{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Nine-day Continuous Recording of Mouse EEG under Chronic Sleep Restriction (Mouse_EEG_ChronicSleepRestriction_Kim_et_al)\n", "\n", "## 1. Publication information\n", "\n", "\n", "1. Kim, B., Kocsis, B., Hwang, E., Kim, Y., Strecker, R. E., McCarley, R. W., & Choi, J. H. (2017). Differential modulation of global and local neural oscillations in REM sleep by homeostatic sleep regulation. Proceedings of the National Academy of Sciences, 114(9), E1727-E1736 [https://www.pnas.org/content/114/9/E1727].\n", "\n", "2. Kim, B., Hwang, E., Strecker, R. E., Choi, J. H., & Kim, Y. (2020). Differential modulation of NREM sleep regulation and EEG topography by chronic sleep restriction in mice. Scientific reports, 10(1), 1-13.\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. How to start\n", "\n", "download: (g-node url)\n", "\n", "Large dataset can be downloaded through gin-cli tool.\n", "\n", "After installation gin-cli, run three commands below in your command line window.\n", "\n", " gin get hiobeen/Mouse_EEG_ChronicSleepRestriction_Kim_et_al\n", " \n", " cd Mouse_EEG_ChronicSleepRestriction_Kim_et_al/\n", " \n", " gin download --content\n", " \n", " \n", "Reference: https://gin.g-node.org/G-Node/Info/wiki/GIN+CLI+Usage+Tutorial\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Analysis tutorial\n", "\n", "### 3-1) Loading EEG data\n", "This tutorial document includes several examples of EEG data analysis using the dataset of [Mouse_EEG_ChronicSleepRestriction_Kim_et_al]. First, here, we need to import/define some functions that make data handling easier." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "\"\"\" Define handy functions \"\"\"\n", "import warnings; warnings.filterwarnings(action='ignore')\n", "import os; from glob import glob\n", "from mne.io import read_raw_eeglab as load \n", "import numpy as np; import pandas as pd; import pickle\n", "from matplotlib import pyplot as plt; plt.style.use('ggplot')\n", "from matplotlib.pyplot import plot, xlim, ylim, title, xlabel, ylabel, imshow\n", "from scipy.io import loadmat, savemat\n", "from scipy.signal import butter, sosfiltfilt, find_peaks\n", "from scipy.stats import pearsonr\n", "from scipy.interpolate import interp1d\n", "from scipy.misc import imresize as resize\n", "def fft_half(x, fs=500): return np.fft.fft(x.reshape(-1))[:int(len(x)/2)]/len(x), np.linspace(0,fs/2,int(len(x)/2))\n", "def find(x): return np.argwhere( x.flatten() ).flatten()\n", "def smooth(x, span): return np.convolve(x,np.ones(int(span))/int(span), mode='same')\n", "def interp_nan(x):\n", " placeholder = np.arange(x.size)\n", " return np.interp(placeholder, placeholder[np.isfinite(x)], data[np.isfinite(x)])\n", "def bandpower(x, band, fs=500):\n", " X, freq = fft_half(x,fs)\n", " return np.mean( abs(X[np.where( (freq > band[0]) & (freq <= band[1]))])**2 )\n", "def find_seg(ind): # Handy function\n", " ind_diff = np.diff(np.concatenate((np.ones(1)*-1,ind),axis=0))\n", " discontinuous = np.where(ind_diff!=1)[0]\n", " data_seg = np.zeros((len(discontinuous)-1,2),dtype='int')\n", " for idx in range(len(discontinuous)-1): data_seg[idx,:]=[ind[discontinuous[idx]] ,ind[ discontinuous[idx+1]-1]]\n", " return data_seg\n", "def bandpass_filt(x, band=(8,18), fs=500, order=10):\n", " #if x.shape[0]>x.shape[1]: x=x.transpose()\n", " return sosfiltfilt(butter(order,[band[0]/(0.5*fs),band[1]/(0.5*fs)],btype='band',output='sos'),x).reshape(-1)\n", "def get_upper_envelope(y, x, lower_limit = -10000000):\n", " peaks,_ = find_peaks(y, height=lower_limit)\n", " peaks_x = np.concatenate((np.array([t[0]]),x[peaks],np.array([t[-1]])), axis=0)\n", " peaks_y = np.concatenate((np.array([y[0]]),y[peaks],np.array([y[-1]])), axis=0)\n", " return interp1d(peaks_x, peaks_y, kind = 'cubic')(np.linspace(peaks_x[0], peaks_x[-1], len(y)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After downloading dataset, you can import EEG dataset using the function load_data(). You need to define the path of dataset on your local machine, in [bids_path] variable. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File loading demo\n", "\n", "\"\"\" Important notice: Change these directories to fit your local environment \"\"\"\n", "bids_path = 'D:/SciData_Bowon_Sleep/data_BIDS_0812/'\n", "save_directory = 'D:/output_ipynb/'; if not os.path.isdir( save_directory ): os.mkdir( save_directory )\n", "figure_directory = '%s/figures/'%save_directory; if not os.path.isdir( figure_directory ): os.mkdir( figure_directory )\n", "figure_dpi = 300\n", "\n", "step_names = ['BL', 'SR1', 'SR2', 'SR3', 'SR4', 'SR5', 'R1', 'R2', 'R3']\n", "CAL = [1e-8, 1e-6] # Voltage calibration value set by eeglab.\n", "def load_data(sbjIdx=0, sessIdx=0, verbose = True):\n", " fname_screw = '%ssub-%02d/ses-%02d/eeg/sub-%02d-%s_screw'%(bids_path,sbjIdx+1,sessIdx+1,sbjIdx+1,step_names[sessIdx])\n", " fname_hdeeg = '%ssub-%02d/ses-%02d/eeg/sub-%02d-%s_hdeeg'%(bids_path,sbjIdx+1,sessIdx+1,sbjIdx+1,step_names[sessIdx])\n", " \n", " # Load screw EEG data\n", " print( '** Data loading ... Subject %d, Session %d (Step: %s) **'%(sbjIdx+1, sessIdx+1,step_names[sessIdx]))\n", " EEG_screw = load( fname_screw+'.set', preload = True, verbose = False)\n", " if ~hasattr(EEG_screw, 'data'): EEG_screw.data = EEG_screw.get_data()\n", " EEG_screw.data = EEG_screw.data/CAL[0] # Voltage value calibration\n", " if verbose: print( 'Screw data shape: [%d channels x %d times]'%EEG_screw.data.shape )\n", " chInfo_screw = pd.read_csv(fname_screw + '_eeg_channels.tsv', delimiter='\\t')\n", " channel_status = list( chInfo_screw['status'] )\n", " screw_bad_channels = [i for i in range(len(channel_status)) if channel_status[i].__contains__(\"bad\")]\n", " if verbose: print( 'Screw bad channels: %s'%screw_bad_channels )\n", " EEG_screw.bad_channels = np.array( screw_bad_channels )\n", " \n", " # Load hdEEG data if exist\n", " if os.path.exists(fname_hdeeg+'.set'):\n", " EEG_hdeeg = load( fname_hdeeg+'.set', preload=True, verbose = False)\n", " if ~hasattr(EEG_hdeeg, 'data'): EEG_hdeeg.data = EEG_hdeeg.get_data()\n", " EEG_hdeeg.data = EEG_hdeeg.data/CAL[1] # Voltage value calibration\n", " if verbose: print( 'hdEEG data shape: [%d channels x %d times]'%EEG_hdeeg.data.shape )\n", " # Load channel info\n", " chInfo_hdeeg = pd.read_csv(fname_hdeeg + '_eeg_channels.tsv', delimiter='\\t')\n", " channel_status = list( chInfo_hdeeg['status'] )\n", " hdeeg_bad_channels = [i for i in range(len(channel_status)) if channel_status[i].__contains__(\"bad\")]\n", " if verbose: print( 'hdEEG bad channels: %s'%hdeeg_bad_channels )\n", " EEG_hdeeg.bad_channels = np.array( hdeeg_bad_channels )\n", " else:\n", " EEG_hdeeg = None\n", " print( '... hdEEG file does not exist' )\n", " # Sleep score data\n", " sleep_score = pd.read_csv(fname_screw + '_eeg_events.tsv', delimiter='\\t') \n", "\n", " return EEG_screw, EEG_hdeeg, sleep_score\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we're all set for EEG signal processing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3-2) Sleep wave analysis (SWA, Spindle)\n", "\n", "Several analysis can be done on this data such as spectral power, slow wave activity, sleep spindles, traveling wave, interaction among different oscillatory activities. Here, we provide examples of the sleep wave analyses including SWA (slow wave activity) and spindle. For that, example EEG data from the dataset (subject 1, session 1) is loaded. " ] }, { "cell_type": "code", "execution_count": 215, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "** Data loading ... Subject 1, Session 1 (Step: BL) **\n", "Screw data shape: [4 channels x 43200000 times]\n", "Screw bad channels: []\n", "hdEEG data shape: [36 channels x 3600000 times]\n", "hdEEG bad channels: [9, 12, 22, 27, 31, 34, 35]\n" ] } ], "source": [ "# Select sample data\n", "EEG_screw, EEG_hdeeg, sleep_score = load_data(sbjIdx=0, sessIdx=0, verbose = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. Detection of SWA (Slow wave activity)\n" ] }, { "cell_type": "code", "execution_count": 216, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[SWA detection] 7796 events are detected\n" ] } ], "source": [ "\"\"\" SWA Detection \"\"\"\n", "def detect_swa(data, fs=500, t=EEG_hdeeg.times, shift_band = (.05, 6),\n", " thr_duration = (0.12, 0.70), thr_std = 1, thr_xcorr = 0.7, verbose=False):\n", " \n", " # Data filtering & downshifting\n", " data_filt = bandpass_filt(data, shift_band, fs)\n", " data_shift= data.reshape(-1) - get_upper_envelope(data_filt,t)\n", " std_data = np.std( data_shift )\n", "\n", " # Get upper/lower indeces near zero\n", " cross_negative = np.insert( find( data_shift<0 ), 0,0)\n", " cross_positive = find( data_shift>=0 )\n", " ups = cross_negative[ find(np.diff(cross_negative)>1) ]+1\n", " downs = cross_positive[ find(np.diff(cross_positive)>1) ]\n", " if downs[0] < ups[0]:\n", " min_length = min(downs.shape[0], ups.shape[0]);\n", " updowns=np.array( [list(downs),list(ups) ])\n", " else:\n", " min_length = min(downs.shape[0], ups.shape[0]-1);\n", " updowns=np.array( [downs[0:min_length-1],ups[1:min_length] ])\n", " \n", " # Main inspection loop\n", " result, minmax = [], []\n", " for j in range(min_length-1):\n", " data_piece = data_shift[updowns[0][j]:updowns[1][j]]\n", " min_where = np.argmin(data_piece)\n", " n =len(data_piece)\n", " \n", " # Rejection criteria\n", " flag_long = n < (thr_duration[0]*fs)\n", " flag_short = n >= (thr_duration[1]*fs)\n", " flag_amptd = np.max(np.abs(data_piece)) < (std_data*thr_std)\n", " shift_squared = np.diff(data_filt[updowns[0][j]:updowns[1][j]-1])*np.diff(data_filt[updowns[0][j]+1:updowns[1][j]])\n", " n_inflection = find(shift_squared<0).shape[0]\n", " flag_inflection = n_inflection>2\n", " reject = flag_long | flag_short | flag_amptd | flag_inflection\n", " \n", " # Calculate correlation coefficient\n", " if not reject:\n", " min_where = np.argmin(data_piece)\n", " templateL = np.arange(0,min_where) / (min_where-1)\n", " templateR = np.arange(0,n-min_where)[::-1] / (n-min_where) \n", " template = np.concatenate((templateL,templateR),axis=0)*np.min(data_piece)\n", " template[find(np.isnan(template))]=0\n", " \n", " r, _ = pearsonr( template, data_piece )\n", " if r > thr_xcorr:\n", " result.append([updowns[0][j],updowns[1][j]])\n", " minmax.append([ np.min(data_piece), np.max(data_piece) ])\n", " if verbose: print('[SWA detection] %d events are detected'%len(result))\n", " return np.array(result, dtype=int), np.array(minmax, dtype='float16')\n", "\n", "\"\"\" Calculation: SWA detection \"\"\"\n", "data, t, fs = EEG_hdeeg.data[3,:], EEG_hdeeg.times, EEG_screw.info['sfreq']\n", "swa_idx, swa_minmax = detect_swa(data, fs=fs, t=t, verbose=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Slow wave events detected by the function detect_swa() can be drawn as below." ] }, { "cell_type": "code", "execution_count": 217, "metadata": {}, "outputs": [ { "data": { "image/png": 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QQgghhBBC+JEEZUIIIYQQQgjhRxKUCSGEEEIIIYQfSVAmhBBCCCGEEH4kQZkQQgghhBBC+JEEZUIIIYQQQgjhRxKUCSGEEEIIIYQfSVAmhBBCCCGEEH4kQZkQQgghhBBC+JEEZUIIIYQQQgjhRxKUCSGEEEIIIYQfSVAmhBBCCCGEEH4kQZkQQgghmq0jR44waNAgfvrpJ383RQgh6i3Q3w0A0DStK/AO0AUoB97Qdf0lTdPCgQ+A7sABQNN1PVPTNAW8BEwECoAbdV3/wR9tF0IIIYT/zJ8/n/j4eJ588kmWLFni7+YIIUS9NJWRslLgfl3X+wPnAn/QNG0A8BCwWtf1OGC1dR3gUiDO+rkdeK3xmyyEEEIIf0tMTATg5MmTfm6JEELUX5MIynRdP26PdOm6ngvsBqKBKcBCa7OFwBXW5SnAO7quG7qubwLaaZoW2cjNFkIIIYSfJScnA2YaoxBCNFdNIihz0jStOzAU+A7orOv6cTADN6CTtVk0cNix2xHrNiGEEEL8gkhQJoQ4EzSpoEzTtDDgI+BeXddzqtlUebnN8HK82zVN26Jp2hZftVEIIYQQTUNxcTFHjx6lZcuW5OTkkJeX5+8mCSFEvTSJQh8Amqa1wAzI3tN1/b/WzamapkXqun7cSk88Yd1+BOjq2D0GOOZ5TF3X3wDesK5WCtqEEEII0XwdOnQIwzAYOXIk69atIz09nbCwMH83Swgh6qxJjJRZ1RTfAnbruv6C467lwHTr8nRgmeP2GzRNU5qmnQtk22mOQgghhPhlsIt8nHPOOQCkpaX5szlCCFFvtR4ps1IL2wFZuq77Oj9gLHA9sEPTtG3WbQ8DTwG6pmm3AIeAqdZ9n2GWw0/ELIl/k4/bI4QQQogmbsOGDQQEBHDxxRfz3HPPkZ6e7u8mCSFEvSjDqDqrT9O0QcAdwCSgG+ZcLgNzzbCVwOu6ru9o+Gb6hKQvCiGEEGeQcePGcerUKT546SWyxowh+49/ZPw//+nvZokzRFFREUFBQSjlrZSBEDWq0xunyvRFTdOWAIuB48DvgY5AkPX7euAo8J6mae/Xu6lCCCGEEPVQWlrKd999x3nnnUeb8HCGAuq4zGQQvlFUVERISAgzZ870d1PEL0R16YuLdV1f4eX2TOBb6+dJTdMmN0jLhBBCCCGqkJKSQnFxMX379iW0c2cAjNxcP7dKnCnWrFkDwNtvv80TTzzh59aIX4IqR8p0XV+hadqAmg6g6/onvm2SEEIIIUT1Dh82lyuNiYkhuE0bSgAkKBPVOHjwIL/97W/ZsaPmmTc//vgjAL169WroZgkB1Fzo40dN034CFgJLdF3PaIQ2CSGEaCIyMjJYtWoV11xzjcyrEE2KvVh0165dUS4X+Uqh8vP93CrRlD399NMsXbqUsrIyli9fXu228fHxxALdpXiMaCQ1lcSPwgzIrgeOapr2saZpUzRNazLrmwkhhGg4F110EdOmTeO7777zd1NENXJycjj//PN5//1fzjRv50gZQIHLhauw0J9NEk3ct99+C8BPP/1U47bx8fHMBF6wll1obN9//z1t27Zl8eLFfnl80fiqDcp0Xc/Qdf0VXddHAWcD8cBc4Limaf/UNO2cxmikEEKIxldYWOhO4Tl27JifWyOqs2zZMr7++muef/55fzel0Rw5coRWrVrRrl07AAoDAgiUoExUoaysjF27dgFmGmNuNamupaWl7Nmzh5NAu/JyjPLyRmqlae/evVx55ZXk5OTwyScyS+iXotaLR+u6nqDr+iO6rvcApgGTgU0N1jIhhBB+9c4777gvp6Sk+LEloiZ79+4FzIpxvxRnr17NnFat3Gm1pwIDCTx1ys+tEr5WXl7OK6+8woEDB2q9T3Z2Nu+88w7FxcXu244ePUpJSQkXXHABQIXjLV++nLy8n5fgXbVqFUVFRbSJjSUYKDx58nSfRq1ddNFFjB492j0SvHPnzkZ77Obmuuuuo3///hX+zs1ZrYMyAE3TztU07VVgCVAOzG6QVgnxC/KPf/yDu+66y9/NEKKCRYsWceedd9K5c2eUUhKUNXH79u0DICkpifJG7tX3l6HJyYwvK3NfLw4KIsjLyVlWcjLfxsaS8sMPjdk8UQuzZs3iww8/rHabTz75hHvuuYcJEybU+rgPPPAA06dP58EHH6TQGj1NTk4G4MILL6xwfdeuXUyZMoVJkya59//uu+9wuVz0GzMGgGxr24aWsmMHLb/8krKTJ+nfvz/33HMPhw4dapTHbkibNm3iX//6l8+Pu3jxYvbs2UOin1JMfa3GoEzTtG6apj2iaVoC8D/Mtcp+q+t6L13X/9bgLRTiDFZcXMwjjzzCv//971/MiZRoHpYuXQrAK6+8QseOHTlx4oSfWyScivPy+Ob22zlmzfWzT0oKCgrcPexnuvYFBRS0b+++XhwcTHBJSaXttv3hD4w5fJg9t9/emM0TNSgrK2P27NlMnTq12u1eeeUVAFJTU2t97JUrVwLw0ksvMXnyZDZt2sSGDRsA3CNldlD2gxWs2/eD2ckRGxtLS2u+Yu7Bg7V+7LrwTIs89P77LAf6AHFxccTExJCdnY1Sir///e8N0obGcNlll/HHP/6Ro0eP+uyYztGxhIQEnx3Xn6oNyjRNWwfsA84D/gZE6rp+q67r6xujcUKc6Q46PujPhN4wceY4evQo48eP56qrrqJ9+/ZkZmb6u0nCYfO99/KrefM4PnEiRlkZ1+/Ywa39+wNU6pEuKyvjpptu4vPPP/dHUxuEUV5Op7IySiMi3LeVhoQQUlpaadtA64QtICen0donapZci9EnwzDYsmULAFlZWe7PoYMHD1Lq5W8N5mfXkSNH6NGjB2CuNzZ69Gj3ItDDhg0jNDSU5ORk9u3bx/XXXw9Ay5Yt3cfYt28fcXFxhERGApDfAN/P3/7pTxQEBJDmSE8ssC4nAVFRUXTt2tV936OPPlrhnKE5adGiBWAWL/GFgwcPVqieWZv3UnNQ00jZSqCHruuX6Lq+WNd1mUErhA85P0jOlA8VcWY4duwY3bp1A5CgrCmyFrYdfPIkxzdu5M/FxUwbOJDzzz+/UmGAI0eOsGDBAiZMmEB6Hcp7Hzp0iJEjRzJw4ECmT59OmSNV0N9O7ttHMKCio923lbVsSSsvbexpnci2ypBVfZqKsrIy4uLi3NdLvIxwAqSnp5OZmcnFF18MwD333ENiYiLdu3fnmWeeITk5mTfffLPCe3P16tWAmdpmV1t0CgoKokePHrz00kv06dPHfXteXh45OTkYhuEOytqfdRYA2evWnf6T9tD/lVcIBfa9/rr7tsCdO8kCogcN4p577qG/1dFis0cAmxs74H344Yd9kgo/bty4CiOsZ0omR7Wl7XVdfwpA07Se1Wyz39eNEuKXwjnRWKrbiaYkIyODDh06AGZQVpeTedGwjPJyeh08yCkgBIg67zwAQgcP5uKAAGbOnElOTg5t2rQBKp6wbN68mYkTJ9bqcdasWePu2d61axfTp093p375W8aOHXQAgrp3d99WHhpKK490sLSdO4myTthbFxQ0YguFN3ahjW+++abC7Tk5Oe7PG6cvvvgCgLvuuotVq1bx3nvv0alTJwDWrVtHYmIi8+fPJygoiBtuuAGAuXPn0r59e4YMGVLhWP379+eOO+4AYMCAAe4CGosWLaK4uJibb76ZkydPUlRURHZ2NnFxcUSPHQvA+OXLSdB1+mqaz16LfJeL9mVlFFuBY0ZCAqP272drVBQ/WYtb28HmxIkT2bRpkzvVsrlxucwxoN27dzNu3Dh3YaL68swsOlOCstoW+kjETGNMdFy2f4QQ9eTMkfdlrrVoGjZt2sQLL7xQZS9wU1VUVER+fj7h4eGAjJQ1NQdXryayvJzvfvtbtluBF0DEqFEMHjwYqFixzXnCUpv1mWz2PDV77bOmtFZdzp49AIQ5RjoIDSUMKHektR1asQKApKAg2v+CKlM2Vdu2basQkM2dOxcwqyV6895779G1a1cuv/xy7rnnHgBefPFFoOL8STt4KykpYceOHdx2222EhIQQEhJCx44dueKKK9i1axd//vOfAXjhhReYMWMGc+bM4aqrrqJ169YA5Obmut/nQ4YMoUWrVqRYAUXKBx+c1nPfs2QJO998EzDfo52sgCvUCjASXn2VFkCbJ55w7xMQEEBKSgofffQRQ4cOdS9R0tgSExNRSrHGGqGvqxxH6rBdlKiuli5dyuTJkytUyQQzwJ4/fz4rrP/15qxWQZmu6y5d1wOs3y4gGngDc1FpIUQ9paam0r59e1q3bi0jZWeY4uJiRo8ezf33319hArmvGIbh82PaTlrln+2e6/DwcPdtwv8OLVgAQOwdd3B2djZrL72Ur/v1o9sFFzB8+HAAxo4d655z4QzKjhw5UuvH2bRpE3379uXqq6+mS5cu9T6ZagiFSUkAtB848Ocbw8IAyLeer1FeTu56cwr8kQEDiDAMSmS0zK+SrL/b1VdfzV133eVOka4qKNu4cSMTJ07E5XLx0ksvuW8PCwtj586d7uN98cUXlJaWkpycTGlpKQMGDHBve+LECT7++OMKx42OjubZZ5/lkUceITg4mDDrvZOXl8eHH35Iy5YtGTVqFACdS0ooAozTLKDTb9o0Bt12GxkJCWTs2UOQdXvf9HQyk5IotjJnon/96wr7de7cmZCQEIYOHcpPP/1U606+rVu3ssMacTtd663/o3nz5tVrf8+/r309NTW11t9lL774Ip9++ilXXXUVANdeey07d+50d0Q98sgj9WpbU1Knkvg2XddTgHuBJ33bHCHObHs//JC9jvK/ZQcO0Dc8nIiIiErpYenp6SxbtkyqMjZTX375pfvy/v2+zfL+6aefCAsLq3evZU0yrLk3dlAWHR1NZmYm+fn5DfJ4om4C16/nuMtF94suAmD8Z58xbvduXIGBREZGcu655wJw0003AT8H2ZGRkbVO8/nqq69YvXq1+xhxcXFNJigzyssJ/OILcoFOjhQ1V9u2ABScOMHaiRNRAQEMXbmSIwEBKOskPd1aPDj5888bfUFg8XNQ9vbbb/Pqq6/S1vqbeQvKioqKyMzMJMaqgKiUcgdxDz/8MFlZWSQnJzNgwABSU1MZOXIk//d//wdAv3793Mex17Grjj1SlpOTw9KlS7n22mvd86CUy0VKYCBBdaj+6CnTet4AOx96iFxrdOzrvn1pAyQtWQJpaZQAbazn62nYsGEUFxeze/fuWj3miBEjGDx4cL3ngi5atIj//e9/wM8jXc6AMCEhgXXr1nHHHXdUuz5iaWkpRUVFzJ49291RtGvXLhITE+nSpQsvv/wyUHNHo/03sgsW3XjjjQwcOJC3336brl27nhFrNNYrKLP0BVr5qiFC/BL0mTqVPlOn8nX//mQkJHD7N9/wWno6HTt2rBSUPf7441xxxRXouu6n1orT4Vw35XTz5z0tXLiQgoIClixZ4tPj2uyTeDt90T4RkgqhTUNUSgoHIiNRLu9f4V988QVjxoxxn+TY6T49e/asdVnx7du3A3DLLbcATSsoW3fZZYw+epStF15IkDXCARBgB2WpqYy3CiK0BRLPPZdga+5Z1p49/PDMM/SYMIFv//jHxm76L15iYiJRUVG0amWePlYXlNkFIbp06eK+bd26daxYsYJf/epX7ttmzJhBREQEP/74I//9738B6Nu3b53aZY+U7dq1i+zsbM4555wK92eGhjLy0CE2P/ZYnY5r2/Hoo+7LUStXkm+NWCurAyV/505cmZlkulxV/l8PHToUwF2NsjrOdMHaBnGerr/+ei699FLg5/nv9ppv5eXl9OvXj/Hjx/PGG29UKi7kZHfmhYWFMdAa2V62bJn7+2vu3Lns3bsXl8vlTkO1H8sZBB47dsy9xhxAd+t/umXLlsybN89dXbM5q1VQpmnaek3Tvnb8bAG+A15o2OYJcWYat2cP8VOm0KawkMKwMCIiIkhLS6uwjT3B3vkhdaZZuXIll19+eYVRpTNFWloaLpeLsWPH8tZbb/l0Xpn9XqnL/KC68Bwpi42NBSQoawoKT56ka0kJRY7KdZ7CwsKYPHmye3QzPz+fkJCQOo2UnThxgsDAQPd7YEJ5OR+kppLks/+0AAAgAElEQVTTBEpyD1y5ki0dOnD+qlUVbg9s1w6AY1Zv/LpBg9g5bx5jV60irHdvAPISE8mxUrFKN2wgKzm5whw00bCSkpLo1auX+7r9/vJWSMhbUNatWzcmT57MWVZVRIDevXvz+OOPA3DDDTcwYcIE2lnvhdqyR2Huu+8+AHdKnC0vPJxAYOScOez/7LM6HXvzo48ybskSDgYGsm7qVOKKishYvBiAtqNGUQgY+/YRlJNDtlU63pu4uDh69+7NU089VeOokLNTsD7FQU6dOlXhut2Zk5WVBVT+7qkqRT89Pd09bzA0NJQePXowfPhwnn76aR6zAtyjR4+6RzhnzZrl3rddu3YVgrCjR4/Ss2dPrrjiCvr161eheucll1ziXtqgOavtSNmbwFuOn6eAwbquS/qiELVU6vEhF5SbS/uSEorDwyuNlOXm5ro/SFesWFHleizN3QsvvMCKFSu48847G3SOlD+kp6cTHh7OfffdR3p6Ohs3bjztY2ZkZDB79uwKi57aPZe+5BmU2SNlzXWNnDNJwjvvEAAEjxhR7Xb2+kaHDx8mPz+f0NBQOnfuXOuRshMnThAREeFO/Ypu04bzgRN+KjRgK87LI8IwyBs8uNKIQgtrIelSq5pdp4ceYtCtt9KiVSs6nH02APnbtoGVzhWUkUG7nj35+pJL3MfY8frrZCvFN7fe2hhP5xdn79699LYCZDDX4lJKeV3w3C4uZI/YOzmDrhEjRnD33XeTmZnJwoUL61U2Pswx4gpUCPqACuvh5V99NUV1WPOuePFiMpSiXWIiw+bOJQ8YbpXYbxUdzf7QUNolJRGSn09+SEiVxwkICOD5559n3759LFiwwF363xtn4bDP6hhEQuUleuzOHDsos7M/Pv/8c4YOHep16QGA2bNnuwPmsLAwlFJoHhUsS0pK3COcAQEBgDkSV1xczPr16zEMg5KSEk6cOEF0dDQfffQRO3bsqFVaanNT20IfCz1+PtR1vWnkMYjTtmnTJl566aUz7qS4qUn1OJlpm5lJuGFgRETQsWPHCiNl33zzDaWlpUybNo20tLQz9mR469atBAUFkZSU1KQqu/lCWloaERERnGeVK9+6detpH3PWrFnMmjXLXb2stLS0Qo+or3imL0ZGRhIQEMD27dvdX8qN7fDhw2fU4sf1NeQvfwGg9/Tp1W7nLSjr1KkTmZmZFBcX8/3331dbgObEiRPu0uMAodaJdLZV9dBfMqxULFdUVKX7gqxOhLbWCWX0+ee77+sybBj7g4Lo9tlnKOuEdbT1e/yaNe7Rsqznn6ctEGDNpRG+k5qaSmpqaoVRqBYtWtClSxevQZmddmuPYnn69NNPmTt3rnvuV11Hx5yc+06cOLHSY7a0RmyygbPy8tjoUYyjOh2OHyc5PJy23brROiqKbT17Yh89LCaG9J496ZWdTdipU5wKDa32WJdccgmhoaHceeed/OY3v+HAgQO88cYbXOLoWICfl9g577zz2Lx5c63banN+r5SXl7uDsszMTAzDcKcejh49mrFjx/Ldd9+xbdu2SsdxLsgdaj23SZMmMWjQIGbMmFEp7dH+fnGeD2VkZHD8+HHADOJdLheBgdWu6NVsVRmUaZr2J03TgqvbWdO0YE3T/uT7ZonGUFpayl//+ldGjx7Nvffee8as89BUZVgfWFvmzGF9XBz9rREOV5cuREREUFhYSIFVGezjjz8mKCiIq6++Gjgzy+VnZ2eTmZnJjBkzABqsaEVjMAyD1157rcLf6eTJk4RbRVy6dOly2qmGhmFUSGWdMGECQIMEZRkZGQQHB7vnfQQGBhITE8Orr75KREQExcXFPn/M6hiGwYgRI5gwYUKzXafHF9KsMvc7Q0OJGDSo2m3toOzNN99k4cKF7pEyMOeHjBw5kl/96lfuzxxPnkFZW6twQqGPi9bUVVZCAgDB1uitU0jHjgAMyc4m1eWqVDDh6LRp9CgpoY9juQBbSkgI5aWldLFSdNtkZZG6bRtrf/MbshswbTcpKYnp06fXe95Pc2KPptgVQm19+vRhzZo1FBYWcujQIXfqnB2UhVYRqEycONFd4v50BQUFUVxcjGEYfPrpp5XuH/XEE5SXlFC6Zw9HAwKIsgrG1MQoLye6sJB8x3ux1LEgdJvYWIiLozXQs6iIYscSF94EBwdz//33u69fd9113HHHHaxatYoE638DzCqrLpeLMWPGcOjQoTpn2yQ5CpNkZWW5g7ysrCzeffddli5dCpgBs71UgbfPZufj2qORAwcOZMeOHTz77LNMmjSJxYsX8/zzzzNq1Ch38OX8Lj169Kj78aMdi8WfiaobKesCJGqa9rqmadM0TRuuaVof6/e1mqa9jrlOWadqjiGqYBhGvSviHD58uNYpKNVZtWoVzzzzjPu6859Q+F6e9aXb7qyzKLNOHgCCY2PpaF1PT09n06ZNvPnmm9x6663unOm6lLFuLuzRvyFDhhAVFeXzYhiNKTk5mbvvvpshQ4aQkZHBqVOnKCgocH8JDR48+LSDso0bN7J3717uvfdeBg8ezJw5c4D6r/lSnWPHjhEZGVkhPcTuOS4tLWXTpk0+f8zqJCYmujuNqkqT+SVIevddAIwXap7ObZ+82IWClFLuIOurr75yb7eripNLz6Aswkr/+9W8eRyxRmq3zZ3L3g8/ZFN0NOtrGLnzlTyrEyK0Z89K94U4PlcDvWR+9H/wQQAiHVUXD1hzeKLKytgyezbdrbk6kQUF7H7oIcavXs32Wi62XR8vvfQS77zzDrfddluDPUZT8dlnn9GuXTtGjx5d4fbHHnuMAwcOMGzYMLp16+YuUmMHZZ6phQ2lRTXzuQBcgYF06NuXfaNG0evUKYo91svyZJSXs3nmTNoAhqMTIahHD/flluHhtLSKX7iAci+pmp4ef/xx9u3bx2OPPVbh89AuzgNmxd/Y2Fji4uIoKyvzOhJZlaKiIl5//XX39d27d5ORkUGnTp0oLCx0f/6PtRbW7tWrFyEhIV4/S5yZFVUF19deey333Xcfv/vd78jIyODEiRPu4AzM8x87SIvyMkJ+JqkyKNN1/WFgKGbgdQuwEtgJfAbcDOwBhuq63vwXBmhkmZmZdOrUiVdffbXO+xqGQWxsbKVJqPVh/wPZ1XWa80lxc1BsBb2dhg8HK80GoFX37u6gLC0tjZkzZxIVFcWTTz7pPrFqzmuYrVy5khEjRlRa8NH+kI2JiWlSld3qw+7QSLcqaV5zzTXk5+e7R5oGDx7Mzp07ufzyy90lhutq3rx5tG7dmjlz5rB9+3ZGjBhBREREg4yUHTp0yD3SYrv55psB+DVw3LG4aUMrKyvj7rvvdl//JX9OnVqzhiKgzzXX1LhtcHAwEY55MCdPnnSPlK1du9Z9e1Wp0ZXSFx2Xk+6+m5QffmDIX/5Cn6lTOffYMc575x2OW8WJGtIpqwpcO0fJc1srRxsTrcIBTh379yfNYx5KaocOHLbm97R88UVaAD+2a0e4YRBo/W/13b27Qcrnl5eX89FHHwFmoQRfdLY2ZZs2bWLMmDGVUs8uuOACrrnmGvZYqbE//vgj99xzj3sEprGCstoKHDCAAOBYDfOEt8yezainngIg2DGPLtRRGVK5XIQ754c6OhaqopRyFzex52ABFQIvu6CKPTeuNhUbbZ9++il79uxxn3/Y56p20Y2tW7fStm1b93dZQEAAMTExXjuPnUGZXTCqKnaq/xdffFHhf0FGyiy6rqfruv6crusX6rreSdf1IF3XO+u6fpGu6y/qup7RWA09k9i5y/XpObc/tHyRarhnzx46dOjA8uXLadmyZYVeljPB+vXrGTlyZIUeF39Sx4+Th7kGSaB1cgTQJi7OHZTt3buXr776iptvvpk2bdrQunVrQkJCmu2XtWEYTJw4ka1bt7LKo1KanTMeERFB9+7dm3VlP89R5mXLllFQUOAOyvr27UtxcTErVqxwd4LU1ZdffsmkSZMqnKA8GxTE5dWUIq6vQ4cOVfoCvffee8nLy+NvXbsyYdUqCjMa5+N//vz57uqcQ4cOrZCiUxN77kNOHSblN2XhCQkktG5NcA0pTjZnz39ubq47yKopKCsoKCA/P79CUAaw1ypC0Or4cfb985+V9kt6441atet0lFknZx2di0ZbwiIjAbOdo/7xD6/7pznmuAAUt2lDzK9+5Z4rlBQURN7llwMQbX0mdS4vr3PFvdrYuHEjx44d4w9/+ANAo49AN6bc3Fzi4+MZOXKk1/tffvllZs+ezaJFiwD417/+5b6vpcffzN/aWKXp02oIyvKt77xSIMox2treI/U4aswY9+WgGgIXJ6VUhdfGDsry8/P56aefGDhwIEOHDiUsLIwVK1ZUe6wnnniC0NBQDMNg69atKKV46623AFi8eDFRUVFMtJ7Drl27GD16dIXvoqioKK/nWnZQdv3119c4yjVy5Eh69uzJwoULK5zz2CNlLVq0cBefOlOdzjplop6UUgwePLhSEGQYBrNnz6608ryTr0pgG4bB559/ztixYwkMDGTo0KGsXbv2jCn28cknn/DHP/6R77//vt4r0Ptai/R00q2TpBaOoCy8Xz93j/by5csxDMPdI2WnHDXX+X7OeRKeXwrOoCwmJobjx4832yqT3lJ/c3Nz3ekazhLQUPdOlbS0NI4cOcIIj4p7vYKCGOLj90baoUO0PnCAAY55D2C+F0NDQwm57TbaGga7Gun/KuL553kZs4pX3759WbVqFf/5z39qte/q1auZNm0af/jDH5p9sZyinBz65uZysg7rLzmDqs8++8w9UpaSksLAgQMJCwvz2hli3+Z5EhWVnMx3nTtzTno65y1YQB5QnJvLqcxMTgGlXib6+5pKTSVLKUK8FHUICgvjx+eeI8LLnDFbiTVKs9Ga41MeFIRyudhujbwduewyWlnv/R4lJSQGm1PrUz06lXzhtddeo1WrVjzyyCO4XK46jWY0N5s2bcIwDEaNGuX1/oiICB599FEuu+yyCiO8ULvFnxtTt0mTKOXnoKsqrZKS2BccTEBZGd0cpd2dC54DtHKMjrW31i2rrY8++ogJEyYQGRnp/r/dtGkThYWFTJw4kRYtWnDTTTfx7rvvVpv6PXPmTAoKCkhNTWXLli0MHjy4wlIEc+bMcQdEeXl5lT4bIiMjvQZlmZmZTJ48mXfeeafG5xIQEMDkyZP55ptvOHLkCK1btyYqKso9UmYX+TiTndnPrgmz05nKysrcgdD69euZNWsWv/vd7yqtEWHb6fiyOZ3e35MnT3LkyBHOt6pTaZrGtm3b2O/nSdy+ctlll7kD2KZyMtYqJ4dsq1erlaM3rHVUlHukbMWKFQQEBFRYuLJz587NNiizy8APGTKEBQsWEB0d7S5XnJ6eTosWLWjTpg1du3alrKzM56Oab775ZqOsXeItKEtLS3OPlMV5rCnVuXPnOp2A2Qt39unTp8LtJV27ElVWRlFubh1bXLU9r73GT8CUKkZjek+bBkCuY7SloRjl5YzYu5dRXbvy6KOPukvz33nnnbXa3z4JWbRoEd27d3eve9Qc7X3/fYKBkAsuqPU+Tz75JH/5y18oLi5m3LhxhIWFEWKNdp111ll069bN6+fjj1al2LOteWS2sC5dCP37393Xt991F0FhYYS0a8fBkBBaNcJod9DJk5ysZu7P0Pvvp71HJ4hT6DvvEB8aSq9PP2XdlVcy2CpYMHb7drbNncvYRYvoc8MN2EsZH7nwQkqBYh8HTCUlJSxdupQbbriBLl26MGrUqBpHM5qz+fPnEx4eXmHRZ2/atGnjLv7UVLXt1o1drVvToYbsopiMDFKjoiot3eCtQ2GbtYh2V0fwVhsXX3wxK1euZPDgwe6RMrucvb2A9oMPPkirVq144IEHajze2WefzapVqzjnnHMqLTvQ3lpyArx02ERFeZ1mkZWVVaeqmMOHD6ewsJDvvvuOzp0706dPH7788ksOHDhwxs8nAwnK/Obss8+msLCQuLg4unXrRklJSYWS4IMGDaowGdvmDMoy6pE+lJaWxtChQ1m2bBnwc47vsGHDgIYpGtDYPINVz/U2/KVtQQH51gdv1PjxFe5r164dAQEB5Ofnc9ZZZ7lP5sHs7W6u6YtLly4lMjKSv1sncseOHXMvzpmamupeB8nOe/d1+s5tt93GokWLGmwE7ocffiAnJ4fNmze7AwYn++8YExNDcHBwhZGLRx6p/XRc+8vO80upRd++uIBjPip+8cOzz3LeU09RAvS58Uav27Tv1YvjLpd7vk1D2jlvHtHl5RT/5jcAPPDAA5x99tlkZWXVuHgqVA6Wqypq0RxkW2WtIz1KX1dnwoQJvPDCC+40RqWUu8Nv3LhxxMbGeg3Ktm3bRlBQEP09RksBBt16K5seeICdb77JWMe86IyICLpYSyk0pFY5OeScRjpb7ylTGJiXR6fBgzn/ww/dAVxAUBBD/vxnAkNCaB0VRdrSpay95BKGvvoqB4KDaeXjQljx8fHk5+e7O0YvvfRStm/fTl5eHt9++y179+6t13d8U7V582Z+/etf12p+2P333++eO+rZodVUnOzTh7i8vCqLfaTFxxNVVkapx3pntlzMuYu2gceOcWDVKsIco1N1ERsby5YtW/jd737HgQMH3PO8wPz+mTFjBhs3bqw0t9uT3QF8zjnnEGmlA4PZIegMrryNlOXn55Pr0UFY16Cse/fugDlvrXPnztxzzz0cOnSI9evXn/HzyUCCMr+xC3UkJydz+PBh4uPj2bp1Kx07dqRDhw4kJSWhaVqlCo3x8fEEBQUBP68lVBfr169n27Zt3HLLLQDuf1r7g68higY0Nmdg2atXryYTlHUsKaHEGv7vYPVglVj3uVwudy+UZ3pHY4yUlZaW+nzuTUpKCp999hk33ngjkyZNIj8/n6effpo9e/aQnZ1NQkKCexHRkSNHEh4e7q4U5wvORZUbYl7hunXrGD58OG3btuXo0aPuBTKvvPJK9zbOalOpqakkJCSwfPlyoG4j3VVNcm5tpcFk+KjAQstZswDYdNNNtKhibSCAtNBQQhvhhDFjyRLKgbOtoL5Dhw489NBDlJeX16rgR1ULoDZHpVbw5Jn6VFd/+9vfCAgI4OqrryYqKsrr6OGPP/7IwIED3d81ns595hkGWd8htuLevYkpLaUgPf202leTNoWFFNRyTt3p6D1lCuP/9z/aduvGiU6diPLx+91ONbM/A+1RyVWrVjF27Fj69u1Lx44dm3WRJ1tBQQFJSUm1LlAWEBBAXFwcO3fu9Lr2VVMQPG4cIUCiteixp4PWCGy7KtYzCysrY6i1ODZAi1at6H7RRfVujz0q9vHHH7N9+3a6detWoaDKsGHDMAyD+Pj4Svt6qwR+7rnnVvj/DwkJcWf0gPeRMqhYlKy8vJysrKwKI2w1cXZudu7cmYkTJ9LW6sz2TGs9E9U6KNM0rYOmaddrmvagdT1K07SYmvYT3g0YMKDC9S1btrBlyxbGjRvHt99+y5w5c0hPT68wH6qsrMy9vgzULyjzrI5j90p07tyZ4ODgOpVNrcnevXspKSmpeUMfs0/WduzYwTXXXMOhQ4f80g6n3GPHaA0Yjp6nhA8+INUqLQ3m5FyoHJTZc8oacr7fsmXLmDZtGnfddZfPjrljxw7Ky8vd62m1atXKfQKSlJTE7t273T3xgYGB3HjjjSxdutRnKWbOL4eGWFLg66+/dl8+66yzmD59Oqmpqbz//vvu/yvniGfbtm1p164dl112GTfffLM7JbE2jh07hsvlqvSl1MWaIJ7vg7mmRTk59CosZO3o0Zz39tvVbpsbHk7HGnpcfSHwyBFSXS5aO04A7M/O2ox6nUlBmevYMU4qRctalMyuziOPPEJeXh7h4eG0b9/e62LgiYmJXkfJqhM8ZAgu4JBjLb2GEF5SQslpvgZ1VdyvHzFlZeT48HPE/kyyO1rslHXPFLP33nvPZ4/pL3YA6jm3tiYDBw6s8BnalHSz1hBNe+45r/fnWd8PPX77W6/3e6Y0nq67777bnfn0ySefuLNPbPZ8ZM+CW1Ax66pjx458/vnn7gD6rbfecldfdBbZ8OwgtEfV+vXrx/r16wFzXrVhGHUaKYuJiaGN1enSuXNnQkJCWLlyJb1792Z6Iy274U+1eldomnY+kABcBzxq3RwHvNZA7TrjhYSEsHDhQrZu3UpYWBi33XYbSUlJnHfeefTp04eZM2cyYsQI/v3vf7v3OXbsGCUlJe5Uw/oEZc6RsJCQEPfEb6UUkZGRPuuVy87Opm/fvtx0000+OV5d7Nu3D6UUvXr1omfPnpSXl5PkpXeorsqKi1k7ahTrrrqqzvum79gBQKBjLllfTSPGWucDfl4M2LM6X6dOnSgpKfF68uQr9hySrVu3+uyYmVYvoPOD3P5S/vLLL8nMzGSIo9f/xhtvpLS0lLdrCAhqy7n4pC87G2zOoGD27NnuoiyBgYEEW8UBOjsKujj16NGD48ePe+219CY9PZ0OHTpUKH8M0GnwYHIB5YO0vGMbNxIEBNaiN7skLo6upaVkN/B8zbD0dE54pDv16dMHl8tVY1BWVFRUadH15poGDNDyxAnSrPfV6XC5XO55Ze3ataOwsLBCKqhhGKSkpFRIXaqNCCsNL8M6IWsIhSdP0hYwqvi/aiitrOIL8bVYH662ev3nP2wBOlmfj5GRkQwbNoz9+/e7v7eGDh1abeGv5sIOymoqid6cRI0axeZOnejn5TO8pKCAkJ07ORgYSFsvae0NoWXLlixZssR93bMoVHR0NCNHjuQLL50mdmfV/PnzOXz4MBdffLH7vptvvtndWessuNLDsdYaUKET559WZVb7HKAuI2UBAQGca/2/2c9h9OjR7Nu3r8oiMWeS2obqc4GrdV2fgFndE+A7wHttU1ErN9xwA8OGDeNyq/xuXFwcV1u9L0oprrzySrZv3066lQ5i96zbQVmmY+i7tpxB2YgRIyr8k1VVPac+7LbavXwzZszgiUZa22j37t1069aNli1bcv755/Oyy0XrOlY08mb9mDGM37yZ8z/6iJKCgjrte9Ja6T6smt7nBQsWsGXLlgoVj4AKFdMair3UQmJiYq3m6tSGHUQ6e8l6Wgu+/sMqVz3GUQp40KBBdOnShTlz5vgkjdI5StIQQdnu3buZOHEieXl5XHHFFRXumzVrFq1atWLSpEle97WD0UGDBtUq2LbXP/OkXC72REQQ6YO04xxrhLmVl0V5PbW1OhD2WeWrG0pEXh65Hs87JCSEXr161RiUHTp0qNLocnMeKet68iRpPp7obp8sOd+Dubm5FBYWVvocqkmsVRCjxEcVgr3JsP7mAY08t2TwffeR4nKh3n/fZ8dsk5hIhxYtCHCkiNnr8Q0bNgylFFdccQUbN25s9nPL7HmLZ1JQBlBw7rl0Li8nLT4eo7ycopwcjPJyDrVvz7nHjnHYY63HhuZ8fb2NKg0aNMhr2rd9btGjRw93h01VHn/8ce69995KpekjIyPdHTnr1q2jrKzM3clf1w6ed999lyVLlvwiRsY81TYo667r+mrrsv0tVwwEVrF9o9A0bYKmaQmapiVqmvaQP9tyOubPn8+ePXvYu3dvhTevvZDeN1aKm2dQVt+RsqlTp/K///2PTzzWN6qqek59OE+CCwoKeP7555k5cyZlZWXs27ePl19+2Wcn/5527tzpHrrv1asXvS64gOiiIlKs0aD6KCsuZphjFGl/NWtDrb3sMtY6eqmM8nLyrB6sGEcPlKc2bdowfPjwSrfbPVILFy5k5syZbLYm/PuSnUpTVlZW5VydpKQk/vOf/9Q6jdJbL1nr1q3p1KkTOTk5jB07tkKKhVKKBQsWcOrUKf5bRZ5+XSQkJBAYGEhISIjPg7KysjL27NnDgAEDKswbs1177bXk5+e70zA8OYPR2szjrCooA8jv3p2uRUWnvbhtvtWONrUoud7N6kjKa8B1lYrz8ogsK6M0pnKWfP/+/Ssst+CN/XnpLKHcXIOytPh4upSXU+qxvtHpsjtMnB189glaXYOyoLAwDgUFEdKAFXyzrM6jECs9uLGEtGvHgc6difBhcNQhPZ0THiMIv//977n//vt55plnAHNRZcCdDtZcJSQkEBIS4p7DfqYIs6aSHPvqKzbceSfBbduS0qIFvYqLyQe6v/tuo7YnKiqKW265hccff5yuXgLCPn36kJqaWqnT0/6s9FasytOsWbN48cUXvd6XnJzMkiVLOHHiBCtWrKiUoltbnTp14pprrqmUGfJLUNugbJemaZ4ln34D7PBxe2pN07QA4F/ApcAA4FpN0wZUv1fTFBQU5J6k6WQP3f72t78lLS3N3fPfp08fWrZsWeegrLS0lOTkZHr37s0ll1zinjxp82X6ovMk2C5sAOaXTJ8+ffj0z3/myw4dKPdhVbyMhAQ+nzKFTjt3VkiL6zp1KgAHa7m2kTf7PvqINsBaKyDOqmLy8ZENGxj/ySeM37qVUqvK2aYZMzh/xw6SW7SgYx3nacDPE3iffvppnnjiCUaNGuXzKplHjhxxB4RVpdTdcccdaJpW5Qeyp8zMTFq0aFFp4U+7N2/s2LGV1p+5+OKL6d69O0utSdL1VVpaytKlS+nXrx89evTweVCWnJxMUVFRnefd2MLDw92porWZ71ZdUKZiYggBMk+zOlyJ9RqFD6j5YzQ8Lo5Ul4uAuizkXF7Otrlzq6xW5unohg24gEAv1ddiY2MrpSZ6sj8vP/74Y8aPH8+YMWOabVB2yCqV3nbcOJ8e19tIWX2DMoDUiAi6pab69HPdKcNKiwqr49wkXzgVG0vX4mKfPLes5GR6njpFgcd7Ozg4mOeee87dETd8+HBcLhc/WJkWzdWuXbvo27fvGXeSHWFl4ORu20brDz4AINLqHCs/erTC9ITG4HK5ePPNN5llFWzyZH/3Oj8733vvPY9nozQAACAASURBVLZs2VKhWmN9BQcHM3XqVEJDQ1m7dq37e/dMC8YbUm2DsvuB9zRNWwi01DTtdWABUPOiBw1nJJCo6/p+XdeLgfeBKX5sj88FBwfzt7/9DYAPP/yQ/fv3Ex0dTXBwMOHh4XVOXzx06BClpaXuYgueoqKiyM7OpqCOqXneOE+CnQu92sUROgKT8vOJ99H8IYAdM2ZwyfLlrAauckwE7z55MgCFNVSoK87L4+t+/fjm9tsr3ZdipWF2sdZPOWX12HpKcgQsB7/8EgD1/vsUAm3rOa8t3PlcrB5iX4wk2UpLSzl+/DgXXnghAQEBVQZl9u2vvPJKrUbL7KpLnoGXXXTFcw0kMEfLRowYcdqlyz/99FN2797No48+SteuXX0elNmjNJ4Fe+rC7j2sTVCWlpZWZVAWZL0n0mtYM6cmxrFjFEO1azw5pYaGElqHSnvrb7iBIX/5C5usFK2aHLW2i/RIDQUzYMjKyqpyPUcwg7IWLVowadIkvvrqK3r06NFsg7Jca6TEHqH0lepGyuqacgRQftllRJaXk2CdoPpSwgcfcP5PP1FO3ddy8gUVE0MQcLKeHWJ7lizh69//HoBdL7xAINDhhhuq3adly5a80a4dZzvmCjU3RUVFrF+//oycDxQ1ejSlQOmePbQpLCRdKeJDQzm5d2+F4kRNhV0h0Z6msmfPHn7/+9/z+uuvExsbW6FaY30FBATQt29f9uzZw/Lly+ndu3edCn380tUqKNN1fRNwNhAPvA0kAyN1XfdNHeb6iQacZ1pHrNvOKI8++ihhYWHs3r2b+Ph490lg+/bt6zRSdvDgQXdp2arW/bC/hH0xr+zw4cPu9Uj++9//0qpVK/r16weY82m0+fMByPCYxLzpwQfZFBVFQh1Lo5cVF4M1yrc+Lo6z/vQn932to6I4EhBAixq+TLc8/DDjEhL41bx5bH7ssQrH7rdyJTvCwuh79dXkAVRROa+FI7Uw1apyFJmWxrboaMJPY72VW2+9FTDXDxo4cCBr1qyp97E8paSkUF5eTq9evejbt2+F9fJs+fn5pKSkEB4eTnJyMtnZ2V6OVFFmZqbXCb52Na1BVaRi9evXj3379rHoNOYr/fDDD7hcLqZMmUJMTEylwOfLL79k8eLFtXoe3thBY31HysAs79uiRYsagzLDMEhPT6+yHHAbKwU0s55FWvJSUlh73nl0iI8nLSCg1lXB8tq1o30dKjC2sBabLt+1iy0dO7LVY06C0/Hvv2fM/v3sDA2l58SJle63P6uqK9yRnJxMbGysu3fermL6zDPPMGDAgGY1+tAiPp5jAQGn9Rnija9Hyjpbcw0zGyCtNcWah5qwaFG913I6HUFWatfJenau9Zs2jXHvvcfmRx/FWLGCNKUYUMVagE5DgoMZ2MAFdRrSmjVryMvLY8qUM6rPHDDL2B8NDCTo0CGiSkrYec45DMzL8/n/qa/YQdmyZcv44IMP+N7RUd3dhynBcXFxbN++nQ0bNjB16tRKHbOiarWuyanr+lFd15/Rdf0Puq4/peu672tM1423v3KF7ntN027XNG2LpmlbGqlNPqeUol+/fsTHxxMfH+8+kQ0PD691UJaSkkL37t258sor6dChQ5U9Vt7Wmaivw4cPc/bZZ7vTMMaOHcuKFSt47rnn2Lx5M1NuvJF0pXA5vmyK8/I499lnOff4ccKvuYbcOrTjm+HDGf/DD+QD5+3dW+nE8nh4OJHHj3Nkw4Yqj1Gydi2ngJNKUeTomdw1fz5dysvJvfFGlMvF8eBggqsoutHm5El+bNeOYqD422/Z+9FHdCstpahPn1o/F2/+9a9/kZWVRdu2bRk0aFCdyqnXxA4KYmJiuPzyy1mzZg1paWkVtrGrZ4210jFq8x6patHIhQsX8vDDD1cZlN10001ERUXx1FNP1el5OCUmJhIbG0twcDCxsbGkpKS41y378ccfueiii7juuut4/vnn63X83bt3ExUVVSkFuC5cLhfR0dE1BmXZ2dmUlZVVOVLWfdIkyoHCep4Ib//b3xj/zTeclZdHZg2TvJ2KO3Wic0lJreeyRVqjVIN/+IERGRkMP3myyjWtkhcvNlMX583zGiRWV/xmw4YNrF+/nuTk5AoVwjp16kReXh6zZs1i9+7dTJ482e9LZdRGRkICgw4e5GADBCLeRsqOHz9OYGBgnSqm2aKtedDFdQhcsq3Plpr02rWLjdHR9L/uujq3yxdCrRHknDqk7NpKHSO6I//+d8YePMieXr0qFPmoSkmvXnQvKSGnHoW9moLVq1cTHBzsnh93pklv04aeR48SDLj8kFZbF/bn5ssvv8w111xTYRqEZzXF02F/55aVlVWYPy1qVtuS+O9qmvaOl595mqbN0jStch5SwzsCOGcyxgAVzhR1/f/Ze/P4OMty//89S/a1SZqmTdK0TdPSldIVCrQVqmUpIKCP8POICqh8lS/6PRzFiopHVkVRURQBPSjKgVuOCAqIhUNbSmmhQPeWrmmbpE3a7Ptklt8fcz/Dk8nMZJLMTNL2er9efXXyzHbnzjPP3J/7uq7PpR5TSs1XSvX2Bj3FmDZtGv/7v/9LZ2dnYCFbVFQUde+lDywGFz/60Y/CNgQNDm0PhaNHj1JaWsplepfbMAwmT57M7bffTlJSEgC16elkWHa69+ii2PXl5Yz2+fAWF0ddJ7N0xw4A+lou+GmfNIlJLhclF1zAsTBpjIX79/NhdjYHCgootMxt/VNP4QZm6NTFxpwczj12rFc0zSS7u5uO3Fy25eez7L33mKLt89OGmLqRnJwcEAADEeTRYBVl119/PR6Pp1fKKXxUn3PeeecB9FvPA+EjZRUVFdx77729DBisTJo0ic985jMcPHhw0L3Z9u/fH0jTnTFjBj6fL5ByaPZpqaio4I033hjU62/dunVIqYsmJSUl/c6l6b4aTpRlFBZSmZzM2I0bObZ54PtP7rffDtxuj9AwOhj7lCmkA9UbNrD2U5/iXZ1qHY4CLYDyLH/Tw//8Z8jHuvTnOVyaWmFhIUCfzQOfz8cFF1zAkiVL2Lt3bx9RBtDV1cXFF1/MsWPHYtoCIl7suuIKcoD0O+6I+WuboswaKTty5AglJSVhP5+RSMvLo9FmwxZlWuu6z36WnLIyDvcT+T+5ezclHg/d55wz4DHFihyd6dE1iA2xE/p83mExBbLpFgL9kTpvnr9J8UsvDfh9RwJbt25l5syZ/br6naq0lZZSpDem8oYhrXYgZAa1F9ljKcOIZaTMWkMWLjNLCE20V91m/PVaNvxiyAZcCXiAacDbhmFETo6OPe8CFYZhTDQMIxm4Dnixn+eckphpf+BfYIJfqB06dCiq+i+zFmjz5s3cdNNNYR9npgQNNFLW3d3dSyD6fD6qqqooLS3loYceYvXq1dx44419nteSm0uuJf2pUS+QJyvFmiuvJAfYtmpVv+/vjlBXYjL1l7+kRqcxHbA05DY5smYN0zo7aVyyhPYJEyjr6goUdI95/312ZmcH+o24P/MZTthszL37bqotC1qAUW437txcOoJSrop1XVssMEWZd4hueyZWUTZr1iymT5/eq98J+PuX2Ww2Vqzw+/0MJVIWDeXl5XR2dg46artv377Al4G5kbFDL4yqqqrIzc3loosu6vWlFC3Hjx9ny5YtfOxjHxvU2KxEEykz66DCiTKA42PGMLWriyzdgDZaupqaOMdSi9Y5AAvn0focr73qKpb+z/+w4Ac/CGuC0NnQQCZgflIP6I2hekvzdCvOgwc5ZreToYVUn/fWqZzhIrrgP/+s7p6FltcyWzKEcxo1efzxx6M2tokXUw8cYP3EiZz9f/9vzF87NTWV1NTUXpGyysrKIe2at9vtOKKsS56ka8+qX3gh4uNqdRQ4fRhFWYG+jrgHUZ/aoPtUtn/964FjhTrVsz8Kr70WgFZt9nIqceDAAV577bU+PbNOJ5K0+U6Tzcb0EW7hHrzRsmHDBkaNGsV1113HbZaSj6FiteaPxtFR+IhoRdkU4DKl1OeUUt9RSn0Ov+thuVLqOuAa4DvxGmQolFJu4FbgVWC3/5AaeofgEYh1R968vXDhQnw+X1SNduvq6khJSQlY6YcjLy+P5OTkqKIgVm6++WZKS0upra2lvr6eEydO4HK5KC0tJTk5meXLl4fcdXXl5VHgcgV+9h08SAcwZs4clr3wAoedTlK1MUgkDli+0NeG+dIeu2ABRVq8XfD446xZsYLN99zDUf36h3WNW8mXvoS9ooJU4Ph773HwlVf8Ys3iorT44YfpfvNNeoD6FSsCDXS7mprIAnwFBVToC9w7hYUcfOmlmLow5eXl4fV6aW1tjcnrVVVVkZaWFjDluP7661m/fn2vBe7mzZuZOnVqoIZqKJGyaDBNQDYPIvLT0NBAY2NjIFJm7gCav4/pZDhp0iROnjw54J5oW7WIOT8Gf9OSkhL279