(df_temp_inh,cond=cond,cols='sta')\n", + " plt.savefig(savepath+cond+'/'+cond+'_sta_hetero_measure_drug_vs_acsf_inh.pdf')\n", + "\n", " plt.show()" ] }, @@ -14910,7 +13707,7 @@ }, { "cell_type": "code", - "execution_count": 340, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -15008,19 +13805,6 @@ "df_d2_inh = return_peak_and_decay(df_d2_inh)\n", "df_m1_inh = return_peak_and_decay(df_m1_inh)\n", "\n", - "\n", - "# sns.jointplot(data=df_d1_inh,x='norm_peak_distance',y='decay_time',hue='cond',palette=['red','black'])\n", - "# plt.savefig(savepath+'d1/d1_sta_inh_peak_vs_decay.pdf',dpi=200)\n", - "# plt.show()\n", - "\n", - "# sns.jointplot(data=df_d2_inh,x='norm_peak_distance',y='decay_time',hue='cond',palette=['red','black'])\n", - "# plt.savefig(savepath+'d2/d2_sta_inh_peak_vs_decay.pdf',dpi=200)\n", - "# plt.show()\n", - "\n", - "# sns.jointplot(data=df_d1_inh,x='norm_peak_distance',y='decay_time',hue='cond',palette=['red','black'])\n", - "# plt.savefig(savepath+'m1-ago/m1_sta_inh_peak_vs_decay.pdf',dpi=200)\n", - "# plt.show()\n", - "\n", "sns.jointplot(data=df_d1_inh,x='norm_peak_distance',y='decay_time',hue='cond',palette=['red','black'],xlim=[-0.05,0.25],ylim=[-20, 60])\n", "plt.savefig(savepath+'d1/d1_sta_inh_peak_vs_decay.pdf',dpi=200)\n", "plt.show()\n", @@ -15211,7 +13995,6 @@ " decay_time = (arg_10-arg_90)/20\n", " return decay_time, max_val\n", "\n", - "\n", "# decay_acsf, peak_acsf = rise_time(y_smooth_acsf)\n", "def return_peak_and_decay(df):\n", " peak_vals_drug = []\n", @@ -15371,7 +14154,6 @@ "\n", "print(stats.ttest_ind(df_slope_amp[df_slope_amp['E/I']=='exc']['slope'],df_slope_amp[df_slope_amp['E/I']=='inh']['slope'],equal_var=False))\n", "print(stats.ttest_ind(df_slope_amp[df_slope_amp['E/I']=='exc']['max_amplitude'],df_slope_amp[df_slope_amp['E/I']=='inh']['max_amplitude'],equal_var=False))\n", - "\n", "print(stats.ttest_ind(df_slope_amp[df_slope_amp['E/I']=='exc']['auc'],df_slope_amp[df_slope_amp['E/I']=='inh']['auc'],equal_var=False))\n", "\n" ] @@ -16019,44 +14801,19 @@ }, { "cell_type": "code", - "execution_count": 224, + "execution_count": 342, "metadata": {}, "outputs": [ { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "NameError", + "evalue": "name 'wave_exc' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[342], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m sns\u001b[38;5;241m.\u001b[39mheatmap(cosine_similarity(\u001b[43mwave_exc\u001b[49m,wave_exc),cmap\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSpectral\u001b[39m\u001b[38;5;124m'\u001b[39m,vmax\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,vmin\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m 2\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcosine Exc\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 3\u001b[0m plt\u001b[38;5;241m.\u001b[39msavefig(savepath\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcosine_exc.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m,dpi\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m200\u001b[39m)\n", + "\u001b[1;31mNameError\u001b[0m: name 'wave_exc' is not defined" + ] } ], "source": [ @@ -17095,9 +15852,21 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 344, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df_sta_acsf_exc' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[344], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m wave_exc \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mvstack(\u001b[43mdf_sta_acsf_exc\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msta\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m 2\u001b[0m wave_inh \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mvstack(df_sta_acsf_inh[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msta\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m 4\u001b[0m cosine_mat \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mzeros((\u001b[38;5;241m2\u001b[39m,\u001b[38;5;241m2\u001b[39m))\n", + "\u001b[1;31mNameError\u001b[0m: name 'df_sta_acsf_exc' is not defined" + ] + } + ], "source": [ "wave_exc = np.vstack(df_sta_acsf_exc['sta'])\n", "wave_inh = np.vstack(df_sta_acsf_inh['sta'])\n", @@ -17267,9 +16036,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 343, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'ephys_exc' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[343], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m wave_exc \u001b[38;5;241m=\u001b[39m normalize(np\u001b[38;5;241m.\u001b[39mvstack(\u001b[43mephys_exc\u001b[49m[cols]\u001b[38;5;241m.\u001b[39mto_numpy()))\n\u001b[0;32m 2\u001b[0m wave_inh \u001b[38;5;241m=\u001b[39m normalize(np\u001b[38;5;241m.\u001b[39mvstack(ephys_inh[cols]\u001b[38;5;241m.\u001b[39mto_numpy()))\n\u001b[0;32m 4\u001b[0m cosine_mat \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mzeros((\u001b[38;5;241m2\u001b[39m,\u001b[38;5;241m2\u001b[39m))\n", + "\u001b[1;31mNameError\u001b[0m: name 'ephys_exc' is not defined" + ] + } + ], "source": [ "wave_exc = normalize(np.vstack(ephys_exc[cols].to_numpy()))\n", "wave_inh = normalize(np.vstack(ephys_inh[cols].to_numpy()))\n", diff --git a/scripts/__pycache__/neuromod_utils.cpython-312.pyc b/scripts/__pycache__/neuromod_utils.cpython-312.pyc index 9d184a2..c4474c1 100644 Binary files a/scripts/__pycache__/neuromod_utils.cpython-312.pyc and b/scripts/__pycache__/neuromod_utils.cpython-312.pyc differ diff --git a/scripts/neuromod_utils.py b/scripts/neuromod_utils.py index 02ee81a..bb268e2 100644 --- a/scripts/neuromod_utils.py +++ b/scripts/neuromod_utils.py @@ -79,4 +79,4 @@ def heterogeniety_for_drug(df,cond,cols=None): cosine_mat[1,1] = np.mean(cosine_similarity(normalize(np.vstack(wave_acsf['waveform'].to_numpy())),normalize(np.vstack(wave_acsf['waveform'].to_numpy())))) - sns.heatmap(cosine_mat,vmax=1,vmin=-1,annot=True,cmap = 'Spectral') \ No newline at end of file + sns.heatmap(cosine_mat,vmax=1,vmin=-1,annot=True,cmap = 'Spectral',annot_kws={'fontsize':14}) \ No newline at end of file