/Pt771rbAiO5oeP14tljNhQO5wux57jGxgq2ndP4Di9PJPfpIuYJ4lans8TOSpSUe8Ny5bxobSUjp//WtcgDuMi2lOXR3Hw7QTgI8EarAos/amA/910sQ8d7/5zW8yd+5cHA5Hv6Lsy1/+Mv/+7/8e0VAknjQdOkSh14s7BlHZcARH3isrK4e0a97ldOLUqcLRPBbA1Y9JTYcWQmnD6OKWUVhIC2AbRAPyNn2eZU+fzpqLLmLdtGlUXHNNVM8de/751NjtpGzYMOD3jTVmxkG0ab/3338/4G8Rcrqy4IEHWH/TTaQ2NGCPgVFGIqmuruaiiy7iv//7v4eUih+Mtdb6dI2QxotoRdki/M2irWzmo+bRr+JPH0woSqmXlVJTlFLlSql7E/3+icIqyrJ0etGll17KkiVLuP/++2nrp9jeXIT2V2xps9mYOnUq27cPrNOBachQVFREQUEBB/QCrL8vdl9RETkQqCtJramhOiUlUENyuKKCabW1/TZqbtQF++/dfz9LIizi7U4n63TUcdm//sX8732P5ssuo+nQISb/6U8cSkpi0mWXkaXFa81rr3FUR9WmBFnMlpx/PpsWL2Z2aytHdfSySffnsY8ezdj582ncv5/pW7eGNCoYCqYbY6xSGKuqqigpKQmcH+YX6EMPPRR4zN69e5k+fXpAvPUXwfL5fEOKlM2fP5+0tDT+GSa9LRJm3y9TlKWmppKXl8f3vvc9Nm3axIkTJxg9enTg/mCnx507d0Zs1P2hrimxRrAHi5nm8eCDD4Y1bzHrByN9ni54/HHW6NSZytWro37/Vh2BKHz9ddZ+8pPMf/TRqJ+bnJnJ0ZQU4CNRdzzMJkqz/pukLlzI4iNHmHnTTezLyCA/RO2Rz+tlbHs7rRFqqDIyMkhNTQ0ryj73uc9xzTXX9BJl5eXldHd38+Mf/5ikpCQmTpwYsbVEe3t74HasWoUMlKP6b5kRx0iDaYAC/tTOmpqaoYuyKHtQZujFvT3C5w3Ape/PHOZd9/qkJJZu2cLh11/v/8EWuvR5mT9rFstef50lu3ZFbahjs9upLCmhJAZlBUPl4YcfZvr06XxKp+X3R2VlJdOmTWNplKmapyJJ6elc8MQTpJ6iDoOhXJCHivndKqmLAydaUbYFuNcwjFQA/f/dgLm9NRGIXZGL0IvJkydz66239rJBt9lsfOc736Gmpoarr7464vMj9TgKZsGCBQOqs/B4PH2OmY4+/TnTOfXOf52ueRvV2EiD5cKWvHIl2cDuJ5+M+DrdWgSOv+KKfr/oFn/wAR8+80zg55KODnb++MeM9Xppeegh7E4nUz73ObqBtuefx7FtG3V2O+NC1ISd98orbCgtZWZ7O8fefZdunQJk1wvUUeXlcXEJi1aU/f73v2dBFOls1dXVgXpC8C9eb7rpJn71q19RWVmJ2+3mwIEDTNFmJePGjes3UtbW1obb7R50pCw1NZVrr72Wp59+esAtGkxRZv1CME0+li9fHhBlZnP21y0LLI/Hw8yZMwO1c6GorKwkPT29VzrcYLGmdgRHeazHR48eHbJJtZVx/+f/AHBsAGlOviNH6ASK5s5l6fPPD/p8bdJF/B1hRE67jvalWdIjTyxaxIy2Nuq2bev12IMvv0yBzwcRUtVsNhujR4/uI8oqKysDvXr+53/+p89GlLWetqKiImKkrKqqitHAKqAhTJplvGkyRXOM+5NZGTNmTMDF0owmD0WUuZKTSbZkQITD63ZToKPDqf2YWLj1+HImTRr0uGLBYR0dP3TnnQN6nu/oUdxA/iA3clzl5YzzeOiMYS2xSVdXF64o/l4Aa7SD6osvvshbEUyzTCorK+Oy6BdiRyzS8INxOBy89957bBgB0d1TjWhF2eeBC4EWwzCOAy3AEn0cIA+IrvmMMGDsdju//OUv+4ivFStWcMcdd/Daa68FzABCUV9fH7UomzZtGidPnow6CrMlRPrRX//6V1JTU/utS8jVjRdr33gDn9fLuK4uuiy9caZ97Wt4gAaLiAqF78gRuiCqxszO1FSmfuYzdNbXs3HcOHJ9Ps559FGagZm6P1lGYSE78vKYuHUr0w8e5LClT5iVlOxs0r7xDcAfITBFmWMAZgmDIVpRdtNNN7F58+Z+H1dbW9vH/vq73/1uwPCjsrKSnp6egCibMGECB3VUMBxmjUpemLmLhptvvpmWlhaee+65AT3PFDfW8+/Pus9ce3s7tbW1jB49mtGjRzN37tyA8Qd8dD5HcrdsaGiIKvIcDVdccQXf+Y4/8ztcNCbYRTAcky6/HICzf/ObfqPLJsl1ddQmJUW9ax9M06pVNNhsVHz72wC4w9THden0syzLorro5puxA/t++9tejz36xBMAlPdTQxVKlB06dIji4uKwZkZWJk2aFFYIg27rAdwHuIdpceHdsoVuoOSCC+L2HtZImbmhMZSasp6UFFJCpLe998ADvJefT5c2FTmxYwdJ+r7MfrI9fCdP4oVAXe9wseyNN9iVnk7OAB0YHXV11DkcUbkthiJ51izswNEYtkIxOeecc7g4SoOKffv2sXz5ctLT03lKG3OFw+PxcOTIkZgaSAhDx6wLX758Offddx8XxOnaMnfu3KjXncJHRNunrFIptRiYjN/wY7JSarFS6pC+f7NS6h9xHKcQhuXLlwMf1bmEYiCRMjO6YH4598fPfvYzUlJSehXyrl27lkWLFgX6A4XDbOq86P77aXE4yPIPIHB/TlkZuzMyyLe4R4YiubaWWqdzQAvLtLw83FdcAUA68MHy5b2+MLs/+1nK3G7yfD7aI9TyjNbpUW3bt+PSiw3nCBFlJv39LY8fP95HlE2YMIGKigo2bdoUiCZMnToV8KfT7tmzB3eE2iVTlA02UgawZMkSiouLB5zC2NzcHDAwMLn66qt54okn8Pl8AVEGsGzZMjZt2hT4XayRk3A1Xg0NDUMSm1acTif33nsvhYWFQxZlztRUvPjryjZFWbSd2dREYz8RuEgsuOsu8rxexi1aRBtgC5OG5tbHcyyW0RMvvxwP0KMNWEzSNm2iMimJ4gjRSvDXlYWKlEUrKAoLC2lubg4bJTh69ChmwphrGPpEndi5k9lbtrBlzJhBL+ajobS0lOrqapqbm9m0aRN2u505c+YM+vV60tJIC7o29HR0MG/VKuY1NLBP96A8pqMuVQ4HhZ2dEVsr2BobabbZ4joP0XJi0iQmNzX5e2NGSVpjIw1DqK3J05+F+hhvDuzfv589e/awfv161vcTDfZ6vRw4cICzzz6ba6+9lieffDLiZvCxY8fo6ekRUTbCeOGFFzh8+DCrV69mVRRGakJiGdD2qFLqCPAOUGUYht0wjMFtrwoxw6xrCVUbUV9fz6FDhwYkyswL6NEoHKaOHDnC008/zW233cYbb7wRKOqFj1wiI5FZVMRaXeycA+xKT2fuz3/e6zEnzzqLyW1tEb8AMwa5sDzr61/HC2wYP55lQXU4ix9+mHe++13eKiujPIL7WtH8+fQAnn376NGNiJOHIESiYaCiLFJUq6Ojg9bW1kD/EiszZsxg69atrF+/HrvdHkhHnTt3Li6Xi7eDnCetxEKU2Ww2Zs+eHbCyj5bW1layQ5hEzJ49O3Db/DzMmTOH7u7ugBizRsjCLThiKcpMxo0bF1KUmU6mkUw+rOzTbnbeKHuW5Xd00B6j3+VkUhJJ9fUh7/PV1eEFci2CKSU729941TLnHpeLqbW1HIkiTc2MlP3Hf/wHDzzwAD6fj127dkVdx2Cmn4b7Ox89epQuoBECjekTyZ6f/pRRPh9ZP/pRXN/nyiuvxO128/zzz7NhwwZmz54dqF0eDN70dDIsae1Nhw6xQWdFADS8+ioHX3mFnG99C4D9CxdS4PNxKMLmi7OlhZZ+NvkShWPRIrKAIwNop5HT1kZbBOOa/ijV6cHdQam+Q2WHZUPk1ltvjfjY6upqurq6qKio4Etf+hLd3d29vgOqqqr4yle+EjAmMv8X972Rhdm7UxiZRNunbJxhGM8bhlEPuIEeyz9hGBk7dixOpzNwAbRy7rnnMmnSpEC6VTTk5+cDfkEXic2bN/Pkk0/i8/m45ZZbyMzM5Lrrrus1rmi48NlnqbfZaLLZmNbaSlaQ+5tzzhzSIGJhdX57O22DWFgWTJtGa2Ul54VJYVp4992cX1lJaYR6DmdqKjVOJ8lVVQFRlhRDF6NQmEInkiiz9veKZLlu1pIER8oALr/8cvbv38/999/PRRddFHjflStXkpyczAsRbKxjIcrAb2e/a9euAbnftbS0hFxUWjcKzEiZWe+wTS92rKIsXOQqkaKstbWV7u7uqOvXphoGe1NTSenn8wt+ATTG48Ed5We1P5rT0kjXn4Fg7PX1NIaIdNTl5JBrEUVH164l1+fD1k+UDPyiqrKykp/+9KesWrUKu91OfX19L3OPSISz1Qd/nc327dspKiqiPjmZFJ3el0g827fTBUyNs3PdwoULmTRpEn/605/YuHFjxHrKaPCOGkW+z8ealSt594c/JHfSJJZu3866qVOptdtxbNlCzzXXMLGnh13p6ZQ/8AAuoEr3gQxFSlsbrdpUZrhJ09HetgH0KytwuegeQipXRmEhVQ4HSVFmsESLuRm1atUqtm7dyh/+8AcAenp6uO666/jc5z4XeOymTX6vt4qKCubNm4fNZuvVA/Wee+7hscce47777gPgfW3AFQtDJEE4U4g20vVbwAVcDLQBc/H3BLslTuMSosThcFBaWtpHlPl8vl5pa6bY6o9oRNkHH3zAggULuOuuuzjnnHOYpHe1rU57oRb5obA7nXi3bSO5ri5k+qFZd3YyTFSmu6WFsR4P7uLiqN4vmJyyskHX05iczM4mu74et7aoT46zC1NKSgqjRo2KKLasznGRTDlMURYqUnbTTTdxre6R8y29qw3+BpQLFy6MmO4SK1G2dOlSXC4Xl112Gb/4xS/6ffydd97J3/72t5CRsvT09MBtU+ScddZZJCUlBdJ/R5ooMwXDQHLzmzMzyYrC5r9m40acgD1G6UUd2dnkhKllS62v52SIRXX7uHGUdHQEUtfq3nwTgNwohMG4MPb9H//4x6MabyRR9qlPfYrnnnuOpUuXcrykhCm1tVH1Q4wlGYcPczg1Ne4pezabjeuuu47XX3+dtra2flun9Pt6+rO17KWXcOmWLTsyMjj71VepHD2a0iNHKO/q4p3CQvLfeovSJUvYnpdH8YEDYVMY0zs76bR8foeTNH3edUbZOubEjh2M8vnwDTFiVF1QwJh+XCoHyt69eyksLOT2228nKyuLxx57jGeeeYbk5GSeffZZ/vSnPwXclX/2s58xceJEFi9eTHp6OmPHju11vXxDRw5Noffiiy9SXl4u6YuCMACiXY0uBm5USm0BfEqprcBNwO1xG5kQNWVlZX1EWZOubzKJVpSlpaWRnp4eMVf8Tb1wgt67YNaFcLSiDGD0zJmkh1l0jtGLs84Q1tkAR994AweQZElNSzTthYWM6ejAo6MEqTFesIdi1qxZEesIraI6kngzrd9D/b1sNhtPPfUU77//fp+F7gUXXMCmTZv4+9//HrL2yoziDVWULV++nLPOOos33niDb3zjG70igMH8+te/5r777qOjo6Pf9KtF2k0zOTmZadOm9RJlZv+xUCYQPp8vbqKstra2T52e+Tk0BUQ0dOXlkR+FgKjSLo35URb594crP5+8MP2LcltaaAq1WVFRQTZwUrcl6NAtLUqiGFOxZSOmvr6edevW8aMf/SjqmjJzTuuComC7d+/mpZdeAuAHP/gB9pUrGeXzsW+AhjNDZWxDAydDbJbEg2XLlgVum83WB4vd8j0w48gRPsjNZWZbGzllZXROn06Z240T6Ln2Wsbo2rXWGTMod7lYHyaqkuFy4RpC7WMsydAOoq4IAsnn9bLuhhvYtGoVe/TG1ugo+5KFo3P8eEq6uwfUh9Dn9Uas1bvhb3/jrowM8vPz+cIXvsDOnTsD0bKrrroK8LeXWL16NRs2bOCGG24I1Opa1x2NjY0BMbZ3717+/ve/89prr3HDDTcM6ncVhDOVaEWZB3/aIkCTYRijgXZgcOEJIaaUlZUFrIx7enq48847+/QaC7erHIr8/Px+I2Um5ZbCfWuD6GjTF/ujYNo02gC07X0wdTqtsSCOltH94S0rY7TPh0f3kUmJc00ZwLx58/jggw/oDtMPyJraGE36YqhIGfhF+jkhrMlNO/krr7ySp59+us/9jY2NOByOIdWmgD8q+Mtf/jLwc6g0XfjovDcJFSkDePvtt/n1r3/dSyyeffbZbN26le3bt7N3714uuOACsrKyAv3IrLS3t9PT0xMXUWaakFgZTKTMU1TEaK+3XwfG7g0bcAPl/bTUiBbf6NHk4I9eBzOmq4uuEMIyfdYsAI5rA4OUbds44nQyynJdCUeJpZFwXl4eF154Ya+Ibn+Y0dLgSNk//uH3rDp+/DhnnXUWE//t3wCoBBfyvAAAIABJREFUe/75Pq/hamtj3YwZVCYnszeGoq358GFKPB56tLlOvLGmfM4e4gaXz7IhkOvz9eo3l2HpV1Vgub3wr3+lzm5ncpjrfLbHgzvOBkrRkqNFvydEhNVk8913s+Spp1j0wANcaBolDTEN1VZWRipQv2dP1M/ZmZ2NzeHo03YCAK+XhfX1TMrMBPyfp+bmZt566y2uv/56/va3v/Hyyy8D8MgjjwC924xMnjyZ7du34/F4eOeddwD/Zt2xY8f40Y9+REVFBXfccccgf1tBODOJVpRtAswOuK8CzwJ/xd9AWhhmysrKqKmpoba2lu9///vcd999XBbUsNi6gOmP/kSZtTg4XBPJgUTKImGz2zmUmUlOZWXIHb+e9evpBCZpJ8XhIFkbYDj1Ij4tyqjkUFiyZAldXV2BnnBWXn755UCqX3l5eVSRsoH23Fq8eHHgtrmItdLY2MioUaNiYhu/fPnygG29ufkQzK5du3pFh8OJwXPPPZf/o/t5mcyePZuamprAYnTlypVMnz6dzSEakZtiNx6iDPqmTEaKZIbDXlqKHTjRTxP4jH37OJiaGrOmpzb9Oq1BaV3NR46QA/gsPcpM8rUYaNEbPeOPH6cqyg2koUZ0Ro0ahcPh6CPK9u/fT0FBQWCjYuyCBVQ7HCSF+KxtuPZaluzaxYSeHmoeeGBI4zHxeb1s0666uZdeGpPX7I+cnBxWrVrF7bff3ivNdzCc89Of8r5l08OrW2kATNBRI+h9zU4vKGDXypWM9XqpD9oM8Xm9ZPt8+OJcqxst2aWleAFfiO9Ir9vNmgsuwKY3kt4uLubD1FTWzJ+PcwjuiwCpeh5PRNlHtKupiZk6jX3Xv/97n/tb9uwhFbDrRr/mGqG1tTVgk37ppZcyb948/q6j6qWWz/AVV1zBiRMn2LBhA5s2bcJms3HVVVfh8/l46623WLJkCSkjpA5QEE4VohVlnwPW6tvfAP4X2AHEtwJZiIo5c+bg9XopKiriAb0wsNYUQe9Un/4oKCgIK8oOHjzI+++/z/e+9z3a29vDNoaMRWNdk4bJk5nT3IzN4WD9l74UOO51uynfto1deXkkDWO9Qb6ueyvSC+q0BKQvLlmyBJvNxtq1a/vcd/nllwdSUC655BKOHTsWssk3+CNl+fn5JCUlhbw/HLm5ufzud79j7NixIZ0/TVEWK8wFQ7j6OLO/mCmswkXKQmE9h++55x4uuOACLrvsMjZu3BgQRSaJFmXmzwMRZWl6kdXQjygbX19P3QAi6P3h0JsR7UG/Q51eRCbrcVkZt3gxXqDnww+p27aNYo8HV4Sm0VZGjRrF1VdfzX/+538Oarx2u538/Pw+6YsHDhzolQEAcHjcOMpC1Pylbt9OjcPBjowMRoVpnD1QNt99NxfqeuCpCUz/uu+++/jJT34y5NfJGjeOuQ0NfKhFyORvfjNw3+iZM1kzfz5v3nBDn2t2ij4/6oPO27bjx3EAjBBRZnc6abLZsDU1cWTNml6bhUfXrmXZW28xv76e3WlpnFdVxdTOTpaFEPQDxdzAaIiiaTPAEYs5VlaItjI1ugwhQ18zJ1kcTy/Sbo8A48ePD6SoWzNuli9fjs1mY/Xq1bzzzjtMmzYt4NALRO2CKgjCR0Qryj6ulGoAUEp1KqXuUUrdAcSvo6UQNZEK25VSfPaznyUtLS3q18vPzw9bU/bQQw/hcDi48cYbQ+6omovVgS7yIzHu+98P3C7WYgOgcvVqSjweOnS/s+GibMUKPMDk7m66ICG9dPLy8pg8eXLEujLwixSPxxM2WhaqR1m03HjjjVx77bXs27evT62XtRdYLDA3FcKJsoMHD2Kz2QJpWANJm1y4cCEOh4Ps7Gxuv91fJnvNNdfg8/n6RAHNzYpEibJjx46Rn58/oB3nDL24ao/QGLlu2zbGeL14YliLmaRFWcexY72ON+nUqawQbTJSc3M57nDgPHyYY3qDIUvX+0XDX//6V75vuT4MlFAbUDU1Nb0iAgA9CxZQ7PFQox3oTMacPMnhoiKaR48mN8qG3f3RrqMSB196KSEbPPEi9+23OfLGG30aXy97910utFzHTTJ1JKglKD2vTX/m7SNoLlodDsbu28f4j30s0NYF4KRFfDXGuHHuxEsvpQ3wRNnuol6Lt30pKYwJckV9a+JEzrrF79NWqDcVrWnqUy1ps9YsmxyLMB41ahRLly7l7rvv5qWXXuLss8/uZeoRKu1dEITIRCvKfhfm+GOxGogweDIzM7nyyit7Hfv2t7/N448/zqc//emAe1K0REpf3Lt3L3PmzAnrqLRjx46AFW6sqLj6arbpRXaKZVeyRluyjx1iAfVQSc3NpcrpBKAzBul60WI2fbVirTH71a9+FdjxPxCmVqO2tjZsPVk0jBs3LmDbbuXo0aN9FrZDITs7m8zMzLDisrKykpKSkkCEdiApWDk5ORw8eJA9e/YEithnzJhBZmZmn9rMeEXKCgsLsdvtIUXZQOpBAbL139wVyXVTu5mmx3DhlKLnviuoLq5b/81yLGlsVuoyM8k6eZI2bfYxKkz0PR6EutbV1dX1ifSP1qYHR66+mi25ubja2uhuaWF8Tw/dEyfSk5dH/gAMGCKRWlPD/pQUJgWloJ9qjJkzh/EWA5H+GKVFe2fQtapNnz/OBKSFR0tbSgpTdO3c6NdeCxxvt1wvXDE+jx3JyRzIziYvwmaLldKHHwag+uyzGefx0KXTu7f95jecb3FNHK9Fc0pKCs899xxbtmzplXZuzbLJ1PVnJg8++GDg9tSpU3tFxz72sY9F+ZsJgmDijHSnYRhmPNtuGMZEwLrinAQk1iNYCMszzzxDZ2dnwGXR2sh5oOTn59PY2Ijb7cbp7H2KHDx4kHnz5oV97tixY2Nm8mFl2vHjrJ81i8UHD/prVMaPx71zJx6gLEoL7HhSn5VFWWMjXQkUZcXFxX3SF810uyeeeIKbbropYFl84MCBXikpJtXV1YH6gcFgRqRaW1sDgsbn83H06FE++clPDvp1Q1FSUhI2UnbgwAEmTJgQGEOwi2F/BDfTtNlsTJkypY/ZR7xEmcPhoKioKGT64kA/T3l6l9sTwR2uXS98s2KYYpSmI67dQemAHh11zw5jCd5aWEjFgQM06ibnY+bPj9mY+iMvL69Xc3W32019fX0fUVbxqU/R+fnPc66OAr71rW9R+PGPUwEkz5mDa/9+MoH2ujoyhpi6ndfYSH1uLn2TPU9vCnSNoOfo0V7HO/V5nBLDlPih0pmaCrpEwG7ZKLS9+y5NNhvH//xnlnz60zF/38aKCs597z26W1pIiZCiffDll5nk8dAMJM2fj/2dd6hau5bJV11Fg24wb5JiEVrXWmr+TKzXutSgurj58+ezcuVK/vGPf7B48WKSk5NZuHAhU6ZMiWm2jCCcKfQXKdsP7APSgQP6Z/PfH4EfxHNwQvSkpaWRl5fHt7/9bf7yl78M6bXKy8vx+Xxcf/31vWqRzMV22RD7rQyGpPR0Um64ATtQ+eKL/mNHj1LjdA5rPZlJu05V6XI4EvaepaWl1NTU0GOxITfrY8zUQXNBH1w3AwTSGofy9zRFWYvFca+6upru7u6orcmjpbi4OKQo8/l87Ny5kxkzZgTS/Fwu15DfL5GiDPxRx2B3ycFEytILCmgHiNDWwqUXvrkxdPdL0xFXd1DkyVdfjxe/QUIoPOPHU+T14ty3j3qbbciiZiAER8rMtO1gUZaUnk6lJQW88Pe/p/bVV/2vceGFOHU04ViUqWXh8Hm9jOvqoisOG1sjndTcXBpsNuxBmwmmyB9JoqzbImQy9fX3xM6dzNq/n93FxZx1/fXYnRH3vAdF2ooVpAK7df+3cFTp7JiWtWsZpVO66/W56aiu5qTePFyrWxJEwlobHMq46ZFHHuH3v/89y7U5zaZNm3jqqaf6/2UEQehDRFGmlLIrpRzAm/q29d84pZSkL44w7r///rCOiNEyR1+on3vuuV41S42NjbhcrgEvEmNF8SWXANCkmxbnnDzJiRFik+zRiyj3EBtRD4QZM2bgdrvZY6nBMJ3kTFGWkpJCVlZWyBpB0wAkOEo0EKyRMhPTdCOcCcxgKS4u7pO+6PP5As6Ls2bNIlnX84VrFTAQpk6dyuHDh+ns7Awca2hoIC0tbUA1mtFy/vnn8+abbwZcJL1eL8ePHx9U5LnJ4cAZ1KvQildHfPLD9IUaDJlamHgs7RgAbE1NtNhsYReppntp+eHDHE/wBospysyaSHPzIpRRUas+198pLKSiu5uJTzyBFxi/fHmgyf3kq65ijcXqfaCc3LWLTIAoWgKcjtQnJ5McdP706GtX+ggSqj2W86PI7cbjcrHzq18ly+ej8De/idv7nvWVr+AGmvppv+Dbvdvfs2jxYop1Cmmnru3MPHmSmsxMOk6c4MIoDEhy+3FnHT9+PF/84hdj4rQrCGc6Ua0glVKD/5YRTjlmz54dsA23irJjeiEXK7v7gTJ2wQI6AZ9OvRrb0UFbgpqr9oddC9XUMC6H8cAUz1Zb/GBRBn4zg2DbbyCQ2jiUSJnpcmgVZR988AE2m23I/Y6CKS4u5tixYwEnsLvuuoucnBzuuecekpKS+PSnP80111xDamoqN99885Dfb9q0afh8Pnbv3h04Vl9fH1NXSSvXX389LpeL53U/rPr6etxu96A+bx1OJ06LmAzGfuIE9TZbTKPMWVqU+YLEoLO1lZYIEeRsfR6P9XppTrCZw9ixY+nu7g5EyyKJstJ//IP15eWUr1tHjcNBscfDUaeTtLw8JljMhpatW0dbhNTRSFTp6FtGFBGM05GWjAwyg/rcubUoyximzcBQOC0bTknAiR07SK6spMrppDyOxlM548ezMzubBW+9xX5dUx1M5erVTN+6lcPp6didTnLKyjhhs5H2/vusv+UWzmlqorGsjPSCgqiiefG63gmC0Jewn0jDMN4EfOHuN1FKDV/XXiEu2Gw2fvnLX/LYY4/1sjs365XiUTMW1bjsdk46nTjr62k+coR8nw9vjFPkBkuyjjalJ1CUTZs2jZKSEl555RVuvPFG4KNm0NZFZUFBQchI2SFdMD6UNMNwkbLJkycPuXF0MCUlJbjdburq6igqKuLBBx+ks7OTZ555hnPPPTcgRDsjiJGBcN555wGwfv165s6dC/gX7UMxRonEwoULmTRpEs8++yxf/OIX+23sHYmupCSSusKX/CY3NtKYnEwsrROS0tP9aZNBi2pnZycdEepLxlpqGl0DaN0RC0xjgn379lFQUBBRlI1dsICx2qp+fVkZ4w4epDYvjzIgs6iILT//OS3vvceSp55i35//zDnayXMgNL/wAm5gyhe+MNhf6ZSmOzOTPMu1BMDb2AhA9hAi+rGm/MtfxvPEE+xNS2NaZycnP/iArIYGf21xnN+7+7bbyLjnHjzXXQchrnXelSsZ7fOx6xOfCBw7lpnJouPH4be/pRkovvfeqN+vv0iZIAixI1Kk7An8rov9/RNOQxwOB2PHju1VwzOYRraxpik1lfSmJo5pu9+UEDbbw0GGTjfqSGBNmWkBv02npYC/nisrK6tXn65wosy0kY9FTZlVlB04cKCXpXKsMF3AzBRGay3d0iGkjIVj/PjxlJWVsW7dusCxobpVRsJms7FixQo2btyIz+cLCITBvJ8rOZnkCHV16W1ttMYhBbPVbscRtKh29vTQE+FzkWcxG7EnuLfRWTp98/777+815/21c7CtWAFAh2VDY87Xv870VasAaLacMwMh5eBBjiQnk22xIT+TcGdmkhVs0tPcjAti1uQ8FoxdsAC7x4P9v/4LgNadOylqb6c9hm1AwrHw7rtZc955lHd14Wpr63Vfe10dk1wu3h81igstteWNFrfkptdeY3KQW3MkzO+HFfqcFwQhfoSNlCml+jYSEc4ogo0Vhjt9EaA9K4uChgZObN4MQF4CndoiMeW661j7yCNkXncdsTOC759p06bxwgsv0N3dTUpKClVVVb36yoB/gblL241bOXToEOPGjevjqDUQQomyurq6iA6dg8Xaq6ysrKyXw2K8FgxLlizh1VdfxefzYbPZqK2tZUYcNwJmzJhBc3MzNTU1Q4qUudLSyAlqIG8lp7OTqjhEpdqdTpxB7+t0u3FHSJOy2e1sy8pidmsruTo6mSjKy8uZNWsWf//733n++eepqakhOTm53+jAuT//OdtmzmR+UDuOgmnTqLPbcYT4vEVDbkMD9Tk5TOr/oacl3pwccnw+fF4vNl2fa29tpcVmoyCB9brRYLPbKdTfP93r1vmjUzFO2Q5H0tln43z7bQ6sWdMrXfLg3/7GLKDnllt6pSamX3MNbN/OmksvZdnFFw/ovZxOJx0dHVIzJggJIGp7IMMwvgh8DigGqoGnlFL/Fa+BCcNPcXFxr3qa48ePk5aW1isKk2i68/PJO36cKr3oGXfhhcM2Fisp2dks7aeRczyYN28eHo+HjRs3snTp0pCiLFL64lAdEoPdF30+HydPnoxp42gT8/eqrq7mgw8+6HXf4sWLY/5+4BdlTz31FNu2bWP27NlxjZQBzNS24Dt27AiZihot7rQ00iK0Bchzu6mMQ/1WZ1ISyUEpVU6Ph45+ml9n/eUvvP3aa5yna1kThc1mY926dYwaNSpgBz516lTs/QgAR3Iys7/61ZD3Hc3NJT+otUG0jO3qYusZavIBQG4uSUBbXR2ZevPP0dZGu8NBbFsxx4bciRPpAUp1f7L8BEWTMqdPB6Bpxw6wiLKG1asBKNV99Uzmf//71F9/PUsHGYmOh7GRIAh9iWrryTCMO4FvA88At+n/v6WPC6cpoSJlRUVFw7pj5hszhjyfD+fevZyw2cgaQcXfw8FFF12E0+nkVW0QUFVV1adpc0FBAe3t7X1qrQ4ePBgzUWZGypqbm+np6YmLKCssLMTpdFJVVRVoUH748GH27t0bsMKPNWYD1Dlz5vDcc8/hcrniGik2o3A7d+6ktrYWp9M5qEJ7b0YGGZb+SVba6+rIAnxxsBjvSk0lJcj5MsnjwdOPocDEFSs4z9KINpHk5uZyu6X+azAi2ErrhAlM7OjAM8C2DE2HDpHr8+GzpJqdadj1RkGrpVdZckcH7dpVdaRhs9upt9spd7lwA+VBkdN4kaPTbjstPfZ8Xi9Zr79OlcPB2AUL+owzf+rUQPRREISRSbSf0JuBTyilHlNKvaqt8C8Bvhy/oQnDTXFxMS0tLbS1teHz+Vi3bh3lw7yL69ApVyVHj3I8I2NYxzISyMnJ4dxzz2XNmjX09PRw7NixkJEyoJcDY3d3N9XV1UP+ezocDtLT0wOiLJT7Y6yw2+2BOscPPviAiRMnMn78+IBZQzwoLy9n0aJFgL8hNwwunTBaCgoKGDNmTCBSVlhY2G/UJhS+zEyydBpYMPU6yuyIw4ZGT1oa6ZZaP9CibIQuqk1+8pOf8M9//hMYetTVOXcuaUDlv/41oOcd27ABgFTdIuBMJEkL4tYjRwLHUrq66IrTpkssaNbndlVSEmkJcg8tmDULALdFvG5/9FHmNjay/7zzRHwJwilKtJ/cDCDYU7sekJj2aYy1huehhx6iqqpq2JwXTVJ1ZGdCTw/NI6iZ6HAyfvx4amtrOXbsGD6fr48oM38+YlnoVFZW4vP5mDRp6NUrWVlZfUTZUKMN4SgpKaG6uprdu3fHtbbLysaNGzn//PP5l15kx1OUgT9atnPnTurq6gY/j1lZOIDOoJ5PAM179wKQGocm8D0ZGWQEpU0me714I7gvjhQ+8YlP8Nprr3HvAJzpQlGo+ykef+mlAT2vSff3GxWHesxThWR9vnfq+mWANJcL1xDqXuNNm24r0ZzAFL/MoiLaALQxDUCDPt9m99NYWhCEkUu0ouyfwJ8Nw5hqGEaaYRhnAX8AXo3f0IThxirK/vjHPwJw2223DeeQyLRERTwJKqoe6eTl5dHY2MgGvdM+S++imlhtv00O6F5vsYh8hhJl8YiUgf+cPHr0KAcPHkxo1Hby5MmB2/E2upk5cyY7d+7k8OHDgc/gQLFro4r2EP2yOvXuekYc0uS8mZlkBkXnkr1efCM8Ugb++rKLL74YxxAdVCddfjkA8x99lOM6zTYaunUEsyjBZicjiTQdve3W9ZQAGW43PSM4K6JL11h3xLgFSH+0OBw4LO0nkrdv54jT2cvNVBCEU4toRdmtQCuwFWgDtgDtwP+N07iEEYBVlNXW1nLzzTczf5jdDkdZUntyB+gidboyatQompqaePLJJykoKGBBUD3BhAkTSEtLY+3atYFjB3UtQiwiZdnZ2QkVZXv37qW9vT2hosz6XvFMlwR/pKy9vZ0dO3YwXRf0DxSHKcosEQcTl17wZsTDdj0nhwygp6MjcCjF58M3gtPPYo0zNZUTNhspwL7rrov6efbDh2mw2cgZQf24Ek2G/s5xWURZpseDN8GCZyC4dc1nT4It+9uSkkhqb2fXH/7A1pwcFh89SvUwOiMLgjB0IooywzDsAEqpFqXUDUA6MBZIV0rdoJRqSsAYhWHCFGU33HADtbW1jB8Bi4UCyyK1/FOfGsaRjBzy8vLw+Xy8+uqrXHjhhX12+p1OJ4Zh8OKLL+Lz+fvBHzhwgPT09Jik4iU6UmYyZ86cuLxHKMw6o5ycHJLjHPUxHRiDbw8Ep14odlrSm0w8+m+UHYdImU0vTFstBkGpcEaJMoDGv/yFw04nZ+3fH7KuL5julhYmfvghR4bR2XYkkKW/Yzz19QC4u7rIBnw5OcM4qsj4tImNN0H1ZCadycmkdHZS98gjnK0jZh6dOisIwqlJf5GyasMwfmwYxiwApZRXKVWnlOr/W0Y45ckIShmZMAJcwZypqexOS2PjuHEBy+QzHas73x133BHyMeeccw6NjY0B0WTa4cfCSTMjI4N23ZuqpaWFpKSkuFkoW+vlzjnnnLi8RyiWLFnCzTffzOuvvx7397JGxwZbN5eszV26Q7RC8Ok6s+zS2HfUc+iFaZsWZR6Xi2SAEVwTFA+mXHsthw2D0T4fR9as6ffxm77yFUrdbto/+9n4D24EY56T5jnauH8/ALYENGUeLLauLgCSBrmBMli60tJI7+oie/9+eoANt93G4t/8JqFjEAQhtvQnym4BJgLvGIbxvmEYXzcMY+ReHYWY88orrwRux6Mh8GCY2tLCuZad+DOdPMsObbiUvrO0hfKePXsAv+lHWYyMHjIzM2lrawOgs7OTdF34Hg+skbLMzMy4vU8wSUlJPP744wn5DOTm5gZ+t2mDdOJL0aLMFUKU2ZqaaMbfayvWJOn37Th2DK/bzYZbbvHfcYaJMoBRS5cCUPfmm/0+1rFxI8ftds5/5JF4D2tE40xNpRWwNTcD0KxrX5Pi0Og8Vkx/+mnWLFrEgh//OKHv25ORwdSuLuY2NrJhzhwW/+IXvRpGC4Jw6hHxE6yUegF4wTCMXOAz+JtH/8gwjH/hN/p4USnVE+k1hFObSy65hFdeeYVHHnmEqVOnDvdwAOSLJwhrpCwvTAqNubjfvXs3S5Ys4fDhwwGr96FiFWUdHR1xbTS6YMECli1bxkUXXRS39xgJbNiwga6urkEL3FQdWegJ4b7oaG2lxekkHglhyfp9u2prefu227jwv/4LAPsIjnTEi9G6/rbzww/7fWzB8eMcKShAYv+9DSzaKisBSItH/WOMGD1zJss2bkz4+3osdXajv/GNhL+/IAixJ6rVra4d+y3wW8MwJuIXZz/TxwriNzxhJHDJJZdwieSqj1isQixcT6uSkhLS09PZs2cPbW1tNDQ0xCxSlpGRkbBIWVpaGm+88UbcXn+kEOygOVDStAjy6Fo/KyltbbTFyaI+VdcodtfVkf/kk4HjGWdg763C2bNxAV4tLMLhdbsp7eriWIJaPIx02rWBBUCnbuOREYf2Dac6Zp3dO4WFLPz854d5NIIgxIIBhRwMw0gBFgCLgDHAhqEOwDCMB4ErABdwAPiiaSBiGMYq4CbAA9ymlHpVH78E+AXgAJ5QSj0w1HEIwqlKuOiYFbvdTnl5OYcOHQr0K4uVcUtmZmagpizekTIhOtK1KPOFEGWpnZ10ximdMF33Mex65RUWdXYGjmfr9NkzCbvTyUmHA0eIFFIrx959l2LAfgbOUSg6UlJI0eeOSwvaPBGsfbDp674rgWncgiDEl6gs8Q3DuMAwjMeAWuAeYCMwRSn1sRiMYTUwUyk1G9gLrNLvOR24DpgBXAL82jAMh2EYDuAR4FJgOnC9fqwgnJFY0xcjUVZWRmVlZVxEWU9PDy6XK+6RMiE6IomydJeL7jj9jTJ17U+Rrl3c9J3vsL68nImXXhqX9xvptCUlkaSjyOGo1TVn2cPcbmSk0J2WRlp3NwC+o0fpAvJHSOr8SMKmN1ZOhcbsgiBER8RImWEYP8CfqpgH/AW4XCn1ViwHoJT6l+XHjYDpc34V8IxSqhs4ZBjGfmChvm+/UuqgHuMz+rG7YjkuQThVSElJ4ayzzuLWW2+N+LgJEybw5ptvBsw+YtXnyzSlaG1tlUjZCCEpPZ1uAB3BtJLldlMdp75POTrNbGpXF+3Agv/8T+z33huX9zoVMG3LI9H69tsAFC1ZkoghjXh6MjLI1C6xybW11DqdlIVJyz6T8ZnC9RRozC4IQnT0l754LnAn8DelVFcCxnMj8Ky+XYxfpJlU6WMAR4OOh3QsMAzjy8CXAZRSMR2oIIwkdu/e3e9jJkyYQHNzM//v//0/SkpKGKtTzYZKtu6t1NzcTGdnZ1TplEL86bDZsAWJMp/XS67XizdO/bCcqak0AzlAZUYGM85wU56utDRytZNgOIr++U/2paQwOYF990YynowMMnRvt9yTJ6nPykIqyvri1C1hfFJvJwinDf25L8bE3cEwjNcgpLHUndrhEcMw7gTcwJ/1faEaKPkInXLpC/W+SqnHgMciPUa2hLGZAAAgAElEQVQQzhSsfeZuuummmL1ufn4+APX19XR0dPTqJSYMHx12O/au3ntp3S0tpALoJs/xoMnpJMftpmHcuLi9x6lCT0YGGRFqytrr6qjo6mLd0qVUSDQIAF9WFlk+Hx6XiwkdHbw7ZcpwD2lEct7DD7PB6eTCn/xkuIciCEKMSMg2plJqeaT7DcP4PLASuFgpZYqnKsDa3bQEqNG3wx0XBCEMFRUVgdvf//73Y/a6Bbo3VX19PZ2dnZK+OELocjhwBqXOtVZXkwrYcuJhiN8bj9QB4cnKIsvjCXv/4X/+k+lAaozaU5wW5OTgAPa++CJTAPvZZw/3iEYkdqeTxQ8/PNzDEAQhhgx7bol2UrwDWKqU6rDc9SLwtGEYDwHjgArgHfwRtAptzV+N3wzk/0vsqAXh1GPWrFn86le/ory8PKx1/mAwI2UnT56ktbWVrDjVKwkDo9vpxKnrTkw6jh8HwBHHFFOHz7+vlnnuuXF7j1MFX0YGmfjTRm0hPnOtur4zW9wFA9h1FPeYUkwBRl144fAOSBAEIUGMhHyJXwFZwGrDMLYYhvEogFJqJ6DwG3j8E/iaUsqjlHIDtwKvArv9D1U7h2fognDqYLPZ+NrXvhbznnOmKDtx4gQtLS2BGjNheHElJZHkcvU6ZoqypCgdOwdD06OP8mZFBdO+9KW4vccpQ0YGDsAVxoGxW1u+j5ouBsImTr1hMOH552kDJlx++fAOSBAEIUEMe6RMKTU5wn33An2su5RSLwMvx3NcgiBER15eHnl5eWzZsoWuri4RZSMEV0oKmUFioFvXNyXrlNN4MPPmm+Hmm+P2+qcSNu1M2nHiBCkhPhfemhq8QIGIsgBJepOnzO3mzSlTuLAoVDm6IAjC6cdIiJQJgnAKY7PZOPfcc/njH/8IIKJshOBOSSHV7e51zKVFWYruYybEF1OUbf23f6O7paXP/fbaWuptNpKkt1+AtNKPSsY9k8Pu2QqCIJx2iCgTBGHI/PCHPwzcFlE2MvCkppIaZDLRU18PQNqYMcMxpDMOh66vXLZxI5tC9BFMaWykISUl0cMa0RQtXhy4nTZ79jCORBAEIbGIKBMEYcjMmzeP5cv9Jqte3WNIGF68aWmkB/0tPI2NAGTEqEedEBmnxeXSu2tXn/sz29pozchI5JBGPPkW185iqScTBOEMQkSZIAgx4Xvf+x4AZ4uF9YjAl5FBuq93e0ZvUxMAmdJDLCEkWfrBpR471uf+UV1ddMbRdOVUxGa3s2bePPalpFBsiZoJgiCc7gy70YcgCKcHS5YswePxxNRuXxgCGRkk43f+S9a1TbS04AbS4miJL3xEkiVSlqOjlCbdLS0UeTzsFYHch2WbN4dtIyAIgnC6Ilc8QRBihgiykYNN1zN1nDjx0bG2NlptNlnsJohsi1HFuKBG3kfXrMEOJM2cmeBRnRrIOSoIwpmGXPUEQRBOQ+ymKKurCxxztLfTLovdhFF28cW8l5dHk81GDrDG0lD75FtvATBq0aJhGp0gCIIwkpBvZ0EQhNMQh06d69KOiwDOjg46nZK1nkjm1dfT+MorACzbtInqt98GoGvbNgBKLrpo2MYmCIIgjBxElAmCIJyGmM5/3Q0NgWPJXV10JicP15DOWCauWMHRtWvpAfZ/9asAOA4coM5uJ7ukZHgHJwiCIIwIRJQJgiCchiRpV79uS6QsxeWiW/piDQulS5ZwIC2N9OpqAFKbmjiZmjrMoxIEQRBGCiLKBEEQTkOSTVH2wAOBY2k9PfSkpQ3XkM54mnNyyG1pASC9o4MO+VsIgiAIGhFlgiAIpyEp+fkALDp+PHAsze3GnZ4+XEM64+kqLKSwuxuAzO5uurUZiyAIgiCIKBMEQTgNSdWiDPw9sQAyvV68Zs8yIeH4SkvJAZoPHybX7cZtaS4tCIIgnNmIKBMEQTgNySgqCtyuefttPC4XWQASnRk2UqZMAaB6zRpyAJ9FOAuCIAhnNiLKBEEQTkNGlZez9tprAWg/epQ2M40xO3sYR3VmkzVjBgAnXnwRAMf48cM5HEEQBGEEIaJMEAThNCX/kksA6Kyupk27/jm0AYiQeAoXLAAg6d13AUjXkTNBEARBEFEmCIJwmpJeXAyAq7aW9poaAJySMjdsFEyfTjcwUQvknOnTh3dAgiAIwohBRJkgCMJpSpZOj3OfOEFXbS0AyaNHD+eQzmjsTic1SUmM9XrpAsZfdNFwD0kQBEEYIYgoEwRBOE3JnTgRAF9DA911dQCkjhkznEM646nSf5MPs7NJFidMQRAEQSOiTBAE4TQlKT2dVoCmJlwnTgCQZnFlFBLPxN//nvUTJ5L62GPDPRRBEARhBOEc7gEIgiAI8aPF4cDR0oK7vh6ATF1nJgwPJeefT8nBg8M9DEEQBGGEIZEyQRCE05i2pCSS29rwNTYCkFVSMswjEgRBEAQhGBFlgiAIpzGdKSmkdnRAczMuIDU3d7iHJAiCIAhCECLKBEEQTmO60tNJ7+7G3tpKs82GzS6XfUEQBEEYaci3syAIwmmMKyeHXJcLR3s77U4pIxYEQRCEkYiIMkEQhNMY78SJjPb5yGpooCMpabiHIwiCIAhCCESUCYIgnMakzpoFwJTWVrpSUoZ5NIIgCIIghEJEmSAIwmlMweLFAKQC3enpwzsYQRAEQRBCIqJMEAThNKZk6VK8+rYrL29YxyIIgiAIQmhElAmCIJzGpObmclI7LvrGjBnm0QiCIAiCEIoRY8VlGMZ/AA8Co5VSJw3DsAG/AC4DOoAvKKXe14/9PPBd/dR7lFJ/GI4xC4IgnAp02e3g9eKQxtGCIAiCMCIZEZEywzBKgY8DRyyHLwUq9L8vA7/Rj80D7gIWAQuBuwzDGJXQAQuCIJxCtCUnAzBm5cphHokgCIIgCKEYEaIM+BnwLcBnOXYV8EellE8ptRHINQxjLLACWK2UalBKNQKrgUsSPmJBEIRThJRnn+XNG25gyrXXDvdQBEEQBEEIwbCnLxqGcSVQrZTaahiG9a5i4Kjl5yp9LNzxUK/9ZfxRNpRSMRy1IAjCqUP5ypWUS5RMEARBEEYsCRFlhmG8BhSFuOtO4DvAJ0LcZwtxzBfheB+UUo8Bj0U5zJAYhrFZKTV/KK8hRIfMdWKQeU4cMteJQ+Y6Mcg8Jw6Z68Qhc504ZK7DkxBRppRaHuq4YRizgImAGSUrAd43DGMh/ghYqeXhJUCNPr4s6PiamA9aEARBEARBEAQhAQxr+qJSajtQaP5sGEYlMF+7L74I3GoYxjP4TT2alVLHDMN4FbjPYu7xCWBVgocuCIIgCIIgCIIQE0aK0UcoXgYOAvuBx4GvAiilGoC7gXf1vx/qY/FiSOmPwoCQuU4MMs+JQ+Y6cchcJwaZ58Qhc504ZK4Th8x1GGw+X8hyLEEQBEEQBEEQBCEBjORImSAIgiAIgiAIwmmPiDJBEARBEARBEIRhZNj7lA0XhmH8HlgJ1CmlZupjZwOPAplAJfBZpVRLiOdWAq2AB3CLtWd4DMMoBf6IvyWCF3hMKfULwzDygGeBCfjn2tDNwIOf/3ngu/rHe5RSf0jEuE9FYjDXHmC7/vGIUurKRIz7VCTCXH8a+AEwDViolNoc5vmXAL8AHMATSqkHEjLwU4wYzHMlcq2Oighz/SBwBeACDgBfVEo1hXi+nNNREoO5rkTO66iIMNd3A1fpY3XAF5RSNSGeL2uQKIjBPMv6gzM7UvYkcEnQsSeAbyulZgHPA9+M8PyPKaXmyMWwX9zA7UqpacC5wNcMw5gOfBt4XSlVAbyuf+6FFhN34XffXAjcZXHdFPoy6LnWdOpzes6ZekEcAOHmegdwDbAu3BMNw3AAjwCXAtOB6/Vzhb4Mep4tyLU6OsLN9WpgplJqNrCXEG7Hck4PmEHPtQU5r6Mj3Fw/qJSarZSaA/wD+H7wE2UNMiAGPc8aWX9wBosypdQ6INi1cSoffcmvBq5N6KBOQ5RSx5RS7+vbrcBuoBj/zom54/QH4JMhnr4CWK2UatCRndX0FdKCZohzLQyAcHOtlNqtlPqwn6cvBPYrpQ4qpVzAM/j/RkIQQ5xnYQBEmOt/KaXc+mEb8fcGDUbO6QEwxLkWBkCEubZmQWUAoVzvZA0SJUOcZ0FzxqYvhmEHcCXwAvBpejevtuID/mUYhg/4rVJK7D2jwDCMCcA5wCZgjFLqGPg/zIZhFIZ4SjFw1PJzlT4m9MMg5hog1TCMzfh3vB5QSv0tIYM9xQma62gIdV4vivGwTjsGMc8g1+pBEWGub8SfCh2MnNODZBBzDXJeD4rguTYM417gBqAZ+FiIp8gaZBAMYp5B1h/AGRwpC8ON+EOu7wFZ+PO6Q3G+Umou/lSNrxmGsSRRAzxVMQwjE/gf4Buh6vTCYAtxTHZZ+mGQcw0wXqfC/H/Azw3DKI/LAE8j5LxODEM4p+VaPUDCzbVhGHfiXzD9OcTT5JweBIOca5DzesCEmmul1J1KqVL883xriKfJeT1ABjnPIOsPQERZL5RSe5RSn1BKzQP+G3+hbajH1ej/6/DXni1M3ChPPQzDSML/If2zUuqv+nCtYRhj9f1j8ReABlNF72hlCdCnQFT4iCHMtfW8Pgiswb/TJYQhzFxHg5zXA2AI8yzX6gESbq612cFK/OZXoRalck4PkCHMtZzXAySKa8jThC5XkfN6AAxhnmX9oRFRZsFM6zIMw47fbefREI/JMAwjy7wNfAJ/2qMQAsMwbMDvgN1KqYcsd70IfF7f/jz+lNFgXgU+YRjGKF1c+wl9TAjBUOZaz3GKvl0AnA/siu+IT10izHU0vAtUGIYx0TCMZOA6/H8jIYihzLNcqwdGuLnWrop3AFcqpTrCPF3O6QEwlLmW83pgRJjrCsvDrgT2hHi6rEGiZCjzLOuPj7D5fGdmJNYwjP8GlgEFQC1+h51M4Gv6IX8FVimlfIZhjMNv8XuZYRiT8O9Mgb8m72ml1L0JHfwphGEYFwBv4rc69erD38Gfa6yA8cAR4NNKqQbDMOYDtyilbtbPv1E/HuBepdR/JXL8pxJDmWvDMBYDv9XPswM/V0r9LtG/w6lChLlOAX4JjAaagC1KqRXWa4h+/mXAz/Hbh/9eriGhGco8y7V6YESY64fxz3e9PrZRKXWLnNODZyhzLef1wIgw1zfhN3fzAofxfxdWyxpkcAxlnmX98RFnrCgTBEEQBEEQBEEYCUj6oiAIgiAIgiAIwjAiokwQBEEQBEEQBGEYEVEmCIIgCIIgCIIwjIgoEwRBEARBEARBGEZElAmCIAiCIAiCIAwjIsoEQRCEUxrDML5jGMYTCXy/twzDiEtzU8MwZhuGsSEery0IgiCMXMQSXxAEQRjRGIbRZvkxHegGPPrnryil/pzAsVwBfE0pdUkc3+Nl4DdKqb/H6z0EQRCEkYVzuAcgCIIgCJFQSmWatw3DqARuVkq9NkzDuQV4Ks7v8WfgK4CIMkEQhDMEEWWCIAjCKY1hGD8AJiul/s0wjAnAIeBG4IdAJrAKeA/4HTAe+JNS6lbL828EvgkUAe8AX1ZKHQ7xPsnARfgFk3lsIfBrYArQCfxZKfXv+r5zgYeA6cBh4OtKqTX6vjzgp8AKIA1Yq5T6pH7ZNcAThmGkKKW6hzY7gvD/s3ff4VFV6QPHvyeEJLQkhN57E1GKIogisCoqig2vio0VQXRxLT/FirusWFBsKLa1LBaQK1hAYVlAQOkioPTQEjqEAGmkz/n9cQt3JpMQSMIEeD/PM09m7ty5c2YyM/e+97znPUKI04GMKRNCCHEmughoBdwKvAU8C1wOtAcMwzAuw7pyA/AMcBNQC/gVmFTINlsBPtM0d3mWvQ28bZpmNNACMO3tNgB+AkYDccDjwFTDMGrZj/sCKxWzPVAbeNPZoGmau4FcoM3Jv3whhBCnE+kpE0IIcSZ6wTTNLOB/hmFkAJNM0zwAYBjGr0AnYAFWr9fLpmlusO97CXjGMIwmQXrLYoG0gGW5QEvDMGqapnkQWGovvxOYYZrmDPv2bMMwVgDXGIbxP+BqoIZpmoft+xcEbDfNfj4hhBBnAQnKhBBCnIn2e65nBrntjFNrArxtGMbrnvsV0AAr5dDrMFAtYNlgrDTJjYZhbAdGmab5o73dW+zCII6KwDygEXDIE5AFUw04UsT9QgghziASlAkhhDib7QReLGYFx82AMgyjgZ1iiGmam4HbDcMIw0qBnGIYRg17u1+YpjkkcCOGYdQD4gzDiDVNs0DgZRhGfSAC2HTSr0oIIcRpRYIyIYQQZ7MPgBcMw1htmuY6wzBigCtN0/wmcEXTNHMNw5gDXAZMBDAM405glmmaSYZhOAFWPvAl8JthGH2BOVi9ZN2ALaZp7jIMYybwnmEYfwPSge6maf5iP74X8LMU+RBCiLOHFPoQQghx1jJN8ztgDPC1YRipwFqs8V6F+RC4y3P7KmCdPZfa28Btpmlmmaa5E7geq4hIElbP2RMc2+/ehTUebSNwAHjEs807sIJFIYQQZwmZPFoIIYQ4AYZhLAQeMk1zVRlsuwPwkWma3Ut720IIIcovCcqEEEIIIYQQIoQkfVEIIYQQQgghQkiCMiGEEEIIIYQIIQnKhBBCCCGEECKEJCgTQgghhBBCiBCSoEwIIYQQQgghQkiCMiGEEEIIIYQIIQnKhBBCCCGEECKEJCgTQgghhBBCiBCSoEwIIYQQQgghQkiCMiGEEEIIIYQIIQnKhBBCCCGEECKEJCgTQogQUkr9Uym1JdTtEKeWUmqQUiov1O0QQghRPkhQJoQQZUQpVUkp9YJSarNSKlMplayU+k0p9fdQt02IE6GUek4plXASj3tQKfWTff0vSqn4IOtUVEq9qpTaa39PFiqluhSxzXuUUlopNSdgeRWl1CtKqW1KqSyl1Bql1IATbbMQQoRCeKgbIIQQZ7D3gd7Aw8AfQDTQCWgcykadzZRSYYDSWueHui1niYuBhfb1S4BFQdZ5DbgL+CuwDRgBzFFKtdNa7/OuqJQ6B3gZ+CXIdj4CugH329u5BvhaKdVPaz2rFF6LEEKUGekpE0KIsnMD8JrW+nut9Xat9R9a6/9orf9V1IPsnoD1SqlspdQupdRopVS4fd/l9vLK9u0ou1dgoefxvZVSeUqp6EK2v1MpdZ/n9gS756GlZ1miUupB+3pnpdRMpdQBpVS63dt3lWfdF5VSm4I8z/tKqaWe212UUv+zt5GklPpWKdXEc39DpdRUpdRBu8dkm1LqiSLeJ6WU+rdSaqtn/ZeUUpGedf6plNqilLpVKbURyAHa2Y993H5Mjr2NRwK2n6CUei5g2cdKqfme2/PtZSOVUvuUUoeUUv9RSlUJaOcLnvfva6B6Ya/L87hwu/3b7f/xOqXU/Z77v1JK/S/I42baz+HcvkIptch+j3YrpT5TStXw3P8fpdQcpdRQ+/+eqpT6QSlVy75/EPAC0MT+nGil1D+P135bD4oIypRS1YBhwNNa62la67VYwVm2vdy7bmXABP4P2B5wXxRgAM9qrWdrrbdqrd8BfgKeKWZbhRAiZCQoE0KIsrMXuEopFVfcByil+gGfAl8AHbAOQP8G/MNeZRGggUvt2z2ANKCrUqqqvawPsEJrnVrI08wD/uK53RtIcpYppVpg9eb9bN8fDXwN9AI6A7OAaUqp1vb9E4DWSqnuntcRgXWQPMG+fQ6wAFgCXGC3MR+YbR9QA7wHxACXA+2AwcCuwt4rQAH7gYH2+o9gHdAHHoTXBx4EBgHnAIn27ReAV4D2WL01ryilBhfxfIUZAMRhvT8DsYLxEZ77/w48BjyB9f6t5Nj/sygfAzdh9fy0A/4FjPG08XPgL0qpBs4DlFJ1gCs49r73AX7A+v+dZ7etKfCdUkp5nutCrM9BP+AqoCMw1r5vMjAG639Rz76MpRBKqaeUUkeUUkfs5/rRvt4HeMu+7yl79QuASOC/zuPtXszZWEGc13hgmdZ6UpCnrQhUALIClmcC3ZRSFQtrrxBClAtaa7nIRS5ykUsZXLACpkSs4ONPrPSq67HS55x1/gls8dz+FTADtvMw1sFlhH17PvCqff1F4BNgPXCNvWwR8FIR7RoE7LevtwKOAiOd5wWGAHuO89r+wOqVcG4vBd733L4Jq7cjzr79H+DrgG1E2s99g2eb/yzhe/4osDng/fUBjQPW2+m8h55lbwLbPLcTgOcC1vkYmO+5PR/4M2CdD4Alntu7gBcD1pkC5BXxOprZ7W4bsPx5YLV9PQzYDTzpuf8xrJMBFTzteyVgG42xAvuOnv9NEhDpWecpYK/n9nNAQjH/B7FYwdjTWGmGTYHbsHq3mtqXWHvdgXZbIgK28RqwznP7bmADUMXT5jkBj/kV+M3efhhwNdb3RgP1Svp9lotc5CKXsrxIT5kQQpQRrfUioAVWr9YEoA4wFauXSRXysPYUHC+zAIiytwVWD1Yf+3ofYC5W71cfu7fsQo71cgUzF6itlDrXfvxCrJ6K3na7+ngfr5SqpZR6Tym10e7lSLfb2cSzzc+BW+0eMrDGCE3XWh+yb18I3Gin76Xb20i2X1cre523gGeUUsuUUmOUUj2LeA1O24bY6++3t/lyQLvACkB3eB4TDTQk+Pvc1E6TOxGrA27vxvpfO8/VAFgcsM5CinYBVk/gioD37Bns90tr7QO+wnqvHXcBX+ljY+YuBB4J2MZ6+75Wnsdt0FpnB3sNJ0prfURrnWA/93f29fOBn7TWCfblSHE2BaCUaoMVMN+mtc4oYv07gRSs8WQ5WL15H9v3yRhCIUS5JoU+hBCiDGmt87AOyBcDryul7sRKTeyJFQQEfVjAbRWw/GfgH0qpxkAX+3Y2Vm/GXKwelmAFFZw27VRKbcVKV7zYfvzvWPuE87DS2LwpgP/B6l0ZgdXbkYmVDhfhWedrrAPn65RS87CKLNziuT/Mft2vBGlSst2uz5RS/8VKn+sNzFRKfae1vjPY61BK3YKV0vYU1nuZaj/niwGrFnYgX9j77PAFWRYsDS4nyHadk56B/7vich5/MVZvYuD2HROAJ5RVrTAbK+3wnoDtjMF67wN5i2gEew2FnTgolFLqDuBD+2Zl4Gql1AtYwXe+PT7tS621M15sr/23LrDDs6k6nvZ1x0oP/d1zLiPMfr484DKt9SKtdSJwuR1Ux2qt9yilXsX6XBw80dcihBCnkgRlQghxam2w/9Yu5P51wGVYwYajJ1YgtM2+vcy+/TxWqt4+OxCajBWULNVaZx6nHT9jBWUXAWO11j6l1C/AQ1gHxN6etp7ACK31NLBKjwPNgbXOClrrQ0qpH7HSzOpg9VjM9GxjBVbAt1VrXWiAorXeC3wGfKaUmgFMUko9qIOPj+sJrNJav+EsUEo1Pc7rRmudqpTahfU+/xSwve1aaycIOoA1Hs2rE3CIYtJapyildmOlss7w3NXjOA/93f7bWGv9YxHbX6eUWon1vmdjpTb+6VllBdBea13SufBysMZsHc80rM9nR+BdrHFh1bHSWy8C0rGCJMfvdrv7Av8Gt0Lm5VjpvgDf26/DazTW52wIx74XANj/v6N2r+0A4Hu7V1EIIcotCcqEEKKMKKUWAJOwDiiTgJbAS8ARrHTDYF4GptuFEL7FOrj9J/C61joHQGudq6xqi/dgjV9ygqI1WOlrLxSjeT9j9Z5kYBWecJaNxQpMEjzrbgLusJ+zAlbBiWAH6BOwxkq1ACZprXM9970ELAe+VEq9bb8fTbEKT7yttd6mlHoXK3DZhNWzchPW2K+0Ql7DJmCwUup6rADxWvsxxfEyVs/lZqxxV32AB7CKqjjmAA8qpb7DGhs4DCs1sthBme114AVlVX9cCvTHCjoKpbXeopT6FPi3UmoEVoGUKlg9o7W01mM8q0/A6iXNpWABjueB/yml3rTXS8NKW7wFGF6M4N2xHahrF3PZDBz1BK/edqcBaUqpG4AF9uvoD6zRWgemeToB8gfAS0qpvfbzPAFUwu5xs1Md/dId7cIhVbVVrdFZdgVW7+0GoBHW57QSUn1RCHEakDFlQghRdmYCd3As0PgM64C2h9Y6aDqV1noGcC9WwLUWKyXwPWBUwKpzsU6seXu0fg6yrDA/YwVWCzzjjwp7/F+x9hfLsXot/otVUCHQTKyD5/ZYY8y8r2sDVipeVazqjeuxekYqceyAW2GNK1uLNd6rCnB1ET1rH2IFlp8Bq7B6Yv5Z5Ks+5n2sgOUZuy1PAk9prT/xrDMGqydtMlYRiRTgm2Ju3+ttYBzW/3I1VjpekdMi2Ibaj3nWbuNcrM/FtoD1JmIV16htX3dpredhBZwd7Nfwp73NNKwgrri+x3rtP2EF1COKXp1eHBuzdxlW4FuYJ7D+hx9j9Zy1Aq6we01PRDTW52cD1gmN3UA3rfXuE9yOEEKccqqILBIhhBBCCCGEEGVMesqEEEIIIYQQIoTK1ZgywzAqYI292G2a5rWGYTTDqugVhzXm4S7TNHMMw4jESo3pglW161bTNBNC1GwhhBBCCCGEOGnlrafsYY5VJgMrn/9N0zRbAYeBwfbywcBh0zRbYuXGj0EIIYQQQgghTkPlJigzDKMh0A97okfDMJwJTKfYq0zAqtIFcL19G/v+v9jrCyGEEEIIIcRppTylL76FVc2pmn27BnDENM08+/YuoIF9vQFWmWRM08wzDCPFXt+vmplhGEOxqldhmmaXMm29EEIIIYQQQlhOqMOoXARlhmFcCxwwTfN3wzB62YuDvRBdjPtcpml+xLHJJ6XMpBBCCCGEEKLcKS/piz2A/oZhJGAV9uiD1XMWaxiGEzg2BPbY13dhTQyJfX8MJz6ZpxBCCCGEEEKEXLkIykzTfNo0zYamaTYFbgN+Nk3zDmAeMMBe7R7gB/v6NPs29v0/m6YpPWFCCCGEEEKI0065CMqK8CTwmGEYW7DGjH1iL/8EqGEvfwx4KnHQ7foAACAASURBVETtE0IIIYQQQogSUVqfNR1MZ80LFUIIIYQQQoTUCRX6KO89ZUIIIYQQQghxRpOgTAghhBBCCCFCSIIyIYQQQgghhAghCcqEEEIIIYQQIoQkKBNCCCGEEEKIEJKgTAghhBBCCCFCSIIyIYQQQgghhAghCcqEEEIIIYQQIoQkKBNCCCGEEEKIEJKgTAghhBBCCCFCSIIyIYQQQgghhAghCcqEEEIIIYQQIoQkKBNCCCGEEEKIEJKgTAghhBBCCCFCSIIyIYQQQgghhAghCcqEEEIIIYQQIoQkKBNCCCGEEEKIEJKgTAghhBBCCCFCSIIyIYQQQgghhAghCcqEEEIIIYQQIoQkKBNCCCGEEEKIEJKgTAghhBBCCCFCSIIyIYQQQgghhAghCcqEEEIIIYQQIoQkKBNCCCGEEEKIEJKgTAghhBBCCCFCSIIyIYQQQgghhAghCcqEEEIIIYQQIoQkKBNCCCGEEEKIEJKgTAghhBBCCCFCKDzUDQAwDKMR8DlQF/ABH5mm+bZhGHHAZKApkAAYpmkeNgxDAW8D1wBHgUGmaa4MRduFEEIIIYQQoiTKS09ZHvB/pmm2A7oBfzMM4xzgKWCuaZqtgLn2bYCrgVb2ZSjw/qlvshBCCCGEEEKUXLkIykzT3Ov0dJmmmQZsABoA1wMT7NUmADfY168HPjdNU5umuRSINQyj3iluthBCCCGEEEKUWLkIyrwMw2gKdAKWAXVM09wLVuAG1LZXawDs9Dxsl70scFtDDcNYYRjGijJttBBCCCGEEEKcpHIxpsxhGEZVYCrwiGmaqYZhFLaqCrJMBy4wTfMj4KPC7hdCCCGEEEKIUCs3PWWGYVTECsi+Mk3zW3vxfict0f57wF6+C2jkeXhDYM+paqsQQgghhBBClJZi95TZvVixwBHTNNNLsxF2NcVPgA2mab7huWsacA/wiv33B8/y4YZhfA1cBKQ4aY6nE5/Px5QpU7jpppsIDy9XnZZCCCGEEEKIU6TISMAwjHOB+4F+QBOstEFtGEYCMBP40DTNNaXQjh7AXcAawzBW28uewQrGTMMwBgM7gFvs+2ZglcPfglUS/6+l0IZT7oEHHuCjjz5i3LhxPPTQQ6FujhBCCGDVqlX07duXsWPHcvfdd4e6OUH5fD7i4+Np06YNSgXL6BdCCHE6UVoHH2plGMYkoD3wNTAfqyJiGlANaAdcBtwOrDdN87ZT0dgSKndjypwd6bPPPsvo0aND3BohhBAAH3/8MUOGDOHaa69l+vTpoW5OUCNGjOC1117jzTff5JFHHgl1c4QQQhR0QmfMiuopm2iaZrC90WFgsX152TCMa0/kCYUlMzPTvZ6UlBTClgghhPA6cMAavlzeeqDS09OpXLkyYWFhfPPNNwB89tlnEpQJIcqNGTNmcPDgwXKbZVCeFVrowzTN6fYEzkUyTfPH0m3SmS8jI4ORI0e6tw8cOMD06dNJSUkJYauEEOLM98477/Dvf/+7yHWcoCw9vVSHT5dYy5Yt6dGjB4cPHyYhIYHq1avz559/cvjw4VA3TQghyM3NpV+/ftxzzz2hbspp6XjVF1cZhvGbYRjDDcOocUpadBYIDw/n9ddfd29///339O/fn3fffTeErRJCiDNbWloaf//73xk6dGiR6zlB2cGDB09Fs4olJSWF/fv3s3TpUnbt2gXAwIEDAZgyZUoomyaEEIB/5pfP5yMrKyuErTn9HC8oqw9MwCrCsdswjO8Mw7jeMAwpFVgCkZGR7nVveszevaddAUkhhCgTubm5DBw4kKeffrrUtrlx40b3el5eXqHrlcegbOfOne71+Ph4AG6//XYuvvhinnvuOXw+X6iaJoQQgP9vZuvWrWnUqJHfcB1RtCKDMtM0k03TfNc0zYuA84F1wFvAXsMw3jEM48JT0cgzkXOm9qKLLnKXnS071VWrVnHo0KFQN0MIUY5NmjSJSZMm8corr5RacJSYmOhe9wY5gZygLC0trVSetzQ4vWNg/YYCNGzYkDvvvJMDBw6wZ49M1SmEOPUyMzP55JNPyMnJ8esp27p1KwcPHuTXX38t8zb83//9H5dddlmZP09ZK/bk0aZpbjJN8znTNJsBA4FrgaVl1rIz3Lhx48jOzqZhw4busoyMjBC26NRYsWIFnTt3likACrFlyxby8/ND3QwhQm7ixInu9c2bN5fKNr1B2f79+wtdzzmwSE9Px5eWBtnZpfL8JeENIp2grF69erRq1QoovfdICFG24uPjmTx5MklJSUyePJl77rmHW2+9lcKqoaempjJkyBD3ZFFZt23AgAEn1Lv1ySefcN999/Hiiy8WOIEWFhbG//73v9JuZgG///57kdkPp4tiB2UAhmF0MwzjPWAS4AP+VSatOgtERkYSERFBlSpV3GXl6axsWXFSNGfMmBHilpQ/kyZNolWrVpimGeqmCBFSWmsWLVrE5ZdfDpRewLFhwwb3+r59+/zuO3DgAD179mTmzJkkJSURGRlJeyAsOprV/wr9rs4blK1cuZLatWsTERFBy5YtAeuEjhCi/Lvmmmu47bbb6NKlC7fddhuff/45pmmydu3aoOtPmDCBjz/+mJdffrnM23b33XczdepUli9f7i47ePAgW7duLfQxS5da/TOzZ8/26ymLiYmhT58+zJo1q+wajLW/WLduHeecc9zahOXecYMywzCaGIbxnGEYm4D/AhHAjaZptjBNc1SZt/AMV7lyZfd6ampqCFtyajjVzM6G13qiFi1aBFgHXEKczXbv3k16ejpXX321e7ukJk6cyCeffOL2LAUGZcuXL+fXX3+lX79+5Ofn07JlS5xzvmvmzfNbV/t8zO/Zk7WffFLidhXXpVOm8L19fd++fTRo0ACARo0aERERIT1lQpwmnFTjnTt30rBhQ9577z3A6u0JxhkLW1TKdWlxfmu9PV7XX389LVu2LLRCuJN18Ntvv7Fnzx6UUvz000+sXr2aK664grVr1xaZmVBS2xcu5NqDB7noTA/KDMNYAGwGLgVGAfVM07zPNM2yTxA9S5xtPWXOazxbxs+dCOdHa9u2bSFuiRCh5QQY559/PjExMQUCqBOVn5/P8OHDadiwIWPGjEEpVWCbzm0nhahDhw44I1/rVazot+7WH3+k16+/UnfIkBK1qyiLmjZlVfXq7u1a+/bR2HMSr1GjRgBUqFCB5s2bs3nzZtJSUvjPDTewe9KkMmtXoI8//thNpxRCFE1rTXi4VSsvPDycrVu3MnjwYMLCwgrd92/fvh2weqJefPHFMj1+qlChAgA7duxwly1evBiAOXPmBH2MMyVHXl4ev/76K9WrV+eaa66hadOmdO3ShVbA+vnzy6zNO8aO5TOgb8eOZfYcp8rxespmAs1M0+xrmuZE0zSlhEop8/aUHTlyJIQtKRurVq3yS8fzzvtzJuT/libn7NnKlSulEMopdOTIEc4991xmzpwZ6qYIm3OCol69etStW7fElWmdubzGjBnDjTfeSM2aNQucuQ18jg4dOpALpADhAT37e7/9FoCahYwBKan8nBx6JCbS6cgRtH0AFpueztG4OPdEXosWLdz1W7VqxZYtW/juhx+47Icf2Dx8eJm0K9DRo0cZMmQInTt3PiXPJ8Tpbvfu3aSlpfHUU0+xd+9eIiIiiIiIoFGjRm7wFcgZC5uamspzzz1XaJpjacjNzQWOnaTKz88nLMwKFZYsWRL0MYcOHaJDhw6AlfFTq1Yt974OLVsSD1T44osya3PNuXPZUKkSjXr3LrPnOFWKLG1vmuYrAIZhNC9iHTmtXwLenjJvLu6ZwtlZG4YB+PcGpqWlUd1zJrg0XXLJJXTu3Jlx48aVyfZLW2ZmJps2bQIgISGBGjVqcPjwYWJjY0PcsjPf2rVrWbduHf369ZMe3HLCSZ2pWbMmdevWLXFPmdOTc+GFVsHgYNsMDMo62mddDwIVA06Y5XsOnjIOHKBK7dolal+gw1u3UtO+fnDDBmq2a0ft3FwSatdG2ydsAoOy2bNnM336dHKBmw4fJj8nhwoREaXarkB//vmnez01NZXo6OgyfT4hTndOYHP11VdTs2ZNd3nz5s39eso2bdrErFmzuP/++0lMTKRRo0Zu+uLatWs577zzSr1tPp/PLSbi9H7t2LHD3S8WFZR1796dNWvWoLX2e11xjRqRBfjK6Pg2ad06zs3IYP6VV9KuTJ7h1CpuoY8tWGmMWzzXnYsoAW9P2eHDhzl48KDfAMszhZMS5O0pK8txZYsWLeKdd94ps+2XhsWLF6O1Jj8/n8qVK5OcnEzPnj3d+yUl6NRwSo07ZwPPRJMnT6Zbt26nzWfq4MGDKKWIi4srlaBs48aNRERE0Ly5dX6xTp06haYvOpo0aWK1BYgMSC2v4AngdsyeXaK2BZPqCfoOLF/Ozl9+oTKgWrTg6NGjAFxwwQXuOu3atSMrK4spU6bwe3Q01bUm/hQUDPKOcbngggsKrR5XnnzxxRfcdddd7vsoTs7UqVN56623Qt0MV3x8PG+88Ua5r148adIk6tevz8UXX+y3PDAou/nmm3n44YcZMWIEGRkZDBs2jJtuugmANWvWlEnbjhw54mYwOUGZM57tggsuYOXKlQVOXObl5ZGSkkKrVq2oaKd5e6uKq7AwDoeFUaGMMsF227+/1c6AXjIoZlBmmmaYaZoV7L9hQAPgI6xJpUUJeHvKAHr06MFFF11ETk5OiFpUNpwd4KkKyoI5cOAA48ePLxcHDrNmzaJHjx6MHz+eP/74w13u3ck999xzfnMTibLhHFhWDBg3dCYZMmQIy5Yt45ZbbimyN3Dp0qX07Nkz5ONbk5KSqF69OuHh4aUWlLVu3dodL1FYT9nFF1/MddddxzfffENtu/crGaiWkcGyZ54h1/4dq5yczO4KFcgC9r/xRonaFkyGJ9jJ2LaNba+9BkDTYcMYP348sbGxdOnSxV3niiuucK/3tStFJp2CdFzv52Tz5s0l/j+dCqNHj+bLL79k2rRpoW7KaUtrzYABA3j00UdPeRCUm5vLRx99xFVXXcVbb71FcnIyAL179+b//u//Cu3NKQ+01ixYsIC+ffu648oczZs3Z9++fRw9epSkpCTWrVsH4Gb7tGvXjqlTp3Luuef6pS/m5OSU2u+1N6XbCcqcqq7XXXcdWVlZBYqNOMNunBNocOyEliM1IoKIMjreS/3tNwDqngFzlMEJlsR3mKa5D3gEKPv6nGc4b08ZWGd7oOBZ27Li8/kYP358mc+47nxxvdV7yiooe+GFF4Iu/+KLLxg+fDgJCQll8rwnwgm2vvjiC7/pATp27OjOV7d48WJatWpF69at3dSqzMxMWrduzeeff37qG10OlUZRFGdAc05Ojt8BxuHDh+nQoQMffPBBiZ8jlPLy8jh69CiRkZFs3bq1yCpY11xzDb/++mvIe+sPHjzojkuoV68eaWlpJZrHccOGDbRt29a9XbduXRISEnj++efd36S9e/fSvHlzpk2bxoABA4iLi7PaArTJyuKil19mddOmAFRPT2dH3bpsio4mrgyqHmZ6qk12HT2aXjNmsDomhiZ9+vDggw9y+PBhv4O6Jk2a8Nprr/H4449z7YMPkgn47HTosmKapvvdmDJlCgDr168v0+csDc6JwVMxoe2Zynty9VT/z1966SXuv/9+Zs2axaOPPsoNN9yA1todk+1UMS6Pdu3axaFDh+jatWuB+5xe/O3bt7uB5VNPPVXg/g4dOrg9ZT6fj+7du9O+ffsS/T4uX76cKVOmuPuGqKgoNyjbvn07lSpVcrN4nGNUh7NeXFwcUVFRQMGg7GhUFJXKqGfat3MnPqCu5yTV6awk+TptgMrHXUsUKbCnzFHSge1gnW2+5ZZb3DNJwUyZMoXhw4czalTpzG7g8/nIDjLRqvPF9RawKIugLD09neeff969vWzZMve6EwiVh94np7du+fLljBw5ErCCA6UUlStXpk+fPgBkZWWxefNmPrFLb69atYrNmzdzzz33kJmZyV133XXWlsJ+7733aNGiRdAzowsWLKBu3br8+OOPx92Oc+bP5/P5lQH+97//zdq1a3niiSdKr9EhsHv3bvLz8/nLX/4CFH3Cx/nullV6THElJSW54xLq1asH+E/8fCIyMzPZtm1bgaAMrBM4b731Fjk5OezZs8ctMw/HqpB5p0K9MCmJpHXrqJOTQ3adOhxp3JgmaWluMY7SkhPkf1T355+LfMzjjz/Oa6+9RoWKFdkVGUmlUphGoCi33norv9lnqS+66CKg/AdlWVlZ7r61sKIK4vi8QZnTo3Oq/PHHH8TExJCQkECdOnVYtGiR32+Dd5zj0aNH3cIV5cGu777jG6BzkLH0TtC1ceNGRowYQUREBM8995x7f/v27QE499xzSUxMJDU1la1bt7Jy5Up27tx50j2/mZmZXHTRRdxyyy3uCcq2bdu6x2wJCQk0bdrU/R0OrH3gHNPFxcW5J9+dsbuOrKpVqZKVdVLtO56wgwdJVqrMx8+eKsUKygzD+NUwjF88lxXAMqD08zbOMk5PmXNW1rF69eoSb3vChAlMmTKFF198sdB1nG7v0pop/r777iMqKqpAiqDzBT98+DDNmjUDyqawSeAO4ocffnCvO/NvlMacRyUV7MDYO0h+7ty5/MszYe2KFSsA/FIdly5dypdffknr1q1L5fNyuvnCrub0c5CD1VWrVrF///5i7ai86RjOmUKfz8fEiRMByMjIIC0tjeHDh5+SA5DSOCHj5fQMd+vWDbACrk8//bRAGmNmZqbbYx7qaRm8PWVOu//3v/+d1LYWL17snlF2OEEZWO/HmjVryM3NLVBFcNq0adS3q4odVgqAzR98QBWARo3QjRsTA6SXcmZDfsBv45oPPqDuCVQ4TI6Lo2YZVnDNCjjAatCgAdWrVy/3QVlCQoK7b5KgzKK1PuECR96gzDsh+6mwefNmevbsSZMmTXjzzTfRWru/1TExMe4JpT179tC8eXM6d+5c4PMaKtkTJ3I90MY+ieHVunVrwsLC+Ne//sWmTZt44403qFKlCgsWLMA0Tbdn3KlyuG7dOr8xwosWLWLXrl3Mnj3bb/iL1po77rij0H2h93fVWadNmzZusLV9+3aaNWtGTEwMQIG5yrxB2ZdffsnVV19d4Hc0NzqamDIKjiOOHOHIGRKQQfF7yj4GPvFcXgHOM01T0hdLyCkuUDugetd3331X4m07lQ2LOsBS9oFGaY2z+uyzz4CCQeX27dvRWrNx40b3C+v8kBaX1vq4vVyBO9pvvvnG/YFyHuukOYTK77//7vaOeVWtWtXv9rXXXuted1IGvKln3gOgTp06lXYzyz0nmArWq+P0wh4vpWPDhg2sXLnSLZqwf/9+tNYMHDiQP/74g759+6K15sMPP2T8+PH89a9/LeVX4c8ZBL506dJS22ZgUHbPPfcwePBgFi5c6LdefHy8+zvgnaMmFA4ePOj2lLVq1YoePXrw/PPPu+MbimPmzJkMHz6cBQsWANZ4XYe312zLli1uj0/gGd7rrruOxnYPY6rdc5Zj/28iW7Qg3J4r7GAp9yzqgwfxHiY3tifRLq6sxo1pmJNDfhmNTQ5MYVJK0a5du3IflDn7wosvvtgvQDub9evXr8Dn/ni8v6tr1qzh2WefZefOnWVevdbn87FlyxZ3Avjzzz8fgE8++QSlFHfeeScbN24kNzeXzz//nP3797N27VqmT59epu06ntyjR9n72290WL6c1bVqEWOnQXvFxsbSs2dPt6fv7rvvBqBnz57ccsst7nrnnnsuYFVgXLlyJRUrVqRVq1Zs3LiR8847jyuvvJL33nuPcePGMXv2bLZs2cLEiRO5/vrrg7bNe1Jy6tSpREdH07p1a1JSUsjPzz+hoOzKK69kxowZbpaBwxcXR3Wt8ZXBNEiV09NJr1Sp1LcbKsUt9DEh4DLFNM2zM2eqlDk7Be+8DsBJzVP14YcfMmzYMPe2c2BaVNEQZwxNae+cVq9ejc/nc4PO9evX8/TTT5OamuoGR7NmzTqhFMann36aRo0aFdnT5U0/u/zyy9myZQtz584Fyq6nLD09nQULFrBt27ZizR/iBKw9evTgb3/7m7s88IesU6dObNmyhcGDB7s9jd7UjPkBkzGebHoX4P4Ag7XjGzRoULkeczFv3jz3/xjsQN35XHk/D8E4O77BgwcDVg/mhg0bmDx5Mk8++SSTJ0+mXr16/OMf/wCOncQoK/PmzQMo9aBMKVXgwCvwvXHOeDdq1ChkQdmKFSu4++672bt3rxuUKaWYOHEiSilGjRpVrDGhubm5GIbB+PHjeeGFF/wOKuDYwRxYvc/PPvssNWvWpGmQg6XO//gHS+vXJ8n+DMTYn7dq55xDZTvlKDUgSCkpdeQIR5RifpcuJClFTOPGJ/T4Cu3aEQnsCgi8S8umIOPV2rZtG3R5qKWkpHD55ZczYcIE9zN+xRVXkJWVFfITdOXBzJkzWblyZbH3H0ePHnV7yqKiovjuu+946aWXuPPOO2nXrp1fhkdp2717N1lZWbRu3RqwepciIyPd9ORu3bqRm5vLpk2bmDNnDueccw41a9b0y5gpa7/cfjvrqlZltyetfmnHjtTr2pUaWkMRcwjeeOON7vVq1aoFXadJkyZUrVqVoUOHMmbMGDp06EDTpk2ZO3eue5zw/fff8/DDD3PllVe6J6UK4wxvcX5vO3bs6GZuJSYmkpKSQtOmTYmKiqJixYpFBmWFUbVqUQFIKcExSmGqZWWRWch7dToqNCgzDOPvhmFEFvVgwzAiDcP4e+k36+zh5Oleeumlfl9CJ60wLy+PJ554olg/mMOGDePDDz90bztf0KI4B6+lEZR5t7FhwwZ27drlnjnbsGEDY8aMAawdojOANSUlhZSUFK655hq39GphnMcXlS7hPdDs3bs3VapUYcCAAe6YESjdoExrTZs2bejVqxctWrSgQ4cOhQ40zs/PJzU11X1PJk2adNySwi1atHBztdetW+fXgxqYtne8968wycnJxMbG8tJLL7Fjxw6GDRvGhAkTGDRo0Elt71QYMWIElStXZuDAgWzcuLFAeWvncx2YJpqTk8Nbb71FSkoKWmtWr17NzTffzO233w5YPWVOiujAgQOJiYlh8ODB7vYLGwNaUh9++KHfGcZZs2aV2omS+Ph46tevT2xsrN9vzKFDh8jOznZTe5YvX05ERASXX355yIKyIUOGuGmp3vFdjRs3pm/fvnz55Zc0a9aMV155pcjtzJw50y/FKnBOn/DwcPbu3ct7770HWO/FrbfeGjTojoqNpdvu3XR55hlygRb2uImanTpRzT5jn3ECPXjFUTE1lZTwcHqtWEGtk+h9iLVTNfcHnLgpLU7wNWXKFL788kvACsr279/vjispL8aPH8/cuXN5/PHH+f3332nUqJFbaKFhw4blasxRKP3+++/HXWf9+vVER0fzwAMPAP49y7/88gvx8fH84x//KPZ7umXLFmrWrFms5wbc8dNOT1l4eDht2rQBoEuXLu7yDRs2sGjRIvr27csDl1zC/ZMmscdTUKusHPjzT3p+/TXtMzLYbJ/EAbjUM+677X33Ffr4G264ATg2RjOYsLAwv3nA2rdv7/dbWbduXb9AzDnRB/49nBMmTGDJkiUkJycTExPj7gP79+/vZlk56ZHNmjVDKUVMTEyhQVlRc6qG16kDwJFS/p0EqJ6XR+4ZNJ9rUT1ldYEthmF8aBjGQMMwuhiG0dr+e7thGB9izVNWurNmnmXatm3LH3/8wahRo4jw5MU6B5Xr169n7NixNG3alBEjRrhzSBRlw4YNPP744+6YrWDlUvft28fzzz/vBm7F2W5htNYkJCT49cht27bN76ypk6t8zjnnMGrUKPdMdXp6OnPmzGHmzJnce++9RT6HY+vWre71tLQ0Ro8e7e4EkpKSqFKlCv/61794+OGH6d69O0ePHuX77793X2NpBGXONvbv31/gbKu3uIjXY489RkxMjPsjVq1atQJlcYOJjY0lKyuLmQElrg8dOkT//v2ZOnUqELzHqDic7f7www/07duXf//730DByqDlRXp6OitXruSxxx5j6NChZGRkYNpzMuXm5rJ//373++OMz/L5fGit+emnn3j00Ue59957OXr0KHl5eXTt2pXo6GgiIyPZv38/a9asITw83E1xu+uuYzN/lNUB57Bhw+jXr58bRP73v/8tlYnP58+fz8SJE7nMLhfsDcqGDBlCVFQUbdu2xefzMWfOHHr16kXr1q1JTk4uUTWvk+XtOW9kpwY6LrnkEvf6uHHjigxaFy9eTMWKFd1J6709Y466devSt29fAO6//37eOE5pexUWRnJYGNFY48vqdOxIDTuVKDegTHRJRWRkkFGCcRKN7BL5R4t5sHui4uPjadiwITfffDN33HEHgHtwXJ56y3Jzc93A++DBg0yaNInu3bv7pbIGpmKWZ0eOHOHee+8ttTRR7z571qxZx11/2rRp5Ofnuxkh3rnyvArbBwaaMmUKycnJRY5793L+V07wBceyjC644AK36t+PP/5IVlYWl156KYMee4xLfT7iPSesS9uiv/0NlKK2/TuTB1SxA5rs1FQ3FXl+ly5Uq1+/0O00btyYmTNnHrdAlXc+05YtW1Lfs82BAwf6rTtx4kT3ZJ9zcl9rzaBBg7j44otJTk6mRo0avPrqq3z77bc89NBDblDmBMtOHYBgQdnhw4eJjo4u8lgmwh7Dm1HKRdZy0tOJ1RodkGl2Ois0KDNN8xmgE1bgNRiYCawFZgD3AhuBTqZpPlfYNkTxnHfeeYSHh/sFRnv27OHjjz/2K+/+2muvFasq2htvvMHrr7/ulisO/BKBdUD2wgsv8O677wInXwnxjz/+oGHDhjRr1oyvv/7aXb5y5UoefvhhwArEHBEREYSFhbk9Dunp6W6qVlHzqr7McAAAIABJREFURHkLkXh7DZ977jlGjhxJREQEy5YtY/Xq1TRu3JiRI0dSpUoVN8BwzhZFR0efVFD29ttv889//pNrr72WKVOm0LBhQ+bOnRt0vJ4TdGmt+eijj9xxYM5BtpPD7YwhS0pKKrJnwvmBdHrGnn76afe+Pn36cOONNxIREXHSvRtOYO6M+XOEeq6qwmzduhWfz8d5551Hz549adasGT/88APZ2dl07tyZunXrup+RpKQk4uPjOeecc7jrrrvccVSJiYlugBUbG4tSijp16jB27Fhefvll6tWr554kad26tTsPVGBQlpeXV+LgxTsI3Zu2fLwds/M+FOXFF18kIiKCZ555psD2HYmJiaxZs4Zt27Zxzjnn0NhOlStJOuzJSE5O9vs+eScgBWt8F8BVV13F3r17ixxfunTpUjp16sTIkSPp1auXO+lqoObNm3Po0CE++OADv5NihUmx19keG4sKC6N6ixbkALqU0uB8eXn8OmgQrZKTyShBSk5ss2YcCAujQhlVZt20aZMbhDnaNmrEOCDVLo9fHvz000/s3r2bcePGufuXW265hZiYGDeNfM2aNaSnpzN06FBml8FE4F4ZGRlBqxMXxefz8fXXX9OyZUtq167NZ5995pf2XhLeyszFKSUfGGxdeumlfrcjI63kquJOqeGMAd+zZw/33nvvcXvMNm/eTFRUlF/P0J133knbtm258cYbqV27NhEREXz//feANQSg+aWXkhgeTmQZnaDITk2lhx34A2yvWJElrVrRLDkZ7fOxe9EiwoCF999PL7tgV1Guuuoqv56wYN5++202btzIjBkzeOKJJ/zej0ceeYTbbruNxx57zF02evRoALdX23sM5FS6jYqKco8lnAwuZ+hHUUHZoUOHikxdBIi0ayZkl1JBOfe57SA9zFO46bSntT5bLuVepUqVNFDkZf78+e7627Zt082aNdO33HKL/vTTT911HnroIb/HNG7cWGutdXZ2tn7vvfd0Xl6evuiii/zWueSSS4rdznnz5ul169ZprbW+5ppr3G088MADQdscGxvrXj/33HO11lr//PPPGtDz5s3TDRo00IDu3bt3oc+5du1adxv33nuvu/zaa691l1euXFkDetSoUe79eXl5fu9rnz59dGRkpPb5fMV+vVprv9fTv39/DeixY8fqr776SgP6nXfe0Z999pmOi4vTl1xyiU5LS9OJiYka0HXq1PHbRv/+/XWlSpWK/dyTJk1yH9u2bVvt8/nc26tWrdJaa12nTh19/fXX6+eee04fOHDguNtMTEzU06dP18nJyXrUqFF+r6927doa0FFRUQXep/z8fJ2YmKh37Njht63A9Xw+n986peXQoUP6hx9+0IBetmyZ1lrrfv366fPPP19///33x/3+9OjRQwO6Vq1aet26dRrQkydP1lprfeGFF7rr3XDDDQVe9/DhwzWgf/nlF52bm6vz8/N169atdYsWLfQDDzygp06dGrTNPp9Pz58/X+fl5QW9Pz4+3n3epk2b6htvvFEPGjRI161bt9D34ZtvvtGAnjhxYqHr+Hw+HRMTo++//3532ZNPPhn0fXn77bc1oN966y39yy+/aEDPmjWr0G2XBef/OmDAAH3XXXfp3NzcAuv4fD69fPlyDWjTNINuJzc3V1epUkU/9NBDpd7GFXFxWoNe0K6du2xXhQr61+bNS2X7q8eN0xq0Bj2vS5cSbWtlbKz+s2rVUmmXV35+vq5SubIePny43/KcjAyr3ZddVurPebIef/xxHRkZqXNycvRvv/2mlyxZ4t6XlZWlK1SooJ955hk9bdo0dx9SWtLS0vxu+3w+HR4eXuR+Lpj33nuvwPc1IiJCp6enl7iNa9as0YBu2LChrlSpUpH7RZ/Ppxs1aqT79u3rtiMzM1Nv2rRJv/POO+7+vWHDhnrgwIFBt5GVleX3vniPHwDdpk2bItt73XXXuccQhencubMGdExMjPt6ltWurTdGRRX5uJP15wcfWJ/77t31nx98oA+sXavn33qr1qB3LV6sl//jH1qD/vPDD8vk+bXWfvs+x44dO9z9eGZmpnt/Wlqanjdvnt8+5+qrr/bb3oEDB9z7u3bt6i7v06eP7tGjh3v7P//5jw4LC9OdO3cusn3x336rNehFjzxSSq/Ysv6LL7QGvWTEiFLdbik7oVilJPOUiVJWnDxs71mK++67j+3bt/PNN9/4pf799NNPQR8zduxYHnzwQT7//PMCzxXYA7Blyxa/iXS9evfu7c6Z4e1hc9LgvEVLevfuzZtvvunednoDnV6i9PR097mLmsDaOz7OW4HQ225n3I+39HWFChUYOnSoe7tr165kZ2cXOXdbIB2QJuX0IERERLhtueOOOxg0aBBKKRYuXMjQoUPddMLAyXp37NhRoNJiUerY+dgAzz77LEoptyCBUx43JiaGH374gdGjR1O7du0ii7uAlf5x3XXXUaNGDbeIhWPTpk289tprZGVl+fWWfffdd1SoUIEmTZrQqlUrdw61Jk2a+J2VAysVpnHjxrz//vtBn//jjz/2+1wUx6effkpcXJz7+XZSVZo2bUpiYmKBnsJKQSoyOWdik5KS3IIRTi68M55o6NChBdodFhbmrtezZ08qV65M9+7diY+PZ+vWrbz//vs8+OCDQds9YcIEevXq5fbagnVmePLkyYB/pcOEhATi4uI477zz2LdvX6FTVThn9BcvXlzgvnfffZeuXbuycuVKUlJS/MZTvfzyy37ptj/++CPh4eFur1zTpk3dHqpTPXXEkiVLCA8P5/PPP+fzzz8Pmg6jlOL888+nYsWKhZ5VX7duHRkZGW61ydKUZ/eU+TyplYejoogKko1wMlI9r0nZRUROVlqDBjROTz+pOdSyU1NZWr8+6ydMcJcd2ryZzVFRzL3sMv48epSrA3oWK1auTLJShJXBVCcnY/nzz9Nl7Fh6tm5NxYoVueCCC/w+E5GRkbRt25Y1a9a445SPHj3K/PnzSzye85tvvqFatWp+n9FNmzaRl5fHvHnzTmj7U6dOpUaNGqSkpLBy5UomT55MTk4OTzzxhN+4yZPh7Ae7du1KZmZmkdNx/P777+zcuZMBAwa4y6KiomjdurWbxnj48GG6dOlS4LuZnJzMnj17qF+/Pp06dXJff+DzFXYMlJyczA033MD06dP9UheDcbIamjRp4v6mZ9atS72srFKfTxAgedIkfMD5X3xBh/vvp1b79tS006J3fvcdR+0xyvUCehVLU/0gKZGNGjVi3rx5LF68mKioKDeFe9myZX7HJAkJCdSoUcPvsd6eOmesGVjHGYsWLXL3XYMGDcLn87k9a4WpYrcv7wSOu4rjiJ0iWv0Epgsp7yQoK0ecgKWw0qVwLMDas2dP0PmZoGAJfKe4hDNeJSUlpcBBuze42bx5M61atXK7vIviPfB1DnIfffRRd9ns2bMZNGiQm4PuBHpOUJKWluYGU04aV3p6eoH2OUFZrVq1/H5Qgg3MdwIVhzfdr2PHjsDxU8O8And8zvtbsWJFDhw4QHh4uHvA7uzkJk2a5E7WG2jHjh2FVlYKJjBVA6wqdRs3bnRzxQMH2RaV5pqbm1to0DZy5EhiY2PdeZyc93rDhg3cdttt7nrZ2dmMGzfOfR8neA7e4Nh79O233xZ4jqysLIYMGcJjjz12QmMZneIOv/76KxUqVHCD/8aNG3PkyJECY1luvvlmXn/99QLPfeuttwK4ZdCd985J0ejfv7/fPFYO73ucm5tbIEUnMPh2OIOuvYOvBw8ezG233cbYsWN59dVX/davXr26G0h5q23m5OS4By3Ody3YeJhXX32V3377zd2uE7yC9X3x7kDr169PmzZt3CCvSZMm7g7+VEyy7j043bBhA61atQoaTHtFRETQsmXLQscuOXP6OcUcykKkJ9DNqFaN6FIaf5cfH08+sPihh+h8nCJAx6PbtiUGq/jAiUr473/ptncv59jFfvKysjhw/vm0ys7mioULaQp06N+/wOMORUQQUYwCU6dC/Zde4jbgxSI+Bx06dODPP/9k69at7r6kd+/e7ji04tBa88ADD9C/f3/38/zRRx8B1kFrRkYGP/30k9/Jrzlz5nD55Zf7jY8uzKZNm7jmmmuIjo6mU6dO7tjK999/v8TFmJz9lXPAXlRQ9vXXX1OxYkVuvvlmwsPD/aoFX3DBBVx99dV89tlndOnShfj4ePeE7TvvvEPNmjXp1KkThw4dYsuWLe7+Ye/evW6Jd6DQ1M4JEya4FRRbtGhR5GsaNmwYHTt29D9+adGCaCC5DMY71vj9d9ZXqUJ1T7ta3HgjuUDWwoWwdSspQI2AdN/S5D1G8OrVq5c7XY5zMnPLli0FTvYFBmVKKcaMGcN1113HfZ7CJE4F29tuu80vFd47x2owVe32+Up57sRse7hFXc+J+NOdBGXl0IMPPuiOgQg82HZ+6E6kXLnWmvT0dHf8SVhYmF8PSHR0tF9P1IgRI4CCOeYjRowokMvubMebU+wdVO/8cDsHWs6X2gnKDh486O7InJ6yatWqcdVVV/k9j/MD0KlTJ1asWOH2FAWeWbv//vsLHFDXqVPH7Rp2igccb76pjIwMrr/+erZs2VKgiqW3MqaTj+3s0J9//vkit+u8lpMNyhw1atTwG9PhvJ9OiXfvpJKBnGDEKyYmhh07drjljJ0Dc2f825w5c8jJyWHr1q0kJibSvn175s6d6wYFR48eZdu2bXTp0oVly5a5/69ghTG8z//HH38Ue2JP5z2Oj48nLi7OnW7B6UlctWoVTZo0cccrxsbGFujBA9ziD04lS+c7Nm7cOJ544gkuv/zyoM9fVHWpYObMmcOsWbPcntXNnvE9Tu/YE088UWBS5Li4OLp06ULlypV544033O9Hp06d3DP9zkFNYOC0b98+93/mFD8JLJjhVaNGDb+DoqZNmxIZGUmtWrXKvKds2bJlVKlSxf2dCTZOqTBt27Zl48aN7N+/n7///e9+00Ns376dChUqBC1vX1JVX3qJ+V27cqFnrG929epUz85m83ffsbBFCw4X40C7MBG7drErPJyLx40rsiBAcVRq1w6AZM+E88V1xPP7seSxx0icM4e2mZnssn/Pt0ZG0sguHuOVVrkylUvYe1Maso4coX5+Pis7duRCTw91oA4dOpCYmMjChQtp27atu+9zTibNmTOH22+/3e+7G2jJkiV88MEHTJ8+nd69e5OZmekW2Vq7di2dOnXi2muvdb+PAFdeeSVz58497tiw7Oxsdu/e7Z4wAuu32RmvPXXqVLda7MlwgjKnqFFSEb2cq1atonPnzlSvXp2kpCS/Ssfh4eHMmDGDK664gi5duqC1ZsWKFbz66qv8/e9Wge4DBw64BVbWrl1Lfn4+Bw4coH///rzxxhsMHDiw0IrRzm9Rs2bN/Kb9CaZp06asWrXKHYMKUMn+jdtXjHFzJyL36FHapadzMOBEcFRsLFsrVaJqfDxRSUkciIxEhZXd4XbgPLfB1KlTB6UUe/fuLRCUBRvDNmLECKZNm+aX1eOtcuyclGzUqBGjRo0q8rmr1q1rFTuxOxWWPfusVRylhCps3nxSU4aUZxKUlUNVq1Z1DzhHjhzpzqEEx6oYOgdlr7zyinvmPxinSERKSooblOXl5fkdcDVu3JiMjAw3wHEGyXq/jNnZ2bz22mt+ZxBzcnJITU3l5ptv5uOPP3aXV6pUiS5duvj9KDZr1owxY8a4lQKdA2dv74L34NxbxhWO9ZT169cPsFIIk5KSCgw6DZxJPpA3wPEWSdBaY5qmGxjOmTOHadOm8cgjjxRacS89PZ2kpCS/dM1Ro0ZxdZCJXgN7204kKKtSpQr169d3pwQIxnktTkAcWAreywnYVq9e7abcZWVl+R28t2zZEjhW0XHNmjXExcXRrFkzGjduTKdOnYiPj3cDgOzsbEaMGMHKlSvp1q2buzwwpdDn8/kFrnfeeSeVKlUqVjqp853Iz8/324k4O6RVq1bRoEED9z7n7N1XX33l11t65ZVXcvHFF7sHM06wVbt2bV599VV3sHogb8GawjjfodzcXK644gquuuoqt1fL24NdVHGQpk2bEhsby6hRo5g5cyYLFy4kLS2N9evXs3LlSg4fPuxuc8+ePYwcOZImTZrg8/mYNGkS4F8ko6igrGbNmm4qcmRkpPteNGjQoMx7yt59910yMzPdFMydO3cWO5Bq3Lgxu3btYvz48bzzzjvceeedfr2IDRs2LFZl0xPV/q9/pdeyZYRHRbnLfHXqUEtrat90E5ds28a6l18+qW1rn49mu3dz8DhnnYurst1DenDWLPJzclj1+uukF/G74JXpqe6XO2MGR+ye9z3PPMOShg055MmG8HtcdDQxRaShnyo7580jDMi65BIoYm7BO+64g9q1a7N+/XqqV6/OmDFjeOihh1iyZAnZ2dncfPPNfP311zz++OOFbsM0TcLDw3nmmWdYsGABQ4YMYcuWLQwfPpx77rmnyIBu1qxZTJ8+nTfffNMvvdnn89GjRw/q1auH1prmAamsb731lrvvDKzKeyICg7LC0qXB+v1yeqliY2MLPUnVrVs3YmJiuOuuu3jyySf97nPSwvfu3UtSUhI+n48GDRrw6KOP0r59e44ePRr0JN3+/ftp1qyZXxtORA27tzRl5coTfmxR9ixZQjgQbv+GeiU1akTzQ4eokpZGahlNpeIozm9deHg4tWrVYu/evezfv9+vunLgPLmFWbdunXvd6bksTkppWHg4h5Ui7NAh9q5YwUUvvUSP994rcTpp7Z07STxOkZHTTbGDMsMwahiGcZdhGCPs2/UNw2h4vMeJE1e1alW3VyAmJsYvTcA5q56QkECtWrV48skniyxd7qRBeScH3rp1q1/amJPeFHiWKti8aV5paWmkpqYSHR3tF8BVrlyZFStWuAEkWL0cI0aMcCu7Oes7wUNkZCSZmZl+7dq7dy+DBg1i6dKlbmDkDXjWrl3LkSNH/NKUGh/njIk3dcsb0C1cuJBbb73V3Yk4AUBWVlaRQVliYmKBg95g+dWBQdiJBGVgnSl0zuIG4/wo16pVi6pVq5KcnMzo0aODTjOQmJhIREQEHTp0cIPcwLSRhg0bEhkZ6R5QbN26ldatW7ufyzp16rB//36/VExvj89///tfwNrJO727n3/+OTVq1GD+/Plcc801VKlSxa326ATrRfEGtsGCsszMTBo0aOAG/E6v7MCBA/1OXFStWtWvGp93UuGidOvWrUA6ZCDnTLP3QCwhIYGIiAgOHz5MamoqWusCqY7elF/nAGzYsGFUrlyZr776ym9S8tmzZ5OXl0eLFi04cuQIo0ePZseOHYwcOZInn3ySvn37umX8K1asGPTgqVevXoD1XXUCee+cQw0bNizznjLn4Ovw4cOkp6eTkZERNG00mAYNGpCenu72uu7evZuIiAh33MvxfgdKU92hQ0kBnE9RfjHLgQda/eab1PP5yCil8s7R9omVnpMmsbNqVTo9/jh/HGec3YKbbmLlq6+itm8nBfgjOpqYvXs5aqd91b/ySrrv3MlFhQSeuTVqUKME06uUloN2oF/9OK+3SZMmbkq48z35y1/+QmZmJj/++KP727WikKp5kydP5u233+aqq67ixRdf5L777uOrr74iIyODNm3a8Mknn/Dpp5/6zat33XXX0bFjR9LT02nSpAn33nuvO72Hs4+eP38+ixcvdvfJgfPsgfW716ZNG5Z4Jik+UcnJyURFRbnHAIX1lOXk5LBjx45iBURxcXF88cUX7tjVAQMGMGXKFNatW0e7du0ICwtjz549bqqks790sm2C9Zbt27fPb2z1iWpwySX4gNyTnMuzMAft3qJqQabc8J17LnFa0zwjg8xTMI/WggULjjsdRb169dizZw+JiYl+JxkDK90W5p133nH3F87J++I+9mBkJJHJyWz2TD1SksntfXl5NMnKIt3Ti3wmKFZQZhjGZcAm4A5gpL24FRB8FL8okSpVqrgHv5UrV+aVV17h22+/dSdszM3NZdeuXe6XoaigzJmEMCUlxd3BBOaxO6kRgb0VYZ7u9sDJecFKpUxNTaVatWoFgrLjiYiIoGLFiu7Bac2aNcnKyvJrQ/369ZkwYQLdu3dn7ty5REdHuz04YAVlKSkpXHLJJW663fEOxpzxKIGv19kRrF+/nilTprjpdzt27HCDso8++siviEhKSgpr164tkHIVOOg2ynNW3XGiQdnxOP/n/Px8atSoQXJyMiNHjuSzzz4rcHCdkJBAkyZN/CahDBzHExYWRosWLdzgYufOnX7BZ506dcjMzGTdunXuHFhpaWlueoq3h+z2/2fvvuOjqtLHj3/OpJAGCQmEEkqAgHRRUdZGV5FdV3dXj5W1t1WxrYvtt/pdy+qirnz96uquYsVydC3IqugiiKiIUpQiIL3XEAgBUu/vj3vvcDOZSWaSTCYJz/v1yiszd+6dOXNyM3OfU55z4YU88sgjXHrppRQUFJCdnc3UqVMrDXP1zs9asWJF0PlZ3r+XNyjzflnn5OT4U5t76zhweIZ3iGKonrFASiluu+029uzZU6m37+yzz2bs2LHA4UYG7/+YZVn+etm8eTOFhYUcOnSIG264gVdeeYX9+/czceJExowZQ1xcnP98SktL47TTTmPmzJmV5o65LeOB6agffvhhOnXqxFtvveXv/SotLQ0673LatGn+3rZf/epXTJo0yb88Btj1uGrVKpYtW1Zvi1gHcuvKbbkFwr7wcnu8Z82axejRo/1DMJ999ll27txZpwu4SPW+8EJ+cHoaAJJqkehix48/stdpee7mzEeqq9a9evlv5zq9iCevX8+ajz9m5b//zex+/SrNsdm+aBHD3nuPYydMIGXrVrYkJ7O3Y0c6FRZSvn49FUC2Myc3pOxs0iDsHrloKXZ6wTuHmNfr1cupJ/f7cdiwYfh8Pv+czNNOO40tW7YE7d12G5NeeeUVgEqjQ/Ly8oiLi+Pyyy+vNC/n/fffZ/78+aSmpjJq1KhKwwB/+ukniouLueKKK2jXrh3JyckopUL20g8aNKjSvNNIuSM9WrVqRWJiYsigbMOGDVRUVFTpsQvFO5/6mWee4Xe/+x19+/YlPj6e7OxstmzZ4g/a3IYYNygLtmzH9u3b6/Q/nZSRwba4OOJruWwMQHlJCXN69GCWpxG4yOlBzg4S/Cc6gW4KUNYAvTlDhw71n8uhdOzYka1bt7J27dpKQ2KrG03hNWLECBYtWkT37t3Ztm0bSUlJNabDd+1r2ZJW+/ZR4VlqZUcthpOW7N/PoiefZOPs2SQBvhp66ZqacHvKngTON8aMwV4XD+BbIHozqY9g3p4yy7Jo3bo1v/nNb/wJLHbu3ElBQYF/aKK3u9/9MOzQoQOXX365/2Jx7969/g+7wPWH3H/O5557rtI6Ld6epGBfSN27d2ffvn2kpKRUCsrCnXuTlpZWKSirrqV8zpw5/vWkKioqyMzMZObMmRw4cIDMzEz/h1E4rTZu1j/vcDJ3+N+MGTM477zz/Ikrfv75Z39mrlGjRvGrX/3Kf8z//d//UV5eXiWhgLenbMSIETz22GNB33t9uvfee5k4cSIXXnghWVlZlYaeBWbCWr9+vb9l1O0lCra4bs+ePVm1ahWWZbFp06YqQRnY9XbSSSf5A/gTTzzRPxTG/bD+6KOP/MMHR4wYwYcffkhcXJw/6Qrg7wlas2YNvXv3rjKBvbi4uFJ2Tu8wVO/Qi5ycHP9+3uA4OzubjIwM/xDQwGQwkcjIyKhUX++++y7/7//ZbVULFy7k7LPPrrKejxuUbdmyxX/On3DCCYwbN47U1FTi4uL44IMPKCgoqPT/061bNzZv3syiRYv8nwmhgjKA66+/nvT0dH/5Qr3P1NRU/zng8/kYP358pffktuT369fPf8FZ39zGgm3btvnrJNyeMvd/zB12u3jxYk4//XS+//57/zzPhtT9X/9i9lFHsSg9nVYRrvn44zPPkH300Qz/8kt+btGCzp6FYesiLaAu57rzRP/1Lw5dfjlDly1j8dVX+x9f7+mtPn7XLgoyM6k46iiyLIvk5cvZ6fORWMPnVrzz+bu7nhY3rq2OX37JiqSkKnUQjNuo5J5TGRkZ9OnTh3nz5qGU8mefmzRpEqtXr2b69On+6QAzZ87k97//vf+72Ps/5G2scx8H+//N/bx0MwW6/9szZ87kvffeY/369Tz//PMsW7aM9evXh2w46t+/P+vWras2c3F1duzYQXZ2Nkop2rZtG3L4otvIFO7QwZSUFH7++WcWLlxYZWicGxjMnz8fpZT/+8L9Lgq2Zuq2bdvC/mwIZUdaGq3qsE7W0hde4JQ1axj+3XeUOo3UFatWUQy0c5JpeKV4e3ACEmnESocOHVi1ahXr1q2je/fu/hET3mRQ4XCzbfbu3Ttoo18wB7OyaHPoEHGev0GRc20Via/PP59Bt97KDmf0S2odvssbo3CDslxjzAzntttsWgLU/6D9CGitx2itV2itV2mt74xlWeqTNyjzci+E3SFh7oeYN2nAtddeC9itf5MnT/YHKdu2bfMHZYEZltygbNKkSZx++un+7d5hBMF6ylyJiYmVeiW8X0DVSU1N9Q8/6tixY8gU/C5v6vJhw4b5EzWMHTuWt99+m08//bTGLEBwuB7POOMM/3DJwLlp3kQq7rC8jIwMJkyYwMKFC/0XuyNGjKgyp8/9cs/KymLGjBlcfPHF3HbbbTz33HP+QKW+e8qSkpL44x//SIsWLcjKyqo09jvwi9YblPXq1YuHHnqId4Is+NqtWzfWrVvH6tWrOXjwYKVWOO8XZLdu3fzDJ/Py8vxDJgNb0Pr168f06dP9Qax7AZOamsqKFSuwLMuf9OGTTz6p1EMTOCfPGyB6L1hycnL857n3oighIYH8/Hz/EFBfHSddewMnn8/nr49Ou/psAAAgAElEQVS77rqLqVOn8tBDD1Xa3/2/2rx5sz9gDkzgkpiYWCVY79ixI0VFRbzxxhuMHj2avLw8tm/fTkJCgr93FOylEq6//nr/JPj+/fvz7rvv1jqg8rZ0u0NRy8rKauw127VrF88//3yN+1mW5W8p37Vrl7/XLNzWcG+2MPdzcODAgSxZsoTdu3eHPUeivnQ65RSGLl/OvvbtyYpwceA9np6xbWG2WIfDm1hg0d//zrErVrBTKdK++IKBznD0lp7PiYMBQ7uKO3Qg1Zmj23/bNnbVkBUTIN25WNsybRoVZWVRSUFek10//USvQ4fYOnJkWPv37t2br776qlJPsdtg1KdPH/8Q73vuuYe8vDzGjBnD448/zpIlS9i1axcjPa/TpUsX/3e3tyfC/bwZGVCmc889l8cff5yVK1eSk5PD+PHjufDCC+nQoQNnnnkmubm51fZiuJ/j7hzeSHnnRGdnZ4fsKXMXee4WwVCxvLy8Sg1vro4dO/LRRx9x3333ccwxx/ivF9zv7sDv4rKyMnbv3l3n3u99nTrRtbCw1udkvvM5CLDGyTrcYssWNicm4gsyp6uV5/vSF+Y1UbR16NCBvXv3UlpaytixY/nss89YuXJl2EP4Xe71T7hDFwEqOnSgrWXRascOlqWkUAZUBGQKD0crZ7ju8U4PcxvP92BzEO6VyTKt9RkB20YDofNuR5nWOg54GjgT6AtcqLWueSZ+E5CcnMwjjzzCr3/9a37tSTvsfgDPmzePJUuW+P+R3AvWiy++2D9ULiEhAbC/JHw+H3PmzGHRokVA1Q+9UB+03g/66hITtGjRotLFZGqYk1rdY3JychgaonX4ueee8wcw3gth94sS7C/QNm3a+Fsda+K9WHdb6wPHsXvntrlLD7jz+wYNGuTvbbzpppuqBNDuB9bu3btRSpGRkcHjjz/ONddc46+b+g7KvDIzMysFYt73dujQIbZv3+4/l5RS3H333UEzPLq9l086qbmHebKteb8gu3fv7n8/PXv29O/nrZeEhAQeffRR/3kJ9hDCPn36cNVVV1FQUEB+fn6lHibvEMjAoCzUl0FOTg433XSTv1xegX+n2bNn+ycrRyqwN7hz585kZWVVuqjxzgNxL062b9/uT57iHYobitvbt337di655BL6OBn1+vbtW2mo7nnnncczzzxT6bz6zW9+E/SiKBw9e/bkmWeeISMjg5kzZ1JSUkJubi433nhjtcddfvnlXH311UEzfHrl5+f75zHu2rUr4p4yb1Dm/i26dOniDxwbuqfMVdG2LVkVFVREMK+qpec8jwvIOltXX/7+98zu149Bt9xCYloa21JTOc4dMREfT6ZnrrC1Ywfey1VfXh4dnCAiFSgM48Kt7+WXs1spyt9/n7WpqeyKj+ebzp0p9KyNF20rnOCqdQR1edJJJ1XKYHf11VcTHx/P1VdfTXZ2dpV1C3/44Qf/qJIRI0b4tyul2Lx5c9AgqbCw0N/A4YqPj+e2224jLy+v0pzcc889t9Jc8lDcz4DAhErhcnvKwB5xUN3wxfj4+BrXowqHt7HuzjsPt6W7QVlgT9nOnTuxLKvOPWVW//6kA9tCrG9YI09jdr67nEp+PrtD/F+09fSaxsfo8yiQ9zvjpJNOIj4+vsYkHcH88pe/JDU1lTvuuCPsY+Kca46j9+1jR58+bIuLI6EW85Y7B8zx7xiF9ShjKdyg7HZgitb6ZSBZa/0c8BIQ/l+k/p0ArDLGrDHGlABvAqEX+GpCfD4fXbt25YMPPqgU7Bx99NG0bNnS3xvmznWaPHkyt99+OwMGDPC3yLk9FwkJCXTu3JkXX3wx5JpQwS5wMzMzWb16NbNnzwaqD8oSExMr9Y6F253tDcpCBSnXXHONv6vceyHsziFxx9xHwtub5g7LCJWK18v7Jel+cQRbC8kd4nHxxReHfK5IW6YiEbjmiHeMvvvlHc5wBfd5nnvuOcaMGeMfZgKVg7LevXvz/vvvM27cOIYMGeJv2e3atSvPPvssw4cP59ChQ5UCabCDpmXLllWahzZt2jT/RYJ3cr0blN1+++3cdNNNVTJcuu+na9eu3HvvvZSVlfnnloVy6qmnVmr0iETg3y8uLq5KK/jgwYPZtGkTixcvJi0tjaSkJLZv384333xDixYtwmpl9AbLF110kf8CcPTo0ZX+Z/oFyf5VV9dffz0TJ05k+/btvPTSS2zevNmffXXJkiX+BUS93GGon3zyCbfffrv/8yOQ2xjSqVMnf0+ZO4QqHMGCMm99NnRPmV9mJnEQURDSuaCAbzp14pvbbuPESZPqtTinvvwyQz1JYvZ5Lg7X5+XRxrOkiG/3bgqUYrbTaJX9619XuuA5FMZyBXGJifzUrRunrF1Lj5IS2loWJ27axMooDYENVFFWRvYLL7A6MZH+zvdkbQwbNozCwkJuueUWwE6689prr/kf//zzz3niiScYMmRIlXnMHTp0CPq/nZaWVqlRKlDfvn0pLS3lhRde8C9NUhP3tWvTU2ZZVqWesnbt2oXM2rthwwY6deoUVqBYE3dZjzlz5nDeeef5t7ufqYGNxpH2ooeS7swH3xywBEm44nfvZo9zrVG8ZAlWRQUdDx7kQIhg0Tt0NqGRBGXu6Ir09PQ6Zac95phjKCwsDNmYHkyypxGy7+TJ7EpLIy3Cdcv2bthAW8tiviewTwgjh0FTElZQZoyZCxwNLAUmA2uBE4wx1TeHRlcO4P0k2uRsa7KqS20PdqDlvZh2W7V69+7NY489hs/n86eF9n74h1pY0BVsDthxxx0HHO4dqW74YosWLWr1Ye0GZenp6dX2HLmPeQO/Y445hnHjxjF37tyIXxfsuWNw+MvMO6TTGwiHWnfsqaeeolOnTlWSeoAdlBYVFfHSSy9Vecyd/xcYONWn6oIyt4cvnNTjbm9DWVlZlYWwvT0RrVq14pRTTuGVV14hNTWVDh068M477/D6669z7bXXMnPmzGqHC7rn51NPPcX69et54oknSEhIqBSUuRnGRo4cyf/+7/9WGSL78ccfM3XqVLp27YpSql4uHqrjttp6l4hwF+k89thjmTZtGk8++SQ5OTn0798fpRTt2rVj9erVTJkyhYsvvjisMnrPr/j4eK677jpeeOEF/8KoU6dO5eWXX45K+nc43Avw4osv+rctXryYAQMGcMEFF1QZpug2Vrz22ms88cQT/iUXArlJRo499lh/FtOsrKyw34c3eU6woCxWPWVxzv9eYZg9FzuXLKGtZVEyeDAnPv54VNcyAih1LuK3+nxUdOtGSw4n5UjYu5eChASOmz2btZ98Qu8LL8QXH8+P7kiFMBswKoI0VBXVYS2tmmyYNYslzpIsX111FT2Li9l+zTXE1dAoU5PABE3uos2jRo1i//79bNmypdKC0PUhPj6eK664Iux52Tk5OSilatVTVlRUxMGDB/2NYN26dWPjxo2UlJRU2XfDhg31ltH02muvpbi42N8Y5wrVUxZpL3oonZ2e0/21XKssae9etqSksFMpfGvXkv/zz6QDVhhDOluEsY5YQxgwYAB//OMf/cuQ1EWkjeE9LrgAgLUJCWQPHMj+Nm1oW01jfzDbnOuAg0725IUNkNWyoYX9TW6M2Qz8LYpliVSwM6LSFYLW+hrgGqDSwo2N1ZtvvulfZygUb9d/sKw3bm+Y9+ImMFOdOyfFDeCCXQideeaZlZJ+1NRTBnaPSnWLTwZyg5+MjIxKQZlbRlew4YuJiYl1SkDgDutyexu9GQoHDBjgDwLuuece/vKXv/gnxLpuvPHGaodyhcpA6dZ5NC8avedFr169KgVl7sVwJD1lUHWNLndoj3cOotfvfve7sMvrBmUvvvgivXr14oILLuCJJ57wB2Vbt27laichQagEKX369PEP7WsIqampVQISd47c7t27q/QKgj1nw00jfNFFF4X1OoHDhZKTkystc+DN9hYN3bt3JyMjo1Ljh3eYlXduqzsEFQ4vCRCYVMjlZpM8+eSTmTp1Kt9//33Ek81d7us3hp6yRKc1f8+ZZ7LqqKMYHiKVumvbV1/RFkgJkiggGuJ79YLZszkYH0+8c5G9a/Fi0tq3J2n/fgqTkuienU23Mw7PVmjz2WfMmzaNE5xeo5pkjh4Nb75ZaVtFNWt11VXLkSPpYllsHTSIrlOmsCQ1lSE1LF1RG127dmXPnj2kp6dzxx13sH37dsbU83DTSCUmJtK+fftaBWXud7X7v5KXl0dFRQXr1q2rksVvw4YNQRML1YbP5ws6isGdSx+tnrKso47i5xYtyPrySyrKyoLOA6tOxv797G7dmnKfj5bbt7Pxk0/IAtKCNEK4FqelMWD/fhLqae3BuvL5fEycODEmr926Rw9Wvv02LZ0G4bLcXDquXk3Rjh2khhm07nPmvWYMGcKK0aPpERDYNwdhnZVa61cJCHgcxdg9VO8bY6LXFBbcJsA7A7YTUGnMiDHmn4A7izo6eZ3rWU2tD+4Fd2JiIpMnT67yuHth6h2W5QYAl156Kbt372batGkkJydzwQUXVFmkeevWrVx55ZWce+65rF27lldffRWoOqfHy020cM0119T09irxBlveIYXuUCaXN3irL95JxZZl+TMsgl1f999/P4MGDSIxMdE/Cbs+tGzZkoKCgqj2lAWu4fXOO+/w6KOPMmHCBFauXEmLFi3Cej/eXppgqZD/WU+pu70X0zfeeCNxcXEMHjyYt99+m9mzZ1dKB1/fWSvrkxuUBVv8FCpfVLjDb2vi/o+4ayk1NKUURx11FN9++y0dOnSgrKzMv/g42J8XblDkJgNISkry14Hb6r5jxw7S09P9nxXLly+nbdu2/vkMS5curTSUKRLeRAWB2xpaC6c1f8D+/RDG3JUDTiNJWi0WxK2NzhdeyPqXXmLHzTeT7HyX7F2+HE47jbSDB9kdpKGv45AhdIxgMn33s88GTwp4gIQwFoevjW0LFtDeaRzZO3QovcvKmK11nXvJQnG/g4Jl1I2Vrl27VsokHC43KHP/b9xh96tWraoUlJWVlbFp06ZaN5qEy+fz0bJly5A9ZfWxzMWWM89k2Pvvs3jyZAZEcL1SUVZGTnExm3JyKN2zh27r17Pamf+cE6JhEqDdV18x6/rrObWWn23NTa9zz/XfbjFwIMyYwcYZM+jtZDitySHnOyajTx86NcOADMKfU7YXe76Wwg6GFPBroBzoA3yjtf59VEoY2ndAT611N611InABMLWGY5o8d9jWzTffHLS3pV+/fuTn51dKKe4GAJ06dfIPyUhJSeGVV16pMha9ffv2/Oc//6Fz586kpqZSVFREbm4uN9xwQ8gy1TR3J5Tqhi9+/vnnLFiwADg8jCTYel+1FR8fT1paGosWLeK1117zX1CCXcf33XcfZ59tT1Hs2bNnWGuvhcMNQOrzvQTyBlBuz8Wdd97JihUrWLx4sX+9mJp4hziGM9yxtuLi4vyNCW6dDx48mD179jBs2DB/LxlQ7ZyMWOvYsSO33XabvzcskHvxk5KSUimAqEmoobANxU2Mk5ubS+/evStlJt26dau/F929MPQm3CkpKaGoqIh27dpV+jsuWLDAn6DHFU7ik2DcAMw7HDRWwxfTAv5Pasr0Vuz00LcKc/2nuuo6ciRdS0v5xd/+Rivn71rkJJ7JKCmhpB7muqa0acP3WVl8MWAAJYWFLElNJSnCZQLCtdaZ57WgdWt6O2nhe3oWYj8SDBgwgFmzZvH6669HdJw7OsQdFuj+/7mJiFxbt26lvLy8QRZkT09Pr9JTtmnTpiprodZWj9tvB2BPiLmuoXx7110kY6+JVda1Kznl5VjLl1NC8HT4ruyBAxn+1VdRayRoyjo6ywttf/fdsI8pdzIXt21mafC9wg3KegFjjTHjjDF3G2PGYWc97GGMuQD4LXB3tAoZjDGmDLgRmA78ZG8yS6s/qulzL0qrW7AvcL6N27pXUlLiXyQ4nCAjNTWV0tLSoEOQ3nnnHf9zhLv4biD3IiorK8sflLlzj0aMGOGfo+NewAZbVLIuMjIyeO+99/j97+32BDcxR6ln8nt9e/311xk/fnylzHz1zb2ITkhIqJTmed68eXz77bf++YI18f5doxlEgr2Y8eLFi/1f/IFl7NKlC5MmTQq7hykWlFI8/vjj/onsgdyW3m7dukU0Hj8lJSXqc+Sq47aat2nThpycnEpDpcaOHUt2djarV6/297p7F+YGe1g2wKuvvsrKlSvZvn07ixcv5oQTTqgUPHmDtkh4A1xjDJ9++mmtP5PqqmNA6+0ezyLiwVQ4Q7Myw0iiUd+ynP+l0g0b2LdpE20ti4p6WuR28K5dDPvxRxLT0ihq2ZKW1cxJrouSmTM5APRbt4453bsza9gwOjiJoY4Uxx9/PGB/fy0PWNagOu73utsD1rZtW1q2bMny5cv585//7F9Wxf1/b4igrFWrVlV6ylavXh32+mg16fiLX1AIZEydGlZq/NIDB1iUkcGJjz3G+vh4jn7kERKcBsS2K1awPT4+4mGQwtZ15EjWJiSQ8sUXYR/j27yZnUrRopEMB42GcIOyIdiLRXt9z+HFo6djDx9sUMaYj4wxvYwxPYwxD9V8RNPnXvBF0nNz4403ct5553HRRRf5L66Tw1hzprrU9kOHDvWXpbY9ZW5K7KysLH95gi1262YMqk3q1uoEZtBz543VdiHOcOTm5jJp0qSoJWYAuz7vvfdevvzyS0aMGEFJSYl/uGtBQUGVi+bqLFmypNbpliPRvXv3SgGXN7vmrbfeyqeffsr48eMjnlzcmLjBQ0Nc3NQntwV98ODBVea4HTp0iAMHDnDrrbfy9NNP07FjxyrzD73JEI466ijat29PRUUFl1xyiT9QTUtLi2gNJC/v//F5550X9tIY0ZAS0EO325P5MNAX557L8M8+Yz/4hxI2pNY9elAEJM2dSysnY6qKQkKC4sxMcg4dYsePP1JRVkZ5kEQStdV69Wp+btWKFq1accrq1QyfNavenrupuPTSS/3fXd4RHzVZv349qamp/pE0Siny8vL4xz/+wQMPPMAxxxxDRUVFgwZlgT1llmWxfPnyegvKfPHxLMnJYWBhIfPuuafG/efffz+DnPLsmTiR9K5dSXfW7ut74AD5zSzzX0Pb0Lcv/XfupCzEkP9AqTt2sL2Z13m4V4aLgIe01vcZYw5prZOA+wF3Hlk3oH67MURQl112GW3atInowrpVq1b+RCehesqWLVtWJXFBdUFZSkqKv9eutq347ryT5ORkunbtysMPPxx07syoUaNYtGhRvfcude/evdIiy6NGjeKxxx7jXM+456bqgQce8N9OSEigb9++zHIuWAJTt1cnGqnWw5GYmMiGDRsoLS0NOp+tKTrttNNo3bp12Ek+Govf/va3TJ06lbFjx/L3v//dv71nz56sWbOG3NxcPvzwQwBeeumlKnM/Nm/eTO/evSu14v/1r3/1L7Hw9ddf1+pvvGjRIubNm9foAvW5d9zBoTlzGP7NNxRV06Ax7N//BiBWsySVz8f6lBSGeNKgZwRkWa0PcUOHkrpsGalHH83itDQspRhQUFAvmSY77t/Pshj0MjYmiYmJvPjii3Tr1s2/IHs41q9f789W68rLy/PPGS0tLWXUqFH+hpiG6inb7Zl/OH/+fNauXcuECRPq7TXypk+H/v0pNQb++tdq9y3+7DMOAPGFhQxyhk929KSBL2wkqe6bKt8xx5D8ww/M//vfadmzZ6U5Z8FkFhaytY5ZOBu7cD8VLwVOBfZprbcB+4ChznaATCB47mNRr5RSnHXWWWH1dAXjtioHDu/p06dPlRbuwKDMO6Y7OTnZ30NW2+F+blCWlJSEUoq77rrLv8ZVoKOPPrreL77uCWgpS0tL4/bbb4/6hOZYcNdT69+/f+zWcIpQ586dm01ABofne8YqaUdtJSQkcNZZZxEXF1epN2v+/Pns37+fsWPHAvZ8ydNOOy3ofLlbPJn7pkyZUmnR0RNPPLFWk/iPPvroWg95jKZf/O1vdHDe70FnDkRjtcv5vN2pFLP79qV/hMmawnH0ffcxzzknBuzfz8DCQn58+uk6P++e1atpY1lU1HIuYnPiBk7epV1qsm7duirfde73xK233orP52PWrFm88cYbtGvXrkGSLAX2lM13kuUErktZF2379eO7tm1pG0YA23blSlamp5Poee+te/TwL7JeFpClUkSmlTNN4bi776ZXDclQKsrK6FhaSkk9LGDemIW7Ttk6Y8xJQB52wo88Y8xJxpi1zuPfG2OmRbGcop64czhCZYjzCgzKvEOXfD6fv6cs2Lom4XCzrR3TQOmgAw0ZMqTS+muNObNfXU2YMIGBAwf6Fx4XojaOdYbugJ0ZMikpyb+WoTuXMViSjd8668qcdNJJXHTRRY2ud6u+uYk7SkNc+B2s5/mxtZX38svM6d6dPW+/zdClS6OSkCCtfXuODwgWCv71L9Z89BEVzhIutbHZmcOY4ixvciRr0aIF6enpES1J4/aUed16663MmDGDRx99lGXLlvnT4Nd1jbBwtW7dulJP2dKlS2nZsmXIxtraKsrNJffQoWqHzc2dMIG+Bw5QEDBaRPl8lDu302M4VLo56Biw1FBxNQmBti9aRAvA10CZamMlovEDxpgNwDxgk9bap7WO7kqXot65F0zhzJs6KmBYSODFlttTVtug7MILL6SkpKTexovXhrfHMdrJLGKpe/fu/PDDD9WurSZETXJzc5kwYYI/MyrAOeecw5NPPsmTTz4J2MOZ//znPzN79mzmzp3LwoULadu2LT/++CP/dobsNXetnd6bo19/ncVBlo7Y7MlgGUsdhwzhlNWr6RXBuoK1oXw+Zo0YwerERJYnJzNs8WK6//KXzPFkCY5UgZOSvK2zqPORLljmwlB27txJfn5+lYyncXFxjBw5koSEBI466ij/IvWBCz1HS05ODrt37/Y3Gm/dutW/QHZ9ih80iBbAz++8E3KfrEmTOAT0fuqpKo8tvPdevsnJ4ejx4+u1XEeaNgGjszbMmBFy353z5gGQEnBMcxPuOmUdgaexhywGLhYVu7RgImJub1A4KaMDg7KygFbNBx98kC1btvArJ7VpbTSmFOfNvfVeiLpSSvHII49U2hYXF8fNN99cadv//M//VDk2WBKf5irJyXibDpT/6U8QMCxw97x55AErkpLIv/FGTmz4Ija44Z9/DsDs/v3p7czljY8wNblX2bJllAKd6mlR46YuPT2dgoKCsPZdvHgxcHhtxVBOPfVU5syZ40+2FW1uj9jmzZvp0aMHBQUFVbJJ14esoUPhX/+iz7hxlJxzTqXhiWAPletcXMzcwYMZ7hkd4DrhgQfAM29b1I7y+dipFG2dfAZ7Fi6E3/wm6L6FzjmbGeTv0ZyE29P1HFACjAL2A8dirwl2XZTKJaLE/dA7//zza9zX5/NRWFjI22+/DeBfj8jVo0cPvvjiiypZDJuaWPbUCSGaN2VZ7PjxR2aNHk3Rjh18PX48Qx5+GID2K1Zw4sSJMS5hw7I8jX3pnmGcVkUFP732Gt926MB3999f4/O0WL+eTQkJJDTzbGzhysjICLun7Msvv0QpVePUAaUUJ598clSzBXu5yUR+/vlnAPbs2eNf0qc+9dKan5xRMms/+qjK41u+/ZYkwCdzxqLu0KxZLJ08GYCD1SzpULpyJQAdQiw501yEG5SdBFxhjFkEWMaYH4ArgdujVjIRFccccwxr167luuvCi6fT0tL866Cc10xXpV+4cGGVRbSFEKIuvnAueBPKylh2110MnzGD77RmgDMcalWLFqQ3seUR6kOOsy7kDp+PbGdOb8HatXxx4on0GTeOIdu2kf1Q5RVu9gZksSw7dIgu27axw0nnLiLrKZszZw6DBg3yp8NvLE444QSSkpL48MMPWb16NXv27IlKT1lcYiK+F18EIP/bwNWeYMfXXwPQspn3yjQGnYcOpc+4cRQD1rp1IfeL27iRHT5fTJYPaUjhBmXlgDt2rUBr3RYoAnKiUioRVbm5uREN1evatSv79+/n+uuvj2KpYqdly5Z06tTgy+wJIZqxYQsW8GVeHunFxcQ5Lf/xGzdSAfyUnEzcBx/EtoAxknf22ZQWFbFs5EjaWhbLUlPJ6N6d4c6ckR9btqS9Zz2zLy+7jPSuXVnx1lv+55hz1lnklJfDFVfE5D00RpH0lK1evdq/JEVjkpqayimnnMIzzzxDXl4ea9asiUpQBpDjJCgq9iyL49rvLAvQTuYrNghffDxbEhJI9CzPESg5P5+dtcw63pSEG5R9C4x1bk8H3gLexV5AWhwBUlNTq6TRF0IIEVp5ZiZZ5eW0d3p6Om7aRDqw44wz6HbGGbEtXAwlpKSQ5mRe6+vJgPv9Aw+w93e/owWwac4cANLffReAbe+8w6xTT2V+VhbD//tfFqWnc3yQuYtHqpYtW7Kvmux1rrKyMjZs2FDrxdqjbahnHTAgKsMXwc4Kug9Q27dXeazi5585BLR3UraL6Mtv2ZJW1WSlzdi/n8JWrRqwRLERblA2DvjCuX0L8DmwBLgwGoUSjVNjSsohhBCNXnY2SUDP4mIAuju9P8n9+8ewUI1D/xtuYLEnwcKsESM47u67yXDmjOxwMlQWO42Bw955h+Fz5nCcc+GW+f77+BporlNTkJaWVmXedzCrV6+mvLycnj17NkCpIhcYlEWrpwwgPyGBhCCBQItt29iakCDnVwMqateOzkVFIdPity0upriJrLFaF+EGZacZY/IBjDEHjTEPGmMmANK3ewRJjMIaNkII0VzF5xwe4e8NQLqEyDB2JEnKyGBAYSGLn32WOVdeyfDPP0f5fOSMHAlA0YIFzP3Tn8jct49iz3HfZ2Xxw1NP0SVgjaMjXWpqKocOHaK8vLza/X744QcABg4c2BDFitipp57K057FxaPVUwawLymJ5CBBQIfcEZ8AACAASURBVKs9e8hv2TJqryuqSr7gAtKBH594ospjhVu2kA5YOc1/xlS4QdkLIbZXXYBFNFsNlYFJCCGag2TP4ry7nUWO9wPtJYGA34Brr+WU55/338/s2ZNdStFmxgx+MXEiPUpKWJCTw55Vq1j87LMM3rWLo2W9xSpSU1OBqlmSA7311lu0bt2afgGLIjcWPp+PP/zhD2Q6CR2i2VN2IC2NtCBrtmYfOEBRdnbUXldU1e8Pf6AEKPrwQ7696y72bdrkf2znokUAJDTSIbf1qdqrbK11d+emT2vdDfBmh+gOhF4OXTQ7so6XEEKEr6VniFjfp5/my/POI/Hcc2mYVZ+ark2tWjHIk7SiLDWV1j160FqWLwnJXYO0qKiIViHm3hw6dIiPP/6Yq666qtHPEc/MzCQ/Pz+qQVlZcjLJAeuvHti1i7aWxVJJ/tWgUtq0YXFaGsMXLIAFC5i1YAHDp08HoGDJEgDSGmFymvpWU9fHKsDCDsZWBzy2Dbg/CmUSjVxL6dYXQogadRs71n87e+BAslesiGFpmo69nTuDJygrl++cGoXTU7ZixQoOHjzIKU0gq2Bubi6rVq3CchYWjobylBSSKyoqbds2bx7dgYRGOueuOdvduzd8b+cPHPDZZ2ycPZvOQ4dywFmjrPWAAbEsXoOoNigzxvgAtNZfGGOGNUyRRGM2ffr0RplKVwghGpuElBRmnXACqksX5As0fLmTJjHrrrvI/OknBhYWwhEwwb+u3KBs//79IffZsWMHAB06dGiQMtXF5MmTue+++zj55JOj9hpWcjIpAUHflqlT6Q5kRvF1RXBx/fv7g7IsyyJ52DCwLMqc9cuynSHgzVlYk4QkIBOu008/PdZFEEKIJmN4kMVpRfW6jhxJ12+/5esuXaCwkHjP3DwRXDg9ZTt37gSgbRMIcjt37szkyZOj+yKpqSQD5SUlxDmJzHwff8xOpTjq/POj+9qiilbHHQcvveS/nwLs27QJ35Yt7FSKtlFM+tJYhAzKtNZfYg9drJYxZmhN+wghhBBCRKIkOxs2bjwi5pLUlXdOWShNKShrEG6d7dhBq06dWPL885y0YQOze/dmqCQ2a3BdzjzTf3v2BRcw9M032d29O8kZGexKSuJIOGurO+uer+YxIYQQQoioGfLpp3zz4IP8Yvz4WBel0Qtn+OLOnTuJi4uLavKMpsTnzFU8uGsXpUVF9L/6agDSrrgilsU6YrmJfHb4fJw6ZQpLP/yQfkVFJOTns7lNmxiXrmGEDMqMMS83ZEGEEEIIIVzJmZmcGGTdIlFVOMMXd+3aRVZWFj5fuKshNW8+J0vlod272fj225wCzDrzTIbfcUdsC3YE27VsGQmJiSifj71XXgn/+790Ki9nzZEelAXSWl8OjANygM3Aq8aYF6NVMCGEEEIIUbNwhy+2OUIubsMRn54OwKFduyibP59DwKnvvx/bQh3h2vTp47/tHbZc0bFjLIrT4MJqLtFa3wPcCbwJjHd+/8nZLoQQQgghYiTcRB8yn+ywBCdxRHF+Pqnr17MhKcmf8EPEXqYnBX58bm7sCtKAwu0puwoYboxZ727QWk8HZgMPRaNgQgghhBCiZuHOKevfv39DFanRc4OyA2vX0n/nThb07k2vGJdJHOZNgZ9yhKwbF+7A4lRgZ8C23UBy/RZHCCGEEEJEIi4uDoD777+fsrKyoPtIT1llLbKyAPjFxImkAZm33x7bAolKEp0huQAZR0hjQrg9ZZ8AU7TWdwIbgK7YPWTTo1UwIYQQQggRmUWLFjF48OBK28rLy8nPz5egzCPJCcoAZvfty9CrrophaUQwi9LTGbR3Lx1PPDHWRWkQ4faU3QgUAj8A+4FFQBFwU5TKJYQQQgghIrRkyZIq23bv3o1lWRKUeXiDsoHTpsWwJCKU3IUL2bdxI0lHwMLRUENQprX2ARhj9hljfo+9wHYHIMUY83tjTEEDlFEIIYQQQlRj0aJFAOzZs6fKY7t27QKQ7IseKdnZ/tsZ3brFsCQilIxu3WjVqVOsi9Fgahq+uFlr/Sp2+vvFxpgKYEcDlEsIIYQQQoRpwIAB+Hw+8vPzqzy2c6edFkB6yg5LkQBVNDI1BWXXAZcA87TWPwEvA68bYwKTfgghhBBCiBjx+XxkZGQE7SmToKwqSX8vGptqgzJjzAfAB1rrDOB87MWjH9Vaf4odoE01xpRGv5hCCCGEEKI6mZmZ0lMWgS/OP5+2Y8fSN9YFEYIwsy86c8eeA57TWnfDDs7+7myT/l8hhBBCiBhr3bp1tUGZzCmrbNibb8a6CEL4hZsSHwCtdQvgeGAI0A74uq4F0FpPBM4CSoDVwOVuAhGt9V3AlUA5MN4YM93ZPgaYBMQBzxtjHqlrOYQQQgghmrLMzMyQwxczMjJISEiIQamEEOEIKyW+1voUrfU/ge3Ag8BcoJcxZkQ9lOEzoL8xZiCwErjLec2+wAVAP2AM8IzWOk5rHQc8DZwJ9AUudPYVQgghhDhihRq+mJ+fT2ZmZgxKJIQIV7U9ZVrr+7GHKmYCbwO/NMZ8VZ8FMMZ86rk7FzjXuX028KYxphhYq7VeBZzgPLbKGLPGKeObzr7L6rNcQgghhBBNSajhiwUFBbRu3ToGJRJChKum4Yu/AO4B3jfGHGqA8lwBvOXczsEO0lybnG0AGwO2D4l+0YQQQgghGq/MzEwKCgqoqKjA5zs8GKqgoICMI2QBXiGaqpqyL46pjxfRWv8XaB/koXucDI9ore8ByoApzmMqyP4WwYdcWiFe9xrgGgBjTISlFkIIIYRoOjIzM6moqGDfvn2VgrCCggI6dOgQw5IJIWoSUaKP2jLGjK7uca31pcCvgFHGGDfA2gR09uzWCdji3A61PfB1/wn807kbNHATQgghhGgO3CGK+fn5lYKyvXv3Sk+ZEI1cgwRl1XEyKU4AhhljDngemgq8rrV+AugI9ATmYfeg9XRS82/GTgZyUcOWWgghhBCicXGTeQRmYJThi0I0fmFlX4yy/wNaAp9prRdprZ8FMMYsBQx2Ao9PgBuMMeXGmDLgRmA68JO9q1kam6ILIYQQQjQOblDmTfZRWlpKUVER6enpsSqWECIMMe8pM8bkVfPYQ8BDQbZ/BHwUzXIJIYQQQjQl3uGLrr179wJIT5kQjVxj6CkTQgghhBB1FKynrKCgAJCgTIjGToIyIYQQQohmICsrC4Bdu3b5t0lQJkTTIEGZEEIIIUQzkJiYSEZGBjt27PBvk6BMiKZBgjIhhBBCiGaiXbt2bN++3X9fgjIhmgYJyoQQQgghmons7GwJyoRogiQoE0IIIYRoJrKzs9m5c6f/vmRfFKJpkKBMCCGEEKKZyMzMrLR4dEFBAT6fj7S0tBiWSghREwnKhBBCCCGaidatW5Ofn49lWYAdlKWnp6OUinHJhBDVkaBMCCGEEKKZyMzMpKSkhAMHDgB2UCZDF4Vo/CQoE0IIIYRoJtwFpN0hjBKUCdE0SFAmhBBCCNFMuEFZfn4+IEGZEE2FBGVCCCGEEM2EBGVCNE0SlAkhhBBCNBMSlAnRNElQJoQQQgjRTLRu3Ro4HJTt3btXgjIhmgAJyoQQQgghmglvT1lZWRmFhYWkp6fHuFRCiJpIUCaEEEII0UykpqaSkpLC8uXLKSgoAJCeMiGaAAnKhBBCCCGaCaUUF198Ma+//jpLliwBoF27djEulRCiJhKUCSGEEEI0I1dffTXFxcW89dZbgARlQjQFEpQJIYQQQjQj/fv3x+fz8fnnnwMSlAnRFEhQJoQQQgjRjCQnJ9OjRw9WrlwJQMeOHWNcIiFETSQoE0IIIYRoZnr27AlAXl6eJPoQogmQoEwIIYQQopkZPXo0ANdee22MSyKECIeyLCvWZWgoR8wbFUIIIcSRrby8nNLSUpKSkmJdFCGOVCqinSUoE0IIIYQQQoh6FVFQJsMXhRBCCCGEECKGJCgTQgghhBBCiBiSoEwIIYQQQgghYkiCMiGEEEIIIYSIIQnKhBBCCCGEECKGJCgTQgghhBBCiBiKj3UBXFrrPwITgbbGmF1aawVMAsYCB4DLjDELnH0vBe51Dn3QGPNyLMoshBBCCCGEEHXVKHrKtNadgdOADZ7NZwI9nZ9rgH84+2YC9wFDgBOA+7TWrRu0wEIIIYQQQghRTxpFUAb8HfgTlRd4Pht4xRhjGWPmAhla6w7AGcBnxph8Y8we4DNgTIOXWAghhBBCCCHqQcyDMq31r4HNxpgfAh7KATZ67m9ytoXaLoQQQgghhBBNToPMKdNa/xdoH+She4C7gdODPKaCbLOq2R7sda/BHvqIMSassgohhBBCCCFEQ2qQnjJjzGhjTP/AH2AN0A34QWu9DugELNBat8fuAevseZpOwJZqtgd73X8aYwYbYwZjB3Py4/xorefHugxHwo/Us9R1c/yRupZ6bm4/UtdS183xR+o65vUckZhmXzTGLAay3ftOYDbYyb44FbhRa/0mdlKPvcaYrVrr6cDDnuQepwN3NXDRhRBCCCGEEKJexHxOWTU+wu5JWwX8C/gDgDEmH3gA+M75+YuzTQghhBBCCCGanEazThmAMSbXc9sCbgix32RgcgMVq7n6Z6wLcISQem44UtcNR+q6YUg9Nxyp64Yjdd1wpK4bRr3Us7KsoDkyhBBCCCGEEEI0gMY8fFEIIYQQQgghmr1GNXxR1I3WOgmYDbTA/tu+Y4y5T2t9I3AL0ANoa4zZFeL4S4F7nbsPGmNeboBiN0n1UNflwGLn7gZjzK8boNhNUjV1PQUYDJQC84BrjTGlQY6X8zoM9VDPck6HqZq6fgG7rhWwErjMGLM/yPF3AVcC5cB4Y8z0Bit8E1OXutZa5wI/ASucTXONMdc1VNmbmlB17Xn8KeByY0xaiOPlvA5DXepZzunIVPP58RIwDNjr7HqZMWZRkOMjuv6QnrLmpRgYaYw5GhgEjNFa/wL4ChgNrA91oNY6E7gPO9PlCcB9ngyXoqpa17XjoDFmkPMjF6/VC1XXU4DewAAgGbgq8EA5ryNS63p2yDkdvlB1fasx5mhjzEBgA3Bj4IFa677ABUA/YAzwjNY6ruGK3uTUuq4dqz3ntVy8Vi9UXaO1HgxkhDpQzuuI1LqeHXJOhy9kXQN3eOoxWEAW8fWH9JQ1I05yFLelL8H5sYwxCwG01tUdfgbwmZvJUmv9GfYH4xtRK3ATVse6FhGopq4/cvfRWs/DXrMwkJzXYapjPYsIVFPX+wC01go7AA426fts4E1jTDGwVmu9CvsL/5uoF7wJqmNdiwiEqmsnuJoIXAT8JsThcl6HqY71LCIQqq7DPDzi6w8JypoZ559yPpAHPG2M+TbMQ3OAjZ77m5xtIoQ61DVAktb6e6AMeMQY8340ythcVFfXWusEYBxwc5BD5byOQB3qGeScjkioutZavwiMBZYBtwc5NAeY67kv53QN6lDXAN201guBfcC9xpgvG6DITVawutZa3wxMddaaDXWonNcRqEM9g5zTEQlR19cDD2mt/wzMAO50GhS8Ir7+kOGLzYwxptwYMwi7NfsErXX/MA8NtvK4tBxWow51DdDFGDMYu0XrSa11j6gUspmooa6fAWaH+GKR8zoCdahnkHM6IqHq2hhzOdARe97H+UEOlXM6QnWo663Y5/UxwG3A61rrVg1U7CYpSF0PBc4DnqrhUDmvI1CHepZzOkIhPj/uwh7WfzyQCUwIcmjE57QEZc2UMaYAmIXdVRqOTUBnz/1OwJZ6LlazVIu6xhizxfm9xjn2mGiUrbkJrGut9X1AW+wvl2DkvK6FWtSznNO1FOzzwxhTDrwF/C7IIXJO11KkdW2MKTbG7HZuzwdWA70apLBNnKeuR2D3MKzSWq8DUpyhiYHkvK6FSOtZzuna835+GGO2GmMsp3fsReyhtoEiPqclKGtGtNZttdYZzu1k7IQTy8M8fDpwuta6tTMR8XRnmwiiLnXt1HEL53Yb4GTs4TMiiFB1rbW+CnvM9oXGmIoQh8t5Haa61LOc05EJUdcrtNZ5zjYFnEXwz5SpwAVa6xZa625AT+ysmCKIutS1c2ycc7s7dl2vaaiyNzUh6nq+Maa9MSbXGJMLHDDG5AU5XM7rMNWlnuWcjkw134sdnG0KOAdYEuTwiK8/JChrXjoAM7XWPwLfYU8wnKa1Hq+13oQdpf+otX4e7Cw97m1nIuIDznHfAX9xJyeKoGpd10Af4Hut9Q/ATOz5N3IBG1rQugaeBdoB32itFzlju+W8rr1a1zNyTkeqSl0D/wFe1lovxl5aoAPwFwCt9a+11n8BMMYsBQx20PsJcIPT2yOCq3VdA0OxP8d/AN4BrpPPj2qF+gwJSs7rWqt1PSPndKRC1fUUz+dHG+BBqPv1h7IsGbIrhBBCCCGEELEiPWVCCCGEEEIIEUMSlAkhhBBCCCFEDElQJoQQQgghhBAxJEGZEEIIIYQQQsSQBGVCCCGEEEIIEUMSlAkhhGjStNZ3e9LzN8TrfaW1jsri2FrrgVrrr6Px3EIIIRovSYkvhBCiUdNa7/fcTQGKAXcNo2uNMVMasCxnYa+hNCaKr/ER8A9jzIfReg0hhBCNS3ysCyCEEEJUxxiT5t7WWq8DrjLG/DdGxbkOeDXKrzEFuBaQoEwIIY4QEpQJIYRo0rTW9wN5xphLtNa5wFrgCuAvQBpwFzAfeAHoArxmjLnRc/wVwB1Ae2AecI0xZn2Q10kERmIHTO62E4BngF7AQWCKMeY257FfAE8AfYH1wM3GmFnOY5nA48AZQDLwhTHmHOdpZwHPa61bGGOK61Y7QgghmgKZUyaEEKI5GgL0BM4HngTuAUYD/QCttR6GfeMc4G7gt0Bb4EvgjRDP2ROoMMZs8mybBEwyxrQCegDGed4c4D/Ag0Am8Efg31rrts5xr2IPxewHZAN/d5/QGLMZKAWOqv3bF0II0ZRIT5kQQojm6AFjzCHgU611EfCGMWYHgNb6S+AY4AvsXq+/GmN+ch57GLhba901SG9ZBlAYsK0UyNNatzHG7ALmOtsvAT4yxnzk3P9Ma/09MFZr/SlwJpBljNnjPP5FwPMWOq8nhBDiCCBBmRBCiOZou+f2wSD33XlqXYFJWuvHPY8rIAd7yKHXHqBlwLYrsYdJLtdarwX+xxgzzXne85zEIK4EYCbQGcj3BGTBtAQKqnlcCCFEMyJBmRBCiCPZRuChMDM4/gworXWOM8QQY8zPwIVaax/2EMh3tNZZzvO+aoy5OvBJtNYdgEytdYYxpkrgpbXuCCQCK2r9roQQQjQpEpQJIYQ4kj0LPKC1XmSMWaq1TgdON8a8HbijMaZUa/1fYBjwOoDW+hJgujFmp9baDbDKgdeA77TWZwD/xe4l+wWwyhizSWv9MfCM1voGYD9wojFmtnP8cOBzSfIhhBBHDkn0IYQQ4ohljHkPeBR4U2u9D1iCPd8rlOeAcZ77Y4Clzlpqk4ALjDGHjDEbgbOxk4jsxO45u4PD37vjsOejLQd2ALd4nvNi7GBRCCHEEUIWjxZCCCEioLWeA9xkjFkYheceAPzTGHNifT+3EEKIxkuCMiGEEEIIIYSIIRm+KIQQQgghhBAxJEGZEEIIIYQQQsSQBGVCCCGEEEIIEUMSlAkhhBBCCCFEDElQJoQQQgghhBAxJEGZEEIIIYQQQsSQBGVCCCGEEEIIEUMSlAkhhBBCCCFEDElQJoQQQgghhBAxJEGZEEIIIYQQQsSQBGVCCCGEEEIIEUMSlAkhRAwppe5XSq2KdTlEw1JKXaaUKot1OYQQQjQOEpQJIUSUKKWSlVIPKKV+VkodVErtVkp9p5QaH+uyCREJpdS9Sql1tTjuD0qp/zi3RymlVgbZJ0Ep9Tel1Fbn/2SOUuq4IPt1VUpNUUrtUkodUkqtVEqdE7DPWKXUIqVUsVJqnVLqtkjLLIQQsRAf6wIIIUQz9g9gBHAz8APQCjgG6BLLQh3JlFI+QFmWVR7rshwhTgLmOLdPAb4Kss9EYBxwObAG+BPwX6VUH8uytgEopXKAucBM4FfANqArsN99EqXUYOAD4HHgQmAI8KxS6oBlWc/W/1sTQoj6Iz1lQggRPecAEy3Let+yrLWWZf1gWdZLlmX9pbqDlFKXKqWWOa39m5RSDyql4p3HRjvbU5z7SU6vwRzP8SOUUmVKqVYhnn+jUuoqz/2XlVKWUirPs229UuoPzu1jlVIfK6V2KKX2O719Yzz7PqSUWhHkdf6hlJrruX+cUupT5zl2KqXeVUp19TzeSSn1b6cn5KBSao1S6o5q6kkppf6llFrt2f9hpVQLzz73K6VWKaXOV0otB0qAPs6xf3SOKXGe45aA51+nlLo3YNvzSqlZnvuznG3/Tym1TSmVr5R6SSmVGlDOBzz19ybQOtT78hwX75R/rfM3XqqUutbz+BSl1KdBjvvYeQ33/mlKqa+cOtqslHpRKZXlefwlpdR/lVLXOH/3fUqpD5RSbZ3HLwMeALo654mllLq/pvI7TqaaoEwp1RK4DrjLsqyplmUtwQ7Oip3troeBdZZlXWRZ1lzLstZZlvWFZVnzPfvcBnxnWdadlmX9ZFnWS8BTwIQwyyqEEDEjQZkQQkTPVmCMUioz3AOUUr8EJgOvAgOA24EbgPucXb4CLOBU5/7JQCFwglIqzdk2Evjesqx9IV5mJjDKc38EsNPdppTqgd2b97nzeCvgTWA4cCwwHZiqlOrlPP4y0EspdaLnfSQC2nkMpVRf4AvgG2CwU8Zy4DOlVJJz2DNAOjAa6ANcCWwKVVeAArYDFzn734J9QX93wH4dgT8AlwF9gfXO/QeAR4B+2L01jyilrqzm9UI5F8jErp+LsIPxP3keH48dMNyBXX8LOPz3rM7zwG+Ba7Hf31+ARz1lfAUYpexeJACUUu2A0zhc7yOxe4/eBAY6ZcsF3lNKKc9rHY99HvwSGAMMAh5zHnsLeBT7b9HB+XmMEJRSdyqlCpRSBc5rTXNujwSedB6709l9MNAC+MQ93unF/Aw7iHN7N88BvlFKveEEt4uVUncpp7HCcbL3eRyfALlKqU6hyiuEEI2CZVnyIz/yIz/yE4Uf7IvE9djBx4/AP4GzsYfPufvcD6zy3P8SMAHPczNwEEh07s8C/ubcfgh4AVgGjHW2fQU8XE25LgO2O7d7AgeA/+e+LnA1sKWG9/YDcI/n/lzgH577v8Xu7ch07r8EvBnwHC2c1z7H85z317HObwV+DqjfCqBLwH4b3Tr0bPs7sMZzfx1wb8A+zwOzPPdnAT8G7PMs8I3n/ibgoYB93gHKqnkf3Zxy9w7Y/mdgkXPbB2wGJngevw27MSDOU75HAp6jC3ZgP8jzt9kJtPDscyew1XP/XuyeqnD+BhnYwdhdwGzn9gXAWud2LpDh7HuRU5bEgOeYCCx1brdz9jkE/A17CPDFQL63XrF7Qa8JeJ5+zrHH1/X/WX7kR37kJ5o/0lMmhBBRYlnWV0AP7F6tl7EvLv+N3cukQhzWD/tC1usLIMl5LrB7sEY6t0cCM7B7v0Y6vWXHc7iXK5gZQLZSqr9z/BzsHoURTrlGeo9XSrVVSj2jlFru9HLsd8rZ1fOcrwDnOz1kYM8R+tCyrHzn/vHAb5zhe/ud59jtvK+ezj5PAncrpb5VSj2qlBpazXtwy3a1s/925zn/GlAusAPQDZ5jWgGdCF7PucoZGhqBRQH3N2P/rd3XygG+DthnDtUbjN0T+H1And2NU1+WZVUAU7Dr2jUOmGIdnjN3PHBLwHMscx7r6TnuJ8uyioO9h0hZllVgWdY657Xfc24fDfzHsocdrrMsqyCcp3J+xzm/f7Qs60+WZS20LGsK9pDGG8MtVvjvQAghGp4k+hBCiCiyLKsM+4L8a+BxpdQl2EMTh2IHAUEPC7ivArZ/DtynlOoCHOfcL8buzZiB3cMSLKGCW6aNSqnV2MMVT3KOn4/9nTAQexibdwjgS9i9K3/C7u04iD0cLtGzz5vYPU1nKaVmAmOB8zyP+5z3/UiQIu12yvWiUuoT7OFzI4CPlVLvWZZ1SbD3oZQ6D3gau1fnC2Cf85oPBexaFKoqAp8y4H5FkG0JQZ6nJMjzuo2egX+7cLnHn4Tdmxj4/K6XgTuUna2wGHvY4aUBz/Modt0H2ua5Hew9hGo4CEkpdTHwnHM3BThTKfUAdvBd7sxPe82yLHe+2Fbnd3tgg+ep2nnKtxMo5XAw6VoKtFJKtbYsa4/zXO0D9nEDy20IIUQjJkGZEEI0rJ+c39khHl8KDMMONlxDsQOhNc79b537f8YeqrfNCYTewg5K5lqWdbCGcnyOHZQNAR6zLKtCKTUbuAn7Qtbb0zYU+JNlWVMBnCQW3YEl7g6WZeUrpaYBv3eO3wt87HmO77EDvtWWZYUMUCzL2gq8CLyolPoIeEMp9Qcr+Py4ocBCy7KecDcopXJreN9YlrVPKbUJu57/E/B8ay3LcoOgHdjz0byOwR42FxbLsvYqpTZjD2X9yPPQyTUc6iaw6GJZ1rRqnn+pUmoBdr0XYw9t/NGzy/dAP8uy6roWXgmHe6yqMxX7/BwE/B/2vLDW2MNbh2BnS/T+Lec75T4D+Bf455CNxh7ui2VZpUqpb4GjAl7rKGCvE5CB3RBxBvbcO9cYYL1lWdXNTRRCiJiT4YtCCBElSqkvlFLXKaUGK3uNpVHYySwKsIcbBvNX4HdOsoReSimNPS/qccuySsC+SMUe/nYpTvDkDBNcjD18rbqhi67PgTOx53Ut8Gy7FDswWefZdwVwsVJqgFJqEPAGwS/QX3ae8w/AG045XQ9jJ6t4TSl1glKqm7KzRE5SSnV36uv/lL3OVA+lVD/seWkbsROZBLMCGKCUOts55mbnmHD8Ff4/e/cdHlWVPnD8O0lIpYaQhIQSICRAQDqIVEVREGUtuaIiuqiwtsW2umBlccUCCvuzouiyEHjNMAAAIABJREFUWK+CiiIiUkWU3kNJQkIKCaSSXuf8/ph7rzOTmWTSSIDzeR4ekpk7d06SmTvnPec97+ERLf2xp8lS1fABrZ26X7CkZE4wmUyRJpPpTaqmRrpiETDbZDLdpT3XE1iCDqe0IOoj4APtceEmk6m/yWSaYTKZ7KsJLsdSAv5OLGmk1p4HpphMpjdNJtMA7fd0nclkWmYymXxq8TMkAMEmk2mEyWQKcJbiKYTI19oeBmzRvu4IHBJC7BdCxAkhzlodn4dlDd7LJpNpsvZ3/wjw4c8ZN7D8vYabTKbntd/FjcAzwBKrY97EUvDm3yaTqZfJZJqOZZDB0eysJElSsyKDMkmSpMazFktH+UcsAcTHQCwwUgiR6egBQogfgRlYgqPDWDqa7wDz7A7dgCXbwToA2+jgNmc2YgmstlitP3L2+L9i+bzYCXyLZf3ZLgfnXIsl4IzCLjgQQhzFkorXEkv1xhgsMyM+2mPAki63GMvPvRXwAyZWM7P2Ppa0vI+BfVhmYl6s9qf+07tYApa5WlueBv4phFhmdcyrWGbSvsRSgOUc8JWL57e2BPgPlr/lfmAEtrM5zszUHvOM1sYNWF4XJ+2O+wxLcY1A7WuDEGITljWC/bSf4aB2znwsKYGu+hbLz74GSzrhU9Ufzjj+XLM3FkvBEWf+geVv+CGWmbOewDXarKn+c/yIJfBUsLw+Fmn/5lsdswtLlcbJWIrGzMdSjEbuUSZJUrNnqiaLRJIkSZIkSZIkSWpkcqZMkiRJkiRJkiSpCTWrQh+KorhjWZScqqrqZEVRumGp6OWPZc3DXaqqlimK4oUlNWYwlqpdt6mqmthEzZYkSZIkSZIkSaqz5jZTNps/K5OBJZ//TVVVewI5wL3a7fcCOaqqhmPJjX/1vLZSkiRJkiRJkiSpgTSboExRlE7A9VgW+qIoir6B6dfaIcuxLOAFmKJ9j3b/eO14SZIkSZIkSZKkC0qzCcqwVNx6CstmnQDtgVxVVSu071OAUO3rUCxlktHuP6cdL0mSJEmSJEmSdEFpFmvKFEWZDJxVVXWPoijjtJsdzXwJF+6zPu9MLCWFUVV1cAM0VZIkSZIkSZIkqSa1yuJrFkEZMBK4UVGUSYA30BrLzFlbRVE8tNmwTsBp7fgUoDOQoiiKB9AGyLY/qaqqS4Gl2rey9r8kSZIkSZIkSc1Os0hfVFV1jqqqnVRVDQOmAhtVVb0T2ATcqh12N/Cd9vVq7Xu0+zeqqiqDLkmSJEmSJEmSLjjNIiirxtPA44qixGFZM7ZMu30Z0F67/XHgn03UPkmSJEmSJEmSpHoxCXHJTDBdMj+oJEmSJEmSJElNqlZrypr7TJkkSZIkSZIkSdJFTQZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU1IBmWSJEmSJEmSJElNSAZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU1IBmWSJEmSJEmSJElNSAZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU1IBmWSJEmSJEmSJElNSAZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU1IBmWSJEmSJEmSJElNSAZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU1IBmWSJEmSJEmSJElNSAZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU1IBmWSJEmSJEmSJElNSAZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU1IBmWSJEmSJEmSJElNSAZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU1IBmWSJEmSJEmSJElNSAZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU1IBmWSJEmSJEmSJElNSAZlkiRJkiRJkiRJTUgGZZIkSZIkSZIkSU3Io6kbAKAoSmfgf0AwYAaWqqq6RFEUf+BLIAxIBBRVVXMURTEBS4BJQBFwj6qqe5ui7ZIkSZIkSZIkSfXRXGbKKoAnVFXtDVwOPKQoSh/gn8AGVVV7Ahu07wEmAj21fzOBd89/kyVJkiRJkiRJkuqvWQRlqqqm6TNdqqrmA0eBUGAKsFw7bDnwF+3rKcD/VFUVqqr+AbRVFKXjeW62JEmSJEmSJElSvTWLoMyaoihhwEBgBxCkqmoaWAI3IFA7LBRItnpYinabJEmSJEmSJEnSBaVZrCnTKYrSElgJPKqqap6iKM4ONTm4TTg430ws6Y2oqtpQzZQkSZIkSZIkSWowzSYoUxSlBZaA7FNVVVdpN59RFKWjqqppWnriWe32FKCz1cM7Aaftz6mq6lJgqfZtlaBNkiRJkiRJkiSpqTWLoEyrprgMOKqq6htWd60G7gZe0f7/zur2hxVF+QIYDpzT0xwlSZIkSZIkSZIuJC4HZVpqYVsgV1XVggZux0jgLuCQoij7tdvmYgnGVEVR7gWSgGjtvh+xlMOPw1IS/68N3B5JkiRJkiRJkqTzwiSE86w+RVH6ArOA64GuWNZyCSx7hq0F3ldV9VDjN7NByPRFSZIkSZIkSZLOB0c1MJxyWn1RUZTPgc+ANGAaEAB4av/fBaQCn2ophJIkSZIkSZIkSVIdVJe++Jmqqt87uD0H2K79W6AoyuRGaZkkSZIkSZIkSdIloKb0xT6qqsacx/Y0Jpm+KEmSJEmSJEnS+VCr9MWagrJS4CCwHPhcVdWs+rWtScmgTJIkSZIkSZKk86Fh1pRpQrAEZHcBqYqifKMoyhRFUZpFKX1JaipFRUW89dZb5OfnN3VTJEmSmtT777/Pjz/+2NTNkCRJuqBVO1NmTVGUSCzB2Z1AS+AL4H+qqu5qvOY1KDlTJjWYOXPm8MorrzB//nyeffbZpm6OJElSkzh69Ch9+vQBoLi4GG9v7yZukSRJUrPRoDNlBlVVj6uq+qyqqt2AO4DJwB+1bJwkXRT277dsp7d58+ambYgkSVITeu+994yvDx482IQtkaTGUVpaSkpKSlM3Q7oEuByUASiKcrmiKO8AnwNm4F+N0ipJauYOHz4MQGxsbBO3RJKkhrZ27Vpyc3ObuhkXhB07dtC5c2dABmXSxWnWrFl07tyZwsLCpm6KdJGrMShTFKWroijPKopyHPgJy15lN6mq2kNV1XmN3sJLgBCC9957j1OnTjV1UyQXlJeXk5qaCkBycjIlJSVN3CJJkhrKZ599xqRJk7jllluauikXhCNHjjBp0iQA0tPTm7g1ktTwVq1aBcD27dubuCXSxa7aoExRlC1ALDAamAd0VFX1PlVVfz0fjbtUHDp0iAceeIApU6Y0dVMAS6CxfPnypm5Gs5Weno4QgrFjxyKE4OTJk03dJOkisnPnTpuUMOn8OHz4MOvWrePOO+8E4I8/ZHZ+TQoLCykoKKBbt260bdu22QVlZrOZ119/nT179jR1U6QLWEBAAIB8HdXChg0bOH78eFM344JTUxXFtcAdqqqmno/GXKo2bdoEWEYcm4Mrr7yS+Ph4rr32WoKDg5u6Oc3Kpk2bjHVkV155JVu2bCE2NtZY6C5J9TV8+HAApk6dStu2bZu4NZeG3Nxc+vfvj9lsNm4rLi6mpKREFq6oxtmzZwEIDAwkODi42QVlr776KnPnzqVLly4yE0WqEyGE8To/dOgQ6enpmM1mQkJCmrhlzVd+fj5XX301YBkYMZlqVeviklZtUKaq6isAiqJ0r+YYOU1QT/Hx8QBUVlZSXFyMj49Ps2jPgQMHZFBm56qrrjK+Hj9+PPPnz2fnzp3NZpZTunBlZGTw1VdfGd9v2bKFKVOmsHTpUoYPH07//v2bsHUXtw0bNhgB2aRJk7jjjjuYNm0aCQkJ9O7du4lb13zpndWgoCCCg4M5c+ZMtcd/8MEHXHfddcYatMZUWVnJ4sWLAcjJyWn055MuTmdiYoguLGQd8M033/DZZ58RGhpKcnKyDDac2Lp1q/F1cnIyXbp0acLWXFhcLfQRhyWNMc7qa/2fVE96+psQgri4uCZtS2ZmpvG1LGJhKyMjw+b7qKgoRo4cyfr165uoRdLF5LnnnuOhhx4yvl+/fj0ZGRnMmjWLYcOGNWHLLn76te7YsWN8+eWXhIeHAzT59bi504MwV2bKMjMz8Zk5k4SuXRu9XT/88AMeHh6cPXuWgQMHkp+fL4s0SLWyefRofuvWjbQ1a/gYuLFnT4qLiwFITU3l9ddfN7KcJFsbNmxw+LVUM5eCMlVV3VRVddf+dwNCgaVY9i2T6qCyspIpU6bwxBNPsGbNGiIiIgA4ceJEk7YrJibG+FofBb3UfPLJJ4SHhxszhjr7krht27YlKiqq0TpuQgjuvfdenn/++UY5v9S86MVjdD///LPxgVZWVoare0raKy8vr/Njm6OSkhKbkdiGEB8fT2BgIJGRkbRs2ZKePXsCcmCqJsnJyQB07ty5xqDszJkzmIEu5+G1+MUXXwDg7+/PjBkzAFmERKqdcdu2MTIxEfNrrwFw2U032dz/9NNPc9VVV11U19aGsm/fPi6//HJ69+7N008/TVFRUVM36YJRq5L4OlVV04FHgQUN25xLx+bNm1m9ejVvvPEGAJMnTwZo8oWRSUlJxtc1paI0FCEEq1atorS09Lw8X3WWL1/OXXfdRXx8PKtXrzZuX7t2LRs3brQ51mQyMQZ4LyeHXLsAriHs3r2bjz76iPnz5zf4uaXmR9/7DmDKlCnExsbaFPzIysqq9TnLy8vx9PRk7ty5DdLG5uCGG25g7NixDXqtjImJMQbGwNKZDwkJkcU+qmE2m3n44YcB6NChA8HBwRQUFFBQUODw+DNnzpAOBAPCau1eYzh9+jQDBw4kKSnJmPWUQZnkqsqyMuPrwdp197r77gP+LPqhk2sVqzp+/Di9evXizTffJCMjgzVr1jR1ky4YdQrKNJGAb0M15FJz7NgxAJ588kmmT5/OI488Qnh4eJN3AvSgLDw8/LzNlK1cuZJbbrmFRYsWnZfncyYrK8sYVQXL/jsARUVFTJo0iSeffNK47/rrrwegq7c3CnD2wIEGb49ehheQqTcXuaSkJFJSUvD09CQsLMyYHd2yZQtt2rQB6jaLrlcLe+WVVy6aKqG//PILYBm0qK/s7Gy2bNnCgQMHGDhwoM19kydPZs2aNXK2zInnnnvO+NrNzc1YN2KfYaA7e/YsZwBv4Jw2w9ZYUlJS6NmzJ35+fnTo0AGwTc2XpOqc2bevym3de/ZEVdUqBdlkRUZb+fn5pKWlERkZydVXX01wcDCff/55UzfrguFSUKYoyq+Komy1+rcb2AG80bjNu3glJibi7e3Na6+9xvLlywkLC2PcuHH8+uuvTTYdvnTpUjZv3kyHDh3o2rXreZsp27ZtG/Dn+o3s7GwqKirOy3NbO/b999xkNrNpzRomTZrE0aNHgaqlsY8dO8bXX38NgI/WESlMSGjQtgghWLlypfG9dVqpdPHRg7CjR4+SkJDAoEGD+L//+z/CwsKMVKwtW7bU+rzWgUuPHj2Ij48nJSWlSd5fDaG8vNz4uiFmyu655x7GjRtHYWEho0aNsrnvH//4B76entx9+eUUnT5d7+e6mJjNZt5//30iIiLYu3cvgFGIZv/+/Rw7doyoqCiba2dmZib6XFV2I1/P0tPTjSJVelBmvyZYkpzJ1QbNdz73HFunTuW4dg2Ojo4mMDCQl19+me7du9O6dWujLyBZrplPPfUUABEREbi7u3PbbbexZs0aFi5caExGSM65OlP2IbDM6t8rwGWqqsr0xTo6deoUXbt2taneExUVRW5urs2HR8q2bfxmtfi/saSmpjJr1izWr19Ply5dCAoKOm9B2aFDhwBISEigsrKSiIiIJql4VqaqfA0MiIykT58+HD9+nMrKyiojv5GRkUaZ7JbdugFQbJX22RBiYmKIjY3liSeeACxVH/VFxtLFJT4+nuXLl/PYY4/RvfufhW4ffvhhEhISuO6664iMjGTXrl21Prd94BIeHk7nzp2ZOnVqvdt9vi1fvhxPT0/j+/nz5xsdgLooLCzk+++/ByyVVPUUcl14eDjfv/Ya27OzObxwYZ2f52KUkJBAVlYWTz31lDHDGBERYYyKv/XWW8TExBizmmDJONATcAsb+HppzWw2k5+fb2wnUZegzGw2U2aVwiZdWvRBVr9u3Rjz+edE3nabzf1z5swhPj6eG2+8kV9/ldv2gmXQZeHChUbKvZ4Ofvvtt1NWVsY//vEPevfuTceOHVm3bl1TNrVZc7XQx3K7f1+rqipzOuohMTGRrnZVqIYLQRaQ/uWXAFSUlFBx1VWMfOcdTljNmjQGPVUPoEuXLgQGBp6XoEwIwcGDBwHL72T37t1kZWURFxfnNA2msXgdOkSyhwdte/Sgd+/elJaWkpCQQGJiIu7u7nh4eDBp0iSbx7TR1iuUN/BI+jfffIPJZOLxxx8HoKCgwKZcunTx0PPtH3nkEafHdOvWzWa9p6uczSatbOTrSWO45557AAgJCSEwMBCA119/vc7n038HW7du5ZdffsHXt2o2vr64v0i7RkkWeoGPbtqgFICHhwcPP/ww69atMwbarFPgi4uLyda+LklLa7S25efnA9C6dWsAfHx88PPzq1VQNmXKFLn3ZD1UVlZe0NkdJdq1tnWPHtUe16tXL1JTU8nOzq72uEuB9ZpowCiWZF85OD093ail4MiJEyeM7JBLkdOgTFGUvyuK4lXdgxVF8VIU5e8N36yLX2JiImFhYTa3dejRA3+gQFs7ciA0lDAtXSetkTvk1otVg4ODCQoKorCwsNHXMp05c4bMzExatmxJcnKyMXINtoGivYZu18F332VQSgqJWidD/0A+evQocXFxdO3alfz8fL799lubx/n37IkZEA28/u737dvp27cvISEhxpqWefPm2aRvSReHvXv3EhISYtPBtVfXzW+tg7J77rmH8vJyXn75ZeDCWqeYqXWob7rpJk6cOEGLFi3qfc5vv/2WLl26VElbtOYbEECamxseDZyefKHTK9F26tTJ5vabb74Z+HOfIuuBhOLiYvTdwkobsejGuXPnAIy1mGCZLXM1KCsrK+OHH34gPj6eIUOG8NNPP9VpXeG2bdvqNJByMfj73/9OVFSUzTrWffv21Tvb43ztN1epDRr49+pV7XF9+/YFoH379gCUlpby6KOP8vvvvzduA5uhxMRE42svLy+8vCzhg8lkYtmyZcybN48dO3YwdepUtm3b5rQv07dvX26//XZj4AcsafiXSqZQdTNlwUCcoijvK4pyh6IogxVFidD+v11RlPex7FMWeH6aevEoLCwkIyOjSlAWcNllAJQlJXHu1CkGW42+iEbuFOgjmrNnz+all14yFm03dg6wPqIaHR1NZWUly5Yto5d2IXTWCd2/fz+DW7ZkwzvvNFg7yp99llw3N3p98w2AkT4ZExPD4cOH6du3L97e3lU6g+6enuSYTJgacBG5MJt5df165npY9nYPDw/n22+/5eTJk3JPtPNo9erVTJgwgdzc3EZ9nqSkpCrXAnudO3cmMzOTkpISl89bVFREUlKSkb4VHh6Oh4eH8d6+kDqMp7/6igzgySuuwM/Pz6bEsrkOlfzMZjNbtmxh/PjxNW4Am+Hnh6/cfNiG3mEKDQ21uT0yMpJWrVoZ3yclJWE2m3n++edZuXKlMVNW2Yjru/Ly8oCqQdnp06f5z3/+U2NwZt253LNnDxMnTrSpzOmKgoICRo8ezdixY2v1uIvF8uXLAYw0tdTUVAYNGsR9WgXDuvjHP/6Bv7+/zd+n0WRkUAj4BVbfvb366quNrysrK1m9ejVLlixhwoQJzJo1y1h+cCkI+fJLfsbyd7JfZzdjxgyef/55hg0bxp133klRURHz5s2rco7y8nIjWNMHFD/66COGDh3KkiVLGv1naA6cBmWqqs4FBmIJvO4F1gKHgR+BGcAxYKCqqs+eh3ZeVDw9Pdm2bRu33367ze1tunShGOD0aU5pKU27XniBUx4eeFqNLG6bOZM/QkIoc1J6uC7OnDlDaGgoixcvxt/fn/HjxwPw008/uXyOt99+u9YVFPXURT01KT09nTFjxtChQwenF98vv/yS74AWDVQqvryoiKjsbI4NHEiHqCjA8oEeFBTEP//5T2JiYhg0aJDTx+e2aIGnNjrbEH6dPp2+FRWEWK2ru+aaa/Dw8DCKohQXF/PSSy/J/T8aSVFREVOmTGH9+vVs3ry5UZ8rOTnZCJScCQoKAmq3d6BerfH1119n3rx5Rgehc+fOQNV99+wJIfjvf/973kanq5O3bx8BQEdt4Mo6texcHd57R44cITs726VOc4mPDz61CIYvBSkpKbRr1w4/Pz+b293c3BgyZIjxfVJSEtu3b2f+/PnExcXhqQ0QiDps7+CKsoICDs6ezUigjY+PcXuHDh3YuHEjs2fP5t133632HM72nazNli16UZ7ExEQSLrFZ1srKSiorK4E/B3X1fkRdq/Dt2rWL/1u4kOeA4zX8/RqCR3Y22dqgaHX8/PyMzIP09HROa8sYCgoKWLp0KW+88UadtjKxJoRo8q2SXNEqKYm+bm689tprVdbnWrvuuusICQkxAndr1hWGT5w4QVlZmbFuePv27Q3f6Gao2jVlqqpmqqq6UFXV8aqqBqqq6qmqapCqqteoqvqmqqqNc2W9yLVo0YKRI0dWGR03ubmR4eFBi4wMcrXFo6ETJ5Lj54ef1Wj9qA8+4PK0NOKsSqbX19mzZ42OH1g6gYMHD642KFu3bh2dOnXi1KlTnDp1iocffpgnn3yyVvvBHDp0iODgYJsUokGDBtGpU6cqm+nqUlJSSAL8tbUD9XXy++/xBjyvuMLm9vvvv59WrVpx1VVX8cADDzh9fIG3Nz4NFCDvWbCAMZ9+Sh7Q22pvKV9fXwYNGsRvv/1mVD577rnnLpnRI3tHjx5l6tSpjZbSYL03XF0KbNRGeno6HTt2rPYY/b1Zm3We+gf5gAEDeP75543iNPp6rJpmDLZv385f//pXZs+e7fJzNpaK48epBEK19+h7772HoihA3Uqd62WsL7/88hqPLWvZkpYXWdpwWVkZs2bNsinv/f777/PWW2+59PiUlJQqqYu6KG1gy9PTk6ysLA4fPmzc59uqlSWzoJGCsp2PPsodGzeyDQi1+vzQZ4uh6toXnRACVVX5RsuWmDFjBitWrODtt98Gapc1ss+qpHr37t1rNcN9oUtKSjJ+3h07dvDyyy+zYIGlJpwQok5p2HPmzKFthw48BXidhyIR3nl5nPOqdvWO4TJtoOjHH390ONBV35m9BQsW0KtXL3bu3Fmv8zS2Fvn55LuQVu7h4cEDDzxASkpKlUFl62vFiRMn+O6778jKyqJly5aXTOXG+uxTJjWCXB8f+p46xZgvvqAS6Dh0KMWtWtFa63xab7qZWYtZrJqcOXPG6KzpBg4c6HTUEGDatGmkpqby1Vdf2aTV1WbfjoMHD3LZZZfh5uZmFNEYNGgQ7dq1Y82aNZhMJtLT043F23pbk4CABuqQn/3xRwBCp0yxuX3+/Pnk5eWxYcOGKr8ba8UtW9KqAdoizGa8/v1vsk0mKk6cMGbtdCNHjmTr1q20b9/eqGp2sew9VVuzZs3iyy+/ZMOGDQ1yvry8PJvX2Pr16xk3bhw9e/Zs1H2qzGYzhYWFNilfjtQ1KDOZTMaCa53+Wq5p1k2vKtYcRmlbJCVx2t0dz5YtAcu6g7/+9a9A3YKy2NhY3N3dbapdOlPZqhWtKyrIbuL9yhISEpxuzFxba9asYenSpTabiv/tb3+rttiMteTkZGPG1Z4+2NivXz8Am88GHx8fMj098WqkoKzCqlPX3mrGznq95oYNGygrK6OoqMhm9mvPnj3cdtttfPjhh7Rq1YoPP/yQadOmGbOpAwYMcPm1tmvXLoKDg3F3dwdq97690OlbyXTo0IEdO3bwzDPPEB8fz8SJEwH44YcfanU+IQQ7d+7kVkUhydeXVo28xx1Ay6IiiuxmgZ3R15PNnDmThQsX0qFDB5599s8EsiNHjvDpp5/WaqbVmp4K2NgZG7W161//4qTWdwLwKSykSBv4q4m+obt9/+Xw4cO4u7vTp08f3n77baZPn05ERAR/+9vfSExMNGZgL2YyKGtmClu3Rs+E3x0UhMnNjbJ27Win7SuUZz0Ss3cvm6+6inKTicPLlnGwHtP69jNlYCn4cfbsWYdvhMOHDxsfULt377bZD0m/KNekoqKCmJgY48P7888/Z/ny5QwZMsQoZwyWxf2tW7c2Lkpnz54lGQg2mxskhdO8bx95QJcrr6zT40u6dKFHWRk7rDo4dbFv0SL6FhZy+I478LfrSANcqbUvNzfXqNjX2LM4zZW+bmTt2rUNUpI4ICDAphpqZmYmXbp0afSgrLi4GCFElTQwe3qn8oYbbrAJHqtz/PhxunTpUqWqYLt27fDw8ODs2bPV7omorzk7dOhQnVIEG1KbzEzOatX0dAEBAYDrQVlFRYUxs3r8+HG6d+/uUsEQ0bYtbQD/iAgOL1tWu4Y3kKKiIrp3787gwYMb5Hz6bJGHlqJVmxRVIQSxsbFOA9oHH3yQOXPmsEz7XVkXb/L09CTPz4+W2vu3obW2Sn8K1PZNA7j++usBy/snLy+PLVu2MGrUKLp3727s2Wc9wNOpUydjraH1erLqAorff/+dpKQkiouL2bJlC9dff70x61abtOMLnf75f5tWRn7ixIm8/vrrfPLJJwQGBjqdqXQmOTmZ/Px8+vbtS3ZwMCGNvMYXoE1pKaVWaxKrYz+gFhAQwL/+9S9j1uzuu+9m2rRpLFy4kCeeeIL/+7//q1Vb9Ov94sWLm82M68F332XoCy8QfP31FGu1D3xLSylxMZDVBwbtr91HjhyhZ8+eDBgwgIqKCtzd3fn666+JiIigvLz8gloHXVcyKGtmyrRRl1MeHgzQPmBEhw60FYLSvDwyrNIiApOSGLdpEy2Avvfdx2UPPlin5xRCOJwp69ixI2az2WG0wCs2AAAgAElEQVSa01tvvYWXlxfDhw8nJiaGQ4cOMXbsWPz9/V3OoY+NjaW0tNQIylq3bs306dMxmUw2QZm+AemmTZsAy6ijPu6YU81Mnqta5OaS1aIFJre6vR28tNTL3gvqt21fwfLlnAOGOylgcs011xgplbqDBw9eMtP6OiGEcXF+5513GDNmjE3aQ12Ul5fbdEyzs7Px9/cnPDycuLg4m+AlNzfX2DDXVTt37qRnz57Ga1inz3y01GaAnAkMDOS6664D4NNPP3XpOY8fP05kZGSV200mE8HBwSxYsABfX1+n5Zz1TkVxcbGxxrSpBBcVUWg3aKQHZVlZWZjN5mpn9bOzs+nfvz8RERHk5+ezc+dOlwMck7+/8XXWf/5Th9bXX5pWDc56zUV96IU6kpOTiY2NtZnJqa5witlsZtWqVRQUFBhpivZ8fHx4+eWXueyyy2jTpo1NlbXi4mKK/P3pW1jI3tdea5CfRXdy7VoGWb2H3azWBA0ZMoT09HS++OILfHx8+PDDD9m3bx+nT582Bl2sP7d8rNajtWjRwhh0rC4L5IorrqBr1668//77nDt3junTp7s8K30x+f333+natStPPfUUd9xxB8uXL+fJJ5/E39+frl271jp9UU+xjYqKoiIigo5mM+fqkALpKmE2E2A2U6n1xWriKCgzmUyEhITY3P7aa6/xxhtv8Pe//93l4kRlZWXG7ystLY3x48ejKEqdZ90aSo72OeYLHNS2JWldXk6Z3cCZM/rs4sGDB20KacXExNCnTx8ee+wx+vfvz4EDB+jXr59R5bJ79+5Ol7VcLGRQ1syYtNG9hEGD8NJe4O5amsiZvXvJ1TqfB1q3poeDlLmKOoyk5Gdm8r/SUobYjcAHBwcDOFwjtnnzZq677jrGjh3L8ePHiY+Pp1u3boSGhhqLXWuij5jpOdnWrIMy3Z49e4wg0VNbg3MuPp6D77xTr1kqz6IiCq02pa2t4QsWkAdk1uEcwmxm6/TpHP30UzqcPEl8u3bG392et7c3S5cu5YYbbgBg+vTpCCEuuYqMMTExVUb29ZnDurDeJDYjI4OysjLy8/Px9/enZ8+eFBQU2HRao6KiGDx4sMvr2SorK7nvvvuIi4urstDd1aAMLGsWBg4cyLvvvlvtDBdY1rTs2bPHYVAGf+4hU1JSUqVSli41NZWJEydy3zXXMHzPHvLOR9UzB/JSUggQgkq7LQP0D/bMzEweffRRevbs6TTFZ+HChcTExJCSksLTTz9NcnIyo0ePdun53bXgD6D9ed478ZNPPuHxxx+3uQY3xGi5HnDv2rWLiIgIPvnkE+O+6qqNrlmzhltvvRWg2uJHYAn+BwwYYHNbWVkZQdrgVVkDr4dN1goHnPzxR4ocDCQGBQXh6+vLhAkTUFXVuF3/HEpNTaVv3748+OCDfPDBBzaPHTx4MEOHDnWaBWL9N1myZAmXX365UbAKLrygbO/evXVaw3T27Fl++uknxo8fT+fOnfn0009t1vPVNyjzHToUgMTvv2fHM8/wu7aPZ0M6d+oULQDsBoGcsQ/K9J/XuqprUFCQkd0BllnZgy7sfbhhwwbKy8tZsWIFAQEBbN++na+++spmzWJTECdPYgbKgeLNm6koKSHAbMZsda2sjr820DV79mz6a33e0tJS4uLiiIqKYsiQIezfv58e2j5x/a1mvZtbGmdDczkoUxSlvaIodymK8pT2fYiiKI5X+kp1dsXSpWy5+Wb6f/aZcVsr7YMtc+dOirVRvZxx43CUeJP622+1fs60jRtRgE52+cB6UJZmt9FnZWUlJ0+epFevXkRFRVFWVsaZM2fo3LkzISEhLo9krF69mnbt2rkUlLVr1449e/aQnZ1NZWWlsalj9s6dXPbQQwxfsICCOu59411SQomLudCOuHl4sHfYMELLymzW/LnixFdfMWbFCnpPm0Z4cTF5VhUXndE71Lfccgv+/v71niW6kBQUFDBlyhR8fX25SdvYFzCqUtaF9ev1nXfeMdL92rdvb+S+67Mw5eXlxqCDq2snP/vsM2PrB/vH1CYoM5lMPPDAAxw8eJCff/7Z6XElJSVGh7mHk81PrYsMHThwwOExqamphIaGcv+oUbwNJFqtHzifTmvpqd52m/m2bNkST09PMjMzjY3VrTvb1rZt28YVV1xBcHAw7777LoGBgdx5550uPb+ndh0ELOnFH35Ylx/DZcePH+ff//43aWlp3HXXXbz55ps2BTlcHfSqjv012rqgU3XpoPrrODAw0KbKojN6UKZXF23VqhURt97KHn9/WjZwSqw4eZISoNu11+JbTedQX7us09e1pKSk0LVrV95++22HAWdkZKTT9ZXWv8/ExESuueYa4M/OZ3OoYOqq/Px8Bg8ezPDhw2scAFi/fj2PPvooFRUVVFRUMGLECAoLC50WBwoJCalVITCwZMp07drVkrlw112YgZxVqxj+8suMePPNWp3LFdla5kkLu5kuZ+yDMi+rAiF/+ctfALj33nttjpkwYQL9+/dn9erV1Z7766+/pnXr1kRHR9tUik0+D+vqquOdlkaCpyexvr6M++MPTrVpgzvgZrUEoDr+VtkHetbLiRMnqKysdLhpu6+vrzFIYH0tvBi5FJQpijIWOA7cCTyn3dwTaPzapJcYD29vxq5cSTurzlTgiBEA+L74IgO10cCwhx92+Pgc7UPTFbtefJGzBw+SoRWNCNY+SHR6RTj7i2hycjLl5eWEh4fbjGDoQZkrnYZffvmFL774gnvvvddYDG1ND8o6derEd999xwsvvEB6eroxQtRBC16EVfB6YsWKGp/XEd/ycsqt0lXqJDAQL+zW/Lkg7aOPjK9bAD7jxtX4mDlz5qCqKjfccANRUVGXVFD2+uuvc/LkSb777jtWrlxJfn4+9913n1GVsi6sP+BefPFFYw2lPlMGfwZl1ilOrpbo/fnnnwkJCWH27NkcO3bMpp36Bs6uBGVgmR0NCgriv//9r9Nj9HTf4OBgm8DV2jPPPMOMGTMICwtz+PopLy/n7NmzhIaGEqCNTufX4trSkHK0dZPt7IIAk8lEQEAAx44dM65Rh5y0MS4ujsjISKOz/MADD9jsY1Udb+06WA6UAJmNXJL7vffe49lnn2X69OnGbausKu3WtJWBK+xnbqzP+dJLLzldp3n8+HFCQ0NJSUnBzYV0bz01/QqtaqY+i1Dk749/A6+P8cjKItPdvcY0dL3gBFiCS706nj4I4Uy/fv1ISUlxWLTDPsgdOXIk8GeHPa+R1tDVl3WWgM56NvCLL74ALK+PuXPnUl5eTlpamvE7+Oc//8mSJUv4/vvv+frrrzl58iQDBgww/u72/P39ycvLM9bxudK+jRs3Guup/Xv2JN7LixCrzZmLnaRf11WeFnj71LB3pM7DrnS+9etDVVXi4+O54447ANvXHlgqnlZn//79XHHFFXh5eRmD5OC4wNdbb71V7WBdQ/LLy+Ocnx+ZWtDZQ3sdebtQOAmoss7ZbDbzupYGOWzYMIePGTp0KD169Ljot5hwdaZsMXCbqqrXAfq7aQfg+LcnNaiOQ4eyv00behUXo3fduo4fj6PLWqGLaw4yjhxh6Lx5uA8YQIsffiDDZKLLVVfZHOMsfVHvoIaHh9tcfPv06UNAQECN+3IUFhYyY8YMIiMj+de//uXwGD0oCwwM5MYbbzRGZdeuXQtAmFbKupfVh2FhHUdQ/CoqKHexU+yMh/ZhfvStt2qVQup96BDngDwgw2Si/z/+UeNjvLy8iI6OxmQy0bdvX44cOVJjOtuFrrKykr1797Jy5UquvPJKrr76akwmEy1btmTUqFHk5OQQExNTp3M7Wzysr4Hw8PAw1vLEW6WvPf3007z33ns1nj8uLo5evXrRr18/ioqKbGamajNTBpa//fjx4419kKr7eX799Ven+5/16NGDZcuWMWHCBA4fPlzl9ZOWloYQgtDQUDoOHw5A0McfN+jeiK4q/f13yoEwbU2dtcDAQON30blzZ4evgcLCQtLS0ggPD2fOnDnMnj2bmTNnuvz8vtp7O9dk4kSrVrRrgHWs1dHXYOkVVgGbzpZ9AFBaWlqrYjQVFRVkZWXZlLS37kiuWLGCMWPGOHxsWloanTp1cqlACliKHGzYsIHly5dz33338aE2y1gZFERgZSVmFzvnrvDJzSXXhYyHzp0788ILL6CqKt26dSMxMZHS0lIyMjKqDcr0wMDRe0//m7Rt2xZfX19GaAOp7u7utGrVqskL5Tiydu1avLy8qqTCWa/N1AeeHn30URYsWMCHH35IVFQUkZGRpKamGp/127dv54cffiAwMJA9e/Y43ZBdnyGpLkXW2q+//kpOTg4333yzcduZ0FAirD5j9w0YQEkDFv/I1wd+XdguwxHrSp8tWrSge/fuREVFERsby+rVq7nmmmtwc3PjpptuqnFt8unTp433qfW2KfZ9sqysLB555BGuvfbaOrW5ttoVF1PUrh2jV6ygJCeHva++SpyXF2FaanNN7F8fy5YtY8WKFdx0003VVsR1ddD/QuZqUBamqqpemkj/9C4Dat5drxEpinKdoijHFUWJUxTln03ZlsZkcnOjb3o6v95zD1sGDmTfwoWY3Nwo1O7fPHo0qdrFs9zFdR/x2oxbeyEYnp7OkSFD8LD7QPPx8aFNmzYcP36cL7/80hjVtw7K3NzcjFHQAQMG4O/vT0lJSbXrbX799VeSk5NZtGiRzYJqa3pQpncWBwwYgJubGz9qKVQ9hg3jHNBOCNK0kdHKOi7+bW02Y66hJHlNvLUL5+Wvv872GtZaWAvKzCQmNJSKEycw792Lt4O1dNUZMmQI586ds6lwdjF68sknGTx4MEeOHKlSoEFfG1TXKox6EPPss8/yplU6TPv27fHw8GDIkCHGJsr6B4JeQevpp5+ucdF1bGws4eHh3HTTTXh5efG///3PuE8Pymqqvmht8ODBpKWlOd1nTJ/1qK6Dqevbty/Z2dkcOXKEiooKfvrpJ4qKioxOflhYGD5aRyq8tJTt2t5g51Pbo0eJ9fV1+N7o2rWr0cGbPHky2dnZVTrA+qhyjx496N27N4sXL66yCL86PtrsToGHBzlhYXTPy6t1mnJtWM+qjBgxgu7du9tU6LSfKXv88ceJiIjgI6tZ9+pkZGQghDAWzzvjqMpnRkaGUWDFFR4eHlx11VV4enrywQcfGBVOTYGBeECDFmxoVVREoYvX8RdffJHo6GjCwsLYuHEjD2uZJ9W9Zy677DLc3d1t1gJt3LiRUaNGGbNLsbGxpKWl0dpqXXCbNm0aLSjTZ/krKytJTEys1cDU4sWLAdsNnVNSUoy0Xus1dPp178EHHyQnJ4dz587xySefGK/FP/74g507dzJy5MhqZ1D1oMxZcSF7esqa9T6mFXazcFckJ7NjxgyXzueKyqNHKQNCahGULV68mHXr1rF161bj92ovPDwcDw8PfvjhB7Kzsxk1ahTp6elO04UrKio4c+aMca2ynimzn+netWsX3QHbxNzGYa6oILCykorAQExubni3bcugp54ivKSEQAdLUVwxc+ZMunTp4jT9XBcSElJlOc3FxtWgLEZRFPsQ/GqgafJZAEVR3IG3gYlAH+B2RVGqJqNeJDy8vRn98ceM3buXgU88AUCpdvFzDw8ndMQIUtzdGbd2LSe12aTqlFiVsAcIfOghh8cFBwezfPlypk6daswKxMXF4e3tbVws1q1bx/79+/Hz8zMW31d30d2xYwcmk8npaCxUDcr8/Pzo3bu3kdMfFBxMqjYFntK+PWfd3HCrw5qy0rw8fABcTGVypqVVumkvF/d1qigpIbS8nNIuXfDv2ZMgu0Xxrpg2bRq9e/d2OuN4sdDTaMB2I1iwjEx27NixzqkbycnJtG/fnvnz5/Poo48at+sdiEWLFpGWlsbq1auNzsn999/Pjz/+SF5eXrWFVnJycsjKyqJnz574+/tz5ZVX2hQlqe1MGfxZGMdZql5KSgrt27d3OuBhTX8P9uvXj1tvvZWJEyfyt7/9zdhqQQ+At95+OwBeLixOb0j5p08Tde4cZ5182Oud/G7duhkzGfabtVoPItVFx6FD2Tx4MOZVqzBFRdEKSGvErSisZxEGDBhg/L179uxJq1atWLVqFU8++SRmsxmz2WwU6Xj++eddSgvTO3T21RPtU4r02eGsrCwjqMjMzKzy/qsLD62DmdNA1SQB2pWWUlrLQa2wsDDMZrMxg+dsZhkss9SRkZE26b6vvfYav/32G6+99hotW7YkICDAJiCDxgvKfvjhB7p06cJtt92Gh4cH3bp1Y/jw4TbVLqujB1TW6YqvvvoqYEm7HDhwIDExMQghbDIEhg8fTrdu3fjmm2+orKzEz8+Pbdu2ERsbW+M6w9oGZXv27KFHjx60a9fOuK2tgxR/UwNVIBZmM50PHOBo69a416Jw1+zZs5kwYQKjR4+u8Vru6elJmzZtjNT4eCfFg6ZOnWpkK4Dt5559Cu2pU6eYDnwPVDRyZcbs2Fg8AZMLg3618dJLL1VJBbWnz5RdzJlBrgZlTwCfKoqyHPBRFOV94L9AzblWjWcYEKeq6klVVcuAL4ApNTzmomIEZVpAcWrWLACSXn65xse2OHmSFHd39rVty8FWreh9110Oj7Ne6KtPtcfFxdGjRw9jRKxly5bG2jL9oltdCuPRo0fp1q1btRvm6h0E6zefPrLr7u6Ov78/ZwcOBKCoUyeyvLzwqcOGpHnaSKPJ6qJfF921iogAhQ7WyDmSvmcPnoC7gz3JXOXp6cmNN97Inj17eOeddxyuEbgYWKdL2Y/Um0wm7rzzTr799ts6VQxLSkpy2BnTX8uDBw/GZDKRmJhIamoq7du3N9II27RpY7Pex54eEOgfwJMnTyY2NtYY0W6soMyVWTL9XPo6q++++w6wjP7rJfz138GYzz5jZ2Ag/o206a8zJ1etogXg5yB1Ef4MKh988EEjbcg6KCstLTW2jHBW9KQmbh4ejNu9mx6TJ9NaS+VM27ixTudyhR6URUREcO+999pcW0NDQ/njjz9YtGgRt99+Oz/99BN5eXlMnDiR1NRUl/Yt1Dt09jNlt9qlHu3fvx8hBFFRUYSFhSGEICMjo0GCMm+tonBBA1X0LC8qor0QmO22damJfaA+XPv7OtO3b1+b952ePVJaWmpTPMda69ata1xTlpOTw5w5c2q1EbpeNdV6dqGgoMClta5lZWVG0G2d+qpfl37//Xd69+5NdnY2x44ds9nHNCwsjGHDhrFjxw4AFKvZ86uvvrra59UHWzMyMlzaCHj37t1VAr1Iq7WWKVp2hGcDBb1HP/mEHmVl5GlrpRqTfj2Kj48nJyfH5rP7xIkTrFy5EsBI3bQeZDty5IjNRvKJiYlkYOnQ69sE5Tdwml9ZQQHlRUVkaa9/T7tquPV144031nhMSEgIhYWFLu/VeSFyKShTVfUPoD9wBPgISACGqaralDvXhgLWJWhStNsuGUXaqIJJ+3/k229z3NsbPxdmagLT00nz92dgTg6X5eU5XRytl6/t1KkTJ0+eZMmSJXz33XdOR51dGQmLjY212ZDTET1Vx3pDX/0527Zti5ubG4O++ILNI0bQ+aWXyGvdmtZ1eKMWaKOFHrVIyXHEs2VLfr37bk67u9PKxXUS57QPRe96XtyGaoUYHnroIT7++ON6nas5qqiosMkjd9QpfP755/H29ubLL7+s9fmTk5NtgrLo6GgAY8Tby8uLkJAQEhMTOXHihPE69PT05C9/+Quff/650wqG+u16Rano6Gi8vLwYMmQI8fHxRhBZm6AsMDCQoKAgp5uwpqam2qwXqo7JZGLdunU2M4S+vr7s2rXLeF3pijp1onNJCZXnMfDP1fbD6Ww16GHtlltuITk5mSeeeMLoFCcmJiKE4PDhwwQFBTF37lwCAgIcbrNRW6Fap7PALtOgIbllZaHccAPHjx9n8ODBxoyW2Wy2+buqqmpsivzyyy9jMplsNkB2Rp8psw7KMjMzba4dbdu2ZeXKlZw4cYIzZ86Qm5vLH3/8QWlpqU0aVV35au+34gaqIpd17BhugFst0lLBEoh26dKFRx55hCVLllSZ5bLXr18/Tp48SV5eHkIIm1RGZ/u2BQUFVUk5Xbx4MY888ojx/bfffssrr7xi8z6siX368v3330+LFi349ttv2bVrV5U9Ea3FxsZSUVFB586dOXnypDHDGhMTw913322sG4M/B2teeuklFEXh1Vdf5XKr1L577rkHk8lEZGRklWuGPX0g9sYbb2TChAlOj/vss89YsGABp06dMoqm6Hz8/dkxdy4H336bTqNGsb9NG7wLC52cyXWpv/9OxN13UwpcNn9+vc9XE30Qae3atfj7+/O4VXl//XPh0KFDxiCkXhF07ty5nDlzxiZNUg/KAM7FxXH0k09oFRrKnvbtOe7jQ0F6OsJsZvPkyXXaRkCYzaT6+3O6TRuytYGflvUYTIY/C6TMmDGDhx56yKXCS3p21kW9rkwIcUH+i7b40Or7u6Kjo//P7piZ0dHRu6Ojo3eLi9CO554TAkTsd98Zt23v1EkIELvmz3f6uPy0NFEBYtPYsTU+xyuvvCKCg4PFbbfdJrp37y6wrCkUmzZtcnj8/v37BSBWrlzp9Jzt2rUTDz74YI3PvWLFCpGVlWV8/8knnwhA+Pr6Vjl2S1SUyDSZajynvcMffSQEWH6XDWDTFVeIchDmysoaj9X/fkf++996PWdFRYV47rnnBCD69esnzGZzvc7nTGJioggODhZDhw4VMTExjfIczp5Xf90BYufOnQ6PGzFihBg9erQQQojff/9dbNy40aXzd+jQQcyaNcv4vrS0VJw5c8bmmJEjR4phw4aJgIAAMWPGDOP29PR0ERAQIG699VaH577vvvtEu3btbP4mTz75pM3PA4hKF14v1iZPnix69+7t8L7AwEAxc+bMWp0vISFBDBs2TPTp08do06uvvmpzzG9//7sQIPYtXlyrcwshxNnDh2v9GCGE2Ny3r8h18f1kNpuFn5+fmD17tpg7d67N7zc8PLxOz1/lOSorhQAhQJTm54tN48aJ/f/5T4OcWxfr4SF2hIUZ3584cUIA4o033hA333yzAMSjjz4qNm3aJCZOnCheeOEFIYQQAwcOFOPGjavx/AsXLhSAyM3NFX5+fmLJkiXGfXfffbcYPHiwePbZZ6u8RmfPni0A8Z3V501dpf7xhxAgtk6fXu9znUtOFjvnzRMCxB9z5tT7fNXZuHGjAMSqVatEfHy8AIzPxbfeesvhY55//nnh5uYmCgsLhRCW64v9+17/3V577bUuteN///ufaN++vXGef//730IIIW677Tbh4+Nj3K47deqUmD9/voiLixOlpaUiMjJSAOKxxx4TgIiLixPJyckCEP/RXs8HDhwQgBgzZowAxKlTp4zzpaWl2fwM8fHxIicnp8Z221/LHTGbzcb9np6eIjU1tdpz/h4SIk54edX43DXZGh4uBIhNQ4bU+1yu6tSpk83vIy0tTQghxFNPPSVatGghysrKHD4uIiLC5jNnxIgR4irturTvzTfFpjFjjOuU/r7Yu2iRECDOOfi955w8KZK2bHHazoSff7Y5nwCRsn17vX72+Ph4sWHDhlo9ZtOmTQIQc+bMEeHh4eLs2bP1asN5UqvYxtUAaEV0dPT/HPz7IDo6+oXo6Oj+tX3i+v6Ljo4eER0dvc7q+znR0dFzqnnMRam8uNjm+81/+cufbxwn9i1eLASIndqHuSsefPBB48KxfPlyp8fpF/YPPvjA4f3FxcUCEPOrCRqdOX36tADE1VdfXeW+TVdfLQSIIqsgzl5lebn4tXt3sXngQOO23QsWCAHiwNtv17o9jmyaPNly4UtOrvHYrffcIwSI5G3bGuS5P/jgAwGIbXbn27dvn9i6dWu9zn3kyBExc+ZM4zXgSlDdULZs2WLzwZWbm+vwuNmzZwtfX19x5swZ49hly5ZVe+7Kykrh5uYmnn322WqPu+OOOwQg3NzcxNq1a23uu/vuu0VAQIDDYPiyyy6r0tEym83i8ssvr7FzUp158+YJwOjoCSHE/PnzxbBhw2w6abX10ksvGW36/vvvbe7LT0sThSA29+1bq3P+8c9/CgHi1/vuq3V7dvv7i8N+fi4f37dvXzFlyhSb4BIQ8+bNq/VzO3OwZUtLQBERIQQ0SIdQCEvAp3cMf+vXz+a+lJQUYTabxd69e8U111wjEhISqjz+4YcfFi1bthQVFRU2t69bt07cf//9xvdPPvmk8Pb2rnbwJjc3t0qHMSwsTADicB0DbGtFWVmWDrCLQYgz5cXFIt+qo3h61656t606paWlIjg4WEyaNEl8+umnAhC7d+8WW7Zscfr73LBhgwDExx9/LIQQIiYmxvidxsbGCiGEEfj06tXrz5+tvNzhYI319U3/99VXXwkhhFi6dKnN7SUlJaKgoMAI1Nq1aycOHz4sAHHNNdeIrVu3GgG//aDX2bNnjduioqKq/HwrVqwQr7zySq1+f1lZWTbtGzx4sCgpKRFCCPHjjz+Kjz76SOzZs8e4/+eff67xnFt69RLpbm61aocjSR4eYmeHDi4NADWUq666SgBGgD1dG6S47rrrxGWXXeb0cddee60YPHiw8X3Hjh3F7X37WoIld/cqAdSmwYPFlqgoy2ASVQe5Tnh5CQGiMCPD4fPpfZUdgYHGOe37nueDPkCl/1uxYsV5b0Md1Cq2cXVN2Tks67VMWNIETcCNQCXQG/hdUZTpzh/eKHYBPRVF6aYoiicwFah+J76LkH3FxNFffcUBLQWjyEl+eq5WEKHbbbe5/DzWm/052tzP/jhna8r0Uq7W5V1d1bFjR2N/M3seWurSWScpXQCJ69cz6uRJxu7bR2VZGb/efTeD58wBwKcO7XHEXUs1yHNhrUSlNgXvr6WJ1JdeJt0He8AAACAASURBVP+XX37h5ZdfZvz48QghGD16NGPGjHG68WlNcnJyiIqKYunSpQQEBDBhwgR+t9onprHZF25wluYwdOhQioqKeMiqaI11pUNHcnJyMJvNNa6T0dNop02bxnV265sGDBhAZmZmlZTdjIwMDh8+XGWdislk4o033uCWW26p9jmro6dQWu/Z8u677xppL9W9R6tj/b7sbbeRecvgYA506kSfI0eMbR+E2cyW6OhqN1Q2a/sHjvrwQw5oVStdFXTuHLm1SC0OCwsjMTHRWOuzbds2EhISeO6552p4pOsi09IoA0Zr6cc9S0s5U811x1VHPv6Y0dp6kEq713hoaCgmk4mBAwfy888/O1y/NHToUAoKCmz2NwO49tpr+eCDD4xiE6dOnaJr165Oy5aD5T2WlJTEiy++yKeffkpkZCSJiYmEhITQq1evev6klhS0AoBarKFyJPW334xtYoqAji5saF0fnp6e3Hzzzfz666/s3r0bb29v+vfvz5gxY5z+Pq+88koGDBjAggULOH36tE2a6Pr16ykoKDDSnOPi4ozKxS1atGCGg6qC1ntUTZs2jWnTpjFlimU5fTe7VPiTJ09y8OBB45w5OTnG5+e8efOM64heKMrb29tIk9OLdgHcddddVX6+adOm8fTTT1f7+7Jnn6a9Z88eY03cpEmTmDFjxp/FhbZuNda7Vsfcrh3+ZnO9KqKeS0qic0UFhQMG1LjPXUO6//77cXd3Z+nSpUyYMMHYGPngwYNO93oDy99Zv/brW36EaamjodpavTNWP0e72FiCtIIinkCGVbGac0lJ9NSKg+x2lj67bRtZJhOtFi0ybrLve54PXe02p67LGvLmztVXXwQwSVXVu1RVnauq6l1Yqh72UFV1KnAzMLexGumIqqoVwMPAOuCo5Sb14t7q2wVuHh4Uah/Kp3/7rcr9pXl5tNu2jVMeHgTYdbqqY32Brq4D6+Pjg5eXl9M1ZXo507oEZQDjx4+3aYvOV8tvrm7z7HStnD7A8c8/Z7RVh92vlmsRnNHXphU52GDUnltSEhkmE771XM+ma9OmDVFRUezcuZNnnnmGjRs34ubmZiwInj17dp3Oa13V8IorriAiIoL4+HjLVPt5kJCQgMlkIi4uzmlxC/hz08mvv/6aESNGMGvWrBo31tbXZdRU5vvaa6+lf//+Dtd86Au2V6/+c0xo9uzZBAYGYjabqxRQAEupc32hfl3oz6kXEikpKbEpFWy/bYCrrNd6Our4u//1r3QQgqMdOrDllls4s38/Y7/+mr733+9wz6nyoiJ6nz7NKW39QMBjj7nceSrJzSWkspLyWqy57NatG3FxccZmtyNHjiQsLKzaAKS2PFu2JFHrkOgrWY5rVevqI1Nb2A8galjb5Ii+vuyzzz5zuA+U3olLTEx0WpTCmslk4oUXXuCOO+5g5cqVLFq0iE8//RR3FwsZ1STX3Z028fH12qvsrNU2GIdrWeSjrgYNGkR+fj7r16+nR48eNVaMM5lMPPPMM5w4cYLQ0FBjk9zAwEC+++47Yx+z22+/nYqKCvbs2WMEUcu1rWus6X9HLy8vFi1axIoVK4xCSPZBWUpKinHNPHDgAF5eXrz22mvGscHBwfj4+Bivl7179xp/X+vS9tYl6evD06qi4ebNmwkNDWXNmjUOC6F01orB1Kh9e1oAefXYVP2UVhHXt457k9XV1KlTKSgo4Oabb6Z79+4kJiZy6tQpTp8+XW3RmW7dupGdnU1eXp7xGdDPqirlb3/7G24HDxLn5cVhPz/65+URWVJCjFZALevQIbZGRfHbgw8S99lnxuM6ffWVwz3fuiQmEhcUROTUqRz39mZ7NVVKG5OnXUXMH374odluzF5XrgZlw7FsFm1tN39uHr0OcG1leQNSVfVHVVUjVFXtoarqv8/38zdXrbXS6tkOFqMf7dKF/nl5nKqh0IY9m5K01SyYN5lM+Pv7O60iVd+gzJm22qL13F9+IWb5coclq8usyub63XefzX2tXP0AqIGnNlNYYrePiCN+Z89yxq4MdX1FRUXZLD7X3Xbbbaxbt86ouFUbe/bswdPTk02bNvHhhx8SHh5OXl5elbK8jeXYsWOEhYXRo0ePavdWCg8PNxYC33777XTv3t2mnLcj+uu0ppmysWPHsn//fgZqFT+tDdDebzNmzCArK4vs7Gz+85//AJbgqLoRzzVr1rBs2bJqn9uRPn364ObmZhR2SEhIQAjBJ598QlFRkesdGgfn1TnqfA998UU2jxpFv4ICRq5aRdI33xj3HV66tMrxR5Yupa0QpD32GFuiowmtrCR9zx7AsrB+T/v2xDjoeAKkbNmCG9CiFrN+YWFhFBYWUllZWWVUtSGd1V5ne3v2JN3NDd/169n8l7/UqwiKp9UAgqhD4YL27dsbszD668J6D72EhASKi4s5evRorbcHiIqK4vHHH2ecg3LkdZXj48PA3Fy2urjhrL2Y5csZOm8eALvmzaNbI1bEtKYXWzl8+HC1G91au/nmm5kwYQJjxoxhyZIlrF+/nkGDBrFu3TrAUtjqlVdeASxbzFgXMujcubNNARd9piw7O5tAu0DUvopsSkoK8fHxtGjRgr59+9K/f3/Kysrw8fEhKCgIk8lk/AyjRo2qMjuuq2lPu7ro3bs3o0ePZvv27UZZ/ie07X4Al/cS1LdXOGc1g1hbuVu3AtBJG9g4n7y1AZ5u3bqRlZXFs88+C1gGoJ3Rg++EhATjM72PVqUVIGjiRDpERRFeUkL+Aw8AlnS33HvvBeDMG28wJiaGke++S/5PP2EGts2aRfeyMnbZFQI5s38/XSsqKB4yBDcPD3rm5zPCKkPjfPvvf//LLbfcwsyZM0lISLDJjLkouJLjGB0dvSU6OvrV6Ohob+177+jo6Feio6O3at93j46OTqpt7uR5/nfJyIiJEQLE5ptusrk9NzFRCBDbwsJEaX5+rc65atWqKouTnRk1apQAxJAhQ0SxXd7xW2+9ZbOgtaGUFxeLNDc3I98538FarS19+ogMk0nE+PgIAeKM1fENlUd+6IMP/p+9O4+Pqrr/P/462YEQIjuyI4uAFVE2cQFtXbCurR4X9ItbrVpbW/uzLlWxrrWL2lp3aaXuR7RWBXdFRUFBLasgixHCvicIJCS5vz/uneFmmIQsk5kA7+fjMY/MXefMyeRmPvec8zmeR/WJVjzPHz+yKi3NmxIa0J8IY8eOjf6e7rjjDu/999/3HnnkEW/58uVeWlqad8stt9TqfBdeeKEHeAeFxhFNnTrVA7znn38+oWWPp6KiwuvTp4/34x//uEb7r1ixwnv++ee90tJSb8KECR7gffzxx1XuH/lcf/nll/UqZ2Q83+uvv+6NGTPGA7xXX33VW1tFH/1EOOqoo6JjfSJJcKZNm1bv8z755JPekiVLqt0nMhZzaocOO8ctDBmyy34fHHaYtx284pUrowPNZ9x9t1dSXOx91aKFv9yyZdzXiIxFm1vNGNZYL730UvTz/+abb9b4uNqa889/egtycrwFEyZ4n3TuHK2DGXfdVedzzm3adGddHntsnc5RWlrq5eXlRRPXXHTRRdH6eOyxx6J/E++++26dy5koC195xfPAm12LMYNhkeu4V4cxmfUxY8aMaJ1eccUVdT5PJMkG4C0LxiAPHDjQS0tLi15PIo9Ro0ZFx3RdcsklXvv27as8b/i4P/zhD97ZZ58dTXRzwQUXeEClJEGnnnqqB3innHLKLud66623vGuuuabO77G68pWWlnp33nmnB0S/F3z99de1Hmf7+dixngd+0q46+mDwYG97Ar8H1MULL7wQfe/nnHNOtftGPoORhC2At2XLlujfQ/j7XfmOHd68p57ytqxe7SfnAG+tMZXGnC3IyYl+J/m4e/fosUXLl3tT99+/3vXbEDZu3OgBXuvWrT3P8xOexRtr2wg0yJiyMcBRQJG1dhVQBBwdrAdoCVxZw3NJA2vVpw/FADF3jr595RUAsi+5hKxapOCGyuN40nbT5zpyV23GjBm7dB9btWoVaWlpCZnrJiwjJ4dlt9zC/1q0YFqHDuQCBTF34HPWrWNdTg6rg7uB80Nj6hLVjzwneF+lu5nPafFrr9GuooKKBN55hsp9rnv37s0xxxzDz3/+c/bff3+OOuooJkyYUONuh57n8eSTTwJ+d7uIQYMG0blz52hrUEP65ptvWLBgASeddFKN9u/QoQNnn302mZmZ0VTKRx11VJXp4yPdF+v7eTzvvPPIzs7mueee49///jdXXHEFp5xyym67RdbHSy+9xBFHHEFBQQF33HEHsHM+tPoYM2bMLt2gYh148cXsAIatXMlW4JucHJrGGUfZddYsZrdqRW779jvTyU+fzszu3TkkaMHssHkzn998M9/FtHRsC8bZdKzF30i43NVNBFxf/S+6iN7bttH7pz9lx/Dh0fXFr9Z9WHO7bdv4uHdvJp9wAkPqMLUD+OOQhg4dymeffca2bdsYP358NM37hg0beP3112ndunVCW7zqqudppzH56KPp+/33rK/DeNfy4Jr9WQJS9NdGuPt8vK70NRVulYrMK+ico6KigoceegjwP89HHHEEb7zxRnT81pIlS6r9+7zhhhsYO3YsXbp0Yf78+ZW6q0bmOIxMOQM7u0LHG6t7/PHH89fQOKJEmDdvHhMnTiQzMzN6vXrqqafIy8ujV69eOOdqNN9eRJOg5XJrPaZXSN+4kXXp6UkdTxYr/DsdPXp0jfYNjxNv1qwZM/PymNOsWaXvd2kZGfQ9/3yatW1Lu4ED2Q609jz+F/p9b77+ekxaGiubNyd3wwYmDxnCZ+3bs7hfP4atWMGcZs2qnMs2VfLz8/nTn/7EunXrmD9/PgMHDuT444+noh5jCxuF2kRwZ511Vpezzjpr6FlnndWlttFfI3jsU+bn5PiZckIiGXS+qyKdfXWmT59e4ztY8+bN80aPHl0p41TEpZdeWu1dvkQo/f57bwd4HwwfXrlcTZp4n7dp45UUF3uf33qrV1ZSkvA7rdFUz2PGVLtfJB1+ou8+TZo0Kfp7ik0JP27cuGhrTjxFRUXeBRdcEL1rW1hY6IGfEnnz5s2V9h07dqxnjKlRGuT6iLR8zJhRt1ktrr32Wg/wHnjggbjbI3dqY1t06+Lkk0+O1n0iWqxqoqKiwjv44IM9oMH/rmJNa9/ei2T7+qRzZ68gI8P7+IADvA+Du/BL3nzTb7E/6yy/rOXl3gZjoi1LHxx6qPfBqFGV7tgWhFIkTz7oIG9DLae52LJlS/R3sGPHjsS92Wqs+uqraPk/b9OmTueIZiM8/vh6lycyHUDz5s098DPzZWZmetddd503fPhw75hjjqn3ayTK3PHjPQ+8j0NTUtTUdxkZ3iddunjbGvgaFKuoqCj6GbvvvvvqfJ6PP/447v/U8NQzhYWF3vz58z3YORVMt27dvNGjR+/2/KeccorXv39/r127dt6lQebTSAtLeLqLBx54wAO8s4K/02SKTKEDeCeddFKdzlHw7rt1/gxFfN6mjd9SnUKRlh/AW7BgQbX7hqcNOOKII7wnQ9Pq7K61b0XQQ+ijiy7y/vfAA5V6InzasaOfyTJ0TV6VllbnKU0a2pQpU6L1kJWV5T399NO1nl4mCRqkpQwA59xS4HOg0FqbZq1N3W0FqdbG/fajZcxYmvJFiygHOgwZEv+gauxuUs2wvn37Mn78eLKzs5kzZw4lJSUsX74c8LMy1ufuYk1kNm3K8owMsmLunOWXlLA9P5+s3FwGjx1LelYWy3YzSLu2mgV3bcvjDJYN2x60YrZMcF/98MSusfV83nnnAXDyySdHs2CGTZo0iaeeeorLL78cINpX/eabb97l9z9y5Eg8z2PKlCkJLX+sSBnq2gJ0zz330KJFC+bNmxd3+9q1a8nNzY3266+P008/Pfp8UANngYswxnDnnf5w2jPOOCMprxnR6eWXKcjMZPE551Dapg1dy8o4cvFijv76a7Zt2MB3wd3+A4IEMyYtjWW5uRwW/F02PekkmsUMZv/22mujz7PXr2ddzMDu3WnWrBlPP/00zzzzzG4TMCRKu0MOYevatXzStSsdqkhwtDubgutBWgJ6EEQm8C0uLgb8z+J+++3Hxo0bWbRoUY3HQSXDgeedx1pjMMHYqtpoVVZGaZs25CRgUvDaCGcQDGclrq1hw4bRt29frg195mHnGNXI+fv06cO9997L1q1bWb58OUuXLt1tSzb4rWJz585l9erV0Zayww47jHnz5lV6zci5qkrO1ZDCYxvr2nrbIvg8l8X5n1ZTzb7/nu9DrYepkJ+fz/Dhw+nRo8du/9+FExc98sgjjBkzZue23bT2Lbn8cj7t3JmBd93FgKuuol8oW+uOFi1oF7Q0Faans84Yshctok0VE6On2rBhw2jSpAkAt9xyC6NHj95tT67Grkalt9bub639j7V2PVAG7Ag9pBHavv/+9CwpiaauBshYvpyV6elk1iG5RG2CMvCTBPTt25fZs2dzzz330KlTJ2bOnMnGjRsrJQ1pKJubNKFJ8KUEwKuooFVFBeUx/0TbrF3L1qALWyLkRhKYVJNcAqCisJAKoE01SSDqIhyUxXady8nJiaZOfvTRR3c5NjLYeuLEiQwfPjzahaRPnJT9w4YNIzs7m8mTJyek3OVBGt9YS5cupWXLlrX+/EUYY+jfv3801XCsFStWVKqz+jjllFMAv7tkojLU1cTJJ5/MkiVLktKdNKzj4YfTrbSUo59+GmJ+P9N/+UtyP/mExVlZdAq6kQJs7tCB7OB5u5EjKw2sn9GqFV1C3Z1zi4ooqsMXpdGjR0dvQCRL09at2dGhA+3Ky+uUTXBLEKhmJiCD4BGh+p4yZQrdunWjZcuWLF26lDVr1kS7qzUGaRkZLOzcmZ5Ll9Yqpfn3a9bQDCDB3eBrIvyFuD43GDMyMpg7d240G2JEOCiLfOGMdHV87bXXqKioqFGilgGhxA/hQLxv376V3kPk+lfVNbghNWvWLPpezj333DqdI69zZ8qgXtMr5JWUUFLH/zGJ9N577zF37twaZYt9/vnnOeqoo6pMzlKVIx58kOFLl5Ib5/9eRejzvO3FF8ndsIH8WmS/Tbb09HRefvllfvjDH8bNjLwnqmlI+ShQCvwQ2AIcij8n2OUNVC6pJxOMp5jes2f0n13z9etZV8uxZBGRjIsX1KJfcb9+/Zg/fz7//e9/AT8F7qZNm5ISlG3NzSU3SCsMULRsGVkAMReinPz8hKWkB0jPyvLTZIcCwnjSVq1ibVpawuf6CI+NiveF4ZVXXuHQQw/FOUdZzJfHr776CvDHj02dOpXrrruOJk2aRMc7hOXk5DBs2LAaBWXbtm3j2Wef5eSTT+bUU0+lNCZD3Zo1a2jdujVnnnlmdLxb5AvCmjVraNeu3W5fozr9+/evsqWsoKCgRneda6Jt27ZMnTq1Umr8ZOnevXvSWobiMTGtFUc/+yyD1q+nMCagLw/NcdXpqKPoMGgQn/7yl3x+881sOfJIepSWUhhM5ZG/fTvbktwKUh+mUycygUXNmzMrL6/SXEC7szXoSZCdgBsEbdq04cUXX+TNN9+MBmgdOnTgoyDDXGMKygDKR46kXUUFC5s1Y3INW5jXB3/PGXGuTclU32tTvC/f8VqMItlUH3zwQQB+FIzPrM4xxxxDRkYGWVlZ0RtG8QwcOJDrr7+eJ6qZa7AhffTRR2zYsCGa1bK20jIy2GgMaXVs6fMqKmhVXk5ZPVo9EyUnJ6fGvTbOPvtsPvroo4TeADShm0L5vXsnvRW6Lk488UTefffdSuMk92Q1DcqGAxc75/4HeM65mcAlwG+rP0xSpfeN/rRxhy9fzuaMDFZOn07bLVvYUscAJCcnh6VLl9YqfXefPn1YunRpNO344sWL2bhxY7Up9ROlND+f/NCX/8g/8cwEzUdWne/T0kjbTUrrJhs2sCE7u9p96iL8xTy7ivNfccUVzJs3jxkxUyZ8+eWXnHfeeXz66afROb+6detWZXeAYcOGMWvWLHbsqL7B/Cc/+QmjR49m4sSJvPbaa9E00BFPPvkkmzZt4qWXXmLatGnccccddOnShTVr1rBmzZpd0j7XVr9+/Vi3bh1r4kxTUNM5m2pq2LBhSfl8NzZpoRstHx5yCN8G8yY1jZkge7/Ql8n0oGvi8L//nSG33Uaniy4C4NvHHsOrqKBteTllKWgJqavsoDWi9/btHFxczNxa3LndHqRAb5Kg69OZZ57JCSecEF3u1asXW7duBRpfUNYtSNPde/t2Rn7xRdzpTGIVBXMzZSdoKpO6quvUE9U54ogj6N+/f6WU6OE0/EOHDo17oyxW69atmTNnDkuXLt1l0uawtLQ07r777pR9Ljp06FDvG7VFmZlk1nG+qi2rVtEEIEnz3DVm4e9HLRpwShGpWk2DsnL8bosAm6y1bfDnzUztbSqpUodBg/jmxRfZAeR7HgtuvJF2FRWU1eMPrXPnztFJKmsi0u1t6dKlgJ81KlndFytat6aV50XnDSoOZrNvksAv4FX5Pj2djOALUKwPf/pTPjzjDJpv2UJRirpLRO6yPvDAA7zzzjs88MADrF27lsLCwug8XLfddhuwM1tXPH379mXHjh3RyUzjWbNmDW+99RYDBw5k/PjxpKen8/nnnwN+kqGJEydy55130r9/f4wxPPXUU9x8882sWLEC51xCgrL+QX/4c889t1JmptWrV7NmzRoODLXeSN1khm72jPjqK7pu3cqiV15h8Nixlfbrde65FGRm8nEQgIUdcMoprExLI/2DD9iwcCFZgEnCTZREaXPUUdHnhenpNKmiy2w8O4IbBrkNlDEyPCl4vO7IqdT56KP5OuimB7C8mvFlS954g886dKAoyMyZm+IAM9FZhMEPkmbPns2bb74ZXZeXlxe9OXb88cfX+Fx9+vSpd2venmBLTg45dZjbD2BDMH9pxh50rWkoOaHWytpm6JbEqGl/l8+Ak4D/4E8U/QKwDX8CaWmkep95Jl55OWszMhj57rsA5J96atJeP/af/zfffENRUVFSgjLTrh1pwNqFCyktKmJTMLFtbhIGuW/PyCAz1HUybMTLLwOw1hjWJCFAjCeSNv/ZZ5/l2WefBYiOuTr00EMBOOGEE/jss8+qbUWKfNFbsGABvXr12qUrzm233caf/vQnPM/jH//4B8OHD+e+++6LBmWTJk3i5JNPBvz+8eeccw4PP/xw9Pj58+ezatUqjjvuuHq938h7ev/995kzZw4HH3wwW7ZsiY6lOOyww+p1foGsmC+naRkZ9AzGL4Y1bd2abqWldItzDpOWRkGHDgxftoz1wTiJzD3obm234MtyMbCsfXva1WKsalnQmyCvgd7v8FDa/upaTVKlT1ERG779lpa9e7Olmpay9WPGMHTtWj53DoAWCZgCoi6uv/56Xn311QZLKmCMqdTrwRgTvaF05JFHNshr7sm2NWtGqzp2X9w4axZdgSaNeOxUsjRL0XcS2ammV5QLgA+D578G3gfmAHUbmSlJY9LSWBf0UZ6dm8sPgtndkyGcQeiUU05h4cKFAEkJyrKCbiWbvvmGTccdx4jZswG/n3RD256dTVZJSXS5qLCQNbNmVUoA0MbzqGigfwJr165lRdAdKp5w8BSZ/yuS+GNIKDPnkCFDqm2linSpOfXUUytlfwIoKSlh7NixfB/cvYwMXh88eDDTp09n9uzZ0YBs4sSJHHTQQQwNMvE1bdqUww47jC+//JLNmzfXqKtOdVq1asWsWbMAmB18DiZNmhTdHp6DTeqmeQ0SD9RESdBq2SoYW9iimpbaxiY9K4tZDz1E0aefUtK+PR1KS2uevGLDBiqA5g00Rmrw4MFcfPHFlW56NCZpGRm07NWLTcZgqml5rwjGz7QKstu2qmWSg0S5++67q0we1FAuu+wywB8rJpWV5uXRfDfd6Kuy6b33AOiSxBvWjVXLRpplcV9S06DsOOfcBgDn3Dbn3B3OuesA3bLZA5T//e980q0bfVaujI7jSIZmzZpx5513Mnbs2EqT/yYjKGsS3HFefs899A91a2iZhKCsNDubnNB4tgWHHkrbAQMoePvtSvs1baAWmtatW9MhkgWyCm+++SZ///vfmThxInPmzKFLly5cfvnltbqLHs5a+NRTT1XaVhBMJHzggQfy3HPP0TTI+DlkyBA2btzIL37xC8BPtx/5bJx55pmAnzWsb9++TJ06FaDeQVmkHJmZmcyePZvVq1fz3HPPAf5k5llJ/JvYW3UaMSIh5+lyzTXR59Nbt6ZfTLDf2B18xRV0PPxwTPfuNIEaJ/swmzax2RjSGihZS0ZGBuPGjYtOd9FYrczJoWk1qc0jQdkBpaVsMobsRpAxL1kefPBBvv/++1oNIdhXVOTn07KiolYZPCOyZs5kWUZGo037nkxt+vfnwx/8gMl1mDZJEqOm/wHGAS/GWf8YMCFxxZGGcNCll8Kll6bktW8MEo68HQpIkhGUNQ/GGoz87LNK6xOd7TCeHc2a0TyUnndw0I1p6T/+QbjzZI86pgBOhBNOOCGaCKB///589913tT5H7JeDHTt2RNctDsbwjRs3rlLXqcgcSh9//DGjRo2Kjl0DP4vSc889x4ABA5gwYedlJRFBWWZmJn379mXmzJn06tWL4uJicnNz94nxFsnQJMhc9l1GBvXpgNfjpJP43333kZGby+AUXbMSIX/ECJgwgbYDBlCyefNug4eMoiKK0tNp+Ctj47apZUs6rV7Nhz/5CZ0vvZQeoZt5AJmhKV5WZ2ezL6XUycjISGmG1UatdWuygOJVq2hey7FhnVeuZFmHDqQ2ZUzjMSLoVSKpUe1fuLU28h0yzVrbHQgPGukBbN/1KJFdhTM7JSMo2y80nq0gM5PCMWPIO/RQktEZqqxLF9ovWUJJURHZeXlsB3KAZkG2w8mHH06TBsJAgwAAIABJREFUESMYmqKuNw2loKAg2mV1STAZbmxGr/6hu5HhYA38bpXnnHMOUDkxQSKCMvDnD4uklAbYsmVLQs4rvpXTp5OfgMQHh+wF8830vfBC+OUvAVjbsiWddjN3WdbWrXyvFltKOnak8/LldP7Pf/jqgw9g48ZK21uE/mY37YNZTiW+jKDXxqZFi2oVlG3ftInOZWUsTlD3a5H62l33xUXAQqApsDhYjjz+DdzakIWTvUfX0AD2ZARl4QkPtz7xBEc+/jgHJ2k8XeaBB5IGzLjuOjZ9+y2Rtrmu69cD0OLMMxl6991JKUtDi3Q5BFgUpKkGv6WsWbNmu4xJy8jI4LTTTiMzM7PaCX7DQdn+CcqKdfHFF1davuuuuxJyXvF1GDRIaZQDWbm5lJeU8E1ODp3KyykqLKx2/9wtW/h+L5lnpz7SQl+OO23evMv2VqFu4dsTNOm77Pmygu76xdWMR4xnZdCTJiMJwxpEaqLaljLnXBqAtfZD51xiBg3IPinc7aJXEjJmhcdmdAgmUE2Wnj//OTzyCIc+8giLDjkk2sWmbdDfPTvOpM57qmeeeYYbbriBww47jIULFzJq1CiWL1/Oc889R+/eveNOjvriiy+yfv36SmPSYoWDsubNmyekrAcddFD0+apVq9R1URpUelYW6y6/nN7338+qadPIC93AiNVu+3bWJiEzbGPX4cwzIcgI28bzWPXll7QPsqeWFBXRMkgAA4DqSwJNgsReW5ctq9Vx66dPpzvQPPS/QSSVapToQwGZJMLVV1/NGWeckfTECvsleS6bdoccwtRrrqEJsOGhhwCYE7oLvjcFZVlZWQwcOJDc3FwWLVrE6NGj6dSpE6tXr+aWW26Je0xmZma1ARn4SWKuueaaaHfGRJV13Lhx/Pa3v1VAJkmRH2Qd3fjVV1Xus37BAlp6HhUpngi5Meh1xhlMPuEEPgwC2O9CY0vXBmNdJp9wAlN69OCQe+9NSRml8ckNWuhLli+v1XFbPvoIgG6nnJLwMonURZUtZdbajwGvqu0RzrmjE1oi2Wvdf//9SX29yaNGATAyqa/q63LmmXDvvXSbNw+AdQcfDEE2wSYNMOFoKhljOOCAA3jmmWfYsGEDmZmZPPjgg5x++un1Ou9f//rXBJVwp9gujCINab9gDGVJkI00ntm//jUjgTbWJqVMjd3IN99k24YN7JgwgW0ffhhdv3HuXDoBuUceyaDQxMoirYK/sx21SFhVXlpKuylTWJSdTU91u5ZGorrui08krRQiDWBkaC6qZGs3cCA7gK5lZawzhqxBg6JBWdNq5v7aUx1wwAHMnDkT8Cd97qGuRSK07tcPgIpq5g3MmjuXpRkZ9L/oomQVq9Fr0rIlC3JyaPbNN5QUFfHZlVeSFkzX0VzjfyRGXqdOrDeGtFoEZZ///vccvm0bn1x5JUrzIY1FlUGZc258MgsisjfJyMlhaUYGXcrKWNW0KXkDBkS3NdsLu85FsiympaXRpUuXFJdGpHHIbNqUdcaQtmZNlfu0WbOGVS1bor+ayja0akXbtWv58tZbOfqZZ6LrNcGtxLO6SROarl5d4/1LPvuMCmDwPfc0XKFEaqnGk15Yay8CLgA6AsuBp5xz/2qogons6dbn5tJl0yY2t27NAQMHRtdnBhMp700iQVnTpk01l45IyPrsbHJC8xbGaltSwoq98EZNfZW0b8/+y5ezLNSFEaD1XjaViCTGhg4d6LNkCV5FBSatcrqEbyZMYMOvfkXrhx+m52mnAZBRWMjK9HQ6Bi2wIo1BjRJ9WGt/D1wPPA/8Kvj5u2C9iMSxNZhHZ0enTrTZy7M7HX744QB069YttQURaWTWt21Lhw0b4m77fs0aWgBekNJbdjI9etAE6DVzJjPz8ph83HF8etVVu3zhFgEoHzSINp7HyunTd9m24p57GLZyJStuvDG6rvn69axVQCaNTE1vaV8KjHTORTvsWmvfAj4C7myIgons6XZ06wYFBeQccQTpe/nEsAcffDCPP/54NDgTEV9p//50XrqUZR99ROejK+fFWjtzJs2ADCUa2EXTYDxex/JyFg4YwMi3305xiaQxa37oofDCC6yZOpX9hw6ttC0r6NZ44Pz5lJeWkp6VRdstW1gcms9UpDGo6S2nZsDamHXrgSaJLY7I3mPwCy8w84EHohNFT/3Nb5j5wAMpLlXDufTSS+mv8R4ilfQM7s4v+fvfd9m2JkjJnRekzped9gt1+c5TynLZjVaDBgFQHEydEJYXtFS3rahgzmOPUVJURLuKCso0/lkamZq2lL0JPGOtvR5YCnTFbyF7q6EKJrKna9a2LQOuuiq6fLjm1RHZ5+w/bBilgBdnDqWt779POXBANRNL76s6jdg5PeqBykwpu9FhyBAqgPLFi6PrFr/+OhlnnMFBZWVM7dSJgYWFbBo3joI2begDZOkmojQyNW0puwooBmYCW4D/Ad8Dv2ygcomIiOzx0jIyWJOeTsaaNXgVFXx69dUsnTwZgK7TpzMrP59me+E0GfWVk5/PFy1bMqdZM5q2bp3q4kgjl5Wby8r0dDIKC6PrVvz2t3QtKwOgpHdvZrZvT99Zs1j5z38C0P3//i8lZRWpivG8queHttamOecqwstAa2BdeP0eYrcTYYuIiCTa7ObNKc3KIvtPf+KgSy8FYO3s2bT5wQ+YfOKJjHzjjRSXsHHyKvyvGUruITXxv/x8jOcxYPNmAKYccABHLlniP//Zz8jp2pVBN90EQEFmJt1KS1NWVtlnmNrsvLvui8uttU/hp7+fHQRiVU+4IiIiIpVsa9qUvOJi1gUTyAPMu+UWRgBNg7EwsisFY1IbW1q1okdoAunMrVujz/c//XQ6Hnkk22+6iRxg6QEH0C35RRSp1u6ueJcD3YHPrbVfWmuvtta2SUK5RERE9gqlubk027GDsjlzouu6vfYaAF3OOCNVxRLZq5R17kz78nJKiooAyCwpAWDykUfS46STyM7LY3GzZgBkHH98ysopUpVquy9GWGvzgbPxJ48eBLwNjAdedc7taNASJo66L4qISNJ9OGAAA2bP5rvmzcksK6PNtm208TwWZWfTc/v2VBdPZK8w5Wc/48gnnqDg7bfpdtxxzMnNZXtODoNCk7fPeeIJ1j37LEe8/jqZTZumsLSyj6hV98Ua9Q1wzm1yzj3qnDsS6AvMAO4DVta+fCIiIvsOLz+ffM+jX1ERa/r2paBVKwCWH3hgiksmsvdofeyxABTceCNeRQXZZWWUZWdX2uegSy9l5PvvKyCTRqmmKfEBsNZmA4OBoUA74NP6FsBa+2fgFKAUWAxc5JzbFGy7AbgEKAd+5Zx7K1h/IvA3IB14wjn3x/qWQ0REpEHstx8AmUDTUaP4fvJkmDKFJpp/SyRh+px9Nl9deSUjZ8xgSq9edCsroywnJ9XFEqmxGrWUWWuPtNY+BqwG7gCmAb2dc8ckoAzvAAc55w4GvgFuCF6zH3AO0B84EXjIWpturU0HHgRGAf2Ac4N9RUREGp2MUMr7PpdeSsdrrmFahw70/6VmlRFJFJOWRt9vv2V5ejrDlyyhU3k55WoRkz1ItS1l1tpb8ceRtQReBH7snPskkQVwzr0dWpwGRGbRPA143jlXAnxrrV0EDAm2LXLOLQnK+Hyw77xElktERCQR8ocMgccfB6BF16606NqVXkrwIZJwOfn5NFu4kJIePWgCeArKZA+yu+6Lw4DfA68455IxGvli4IXgeUf8IC2iMFgHsCxm/dB4J7PWXgZcBuCcS2hBRUREaqLLiScCMK9pU9StQ6Rh5XfvzqzmzTm4uBhyc1NdHJEaqzYoc86dmIgXsda+C7SPs+n3zrn/Bvv8HigDngm2xctY4hG/y2XczIrOuceAx6rbR0REpCHlderEV3/5C11PPTXVRRHZJ1QEc9xldO+e4pKI1FytEn3UlXPuR9Vtt9aOAU4GfuiciwRPhUDn0G6dgBXB86rWi4iINDoDf/vbVBdBZJ9hgumemvTsmeKSiNRcUoKy6gSZFK8DRjjntoY2vQo8a629F9gf6AV8jt+C1sta2x1Yjp8M5LzkllpEREREGqNNo0bBCy/QfsSIVBdFpMZqNHl0QwoSeGQD64NV05xzlwfbfo8/zqwM+LVz7o1g/UnA/fgp8f/pnLuzBi+l7osiIiIiezmvooKiwkJadOmS6qLIvq1Wk0enPChLon3mjYqIiIiISErVKiir0TxlIiIiIiIi0jAUlImIiIiIiKSQgjIREREREZEUUlAmIiIiIiKSQgrKREREREREUkhBmYiIiIiISAopKBMREREREUkhBWUiIiIiIiIppKBMREREREQkhRSUiYiIiIiIpJCCMhERERERkRRSUCYiIiIiIpJCCspERERERERSSEGZiIiIiIhICikoExERERERSSEFZSIiIiIiIimkoExERERERCSFFJSJiIiIiIikkIIyERERERGRFFJQJiIiIiIikkIKykRERERERFJIQZmIiIiIiEgKKSgTERERERFJIQVlIiIiIiIiKaSgTEREREREJIUUlImIiIiIiKSQgjIREREREZEUUlAmIiIiIiKSQgrKREREREREUkhBmYiIiIiISAplpLoAEdba/wf8GWjjnFtnrTXA34CTgK3Ahc65L4N9xwA3BYfe4Zwbn4oyi4iIiIiI1FejaCmz1nYGjgOWhlaPAnoFj8uAh4N9WwJjgaHAEGCstXa/pBZYREREREQkQRpFUAbcB/wO8ELrTgP+7ZzznHPTgHxrbQfgBOAd59wG59xG4B3gxKSXWEREREREJAFS3n3RWnsqsNw5N9NaG97UEVgWWi4M1lW1Pt65L8NvZcM5l8BSi4iIiIiIJEZSgjJr7btA+zibfg/cCBwfZ5uJs86rZv0unHOPAY/VsJi7Za2d4ZwblKjzSdVU18mjuk4e1XVyqJ6TR3WdPKrr5FFdJ4fqubKkBGXOuR/FW2+t/QHQHYi0knUCvrTWDsFvAesc2r0TsCJYPzJm/eSEF1pERERERCQJUtp90Tk3G2gbWbbWFgCDguyLrwJXWWufx0/qsdk5t9Ja+xZwVyi5x/HADUkuuoiIiIiISEI0lkQf8UwClgCLgMeBKwGccxuA24HpweO2YF0yJKwrpOyW6jp5VNfJo7pODtVz8qiuk0d1nTyq6+RQPYcYz4s7HEtERERERESSoDG3lImIiIiIiOz1FJSJiIiIiIikUMrnKWsMrLU5wEdANn6dTHDOjbXWfgw0D3ZrC3zunDs9zvFjgJuCxTucc+OTUOw9UgLquhyYHSwudc6dmoRi75GqqesfAn/GvymzBbjQObcozvE3AJcA5cCvnHNvJa3we5D61LO1thvwNbAgWDXNOXd5ssq+p6mmro8F/gJkAV8AlzjnyuIcr2t1DSWgrnWtrgVrbTowA3/e1pOttd2B54GWwJfABc650jjH6TpdS3Wpa12r6yZOXV8F/Bo4AGjjnFtXxXH75LVaLWW+EuBY59wA4BDgRGvtMOfcUc65Q5xzhwBTgZdjD7TWtgTG4meIHAKMDWWGlF3Vua4D2yL76Z/8bsWta+BhYHRQ18+y88IXZa3tB5wD9AdOBB4KLq6yqzrXc2Bx6DOtf/LVi1fXw4HxwDnOuYOA74AxsQfqWl1rda7rgK7VtXM1/pf+iHuA+5xzvYCN+IFXJbpO11mt6zqga3Xtxdb1J8CP8K8dce3L12q1lAHOOQ//TjZAZvCIZkCx1jYHjgUuinP4CcA7kQyQ1tp38C+OzzVkmfdU9axrqYVq6toD8oL1LfDn/4t1GvC8c64E+NZauwj/4ji1QQu9B6pnPUstVFHX5UCJc+6bYP07+NOkjIs5XNfqWqhnXUstWGs7AT8G7gSusdYa/P+D5wW7jAduxb/RE6brdC3Vo66llmLrGsA591WwrbpD99lrtYKyQHB36QugJ/Cgc+6z0OYzgPecc0VxDu0ILAstFwbrpAr1qGuAHGvtDKAM+KNz7pWGLe2eLV5dW2svBSZZa7cBRcCwOId2BKaFlvW5rkY96hmgu7X2q2Cfm5xzHyel0Huo2LoGPgcyrbWDnHMzgDOBznEO1bW6lupR16BrdW3cD/yOnV34WwGbQt1Cq/qs6jpde3Wta9C1urZi67qm9tlrtbovBpxz5UE3o07AEGvtQaHN51J1hG7irNM8A9WoR10DdHHODcK/q3W/tfaABizqHq+Kuv4NcJJzrhPwL+DeOIfqc10L9ajnlfif6YH4dxKftdbmxdlPArF1jd916xzgPmvt50AxfiAQS5/pWqpHXYOu1TVirT0ZWOOc+yK0uqafVX2ma6Geda1rdS1UUdc1tc9+rhWUxXDObQIm4zeVYq1thf/PaGIVhxRS+U5hJ9RNqUbqUNc451YEP5cExw5s6HLuDUJ1PQoYEGqdfAEYHucQfa7roLb17Jwrcc6tD55/ASwGeientHu28PXDOTc1GJc6BD85xcI4h+gzXUd1qGtdq2vuCOBUa20BfrKJY/FbGPKttZHeTFV9VvWZrp0617Wu1bW2S11ba5+u4bH77OdaQRlgrW1jrc0PnjfBH4Q4P9h8FvC6c257FYe/BRxvrd0vGIh4fLBO4qhPXQd1nB08b43/Rz+v4Uu9Z6qirr8GWlhrI/9MjqPyINyIV4FzrLXZQWaqXvhdlyRGfeo5ODY9eN4Dv56XJKXge6Cqrh/W2rbBumzgOuCROIfrWl0L9alrXatrzjl3g3Ouk3OuG34r5PvOudHAB/jdQ8FPpvLfOIfrOl0L9alrXatrp4q6Pr+Gh++z12oFZb4OwAfW2lnAdPwBhq8H284hpjudtXaQtfYJgGAg4u3BcdOB2yKDEyWuOtc10BeYYa2diX8R/aNzTv/oq1ZVXf8MeCmoxwuAawGstadaa28DcM7NBRz+F6k3gV8458pT8B72BHWuZ+BoYFawzwTgcl0/qlVVXV9rrf0amAW85px7H3Strqc61zW6VifCdfiJKBbhj3saB7pON5Dd1jW6VieEtfZX1tpC/NavWZFrhq7VPuN5+0Q3TRERERERkUZJLWUiIiIiIiIppKBMREREREQkhRSUiYiIiIiIpJCCMhERERERkRRSUCYiIiIiIpJCCspERGSPZq29MZSOPRmv94m1tkEmQ7bWHmyt/bQhzi0iIo2XUuKLiEijZq3dElpsCpQAkfmYfu6ceyaJZTkFfz6oExvwNSYBDzvnXmuo1xARkcYlI9UFEBERqY5zLjfy3FpbAFzqnHs3RcW5HHiqgV/jGeDngIIyEZF9hIIyERHZo1lrbwV6OufOt9Z2A74FLgZuA3KBG4AvgHFAF+Bp59xVoeMvBq4F2gOfA5c5576L8zpZwLH4AVNk3RDgIaA3sA14xjl3TbBtGHAv0A/4DrjaOTc52NYS+CtwAtAE+NA5d3pw2snAE9babOdcSf1qR0RE9gQaUyYiInujoUAv4GzgfuD3wI+A/oC11o7Af3I6cCPwE6AN8DHwXBXn7AVUOOcKQ+v+BvzNOZcHHAC44LwdgYnAHUBL4P8BL1lr2wTHPYXfFbM/0Ba4L3JC59xyYAfQp+5vX0RE9iRqKRMRkb3R7c657cDb1trvgeecc2sArLUfAwOBD/Fbve52zn0dbLsLuNFa2zVOa1k+UByzbgfQ01rb2jm3DpgWrD8fmOScmxQsv2OtnQGcZK19GxgFtHLObQy2fxhz3uLg9UREZB+goExERPZGq0PPt8VZjoxT6wr8zVr719B2A3TE73IYthFoHrPuEvxukvOttd8Cf3DOvR6c96wgMUhEJvAB0BnYEArI4mkObKpmu4iI7EUUlImIyL5sGXBnDTM4LgSMtbZj0MUQ59xC4FxrbRp+F8gJ1tpWwXmfcs79LPYk1toOQEtrbb5zbpfAy1q7P5AFLKjzuxIRkT2KgjIREdmXPQLcbq39n3NurrW2BXC8c+7F2B2dczuste8CI4BnAay15wNvOefWWmsjAVY58DQw3Vp7AvAufivZMGCRc67QWvsG8JC19hfAFuBw59xHwfEjgfeV5ENEZN+hRB8iIrLPcs79B7gHeN5aWwTMwR/vVZVHgQtCyycCc4O51P4GnOOc2+6cWwachp9EZC1+y9m17Py/ewH+eLT5wBrg16FzjsYPFkVEZB+hyaNFRERqwVo7Bfilc+6rBjj3D4DHnHOHJ/rcIiLSeCkoExERERERSSF1XxQREREREUkhBWUiIiIiIiIppKBMREREREQkhRSUiYiIiIiIpJCCMhERERERkRRSUCYiIiIiIpJCCspERERERERSSEGZiIiIiIhICikoExERERERSSEFZSIiIiIiIimkoExERERERCSFFJSJiKSQMeZWY8yiVJdDkssYc6ExpizV5RARkcZBQZmISAMxxjQxxtxujFlojNlmjFlvjJlujPlVqssmUhvGmJuMMQV1OO5KY8zE4PkPjTHfxNkn0xjzJ2PMyuDvZIox5rCYfZoaY+4zxiwN9llsjPmDMSY9tM+txhgvzqNnHd6yiEhSZaS6ACIie7GHgWOAq4GZQB4wEOiSykLty4wxaYDxPK881WXZRwwHpgTPjwQ+ibPPn4ELgIuAJcDvgHeNMX09z1sV2uf0YJ9vgEHAv4DtwN2hcxUAh8ecf22934WISANTS5mISMM5Hfiz53mveJ73red5Mz3Pe9LzvNuqO8gYM8YYM88YU2KMKTTG3GGMyQi2/ShY3zRYzjHGbDfGTAkdf4wxpswYk1fF+ZcZYy4NLY+PbVEwxnxnjLkyeH6oMeYNY8waY8yWoLXvxNC+dxpjFsR5nYeNMdNCy4cZY94OzrHWGPOyMaZraHsnY8xLxph1QWvIEmPMtdXUkzHGPB60mkT2v8sYkx3a51ZjzCJjzNnGmPlAKdA3OPb/BceUBuf4dcz5C4wxN8Wse8IYMzm0PDlYd7MxZpUxZoMx5kljTLOYct4eqr/ngf2qel+h4zKC8n8b/I7nGmN+Htr+jDHm7TjHvRG8RmT5OGPMJ0EdLTfG/MsY0yq0/UljzLvGmMuC33uRMea/xpg2wfYLgduBrqHWp1t3V/7AEVQTlBljmgOXAzd4nveq53lz8AOvkmB9+DzPe573tud5BZ7nTQDeBobEvF6553mrYh4KwEWk0VNQJiLScFYCJxpjWtb0AGPMj4F/Ak8BPwB+C/wCGBvs8gngAUcFy0cAxcAQY0xusO5YYIbneUVVvMwHwA9Dy8fgtyb8MCjDAfitee8H2/OA54GRwKHAW8CrxpjewfbxQG9jTLSFwhiTBdhgG8aYfsCHwFT8Vo5jgXLgHWNMTnDYQ0AL4EdAX+ASoLCqugIMsBo4L9j/1/hf6G+M2W9/4ErgQqAf8F2wfDvwR6A/fkvMH40xl1TzelU5E2iJXz/n4Qfjvwtt/xVwDXAtfv19yc7fZ3WeAH4C/Bz//d0G3BMq47+BHxpjOkYOMMa0A45jZ70fC/wX//d3cFC2bsB/jDEm9FqD8T8HPwZOBA4B/hJsewG4B/930SF4/IUqGGOuN8ZsMsZsCl7r9eD5scD9wbbrg90HAdnAm5HjgyDqHfwgLmIKMMoY0z14jUOC7RNjXr6T8W9kFAbB6fCqyiki0qh4nqeHHnrooUcDPPADpu/wg49ZwGPAafjd5yL73AosCi1/DLiY81wNbAOyguXJwJ+C53cC44B5wEnBuk+Au6op14XA6uB5L2ArcHPkdYGfASt2895mAr8PLU8DHg4t/wS/taNlsPwkfktH+BzZwWufHjrnrfWs898AC2PqtwLoErPfskgdhtbdBywJLRcAN8Xs8wQwObQ8GZgVs88jwNTQciFwZ8w+E4Cyat5H96DcB8asvwX4X/A8DVgOXBfafg3+zYD0UPn+GHOOLviB/SGh381aIDu0z/XAytDyTUBBDX8H+fjB2A3AR8Hzc4Bvg+fdgPxg3/OCsmTFnOPPwNzQciZ+0O4BO4K6uTnmmFH4NwIOxr9p8Sz+395xifh71kMPPfRoyIdaykREGojneZ8AB+B/QRwPtANewm9lMlUc1h//i2zYh0BOcC7wW7CODZ4fC7yH3/p1bNBaNpidrVzxvAe0NcYcFBw/Bb+l4pigXMeGjzfGtDHGPGSMmR+0cmwJytk1dM5/A2cHLWTgjxF6zfO8DcHyYOCMoPveluAc64P31SvY537gRmPMZ8aYe4wxR1fzHiJl+1mw/+rgnHfHlAv8AHRp6Jg8oBPx67mbCbqG1sL/YpaX4/+uI6/VEfg0Zp8pVG8QfkvgjJg6u5GgvjzPqwCewa/riAuAZ7ydXfYGA7+OOce8YFuv0HFfe55XEu891JbneZs8zysIXvs/wfMBwETP73pY4HneppqcKvT8SvwWvJ/itzZeDFxjjLks9LpveJ7nPM+b5Xnex57nnYdfz1V2gRURaSyU6ENEpAF5nleG/4X8U+Cvxpjz8bsmHo0fBMQ9LGbZxKx/HxhrjOkCHBYsl+C3ZryH34oQL6FCpEzLjDGL8bsrDg+O/wL/f8LB+N3Ywl0An8RvXfkdfmvHNvzucFmhfZ7Hb2k6xRjzAXAScFZoe1rwvv8Yp0jrg3L9yxjzJv6X72OAN4wx//E87/x478MYcxbwIH6rzodAUfCad8bs+n1VVRF7ypjlijjrMuOcpzTOeSM3PWN/dzUVOX44fmti7PkjxgPXGj9bYQl+t8MxMee5B7/uY60KPY/3Hqq6cVAlY8xo4NFgsSl+l8Pb8YPv8mB82tOe50XGi60MfrYHloZO1S5SvqB765+A//M87+Vg+2xjTGf8lsPHqinSVPxWWxGRRk1BmYhIcn0d/Gxbxfa5wAj8YCPiaPxAaEmw/FmwfAt+V71VQSD0An5QMs3zvG27Kcf7+EHZUOAvnudVGGM+An6J/4U43NJ2NPA7z/NeBQiSWPQA5kR28DxvgzHmdeD/guM3A2+EzjEH9SWpAAAgAElEQVQDP+Bb7HlelQGK53kr8bPq/csYMwl4zhhzpRd/fNzRwFee590bWWGM6bab943neUXGmEL8eg6PSToa+NbzvEgQtAZ/PFrYQGADNeR53mZjzHL8rqyTQpuO2M2hXwQ/u3ie93o1559rjPkSv95L8Ls2zgrtMgPo73lefefCKwXSd7sXvIr/+TwE+Af+uK/98Lu3DgW24AfPEV8E5T4BeByiGTJ/xM5gKzN4VMS8Vjm7DxwH4ndVFRFp1BSUiYg0EGPMh8Bz+F+M1wI9gbuATfjdDeO5G3gtSITwMv6X21uBv3qeVwrged4O42dbHIM/fikSFM3G7752ew2K9z5+68n3+IknIuv+gh+YFIT2XQCMDl4zHT/hRLwv6OPxx0odADzned6O0La7gM+Bp40xfwvqoxt+4om/eZ63xBjzD/zAZQF+y8pP8L9QF1fxHhYAlxhjTsMPEE+m5q0id+O3XC7EH3d1LHAFflKViHeBK40x/8EfG3g5ftfIGgdlgb8Ctxs/++M04FT8oKNKnuctMsb8E3jcGPM7/BafZvgto208z7sntPt4/FbSHeyagOMW4G1jzH3BfsX43RbPAq6qQfAe8S3QPkjmshDYGgpew+UuBoqNMacDHwbv41Rgtud5sd08IwHyI8BdxpiVwetcCzQhaHHzPK84uOlwZ5AwZGFQD7/FHzcGgDHmXuB1/LGAefhjI4/DH8cpItKoaUyZiEjDeQMYzc5A41/4XyiP8DxvXbwDPM+bhD9eZgx+oHEffoKDP8Ts+h7+jbVwi9b7cdZV5X38wOrD0Pijqo6/CP//xefAK/jjz6bHOecb+AFnf/wxZuH39TV+V7xc/OyN8/BbRpoEx4Df6nE//vv+CD8IGVVNy9qj+IHlv4Cv8Ftibq32Xe/0MH7AcmNQluuA6z3PGxfa5x78lrQX8BOwbAZerOH5w/4G/B3/d/k//Hm0qp0WIXBZcMzvgzK+h/+5WBKz37P4yTXaEgpSADzP+wA/4PxB8B5mBecsxg/iauoV/Pc+ET+g/l31uzOSnWP2RuAHvlW5Fv93+AR+y1kv/OQcK0P7nBOc45/AfPzujI/FlKMD/ufua/x0+X2AH3me99puyioiknKmml4kIiIiIiIi0sDUUiYiIiIiIpJCjWpMmbU2HX/sxXLn3MnW2u74Gb1a4o95uMA5V2qtzcbvonAYftaus51zBSkqtoiIiIiISJ01tpayq9mZmQz8/vz3Oed6ARuBS4L1lwAbnXM98fvG34OIiIiIiMgeqNEEZdbaTsCP8Qf6Yq2NTGA6IdhlPH6WLvAzKY0Pnk8AfhjsLyIiIiIiskdpTN0X78fPotQ8WG4FbHLOlQXLhUDH4HlHgnlHnHNl1trNwf6VsplZay/Dz16Fc+6wBi29iIiIiIiIr1YNRo0iKLPWngyscc59Ya0dGayO90a8GmyLcs49xs7JJ5VmUkREREREGp3G0n3xCOBUa20BfmKPY/FbzvKttZHAsROwInheCHQGCLa3oPaTeYqIiIiIiKRcowjKnHM3OOc6Oee64U8Q+b5zbjTwAXBmsNsY4L/B81eDZYLt7zvn1BImIiIiIiJ7nEYRlFXjOuAaa+0i/DFj44L144BWwfprgOtTVD4REREREZF6MZ63zzQw7TNvVEREREREUqpWiT4ae0uZiIiIiIjIXk1BmYiIiIiISAopKBMREREREUkhBWUiIiIiIiIppKBMREREREQkhRSUiYiIiIiIpJCCMhERERERkRRSUCYiIiIiIpJCCspERERERERSSEGZiIiIiIhICikoExERERERSSEFZSIiIiIiIimkoExERERERCSFFJSJiIiIiIikkIIyERERERGRFFJQJiIiIiIikkIKykRERERERFJIQZmIiIiIiEgKKSgTERERERFJIQVlIiIiIiIiKaSgTEREREREJIUUlImIiIiIiKSQgjIREREREZEUUlAmIiIiIiKSQgrKREREREREUkhBmYiIiIiISAopKBMREREREUkhBWUiIiIiIiIppKBMRERERGQfV1xczPr161NdjH2WgjIRERERkX3ULbfcQnZ2Nnl5eRx66KF4npfqIu2TTGOoeGttZ+DfQHugAnjMOfc3a21L4AWgG1AAWOfcRmutAf4GnARsBS50zn25m5dJ/RsVEREREWkktmzZQvPmzSut++abb+jVq1eKSrRXMbXZubG0lJUBv3XO9QWGAb+w1vYDrgfec871At4LlgFGAb2Cx2XAw8kvsoiIiIjInuvLL/02jYkTJ/LVV19VWifJ1SiCMufcykhLl3OuGPga6AicBowPdhsPnB48Pw34t3POc85NA/KttR2SXGwRERERkT1WYWEhAD169KBfv35kZmZGgzNJrkYRlIVZa7sBA4HPgHbOuZXgB25A22C3jsCy0GGFwbrYc11mrZ1hrZ3RoIUWEREREdnDrFq1CoD27duTlZVF//79FZSlSEaqCxBmrc0FXgJ+7ZwrstZWtWu8Ppq7jBlzzj0GPFbVdhERERGRfdWqVavIycmhRYsWAAwYMIC33norxaXaNzWaljJrbSZ+QPaMc+7lYPXqSLfE4OeaYH0h0Dl0eCdgRbLKKiIiIiKyp1uxYgXt27fHGL+9o0+fPqxatYri4uIUl2zfU+OWsqAVKx/Y5JzbkshCBNkUxwFfO+fuDW16FRgD/DH4+d/Q+qustc8DQ4HNkW6OIiIiIiKye4sXL6ZHjx7R5d69ewN+d8bzzz+fRx99NFVF2+dUmxLfWnsQ8HPgx0BX/G6DHn56+jeAR51zs+tbCGvtkcDHwGz8lPgAN+KPK3NAF2ApcJZzbkMQxP0DOBE/Jf5FzrndjRtT90UREREREcDbupXuXbpw3Bln8PjjjwMwe/ZsDj744J37NIKps/ZgtUqJX2VQZq19DugPPA9Mxs+IWAw0B/oCI4BzgXnOuXPqXt6k0adKRERERAT46qabGHDnnbx2222cdvPNAGzbto2mTZtG9ykvLyctLY2jjjqKwYMHc++99+J5XrS7o1SrVpVUXffFZ51zr8VZvxH4NHjcba09uTYvKCLSmJ111lkMHz6c3/zmN6kuioiISIPZ/N57lAEn/OpX0XVNmjSptM+ECRM48MADmTJlClOmTKFnz5784Q9/4JNPPqFnz55JLvHebXfdF/s55+YlsTwNSS1lIlKtkpIScnJyAHXZEBGRvdv0tm3JKy6mz7ZtldY//fTTXHXVVWzevBmA/fffnxUrKufTu//++7n66quTVtY9VK1aynaXffEra+10a+1V1tpW9SiUiEij9/XXX6e6CCIikiBLly5l69atqS5Go5W7ZQtFzZvvsv78889n4cKF0WXP83j11Ve54YYbousmT56cjCLuU3aXfXF//HFjFwB/sda+ATwJTHTOlTVw2UREkip8J3DTpk3k5+ensDQiIlJXFRUV9O7dm9atW1NYWJjq4jRKeaWlrAvmJ4vVpk0bCgoK6NSpE8YY0tLSOO644xg6dCgvvPACEydOpKioiLy8vCSXeu9VbUuZc269c+4fzrmhwABgLnA/sNJa+4C1dnAyCikikgwbNmyIPlermYjInmvhwoWUlJSwfPlytsV0zxPwKipoVV5O+X77VblP165dSU9PJy3NDxdycnI47bTTuPLKKykqKmLSpEnJKu4+ocaTRzvnFjjnbnLOdQfOA04GpjVYyUREkiwclN1+++2MGDGCGTN2N9uGiIg0NvPm7UyJUFBQkLqCNFLFK1aQA9CmTa2PHTx4MOnp6cyZMyfh5dqX1XjyaABr7TDg/wALbAZua4hCiYikQiQoO/3003nllVcAuOOOO6LPRUSkcdq4cSPFxf+fvfMOj6Jc+/C9m04qIb1DCCSB0KSDNAU7oMAqCraDChxRUSz4iQW7RxCRIgoHQVBYQfQgKoLSWygJBAglCZCEhPTeszvfH5kZZ5NNsmkk4N7XxcXu7Mzsu9mded+n/Z4CAgICAEhNTZVfu3TpEmFhYa01tDZJ4dWrOAHqDg2XjLCxsaFz587mjJJmpl6jTKPRBFJVUzYV8AQ2Afdrtdp9LTw2M2aahfz8fHJycggMDGztoZhp42RnZ+Pi4sKbb76JXq/n/Pnz7Ny5k9LSUlmV0YwZM2bMtC0EQaBfv37Ex8dTXFyMnZ2dgVFWXTnQDBSnpQFg2cja6U6dOpkjkM1MnemLGo1mD3ARuBV4B/DWarXTzAaZmRuJe+65h6CgICoqKlp7KGbaOFlZWbi6utK7d29+/vlnFi5ciFNREbv//LO1h2bGjBkzZmph/fr1xMfHA/Dss88CcO3aNdqL9VJmo6wmpRkZAFi5ujbq+MDAQLNR1szUV1P2G9BRq9XeodVqv9NqteZKSTPNztatW3nkkUfQ6/Utcv79+/cDcODAAZOPOXr0qEE+upl/BtnZ2bgqJqhRAweyR6Wi/ZQpFF671oojM2PGzI1GZGQkn376KQUFBa09lJueL7/8ku7duzN9+nS++eYbSkpKSE1NJTAwEDc3N7NRZoRyMV3fqg6hj7oICgoiOzvb/PtuRupMX9RqtR8BaDSaTnXsk9DcgzLzz+Lhhx+msLCQp59+muHDhzfrucvKyuTH27ZtY8SIEfUeIwgC/fv3B6CiogJLywaVXpoxgdOnTxMSEoKNjU1rD8WA6kaZbfv2ZEyZwuBvv2XvSy/hfvfddH3wQdTm34QZM2bqIC8vjwEDBgBw6tQp1q5d28ojurk5f/4848eP57bbbuPLL7/k7NmzXLt2DS8vL5bFxZG9fbvB/hc2b6bkySfJCQlhxD9UzKlCNMps3NwadbxUEnLlyhW6d+/ebOP6J2Oq+mIcVWmMcYrH0j8zZoyyaNEi3njjjTr3EQRBlqqNiopqtveeM2cOK1euNOhNsm3bNpOOVXrUzp8/32xjMlNFSkoKERERvPjii609lBpkZ2fTQVn0rFIx6JtvyFKp6P/dd4RNmcLeu+5qvQGaMWPmhuDcuXPy4z179rTiSG5+8vLyyMzMJCQkhB49egAQExNDamoq3t7eOFta4pGVZXBMykcf0TM/nxHHj/9jsyAqc3MBsPPwaNTxQUFBQJVRZqZ5MMko02q1aq1WayH+rwZ8ga+oEv8wY8Yos2fP5v333+daHTe8y5cvo9Pp5P0PH256l4Xi4mIWL17M4sWLSUpKAmDMmDHExsYaSJ7XRkxMjPz45MmTxMTEkJ+f3+RxmakiOjoagB07drTySGryXmIiYzIzDbap1GoSOnRAkvlwP3To+g/MjBkzMrt37+all15qkZR3QRCIjo7mzTffbFJaVk5ODgD33nsviYmJ5jmkBZGcrwEBAQQHB2NnZ0d0dDRpaWl4e3tT0L49YQUFHPH25uSSJQC0v3BBPj5hy5ZWGXdro5OMskZI4sPfkTJzXVnzYXKfMiVarfYa8ALwYfMOx8zNQmFhofzY29ubn3/+2eh+J0+eBMDX1xeA3377rcnvHRkZSUVFBTExMRwSF9Djxo0D4MyZM/UerzTKTpw4QY8ePbjzzjubPC4zVVwQJ0OpGWVbYffgwTxYXk6QlVWN14rCw+XH3YqKQKUiasGC6zk8M2bMiDz33HMsXLiwRRrXbtu2jd69e/Puu+/yzTffNPo8klHWt29fABITE5tjeGaMIKksent7Y2FhQbdu3dixYwc6nQ4/Pz9KvbxwAAZcu0b+4sUAeBQWcrZdOwAK/6Gy7nrRKHPw8WnU8Z6entjY2JgjZc1IU1ZFXYF2zTUQMzcXV69eNXi+YcMGo/vFxcUBVYaQn59fs1zckrAHwIoVK7Czs+MuMeXMFPGOmJgYfHx86NmzJwcPHgSQjTszTUcy2NtScbCg1zNC/I49NJoar/f873/Z07s3Z9eskbdZvfXWdRufGTNm/kaaX5QONICEhARWrFhhUEvcUP766y/5cVPEniSjLCQkBKhSdjXTMkhGmY9oXERERMjfXUBAAJa9esn72mdmUl5YiKdeT0bXrgCUi6qN/zhycigH2jWypkytVhMQEGCOlDUjJlWrazSafYCg2NQO6Ia5ebSZauj1eiorK2ukLEp1Y9WJj4/H1dWV9u3bN5u86v79+wkNDSUpKYkrV64wYMAAAgICsLa2liVz6yImJoaIiAgsLS3ZvXt3k8djxpCioiKgapEiCAIqlaqVRwTxW7fSGdgXEsKtjz1W4/X2wcEMP3ECgNSwMCwHDMCjpARBr0fVxiJ+Zsy0Fj/99BPbtm1j0aJF2Nvb13g9JyeH8vJyPD09G3zuJ598kqioKLZu3SqnoStrfisrKxkzZgzx8fFkZGTUW89sjNLSUn788UdGjhxJfn4+ly5davA5JCSjrHPnzgBkVkuLNtM8HD9+nJdffhmoipQBcl0ZVBllHk8/Tcny5dgBHvn5pEdH4weoIyLIj4pCVc2JDJCfnIyTn9/1+Aithjo/nzyVCvcmzGFBQUHmSFkzYuo3sRJYpfj3EdBDq9Wa0xfNGDBr1ixsbGwMipwB0tPTje4fHx9PcHAwUHVDrW0/UxEEgcOHDzN8+HA0YsTjmWeewcLCgk6dOsmROSWfffYZvr6+xMfHU1lZSWxsLBEREfj4+MgGhJKioiIyxP4eStLS0mqNCJr5G+lvWlZWxsCBAw0afLYGe6dMoWLyZACCv/223v29+/Xj7MSJeOj1XDVHUM2YkXnyySdZuXIl//vf/2q8VlJSgqurK6GhoQ0+ryAIrF69mujoaLZu3QpUeenPnz/PyZMnWbJkCYcPH5adbuvXr29UvdnXX3/NlStXmDlzJn5+fjUyPhpCbm4utra2cmq+2ShrGYYNG0aa2ATZwcEBqIqUSYSEhODZqxdkZbF70CC8dDpyxfWJTWAg6TY22KSnc2HTJvYHB1OWn0/q0aM4+fuzW0w9vVmxLCyksIlKwoGBgURGRsqlKGaahqlCH2uq/duk1WrNyotmarBs2TIApk+fDsC7775Lt27djC68BUEgLi5ONsrc3NyaPHFlZGSQl5dHeHg4K1euJCUlhSeeeAKA4OBgo5GyxYsXk5KSwpEjR7h48SJlZWVERETIXjcJKe1u5MiReHh4IAgCgiDIE8IjjzzC5MmTufxPTYUwEaWhGxkZyapVq9i0aVOrjCXjzBmGrV9PWEkJSZaW+IgS1vXhfu+9ACS20rjNmGlr5ObmytGhvXv31nj9008/lfcrLy9v0LklwSaAI0eOADBq1CiioqIYMWIEs2bNYuTIkQB88MEHnDt3jg8/bLjPeP/+/QQEBDBx4kR8fX2bZJTl5OTQvn17Wc3VnL7YMhQXFwMwYcIEedstt9yCra0to0aNwta2SqLJztUVdVAQlkC2mAHTLjCQXAcHnPLysHr4YYYmJBCzeDGXROfciOPHOfHJJ9f181wvBL2ewUlJVDYx00OKevfq1YtXX321OYb2j6bWb0Oj0Tyn0WjqbCKk0WhsNBrNc80/LDM3IoIgyJ4qqAprv/HGG9x1112kpqbKnsuKigr+7//+D1dXVy5duiR7Tt3c3MjKymqSotbFi1W+gpCQENRqtYFh1blzZ+Lj4xEEweAYyUhISEiQaxSMGWVSauXRo0cBeP/991Gr1Xh5ebFt2zaKY2PJAVLExYcZ41SPPs6bN49JkybJxu31JG7VKgDO2NuTvXChyceFTJxIHqBrAaEBM2ZuRJQp69J9WCInJ4eFiuur+uv1oawdOyb2lBozZgxlZWXk5ubSoUMHKisr8fDw4JVXXmHkyJG88cYbBvXFpnDkyBG5t5inpyc5OTlUVlY26BwSklFma2uLg4ODOVLWAgiCgIWFBdOmTWPlypXydhcXF1JTU2tEbO3EtYZKnMOdQ0Io6dABt9JSLMR1QdEPP1Auvg6QX4tI2Y3OSVHwxLWBDpLq3Hbbbdja2uLi4sKCBQsoKSkhISGBioqKGvsKgkBpaWmT3u9mpy4T2QuI02g0KzQazcMajeYWjUbTRfx/skajWUFVn7LGNTj4h1NZWXnT/ThzcnIoLCxkwYIFfP311/z5558AdOvWjbKyMjn///PPP+eDDz4gV1T+mTq1qrOCm5sber1e9rY2BsmjGhAQUOO14OBgioqKDBb/ylTEixcvEhMTg4WFBWFhYUaNMqU4xbx58+THW7duJcvGhnZAuSj5bsY4RUVF9OzZs8b21igWLjt0iHKgc0oKPWfNMvk4q3btOB0YSI8LFyhqYsqtGTM3A9J91dvbu4bR9eyzz5Kbm8v8+VVl6A2tQTl16pT8+MyZM1hbW8sZEJaWlqxfvx4AjUaDhYWFnEZ+VLG4ro/09HS5BhnA2dkZaLwgkWSUAXTo0OEfYZQdO3bMwDhqaYqKitDpdHTp0gUXFxeD11xcXGrUNXqPGgVAQEICAO27dEHn44OHXo+naHz7nTuH9dWrXLKyIlWtxrIVnIXXg9wffgAg9auvmnSekSNHUlJSwqpVq9DpdOzevZvg4GAefPDBGvu+88472NnZydFNMzWp1SjTarWvA72pMrz+BfwGnAZ+BZ4EzgG9tVptw6tp/+Hk5eVhY2Mjp/rdLCgNomnTptGpUyegKpUA/u5PFR0djaurKz/++CObN2+W93MXe2U0ZfKSDCxjheRSwbWyrky5eIiKiiImJoaQkBBsbW1lJSeJS5cuGaTRKLl48SLJaWlcAOyaUBz+T6CoqAhHR0cEQWD06NHy9tYoFra9coUka2tsnJwafKz144/jDMRptc0/MDNmbjCkSNmtt95KUlKS7HQ8e/YsGzdu5IUXXuBf//oX0HB5+C1bttCzZ0+8vLyAqrnCzc2NixcvcubMGe644w5iYmJYtGgRAB4eHri5uRHbAKlzySnUpUsXAJzEe0Jt/cUWLVrEzp07az2f0ihzc3Pj22+/bdB4bkQGDhzIU089dd2yHiTHbnWDrDZ8Bg6kAAisrCRDpcLBywsLsQGyDZAHdCwvxzMtjSwnJ7Ls7LBrgpO4JTnm5kZU+/YIjcwssr18mXhra7pPm9Ys4xk6dChqtZq7774bqLpmq/POO+8AyA57MzWpM5lUq9VmarXaT7Va7W1ardZDq9Vaa7VaT61WO1qr1X6m1WrNSdKNwMnJiXbt2rX5viWVlZVs3brVZCNJMlj8/f0Ntktd36XXk5KS6N69O/fffz8PPPCAvJ+bKMvaFKMsPT0dtVqNq6trjdek2jVlKowkSDJx4kRiYmL4+eef5SJhZaTM1taWhISEGkbZpk2bmDp1KkeOHKG4uJizgJe5dqBOioqKZA/ma6+9xkMPPQTAgw8+yF9//UXO1q2g03HwuedaTEjj2okTxP3vf7TPySHLxAm9Or5im4W8Aweac2hmzNyQKI0yQRCYMWMGCxYs4K233sLJyYlXX30VLy8vrKysGjT36XQ6oqKiuPPOO+VmtdL9vXPnzrIR1b17dywsLOTjQkNDawhO1UVKSgrwt6x6daMsNTVV7otWWlrK7NmzDZxK1cnNzZWNBakeWWrNcjNSXl6OTqcDYN++fdflPfPy8gDTjTK1pSXnROdvknhMO/H3A3A6MBA1EFxeTrGXF4XOzrgoeq62FfISE+mblUXv3FzSFVHkhuCand3ouc8YHh4ezKqWbVK9NYUUfd6yZQv33nuvrKJq5m/MWs6tgEqlIiAgoM0bZatXr2bs2LEmSwvXZpQ5Ojri7OxMcnIyUOUlrb4PNJ9R5u7ubrQxcceOHfHx8eHZZ5+V6xLOnz+PSqXi7bfflvfr1q0bYBht69Wrl4G6lzTWUaNG0aVLF7lOKsPdHf/KSkrMN5taURplo0aN4vvvv5df+/qxx2g/diw7brmFwV98QdYdd7TIGDKGD6fzuHF0LS2lRPS+NxTvfv3IA4TTp5t3cGaanYULF9ZYMLRFjhw5wscff9ykutrWIioqCgsLC/r16wfAN998w5w5c9i0aRMajQYvLy/UajV+fn4NmvuSk5OprKwkODhYnjecTIhsh4aGNigypWxArHwPySgLDQ3lnnvuoaioSM76qAtlpCxcbD4vGRE3I4cPH5Yfm9J6pjloaKQMoOS22wDIF40xF4VSo27YMPmxPjCQMjc33JpYc9USxInpugCpe/Y0+PjS3FyCSksp7tixOYfFokWLSEpK4v333wdqZr9IdWarV69m27ZtfGuC2vE/DbNR1kr4+/u3+YZ7WjEtSxlZ+vXXX2st0k5KSsLS0tJo6qCfnx9JSUnodDquXr1qtOarOY0yY1hZWbF9+3b0ej3r1q0DIDY2lsDAQLnuTavVMnv2bHl/idtvv53IyEi+++47nJycOHPmDPv376d9+/Z0FRtQAnjffjtq4LJZAKJWlEaZRGxsLH379mVDcjJHgdGivK5zLf3tGst5rZaDs2bRVeH9dHvhhUadS6VWc8XREedaUlrNNJ3c3FwCAgL4uQnF9jqdjpdeeoklS5a0eQU8jUbDa6+9xrZt21p7KA1i27ZtrFmzRq7vqU5fhbR4Qx2SCWL9T6dOnfAT+0ZJHve6CA0NJTMzU/7OMzMzmTp1aq0NoaWUOw+PqjL56kaZ9P+5c+cMFpvGasN1Oh15eXmyUfb1118zbtw4ysrKaghN3Swo1wnXyyiTvhNHR0eTjxn49dfsmTCBvj/9BIBHnz7ya/6PPCI/tgkPR/DxwRnYq9jeFij444+/Hzeihv3C999jDdiJNXbNiZ+fH8NE41bZ5+/LL7+sUUv2+++/N/v73+iYjbJWQuo4Xz2821bQ6/VERkYCyJOYXq/nnnvuoUuXLkYnluTkZHx9fQ1SSCQ8PDzIzMwkLS2NioqKOiNlxnqAmUpaWlqdjUm7d+9Oly5d5FSVQ4cOyQsGa2trJk2aZNQLO3r0aPR6PQcOHKBXr154eHgwZMgQAPr37y/v11ssPs/8809SjhwhQ63m6Hxzj3WoquXz9fXl8uXLNYyy0NBQXnrpJQC2K7ZbNPMCpudRNYcAACAASURBVOuDDzJ4yRKsgT29exO7bh3dxO+sMeT6+hKQn9/ovH6oWrBNnDix0cffzPzyyy8kJSXxzDPPNPocyoWBcuGoRBCEVi8+Ly8vl42VAzdYSuwrr7wiP5YMESVSpAgabpRJ35/SKDMFyVnWuXNntm/fzieffMK6desMsiKU5OTk4OTkhKXYt0lplCnn6djYWHn+AOP1cVJETCn0MWTIEEpKShotHNLWOX/+PA4ODvTo0YNr165dl+tJeo927dqZfIy1gwPDN23CQcyQcFTUjgeIbRUA/MePx0qMJA377jvOt6HaYYeYGC6JTmNdI5yC2aLTuNPDDzfruCQknQDJoZKWlsaMGTNq7Pf777/L876ZKsxGWSsxcOBAysrKTEqDaA0yMjLIz8/H39+f3NxcCgsLDSSPpYtNSV0GkaQ+JTXSNGaUtWvXDldXV6PnNpX6jDKoSk9JTU3l8uXLJCYmMnz48HrPO3DgQPmxttrNOTAwEI1Gw9KlSwkcOZICQH/iBBfmzsVdEGDJkkZ9lpuNtWvXyouZ6kYZwPjx45k4cSKWiu/DR6drtlTQVDFlVcLz5ZcJa6IHVOjWDVdBIK2R17EgCDz99NNs3ry5Sb/7m5GCggLZMaSMWjcUZWSkNmPgmWeewcnJiQsXLjT6fZpCWVkZa9eulZ/XZjy2RcrKyjh37hwqlUruRVZdXbV6pCw5OVmuP6qPhIQELCws8Pf3p6O4SFbORbUhGWW5ubm88sorslf++PHjRvfPy8szSINTGmXK97t8+bKBUXbJiLCTpCCsNFCleak1Wn9cD86fP0/Xrl3p0KEDW7duxd7eXu4p11KUiJkUDTHKjLEvJITdw4djYW3NnokTifTwwG/IECJef50T4neYumJFk8fbHAh6PZ2ys0kKDiZLpUJtwrVQHZuoKBItLXHv3r0FRgheXl5yHT5gcG+T7g1SX7mFCxfekOnaLYXJRplGo+mg0WimajSaV8TnPhqNxnS3lRkDBg0aBBjmYbclpPovyRhJTk42SNkwNrHl5OQYFdiAqsJsZdH14MGDje7Xo0cPA/njjIyMBhVrm2KU+fj4GBRtD1PkkVcnKyuLtLQ0rK2t+fjjj1mxYoXR82/cuJGZM2eitrTkkqMjLpcvYyfWMzgVFFCSnc2eBx6gsBE30JsFZbquMaPM1taWH374gX9/9x0XbWw46eSEGkjcubNJkSiJeFGquQSIcnGhqxHJ3obiOmYMAOc/+qhRx2fExdETsAZ27NjR5PHcLOzZswcnJye++OILAK5evdroFiJnzpyRHxtTTxUEgdWrV6PT6bj//vtrLvgrK8FIz53m5Omnn+app54CqpxGxhb6bZW4uDg5JVzyeu/bt4/IyEjOnTvHsWPHsLa2lvcPCAhAp9PJNVz1ER8fT0BAAJaWlrJxJ9US1UXnzp1ltcZTp07J7U4SEhKM1nbl5uYapEXWZZSlpqbK9zBjBrQ0vn+qUSaxXlH71BJIkTI7O7smnefWCxcYITaUHv7DD/QXvyMnPz/6ZGcTb22NXS1pr0l793Jk7lyyxJY/LU3upUu4CgL6rl3JsrHBpoEp2UXp6YSkpJAkOshbArVaTceOHWWjTNkv7uWXX2bx4sWsXbtWduI0JTtq586dvPXWW01q9N6WMMko02g0w4HzwCOA1JwpBFjeQuO66fHx8cHf359DLaQu11SqG2WJiYkGRpmxvHxlYXN1lDfqH374oVbjLSwsTO5nBlXGa1hYGO+++269Yy4qKqKoqKheo8zf35/4+HheeeUVBgwYIKstGsPV1VWuMXjllVd4+umn6x1HTlAQPfPzCRcn8o6lpUQOH87wLVs48Q8O1WcqjO26PJuOPj6ElJZivXQpAOm//kqKtTW7myj6URkVRRlAVha9c3JQGRGDaSjdp03jiqUl1gcPNur4tB9+IBroA/z1119NHs/NQGVlpSydDlULW0EQGl2De/bsWfz8/HB3dzcaKTt27BiVlZW4u7tz9uxZdouLM4C0P/+kzMqK2P/8p1HvbQoxMTEGnuQJEyYQGxtLt27dbghDXZorJJVdqKrx6devH127dpVbokhI9cSm1JNcuHCBDRs2yOf29/dn3rx5/CD2WKoLlUpFXFyc7HwDePzxxwE4KdasKqkeKbO3t0elUrF161a5jYqTkxO//fYbx48fp1evXgQHB3PQyLUvRcqU57uZjbL8/HwSExMJDQ01mNsb4lBtDM0VKauPTFdXXI1I41cUF+M8fDgDPvqIcy0kSlWdVDG12S48nHx7exwamA577LnncBMErJ98siWGJyMZZYIgcOrUKWbMmMHBgweZPHkys2bNol27drIitnQPaSj79u1j9OjRzJ8/X3bg3eiYuipZBDyo1WrvBKT29keA/rUfYqY+Bg0axMaNG5k+fXprD6UG0kVyh3ijOXXqlGyUeXh4GBhOEjk5ObWqIEn1YgD33Xdfre/bqVMncnNzyc3NJTU1VS4YloQ56iJdbOIrGVG1IfUrKyoqYtWqVahUqnrP3RDUvXsD4AjsHjwYa2C4qNCnqpZC90/h2okTrDx5ko/F56akLnmKTVzdtVp8dTpG/PEHpSZ4yGuj3eXLXLG1xa4Wh0BjUKnVpLu44NLIFMsC8ffg0KcPJ06caLZx3cjs27eP+Ph4ZsyYQadOnXjttdcATI6sVOfixYt07doVf39/kpKS2LVrl0HE7LfffkOlUskLdaVIwZYTJ7ABTm7cWOO8xz/8kJPOzk1u2yD181m2bBkLFiyQa1QHnD1LZiNFaK4nUhTJy0QVUylLYtasWbIaW208+uijANjY2ABVhtb8+fPpoxBnqAt7e3t69eolP3/ssccA45keeXl5BpEytVqNIAjs2bOHKVOmALBkyRLS09M5d+4cPj4+DB48mAMHDtSosf6npS/u2bMHQRAYOnSogQO2sX3ZKisr+eijj3j99dfrrMFrrkhZfZT4+uJXVlYjY+PwzJlIFehdr5Oadm5UFADtb7mFEldXXBsohmW3axdXLC3pa6KqdmPp2rUr586dY8uWLeTn5zNw4EAGDRpkoIwt1Yg21ij78ccfsbOzo1+/fvyhED+5kTHVKAvSarVStzfp7lMOWDb/kExHo9HcqdFozms0mjiNRvNaa46lMbz99tsEBwezYsUKo0ZOa5KcnIyVlRVhYWEEBQWxYcMGLl68iKurK+Hh4TUuIkEQyM3NrTVSJnlE4O8J1hhSzcClS5eIEm8+w4cPJy4urt6FvDTZ1Rcp6y7mUU+YMEGWv29OOk2fTh5wxMuLwdu3k6q4CTn9A9MX9ZWVJN51Fx2AMo0GwKSoR/vgYMqBUMWkc/TFFxs9Du/sbDLrMdgbQ4mnJ96NTK3j/HkyVCpuHTeOuLi4m1YEoCFIKd0ffvgh8fHxshOnsUZZcnIy/v7+BAQE8NtvvzFq1CgCAgLkSE1UVBRdunTB29sbHx8fA6PsTGIiyYCfke+lw1tv0TM/n4tz5zZqXBK5ubk4ODgwY8YMXnzxRW6//XYAhgKjY2ObJXW3JclKTERF/fddCScnJ+bPn09paWmdaZqCIHDhwgXUajWLFy9u9PiUxuKQIUPo1KkTu3btqrGfsq+YMVQqFZMnT+YF0VDu0KEDgwcPJj09vUY9qDGjzN3dHZVKdVMaZTt37sTOzo5BgwYZGGVXr15tlJjZ8uXLmTt3Lh9++GGd2SnFxcWoVKo61xTNgrc3dkC+Yt0T89VX3LpmDQB7IiJwEwSya1Gmbk7KxSwlnyFD0Hl64q7XozNRtr8sP59u6elcDg1tlkyRuhg3bhylpaVMmDABd3d3xo8fX2MfSVtAuZ6srKzkqaeeYvPmzXU2Zwc4ffo03bp1Y/z48URFRd0U15ap38pZjUZTPTZ7O9Bq1cgajcYCWArcBYQDkzUaTXjdR7UtwsLC2L69Smtu7969rTyav6msrOTy5cv4+PigVqt57bXXOH78OKtWrZIVsKobZQUFBeh0ulqNMilFUGmcGcOYUXbHHXeg1+vrzTs21SgbNGgQhw8f5rvvvqtzv8biO2gQXL5M3ytXsHZwQL9/P/ufeor9nTrh0QYbUZpKfnIy+7p0IbmBynDH33uP/unpHLrrLh4T08AeMUFgQ6VWc7BPH4qBPePHc8XSkoBG9DU5+NxzlKlU+FdWUh4S0uDj60MfFISLIJBXrSeLKThevUqyvb3s+XdycmLq1Kk19rsZJhtTePHFF3n99dcJCgqSoxZS36jGGGU6nY5r167h6+trIC7UoUMHvvrqK6DKKOstRrf9/f0N7m3x8fHEAU7V2nTE/e9/BIlRHrsmONR2jxzJtfXrDSI03t7elJWV0XnyZNwEgeT9+xt9/utB7y1byATsG5BCJhmedQmrJCcnk5OTw5IlSwhpwnWrUqk4c+YMMTExqNVqBg8ebFRgq3qkrDru7u5YWloybdo0xowZw6xZs2QF3uopjMaMMktLSzp06HDDXMvvv/8+Dz30kEn77tixg6FDh2Jra2uQvigIQqMEjH744QciIiJ4++232bBhA9u2bTOq+FxSUoKdnV2zZ7tUx1Ksv8pRXOtZ4v1j94gROEyeDEDidWhlob5yhQyVCgcvL9QBAVgCKYcPc37jRnaPHm3gxLl24gR7J0+Wt51ZsQJ7wO7++1t8nMqo6Zw5c4yqWru7u2NlZWVwz92/fz8rV65k4sSJjB49us4U2LNnzxIeHi5ndNWlD3CjYKpR9hKwXqPRrAHsNBrNCuAb4OWWGpgJ9AfitFptglarLQc2AONacTyNIiAgALVa3ejwbWOpLeqUmZmJq6srGzZskEPLzzzzjBxd6t27N76+vqSkpBgo5hibhJR07NiRpUuXsqeeRoeSlOqlS5eIjIwkODhY7ntz7ty5Onu8mGqUAQwYMMCg+Ly5cQ4MxEI8v++gQQz96isqg4Px1uvb/CKrNk5//DG3XrxI5j33NOi4ot270QODNmwgICAAQRBMUrwEGH70KFZFRQzfsoVLQ4bgX1lJmdibxlRUP/6I5Ee1rVbf0hzYhIUBkNKI79WnoIB8b2+DdKx169ZRWVkpP//qq6/w8vK6IeqLmkJxcTGfffYZUFVzK+Hs7IyVlVWjisHT0tLQ6XT4+vrKtUx9+/Zl0qRJ/PHHH1y7do0rV67IRpmHhwc7duxg7ty5ZGZmcvr0aa4AbtXkvZPff58KIMbBwWitSX3kXbnC7jFjGLF7N9+lp9cwBqytrXEZOrTqM7Qhh50xHJKTSbezgwYsjAMDA4G605Ykw6m6kmNjCA8Pl+ewgIAAUlJSDOZAQRBq1JQBBj0opbT3rl27sn37dsLDwwkPD8fJyalGC4OcnBysrKxq1Dp5enreEEZZdHQ0b7zxBhs3bqy1r5tEUlISsbGx8sJYWohLvcOUNZpbt27l2WefrTNtNSkpiQMHDnD//ffz/PPPA3DvvfeyaNGiGgZecXFxi6cuAtiKDp2s48cpEJU3O5w/z0knJ0bs2oXfXXcBkLdvX4uPxSE9nWuiyIy32Erl0ldfYf/II4zYuZPDr74q75s/ZAjDNmwgViz/yN+4kTIgfObMFh+nhYUF33//PY8++mit0U61Wo2vr69BOnl1B8e+Wv6mubm5pKSk0K1bN3r37s1dd93VJOdNW8Eko0yr1R4GegJngP8Cl4D+Wq32aAuOrT58AaWUVrK47YbCysoKLy+vBhll06ZNY/r06Y1uQvnOO+/UuBAkDh06JKdQKVP7JMGPESNG4OfnR3l5uUGT5/qMMpVKxcyZM2VJ/NpwcXHB1dWVdevW8csvvzBu3Dg5/WTkyJF88skntR5rak1Za9H5zTcBiGtB0YDmRNDrOfb++3IdV4V4c3RsYA67RUoKGWo1NkY8ZfWhUquxEhc2lqGhqIGrDYzUVSgWWl6ih745cb/1VgByX2tYBnX+5ct00OvRhYTg4+Nj0ABVWgglJyfLPbpMETe4kVGqJH788cfyY5VKhYuLi1HFvPqQFLl8fX3lxaKPjw933HEHRUVF/Pe//wWQ646kdLqPPvoId3d3kpKSKHF3x1Ono0I0zHTl5YQeO8YJLy+yQ0LwNlJrUh9RDzzACIWRbSxtzl2sLSs8cICDgYEktNGG9N7Z2WQ18J4rpfLVFf1cs2YNdnZ29OjRo6lDNMDPz0+OoEoUFRWh0+lqGMeHDh2Sa76NiVNZWFgwcODAGgtJKRWyegTH09NTnqfaMsp00fp65km1PJJRJv0Nw8PD6dixI7/99htQVXc2duxYli5dyi+//GL0XIIgMHPmTGxsbHj88cdxcXHhww8/BKqi6MHBwZSUlPDXX3+RlJR03Ywye1FopsvcuTj6+hK7fj3+RUXkicaaR48eZKpUqBT3MIPPpddz5PXXm1QTLeFeUEC+WKPfedw44mxsGLZ+PX6ik8FWVBkG8BBTR9NXrqTw2jXCo6I47eoq92hraUaPHs2aNWvqTAvu1q0b27Ztk0t4Lly4gI2NDUuXLsXOzo7o6GgSExNryOZLc2R4eDhqtZpff/211t/VjYTJSaVarfaqVqv9RKvV/lur1X6k1Wqvb2inJsbccgZWikajeVqj0RzTaDRtWl3BWDpgbVy4cIFVq1axYsUKAzVEqLp5hoaGGtTrvPfeewbqU+np6bz99tukpaWxfHlN8cyLipxoZUPb9957j8WLF/Pggw/KhpVyzPUZZQ3h9ddfJzo6Gr1ez6OPPmqQ8ijdoI2RlpaGi4tLi0bAmoLf0KFkqFRYNLL4+XoT+X//R9833iDF05PK0lLcxd+GX3k5B2fNYveIEfJCtS7aZWWR2QwTp7MYzcgSe1eZikVREQC7R40iaPToJo+jOp3HjmVPRASDkpNJVyhM1keiuChvJ0bv9uzZw3vvvQfAhg0bEASBBQsWYGFhQWBgYL0ea6hq8P7YY4/JadE3EpIBdezYMYaKUSIJZ2dnk2TQqyPdo3x9fWUv6gMPPECYGN3csGEDgBwpW7BggcHxPXr0IPyuu7AA0kQhluT9+/HS6ym/4w7o2BEHINPEa7o4M5M9vXszopqoy2gjNYmevXpRAoz4/XcGJyaSrGjQ3FZI3r8fP52OCoWYhilYWVnh5uZWa7+xvXv3snnzZp555hkcHByaY6gyxupYpN9W9cVj+/bteeGFFxg4cCDz5s3DGEOGDOH06dMGToPalIg9PDwaZJRduHCBbxuRst1UDh48yLhx43BxcalXgGj79u34+PjITlwLCwugKlI2duxYfv/9d2JiYhgxYoTB+Y3xxx9/8Msvv/Dee+/JpQyvvfYaX375pbzPfffdx2233UZQUBCbNm1qUEPxxuIoGmWS2yxsyhRcBAFBvKeo1GqSnJ1xTU6mLD+fPQ88QI6yNnX1agZ8+CFRir5guvLyBsvoVxQX41NZSYX4mVVqNSmKddoRLy8C8vIQ9HoEvR4b0XHvffQosV9+iYdej9CEuuyW4NNPP6WwsJBFixYhCALHjh1j8ODBzJw5k759+7Js2TICAwNrNH2XnHgtoQvQqgiCUO+/SZMmfTtp0qS1Rv59PWnSpLcmTZrU05TzNOe/SZMmDZo0adJ2xfO5kyZNmlvHMW2WBx54QAgPDzdp39WrVwtUGZ/CrFmzhPz8fPm10NBQARC+/fZbQRAEITs7W95XYsOGDQIgWFtbC4Awbtw4g/NPnz5daN++vaDX62sdQ2RkpHzeLVu2CIIgCJs3bxYAISoqyuTPXRuVlZXy+XU6naDX6+XnXbt2rfW4SZMm1fl6WyDK2VmIdnJq7WGYxJ7QUEEAQQAh8q23hAoQkiws5G0CCLuGDav3PHHW1sIhH58mjyc9JkYQQNj9wAMNOu6wp6dwzta2ye9fF1GLFgkCCIdeeUXISUgw6Zh906YJAggJ27fL23Q6nfxb/+STTwQbGxvh0UcfFZ555hnB1dW1zutSEARh27ZtAiAEBgY25eM0GyUlJSbvu2TJEgEQUlNTa7zWt29fARCGDx8u6HQ6eXtOTo6wbds2obS01Og5v/jiC4NzxsfHC4IgCGVlZYKFhYUACGFhYQbH9OzZU/4O1q5dKxz78ENBAGHPI48IZ775Rjj+8ceCAELUokXCkXnzBAGEmK+/NukzHnjuOfnaOfbBB8KuceOqri93d6P7n3JwkPePcnY26T2uJwdnzxYEEGK/+67Bx0ZERAj33Xdfje3K+/2+ffuaY5gGREVFCYDwww8/yNtOnz4tAMLGjRsbfL4dO3YIgPD777/L20aPHi0MGDCgxr7PPfec4OjoaNJ5P/roI/nvsHfv3gaPq7GUlJQIarVamDdvntC3b19hzJgxte6bk5MjtGvXTnjqqafkbRUVFcKsWbOEy5cvC+np6YK7u7vg4eEhAMLo0aOF3r17C3fccYfR8913332Cp6enUFZWVuO148ePC1ZWVvLfRPo3YcKEpn/oeshJSJCvwyLF/Bf9xRfyPrt79hQKQNg/Y0bVXKCY8/Y89JAggFCiWIvtuuUWQQChMC3N5HEk7d8vCCDsffRReVtlWZkQ+fbbQvTixcLu8eMFAYSMs2eF7Lg4QQDhqjhnHwgIEMpAKMrIaOJfo/m57777BEAYMWKEAAgrVqwQBKHqepG+Z39/f0EQBKG0tFSYMGGCAAh2dnYG80EbpUG2jamRsjyq6rVUVKUJqoCxgA4IAw5pNJpHG2QNNp2jQIhGo+mo0WisgYeA/9VzTJukIZGyTZs2yZKiX3zxBdOmTQOqjGvJ6yil4ChzuaXXtm/fjqOjo9zT4eeffzbwVp47d46uXbvWWTirzNuV0oyaM1JmYWHBmTNnuHz5Mmq1GpVKxbJly7CysqozF/3q1asmyzK3FiWOjjg0VqnvOuOcksIFW1sAhOXLsQTiRo0y2MfdiLS0EkGvx6O8nLJmSCl1Cw+nEKCBhePWZWWUtnD0tOP996MDBn7yCS5iXWR9VIoSyp6KejK1Wi0L0MyfP5+ysjLGjx9PaGgo2dnZBinDxti8eTPwt7e6NViyZAmzZ88mLi4OOzs7vv/+e5OOS05OxtLS0mj6sZQStWfPHjmdauvWrbRv35577rlHFu2oTmxsLA4ODvI5pZpVa2tr7r33XgAefvjhGuMfMGAAhYWFTJ06FVcxijZs/XrCH3+cArE+w71/f9qLr+WbGCGtEO/Je8aPp8+rr2Lp7g6AzsrK6P454hhP29vTIy+PNCMCFa1JuTjXePZveHccZXNZQRD497//zeTJk+U0JicnJ1lIozmRImXK9P3aImWmMGDAANRqtUH0p7ZImaenJwUFBXJ/rbpYsWKF/Ph61pNevXoVvV5PcHAwnTp1qlOo4/jx4xQXF/Pggw/K2ywtLVm8eDGBgYG4u7vz5ZdfytHBTz/9lNDQUKNq0xUVFfz6669MmTLFaLZLnz59eOedd+jZsydnzpwhPLxK123OnDlN/cj14iCKDQFEjhnDRRsbEqyt6SauvwDUvXrhAFiJ92AXRa2pIEZ1bIF9TzzB6VWr6CPOncmKdVp9ZIv3GTuxzh7Awtqafm+9Rc9Zs7AW6x6zTp0iQ7xXXBDn7MGJiZx3cKCdoj1RW2G0mMEirVknTJgAwKuvvsp///tf5s+fT1JSEitWrMDW1lae58aPH28gsX8zYOqn6QLcrdVqp2q12te1Wu1UqlQPg7Va7UPAA8DrLTVIY2i12krgWWA7EFu1SWs8obeN4+fnR35+Pnl5eaSkpPDTTz8Z3W/fvn1s27aNN998k7miDLNWq2Xr1q1cuXJFnli2bdtGfHw8f/75p3zs8ePHKS8vZ9OmTUycOJGnnnpKTmvcvn07R48eZfLkyURGRhIaGlrneF1cXHhVLCY9evQo2dnZcvGyu7jIaCrh4eFyMTjAjBkzmDZtGvm1iDzo9XpOnTpVZyPotkCFszPO9fTmaSv4FBRwLTCQDJWK/uKkGqzobbKnZ0+Ci4rQK0QpqpOflIQjIDRDiolKrSbd2hrrBgo+2JaVUd7CksnOAQGcUdSESTVGp1eu5FAtDcNVaWnkQY1JcvLkyTz99NMUikqdERER8jVZlxKVTqdj69atQJVjprXk9WfNmsWiRYv49NNPgZopgbVx7tw5OnfubHSSVS6Wz58/z969exk7dqy8TUplyc/P5/HHH5dTPQ8dOsTAgQONnnPNmjV8+eWXvFgtnWfo0KEcPnwYe7GY3mfQIIPXh8fEoAe8brkFV3FhWGGiU80mI4OLNjYM37LFQJJaV4vTYNj335N35Qp2GzagBi5MmmSy/PX1QEhOphRwEVPNGkJISAhxcXHo9XqWLl3KsmXL2LBhg/x72b59e4uo6rm6umJnZ2dglEkiMm6NWLA6OjrSo0cPk4wyyTlQXwpjVlYWly5d4uOPP6Z79+61qg+2BNLfwt3dnY4dO3LlypVahcGkv6GycXh1HnjgAXbv3s2GDRvo0aMHXbp04cqVK5RWc04mJSWh0+lkY8sYc+fOJTo6mvDwcCIjI+X+Vy2NpeicBLDw8iIwMxP/nByD7a6ieJU0VwaVlFApfkYbhTPt1m++ofu0aXJ/s2yxBYgpFIpp0i6KNEglDqJRln/+PPnivq73389Fcf7LUgjXtCVmzJjBrFmz5OfK+t8nnnhCVlWU6jvt7e05ePAgq1evvv6DbWFMNcoGUNUsWskx/m4evR1o+cTeami12l+1Wm0XrVYbrNVq37/e799cSOpSBw8epFevXtx///016idSU1OZOHEinTp1YtasWXzwwQfk5OTg5eXF/PnzDfquHDlyhM6dO7Nz50769esHVOWmSyIeY8eORaVSceedd9KhQwcef/xx+vfvz4YNGyguLjZQnKqNjz76iO3bt6PT6Th9+jTJycl06NChhtpUc+Ls7ExeXp7RyenChQsUFhZySwuo6zUneldX2gtCm1pYGaM0Nxd3QUDv5ycrPZUDPgMHEvnGGxx96y3owWx8kwAAIABJREFU0gVbqLOOKkH0aNk1U7F+Xrt2tBONjVPLlpFbR58jiXYVFVRch2Jwp82byRAXkVKNUfennmLQwoVGv2+r7Gyya4mQ9O3bV37csWNHeaEiNTg2xl9//UVGRgb/+te/EAShVZppKhdvWq0WgBRRraw+zpw5I9d6VUcpwPDuu+/K6p07duxg8ODBsrG6fPly1qxZw3vvvUdhYSEnT55kUDWjSnnOZ555pt57lo2TE5Ir6JRoeKup8lC3Dw6mEhBM7D/olJdHrsJ4txTFIyoUcv01xhkQQPC997K/Y0dujYtjv+K30dpYZWSQZmnZqJ5H3bt3p6ysjDNnzrBu3Tq6d++Ora0t68RIpKSW2dyoVCoCAwMNarKVhkhjGDx4MIcPH5Z//7X17JSUgeszyqTm1n369GH8+PGcOHGCJUuW1Njvueeeq+FUkCgtLWXBggVyg2VTkaLxklFWUVFR6zUsGWX11XUNHz5cjqZ17doVQRCIi4sz2EfK8OloooFvb29vII50vbB0c8PawUEWoJIIUqgSp6rV2AKXxdpep7w8jhsRigEoizG9s1S5GLX0qGWd016srypNSKBE/Pu6RkSQcvfdAFiLolRtDUtLS94UhdCMSeffcsstsoNm5syZJCYmMmjQoJbvT9cKmHonjQbe12g0tgDi/+8C0gqhI5Dd/MP7ZzBs2DDs7Oz43//+J08O1RdfP/30E+np6SxfvlxWgXJxcWHu3LkcO3aMJ598kuDgYAOv0fnz53nwwQdxcnLi5MmTPP/881hYWDBKDGerVCruFi9WJfVFyiSkNJDo6GjWrVvX4gW3Tk5OVFRUGG1GKU1ibd0oU7m7YwEmGROtRVF6OolilNUiIIA80bt71coKC2tr+r/7Lv3efpt24gSQXoenL+/HH6kAuovSxk2l2NkZl+Jirh46RI9//5tz9aQ3XfnrL9wrK6lohPJjQwkaPZr4l6u6hGRGRxtEEOOMRL/b5eeTX4uxKBllHh4eWFhY4O/vj4+PDwcPHkSv19dQooIqoR+VSsXChQsJDg5m4cKFzfGx6qS8mrGpbLwspTSnpqbW22NMak5fW6sEZaQsMTGRTp06sX37dm6//XaCgoJIFFNBT4kOgqioKCIjI9Hr9QwePLjhH6waqRs3cvKLL0BM15aMb7WlJRlqNRb1pJVKdCgtpVSxOBvw4Yfsf+opBpugrDgkLo6j7u7cGhNzXZrUmoJ9bi65jXTESb3KRowYwZEjR9BoNPTs2ZPS0lIsLS1NbkbdGIKCggwEsSQjqbFG2ZAhQygsLCQmJgZBEGptRG1qpGzHjh1YW1szcOBAXhNVXaVm5xLFxcV88cUXfPbZZ/j7+7OtWo+stWvXMmfOHD744IMGfRZl1FBK960thTEpKQkPD48GLY4lp2/1qL8kKFKbY6atYFPL79JekXZ9aeZMdIDDAw9w6MUX8SopocjDg4MBAWSpVBQpjrNsQDq+KjmZfMCplrWWmxhB0yUnoxPviR69ejFs0yaiPv2UQSZmLbQGbm5ubNmyxWjPXgcHB1atWsWMGTP44IMPjCqh3iyYapQ9BtwK5Gs0mmtAPjBM3A7gCrR844ObFFtbW0aOHGmgMHSqWvTh4sWL2NnZyROZxLhxf7dmW758uZxyI3HbbbcRFhbGmjVrOHnyJCEhIQaeiEWLFrF8+XJmzJjBxo0bGTFiRA3ls9qQjLDnn3+egoKCRuXjNwRp3MZSGI8fP46trW2bv6FbijVveYrFqykcnD2bvWFhdaYKNhf53t50ERWd2oWEUCl6LtOqpfb4iQZ9Th31DlbJyaRaWhpMWE2hwt0dj8pK4j7/HICAOhY3yQcOEHjbbbQDhBb+bUq0E9N4ii5fNlg4Z/z1V819y8ooqXa9SvTq1YsvvviCTZs2AVUOlCFDhnDgwAHeeecdbGxsSEhIMJCRj4+Px9/fHycnJ5588kkOHjxYq7pdc5CSkoKNjY0sKw8QU83rK/UYlBrBG6OgoIDJYvPV6vVdEtWlyqdOncqYMWOAKueQVAcj/T3Onz/Pzp07gaqan6bSVaOh57PPEvbYY+weMoQcRXuCXBsbbEyQ6xf0+qoWCIrrSKVWM/Srr7A2QWFQpVZj8847qIGL4t/82okTnF27tuEfqJloX1REUSOvLT8/PyIiIsjOrvLnPvLII7IKpq+vb4vWRVY3yjIyMnBwcMBWkY7WECTDf//+/RQUFKDT6epMX6yvV1lMTAw9evTAwcEBe3t7HnvssRoNr5WqiMnJyXJ9uYR0zdWV8myM6umL8HcUqzpJSUkGTdlNISwsDEtLyxqqjjt27KBbt25tvi7cto7x7enZk2hnZwZ9/jmnFy8mx8aGQZ99hqsgQO/e9IuNpX15OcfEzJFioGdCgoFSY13YZGSQXocBbOviQrZKhSotDXVqKhkqFdYODqjUanq/9FKjItrXk/Hjx9fal/CJJ55g2bJldTZ4vxkwtU/ZZa1WOxjoTJXgR2etVjtYq9VeEl8/ptVqb/wGAa3IfffdZ/C8+o00Li7OaL1FYGAgQUFBdOnShdGjR9eIIvXo0UMuaLe0tJRFBCRcXV2ZPn06y5YtQ6PRsGvXLpPz6h0dHQ3SB5S9hVqC+oyynj17Ymlp2aJjaCpSE8pCxYLAFLp+/jnDzp3joJhT3VIIej3eiihM+5498Zkxg3S1Gv2kSQb7evfrxxVLS2yOVM9s/hvH7GyyazE8GoM6LAw7wFFMzbOoo87i8jff/P3kOhll9uL3W37tGtkKg6nSiCCKY3k5FbUsxlUqFc8++yy3KtJNhg4dSmJiIvPnz6eyspJbb72V7t27y9GphIQE2bMtGSxS482KigoWLFjQKFn52pDOPX36dAoKCnjjjTeYOHEizs7OctsMjUaDWq2WU52NIRV3f/3117VGKqpf11JaNiD3TUxNTeXcuXOEhIQgCAJfffUV4eHhzSI+JGHVrh0j9u+ni1iIDlBob4+DWP9XF/lJSVgCNKHuNuTBB6kESkSxE7tbbiH8scfk2pWW5sjcuezv3Jn9wcHsDw7Gs7KS8iZ8Hslo//zzz+nUqZOc6SDVlLQUQUFBZGdny3WXZ8+elZtDN4bAwED8/f2ZNWsWP//8M2Bc9MrUSFlycrKBsdO1a1dSUlIM6kQPV8tQKCoqMmg6LxlxDe2LlpmZiY2NDfb29gQEBKBWq+s0yhqaIWNnZ0dERISc3QJQVlbGvn37ZMGHtoh097Kvo9fq8OhoeuXmolKr6TlrFg6//85hHx8u2tjQ6d//xqpdO9SWlvTftYvEXbu4+MUXOAJnP/2UgwEB7B450uh5T69aRerRozjm5ZFbjwMny9oam6wsbLOzyWqkk8FM69Egs1mr1SYCkUCyRqNRazSatm1230BIhhNUeXZjq/W9uXjxYq2TRkxMjOwVk9KEpkyZwsqVK1Gr1cyZM4fDhw9TXl4ueyKbC2nyHDt2bLN4pOtCMsqqN5HV6/VERUW1+dRFAHtRvKTESOPuuigX06WsRSGHluLqoUMGz32HDqXLhAl46HQMFqNTShKDggi5do2K4mLSoqOJFetBJDoUF1PYjAssFzE9t4+YGueu19faK61SqfBVVGR0n+bGSfQsV6Slka94fw8jPcZc9Hp0DfD6SYaWhFTn0blzZ5588kmys7Nlh4qUIiQtpjZs2MCcOXN4/fXm02OS7lEVFRU4OTnx/vtVZb2fffaZLNLTp08fIiIiWLx4MS+88EKNcwiCwOLFi7Gzs2Pq1Km1vld1Z5Oy5k76rFu3bqWsrEyOtmVlZdVaT9aclDk742Ikpbo6uWKNh2UTIgF2rq7E29ridPo0JdnZSL+emKVLOfTiiw1uYt0QdOXldPzkE4bGxzM0IYGhCQnYAqom1H69++67jB49milTpgBVRvzw4cNlIamWQhKmuHLlCsXFxRw9erRJ84dKpZJrKCXHpzGjzN7eHnt7e9auXVunsZScnGxg7EjGq7IO68yZM/j4+HDt2jWWLFlCQUEBY8aMYdeuXej1ejlqLfX/M5WMjAy5ube1tTV+fn51pi82NFIGVUJeSsdzbGwspaWl10W0o7HsEw1GF4X6dH34DxvGwKtXCSktxU+Ram/n6krAiBFETJ9OAVC5fz+Dk5IYYUSJsSAlhe7TpuHdvz/dioooqSd1L9/eHof8fJwKCshvhZo7M03DJKNKo9H4aDSaLRqNJguoBCoU/8w0A35+fnz22WccOXKEsLAwA6NMp9ORkJBgIEWvxMHBQS5Wl+rBli1bxr/+9S+gKj1ywIABLaJkJRllLZn/LyGFratHyo4dO0ZBQcENYZQ5iZGMchPFD6Cq/kyKXvlkZbXIuCSuVqtLsKmnFst2yhQ6CAKHZ87Eqk8fwqZOpVyMGlQUF+Ol01Hp49Ns4+s2bRp7Jkxg99ix7L7tNtRAei3iF1YKw1fdjGOoC0mFzurwYXzFwuUDQUF0LS6mWFF3VJKdjR1AA3Lj6xLgWb16NWlpabLjwtHRkfbt23P58mW+/PJLHn20qmPJ8uXLZeXWppKfn4+Dg4OcMjxp0iQEQeCJJ57g3XffZfbs2dxzzz288847QNU9qbpIz+HDh9m5cycPP/xwnXUpklE2d+5cDh8+bHC/6SGmAs2YMQOoSoOT7oN33XVXs3zWuqjs0IEOOl29BlGBaCDbNPG3eC0sjLCcHC6sXy9vC58zh0GffcbBZ59t0rnrIm7LFjz0evb07MmppUvl7Q6KqGVDCQsL448//pBrRJycnNi9ezcajabJ460LKaJ8/vx5tm7dSm5urpxC21gGDhzILbfcIqse1xahtbCwIDY21qD0QElBQQF5eXkGRpkkeqJUjExLS8Pb2xtPT08miunmu3bt4v/+7/+Ijo6mqKgIFxcXUlJSGqTcmJmZaRCx7tixo9FIWX5+Pvn5+Y0yyrp27UpiYqIsQiIZkD2aSRCqJRj++++UZGXh3IwCNGpLS67Y2xOsWO9Vv4/ELl9u8FxXz/2jxMWF9qWleJeUUNpMathmrh+mRrpWUCW+dhtQCPShqidYy+ZS/cN44YUX6N+/P2FhYVy7dk32pCUmJlJeXl6rUaZk3bp1nDx58rqpEkmT6fV4v9rSF1esWIGDg0ONFNC2iEtwMAC6emoKJCqKi8kQF73HOnTAT6fj9KpVLTK2ovR0/D/5hHJg70MPEf3ZZ/Ue03fePM7Y23PrmjVVefPAeXGxmHbiBBaAhYl9u0zBwtqa4Zs2MeLnn7EXZXKza1F/dMrMJMrFhROffMJQZSpjC2LVrh35wOCkJNmQVt9/PxZAgpjWBJArep7VDZg0VSoV3cVCbql+8+6772b27NlAlbCG8joMDAwkMTFR7uMjRZeWLVtmcN68vDzmzJlTQw2tPgoKCnB0dJQjU8qallGjRrFw4UKsra0ZN24cy5cvR6/XGywqAdavX4+trW29oiTPP/88t912G7Nnz64Rkff09GTevHlYW1szbdo0QkJCOHToEKtXr6514duseHlhA+Qp1PyMUSwW3tsrWn00Brt77sEOqBCN3VJAMmcr9+9v0rnr4poYCQpZsYIeM2fKSpS+d9zRYu/ZUkRERGBhYcFLL73E3r17sbKyMkgVbizBwcFyL83aaqylEoTq6YcSUmRLaZRJj5X9TNPS0mTnhKenJ//5z3+AqjYQkoPynnvuobS0tEFpyxkZGQYlDLX1KpOu5cYaZVCVAQRVNfQ2NjYmrXFaC5VajV0LCEzkeHvjp0jtzld8x5Fvvkn/994z2N+iHnXKSg8PfHU6nAGhjvYCZtomphplg4EntVptNCBotdqTwL8A4w14zDSJO++8E4AtW7YAf9+4TLlhubi4XFdvkxS9ak2j7NixYwwdOrTZeqS1JO3c3KqUl0xUa4tZupSQsjIyVSrcvv+eUqCihZplHp89Gx+djkPduzPs++/pZSTdrDoqtZqKapNGwenTAGSKNQPtWkh8xUXsSVdQSyG7Z3ExBZ6e9Hn5ZdTXsdYwr9p7uY8YAUC+olC/QFzAWzUwwrx9+3ZWr14tN9ccNWoUTz/9tPy68jr09PQkNjaWoqIi/vOf/3D06FHmzZtHYWGhQTrg5s2bWbBgAZOq1QzWR35+Po6Ojrz++utERkbWSK9U0qtXLwB+/PFHvv/+exISEigrK2Pjxo3cd999RmWQlXh7e7Nz585ar/H58+dTVFTE119/DVTdBx9//PHrUmNqJdaYZFdLOa+OFB13bERPLyVdReO3b1YWp+3tOaxI0XRqYFp0Q7A+coRkCwt8RKM4NCWF5H378FI0P79RsLW1lXtwLVu2jPDwcKMNixuKsl9XbbXZy8XIR211c8Zk5j08PLC0tKwRKVNGjOfMmcM3CufTq6++KpdFmNqWQhAE4uPjDdoRdOzYkdTU1BoNryXF06YYZVIT6ZiYGFkA5J+GTtEIGiBXIRDVUZxbs1Qq4sXfZ4CY6lsbKkUkzbkFmq+baVlMNcp0VKUtAuRqNBp3oAioveLRTKOJiIigQ4cOciGslHvdFr1IklrV9TTKlDVler2ec+fOyRGEG4EcCwssTfRc5osKcjbJyQSNHs2Rnj3pmpvb7IX9+spKQjds4JydHcPq6IVljF4vvMC5774jUmwsXS4uHArEOkf3FqoT8BAXgxV//SX3BZPIvXQJD70efR1NTVuKQrH3WJpazcEXXqC9uACpUCyMikVvqG0DU9l8fHx4/PHHmTdvHo888ggTJkwwaLKuNG7c3d1lD7eUYti5c2f0ej2XL19m+vTpPPTQQ+wXoysnT56stTl7dnZ2DbW0goICnJycUKvVBsIbxujfvz/BwcHMnj2b/2/vzuOjru79j79mErIHAiSRJEBAoCCLYgVRpIA79bba2uvR6q1VrIq2VLtYS9VWu9nbXlupbS1Ktda6nevvtig/FvG2gAIimwqi7FsCQkICWYCQZHL/mO9MhzCTTDJblvfz8ciDme/Md+bkMPnO9/M953w+N954I+PGjWPw4MGUl5dz6623tqkPQknUCV268xmraiVNfYOTCTMngoQSAL2Ki/EdAY/efDMXvfkma3/6U1b170/fMBKOtEeTx8PQ/fvZHXCynpKVRf8wM/V2RAsXLvTf9l00iFRgja1QU/pvuOEGZs2aRVVVVdBphb7RsMCgLCkpifz8fH9mxKamJg4dOuRPHOLjuyDrdrt59NFH/Ql3wl1Xtn37dsrLy0+5sOv7nfY0Gwn2ZTptT8Zj37nM1q1b2b59O0uXLu3QUxdjqWezMiBVzoyFo3v2kNfUxMasLMpfeonkBQtYdt11FF96aYuvlxYQ5A2LcEquxF+4QdlqwFfQajHwCvA/eAtIS5T5piltckYc3nrrLQYOHEhBQUGCW3Y6XzDWI0QR3GjyjcoFpuAuLy/n5MmTMSs0GgvVKSmkBGTRaol7717KXS6ynZP3pPHjyQBKnMx30bLj9dfJ93gov+mmdqXNHfHlLzP+kUc4CeCcfDZu2eIvOB0LPQcM4AQw5YMPqGyWwGbL3LkA9Gph9CZW6p3g4KPLL2fib35D7yFDaASaAqasnnACtIx21vYrLi7mr3/9K4MGDSI9oNZZ4MWRwFGlUU5NOd/fyY4dO5gzZw6vvPIKzz77LDk5OTQ1NbE6RCbNK664gvPOO49169bR0NDAvffey8KFC8O+GON2u3n++ef99ysrKzlw4AAjRozwzwzorLKdE8xjrWVULSvjBJAVhZTfe37/e5ZOmMD5//Vf9MjIYNwDD1DXrx95DQ0xSfaxe8kSbzH5ThyENTd06FD/VN6pzmh2pAKDspZG3nJzc6mvrz8taRX8KygrbHbBJjc311/Y+ciRI9TX158W+I0dO5Ynn3yShQsX4nK5/K8R7kjZr371K1JSUrgyYEpqqFpl69ato6ioqF2ZMjMyMigsLGT+/PkMGzaMuro6xjgzH7qbc7/7Xd7+2tdY4WRWPrZ7Nw0nTvCeM8pZ/9BDDL/+eoovvZQpzhTiloycOROADTk5UStFI/ET7tnXV4Blzu17gX8AmwCF4TEyZswYNm3ahMfjYenSpUydOjUmiToi5Tspq4nRFdpAqampzJgxgw0bNvjXv0Qyrz1RajMyyAgzG2BGWRmHAk66eznrgspWroxqmw45tcb6RbAuz+V2U56URLJz4pC6bx+lPXqQHKO0vC63m9XOF/mwurpTTkbTn3iCA243I265JSbvHQ6384XoTk7msNuNOyBJS70ToGVF6WKCL0lG85Ey8GZ8842m+a6++6ZG+/hqJDavhQTelNq+UfslS5Ywb948ZjuZOFubdhjowgsv5PHHHz+lFtnf/va3Dnlca4s+zrqNk60UhE+qrKTS7Y5KraCz776bqe+8Q4/Aws2FhaTT+tq29ihxMgr2v+GGqL92Is2YMYNPPvmEW6J0nBgU5si872+zPMg09pKSEvLy8k6rmRYYlPnqnDUPylwuFzNmzPBPJW5rULZgwQK+8IUvnJJUKFitssbGRhYsWNDilOXWnHnmmadcBLr66qvb/VqdmcvtZtLTT3Pm9OkA1JWWsuLmm5niXJQf0sa/uezCQva/8w4jY3AckNgL99vhcmttBYC19ri19qfW2vuBrnPZrIMZPXo01dXVLF68mPLy8qhdyYu2eGRdDDTdOXD5pk74CoB2ppGyuqwssltJob1j/nzevuMO+lZVcTQgi1c/50r1sRDJLdqr3pkiWxThlfDAQrp9Dh+mLIo1ooL5zPr1LHMyj+1atAiAA2vWcHZ1NVumTYvJwuxwpQckODmSkkJKwFXxRmcaUs8Ikz74X89ZKB5YeNVX/iI/P98f+PimM811RhK/+tWvMmPGDK6//nqKiopOm6IIsDLgAsD69ev9dcXg9KLOrbnnnntOSTTSUkbJzqLPsGEcBVytFIBNr6igMoZ1g1Kcz1J5swLe0eB6+23KXC4Gd/JRzeZcLldUv8OGDh3KN77xjVOmRgbjC8p80xEDNU+H7xNOUNZceno6vXv3Disoq6mpobS09LSpnP369SMtLe2UoGz//v1UVVVFVAbniSee8N+urKz0p/3vrvo4x0LPgQOkOMfctT/5SbuyPRZOmNBq5mTpmMINykKle3sqWg2RU/nWSP3UWejZUYOyu+++m4ceeoh77rknLu/nC75889s/+OAD3G53u+a1J0pDTg45AUU+g6m56SYmPf00g+vrqQs40c496yyqAJplytu9ZAnb0tLY849/tKkt637xCz7o2ZNeGzZwIArZpWqyssiurcXT0MCAEyc41s7peeFyJyczwFmTtPeHP6QkOZmdTsKKXpdcEtP3DqV+1iyWjxjBud//vn9bTXo6GYGjyRUVnCQ6U9kAf9HYooDCppdccgnGGF5++WX/tvT0dP90I2MMf/7zn/2JB6688krmz59/2oL+lStXkpKSwmWXXcbWrVtZvny5/7FwC80H6tWrFwsXLmTbtm2dfpQMvFe6SzMyyGrlxLd3dTVVMSxinuFkdq0KkfgmEgP37mVHQUFURvm6sqSkJJ544olWp+T6/m5iHZSBd7QsnDVlvqDrzGbZcl0uF4MHDz5l+qLv+7c4gotKY8eOZenSpcyZMydkpsruJLVnT+/FnbIy+h4+zLv5+Yxz1mlL99HiymhjjO+v022MGQwEfoOeiTcbr8SALyhbuXIlF198cdjTIuItLS2NH//4x3F7v/z8fNLS0vyZn1avXs2IESNOWVfT0TX17UsvvOnuT5l+5Hvc42FwQMIFV8A6BZfbTWl6Or327KHsww/Jc9YK7Z05k8l1dSy9/36K16wJuy3Vr77KVGd926qiIiJdtViXk0Pv8nIObthAAeCOw9XPQVdcQYXLxVRnil1/54QhN4L6SZE4b9YsaFYL7ER2NoVOYXcA95EjHHG7yY/ySW5gUJaSksIrr7xy2nPmzZvHxo0bufPOO0/Z/qUvfYlnnnmGt95665RpSStWrGDcuHGMHj2axx9/HPAm1WhoaCAzM7Nd7ezs68iaq8zLozgglXVzTR4PBSdPsi9KQXgwOc40ymMhCv2214E1axjY0MCu88+P6ut2Z61NX7woSNa83NxcKioqaGxsbHNQdiDg2BPKDmekd4gT3AcaNGiQf1YKRCcoA5gyZQpTmiW66M4qe/SgR2Ul/U6c4EAXmEUgbdfaGcF2YBuQAexw7vt+/gI8HMvGdWeB04IefPDBLnFFORpcLhcDBw5kz549nDx5kqVLl3L55Zcnullt4ltrVBmiLtTB994jcOJBYcAaHICyQYMYe/QojBnD0b17Kf/oI0Zu3QpAWgtX65eOG8eqb3/7lG2ugGmUjc7C4kg0FhVxhsfDlvvvByCrWQKOWHAnJ7MtyILmgg50Elnfuze9nfpFAD1qaqiOYrbAZcuWMXPmTLKyslp97kUXXcSMGTNOO6ZMmTIFt9vtz8Z46NAhysvLWbt2LRMnTjwlw+m3nc9RXSvTcLuL+kGDKGxs5ESIrKqHt2whA3BFabpqMLnO+sqGKK8l2fWXvwCQ70wTlsiFmr547NgxKioqQo6UNTU1UVlZycGDB3G73f46oS0pLCwMa/piS0GZr+ahjy8o60zLBjqDqrQ0Mo8coSfQlMCp95I4LZ4VWGvdAMaYZdZaXc6Is5kzZ/KXv/ylw05dTJTi4mL27NnDrl27qKur8xfK7Cx6OFk0j+7YQX6QNMAH/vlP+gEr7rqLlDPOYPwXv3jK4+csXMjqCROYcPAgbz38MI0HDjC1qYnSpCR6V1QEfc8Da9d6R5LWrYOAQr09qqqodLn44NprmfTb30b8u53z9NPsGTGCqf/8JwADrrqqlT2io9+LL7LsO98h/XOf8xfbjFWCkfZoys+nF7D0ggv4zPLlpNbWUpua2up+4Zo8eTKTnWLa7ZWZmcnIkSNZu9abVPfiiy9m8+bNAEycONG/5mPYsGH+KU6pUfwdOrOcsXVFAAAe2klEQVQeI0fiXraMkuXLGRokYcGhNWvIBdJiePU7q18/qgFXmIXpw3Vy5UqOAcOc2ngSuYyMDNLT008LyoIVjvbxTXksLy/n4MGD5OXlkZSU1Op7+UbKPB6Pv3C1z969e7HWMnv2bCZPnkxOTg69g6wDLi4u5vDhw9TW1pKZmcmePXvIzc1t90i5BFfbqxfDnc+AS0FZtxTW3BkFZIkxe/ZsDh8+fNqBtLsrLi5m165d/sKTHbF+W0vSnC/c2hBXtKucjFRnTp/O+B/96LTHexUXc/7+/exPSiJt/nwmLVrE5owMto0dy9ATJ1jXty8bAgIvgF0vvOC/fdjpN4CU2lpKMzKY8uqrJEWheGrvIUPY7WRw9AB5caofV3zJJUzZsIHxjzzCsnPP5a0o1b6Klpx/+zcApq5ezeY//5n0Eyc40QGn3I4fP541a9awd+9ef0AGMGnSJEaNGsWCBQtYtWoVt956Kw8//DDf+973EtjajiPHmSp7eNWqoI8fdZJv5ESpHlYolcnJJFdWRvU1exw+TFlycoe6yNEV5OXlnTZ9MViNMp/AoOzQoUNhJygpLCykoaHhtPfasGEDZ555Jvfddx8lJSW8+OKL/uRAzflGz7Y6MzJ2794d8dRFOV3dGWfQx6ldlxxQ0kS6j5AjZcaYt4DTKxs2Y62N7PKshORyucK6EtbdjB07lrlz5/L6668DdLqsTZnOl9lxJ53/aT7+mCqgn1McORiX2832ESOY7GShPHTRRaSNHUvSunWcV1EB3/kOBExVPOmstwLYt2gRKdnZ1OzfT8bx49RG+WrnyJ/8BP72N5ZPncrUqL5y61xuN1OCZBBMtNF33snyJ59k8pYtHH79dYaePMnhMKYaxtu4ceN49tln/SdcF110Ebfccot/utVnP/tZ/3N/FOSCQXdV5MxmOB6i8Hrdu+/SCPS/+OKYtqMqNZW0EAXA2yutupoqBWRRl5eXd9pIWUtBmW9d+ebNmzl48GCbgjLwZkwMLDZ977330tjYyCOPPMLvfvc7ysrKuPbaa4O+xjnnnAPACy+8QHl5OevWreOaa64J6/0lfK6BA72zWYCUOGe2lo6hpemLc+PWCpE2mDZtGqmpqcydO5eMjIyw5tV3JL2cq471IRZfZ+7fT0lGBiNbGSFNv+46+PBDKlwuLrCW+mPH4Fe/AqAaCCzrm7Z9u39b1dNPc+zb36bA46EAeDvKB/+8UaM4snMnU3Ql1S85LY3JH3/MgaQkkjdvpmdjI41tTCcfD+ObJUf55S9/ycSJExPUms4jZ/Bg9iclkeJcJGku86OP2JmayrAYF3M9lplJzzAL04cr69gxjnTAz2pnl5ube1pQ5qu/GZiwx2fo0KEUFhby/PPPc/DgwbBniPiCsgMHDvjT3e/atYvly5czfvx4fvjDH/LFL36RXbt28fkQdSqHDh1KZmYmjz32GI899hgAn/nMZ8L7RSVsqUOH+m+nFUSadks6o5BBmbX2uXg2RCRcQ4YM4aWXXuLaa68lOYrJEuKlt3Pg9Rw6FPTx3Koq9oeRpe3Ts2axdP16xvzyl6Tl5JCWk8Pq73+ftD/8gXOqqqirqvLXKulXXs6moiJGlpb6R9d8GmNQzyQnIGOk/EtJnz6cUVrqXcjdAdNAn91sjWNXqCMWL3sKChhSUsLxiorTSkv0P3yYHcXFxHqidV1ODn2CZPSLRM+TJzmkmkdRl5eX558OCNDU1MT8+fM5//zzg67Vcrlc3H333TzopEn/Uphr/Aqck/vAZB/z5s0D4KWXXgJgzJgxjHESxQTjdrvJzs6mtrbWv+3GZgmoJHI9nWzKABlBAnPp+sJerGSMudUY8w9jzBbn3461aEO6lauuuoqZM2fyxhtvJLopbZaSleWtR3L48GmPNZ48SVF9PSfDqO+VlJLC1Hnz6Btw4jzh0UepNgaA0hUr8DQ0sOzTn2ZQfT11w4ezJ9s7frZ85EjWOvWqlOUpfmoHDWKYk7HQ5fR/R5KamsqxY8e48cYbGT58uL+mmbQu9Zvf5AyPh62DB9Pk8fi3V+7YQYHHQ0Mcaik2DhpEvsfD8lGjTmlDezV5PPT1eGjUMSLqmo+Uvffee6xfv56bb7455D6TJk3y3w53+qKvoHxgULZ48WJGjhwZNNNiKI8//jijRo2iqKiIb33rW6REYQ2ynCovIGlZtjJbdkthBWXGmAeA7wMvA990/v2es10k7lJTU/ntb3/LhAkTEt2UdjmSnExykPTZB9asoQfgDpjG0FZ5l13mfa3XXuPDP/2JKRs2ANDXCdYAmsaM4ZjvS10Z9OImOWAhfXKMp7K1V3p6Oi+88AIfhpiKJ8F9+r77WPq5z3FOVRVbX33Vv33P/PkAZF14YczbkOas/Zm8eTNrnSykkagqKSEFoB1FwqVleXl51NTUcOKEt9zr0qVLAfhis2y7gXxruyD8GmGpqank5uaeEpRt3LixzVmLr7/+ejZt2kRJSQm/bpZISqKj74gR+IqM9OqgtWkltsIdKfsacIW19ilr7WJr7VPANOCO2DVNpOuqTk0lNcjajwNLlgCQ1cJUktac+fnPU+Fy0fe55zj8978DsHT8eEbffjs1t93GMWD0I4/gcdKaEyKNvkRfbkCih/QOvuZOSYbabtgPfgDAQefvDuDoihUAFMWhYPaIu+5ilTPtqfa11yJ+vSPbtgGQrPUtUde8gPSLL77I6NGj/WvAgskJmPI8qA0n7YG1yo4cOUJpaSmjAqbKScfgTk7mk+RkjoF/6YF0L+EGZZlAWbNth4GOl9NZpBM4npFBxvHjp2wr27SJ8Y88AkBeBCOAPTIy+GDyZEYcP07K5s2Uu1xMffddXG43E3/zGzKamug7fDjjnn6at4cM4aw5cyL6XSR8gwKyFxbEOBOfxF/hhAlUA00Bo4xNTt2wYDUJoy1n8GAuLClhY1YWOSGK0wez5x//4OB77522vcopKJwaxnRqaRtfivuysjKOHz/OunXrQmY/DDR9+nSgbaVgCgoKOOAklvKVulBQ1jFVZGVxVGWQuq1w/+cXAS8YY4YbY9KNMSOA54DFsWuaSNdVl51Nz7q6U7btd6avAPQPWDvQHlmXXw7AeXv3cihEPaysfv2YtH07Z8S4dpL8S1pODgecL9x+nazoubTO5XazLyODTKcALICrqooqiEodwHAdKSigKMzU+Ed27aL40kspD3LMqXUCu6w2rD2S8PhGysrKytixYwdNTU2MGDGi1f3mzp1LZWVl0CLPoeTm5lJRUUFZWZl/WrKCso7p6Pjx7NR6sm4r3KDsG3izbL8P1ADvAbXAzBi1S6RLa+jdm96Njadsq3UycX34zDO4IrxSNsi54poKHNUi/Q4lu7SU3W+8EfH/sXRMVTk55NTU+O+7a2upifNU0Mbhw8lrauLA2rW8/8QTnAxoT6C3b7+dHGca86iAzHrgTfJxYuVKAAouuii2De6GfEHVkSNH2LJlCxBetlOXy3XKNMZw32vHjh3k5+fz85//nIyMDBV/7qCmvvEGF+3alehmSIK0eFZgjHEDWGurrLU3AxlAAZBhrb3ZWnt6pgIRaV1uLpnAsYD01Sd37gSg/yWXRP7yZ53lH5Gp03qQDiWrXz8GOSOZ0vXU5edzRl2dP/thj9paauNcuqP/7bcDUDB+POd885u806z+nKehgbIPP6T/c/+qfHOo2UWC1bNmMXXFCjyoxEUsZDnF42tqavyp8dsyJbEtAmt57t69m5EjR+LWRSGRDqe1v8pSY8wvjTFjAKy1HmvtIWtt5Ll2RbqxJCfz4RFnzQYAFRXUAz0HDIjKe5RnZADg8iX0EJGYaxo4kGzg6J49AKQcP86JHj3i2oahV1/NstGj/ffznLb4rBw+nLzRoxlUX+/fluPx4Glo8N8/sXw5AMt1ASEmsp3yJNXV1WzZsoXCwkL/tmjr02y2xLQ4JJ0RkbZrLSibAQwG3jXGrDfG3GOMyYtDu0S6tBQnw1aVMzq24de/ZuqqVVS7XFGb1nb0ppvYk5xM4fXXR+X1RKR1qc76q0Pr1gGQVlfHibS0uLdjysaNfPTXv7IpM5MBx4+fUrdsknPcAVj1rW+x9JprSMFbU80n+dAhSpOSmNoJa0F2BoFB2datW/nUpz4Vs/fyBWWFhYUsWrSIhx56KGbvJSLt1+LZn7V2nrX2OrxTFucA1wH7jDGvGWO+ZIyJ7+U/kS4i3RkNq929G4Bzv/MdAI5HcUrJpD/+keL6eoa1UPdGRKIr20mgcOSDDwBIr6+nPkSynVg766abKL/sMrLwJvSAf43grSoqYtmYMYx98EFSnOmJFU5mPoBehw5R5kyxk+jr0aMHqamp1NTUsGXLlrDWk7XXAOf75sSJE1x55ZUq/CzSQYV1BmitPWKtnWOtnQScBawFfgMciGXjRLqqnJEjATi2dStVJSX+7ekezQwW6czynKyaxz/6CIDMxkYaMjMT1p4UJ6FDuRMk7nvzTQCSbr2VKR98QHqfPmQ6o3tVTsKJJo+HgTU1VCkVfkxlZWXx/vvvU1FRwZgIalO2ZujQoQBUVlbG7D1EJHJtWn1sjEkFxgMTgDOAlZE2wBjzK+DzwElgB3CrL4GIMWYWcBvQCHzTWrvY2T4NmA0kAXOttb+ItB0i8dRv3Dg8QOPOnexZsADf13GfpqZENktEIpR/9tkcBVzOqFO2x4MngSNOWc4IzLFbbmH12rWcdIoI50+e7H9OL+c5x51pjZ+sX08B0ORcPJLYyM7OZtGiRQBcHsO1e76C1HfddVfM3kNEIhdWUGaMmQTcDBjgEPA8cLe1dk+LO4ZnCTDLWttgjPlPYBZwvzFmJHADMAooBN40xvgmXf8euBwoAdYYY16z1m4O8toiHVJKVhb7k5JILi2l0llQLyKdn8vtZnfPnvQqKeFkTQ3pAL16Jaw9/Zz6Y+dUVVH7859zJCmJaqD/Zz7jf06fs84CoMEJ2PYvWUIB0GvixHg3t1vxrSsrLi6OWeZFALfbTW1tLWkJWNsoIuFrMSgzxjwMfAXoA/w38G/W2hXRbIC1NnAV8TvAvzu3rwFettbWAbuMMduB853HtltrdzptfNl5roIy6VTKMzLIPHyYqo0bqQZik3dLROKtKj+foTt3Ul1aSl/A1ca6UtGUf/bZ/tuZeKdTvn3bbUwKOEHPLizkBEBZGQA1774LQJEyL8aULygbMWIELpcrpu+V4WTjFZGOq7WRsguAB4C/W2tPxKE904FXnNtFeIM0nxJnG8C+ZtsnxL5pItFV3acPw/btI3fzZrb17k39nXeSfdZZaMKQSOfWOGAABdu3s/3jj+kLJCW4gPvGOXOo+P3vmeKsKxt8222nPO5yu6lISiKposJ7/6OPKHe5yHOSlkhs+GqVtbUYtIh0TS0GZdbaqBSzMMa8CfQL8tAD1tp5znMeABqAF5zHgl02aiJ4cpKgC3GMMXcAdwBYa9vYapHYqi8sJH/PHvB4KL39di549NFEN0lEoiB5yBD45z85tHQpQ4EeffsmtD1j7riDd0tKwAnK8s8557TnHE1JIbWqCoCc/fsp6dmT3Li2svvxjZQpKBMRaGOij/ay1l7W0uPGmK8CnwMutdb6AqwSILCKbn9gv3M71Pbm7/sU8JRzVxkUpENxDx4Mq1YBMEEBmUiXkeqkID/pJPtIyUt8ec+0ggL/7R5BprIdS08no7aWJo+H4upq3tcoWcwpKBORQHEJylriZFK8H5hirT0W8NBrwIvGmF/jTfQxDHgX7wjaMGPMYKAUbzKQG+PbapHIZQRkNotWwWgRSbxMJw2926kJlnbGGYlsDgCZAwa0+HhdZiZ9qqs5+N579EOZF+MhOdl7CqagTEQgzDplMfY7vDkOlhhj3jPG/BHAWvshYPEm8FgEfN1a22itbQC+ASwGPvI+1X6YmKaLtF+fc88FYH3v3gluiYhEU5YTlGUfPAhARsAoVaJkDxzY4uMNWVlkNTRQ+oY391bPCy6IR7O6terqakBBmYh4JXykzFo7tIXHfgb8LMj2BcCCWLZLJNYGT5vGihkzGPPAA4luiohEUY5TrDfPOenO7ABBWa9Bg1p83NOzJz2bmqhZvRqA/ldeGYdWdW/FTvB+6aWXJrglItIRuJq6T7HabvOLiohI4jR5PDQkJdHDuX+yupqUBBaQ9ll63nn0ue02zr777tMfmzaNqYsX89awYZy9bRu9us+5QcIcP36c3bt3c5ZTJ05Eupw21bpI+EiZiIhIV+Jyu6lwuznD4+E4kN4BAjKAqevWhXzM7WSI7PXJJ5SnpJC4ctfdR3p6ugIyEfHrCGvKREREupSqHt5xsk969GjlmR1Dcq43AX7/mhqqVGhYRCTuFJSJiIhEWW1aGgCHe/ZMcEvCk9rPW0q0T1MTx51U7SIiEj8KykRERKKsPiUFgNrCwgS3JDxpTlAGUN+nTwJbIiLSPSkoExERibLjl10GQM7ttye4JeHJCAgemzpAXTURke5GQZmIiEiUTX7xRQ6sWcM5M2cmuilhCaxjltRJRvdERLoSBWUiIiIxUDBuXKKbELZeTs0sgLRWapqJiEj0KSgTERHp5noEZFzsfe65CWyJiEj3pOLRIiIiAi5vnVNPfT3uZJUxFRGJkIpHi4iISNtsefllqj7+mPEKyERE4k4jZSIiIiIiItHVppEyrSkTERERERFJIAVlIiIiIiIiCaSgTEREREREJIEUlImIiIiIiCSQgjIREREREZEEUlAmIiIiIiKSQArKREREREREEkhBmYiIiIiISAIpKBMREREREUkgBWUiIiIiIiIJpKBMREREREQkgRSUiYiIiIiIJJCCMhERERERkQRSUCYiIiIiIpJACspEREREREQSSEGZiIiIiIhIAikoExERERERSSAFZSIiIiIiIgmUnOgG+Bhjvgv8Csiz1pYbY1zAbOAq4Bhwi7V2vfPcrwIPOrv+1Fr7XCLaLCIiIiIiEqkOMVJmjBkAXA7sDdj8WWCY83MH8KTz3D7Aj4AJwPnAj4wxvePaYBERERERkSjpEEEZ8Bvge0BTwLZrgL9Ya5uste8AOcaYAuBKYIm1tsJaWwksAabFvcUiIiIiIiJRkPCgzBhzNVBqrX2/2UNFwL6A+yXOtlDbRUREREREOp24rCkzxrwJ9Avy0APAD4ArgjzmCrKtqYXtwd73DrxTH7HWhtVWERERERGReIrLSJm19jJr7ejmP8BOYDDwvjFmN9AfWG+M6Yd3BGxAwMv0B/a3sD3Y+z5lrR1nrR2HN5jrlj/GmHWJbkN3+VFfq5+72o/6Wn3d1X7Uz+rrrvijvu6Qfd0mCc2+aK3dCOT77juB2Tgn++JrwDeMMS/jTepx1Fp7wBizGPh5QHKPK4BZcW66iIiIiIhIVCR8TVkLFuAdSdsOPA3cDWCtrQB+Aqxxfn7sbBMREREREel0OkydMgBr7aCA203A10M87xngmTg1qyt4KtEN6EbU1/Ghfo4f9XX8qK/jQ/0cP+rr+FFfx09M+trV1BQ0R4aIiIiIiIjEQUeevigiIiIiItLldajpi9J2TnKUaqARaLDWjjPGjAX+CKQBDcDd1tp3g+zbCGx07u611l4dn1Z3PiH6+Ry8/ZwF7AZustZWBdl3GjAbSALmWmt/Ea92d0YR9vVp+8ap2Z2SMSYHmAuMxltaZDqwBXgFGIS3r421tjLIvl8FHnTu/tRa+1wcmtwpRdjPOk63QYi+7g88DJwFnG+tXRtiXx2r2yDCvt6NjtVhC9HX1wKfB04CO4BbrbVHguyrz3WYIuzn3UT4mdZIWddwsbV2bMAH4JfAI9bascAPnfvBHHf2G6sv+rA07+e5wPettWOAvwH3Nd/BGJME/B74LDAS+LIxZmS8GtyJtbmvW9hXQpsNLLLWjgDOAT4Cvg/8r7V2GPC/zv1TGGP6AD/Cmxn3fOBHARlx5XTt6meHjtNtE6yvN+E9sVoeaicdq9ulXX0dQMfq8AXr6yXAaGvt2cBWgmQi1+e6zdrVzwEi+kxrpKxragJ6Ord7EaKOm0RsOP/64lkCLAYeavac84Ht1tqdAE6Jh2uAzfFqZBcRTl9LGxhjegKTgVsArLUngZPGmGuAqc7TngOWAvc32/1KYIkv860xZgkwDXgp1u3ubCLsZ2mDUH0NHHEeb2l3HavbIMK+ljZooa/fCHjaO8C/B9ldn+swRdjPUaGgrPNrAt4wxjQBc6y1TwH3AouNMf+FdzR0Yoh904wxa/FOcfyFtfbvcWlx5xSsnzcBVwPzgOs4tai5TxGwL+B+Cd7RBQmtvX0dal8J7kygDHjWmR66DrgHOMNaewDAqQ2ZH2TfYJ/rohi3t7OKpJ9Bx+m2CNrX1traMPbVsbptIulr0LG6LcLp6+l4p0M3p891+CLpZ4jCZ1rTFzu/i6y1n8Y7NP11Y8xk4C7gW9baAcC3gD+F2HegM8R6I/C4MWZIXFrcOQXr5+nO7XVANt4rKs0Fq+iulKcta29fh9pXgksGPg08aa09F6gl9BS65vS5Dl8k/Qw6TreFPtPxE+nnWsfq8LXY18aYB/BetHkhyL76XIcvkn6GKHymFZR1ctba/c6/h/CutTkf+CrwP85T/tvZ1tK+O/FOnTk3xs3ttIL1s7X2Y2vtFdba8/BO29oRZNcSTh3V6Y+mk7Yogr4O9fcgwZUAJdba1c79V/F+IR00xhQAOP8eCrGvPtfhiaSfdZxum1B9He6++kyHL5K+1rG6bUL2tZNw6XN4k18FC7b0uQ5fJP0clc+0grJOzBiTaYzJ9t0GrsA7zWs/MMV52iXAtiD79jbGpDq3c4GL0BzjoEL1s2+6kTHGjTcL3R+D7L4GGGaMGWyMSQFuAF6LT8s7n0j6uoW/BwnCWvsJsM8YM9zZdCneY8BreC/s4Pw7L8jui4ErnONIb7x9vTjGTe6UIulnHafbpoW+DoeO1W0QSV/rWN02ofrayap4P3C1tfZYiN31uQ5TJP0crc+0ikd3YsaYM/FG4+Addn3RWvszY8wkvBlkkoETeFPirzPGjANmWGu/ZoyZCMwBPHiD88ettaGmOXZrLfTzPcDXne3/A8yy1jYZYwrxpp29ytn/KuBxvOlon7HW/iy+v0HnEUlfh9o3nu3vbIy3fMZcIAXYCdyK93hggYHAXuA6a21F4PHD2Xc68APnpX5mrX023u3vLNrbzzpOt12Ivp4KPAHk4U1E8Z619kodqyPT3r7WsbrtQvT1GiAVOOw87R1r7Qx9rtuvvf0crc+0gjIREREREZEE0vRFERERERGRBFJQJiIiIiIikkAKykRERERERBJIQZmIiIiIiEgCKSgTERERERFJIAVlIiLSqRljfmCMmRvH91thjIlJEWdjzNnGmJWxeG0REem4lBJfREQ6NGNMTcDdDKAOaHTu32mtfSGObfk88HVr7bQYvscC4Elr7euxeg8REelYkhPdABERkZZYa7N8t40xu4GvWWvfTFBzZgDPx/g9XgDuBBSUiYh0EwrKRESkUzPGPAwMtdb+hzFmELALmA78GMgCZgHrgD8BA4G/Wmu/EbD/dOA+oB/wLnCHtXZPkPdJAS7BGzD5tp0P/AH4FHAceMFa+23nsQuAXwMjgT3APdbapc5jfYDHgCuBdGCZtfYLzssuBeYaY1KttXWR9Y6IiHQGWlMmIiJd0QRgGHA98DjwAHAZMAowxpgpeG98AfgBcC2QB7wFvBTiNYcBHmttScC22cBsa21PYAhgndctAv4/8FOgD/Bd4P8ZY/Kc/Z7HOxVzFJAP/Mb3gtbaUqAeGN7+X19ERDoTjZSJiEhX9BNr7QngDWNMLfCStfYQgDHmLeBcYBneUa9HrbUfOY/9HPiBMaY4yGhZDlDdbFs9MNQYk2utLQfecbb/B7DAWrvAub/EGLMWuMoY8wbwWaCvtbbSeXxZs9etdt5PRES6AQVlIiLSFR0MuH08yH3fOrViYLYx5rGAx11AEd4ph4Eqgexm227DO03yY2PMLuARa+1853WvcxKD+PQA/gkMACoCArJgsoEjLTwuIiJdiIIyERHpzvYBPwszg+M2wGWMKXKmGGKt3QZ82RjjxjsF8lVjTF/ndZ+31t7e/EWMMQVAH2NMjrX2tMDLGFMIpABb2v1biYhIp6KgTEREurM/Aj8xxrxnrf3QGNMLuMJa+9/Nn2itrTfGvAlMAV4EMMb8B7DYWltmjPEFWI3AX4E1xpgrgTfxjpJdAGy31pYYYxYCfzDGfB2oAS601i539p8K/ENJPkREug8l+hARkW7LWvs34D+Bl40xVcAmvOu9QpkDfCXg/jTgQ6eW2mzgBmvtCWvtPuAavElEyvCOnN3Hv753v4J3PdrHwCHg3oDXvAlvsCgiIt2EikeLiIi0gTHmbWCmtXZDDF57DPCUtfbCaL+2iIh0XArKREREREREEkjTF0VERERERBJIQZmIiIiIiEgCKSgTERERERFJIAVlIiIiIiIiCaSgTEREREREJIEUlImIiIiIiCSQgjIREREREZEEUlAmIiIiIiKSQP8Hr3uC9hMHnSEAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\"\"\" Event-by-event visualizer \"\"\"\n", "cut_epoch = (-int(fs*2),int(fs*2)) # unit:sec\n", "sample_events = [32, 49, 60, 85]\n", "n_samples = len(sample_events)\n", "counter = 1\n", "\n", "# For easy visualization\n", "indices_swa = np.zeros(data.shape, dtype='bool')\n", "for ii in range(swa_idx.shape[0]): indices_swa[swa_idx[ii,0]:swa_idx[ii,1]] = True\n", "data_swa = data.copy()\n", "data_swa[np.where(~indices_swa)] = np.nan\n", "\n", "# Visualization code\n", "plt.figure(figsize=(12,12))\n", "for evIdx in sample_events:#range(n_event):\n", " x_epoch = t[swa_idx[evIdx,0]+cut_epoch[0]:swa_idx[evIdx,0]+cut_epoch[1]]\n", " y_epoch = data[swa_idx[evIdx,0]+cut_epoch[0]:swa_idx[evIdx,0]+cut_epoch[1]]\n", " y_epoch_swa = data_swa[swa_idx[evIdx,0]+cut_epoch[0]:swa_idx[evIdx,0]+cut_epoch[1]]\n", " \n", " plt.subplot(n_samples,1,counter); counter+=1\n", " plot( x_epoch, y_epoch, 'k' )\n", " plot( x_epoch, y_epoch_swa, 'r' )\n", " ylim((-400,400))\n", " xlabel('Time (sec)')\n", " ylabel('Voltage (uV)')\n", " title('Slow waves around event #%03d'%evIdx)\n", " plt.gca().set_facecolor((1,1,1))\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=1.0)\n", "plt.savefig( '%sFig_QQ_TutorialSWA.jpg'%(figure_directory), dpi=figure_dpi )\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Detection of Spindles\n", "\n", "Similarly, detection and visualization of spindle events can be done by following scripts." ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\"\"\" Spindle Detection Function \"\"\"\n", "from scipy import signal\n", "def detect_spindle( data, fs=500 ):\n", " spindlef = bandpass_filt( data, band=(8,18), fs=fs )\n", " thr_updown = ( np.std(spindlef)*5, np.std(spindlef)*2.5 )\n", " thr_duration = 0.30 # sec\n", " thr_interval = 0.10 # sec\n", " hilb_amptd = np.abs( signal.hilbert( spindlef ))\n", " amptd_envelop = smooth( hilb_amptd, fs/5 )\n", " big_enough = np.where(amptd_envelop>thr_updown[1])[0]\n", " idx_merged = np.array([])\n", " if len(big_enough)>0:\n", " # Duration Thresholding\n", " start_end = find_seg( big_enough )\n", " long_enough = start_end[np.where( (start_end[:,1]-start_end[:,0])>(thr_duration*fs))[0],:]\n", " # Amplitude Thresholding\n", " include_flag = []\n", " for i in range(long_enough.shape[0]):\n", " data_to_inspect = data[range(long_enough[i,0],long_enough[i,1])]\n", " if len( np.where(data_to_inspect>thr_updown[0])[0])==0:\n", " include_flag.append(i)\n", " strong_enough = long_enough[include_flag,:]\n", " # Merging short interval events\n", " idx_merged = strong_enough.copy()\n", " interval = strong_enough[1:,0] - strong_enough[0:-1,1]\n", " id_to_merge = np.where(interval < thr_interval*fs)[0]\n", " for j in range(len(id_to_merge))[::-1]:\n", " idx_merged[id_to_merge[j],1]= idx_merged[id_to_merge[j]+1,1]\n", " idx_merged = np.delete(idx_merged, id_to_merge[j]+1,axis=0)\n", " return idx_merged, amptd_envelop\n", "\n", "\"\"\" Calculation: Spindle \"\"\"\n", "data = EEG_hdeeg.data[3,:]\n", "spindle_idx, amptd_envelop = detect_spindle( data, fs )\n", "\n", "\"\"\" Spindle: event-by-event visualizer \"\"\"\n", "cut_epoch = (-int(fs*3),int(fs*3)) # unit:sec\n", "n_event = spindle_idx.shape[0]\n", "\n", "sample_events = [11,30]\n", "n_samples = len(sample_events)\n", "counter = 1\n", "# Visualization code\n", "plt.figure(figsize=(12,6))\n", "for evIdx in sample_events:\n", " \n", " # Epoching\n", " x = t[spindle_idx[evIdx,0]:spindle_idx[evIdx,1]]\n", " y = data[spindle_idx[evIdx,0]:spindle_idx[evIdx,1]]\n", " x_epoch = t[spindle_idx[evIdx,0]+cut_epoch[0]:spindle_idx[evIdx,0]+cut_epoch[1]]\n", " y_epoch = data[spindle_idx[evIdx,0]+cut_epoch[0]:spindle_idx[evIdx,0]+cut_epoch[1]]\n", " \n", " # Plotting\n", " plt.subplot(2,1,counter); \n", " plot( x_epoch, y_epoch, 'k' )\n", " plot( x, y, 'r' )\n", " plt.ylim((-400,400))\n", " counter+=1\n", " plot( [0,0]+t[spindle_idx[evIdx,0]],plt.ylim(), color=(1,0,0), linestyle = '--' )\n", " plot( [0,0]+t[spindle_idx[evIdx,1]],plt.ylim(), color=(1,0,0), linestyle = '--' )\n", " plt.text(t[spindle_idx[evIdx,0]], 300, 'Onset > ', horizontalalignment = 'right', color=(1,0,0))\n", " plt.text(t[spindle_idx[evIdx,1]], 300, ' < Offset', horizontalalignment = 'left', color=(1,0,0))\n", "\n", " xlabel('Time (sec)')\n", " ylabel('Voltage (uV)')\n", " title('Spindles around event #%03d'%evIdx)\n", " plt.gca().set_facecolor((1,1,1))\n", "\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=1.0)\n", "plt.savefig( '%sFig_QQ_TutorialSpindle.jpg'%(figure_directory), dpi=figure_dpi )\n", "plt.show();\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3-3) Time-frequency transformation (Spectrogram)\n", "\n", "In many cases, EEG signals are transformed into time-frequency representation. In our demonstration, we'll calculate delta-band (1-4 Hz) and theta-band (4-13 Hz) powers to compare NREM vs. REM sleep EEGs. Function get_spectrogram() which takes multi-channel time domain EEG data (channel * time) to produce time-frequency domain EEG data (time * frequency * channel) is provided below. \n" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calc Spec.. shape: (36, 3600000), winsize: [2048], t_res: [2] s\n", "Done: spectrogram calculation\n" ] }, { "data": { "image/png": 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HdejGyPlIq66le0OnZLQATi/05e9AFzf9WXSKyv8FNgbRKVDH0Sn9rdEH6dZHn4Sy9VGpnkIbmlsfaf1KyOd0DLcLyp+XetOQ/B6GzvD6V3QLn65M/38AxmIcdMroL6brrkG3OIhvfbSJzpC+Bp18+2/ottZ6B0mTjZTPoL/10XPTc74GHXv6/aU2Xj7L52T75O1LFiw4NDTdm1Ae07bt7x52XU5VNN0rMB/dtu1WKe1hoWmaX0bHQJ655nLegU5JesI6y1mwYMGCBR0WN/qCBQsOFU3T3Aod2/dEdIzQggULFiw4hXAgymYI4UvRuQdumsr8/Rjjz4YQcnzMbQD8LYDHxBhP2VfCLViwQMSbAHwrug2tf+eQ67JgwYIFpwRCCJvoZOod0IXbnB9jfHEI4Tbo5O3p6ELUQozxqnXW5aD22fwcgAfGGO+Bbt+yh4YQ7oNuW5UXxhjvii5+6fEHVJ8FJxHatm0WF/p60bbteSerC71t2we0bXuztm0f1/b3tVxneYsLfcGCBac6rgfw4zHGY+hisJ8SQrg7ujjytyfd6+3p/1pxIMxmjLFFF/QMdMHhN0YX4PxAdMHXQLfa9Tx073FesGDBggULFixYMBIxxivQLUhDjPHqEMJxdC8heDi6RYFAp3u9A8BcO6aIOLCYzRDCl6DbZ24LwK+j28/ukzHG61OSPXSNIF37JHSvk0OM8ZvXX9sFCxYsWLBgwQ0Q5i7+68anL7usveXpp7vSXnvttf/2uMc97jJy6PwY4/lS2hDC6QDuiW6HlNsnRRQxxitCCOabyebAgSmbMcYvADgrhHBrdO/BPSYkE5fGp8bLDdg2zR66nUeAbgePR6b/2+Q4xXb6pmnoMQs0/Y5w3LrmHMgvLdkgx6086X9eD/K9udEl2QXL13Ov2+y/VMY56Ha/kerAr6P3xrGR8qHl8jpJdT6HXOdJi1QH6d49//m9SfW07oHnU+pjND3/XUpL68Hr4r1Xqww+dqQyavPTnov3Wu18LcZedxxD8eXpC4cBT5t56rcNXWzzvGDk55FppXRSnlaZGkpt4LkvLifG1EMrExj2Nc9zk+TBYfbBGnjHVul5jUPb8u1RDx63PP10vMR+a9UKT2vbr4wx3raULoRwC3SvoH5GjPHTIfAtldePA383eozxk+go2/sAuHUIISu8GwA+up5SpQ64oxyfkmfNuZqyJYGWsVEoX7rWEpBWWVL+Vp3GtJF0P8A4oa5ds8P+e/LcVn5r6Wv71jomgnyvnmdak+eYc1Py5eAvlppT0dTaih6XFK6pmPMZbUN/+ZaEg1RCNFnMz1npMmrusVQXT3lj4Hmu1n1ofe04ymOREjJj4BkL0jHPPWtp8v1OfbZjyz/1EEK4MTpF8zUxxjemwx8LIdwxnb8j+i/8WAsORNkMIdwuMZoIIdwMHf10HN3GzvnVWz+EblXqTOCdnwq0moHBr+PpvYOCK1Hb5FjO11ISqQKXr01pdtNHLIeXWXtOYi+94NfuCcdLddjutkMW00rPg4O2sfTtrYcErT3GtnOtkiDVh5fDn4FHmeZ58XRTBDWf4Gvyys8yT0hjJrUp9deejca8eOCpX01eOa3GDk3BMfTbwGPMrQPSPZYYx7HPg+bPGUd+vMZgHwtLvmtYh3HkxVzy0YPa9h87lx8dhBAadC8POB5j/FVy6s3odC5gdt1LxkExm3cEcHEI4f0A/hrAn8QY34IuIPWZIYQT6F6t9oppxXhYpqmduWaC1NzJFJZwK+W9Q37Tj5ZXjfWuCQl+/xI7wOtAFGO3skfy3c15exQF3gb0N1XwPROi1m75fsa4bUp9VHNTlvLkfZxOStoE5a37GDbem+dBo6QMWedqJu0pbTtFXq2rXaX+OUbJmkMRG3OPXi+I18iyxukcXqtSO9UqkFafGqNkea8ZyxivS0HOBr0kEw9TKV8b7gfgMQAeGEJ4b/o8DN0bvB4cQvgwutfEPm/dFTmo1ejvRxeYyo//E4BvmZa7p4NISoEUG8LhSWOd5/GLqQ6bIEwkhaW8SKxg/s3LsVyENYIwK3h70JVE/l9SNDmsuE7pGi0tVXzHTrJeBmRjQhm1KCkbVj0EhnJzQ+lv2vWWe7H07Er5jQE1YjxjMmNupkLyPngM0NoxVzo2h5FDFcQpY2fO0ImxY9mT3ltXKR2Vs9qzkDxmEhsq9V3pmCZvtLFXc3+e8lHIj18ztj+N7UNT+t0pqVSKiDG+G/qCpwcdZF0OPGZzHswhjA6iw0mLgEAm/tKkbbEenNXk5638Mjwsww6GQpNDY840xYQrxpQ18CoyUpljBK6kPICdlxTqHfQZTrDfUpkeVlfD8crrSDv2dtf0sKRzosSKelgxqoRo47bWNbeD+ZTRORRqDV5miMbw1dZlKts4l9uYKm3aGJ27fK8MnCOfKXNOzbid0hentodE6kj50r5aetZzGh953uDzzNTwoAUlHFFlk8MrDCTLeS632RSUmKqaQcBdqPkY/13rvi/VgVr/Vj41sJRcr1LKr9fCDKz70xRb7ZxV/hiF01KyPGWOwVjFWAqXmKrUecIAaKhGxjHhmAQrrmwKYymNO465FN4x7NRholamTbl+Cujz8ZID0rXea6ZijnZZV9t6n6PUblPbqdZDtGBuHFFl0xoMNHCbpi+xc1LemrCYw3LUXKWSBVhifySFKiudvJwxAea8HI9Cmt3vWh1Lx3l+pTpR5cC6R74oiz8P+p+WT8MYNOuY5pMxl1I/QSk5oZ3gjILFMOS2oltKaUwwB1X6tAlnquC3Qi3mgFd+eMqmbWAZEVqIx7qZyCnxeKVyPQq61NYaMzYVJZnmNViozMn3MIasGCMn58hfw1TGL7dBDRtailv31kequyQnJJ3hcHHM+TlKOKLK5lh4J7Xc+cas6LSEYq2r2JM/xRRFUitrDKtQU4/8TKxrOBO9Dsu79tlaWzSV+ph03iNMPS5noYxdS8BK0JScWpQU/7mfo9Y3xiouUv0PYsXq1JCL2jI4vNPYWAXwIFjJdYSDePKcq1weo1/bZryfHnaoRI2CyHEQY+7kUTRPVRxRZdNSOEoK4phBU7LupDI8FhVHDSvGJ0Juoe+gv7BHq4dUdx6naSlQuRye/45xTLvPkhLmDX+w2prWxZpAqJDfE9LRY1a9pOcilVO6d+sYPecVmtI4mZN9ztfwPkj7lMcoye1fmnQ1T4GVtsSg1C6G4vnweLVa4807Bkv1kPKVypCusYygscat12ji7PlYxUtrO+n58Py9ZU4hECSUnvVx5bfVt0t5SwzfGEbfU6Y0FrzP1Ruu4JHLwNHjCI8mjqiyCYwbAJ5OOtb9YZVnuScPC2PrIQn+OQQSV1i12E9LQGl1KE2KtQwNr6ulMEr5W9CE4tg+WXNvVqzUXG5kaZKZc0x4lfbafHIe3t0vvGlpWVlBHaPEzXGPY+HJp2QkccWyJm9vOV5wBd9TB8nwXycjtw4Fac485+yPU3aEWXCy4Agrmxa4pTe2E3Nw9sRiDSShSc9pbI+lMHF3M7emx1jXloI0p+DOefLjvHxtcVNJqdTy4+Axm/nYDvnm7FZefDLGne+tt3Z+Cuj98bpIZXtWepeUAf68SpO1xvpN6XuldvTmLTHa3vJqn+u6FPAd1C24oP2cb+Beo0R5whk4+CIvjWHT7kmrwxzKMB3vgsErvnhiDiXII9c8caVzGWHSeJXykRbs8Twk2VDb70v9wJP/XHPdAgunkLJJO4vkIpxrIpsL1gRlueG5QpmF4BjhnqEpeJKiSCedkhIxJYa0dkP8WhfbWJekpTx5XLxelF5HZ5V3MmPq5HJQngGuYEwFV5ZyGTyNN691weNezMenuI6l9qCoDTeQfpeu44tXvH3TYzyNxZjrD3ILryn3PrXfSvlrr7c8irLx1MYRVzbntEgsK4wKxjm2ZeDKnBSXJNVLmpw4ezWmPhIsAZ4VSToh07rVKIolBa5m8pDaguWzydNK9eEo7cmmsbcSvPtlzukaUvZ7HUDq21a7lO67dJ+0XflqXh5GsY6JqgZTyveEeuTjxzDch7Ym/7lAZdQUI8rjPs+w+gPP5xg77ynTqot1LxqrSeR276UJ3vpMRc63JCtK5XvrN+d9aB4Rb3oOyyujzaGLQnqQOMLKZm1Hqd0PUSpjG/JWDl7hVstAcgVUU0g9ZUvnPcyN5vqX0vBjOZ5RECybfDLJ35Ki6pmsKahyxfIU36SjscbSMc369z6TY8r1FHMYC2MEqbZNyRzurhIsA4WXVcvk8PrzsTv3pON13dFv/ru2vDEGb015tYrlWMY6u8itbdM87lkNtR6QEjz5SPWfWyHV7tnjIaktg+ap1dsbgjLH+CsZEaW6jhk/C2pxRJXNOSeHKXlpHdTaBLwmby68JQHlcVVrk18N65AhudxLrBadBDxxWxk7wjEPdoxr9oRzYzai9xoItZjSH/l9edqvllHw1s9SsLQJwFtWzZZkNe25js2kKca23VR5V8uSawZVLWr7lscIKylpHmN+DPNJoRk7tfnWvhVMy3uKkWL9z5i676pVP49srzEuLe/M0cGyz+ZJA2oFe4Ui34JlyqTpTaNN/tIxaSL2umczi5jTlZRUrU41E0y2XKdMSnTT+VzH0tZMHmQ2U5o0pYnH+7pPft7aa9O6dq4JgteV781Hj0uvjatVKuZkg3he/L4oM7IuN3FtvlPdtXksSlvVjCm/9rwXNWEhFHwhmiYfSvcvsf8eRZPD47mhTCevr0fJ0WS8p93ofXrDRdbBwJWYYFpP6f3uE+rcW1i1DeAcIRH3uFiyQ1LBNJm5sJkHiSOqbALTOsrYSawkOCVQ9rHk5qlxsSeIqyC18rMw9dy3xQzWTka5TJJ25c7WrreEuKVAOvrFppb/mPCEgxBYHuZYq1f+rtmyxzrndQl78y1BUjDmdP9KE9W6lFtejlWXucpaR3rPNdb50v6m2rkd8ilB86zUoLRAiuZH36ylge5jOadr22Jux27Qr4HmN9YosUgXDWM9FJZMOnqM51HGEVY2Ab8LThqQnoHiEQjSYL4ofXPGTHMfepW/HQzy2aXnKVPocZ1vCL9zOokls1zHJeuRuratzbLpqyCzYknrYik7+Tdtq1w2UYh291COKfIwmKWFUGP6VUkQWxOn9XzoRKflQdNRlPpqiYm36qXlWzMZa31iLKO/TgOilsn0Ml41eY6pi5aX19AosWc1ZVJoz750b2NCZ2h6zRNjwbO12FT2ei6Xujevscx8+i3G0EvX1JSjhdksTOZh4ogrm3O/nlGC5H6cijHufG8e3rw9jE+JAdYmGqkOPI332UnX1zLAYxi3qay3pUiVJuixqGGTrHgxz4TmUaQ9StyYhXu8LmMxV95jFADLyzDF+D0MtmaER6YqLw2SC9rjNRpbN+s6K2RqDqVewpzKkyXD58pTAidk5noTk0U+LTgMHG1l0+VCpr/HTC50w1xpki11Ys7MWZa5h7XjzKS04EXLT5vYJBZzjDVYimHMbGVmFjMk9kZiS7kCpyl0Y14NqmED+0y1VNYYUAZ6ap5T6iI9Ly3miTPzXFGS/ktIaTatTZ8pONNa44L0pvMqS2PchmPljlUXLf06jG9LJvHxKb0el1/juVdNbnuNQ4/CyY/zMsYatzX9s5QXRc0+kmP6wViGcmoZvN3X6WWwDLtFGV03jrayaVLwloCayoaMYb3mmlA4qNtZ209R2gjeC0/7cdc7x9wsxxRhWhJupTw86Uuuz7Hu91J5c+EAJp6i+yzjZFhzOWW8z+0Gr0Htm348ylytHJsTNG/r3jz3PccWaxLWpbzUjIN1sYMSauToYSl0GpmRsSiaB4GjrWyqq281SBYzZ2ssSEqjZUVrrwmUjktpNLaOpy1tOi5dIwkJK44p5zlGCEtC3BMjxBlAi2HgWyaVGBavwjqX4M4Y+7YPzyTveQf82GfIy5LyHnN97QbmVl41yoKnLK8BOIdyzpUUa/x6jRhLQakxmi0PA4Wn/3nK4Me9six/W69v5OXUjMeS8VtSNK37z/UwXkjhykcqU1swQ0PEtLmoVomU5h4J3j4llTNVfq1joda8+Oo7+T5HCUdc2czwCD+Pa2WM8C1BylNiIEtuO+34XC5ja9L+AJhrAAAgAElEQVSvmbhr9/3UJj3NRUvd/p76SGVrCu8Y95eHyaD5jmXqpvQFqW5TGcNaxZD3C15Xvg3WVMVzLLzjsFSWN7SFH5vi+q/NQ+r/JcVuLKw6jXluY/qvVc4cRlhGzbMfg5owgR2UV9VzSGE+PM+SMp8XrM6FUj/UjAbpPk4Gb8kND6eIsmnBY0GVJrd8nUfweiYBbVNxL3IZY5QuqmjlGKsN9l9LT+GxwCVlv6Q0ltxbND+N+dXKpnlZilmJSdDOe59jya1TgvT2JSn/Emr6Ty1b4WWWSgrAumCxs1PLPQgFzbrGUhin7AtplelNtw6DQPLIjA1fqGERNflTGldcMaJ7V3o9KbXK+1hW0Bs2wciB4nqKMWVZsF5fCtgvWjl5Gc5TCae4sumJIfTS99TtPgc0ocbdHlJaekxyg3vcz16XtCYASkIxK69jXGslFs+j1Fibw1tKxckodLwslmdlN50caowcj1JYMto0pd3q7+tUOHP+JUOSut08GKPIep4Fz8Ozn6AnT+2++E4c1mbsmut1qhfIk4f31YhSntorWmvqob3TPYPfVy5zbEiNhjHjxurbWt+QjrP/u0B9CFINY6uhNB+sW54s0HCElU3PZOlxBczhPjkOXfBzAZCVMAop1kpya2uMaPoevI3By2JYjCavw1zIio+01ydvp1rG0AMtnrYmT8YWbOZjczHgJWXYwzwa/XtVX+n62nExRakoubWkvujtj1a7WMfp+blCDmqZYq+RWMIO9uWTFS7D66fdN1c6PZ6W0r3fUJSAUr/ihs/cLLk09qbOf9L13r4gHSvNRVoeUpobSr86+XFElU2vG5mn56BMT8lVbilf2lsVeDpJUagZDNJEQa7fpel24LP4JUVO28JEax8qyKwN2KX3qkNIJ9WHX0eVaWtzeqsMi8G1rleE2Kr918mObhOjwltOrQvcA4ttl8C3jwLqXXS1CloNg11yu9ay4Jzt8ry6tnSOe1YsuQPoMor3aS9zXmsUaOdq+07GWMWhtNUYbQePouNByTtDUWPMePtnTfn8+lpFcW6M7R8LTmYcUWUzY0oHnMqM8MlDel+s953b1uAqBWujMj5GYkk9GxLz1fGW8kXz4+4Li6Ucs/KbtU2xLRztqeUNoGyMeF9NamGsQPcw1OT4lrf8bfhdfprSJvUPbVeGMWzzWDaIGlC1bL6znFWf9MQ587Q1Su4cE/JhTOqlsTKHG3Ud4GN+Dkyp/3H0+7M2Zi1vBrC+edX7fMeOu0xw7LDf0nWS52/BOnFElc1axqN28HClyjNIaHxTyfWqMQr8WsoUckiCbsp+mlmZtOKSstubKp41AzbvBUqZybFxPVIbbrN3rnPhQu/NY72XJnreN6y9Tq1ytP+8zHQP4h6VnvK8+y7y+9qBzYxp+VBwzwE3xmoxp8KlTUgl5bNWObLul3stSv3IU7ZXeZYMBNbnejgGf5xtrfJkyUdeDox6WEyd5cYt9WlNkcvXSc94DgXe047ed86XWHyeznucp9EYY82rQP9b8cjWnExRGq9zb2u3wMIRVTaBeazgmvQHaTGPxRyWWo2VOfb9whRc8NUqr1aeGjQW1oOpLEvp3eMe1AjJ49i/x9rYQ0tpqHVpZ9BnQw0cK3RjCizFpaR80TRelturaK4jtAEo9+cSsz9VfpYUzTHEgBbukldxT2knqz6WcUYXFnk9WGNQMhiyIjdnuR7vAk8/FZJBMxYlRfUI4C7OzxHCEVU2rQ7knRQyy2IJHWsQZaYvpyltvcCFAo/j2oFPANL82GsfTRdyrVXH20cpc3UcJG0NG8vz4P89Lk666p0LfupSgRHv6GGBxigIfMLyCtEaRsJSiLxsBy+D/i6NN66ccYVjm/0eo1jmZ+iZCKVnW2OAePO10mVFWmJ0vB4Zq2xN6ZDS0j44JR4vl0G36tGul+riUe61tBLjbqEmnfc5eL1cc4Ar1bQOvCzt1a+WrLHYQssgqVHWagzS0pjQjpc8imPXCSyYG0dU2ZzTMh9b5tjOmutnCf2S8lyLUh6Sy67UjhtJcfOyi1RITt0Sw/MsPBOY1+UtCfOSUlmLqazeOoWo1x1r9RnpnMYITXWFl8qtKWeG9uyFdswtu2pZKH5tyaUqjTWPwTRWKTkO//3kenBjZkxdvG7ZdTHSYzFlR5axGMMWTun3BzEHLlg3jqiy6YE1IeaP9orDOdzCEqPBz5X2/uJ1KrwRqfi+6RJTCwyFV00MYonx1ASjl8XjbSoxDZLlzxlVS0DzCdhaPEUnn2NK2tIrA3mepXK8cLBnJ7z51DAUHJphYCk3XCkbGx4iMYk17BpFrSJt5antmFCCZ1KmrHE2gKjLl46Pg1wgUVK0cxoJHuOUX1sy/jRDh+ajjV3O4ErGmMTyekHlmjQn0d9jX/dq1ZnvHGHJEmuenSrDSmVooLJY8qKMMZYXTMVpB1FICGETwO8AuAOALwI4P8b44hDCeQCeCODKlPTZMca3+nOeaq1Im47XMizrshz5QB2j7GkouY40FxYvq/SGIMAXGuBhPUv1lRTdneFvUSHXBLpHuGouJ14+z1+C133l7Q8elPKtLafWLVlioqZOALwMiwGdw6OQr+NvlJmjXTK051TbVnki9ty3VxZ62tq6nmOONpPu0SP/PG2xbsasJFu0dGNkBE1PQyXW5TWogZYfr2PpvqVnn6+RyIUFc+GgmM3rAfx4jPEYgPsAeEoI4e7p3AtjjGelT4WiWYIlKCizUAruHmuRjem0HiuVsxNIW9hQRUWKF6MCVMpbq6+kLGbFjbOegiI2iCMdM5lNUTjotXvk28Mm57TaKn/tvilrzpVuj7vdep0pdzlq9aB9ge4AQM5NYsLHYArTMffkNYbh1NgqSTmWGFxJEfUiT4gl5Zz+98bsScqVl82WyvYYalr7aRud8zxr3oU9Np2nrWm6dSuemkxfx6pqaw1CSdmewmJ6USs7FtbysHEgymaM8YoY49+m31ejkxRfPV8JwkTag6RAzFGmhRqWsZZNYmUP3KHela9Z2aZKt/R2I6qce+tKFRptc/na9wBTpUoTaJZghLBAqKYvSOxB6Z3IfAK32AJvXTyry6XJfMw4kFxoYybVKRMxV5Y5+Bu8tBX/U+rA+14JpTS1ys4cSpSWnyYzx5Q1x6QuKeocvO/z5zv1rU9SfSRQw9KT3gvajqXN+8c+P296bdcRzoRa+R0U01lz7bqNgwUUBx6zGUI4HcA9AfxlOvTUEML7QwivDCF8hXLNk0II7wkhvKc7YsWQeDG2o9W4n3l5HuVIs/6NY+YCBCt/Xr/SMctNBZTZXMooUiZ2hNI4wBTXlra5eKkcesxiujK7ONVFU2p/6bgVc1vTpl7UMG+l6yRI1x5Df0L27AyxTpTK5P2+5tlIBl8NapTuse3kcfPWljv1mVl5HhQzOQfm8vLMdY013r3tas0DWjlzkD0n8XP/WufnCOFAlc0Qwi0AvAHAM2KMnwbwmwDOAHAWgCsAvEC6LsZ4fozxXjHGe3VHpgoyrhyUlESv0lXDFuxg+sSRQV29Fhui3YfFFOb8pevyb6mcrOiUXpnJr69ZRGSdV5T7XVqG9RYlOM/xMnNdqGLteR+15X70QmJYrD7gbLMBJDZHKk8bZ7VCfsp4LzDv1Zhi1IxxL/L2o3lwWXaY7JHm4uW/S9d6Fc3adrTksSaXxxpbNfdeCyon5mQvJfAyrPlCYprB0niMqnX04XUblws8ODBlM4RwY3SK5mtijG8EgBjjx2KMX4gxfhHAywB8S33OJ0tHWodQ8by7W/tvHfcod7lM6/waLMJBjKckuCXmMINvU8TPCxZvr0wvo0nrMpYRtTBGMfHkqR0b4/Yt1VHKe50TsYZ1MLSW0j61nDFpppa7LXxK6fO3x3U/RSHW9kocC3qP3rdqSfXQ0k2B1T5zhFJweOrs3aZvXfAwn8D+6zqB4T7WVr6evBdMxYEomyGEBsArAByPMf4qOX5HkuyRAP6+PneLdZQEovV+Yk+Hy+5fbZBpeWThViM4S6wgz4cPsFymxZrxMqT2qVU4PUyEd8sObcNiXvaEBVmrMASJGfRMMLT/0P7B+4k3JpO7vvfg35hbqh//1iZPj+LJ2VoPY+RlF6SJn+bhGQuaorSj/OblWGl4WqmsMaEJVtuU2GkNpWco7XwwhtUrsYJaXt57kNhH7foxCoPGyPGyrHnG84IMD042hafU5jXzJk0nsfVSWosVlWQKf5ba4t+peyIvGIMD2foIwP0APAbAB0II703Hng3g+0MIZwFoAVwG4EcOpjqWENPSSce183NYe+sQPNK7yGvcDGNdEhoLOAb8eq8rXMqHGiDSVk5cseIQ2nMTwC7vF1PZijGsqCPNJpiiLW3Ro1n/NJ1lYB0FeF2S3nQSpLFXwhjFVYJlcFpG81S3K8dBsGDeekttkf8rb0jqjRcvxt6zdV1JWZrST71Yh0wqlVGK86dY3nt+suFAlM0Y47sBNMKpGbc6slAaGDVKo+eNOdZg3zPScKauNGB4mtJqaIkpPQf7iha9Pv8vvd5OU7qpAsctTGPCGwhz7VWUPI0FvjBJewY171qnrCdph3MBvJwdGyielsWuHddWpHomFqrsn4Nu0+Zt1ta0b1j5aS8WkJhDCZbr6hjsPuWFt/xaZU3KyzOJlgxW6Zx2nadttDz587Xa2qPo8nvgv7W6TXm++TquEOa+bZXNId3zOVBXuu/ytNr/sUaWxJ5K92KtxPd6EEp7aNK8rf9SHbQ8NDbdyrdUJ/7iAinvOZ7Ngqk4Bd8gdLJYdNRlPpX5yayE5LqsdR8rk0EvbpEuoNHcYDw/qz6erUE8k08pBIErgNYm6bQeJWVVErhTLPWxjJX3OknxlzCFabPCGzzXS/81zD1B1OQnKQC1+XjSjV0YB/gnbEuxnVJureIrnad58XwluVe7tZFl4I1RdEoGwVzQ6maxm6U4/HVCGuP0mLYtWSkfDbX9YKxsXTAVR1TZrFHSaPpt9FktTWBoyoXlgqoRzh5hUFoBTv+XlLmc3piUtvIPUu4mL4sq0BzbTGEd84o56TprwuHpSyyRVPfSZOt5pSjBpfQYDVjn7Sj1Hc0tLT1rqe9K+XjumdazlDax3Zu5Lpby5TFULOGv5V3Dtlhla5AmzFomrsTglBhW6f61BYMl2aSV4TknpZmiHGjXW8e950uemJyHNs608vKzsMJpxswNpf5pzUulvTcpuII3l4IG7NfTY+DupbLHMtq8PlMVxIXlPEgcUWWzFp5tWvg5C2MFdx6Y3k3XnefNFdxanSSlljKoe8ltVNFG1fFMFFxgHxRDXZr0OQoT7QmaxiPUS/csKYw1hg39nydMfm7EBtimSxHQ34I01cXocddp12rHNOPsuJEn4GP+S2VJ52rlT+3/dYG6SzWMvUdNqalha8fCYjGltFM9WZ5ra7wrc2xwX1t3iTSYMm/yPLkxxtN6ZMRJzGbexfk5QjiiyuZYN4ildNVer3V0epzHQPL9HSnTWWNxJ2xCUDSlOtGy+O+EwVuISq45yf0lQdsD1LqGpuWMQklY8BhWPvFRZYvfg6TIUEbUeubp3G4u03jNZy1Wz5i2hTcv3gd5ncbCG7tcixqXrIe5pN+cqSpN2McwbpeDqW0gXZeNwFrDVFOa8+RP+8RUZrEEqf3z/5qytLrukI90LkPzBFnsZa2BA+iubq+xuA7mrdag9sqZyrlLhLXVn3W81qj3HF8wN46osilhrJXCBZ8Fr5DgAs+z2IaCb2FkKIoim1iK//IKeam+VNnR2tx6t7cF6bra50rrlSdoTXB76+lx4WvX0LxrlG0JpQmv9rV5nphia9LzbF/F3b2aYu+ZaDzsiDRWKCsmTaQ1k/8YpYOXR9NLrE1OW9M/NKNvB7brUlNga5UMeo3HlU3rW2KjNONQOmeVmSHVj4+hEpPIZYyEkhLkUbJLxrz0vL3byuXztVsB8Wc2xaCewtguOEo4hZRN3knHsiqWxTwHalx91vUkveq+5nlqCizPu7ZOCZtAHfNWq+BnxbHEXPBrPeXUbABMj0kKq7a/Gz2W+6s0WRRYaAD2PXmVTG9+PI3Einmu8+Zfe67WPVeqD30GmiJhufBK5XvqMUZ+zbWJtXcRxzaGRsJUOSnJ8HUpHzXGxlyQ2sg79jxsp8cg4nnw17vWbiGnkQLeeuT7qmWVa+eBBYeJU0jZ9EDrdGOYN29H9ygOpe2FJAGwTZRMfr3kOuXHWVsMFNaSmwuO83zLIr5VEMWekG7MRE/PSS50Ah6CMAhJ0PqFwbRs5v90YuCClF9XmHyq2GueD1V+a13fFqviYTN4uIg1Fqxtu2omm1y3EmNG8/YqSFp/Ko0DXjfe/yV2J0NSiDSFouRmt5Rhmp83xs9zD9YzlJQnnl5iQbX79yinFsNtXcN/a9dbLw3hKHmYNGVYW9A3lWzJsJjRuUgXnpfWT6jho+2zuWzSfhRwA1A2JYvJa+Fr+UnXUUEolV8SKBljYsRK12oCgwo7Kb6Rpi3lWUJJYfCwU3ySKEwqajwrfU7SM1uXdWwxijXuo1rjqJY1t+Bly0tvQcrl1UwUczCBtWzWmPHoZT0PGtoLEPK4KjFnHuOI/5aMv7Gu1hr2nSuDHjnLXdAeosBbvzGsr2Y4cybSuo7Ccw9SW5XavSaW2CNraw2fmgVQdPyfDGPyhoMjrmx63WdUmAL7Ha2GxamZiDWrNx/nDB6HN75TSscFuhWf5GGXKgZkj4HbJspejleULGahrYqLnmi++Vt4frs0DccOqW+aZHZ5fSQhSsvZINtD0XP8mhJTm9No/dQDyaji/SOXwY+VmCIJUr8u1VeaJLXNpedgaUqT+5h8pUm5NEFbbHu+fk5oz6F2X1UP+2eFjKQx0ktbYzDk/spX/U8hC0plTlEIvQZzTZ58ztBYVs4Aa3WqUfqs4/y8Z9602FrtOWp9ueY5efWEUw8hhFeGED4eQvh7cuy8EMLlIYT3ps/DDqIuR1jZlJTFuVg4DbVbFs1VB0mIc3hdvjytJ87LK5hK7loPPEySVj5f1W/lPcdkbNWn9LwtFmlu5Up6fmOFLG/fsfup1sCzeGiusjjG9olSP9YMvhI86UsxuYfB6Bz0c5uS/xhmMGOK7NOgKddT72mMkanlMXf/mqoE1rDhOd1JxHTOt/XRBQAeKhx/YYzxrPQ5kDc5HlFlc0ynkNwo3ri3OWG5DXJ8Xcl9wycqzlZJaa1zJaXdwxBloUPaVGQWCwqWymp6nhVnTjXm18qLM31c0WFCibOhWyR5j13m7bpt1MOzT6EFblhoz6BmYiyNA2k7L497jeavKOCrPjGWoSgp23yiLDGR9BoP62Ix3nMxc7k/aUyTtIhDm2C34YsLpNDuudTH6HV8GybJeOV9RGM8KSRF6CJ2rPTMLKZ67EK5EpvI702qp7VziYWSXD6uHKd9xmJ1PQZtLStM5YnEmtLfXtLCM9aPLmKMlwD4xGHXAziyyuZUeNzH2jVeAXyQVlIeXFm5Kgxyt5vaYt+8qNnyKUHdMFyb2KkQKsWFWfXRlHZpQqT5WfWz6qLlY9WppChSYWz1c69AtsBde4flkvL0Ua/bbs5yS2xJaaxKk7GXseHnueJfCpmR3r9dAh+DEuZyf0rl1oAayHNjrEvak8a619JLCErtROOnS3GQJW+DxziVDAcO7/Ox5uV1PeeTAyGE95DPk5yXPTWE8P7kZv+KtVYw4Qgrm5JlJlk6YzoZz6uGTaIMQom54qtZpbf5QDjHLWmtLaQBT+Mcs4IqCQ6v1TfVfULLKQktTdEjx92KtFQP6XcJrE4nhGMA+s8kM8DargFWPTRGQqs/7WNSfpbCI+WZ+2VJmeF11bbIKbE9Wp84TJeXNXlxVm4OZCWgNAbzM8hjeorxo0FTCErGi2U05j4114sCrGfjVfgspkwy4rSV0h5YcprPQw4ZaDK1/Dc9dgz2c6xpv5yeXlfjfSi1Ic2Ps60eQqjWe3fyIsZ4L/I533HJbwI4A8BZAK4A8IK1VjDhtIMoZD0o7WUoYarwtZg+j9tIcoFkcOHmqZO0x+NFGAooqpBsOF4rWStUzoGsOM014WqMJp/Yd4DdElvHlTzePlLa3B7nFOrkZQolZaTkcj4O+X3IXvZZYBE2eV8oPXPO8FruTToB1zIMbGLc5S7gMRPDFIZkTFnS5FajhGgKPQXvt3Mo4DX3z5+rZAhp7t91g/cXyRCy9gSuGQuAPBbGEh3WdZJMzcdqVmVbRiYnQQB5fGt9mnra5vCOSeXncrjxy+dh7Vmc2mynhRjjx/LvEMLLALxFSxtCuC2AxwL4jwDuAeBWAD4F4H0A3gbgVTHGKz3lHlFms2QlAX3LULLyvUrhHIJcssxLcTYeZlJCvl+NYdXu21KUsnLEB7bFZNWUQeq5S+u4QT7c/e113TDWs8d8Wgu+NEY1t4N1r1q+UkydZWFrzLXmArXYSyH9bi5vBDttMsjbQhqNxfXG9GZ4lAA+ZscoExzMqBkN2n+4DODPO5czZt9L6/wY5s3KuyQ7rHOaIWmx7Z77sJgsr+yoSeNRqryMvLd+Uw2wmvYDhvNo6V5qY5K5cusph45x3r7SXGXltY7FXScfQgh3JH8fCeDvlXS/BODvAHwdgFcAeDA6YfTg9P+uAP42hPA8T7lHlNmcyyopbcpMy6mZsKhbSyt3jng5jxKpXTsFmeXzLADhDFgJe+y3dr3XYqYKwka3gIdv0eSqC1U26PNlz2CLsoWsn27ysoU0PUj9UQMVthJDW+qrY8aU9GxIHUUGfYzR5llkUnIdQkijLZqxmKlSGdTAy4tQpLxKO1uUnofHy1LCFNaJeUsAjBunVl21NtBY/pK8tlBqay0NZwitsTalbIo55j/Ps+fjQPImWvJDIgekvGpR85x5PXm4A/99ai0SCiH8HoAHALhtCGEPwM8CeEAI4SwALYDLAPyIcvlHAWzFGD8nnPs7AK8NIXwpgCd46nJElU0O3mmAYWfmg6tW0Na4AKcqYJbw5sqYhtICAK0uVv15G+S0pXpaZXLXDD9fI5SksALJXZTT8ZCDDI3VBPYV7fx7QznO8/HAcmsdI78r8xooufm5afefwZ83UcRWSrsU6K/VZwqjZrGUXkWN1tXJCokGAi/Tkg0l9t+jiEr5ZGiKMVV2Syjdi6V88zw2lP5WUwd+nCsEXqaXGg5gv7kiJM0PVl0kWKvSJWXHAg3fqYFXcR3jQZDkmjSuuVwcUx43KErXTGWmT03EGL9fOPwK57UvcaT5LICXevI7om50C5r1SSFNANKkytNPZQFKrpASuHvcWy6//7HWmyasKai728MMlerCrc3smtGUD2OV9i7SAp7SCnmap+a+58pwUrpPCOViR6inNsF7+pikVHvgYcqkegqT9eA+rXL4xJPzlX5r+dWyPxI8Owd42pKyIFo+HmNyXedL5XNMZckYei9L2MZ8rxP0LFLUQBnnMbD6oEeu5+tLu0hY5WtkgZSHNb5KBrZ2TspHy4uTCTyEiD6PbfTz2kZd/CmfCyzDbMxaj0PA1zo/B4QQwj+FEH5eOP4Bbx6nmLI5ZqLm11p55AFDB8sI63MQ77Zt1Es7X/ovCTupDM315QG/91I8qMZWVsR8bUrpteuF+qziFDMspqw0QfH71xbceK3uMWwDvd5iVjx5TEFJIaQosfN8oixNjqXxw8H7I8lr1G4Gc7reNE9BxtjnZykrJWWkxBzTxWBS3fMqZ6lOFRg8m9q2oOO6pr+WmMra8i3wWPupbFxpPiulmVLeOvLXUFrLUMJJrHieHLgjgPuFEP4whPDl5Pjp3gyOqLLpdXFI7FcpXtLjXpvoHh245aiQzr81N7OksPGBpjA4K2EttQEVDJLAyILPWtwhocQievOik4PFqkpuV3o/2XXsEeQ5HW9r3r6k3Xuvr+R5laC1QaltCn1a3X2As64lVyI5t7tXePd8rpcEOplyttNrSNQync4xy9uqx9LR33xceurA+6+H+S8d1xhy6dlJ5zx197p96e+ScqnVW0JKu8v+F6HdB5dxNXJe86iMqQ/PjxIeVqy6p35WmZ5+SOvB86V1HTM+KTSvo1aedj9W2JXnWfN0Cxj+Hd3CoD0AfxFCOCMdb70ZHFFlE7CZSI/VygXcGCt5TOe03KnU3ciVgDFl0BWvtXWV6iWd42yBlo67TiQ4FFlVcfLGDiaM3o9Tg+MZFbec4phb+HF3lReesVSTp5WWGlkeZplfNwbW/UlG3xzwjOkpTHe+fq56TzXQvZCUpZo8LZcvUMcaa/Ks1H8ntMEmL7dkkFj3M7b/SM+ap/USDaV5oaZeGjwKtgen1uKguRFjvD7G+GQAvwbgT0MID6m5/ggrm7UCzjvBldKNEd4eBk1LS9lKqjxycDZUcMeZyg7P34oxsgalpjBSQS2xuKQcrgiu2MKSi9GC5NKudVNJbMOG8jrFXN8KBm6SAmwxjWxFPoD9Zy31eY0xsYwfaTxSBkVjJiwGrObZeNlMrQ9xZYT3DTpp8rQVRo6Y3posebwjrX+JZfMqS9Kzo2m3C4y9dS9aXWjascZ0CRr7tiMcK9VbO5/lpudeSmyvlq7UvnS85b5leSwkULkghbnkPHk+lnItpfco7Fxuaiy4Z8xpz0Wo29mO7G64aPKPGONvA3gUgP8O4Mu8GRxhZVNCaSBKqLFmvG4vyZrjx6Tr8sDVXAkQjufr1gWvwumdbCUFlLGeqisTKD9PDiKczublS+D5zhk/531OBfeWqZR6Jsf8PWYRibf9a5gPqRyrDrWQvBjevLRxZ9XbY9jOAUkBzr9LbM/YxTZehcmLdbkuvQp47fm5oLSjuDUaxRzsm2QEWy57STm3UMtkzgE+b2rP0ajLGfqpBXgw/RNjfBeA+wB4vDeDI6pscmuF/i8paFl50qw9TVGsqZd1XktDmSaaF2f8tHhLzraX9cAAACAASURBVHry+E1msQ4UFmnRBHdTEsVTVHisydiqL7lXlyJlWepGzN9KmEhC3SpPO5fqMIglo7sGeFxGOywfml9msvJ7jze6bYd6adI9nlsoSmV6aFkW67ONXr9YbcAvKDwqE0bhcc16VpB7FT2eVoMmT8bkpyn/0r3z8aAZspx15b+l0JkSk2TVtaS48Uneu1DN+yy4V0NjWKW6aky2VT+PwVOjQFnjTqsLXzWd2nb28J9cdi6jZAzVKON8/hiTr4dNJ0SFmY+3Xy/giDH+hXBsN8b4Km8ep81bpZMFFtXuUQi97qcMvieYlgcf0DsYvurRqhcHHWQcU2PYJLcJVYC1AHYObzoKrlBPZYNKLjCtDO+Ekt3EeaLl9c/tKC2I8Qq8Y+hP5AR5X8NL+Qml/r19EC2FShLOdCxQo026j3y/Sh8w97CkLkFaPj1fC881fEytoxypvbVx4tkChreT5N4vKc5aW4+dkC35K/UZTb6VDFhNGdHSciOGzxWagu/pc9ww0thDS5ZbRIiGPIdocobCYv9qy6V5ju0vUpncC0GV9YuEMnld6HlrDLA8BvLzELEWo6IeIYRdFBYBxRjv7MnriDKbGZrFSC1rD3tS41KS0uYJQRo4tI41kyQfvIJ72WWtSQyRBM2tKk26mkuOTphJGenFM2YFxVDstoRTvTScPWR5rspTYkd7K/KhbEPlgZVOYXbEulnX8++ZsAUMGTL6TK2+YoVPeBejbZB6WIquxWDNAatdpfjs2ueg3YOQv+f1n71rS56DDGvclo7nsrfJlmGlcj3smFSGVZca5rqUlyePUv6sHcSY7anlKIqg5EVxKSYe5TOn4+M4P1PJ0JTy0ZjHKZCMdIsNrkHK58TIy09tPBrAY9LnsQC+gvzPHxdOEWaTd3wpwFnCNkujKWrUYvR06NLgIgrcit2xtq/ZNs5zJq2kBKX679JjgKoArupHlbwd9l5to016+1pSAUHrTI67Bzy9vqA0bG4ozB9YO4xhnIX8NtFtDWTVaVWmww27uQHseg0VzUAi11YLVf7cSucUBnYF7xjS2C+p3TSmZgwkBVzL13ouFcxd721MPG+JNeLlUnYuj42a++fKgfe+6DE6HksKLC+zBM2Q53X1KqMaoybdd5YFSn8cvP5WY9TytVS21LL0Yxel1YDPh5ZBWFsXD8NulVUDD3tOyty15uAbJmKM76T/Qwj/zo95ccSZTQprgrCUEsu1QVGyuKW60DJr4iW1vHJaYUW0GuBdYnfHQlI6NHgERarjLvk9KT+WLwBcLF2f2FeVdZTc+TUCkSsUJN8imyU9072hspjzXR0vtF9Or26zUmKvBCOheB3Pw3u8pJh42c8ZJmZzU/ExCpQks/IEqcVwjy1XY4G8hrHHBayVJ8nDWg8P/T/XIhlnPQbjhF6/IRwrlamVK8lqDzPtLdMLj5FU8gpKeU1JgwrXspVflln5vo6zcwvWhQNhNkMImwB+B8AdAHwRwPkxxheHEG4D4PXodqG/DECIMV5VX4Lichgc8wopzdqULL5S2QUWZ5en4YOBYcU0JgWzyKJRKPFAVgyfuZCG5nOOcF5SXjTLNlmVYhxfiVG2LNI9YNehfPXc6/leLMFP01vWeo2wpyvFSVlb6LfJimne6V+nssggx3g+QJ+J0vq+NTnSZ+OJH07/T9B6cmZZKj/fz0XCeamugsuzCON5FTfHLx2joB4JTZHRyikYNS4FQFNiLddkqV5WeVJ+FjhryV24Fix5U5IlvMwaA6oUw1w6lucoSxEWjplxz9r1tUqoQ56MgtWnM2ri/kuyg7Pgx4TjC9aBg2I2rwfw4zHGY+iWyz8lhHB3AM8C8PYY410BvD39H4mRbNesZRVo+oxVXGItA0MmY7eVJ8XY7UAevB7lyiqjdtVnvpZY9IOYzcpntRK8QihFT5Et5ZvjTSWFQHLnecDap/hGFMPo6EEyeIA+C8nzypO2pHRUjKVeP9xm/6csugL6DN8csNrZGx9L23EMa6TEEpvHPPDURZpwtXS1jFots8rz5YqWJ08JWvvxe6hhJAtpVFmsGRF72GfUau/RIxNq5TCXbZI3jaYbw95747n5dQS9cC6tn1Qq6gtMhBD+C/0AuKlwzIUDUTZjjFfEGP82/b4a3Uj7agAPB5CXzr8KwCN8OWqLFLSOLDEvYwa59R/QrVp27ESuB4+3BPttuDUzu9lzO3Mhs104ns6pruuS646gJ3C1NqaCzLBWV0qephRn1CyUAGMwMTyn5mWxO/QZbTg2BqYsnhbjyOq9YgATVvfA+71Qz03l+IBtspQcbYLbUVgV7XguN5XdmzzyuW32oXUYO3Zp/jQ/Ia+By5TWRVptXGJOpfbO/VoJk1h9S+EyNI+x7VDDfHqvoddq6S1FoFSeR3kozQOaUaYpUakdtD7e68eAHvYglaHsMsCNtwFK41SbMzijV0skWH3NY2hIC+749dLcB/iYbH5/pfqNHTs3OPDFQH/F/j/am9GBLxAKIZwO4J4A/hLA7WOMVwCdQhpC+CrlmicBeFJKt4Za8U6uDUSPgNeuJdcNhFetJcqURXPhEK8bX/jCFR0NRHkxXeuevAzlqhd3uCOkVeo1qIPSptwlXYSWVz5u9QdPf6FCcs5YNE9dyL0Vn6uUj8AoiMyyhprwDwptAYqHufNMtJbSIrWjladWV2pwaEZhLk+DNLlq46XkfRgDQVHfnTKJ1yoV9HgJvI0tmcvzq20zbdxb7uBatjmjtLDUMR+5UFr0xc9TIsUbtlBipWvkY41CTctYwPAfY4zXzpHRgS4QCiHcAsAbADwjxvhp73UxxvNjjPeKMd6rf0ZzfdHOy8/toYv5KjESOR+aX0btAGZMyYBtslw8eTCmYz2FgCgKg+s0oaoNfOfqyBUDSNp2FTfqdQtSSzbH35F69RhIrU1LZVmCibcvm/QzOzlYZZrT5/oKk1JPWR4DgdFa1SPFku7msi2jKOUlbjhPkSaJAcvI87JcaDUshOUGpHWUlKNSrCavSwXTIW5Cz+/dw8jlYwV2VGTYvWEsJaWEjmWqZPHJn/Zpi5WjeXrkoMTKap4RalByeZ3Pac9Pe148rdauluemQhkTt0/zGvCsznwRoQiu1PE8+Tn+ylOq2FlMKDDaOOnFwDPvj4pSWbQPSvKvVoE+eRXMq+5yM9fnAPDPIYQ/DiE8I4QwCHKrwYEpmyGEG6NTNF8TY3xjOvyxEMId0/k7Avj4QdVnH54YLfpNUXAtD855FRCquPF8S5b5WHgVRWGyFBkxR0xk8VxJeLAySnGs4i4AQhm915aVFkgwi37QFhobYcETP+gVrCVjo5ZN42k4u+sV4FME/dx9n7j93QvipP8aBKPXFNsVngYXq2ldT6Epkp5nVQrDGQOvoVlbjiSPva53jr3CmPd4NmogkRSl2OhjGN5HxRhS5aoWFmEZZx6W0yqrBImB5f+58l1bxg0KdwLwfHS94A9DCB8OIbw4hPCQEMJNajI6EGUzhNAAeAWA4zHGXyWn3gzgh9LvHwLwprqcJevZ6ybjVj8/D/iFmuBO7NWJYkNwNUruTes/gxpzqdWfC8M9gW311oEyJeT6VeybJlyoG5pcv4tuX8kqkPS9bYwYtpCYR4+gteqez2fQ56exb1nh0KzyPZIuQRXyUmwTFbL8OWuKgLCISnX50nzpcctNrP3nk4rGSI9h9qzznpAF7yRsjYdcVim/GvcvzaskL6QysiLq7ftSHfJzsyZl6blr7G/+Tr/FxWWZJczpdkhcdI1Sx9NvjHhLi6UMcTa3FGIj5Z2v0/KovUcKj9JrpbH6zbbSljUhD7T8OZQ+a0xw5buSyb4BIcb47zHGt8cY8wLvhwD4MIBnALg8hPDmEMKPhhBuX8rroJjN+6ELJn1gCOG96fMwAM8D8OAQwofRvej9eb7svDGO1HU0Nk8vrLgZ7t62XEwaLLe7h+3kg8vLLJWs5ty+VFjuGW5Zq16K0qLuS5rAz1vslBlTmMp3vbasYHis3LKaS1WDEJ84uH+p/4ztv1QZsNyi+T5GhgeYCx/2jIlfUg6l+mphBRrrmsfhDquflg8vqxSOUminE7xuPA9NSePg7lBeD2msamVmSGEG3vpIqGFJBaNn8qv7eMiLVYex4S+SUjWBTVTz9xh2Unml0AsjLEfdWskq27pmStqp85ZmOC/wIMb4kRjjS2OMD0M3Mn8bwJkA/lPp2tPWXTkAiDG+G0CjnH7Q+JydlnrvLT3MOl2do8c19wRl4yjyJGxZ/jRgWsq7BgIrtIm0n6TG9kouwB3sxwHSOkr188TikfxWdSu5xIXj2cW4mxStLQgCj0+c6f8qrfTsSkjCaBV3me/HYv2EclYxp+T+zW2XWBvQtIOFOzlPidXR+l2uu0fAegwRjc2k11ssuVQ/GHly5pMqv2Pc8bwtSsp2TV4Jg8UyWhwuvZ55BsT9ZktKA1cwJDe71IcsbAhjULhn8W1c3pAYLX8uWy0khm3XMjqobPcqSlzu577HiQSjXjVtbRr4mvEkwTrvZdW5sceuy/2U92fxjVhjUKrDcfRX9k8xuucOzzn6CCH8FYALALwuxvgJei7G+FkAf5Q+RZxCbxAC+pMPEQTW3oqrQUEFiJQ+T6CleDqLHfKk3yMfKz+tDrx+NROpNDEI8Wa8vN5iHjrJ5AlNi/3keafJ4gRLyv9b6KXdIC75ve7cE6SLSnGXY0H6C+2DPaZGeC5q/OAYYVi6RmK0eJ/Jz5AqRSVXLr3GUW91GyQI7lXvJMbvYwqbobkzpTx3gHNzuXwS423CFc1U1+KODyWjVXKFlww+i2m16kLTedk0qQyPYrrtkAfavbL6mNtzkXqUWPci8+pth21ipEohKtp41MortKMaHuFRYj2KLO/3dJ4tXUv/1zD8HOyexMW0UzxDpzxeA+CHAXw0hPDGEMJ3hxBGkZSnkLJZiqfJyEpoaUBVugl6q1k198kOiSksKXG0HgpLxxfp0LwHMZj8ektYleLRNIx1QTHsYn+RTs9qtsokSp0l/L+T/pHYDd5XqBIgscMcJfcqB+lnkruc37vqjpaU+pJSRCE9O2nS9ghlSxEthEBIeWxpaTxl02N8giHjdIum9TJWmkvTYJhLhsYYVLmZef8u9QuPe5jna2GEws/HwK5kIHHw58fDMOZWMKa6ZUuGgMAozgJrvJTS87CUfF4yprQ8NHKHQyJ5trFiNV3tIRlgnrJvuIgxvjjGeG9021XuAHgJOsXz10II31yTl1vZDCHcIoSwkbYvOgmhuLKK6fcYM1diEhX3kPk2GMIy0phB1/YnIHXyDgjOLmiKeKXroKfckvpXreCVIAjSC/MfKcZVcQFm97kWl9ljuAkzNNj2hjN33GUtxU+VBLSlwFe42Aabz+e8rfLHTqoaO6mx1Z7YMSGmscQcnZCukxQl+mxK8oA93xVbxhnDWsMrXXcpLyP1WRdrro1L7jWwQgH4/fM+xhVvwcsgojbkIPcfzZgpeYp4XlbMouLqLeYthTtIhoiC3jOtMSC89wzUGQZjGWxeZp43qGKenyef96w6cfaelmEZyBZYOvGlHDXG9snFbO5i0/U5KMQYj8cYn43u1eLfB+AWAN4eQvh7bx6mshlC+IYQwktCCP8E4FMA/gXAp0IIl4YQXhpCOHN89Q8StBMaLMsK0uCg4C7qUpkKtnIeY9wESv4DwViadKRyPAOPTspS/CQwnNBY+dZYGTCUkjuJxbhJv3kc2YeNMlfpSi5Izd2cfxsKb++c1GYU9D5rmRNnfzHL1yApeV7GU6mHh+F0wZNeqL9LYdBCVDio8qqNjRI8il/CqK3HBFjjsei65oqepRRq56W8vCxbKa+cvqY/jWGeLUXP683ioVQCxHheDxyKpvgWLam8PO4tFjmjJkaYQ2JQLWgeqLGvCF2QEWNsAXwGwHXoXkPu3uxTVTZDCL8H4LUArkD3SqLbArhJ+n4MgMsBvCaE8LrRNZ+K3saxgByTwzsqGcT5+pWCJglKymCy6wbpKIvocOmbAlxym9CBfU5f4Jjb5HBBJzGFnLGVzuV68ThEmjaXWbJYaV0kK3WPPD9H3M4uKXuL5k/rtpEYU6YM9+7jIuwrRdwwqYgT7Alsygxw952lSGou7HOMa0DKB/RJSLsXix3hLlTeNzzuTYZd8hkoI5LXQBrrhtLnZnv42JbyQiENyVNlfKjCao0JKfaRXpP7J+9P3hAAAVWxyqmcgQzmaeh5Xk/usSmwxVq70zpskd+DPLyeCIYzgHKcIlAmL6R6sTlH3dSdttFxIR9ejsXyaWmk0AJF7g2Me8+9C+1gjrdt8ikpmVwuSMw9f0XoTGEsNwCEEDZDCM8OIewA+GMANwXwPTHGMwqXrmAFer42xviHwvGrAPxZ+vxSCOG7aiq9XnAX54ZwXEMpaJkLcY0Bs1gRy62rDaZU9haMyYAooUUGQirPE4TN2ZmchzeA21OXDeEepTalxyTLOh+nZQjo7VIgQWMb8/3mum+T39Kz5Ex5yoOvON5C2lHAA17OhrCCmbpHd9B/ZoDvGSoKpOu1pfy5amNjr1vIVVrtXKpTNbxK/kRIuwu4Xg9K25DKs5rQC8BWxiuMgsG1krt1LPLY0fKofSbMODDbmo9pdr2W72QUZL6aNitNWmgCz2eH/ZfSWrCUZQ9K/cwp88znWHgupd0hFogIITwOwGMBfBuAdwB4LoA3xhivq81LZTYVRVNK95baQtcPyixu63vEZQbshHCNBjpZ9MBdqWQA9TYa31Csb648ndOvi6hEMoZupZAqiqG6XyVXpClrQtBbMUwZX6ZYqCyphlT2pnBsVYYBzmTytsqssMlIaa5RzoaQ82ejAJqXkH8v5GEjMShSm2nMD2FbzgZZAY39Z7Xqe5Qd2N4/N2DL8rd0nPSJQbiGxMST59qLixb6yBb53VOS6b3TPlnrXt1h27Pkb6mPW/lsMwOFPtd8bw6FadB+G4X+KdXFYyR5lSPODPHrpLJof8rf26S/1ZSbYTBw4t69bGysxj4Zq1v0GAc71uun6dyFEDBG+aWGsaSc7wzbbvVfM6gtGeslELR24Qq4gl5flthRox7S65cH9Uu/p+wSwnf42KyYX27Y+Cl0TOZdYowPiTG+ZoyiCTgXCIUQvhBC+N0Qwk3Zcff7zeeFJUCtAcLZAaAfQ+coU01bcvN6yuATFb/PPEmzQdmz+KxJwYLGFlElWGMLrTJL7vScthQnx+tD8uHKpfhGpfR/RfpLbjYKi1kQ8nW97YcJd5OF9jCNGiSBz8+jot9zA6PERGwUFlUIdVu1xY6eRgX1PFiyQVGOzHzB0nhYGCnPGjay4E5Wy+KhH2NRqicxQszYQakuyrh0lae5oHleFpNbW7YDrq2PPAoN72el+83pgKFszmSFV64SFFlgC9L8W2pnS8kcyyRz48kjT2bqD6cQYozHYozPizFePjUv72r0z6bvd4cQ7kSOaxu1HyCkzkiPKW4RbUGJmu+2Q6go+YhM6IbDuiLHBnkI7uM8YW8ixTCye3e/1Sfnb6TXWMhe/I4kCEn+W0AXI0nrJ8UA8nbibJdWr5QHtWq3sN/uVZayIgC1eKUcQyqep+UTJeRSmtZzb0BPcb2UHctswCAOjLKLWhgCUBciobEvvHxaD6ldhPJ623h52BYpFk1jxKT/9HqpP0osvnVdRmZFFfZwN4dkSHko3gYrRKQK+V5KCngBm+gz7GpZFNnYLIW+ULab1JP2L2nxXY/t3CEfXk/KnuU0mreLXCd6qmg/5c9UU4qJvF7t9FHwEplb3M0FK2xFGUem50/Lm6cj5wY7SXiYSd7OJG9JJh3c4u4jhxDCu0IIl0gfbx5eZfMLMcZHA/h9AH8VQrhvOt7WVnpWjF6RJ107tWygOjZFDQafE5r7hX57yx870UmKBQcXyNIkT/+TiZ7Gww2gKOQr7AzTVb+bndeN5y0w0RzSZvaam6znlk7Yrbh+Bc0YyC53aWKRjgkTicnaJoi7BuTypXp5wGPSahli7bimbGhu5wyuwNC8LENO8giM9VoIhrZklCGXy+UYDWvgdWIwGe1UTs9VbeS1gual4vmxcsw8xsQuatdL+UuQDBpH6BYtUxr3bghK16D/cgOq0L88rK4YViGFaWT5Yim3Ur1yf6WhLBxUCVZCcYp99waNlwN4Bfn8EYA7oGOLXKja1D3G+HwATwTwByGEJ9Rce3DgE/wesQ69QkUJpO4xb6VYGYsxSlAFPmWcyP3ssjLzpJEHibp9C528S5Ojdc7hIpFWqGssaI9xoOc11mmEErjJPhdKdWTlbLH/g3okUIVqwIgoLF0vL/Y8TaXZAZf7i/QBiymVDAu66tdUJnloiqIwD+pGyqLohYg4lR4RWjlj8pNiE7eZokjzZcr7qv3S/Yg7XCjlrr4tRpqn9+QtlZGg7m5gGaz8HB9fErR7Msb+ID/LwPY8W6aMmaFTpbGQ8+PeH6Ue2ftUtXcnN5ipkWkpa7lPEuVr1X+5jGdeMooTOT/6TevDf+d65T4ssaGaHLJA86FMvdUfMsa669eDk3CfzVexz/MBPAzAg715eJXNlbs8xvg2AN8B4McB3LymwvOBK4IWw6ZZUKSzueMpaR5WvYSO64qp1Do8FSakHubbdTQhM8YiF1BSJgYQXJDF1czJtVba4kplyMj/3hY7UlkEJ/Ix7sYXlMOBIkT/KzFWA6OFGgNcURMUJHWylp6DxizUstq0LZzpB8+FjNXedkcak1lQ9gGUXdcarOtqJh6FJcnQ3JzUsDgb/WfujqXlyjdRElftrSmeXiSlQHQV07okXAwSzsFRYmY1habE0Gt5bxiGGzf2qKJCGXHeZkIbijto8Hpp9a+Uv8UttShq+rFkWFBo8gy6PPLoQgMZIbG/KOy7zGCNny1AZVk93pgFFJcD+EZvYq+yeTf6J8b4IQDfAuCB/nrNCWYJDSwiLmQdea1+18R2SQKJCsy9/foVB57D/VqNEvvKUZg4vW1qKtYWqyZNKjuGcrUhCCs+gTDlTXNhU4ibrpP60LxFF/QI0BhbKw7LdBny+hbCOgbtWutalJgLKZaNg8fnQfhfUiI5c0OfixSbZ0Gb8CVWkBupUjuRca/mT573GWCMKC2HP0PK2Fjg7cPqMNllaJTfm7Q9MiwZlmocfckIrykv9Y/BTgy8TF4XayzxEAReXr5e83ZxY4srwkZbZ+VYlRm17DdmdidzlhbYN5CktRX8dw05IhmrVl7on5saWncKI4TwX9jnqehc6X/hzaP0BqEbhRBuBOBj+Tc5dg2Ad026g0kgk8zKImID1FwQQ5SeHnPG3cwl4cUnNcF9sWJxkrDJboeBJUfjTkoB1cqEPdivUFJiBahuPInJ8jANBNIg3kJBuBOsmEbO4KCv2G6iu3/RbU/rK7mvJUEvsRJSHCBXcGuMHYKBwsGMqnyvJyD0beoWo3WVsL2fzwB8IlCYTOv5uaGxq/k+rEkcyjEOLYZTaxtucJYYI8HbMLhOMwYkbBtKqsXUaec1JZmXUajboK+MMeZ5XtS9zJ7TIIY3yzsueySjRDNyrT6UrtkV0nrnkVVdc39V+tpgz1ny201KEA/BwNshuax5WYbitdqxw5gD6fOR5IjX87WSvV7DvcQQKwZ73qbuBE3Px/FUcueUxmPY56Ho9lr/AW8GpxXOXw99EVCTzn2Jt7D1gbqTssJoTSbozp9AN0jFSXcMQ0UDlWsgKUTnkP9ZgGkMz0hX+Op6KcYw3ctK0REE9WrLJUlBy8jnhPpvgQgl6Zk5lTZxqyPeLpISuqekBfQJS3q2lOX0Pgvupt8rbNyfsOqvmsvZyySNFazpujOS0bTqA/nepbjEElhMGy8vG1C9Lb7otZTdtJijqfCyilAWyWF4DzVsSk8JHfv8WHxfrz5GvgOvAUWBedulz4Uaw5ISNgJqP9sDdksKesYOsLXB4vu9sZIGxD7LDd9c1jnk+DqVH8p2X4TecxCVfEmBLkGShdI95fI1GSqVSeuU/5fKZtefvQFcTO9vgYUYY3FX6RJKbvS7APja9DkD3Tsx8/987pBBO53mRlCs910QKw7oW30lZjGnl6zXQpyUKXwSVAHJLVNhUA1cUDwNvzdpsKVjW1YaYMUoruoiMWFUyBBWbWBB57SsHuIkRBVFUgdJYaMLqUTXMek/g7bTmELOVkkswHbfPX42Py/02175VLFJbbhiNRl6DL3GBKZzOd250nnevyVGrBDakD9b9BjN3+G6HMDoo0WUlALBGzG4vlQWe/65H2ZDKDMtW7w+e12Mo7qzBgkJOBfKFmjkt2h48fw29hU0TwzzClmWZKNCYOEBEhensY5af5fqCvaby1bNTZvT5jZhruoeM0+e7yYfzxLoO7YL7Jsp6yUlKaEYRkDkyia6WFkRmsJqxHJfSNL02o3PtZIcIMaMJIcH2CZ10eZxwxAVj+2wcbDH5nkQ2Zfuadn2aIAQwlc5093ek85kNmOM/8wy/QI/djjQOhmFh2GqYaJy/tzSO2gIwq3nGkCBIcv1LrF0HFosUg20MvPEtLGvFIpumCkMLjqBM1i8YOVpKRhjLWKu/JcYDEFoF+FkRLZy+Z56UGwDd+XHWDvyrZxEBk1q+9yuWvtK10lKzchQBo5NoP+aO36O10NI21NquAcBjJmjz5sZLiqo56Ak08YyvwKjS+//bAAXa2XXsGGA3hdpX/U+W4s1z7DCSqT8+Du24RijlbJClOFOmSOyqTwfI19ReffOlUSW9+ZMJObYkYVUJ8CY1xxtIi5aI3XcAmPgFwC4OITwTgCvBvCXMcYv5hMplPJb0L3K8v4AvqGUWdXWRycPUodQt4oRhCK3bClcWyNRi75QHoBe7Cevn2jF5cGcBybNw6oTBLaDnZdcnFIeA/cFOot5xQwwRiq3v8lyZbaQuTt3wQTA9n49LLcYrRstJwuiwbXEvvxIdQAAIABJREFUPX0pP78xXLzVaweN5fDEWJF7zazWGem4tmDMnOzSM9zl7Cupp8hUbjAlD/3nNWBQdrC/dRqNlRMUgMFqfAzT5GOrjb4Ji7FyzGwb7Uj6pDneKQPsUUT4pELrz+P1LEgK4UZimpLyRyfJ/Iw3PfdF8y0okOK1khIOMna3+8dzyII4zowxAOwzR+piO1JXmocYP0rLEDwlZ9PzwLDPUcWIe4DS92qs1cpzi83U5BMtv1BObo8zpHSS92yvQoHT8qK/qdGS/qtMOpinhXssJIZa8npts9fV5rkqzxkeI5iPwz3074OBv4LUZWgcHE6SrY/uCeAfAJwP4OoQwgdCCH8WQvgAgKsB/BaADwD4Jk9mR1TZZOjF/eVvMnlYg1G0eHbYN3FX0P/mNRmaG7iAXuc3Jk++eGSA0kQFx3lvmgxBKemBMwnKpFgsP6X1jrlem2rsraTMlSxngfWRrqV9TXteu6jch9DL4JNv2g7ubXYYPkzzNgw5AMAG8J3KKbP8uViGOWOySm7WdFw0MLksYEq8+dxhbClkQbh30zgs5UMmcHovuW4Dg4/2CU2RLaC3gJODK6OlPmMoLmZfnCtkw0pPfl8K+OWy5Pmx2H8t70wO0HMORc8lf0melvJqoagQGuFY+dr8jFdhBzv94wtWiDF+Psb40hjjmegGwE8BeCmAnwRwtxjjWTHG34wxft6Tn+lGDyH8HDt0M34sxvgz/uqvCZvoAsEB2AOUCz74LRo13oT/NlxpNSzJinngA0gYnJvoxwaW8lbdYdrA3xuucl8t2JDaXaqnViZvK8JSDuJTlby2sL9opueqYcpVTreZGELskfpL5ZSQ60oZZOH58+dOF9RwhnjglkW/7c+GzN5iQ2aKJVYyM/m/zvPhzInU/imvC3PeEvaGCzNO5/nQutO8NVfWzn47DIzLEVCNtBoXLa8D+X0uunduYMM2cgZygT+v1J/OBmFLaR21PmvIgjNgxPhZYP1oNf73jNXqNB6SpAewz0BpdSVx47SNeP3pQsWeLCvIjVX9ztmv02ClODB4FkVoIRw77Bx/jtnYlRRFPr/wfldSTK3QlFyX9M3bW40D3t43XHbZ+d58QufaJKOBfnjKGQAuVuY3gC1G1WQT97yR++ULn1ZzZslQXgAAMcae5B2DErO5yT6vY//noh4qwZialaXunCTouqqBG0dzL9A0tA4SBJaTKkAlBqMHTTgQi4y64Uw3tAd0IAMii5GR74OWV3SHEiZC26KoV39LGOzsl28tdDAV6Yypwsa6nim9A6ZGaxMy2eb0PNCdLvZZudG1cZAVQNouFoyJ6UTOpyQChLqo5UoKAlFMqkWdVxGzwiL2lN9eRSbBYrLVNiTHTwjHBvlkaO5Dfp814psyutYzzfJtm3y8ZQmG0SaGfX4Uw8uwkptaf5POcdC20O6PhmVQFzZ1D7P2FGN2aZ2k8a0wzr26MtDwGpVMyWwnrw+5X/58NPlDQwS2ch4p7eqZcmNEyksLZWD1Wv2neUptuiiaBwGT2Ywx/vBBVaQe2SIFsXSlmBYBA8ueW1RCjAmPq+Kr3aqhWfSaciWlp8c2hGPSABOsdG71ifFZStlZwc3fK0sXjGUQFJMVK7jXt1zFOC5hIsrCkArNM7CvfPa2XSHPcTXR8jbeAHDRvpUuMia5XAuMLendh3BvKuud6nguUn9NrMOFuYycpjt+sydfheueleuX72+DsGLol+di22leGDKCxTxK7BXNL5fD0mempcjA53NcDkgx3ByWwsfHTzq2hcTO5DJIOSuFy1GGaSRqcX10nErtq7FEe8ClG450tGzO/mdDl8sabUxxJYg/EyqTrH6S8urJbubN6LFyqZxVv2Hl9voTlRM5HRlDvX7F2Uial4f51NqJfA+YZ2uOkmIiaVrOggpxkFvY93hcTBS0nvdKqzsIU5jqM2CxGfgcfAJ9ecuv25XOOz1RUl3MWOEF64DKbM697H1e0M6xl6wi3qkrOuIgTwqh0/fOZUGVP1q5Yy0qdq+AXo7Lot0QjoEs4pGg3BNl6rIwWLGMXGnU6qpZ45aLg9WTMoWDuMjtvnJR3C1MUBBEBjZBZZG1CZSxS5SZHjC0KQ++8psvBNrs0nzvLV/fP5aFMmUeBs4QpkSqSPewhRFvGNkA/kQo03vtgDmpAVcQUGBWSblVYH2SL0DI+Q8WhwkG4Sb7roKj3mKfTbJMbBvn8+qxpR55ShW8DQzHHme9lHqcIGlzX+Gu6N4i0ZR20I+zPLfmDkHRFNNYjKnRnj0GkbSLtijQvN5jFGv/Ux6UPKDHaX0uhdxveD/n19A6DuSSx0uphLBwSAbqYAw6DOIFk2C50S8OIfxGCOG+aZn7CuktQvcJIfwGgLevt4oC+OS/Ep55YRAVeNwqE9BTQAouigG4i4SzAIKLoifss/JndXSPyy7X0wPDVSme53VTXGlifbgbIx/f608SgCFQUx6r84ydoOkHEymr+0BxUVxZFJQ57X1rrhlLyJN+skWuVRdBCMotZc2IgP5W/CXLW8CqnJ39NKIyLTFPWl7WuZRfLz40HePPqrRwYHVP1lipiLfcoump0bPNFCdarnNCWrE2e/3nrCrqAqMvpqUTY2bfSP4Z4ljSJnaefwmZxRUYKLVPePsQY++KYUEbhFEjSprYdrRv7wkrviueb+86GO2Z212T8RIria5+Z0vHtTJKkGQSeYa0jSUCRnuuF2OflbSwUv43hDAIruQqCv8WL4fPuWT+p8/fIgto+aOMuxsWku53xzHXWsrmrMveZ4W2sIQGWQP6BL7Fjk1mTgpKmhh0Ts6voCm61rX8Xg1Fg6anQfsqLKaTxNDx9lTZYqq0c6WGK6MbLD0FyVcKb9AW5FwMJui4YaCx2JpSCUERdTLqAOl3jFHrTa57ZOU3OsZspaQTF+GHgY/iTujFsWZw4Z7bKpffu4fc9sqzP8Hy7vVt0p6rPlhSXsgEL7LbNB0tC6hqa56POkYEo0jDQFnJ+e8BTyDlnSDlFmUNmfhEJYsabzvseK4z7BjmFUrPhilIpck4s95nkLzpNU+giT1GgVPx2xRY0VXbGR6WnrEhgY57vijFYjWlPGj/SPc1WPXNmGXukaDozW3UqE/5UuXOGifZqFotllHmDz6HcbmLfD7V41z0ZUD+nRc49vp2aS4q9Vvexuz/7l5qj0xYcHnFY+MXcIQQbh1CeC2AzyI9vRDCd4cQft6bx2naibSc/aUAXhpC2ARwJoBbA7gKwPtjjJdPqfx82MNq5SsfkFvCsSKoq4UKlW25jBUEKz9jE/2Vd7legzgfTShw61eahPlv6VoNjuuseBqKVUwkAY8ZxE43+FfPx7qnDKoEMcVjS2I0JaQ83PE63LUipO31CaltvOEOJD/eLlRZ0XAh8Pqf+l4At0llkLrzttkC6Y+aosehKTFKX+jFZLF2pIZBLwY0T+pMceNGQSkerKeMacwRya93TUKV7CAyI6+Y/04AL98ZunMBeYxwbIE8d6aEuGJtM7TQHolBp0Zebf6eFdG5HCUMhj/TVRzgxjC9ef9pTqD3LY3RuwLDttlj6Wj7cSVzjLGTYbUXqaMVp1wcBxIoGy7A9MJxNpsYbqb8TffKY/pr+9tgrQWvW66TMQ/nce2OWT8cdMTBdIQQXgnguwB8PMb4DenYbQC8Ht0eIZcBCDHGqwpZ/RY63e9r0JGQAPDnAF4A4Dmeurj22Ywx7sYY3xpjfG2M8W2Hr2hak4wGwniu0iaLy4z5JMzlriSgeZ3yNy9PqOuKEdRiTyRFR2HZqIthwJ4YTBW9XmRahcmO1oe6uXqWocBsUJgrp6m1zq1pgT2mgm7AqrJ2GgirEntKFdS9fnr3fnTpnNQ+FFkYUyUDGMasvZxdg+6af3z+N7K8BQWR1iHHFQ48ALQPcxSeq1SO9D/ncS75vWpzyt4J6PVFjWXiShYLCxiwKx6Wz0rH6nB6+uaGTS+WUxmTgwkZAC7qjDYzxpwbY1I5G+zZ7QnHMiRlijJ8e+jJyZLBt+oDTKZqbn1N5vTyYbg0p6NyVZKZlqLHz0nsIFXaeHpKWAhxkGLeKS2N6b0UWG3R5gKRM1vsmFQPNXSHHM9KWS8t6y8nwGTz3vAFGnnbLjWMKWOkwcKv0/oi9SZxr4yLsDhyuADAQ9mxZwF4e4zxrujCIJ/lyOdBAP5rjPEKAC0AxBivBOBa2wOcKpu6A453eGewTiUqZtp/bSDssG8KYSBP6tSG66yH0qBlk5JYJ4e1COxPCqaL0LLkvQJHqoNhxRbBLHQXPOEQ9Bg5d66UVmAWz8VQmGdYlvjgGSqxSCJT6p3Q+ISfJ8vCOOF9YwvKG48UJrK4kI9eT5UgoCqOUx3/mlyxnj2F1L6C90DNi3lGJMVpk6Wj19G8e4p/Td+X8ifX53xp2AYta9A/LfeuUS9LzohyLOe1M3HxFWC70PN56beVTknbuxeqBNcyqnxdwQygBpHEvK7ePKeVayn+zJMxBi7GsoYRPpqIMV4C4BPs8MMBvCr9fhWARziy+hSA29IDIYQ7A7jCW5cjqmxS4UohuFz4dZlKp/mcS86p8SBSecDQrSJYXHyVXf6ft7OR4gXVFdf8fLpuZV1CYEzz5GvkuWJGNaVBiUVatdnGfh401lF0sWzv15kiW9Fn87K1Z6IseCgGhLPz5iIFB6R+IR27K8j9oZuUezFECdrbdnp5MyG8C/2tI9qE/5RUl9V5/owFQZ9Zjh4jif7YGcQbbvTH3Bb299rLionEfOb0l1rnrYk/GzjWgrcKRbS3kJCzlEAvjvlPgF7/VD0EFvaG/UgNY2Byio9l2n4rZY0xaQNkI1Nj7hjOoN9CG4sr9BN4PdTnjdRniBK98spw45ukyWNmF/shPKtY6HTtKl2JTZTizGkd6Ae64rwKp9gQjm/sfw/KIHNIvp7GXuZFO4P6EvTCV1jZF+8Nj/Frz8B+ew3uwWAdX87ugz4z9Zlbhpq2WJX2W1L+hfla4ZmcpC71EkII7yGfJzkuuX1iKJG+PezkywG8IYRwNoAbhRDui05R/S1vPU/zJpwCJW7gPABPBHBlSvbsGONb/bmSjlpjpdJBupqgS3lIwoIOFMlKpYoesayLUFYB96xELQ7LgzHXUqYoK7HnCGkcrF3GpfT4lPuhE8zGvgCXXHA5OF2LgVJB05Jnu+vsf/ztSzn2SGO4e5PgXj9+MCt6K6FN3FqaUk9jnUi84M2efBWuu/ArCpVXWO3cjtq9X4hyTNQJks9goiH96QT2FVRqVK0TA1aJgjLiioF7IU270U9vsXaDslkdeu1NxyTLcwtC2I8wAQ+MQYPtL7U7NR4ytD6+gpcZVvLkfUeKAd+CHOuX83HF7lkyKrfrGE9Jvj4hj3VN8aIxnPytPYP6ZAjzjjh2yQIfFUI/y/n1jDuBpJHijsU9gC3ZXCKUhHrS+yzFyx9BxBjvdQDFPB/d4qBfB3BjAK8E8NsAXuzN4KCYzQswjBsAgBem92ueVadocjcZiAAyOqPUmVRhyFasUQZnC5DZSE7/85ihHKtELecxVL5gmdHYmrvSdLRe0mIVptD2rFRaT3ZvEiPCFTmLMdEsb5EJ5eVLgoQ8J0mgZGtcAmeexTLpOYnZYAJ9JXyJxf5hkIlkY6hEZvQYoI3+6t5zkZhPojT02Hpeb4EhTsz3al/OlbDnLsAN1h9I/XuM5AaZ5NPvXYmpSBPyiXSPK4NDYa5pH8t9QrzP0gI7wN5ZgeYl1DfX6QT6aXNdVs+OxGnTtJ5JTJwQN/r9Y/AiCoZdcpz3dTqmuELYK5NCYkuFkCFVed5R8rUUWUOR6CktTLYO5BHJh4drZBlDx1mWG4P68rAMrR9pcpyw3b04/g0iq0hd83MTQ0z2yNxD6t2TeWQMrv5XLhIdhBrs9euZxz8Nnyr1cXo/qzG8DTwVjr2PMZTzA9D5VFCIe3JDeIYDGXpK42N5+6L0/fHSBTHGNsb4ohjj3WOMN48xHkv/W2+hLmYzhPBqpKDQQoUeqxy/JIRwurdS00CssxWjQwYJXdDCoQlcKkypO3AlhPJvrgRTFlJgiEyLujRxGpZ0jxlL97Cqh5LviZzOYhqElaeUSZDcZMW2ZvXJ7NWqLpJil38zNwxX4Di2wN7pvWE/g8EqeqXtTFZkBziRlSz2rQlOyhpK7C/dCinns2q3fAxY3d9KuSgJal4WYU35PYrPdW/I4vbSp3LU87RsFuObldxeHxOMzt49CPUT2XamVAKEGWRMIE2T5csWhiyTZETQc3zyzCyPxP5I8c5ivyXs/qX5OurKV64ftIWQr7rjA+vHohHp9FrQ8JsT5Jnw+mljlhtvK0OG3dMJDI1aUW5IbOa2ca4S9H57kPqpxFayeS1DZAeFVfeDXVzSmN+SxrD1nHk6oCeX/w977x8zaZaVhz22AeXDcitfrMR4VZXUuuprTxy7bbWAcdoW0Ex/+dwaS3bW5B05sQIJa0xrJnEWNlrsiEiwIWLJwvqPXreBhYAJQfNmNYkdTXrbPeOOY6fDJLiN2xiNu6u8ZVdl+SHBR1qCL4LY5I/3Pvc+59xz36remZ3d9vSRSlX1/rj33F/nnvOcc+/1hkQGJRJVnh4dj8mLVqHmfpeAFi9OhlwGcOdtjF19MumvA/h6AN+dvv9a9FDXdV+7T2J93//NfZ7bF9n8FQxBpL8NQwv+VgxBpr+CoQvw87j0Utd197uu++Gu65r+vK7rvokxCcMVNxAzWuQEwAJti4uCiJ04K5GBYK8so5F0M3/8pP8GFWghZv630i4EVO6PxUZleiYW2IaPETRI64MxlhE6MeYSieKVgMewMHXxQ+KVyMDjokmQNBjLNtdr2p6eVOnxz0g933Lf+V0MZaab39PK/f64vBfyInws0NwuZJMrIOA5JEHpfN+p4mxdmkY6NJROE4sqfayJfo6gYD4v/R/2jQlMfw+RJdhnrrr/ep95GPSTPDfabg5kr0GWaU6hZp1leUdyKOQS9j29r33MGCgTyzvccx5V8zwt3Xf03Ni4NOhuA6HSb1/3urCuqp8oD/f9tlBglBjPlgITnp4p4yQrZKyHBmLtqapfAg37UktJnJQ+7NvXhEQlitBKlR0qs1dyPUKWjVeqVXdMb0wm7JpDv3Bog+len13Udd1PYNii6Pd2Xbftuu4bMSiZx13XPQRwnP5H9EPu8ykANwH8d+n7U7B7o4zSXsgmgPMAnu/7/m9LIf4ogG/v+74plnfQDQAfxoCYfhjDfk3/cfRg3/c/gGFzeSAjrK5TzZEsltThqhi2lmWe3jWIV4M4AWRB4GMXHSLk3w1JFWRFUQILMdMzwf0GohSWyVvltGajvCIUjmgdUE+gfrDzfxB2MIZCVrym7+kkTUS+DOl3pdQk3jZB+0cIU47H9Hwo795okPJTUZgCZS9LQZyU/KR/ghHEIOXTuk+DySNsGd1/s3J3bjB1ZxJrWVrIEuSdbekHRFaJCPptoZb6f8TAUCR36Z7ziMjOyWOflcEpD494HAV8mv4q/VpRW5KJq/XvuLQiBK41j4SxuS7tMG8hRfV8eQwiuA9Jf1GjvUJk0+9WiAtla9UPheZIi1caCgXL5Otup/E9guBX5PmKEM4Wjy6PynMi70TQjY/Xbbl+95KrjXyrsZqu6XhWFP6O8iX1QHlAPrJ82lrvh/HSNOhxwQfyTMqGEuL7wGPW15NDfd//6cat5/Z497383XXdXwTwOzHofL/Wdd2XAvhOAL+0Ly/7Ipt/GMBPumtvAPi3983IU9/3v9D3/T/r+/6fA/hBAF/52aZlSTpcZHFFcYbh4Azcu2N5mVimlgtPn+eAo7XbEE7mt0NL1do0+YylI8JRkUWWLyOR3uUeICyL9L5OftEkGVnbez03RhK3OuayBJAniKg/NNPeyqrXHahmFeM0Rg3Ud6dA9e5Q4WlXH/f/58P7D165UO/M4BF4r9wR5V8E1/eiSVBPk2B8PSNIhygzhlqITautHHqpfIwiRt7QS+mHE2VqJ9bHHHv0z8AIMzw5I9CMUb2fnmm2xRjqM0aRkhgo75QD88QHIAhXawU3igdqjj3GkMqbgAeWPT/zZttA07z4TIXQ70s6fty1KD+8ucdpUmL0+XcB285VzKp7tiIvO8Zk0cRd39b7Vfq8F7C7vCzdPeY3alw7MvXl2741H/pnlFzd7C3D3pX0AQDf1vf9rwFA+v4LAL5l3wT2VTb/HoD/uuu6AwBI398F4Kcfi10hd77mvwvgZx4vBdehIktwiRjOX/H9iZsIImQvpbOCHVAaPF1NRiOCdcxVlcm5X8Jn071ogHgBMhZKwHu5fGMTtaKUntf0zF4DdiLoytZeM/lpXrviJdPzTNML4nyv9b7m6aiqP21jNxFvfDq6kGEbPDOSZ6QYX8awZZHhOaUbbVif0aag/h4iiPN077funQB5CxmlZeJpw98t15YfNySP7qVxmsexH2ue3kR7snFILZUcbGW7KW9Y+LRk/FbooNCt9Kxfld8aY9NImW4826QtcHkiCwRJoiCT78hAeSyjCQPPo89Gxri+4973fWlK4yC1QZbbmqYok5U71hvMgdvd00vMI1LSArR19DqvJT5NnT8Tx1LP5dsvvBozlLXu5ppma2FTo19jIvWy3WPxTtAHppPBOeu9FZQNYxT1p+x5jN5vzLWXHRK7U6nd7qH8v6vpV1EDgl8B4Nf2TWBfZfMbAPwRAP9P13W/gGGDzz+KIbh0JzXiBr4nnbd+H0OX/sC+TDdjivahBeyioUqBdOgjUNwF4Yq6Fo24ocK4Gpenv9ey2IxgiWhPpS10NUQ8jeS1c7KK3t0VT+Qm/5Ybbiw/L/QML7us4D0m+70n3ODZqs8hWOUsNEfZrzNTUJYxw4HpV0oJZJJuKJpLxCvDIwUGTEtp2540wzEsyPvOeFztSy23uaL6AfGUnmiR3Rh/+xJliCr5VNpV0fBELwKpFeYxd/8j1/zeCI6EJEVodPjbUeYnQKIiRbPq+/JeVf9Omcx9ZAvgtYAZ5x2I6mHWSPstUUprHyV+4X77d0KDpPF+SE7eRjwdA2Gb5vrfZ75xpPGYvh2phLbCAvbKwxkxfgyF8cK7dhh4SkLfDuBTXdf9913XfSSdk/4p7HlUJbBnzGbf92sAl9IZ6e8B8HN93//TfTNpxA380L7vV2Tc3tJJFdHbOCG7Sdd8Z34R+ymqzIOD3byjcYWevGXtB4paxdvgPiRGpmFBmzjBVgGid109LXc8C9h4G4NcKbIIxAJB0qzqfBvHCuU4pxZ6gNL22ieIcE7Tb8Z6tlZL5/zEUq74IUlsro9lin6TJ1KrnWi9h4hZqoerKFsoKS0xWPN3UpsqmqvK9mUUJXPm+VO0UXdRAIbJ+0pJx7cfxwXbwhtxOj61PbUufHk1rRWKW27hn1VqrRZO8dV+wvHpMG5WlUHzrPShqxhiI3MZxIDNsbKOosn0BLESwWvkmTF+bOdonK6QFGVtTzGayZsxDkQORIvUwonaeYZYtqZC3pA92k8jBYHvNxWFaDw7Rbgal2lsn/jrGE6KzhTEtueyRIpoy0Ad2RUgp5voGMC3TYZ2ZDsp6f856gVFeY6KZOXIzihCB4tTnOGwzg9ALlte4xDIyAWkHr3Rw3eCWNdqbCQ+Gf5E71sLcNB+yrHpPSN5XCrfaQ7bpci/i6nv+x/ruu7vAvhTGHTANwH8V33f/+z4m4X23mez67rfCeBrAHx13/f/tOu693Rd95hm/dtJLWTK720Z0FQ+iu7kzj5itc8RTHYt1DConlHrdmQlehW/1SIVJGMuRf/OnlQJhGBVOy3yvRGURJUQ+SwsTrZrS/HzCNFj0eOgnPvU+2Okq2QmgMfJJz2bULuDxalTDjkJkN6MESagXnRB5Z50gsC1ty/tqI+9xkLL+EuUeXMT5nH69mEzOq5yHOkILeSZahyMeTIaaXklI6RJUZQjOaPjIhybWr4J3hqy9xh9moqSTvYaq0sKlRE0ZOoe6FukGDcXrOwxr+xFUqZWO/GeUuSdIRrOZ0frYawtR8rUMup0twAquUomRMfxNhYOsIuqPtDYkcHT2Jh52xDsf7Gp7/uf7fv+w33fX+v7/jsfR9EE9lQ2u677agD/CMB/gAFOBQY17cZjcft2k8aT5M6U0JeWy4lIzwLFsuWEawb4xCoOG9TIE4B4QdC+StKY4NI0JjXKQdLr2QWlSsNEBPfIdkaV+0p59BasCBnzHOxkxjaJhMsmur6Ng8CjfDzR/cm29eWgkjmHUwgj1ESQ2sqSpnCSZ0ijCrbUj1GEBU3Ud/WZk/T+AsOGE5oeyedLBTIyoBhHCAz1wXF0GTAr//0WVz79jEa9WS8YuoYS4mEmo0kDKUvvqctWx5mihH5Te0Pa959xv9F2590c3n3u4qu2jGMG403/nEOoeM/0OX1HSHm5BSufvHGRy6/99027T2eu72Rw+j08XwJM3/d1HiHTkQLUCvUgGbRIZYTs+qDtESKjiYhs590oYPv4Ck5OJmOJssFTFDNp/u+rhHj025N6CMaUYDemm3GKGGT8EcrcxTowcaj+vUaImOu7Z8tDGJkfGi5yj2g5y3AHw/ZsK3ku88U+l3i5hVJnWXEmL+lb+0T+3WgjpnXTXs4x2S15NsV433uXU9d1P9Z13V+NPvumsS+y+ZcAvND3/R8D8P+la2/gbVtB/tlQS1HbMQkDNv4LKB1chSBJY9/uIFD6dgShG3omtgKb7wTWtAqzlrW4IF+kHdb4PrFE+74XxWGNvhusqB1F7iYj9/y7iOsrT5I+raAdDAIW5FkphRGfSo10wjyD58wEme612i+a+MS9O0wq+1LDXQagjksNlPBdgnwMcSZKyDSqTe097dryKFDuQ6TWk07Qbzr007XrWl6jAeTTIa3QNjSi/4Yot9wuHJ5osJj7UncL1O2mVE3yqOuIMlXzN+8Byoj9AAAgAElEQVSpN8ptheYNNdOndyBvzPcO4tCFFqr12MpFa89d+T22oEbDSBp0sDi1z342NOpF2AGETAHcBnbLL6FIzo/xr0achnKE7wkfqtB674A3DFsu8dzmgXfhrdT520xv1z6bbyMtYfdU/1UMKvwv75vAvsrmrO/719NvniT063iHzlaviB2GyMkC9WRRWVyw8RyJDq6cygNuwjDCYQ8ldl+aw3VsdcNvg+uT/QQj3TKsl3DPz2dQCZJqVaaioE6oKh9jCsISJUQhjwmZbAziJgKQ8TmGbzcpKWkbEyWhW06f4Ukvt+T5amIY20Vg5DoFXYX+NCak/N9NWuSbSNhlua7PXWvlIf8vJ37H+s3t1g1RXO6kdDgGWK+XEbizJyXMRMnHJGqMY4TI+rZTJSYrrpxwdMsxJV8vDCkRtERlQ9pOaIqNHffZKNk6xTKK5UufDaxCfIyaFFG8Axt/xzJqOb3npaXUaHpKfizO0jfbYY4iB4yXRNIwaClcCMa2Ec/ueGsRPSGUKXnHhVS3ufw7lB3WSxTao7F7LTpWPlsr0kfoccJFNoA99ELSDr0kzjiYoSwW1Dq/qs/7vjqG1qb8I3Sb/JLUK2jkgMifO3Jd+5N6LzTvFXkWXkhTDOWqvEykbT2m9BkinatG2m9lPn8XUN/33+E+1zC0yN49fl9l82e7rvMqyRUA/2DfjD6ntETdWdS1wklJn1GXS9QBwfcStRaCVDQ2mIP90ZpIV5COUXo9P5EiNOZGcfdDl/cYOrp1wn9S10sV/+QVX09jSvU+5cP4hFYp+TueHxVAO9Di/MyIKypTAzX0wzjVzXMXX42VgFbdzR0vPh9+5/fdXpS5709Kvl6p9HnfRoAuTGpFhu/5CY4KaZRHC7UYW0UfGVkBbTAtPBjF1xsOkzh2lBOpGghredUrnkxfy7Tw1/SggckwrqJte9TIyjItjWGORUUCvZFX0Y76Ynt4VMkYkkLN8AkU3KTKv4VWBYZhlbbseTp3z0ahOVPg/MX7DQY9NcZ/pKS7PMZoeq4xufjxscTQr9RdzFdnQNx2gfEe8WgY0rRdGbQsnGd9OAbkf8sTp894XsL6ahgBY/PyLYzHMz82yv2UMGx9+dX7PryvsvmtAH6867ofBXDQdd33A/gRAP/5Y7P3dtDjwN1Z6D8T6uBny0PXAd1qPU54C8SToyEXH1ZRCw1pkdz3rjhO2kt9FnbFfJWX/scOwRfE9wCNyVcmePK0QUGbFQE1wkiF21YQr0gxClBCPn8V1n0WuSFZX1PUCIyZLFOdh3y69got9IjniY1vi5ByCH8G5ZHvVK5LuOvSR1tY6sSvZd8g3voIgGl7LvTROryMui96ReLjsLGKOsYiW1jjSDWdpt28Ky567LhVNNx12+KaaioN7nquh639ryglF0tsxE3qvQJR++U+/Yzta0vYE46MQhDRm0UO8tl1SldphdhwCUN33rTxxlzFrkZShBiFaJ0gt769tf5bfVy3AvPPhHXi0cQIBFDSldNS5mjvyqP0vdD77gjTJjon5GVA69nsCUp0lPrYtPF8lmFeSZ/UvI25tJUvnYe8nONzjEOmAReNq9bRxs1+HRiWvs9lj8w2MB639btPKaSu677Wff44Bh3w7V2N3vf9TwK4AOAfAvhhAJ8G8JV93/9fj8/220WTQDhwMDg3D++pEkYrZz2Svh+UQLDwgtQ6tiyRIqPNSZ6CL0DDyK8KuJbwNddVQWootyGqEbkltzADNFI8dRXyXtYi3TyTWjFqorju2kOU51XYeeJkuK8Vq0jRKG2dK2tb8xChST4vpQVKP1FU4wR4Dz7TSFueo6LCMgP2OMwpiiu1QrVHlLQ5SiC/ps33V2hv+eNRvIxc+olASBUg068eZwVp0Jen8lvowb0L8m/bVkBo1EUIDmCRx1sYJrupxMl6Y2uBxoKggFawXgMaS9rncv5vFh6UvNdhKZ8I/XcGT6GJDXWYI1iM4SZ1Y7Cl3969zfph/4jeJc1QyrsJ0sq8TAIXsaQ9BzaPpo2FYZF8B+JQpeiZgII+uHk0zbyY53w9MFTD95WHu2KxA+VK29QbkidyvyVXj+QZVTq9rPXhQZDfTeU48byA67MB+KDEdKPx6+eQjb/+lAL6Iff57nS9dRxmRTuVza7rflvXdf8rgF/q+/57+r5/se/77+77voXFf37ITLjPFCtZB4hHvxYArqN2+0QIi5JODDtpskdMyJigEtoAuwVXi0bQzCXqRQre7dhMvz1x1xamt4zd8y1ExKQ/Yo1OJwUNmAKh0kRXunejRZNPMzxBysByNCdj/2y0wtvn6UiNgSPgM3hP+d+sq8SXJ0n/YHE6otjs0SdXsBONKrm5vBg/5zmP24ZRt4TdZNqPVQBWEYg2dueqdJfHCvVYZxxrhKiyrf1YiMYG3eV5wk38rvUhKcMcxbjQuoviy7LhGdxnXzYGrWxPZpSASXlHUSfNi/+9fN2l7Fd1Mim8Z1ngyq/K6S25Xskh4RuyhVeU/zS4xvGay1rKYhW1aEs7ggHa51pjxa1Cj1BeJzvLSnDYvWsr2pY+oArbEhKL7RFY1/+jdH2/v+rfS+WhUVIp75IOZS1llBq9C3nOyDBXl9r/ct9xXrdIdnPnAk+VV2nf7QHf3dT3/Xvd5/f3ff9n+r7/9L5p7FQ2+77/ZwDeu8+z7zjlzofa3UCUBSguKD57ExklwhLWegN2WzjVRNSyegGzIIEUxjLyWwSYCiPvetDJQyeFXaiIWnVEASg0KkTU5R9dp6Bg/Wo6TaRmMiglXkltCVdjWcskxcmRLpoKbUp1yTJqf9iXpg00GLBlXaIs3PEbx/t68RMoy8L7t9In2vNvluIKtf2jNtd2Wzauk7IyuAuhEd5Yz5nHrW0nX965PBNNUFMaEih9PfWfvB2RIm/NNmzteSvjKnqXfe7jEMR1Usf68VmWIStob8LUAdJ7ihQSjQJiY9W3t+dTF2V4pNLzNyPfqdzvT/fCsARB/NTw0rJ4+erJu3NNv5tYOR2VfYV4c/sFijLF9wxyKcqPQb7TPbaVqS+vXMh+ss1FcyS/iHNsvLg9ILWOKQM9P+uUJutBEecclyhK7AJ272eOT9MPvVIczElKua4IUExqtFgNtQplh1mEW/WLI5R+eFXKEIIWUjd81njqtnU/pYGqiDvgxpNTOJ+imqPUdd3fa1z/qX3T2FeB/A4AN7qu+zcS0vlb+dk3o7ed9lEY7qCGyFXpaLqz9R0RxCpww3d37beZJiSDKgTPq2KciYPDoYNNBEbfeVzyCKSQIgueR06CfGesfluInBcQY8Jc60nfUYQmp/fa8H/lntuVR+ZNlKHo/iYhLEYoOxR2Id+mjR1yM8fQd9lPXBubLS8qF7jjS9uICnkL3Y7IT/6RYG/1iQrRDPrVqnFfnpky09DV/hY2ZI6MIKa/l2wIiP163bhn8hQjc+HyVJSf+el4yfm7Ptbqyzr5j5ZtYuXHqJwVo4/lWkHCWoQU2QrLoeQWc3oZFxlrEXqu7/q2NkaEPxKzJTcf45CJZUo3AggiUiCE7/uxHc0LBhFOxB0kPttjGNUD+DBIX8kYPi6/VpvwPaTdYOb2WqGJ/Z6NpEdKadVot6LZGs9NlP4LC938Atz6qGqdrut+C4Dfs28C+yqLnwDwHwL4xxi2PPoNDPtt/sa+Gb2txAmdFpxBdwLkYgEYC4gDdIbBWvaWnCcNXPZCYR/Kk2RrhbkqG2nC22yTshwomSSPBBjX0A6i4FKLMruNZRL0QtpbqRsUdwmfpbB6CLcVybaUJ1I01QWr+Xqr2iMvGp/o+SXayQViijRFrr5WnG6+vw2up+TObZySMAmec8aLd/dlpWLrdktICsmNpGzqGIh41fpleoC4sLY4u3Ho0GSPKDRcWmzrOeIJxStGyiMRS6MEiKIaoJZ3cWngh9s5KS97kSsXeVM+dRxof1M0XHmu+o4b2zwykulTCfX1xX5yhBrZVNRUj5HMvLo2Yt3NURAypPdnUp6bsHwBdh/O7OmZFB7y2GrII20PymWVCXPEBo2O/ZzHM7audZwYJXugsxuHduzrM5GCm8nV3cpf98qaP8whcE+zDat8tb7Sb+1nofHlyJdhJdfYNgY1VkSTY0wUuM3WyZ/J0HbKF1dxK/mxlxXepLQRwfceDJUD6d703MYaIpq3d4+v4dDgHQpiNlK8ThApmCNgwruYZOP2Lwk2c/9bGNbx7EX7KpvvTZ/fIx/+f+fJWHx7dBA/oeVrkJNOPO1I1wiFXa472M4+JlDG8vYuun2pZQCNWawhSR1WCJlMVHwmRHHGFjh5FHAH4qjk3Xgt2lnmEfRyn2eb1jniTa+jd9lfo8l5hbKIACgKk7idSxrBb6UxV6y+23p/jFShBOKtfbDjWjIMhkU7MklmRUtpHxTH9acI9eVk9zDIQ5XUFvEZr2Dz+kn6v3L3AVvPJrThs6CsuDrUnLxpTCmCZyPyil7LCMzPNHiPEGXWiR/3u/oNsF8/9mTkVwBQVDQi2z9bquadwLgnVUak1G1GqiOPU9Sme5SXyif5ifgKx8GkPO/vh0ZaiwLlXEN23jZS4+EpBbSChT34WQL4cQB/Yt+EvmjsZtd1X9b3/c/3ff9PPktGP3cUdvRk6ftJYSP39P3bwPkP3ceDqxeSNe4QlkyTEttJS9u4DnwAeUsQJeuJblJsS56kBYAN03A8T4FqewiNfSR6EAqsiZQrIRYaA0ZB4CcUoqfZNTMp1+coMUJM8ypK3awQIBrPWF7BMk0KL0CsLGmbkNcIIc0oSKCw5bpP7+pvX7eqJGTUuC2YHty7UBbMqMuLqAnrm22mRtPC8aY8qMA/GVltyrpne5IPf8yqGl/8n9HPCarFYR4JVhRG0Qt9Ts8YvyPXke4xTyIy84mL4xW+P+jKaRD8aLuxCYawiSsYdTNr3zlG2fB/hdKnfV1pOav2mpQxoYgp01xiOCYyl1vG0k2MbIqeykaDaiw8Ibz/zIAKsY8th/0kH0wvDHnf2QIrkX2VLIjShPUUhF4ClwZ/a/l0fLHulJYonpNdoQ0nGHxwKlcVWfX9a4HynPES6ThgWV6T/9qfGooP8zPjQ+W5zFWKACv5Os/jFDC7mygirlsMmbI4RFqfUdSc8wL/G/kPaxip8eKRcm1H6XcATF9/cO9CLOspe9k+tzAC0tRtkGUk5ZqZ2x2KWaHmT4nU9/13AEDXdT/Z9/1nY9Zl2oVsPtA/Xde98lYye9tpDG1qWcEqVFLHtqcIBWmRKOyz1UaBtMcRYEqGN50Md1jLeTKf1NfDugie83mqG/VxUI6Qr1ZaY2k64QuMu9t8nkoL+bQEhwos4/J2/Kgiuy8CfAODu9LzGrWNr6OMckifa5Vh3bjO+Cq/AIP/WXZVlgw12jziX9+ly1QUlLyfJEnbZB3w4kmvj6ErmR6jv0bprd31XWjuAvHkN+a12KCOO1Pl0LfHZaAyCvjd6pM82YnTAttOFRI1Mn3aQL3ARBXQRlxt3ZcD2VkZ8QF5I1//z4K8gHgBnM/b9Dc1QoXPE7hz5yOKrgdtRPLlVUQ16ist7wTrbqxfRiCJp0jhV7oMG9+7i2gIqLKawz8apEbqbQhg4Uh59HNMRQ6h5EIvbyyO0lOEU6nruq+Sv78R7LX5tV3Xfe2+6e1SNn+L+/81+yb8OaVos3CNt/EDaQrkuCdngT24d0FObVBrZ1Jf85Q7fnQcmDvqMQ++Se32ULrj0lOEzNMtua9C/8S9Y8INxMLVQa/xLUC8Vx3rZAPXBu63Ckxtl2iyynlOrBBWYbWPsjdHQVvnqFE4pqsWeZX+pHzrM5VgTnXo87glgemR0PXIzDFihU8nJF+/CwzbdRERJH9Ey+Ypn4Xcv5bSjRRapusROpKfNKp4y0TaB+Hvb22bVPHOk3pvRo9A6XfEp6EtbEyWLghI1/yk+xB1n/NlipQ8HZ9UynTy9Yatnn3t+yHrgOiS9g3NuzJWJf95wKOmsQJwTfYTZZ8kP5GhFnkPNKaY+ZLvq3JdvS6Rkhul7+tllfLjfd3QnkTjkHOCImwnEJkoRrYfD0eIjcVdbtuWguv5A2z7VPvRiuzVts79cFt7V2gYLWDlhl9ck2lrPVxMg3PEPIEvY8pi857kldtxaxXRlowg+hkh4UxvH+N4ldL6OIqREclSA3JIHk9J6S/L7x9qfD6xb2K7lM3f3HH/80dTFAGyy9oD0EQN16g38vVKQiT89rHSkdLMnTx1bMaDRZ07K2Ti7mihhDpQR5EYLyxFyLwo71ZppOdUUfACxL+jgeHqJiaFVv22fk6fX6KeLDx5pVIncy+gvSCvSPJQAajPRu+duO+IN7a7F5w6cWeelVJ7HyGOh2IaKwxtIOnnI/hWEOQGpd+EyNC25iV00Qoxz32RYOYDxCuYSS85/iqlueURCE54UVLFatRBFPS5CP30yipRxmw8bcuJZZom06ESXm1I3VKqFc3ZoRB5FPcGGhuHK4kxQ4oQZ4/yzoL8qQTk9xy/Po+sJIisWad7Ph5VxxvlBMf8AsOY8YZea/ytA96NSx2oQjciw3gu/Gk6Wk9j57Srcl6NdWdkOoPGKrFbVHWt8synPTa+87tb+14A4pRnJ3UeWeF29bFCvJtH2DcDok5A0jAGoD1H7oPGvgup7/vfL7/9Ppv8vG2r0b+o67rLApea/48Dob7tRCHirRV1N/jJq7KMMJy4cOPQTrJRXqMKhOOhSQ0XVPROa+LlanUOwBBFbOTtFUZgQNcMYrKN+THPTNqKx1KuX3P3/EQ1JkC80FKlWxXJOyh9IaKWgFEjZSnXAFgDQZ4xCDGcgNoC1zCg5IxX3NtSDiZej+zx/yx4x2yADSnzUI58vOUyvX8ZghChKEatBTFZ8dyW1ey+fpygzjFTLQVUeeR/Kr8urYMrp7a9TFqRounjOLn6NClnPGZR5cEdQbw2cCjLnu41nRSJsAO2rGs+K5OwR3xaB0ao0RcZCFQ8KhTUKd0zlD4zS3wRWWqh3y33LA1B9lkel+iVDBpKmSd3L8qHssbQth7TRFKPEcuBWfqokmUU5HSc50O4HQGireuoePKe8tdCE2HHM+tYYyO9bOEYm8s7PnyKco+GT2UUN2S552sDo+SdLWU+VCM4o5Uyz5I3P87HDPSrsH1ZkXxe9/2A4W9md5YRA4syM+Ij+g+Mp/eU3jJ90Y77v4jheErSL7n/v4nPx4p0CucZ6oUGGvCtiyUAGxulAosxSpWl5yxntSCzYtYiv8AnGPiRIrRpPGvuJ5pjGLjXHV/VBsYTjKZJoTcHcMc9exWDAPYWOZ/XMtBiXcn1E9SB+RT2RuHYFmHKcmykPfXZQIAdXDnF2fXDeiN51qeGAIxSKrtHZ5mXR0lzXhMcLE5xCXfxABdsXqadJyUM4SpSvQbtwv54B8OG3HdgEa+oHAsMTg2DBAMbTGMBrvz7ScLzHeW5EL7uwLqsbkP6oisfUS4qKL6e2D8SQjM9t8GDxWG5b+ozLaabAtViOzDvoO/7iZv/56gXQ5BHXQhBUsNHeWuNw5ty38sc9gU12Dypgcn388IYlHGpeeIZm946+B31d5Jpd6lLKgA0+u9gkBVXgncNIomSBpWkKSyP7JNqAD6U9zwvvlye/D3Th54p7WuMDE9XGte31niYYhjbnxD+tN/4BXtahrDdt8MCLj9+vZIezl87FDJtdyKBN2DHuxpNC9R5My1PHMdM50XY8CvW950tcDQp97yR5+cZQ7IgV+VIxA+V6hAp3tOgfIfI7DgyRuc+dzx0XbfBHt7tvu//9X3SG1U2+76f7cfW55HU+tPJRi1XdnhagIocHCF1culwHLT8prX8cXkuKRjD/zdRVr7q9fT8cmLT5jNGcVGlVJ7xA8f3wRnKM3cQDLKJm4hdHe2iWfrWPU39u6wnKqZJcB0sTnG25vFrbjBTgHiXl+ed6auF7YXdHLh07i5enz9f2mqF+Ixubdvs3kRRioHCr/LjUdWGK+pZvIGXFy/gDK7cC3mepLGLqqhrHbNeKZjXiFeta7/mxJmuv37v+frZBezkn+tTeM5lnYghkoiIilfM2DbZVeYo6kNEyT0KEclbg0jtIhc37Y0Fjybmut+W1dn+XX2HhoxXcokaf1wvpme8wUujijG10W4EiqDPUVbzq2LryU/O+j/aqDtSIDyCtYsS+pyRsU19z/zP5XLywaP6/r1W3uzPnt81rOudZffpZkWdMjg6phL2nsrWKRxijLoelkC160UmJ++bChZiBUwNGCBot4ZR6+8zzlX74tx9892Vu6Y8+X2gOSZmcPuRer5cf6BiOlYfUwz1unTvETXl+gaOMTP36rz9lIT+zNuZ2C5k8wuXtOOxw0cTcCSIV/I9a7yrpJsgk8YEsBEwYpHqFhNGoQ2UMV5ruQES/weL06TYjPDiUSkONCovkl6FEK1h4zBJcxQFQeNsqIRMxZV6ORCiGdVTnmCfi1CvBYYYvv9MyrZK6B3R7of+fUFi7sh7SsqLol7qovZKTmPim57b4AEO4ZWagyunOCNC11IQlql8MjkfXDnF2SbVZdQXmYdR3oW4MnMKi2QRxVEDyCyqmdQuc7+liaKtinysYLfB0jPUqRgv4BQyR4m3vJglOs4w861EtCNysScUKlK2lIjYEnl7P0biOkV5UOWIdetRoiWKYkslnlsvAdZI/kQjS0VOuWDGT/SfEF7M4RWOGFvqjVWP7GbaWh6aW+9sy1jStsvgQJS2XGc/maPUQ+ZP6pyenap8SYZG8qs13ivaoYBs3DfH+uIUZ9HzVK4223jVvzdofJn4DGWvxvmqB0kNuUypPiJDQPtcpNRxTHOufQmlfY5gDWdfjjtbYCEGLFeg67xIkGIBa9QCAggBBdgBTNtsELcjx98nMB5ewDHwlDL1ff+33s70vvDOO9+XvBKyL0XIXEhb697ipMN3d6LcgmbuRS1rV8jzvEQ5gQHCEyfyiEd/LTp/25OWXRGVMT4XKIoNlZq53J81+DqRdzwxjRnqCSpRXu2rSn2Uj6dcJpkcx9A5VVinUbp1e5ZdDxLphLerPzJ9ui2VyGukvAO2/RTV0j5S1eczcd15o8y3k/9PBbhF2q/UaNE+dgM2XMb0v12ba6d28GjZLvL1MuZdUPJ9hgqlfyejaO5aKAe25foq2FaKPEWImXoNlC/tL489ySbZxnZgm3ijFij56gr1CuVvoJpeISKt3HXtD37cG/RX6idqp4p2LDCrXPrC1rkNqrhV05d4Hre0rZfZGe33CNybZVx544v13ZJdmr7Wjdah7yceaV2kOGr1EHojlOj+Svl36XhaoMS7K82Uj2ivUyHWx5j8fkqPTV3XfUnXdd/Zdd3Drut+NX1/uOu6f2nfNJ5cZXOKgtgA1s2qCKJXIhDdA6qAfUV57qDA8KSwE6d3shAhbUt+OrAjYZv/O6tNLVX+3wD53GgqmEuUU5H2mSApJLiYR5Guy5ANeKU8ilJ4Yf8QZUuf6yhInApGPznoRLhAHZPG67rqEVsjBB98RDYH1uPyPPl2o6Lonj343jShcyLO5RW00iNJAN7As+XEG6eEPrh3waJHRLmmsMiW4zUjxOn+sC9s6iPcF0+RiZYCSZ5Zv0eQ4yvlPT8hKRKn7a0x0b4dfb40atiGNOA0Lx6Z6PnOk67SxH4bhNa7P9+MFaEcPgNX9xOLFKs8YXlyfsKHpq9GHOtO+y/RKXoT1vI88zJGxcTeowGhdav56TtMS9vtVvT8CL3fpal9TGMQp6jbFbKXMePD9zFYyZu2v3+XfU63VZoC+Eso+eXV6FKHVMhIWjdZ/kZb2nm5zv9ipG62ePDKBVQKkaK10aEdfF9XUXMxHzDIHr6rMiSScxxf0QKmMbBkjtgIcu116dzd3cr6Tdg+cR1lHqDRSs9GUjJDQ2qtf9y4BzCMcZljARxck3Sq/ujqnDL9cfYXfffRDQBfC+A/BfAV6furYbdHGqUnV9kEYouWFLmMNohdmKHiSEGwLe8q7YUGOGEz5npXigQBFRNNV547/6G0vc2iMWBb1HKZkOg28QtzyBNJJoOcPxeN+Pw2KLGHrfQ86b114xmD1Gz3QJ8TqfBN3wYxHiNp07Pl4eDOXyPOu3Xd80Jimddyj2h2hJTtQ5r+TH6P8UXFiwaMRzq0Xx+5e5zUvcBfot54XMmvyOaE1TIi9Lld91gWnYypUCtpWfVehFSOkfZd3UFDJ3G/nc9Ie1YnSHlUqTJmUSukvm9HCqca3/tMxNF42UepJNrJetKxqDIv6m9ALTciPrT8Uf+h0bWXjHZggHHPJvJ7yVLJpPIbeb60riK5afLfQVW97/HOPpTGTQY5lqi2WstEI8vzRPkM2P5a8dxALyuqvRvTc5uicO9jTC0Rb9n1lEh/EsAf7/v+Zt/3P9v3/c107U/um8CTrWySVCBtYI8gzEJsWxAsDgwqPbr9D950iIVLm7GO2S0jFnAldAKBpANqg8H1lfPzg2uLClFkuksmMST8AXwsC7SzG4exQk1BqogbFXDljRMx/1+FnbgYrK1oJOlamgxX8o4/QlGJ/9kmVEJWKG5VIjgU1H5V6iJdnwdl52Sm5fQhGHP3HOT+LRRkaynPkaYo7aJIuxLzuQ6JY4JVZtbyPDcY922oAl3v3XR88x6RNK8c0vrnBvQk9u8NYFyIJ7BtoFu26DOR8aHIsF6LJnVVktjnfB9zaPFAaZyEiugzNm2mldEwZ0xSWSbCo0ic9iGjDEtfXMHKI+bHepih3t5lgVjxzgrLxIQYVMZkRsuFj+jYR/3NmDvGM2p4hK/faeKbfZ/3P4F26IPyc8fdVxSexDHox2b0Hhr3FJWbuTwiY4c86lgz/StABSujexIrt59wz1BhVyQ655XSJh9UsgNE0chVyPPeAMrjwKGnkVvfkyLuJI0nvpWUzaNUTr8FoQ+1IYrP/FZANXVEWkkAACAASURBVL/eHq6fvRasP7iOoO3d3Mh80ucS7tZjNucN22/TO48F0rz76OcBfKm7dgDg5/ZN4MlVNsWVnP9nspB6dhFHytE+MYsAssDnBBjFluyLXDbfC6zdaYAoetLB5Dcw1rKqS3oBi1bcds94ZUHf8+lSmY/qkhOAKprKB2C3llJ00gtaKpo6cXi3T37HKaOPSZtH0zoGMkpHeb8F3H10qb0qlvyRRz29xSuMLVok3vz+qjpBtYiCN4UZnL0m2wll40m/HR3Jh3WjBglpDuCyuE69y1L52ZdGPQls6xEkZJ+8WnX32Y7rFnnEB7AGMGCVH30PYswBe/K8rdDP8++7b13gzCsb0qjljhoJG3me/FKBvwrXrwSNNco4bFiHKvIq2/39SB76NNfy32/dZt6XuaLqY9v490b+e8Uzo+XR/VbajnzfECUqU6SEkpqbwQf5GvQYtl9FfDiQYzRt5ZPKsElza59bwiHCE3vPvOPBIJknp4m/xxy3lcfg80hny8O9Pu8g/RiAT3Vd92e7rrvadd03AfhfAPzVffddfzKVTXaqcJNgseTS9ecuvlq/y9+34NyyV5xSNCkWKAXxMdP0imGL4Um5v0Cx8pzr1sYPpnJQiGdFzw7ozaOpxIFt7VZFKkDJu0z81ZnwTIfKy67B6i1aCvkbcu0q6uPrFhiEynEqjyruLzleueiBba37tPE5ps9vj2J4ZXSKwfr2+6cKullZ2DqxQp5ne6Y4q7PloVX2OUl41I9oEQAzMemEquWQiTe0/iMEE/Jf655pUSnOvLE/C6q5wRBXRT5mKNttCR1cObWoDcSV5Rc0sX9FyCXz1EmHE1+0z6WZfPyCDpbH7cPX2jTd89haCex5mQof5FUR0iWKknUbRcHSMabKui+joueblMao8p34GUGxLuFubfSRjyhtHdPaZk6m4FpSZMk3r6/lfSLlrCsifpq+InXehT9mPDJe+zpQrdD36H9WDIUPjWFmGTJ5BQe27My/RTSUGReq/OicpvIPwTNNgx+D/DRAiPDM973S7mU4jQoPNHC8LkTZnEq5OP4UCND3ta78XFkZYNuav6axYZF/LIDXX3m+8WzjGtD2TD0lAPhzAH4HgL+IIU7zL2DY5fObsefRlV/0OWbwc0OcMHWyjLYumgNYDYL1dcheg2op0ZUEOAXLuR8ei8Sy9VQhERNRqkQpjRQ9CqlgsLyBZ4d7a5TBr+ikRxQg++GtUNCIOeoYsBb6y+t0i6xQlARRaM9uBMrRVW4PkngmfzOUiUAng4ewxgVRUE5EXIh0FXbj7MxfQEwnsuJvohaWu2iBYVK+irofBTwcLE6Tder6GduO7/AoRwpkrQttU3Vve8SiVQYqToaccrbBsEDkIYqCTIVZ0TbNj3WnaAV58m74CDWmMtca2wDsNigkGXfVOHJISlQfPrbPj4Umz64N/QIh5sfvY5TFEYoCtgw8bv/i23UTXFOKZIlXJvXdWSOd1hjahax6JTIyhHZtTQTALNry15p8bYf9UqNnaACwfug1Wcm7eBN2D9XGnLCSe5vGcwQ2Mm+wYVfMJ5K1U5T5wfdblYm3AMyG42nzwRKZb6DaD5b1GYXFeLm1tN8bTK1BeAvIm+N7I/JxEMZWP1Oq0gvqm9thRX0O7to+wMq7nPq+f+9bTePJRDZJRGxodakbWqyh9+AzRSBzUDL2bIFB6BuLSwUHXKxJRHsopRv3Ian1rwI62jPMDxpRJn/klW8erLvrECRpW29vooNvjTKhzyAIKaxA070Qo0ma+7tRgItVfunc3YKASrkzqqqWMe8rYkoEjErLHHZlLYlI7kzKSX61n/CeWt+sA+0D3tJW5UncSfka23Fs0YtShJ4oUhQ9T5RM39M+cw2lf6VVsdX7SnSJM90xnhNPB4vTFNu0LX1pimIw8IOEulNh0/qMkBmgGC1IvGd+t3ayk9OR8n0A1UKBliJCfiLy9ctv1mlr8tLnPekOBCsA83Re/QLlRBO/wf4SxZDyiJzUcSb1lACwRqmTiVG/Tu15/uJ9SdMZzFkJk7x42EBI6Vl/BjiNB6K1lC/ky3usaGwZmpS9EbU8HjH2baV8e1mm84CeTGPI1YlR1AKAIZKVLcRZZSjHZCQPKIOCej9YnA7xlHke8zzJvEIEk7tSkN+FPOdlTuI3733bGsu+Xci3N9BYBg2VaCGaTYN/YucPkvdGqQyMnh1DpZ/SW6Z3RNnsuu6Hu677xa7rfkau/Std191O+zXd7rpu/wAEdkgVuAZJsjSgfmgO0DwhZoVoIoM1SPN2is3zMT2mAwcIJBUnwArgFZBdEJHw4ScYbGevHVqLeRm4x7We5vJ9E2UCXaMoecxX+W8hrVqfXCQi5/VOsYmRC5KiPVPErgzv2lJy5xnnyVKFpLpNVahSsEfCbN74PYZwsp4Zf6nKClFjlOtny8PdLl1OBuSR/CoaDwAnqexTDH1LFTfI+9quM9j40ozKuHf5nt8eSOk67EKQVeqbVKbU2FG3uvKjiM90IgsVBGGhIbQAwr1AM2/R2dWSTy7PpORJOeDTVONEETG+5ydcrasVilKkfUDLy9/sC9onOO5oaPGjih/kt066kSyZD9vC5EMQVjBKZXhMHo2rE6DaX5NEBelGUkSYDNt6hriva3vyWcoLRd28kq9orp4aZpQzQUM/GuStZdCY6RDl8ginK0PrnvLcVMppYMk7LAv7jB63q+DHQ5i6yTtitOQU+6vWk5clOr9y3HFu5DNrWNm5lHLwed7ThZ5L2Dppkhu3oZzkM4GSH5HWv87vBJ6eUpO6rvuDXdf9za7rfrnrul9Pn9/ouu7X903jnUI2fwTAH3PXvg3A633fHwF4Pf3fj3RQEqk0Vvy2uI4BvPzohXZao4gOFUax8pKgz3FzWYF0wkhdJCQO8DC/BipD4UJhru8SFVzAuL/Mtj0UVhGSw2tHKLF4ymfLatVJU58hEjPDOJ1IMLYqv5xwFOXxlj0FLBUYh1DkLTn0nagsrBNVNKlstxAsrUNFYbSuN9s6cqUl+G+7e1QiIoWHFE28OlFHeRHBAAzCeLA4dWUMhLYiQRFp2VUB4PccZS9Q/p+591tILtNZYPyEr8znBFWcpqF0P0K9dLwpccxrnSsvipYoadoab5kUPKPUcWI/glVeZyjyJUIy+S4NZPKjRq0qCBwj5zaDQmL4ntRjWutKZddmW3toWN5bAD6IkPLeh1xoyTJ5JcCHLlD2sf4iYvv4+OCUdkbjtSxAQ7F05BHjikaUHY9K73qnhbh7XjxqR1qnvjUHyniIeA6I/FFG6K4u2jeiOhszwpUiOcK2UyTXAx2ZhzS/Z3JjGum5l4L3EXzz9778v3vpJwD87wC+CsC/mT7PpO+96B1RNvu+/98A/LK7/CcA/Gj6/aN4jP2askBW6N3D86RF2g7Hu5noSlOLpoUW6Hu09hivYoRuJEAEOWmhZXfSc5flOSIUHvVRopKxTMI0KUkP7nGD80ntilBLlXQTg+KjqCK3RsmWNQrSoO+Ksn5w5XRIP21jgY0o+jppLQGsk8K+sumdf9/9Yc9QbdMIeWS9aD2uUizRCvFuAX4iiup0jkEx8scoMu8T96xe86i4VwKUf27cfIxQETTCk8q13nf1hhmGjaQj1OkayuQu1y+duxu4ZN3E5IRwXgWp/VJ5pWA/gY3pmqFGiIk4kSduRfQigt0IZCzqOckejdKx6pEw/e0nF90GCbDKDXllPWlaNHiUWH6iUcHWMGfLQzsmvKJ3AruoZg7b9kR/PT9816DUljaPpoOMyPJvktGnYkSXa5VM4oSvSqz2W+0T4tWoNgJX3pco/ZxKDlF9lpkI8VzuA8V4OUGJ1ZMTl7BifLr07WrOgDs04hlkdNygXq5OPaJnSJ5lvXglSikyMDnuI1IDKMlbPHS7FbRIjdpIZkR5AaXuZ/I7es9sJ9iibZFJyq/nZ+p+j6WXeM2L1Hidx7VGSKyfF55SRF8G4L/s+/5n+r5f6WffBD6fMZu/q+/7nwOA9P2vtR7suu6buq77qa7rfsrcUCvFuSgBOJeTey9CrphenowaikJr4oG8411YSlTYNE09m1UVCZ18vHIsE5RBM2+4Z9Qa9a6ntI1NRh3S/YMrp7stQjdB5uMYfb0SsVHymx4nmmKDF/BySZ8IpJ5RTtI6TEpxjiV6HNI6XcDGr3qKyrKPsPIoRIRWeVLBSIHr00lVfrA4bR4BmuMDnRC/hLvtvHcpZ0zPI1+Mr1TFaB7s6Zneee7iq26syJjzR5d64wMpP88XqYUqUV4wvs94Rdzzuj3VHXcvIh0ndM/NYPvIFNawixAqoEb4o7xUya5cgbFb8+y1w0FGzIUvygm/QMUb2lpXXoZFPHpjJHqWBo8qFLw/k+eielqlvhUqPttiMK8lzVZ9A/FYzrxO5Dt9DAqnKKLrl2a8B0ZAy3hTipBdKlCUEbfgQpEC8IR5+HFKCurn4NqpQVXD8azPL05t3zpCUeYzQDOpYzvVkPCyxfS32JAiZdmmoTKkyDB9SrvoRwH8+28lgSdigVDf9z/Q9/2X933/5fmiChXtsEQDdfCsgOpYuhMMCIpX4AjJc9EL8/KWsEEOt+VdJR0smQ8MyBmPdKSwUqWQShY3E5+mdz6K4o5c2LJktxyVM06kqhS/KO9eh6nD7zv3LQNPSeibPbw4caqwZrrMS90WfKY1mBfpvVn6T+V9PiibX4dPli2TGBdKo0H38POI0gpF0V6nbw3gvwn7rgq0W4gVYN/PyL8aHDMEKMWkKDJESwEXc4jx7TbYlyNhy/ogIrU8LGk5ZX+KTelf0tffg8/YcrXiG/X3bQx1zHRUWeOYYF2wrRaJP7YX+ZxjaGslttdxev9FKXOERmXaIp6Agmssk265w3HG+k6b+R9cOS0b+ytxsl65NFiXRDOPMPTFGdqoK8cDFT3Wkyq6cPeAemLmtkWq1HgkTfOB42vpno08CkyX+avCyjpU5YxHgnrlmjJV86UySxmovN+RZ8if55m8+nIAJeY1MppJ+T32mXSk5LFeS0TedHFNJlFKFf1dumdEeavmCp+PJ29IqSK6hAs7cQir/02FlfMeeRUDJkSlSSvY+RLJoBFU++DKaeytoOHHtmFZPGgk6wCyUq/1B/m9lHAqvW8MUakTzgtjRsg7Tes9P+8cfTeAD3dd9w9T7Gb+7JvA51PZ/IWu6343AKTvX9z7zVFBEVDUiVobn4/lpXFx+wQUs5NzIKUObTa7RpBWgBY8975X7QkHcxRhcRRsSKuKCQUiJ0AV9EI5/ezCkwF55L4Bs//dwZVTG4eW7mW+qhXEjnwbzeS3KuszWEOC7hq/ZyYn1IVc86uQVQgpMrKGVSwjXvWddfBMZYkH1GiHShHROj+GdVF5HlqoiD6769oY+XO1W+WLwhjGxihgDRig9AE919ojITvj0SaSt1NIZ/XTIXp6B/vVk1eAjlEWYa2DdEmcSLVeoxOAdtUfKcsTQYlbtA6uRfkYFL5R51S8q7qa1H16437P5T1RWHNcMa/R4OTY9f09p+F43Gel8djYGaOrwGPHRZKyTNzW13xfD9HrxyG3CLWqw22smCnt8sawnahopnSy14vPRAZORalOFGBR2pfHStEHTHs9XYW+D30SwKcxQA0/7j570edT2fzrAL4+/f56AH9t7ze9yyS7Wbd1J16hnCCkKInu0cnJfOzINp2EeEpGpol7PnVkjq+E2pmBty7pHXyvKJFEUDhAUvzVB/Axy88qPat7H+qAUgXlYeJ3BmtByurXvGJfUTgdkCmPrCgvU1xMmgRfOPey2Wvx4MppUVq5iEl5Wzr3F11pAD6JryuryhcwiGvmMVF216jiTgtaFbITuQd5lvywzEQ4VUlVYcWYMCK5N2GRIgrbl2AVYN1rUifWKI+/JM+e2Pij8xfvF6MgcqspSpK+X3/l+TJGBOn+GD7QENgTm8aYMeTvpXFwsDgtZb6FQUQRWfMowtT95zhcI3atvpR+G4VClFGPdBia2LYlosP/ir4sE0ITISh0CRJF8vmkPpHbSvuUq3Oze0RrIVQ0gfprPNbvGFaR8Ioq+7uinHogAhFGbwxrW+i2ajwbm0o5vTX6rjcQ9b4eq8rPCIptNo3H1sYoGuRyYstBBC7arollvpneE9lnjzF0CvwstZ9pf48kbp3smtgy06WsaLJ6IthHKQsjpdD3v/xfyyLHKvu+TB4Ae3BGmkfuPrpkDHCzr64i4JSxH0fxeqkyZzw7KT/Kfp2LUe6ff9/9srcw5ZI/blKexxL46KMPWp4odypleTugnGPboT0lAPhDAK72fX+97/sf0s++CbxTWx/9BID/A8Dv7bpu23XdN2KAZY+7rnuIYQh992MnzM6RA+JjMsJCBWcl0JKQGEPgOAAppGl1I/hu8DzFxga1p+tNKy+ld7Y8tPGEEdqyalx/GJz9SgsUw8IajfvMApSDf+3SdRPBs3ijpO8H7RIWVR0ytGhsSvsuLuEuLmWec95AqSu6P+dJcX9Y7h9cO7X149vYu9GmsMoiBRN/n6CgdBRcC1kMlQ0dSzZAHXWdqLLjeSNf6X8+5zdyD+n7vqxMg24ipzg+eKUR30plQiclr6RHSLdQeKSiHxcr4DN4TyN/PMZRsqRJWSixi4hg02XnxwzrUUMrfLpLVIq9ougHi9OC6Pjx3TwVZ2v/R0irN7YR3PPolVcYPUV1zf4UufOJVnolL1KKo3y9IkkZoSDBiXs23au2Z9ITlfwevZrPMrjG50YQNoPKGdriYHE6uJjT/1HS0JNdz0Q8+j6qRpvGN48h2YBtxxZPrI/Z8JUXjqmh7CniDwM/1fG/0XN6vzmGG3XswlzCg0Q8j7mfqPfjKTXobwP4fW8lgXdqNfqf7vv+d/d9/8V930+SRvxLfd8/1/f9Ufr2q9V3k8Z3eaLlv4RduMJYSa8kqKVFa9PH0VyHRcP83ppNF4lQ6tCK3DWFGdNjrCXjEWk9Unm7Lc/zuihgWVE5t6knORlgU2zKNkhMb4aiXF+1WxY9uHehoLXYmHJkZWOGfLJFVt44gXPV+go53uzBvQt4/d7zZULRWNDEexWGwMnweEBYjXJIpMdPnETHvIuFKDj7ylFS0q+W/4C0mSJh0t4v4OVYQdCmpvKnCl0gsKfY5Gen2BRBukCt6HqlUJVnGg+K7h/JPSOwBTVcwE747CPsH9FzqgAsUAwEuosT3y/jhfKMT4O8VieVwMXXec+CTEg6rtWlvmG628If0DYKiHyx/eYoiqrm3XKTK80x1JvG20Y0S99M3x/Vynvvh3Wxrl06G9TjnmmzLlRxFIPQ8OwRY7Yn+wT7T3SwwQJ4/Z6c4qYKs1+gF40DQYXPXju0aJYeHTpz7zCvjCAKqfKpH0OTZOBN6ncxwaVzd4f7pp/VaWREzyPb5IEfHszAe6wf1hFlPdF4pnUVA2pLORXxQKVKvWc81MEvPN3AthFR87COJD2W8UWYePmzbz20eS8Bg46TAqPnwb0LdZnMONvazfwpF33/JY+UddyJQdcjPKUWfRrA3+i67vu7rvtO/eybwBOxQGgv8m4F0kYs4RWsIFZFQ4Vby0IjPXQn4Ghaim6yYzO9OW+lUZACs8tWRZKf/D+4djq4ucl/WkEOwE4iR/H71XMB3X10KW1UD7OAI9fXLdjYs4U859Oewy4IMAp6g2YlzecuvjpMKMdSz9FEuqxRjmfxhrmfNztf2fxzunPYIy5Jfs9QLTvcCRovAuVIOFhLnVtIufwB2IlO83wII/wz0rtIv3288TLxH6FKQd/NtIQ1SvQ9yPXIC7DGEH/MLbd8PnxeFVt9Jg2BB/cu2DqD/OY7vlwztEnT0a7hlXww3UCJUMU3ChOgwmyU822Z7FL603MbTLEZ+treqElLYRG+WCdaDkUWb2Jc+WZf96h6VNfaR7xsVTk5c+8g8RfFw61RlD9FfOmOFx7OlofFoKMS+tCVSQ2+dXCNPFHBUP6071FpdnT30aV4gdh0UKA3mFrZHx1VyfT1m+korWHbLlJO84EFqJX1VrqZf0HO2bYruadIJ+cbrSPdPoik/ZLtREORnjbdTaQ11/K5bMAlXtOcMJDUrW/fjftPAyzagziSWW8pHvZfePpSAK8C+BJY82gMpzf0ZCqbFFRewPhYyWSNZ+TAI03s3IwpjKrOCwhFCWkVKV/+t6ImibesbBJ10k2QKWzFHffCuZczAnRw5bSghMvh/3MfehXffvG/sHl7lGKWvqPTfJaD20ERluw24TskTlR0eRGlgSh+iiDeduWn8HT1rFtlcIXy+Yv3C4J4jHxakEFQ1V2yli0vWIdHUt+Jz+x+p2Ixg62zufCE4NxvoslzlAU7ES1tjCtQlzsjC8ofYJQHRYSy61snX0VwPOlk3xK87KMeveI9H8/EU5taaACVaJaN9aRpTjEgMd5g0THNfFlGPeovI1UTa9h5DwX54bcvX+RCVeXGh38ARUmJ6pt5iFzI/dVPZv59/38d3Pd1rm3vlUclHvlImce0Obn7LZB0jKoSyrI3kUD3/hJ1HWfDbmtjl4lQLuVbDz5QpcYrdOznqhhzjlBFR5Vy8sB7Way8ZpI+u3FoPSxUhBYAbqTxyTrJ999ERTqGWsaHR/b4HOXTCsixl0sA12TbuimKUZz7eSqfLhqLgA3ljTI6MjQig4R5+8WDgO1PkN8cu/zPfhBtL7ZMMrwZVjOxPOk4au2tfIzS95n/DkDm3Ux93/9H0QfAN+6bxpOpbGonAQaI3ws9HaTrIA0OXFVaxyybcHLZ1jFi6gLhRDtDGVSXB/Rtik2ZgHmUGnlyE8cGaRPmk9jlNsVm2MbGD0a6B9LkYtA4zYOCXolI2Sz95yTFcjyU37eHBUZny0PrzvL1xbTGEM7jEse3eTS1cYVJwWVd5LI9RHHVQ1awpvJtKHnXUl5+H8nzisiKUpuRUSWP9CktgA/f+y5gIYrGBmXTaqDwfxMZLThYnMaxnLpv6kx41/4ClK2iIh6JInkimqMIR4QY6HjiO0uUNuf15JLLEyBpnb65YTtglZEZykSm8WfKByfQteNRec5pT0of0PG5AMIFFnpsJ4n9f+6eBYIFChO3+IG3Ukabre13nmhkqoIXGYZ8ziBpku4SlXGb0wu8Pob0PpUvjz62aO3eZX5R3KWmt5L/fM+jjbC/84LKql3de+ouftE9q31L03kI2NOntsXDMtXni9J2sDgVA2Ob7ksa2gaKqiqP+pyizL6NIkWbfKuCqG1JYyKhsSZ224SlpHSjcedl+W0UV3VkdCHlqUioPqf93KHZhhLCmr07l2H36/R8Ml2NrVdK+Zh9QlnXjx0j/jmkh3t+Pk/Udd0f6Lruv8HeZ4U+qcomO+2Y0rJBQWvG9k+MQGCNOdrIb7EuBxRvYoXbUp6Twe43uL2Eu2V/wblsup0m6og0jbwQZ0HWkruOi2O0Xvj7JqyLSS1NKsXrNDh9vap7/ij4HCdhsC6vRJv+mtXnmu68KNG5bDPHwxpl26PbkjdJ0s0LnU4APExt5SbLjMJqPlontKaRvpVvLxjXQHVkWto0O8dz0fJX1E/TomLKOm4ohuHm7YnvvBE/UReH1GaKynKEsscegvvaTwDbFprmQsqiaZBnjwJrOT2CCHcvGWvmHOsIiZ26/36/ST0zm+TlAT0HfrsxPsMJMkDpmd6DexckzGNi84lo7r6PUceNK7UM7JnwGaVPY3FX/py8KS/0utIK9ux2j2QlMnW5AsI6YX1qv9A44xXiGHffx32/Zb/TvKbCAwCzajyXcWIXenlijLeXuxFFSbQUNZ2DxsYEScdVc27bluvew1EhvigyZAFrwHgjTrcmahm1Pm1PRKBVCY2UapVBRJg9Rag+DRpflxvEoQFPqaKu6/7Vruv+fNd19wD8NICvBPDn933/yVQ2OQBmci3qLLwfdXJaZBxI3k0GWFSIeaTnsvtWrUUSLfS0vUje4DbxssF0iMFcD3lMsSnbKamikfJ6/d7zxa3NyT0peWevHeJlvICP4QPD4hiiVOSBW65ck/d0oiUCkSags+WhnYjWhe+MDszS5+bwee7iqwOCI/lm1/MyKUG307WrsJb3XHhL9NFHH8TB4nQo882ysttMVuTB0YUfeTBM8LL6Ntcdn38pXWNbEi3mQqJk6TKGNbuxI2tyjQFZf79cW5Yy5S1DtM4p6P1WTEBtrQMGETtbHpadARIqcP5DQ/2UCXFS3H4+8F/5137/EIMiF537zQmPCPhKFrjRdUblXidcLioASj9awy40YP/zC4p8LGmEjgB2NbgiYoacIUD3rU5KYxNh9IyiIi2Eez20V3SqVTbGBGE6+N5Ts/DDK7oZ0fNKsvc6rOHcwpN4axfKLSLsel9RNf9ehCKyTf2kLvUzPbcpaXK7KK9o8luvU5FNfJj6pGJKL4eeqKO0lrIYhXgreYtyQ14ITD+a1mghhnFw9tphOSkq08QibYqka59lPW/gFC2UulOjUfmaI8vVEtOIemsn7QdaBh1/AExYAykpd3l3Da+UTtO9CI3WQwrmcm+JGvHWRTqsD+HxwSsXytzIPtYyOKXtz16TwyTY1+HCr0Zlx5NPXdetu677B13X/XR1CuPud7+467o/1XXd/wzg/wbw5wD8jwB+BcC/1/f9/7BvWk+msqlkBL1YOdNgf7TIDcZBwE5ckaSpqx79Ig2STmozFLcGkAda3t5nRlY3ZYUv31F0gG5Udauld3FzeP/1V55H3lJJFF0qDNW2R1pmRQnpHgFqAZqsZ4OsUlkG7H6VskAoI3ZrlNXtolgobyZMILnHzVZRc9QIryIfn3aChIqLbxfdB3ENK0QpkF5Lip26sRURYNsGCkeO9yQvqkj5tJQ8KhdNmg/tMwaB5QQ3kzz8JB5Z/ko0Kji5RauFATuBKHnE2Su5+i550bPodQscNb78ZKvk602VoL8yHwAAIABJREFU2bF89fcCdd0ANoYtohY6xfi5NayyMRfD4Ai2/0WkylqLT488K0UI5xgKx8ncv+Mp2q/SK8JjSrxH1bxMVQVW077tniM1wMdMvlzK+xFsaJZQNlZb2wQlz9kw5ifY6Vn0Cmh05KqGkoz12SWA2yKDtb43QFag/fiLwkZ030vNhzLGt/VU7jGtCOVXYAGw82jEs6ah7TUbec7nxbZWr6ai9BkJlrrfx+B8culy3/d/yJzCuB/9AoDvB/CPAPzhvu9/X9/3Hwbw64/LwJOpbHIAUgnIVs4kdegtsEhCwg9cuN908UWByXxGN+B9CcBHgW94318p8SO67QLTFMrxa0l4fgbvwYOPXMgry19+9MKA/q3TC0S8iF4BRtE0RxMuUlzYLB0/mALqGaty/kP3bZlUYX0JNsyAQdPk9RjW9Y4gBgaD8lydsy1oxxSbvOLbuIHT1jsZrUuTc16slCxgIosfPPfRkv6NslI1u/7XwOl3HAz3qaTQLT2FjSvDkPbZjcOyBdANqRv2GY1N9eWjAnKCaiPtsxuHBgnENZR2ZX27leEZPWH9eKXuBAYhz+9hGk9EQFHup6kv6MStRpDGelIQ+0mHKzhXCWlg/aoSe3PIM8fVUmFgzNhNSW+OGN3VvIlqbeRagDDl3+SFiN+Cz2xLutwCphWjTZ41RlqRmBMMyrHhK6XPMevHHO8p/0f23tkybSB/R/6jvGOOpOUnqpcobEiVZXoXgEoJrhRAIj7RlmkcFxu5pggVt7/hPWDwAKgC4dufyKQqWSewCkrkYl7C7tR8gqEeKYd4PC/7pFOED64kpJlGj/L40C2YlLrZPJrmupme28QKkL5DUhRTDycgjzyq1YMgS6DaXeBIYoMjhRAoLuql/F/CbkVElNjkhSJjFBU+KZ+cN8efL2s0zrxRwv7p64/pzQRcYBk5529cHrdQ5nO/vWHK5/zF+ymdVPfeq/OUSPcB/MsAngXwFV3XNfZp201PprKppJ3Wd9QoLmmGsuff2KSVSQRB6uTnL94ftthpIRqOTLzPXM6kTvxQkB1cOQ1jHQGUci5QFkisMQiaR1ODDlaLMzCylx8QCxiWzbnUq9ilJepNljXN46IMZzewz2uNsvH4Tbmmk4GiqQ7ZU3oZL9gyXENZoBX1B43XYb+gsjVL3z4+dB8aOwKtwcvZa4e1gkliFSsvqeyRm9a4rXMSqe0CF+eoC0nRTD7LydvfI92WZwsDA6nS5eLxANR1o20cuUgBq+REqJ8n3889SqtIv15nevzkCVzkRCsvyWfzaFovAFqnb9bTbRhZND23iV3hfpKMvDRa5zNYt7u+p14Hkno4dKjPg2tAvAJY3aJ8R/PhmND6YFgRUMKeor7mkXctlxo1SlSclKi8ZxJvWN6TVlHIbTloo+qT27rfUbHbhcAewxqcikQvEl+kZLBkhc+PJRL5U8PAI46Q/+5aJeOPURTdSP7PhOfWbh2eqMBGvKwbvAKotsEC2ko/UMqdDahtrOg+IdR13U/J55uCR34Twx6Zf7dxv0l9338Nhlr9Gxj2zfn55FL/7QC++HHSejKVzZV8/IC+BWSEU7diSB3p/MX7ZSD47VjuwApuDVgGypGP+h8oA5cuTApXdfco0gLYyezmoIRdOnd3mFCi7WlUeNws3wdXTodYTaQjJ5dydCRkq5zbsPsW6pZPdHOuUazWFcoA53Npsc3Z8rDE7GHI7y4ulZjGa8gIz8FiODP9/MX7Q7q3UbYzIcJyE9btf5yuUYFI9XgXlyzqlhYK5RM8ZsNRl7murgHfcPGvDNtCqRC7DTs5XBvijs6/737Zl3NZFmXl7abIFzB+jrXZuBjFMNBnqTRpu15P9bCGnTDlKM3MC4Uw6wEy4QClrRPSmCcZFdYRcomSHu6gID2M7+RzH4WNe2bZ2G+WGOqLqC/70C0pz5H7Jqlhpf+ZF/n2Y1PLduJ/T+KVvYro6TszySdyB6vSqwqUInCKHvO5hKycvXZYjvS7Ls8QpbmFCs2b+gJoPXh0mte9i/ZIDDdO7lRmfBwd+/HVxo4MbE+tQ0Xm3VY4m0fTMn45tinH5/ZZXJW+TkWAfDEeOVXHwbXT4d0jlJ09WP55SouLJ4lq5n47savWp+naJpVf5ETk1cnHx64CpUvHhipwiiZv3LXV0D5+EWi1V2vqk/TqPHjlQvHi8L6WaSO8ROSNtaso/XAl4UCrUm625dmNw8qQPH/xfkaLzS4bJH84A8ciZcNlqZN0rZzUpLTFXieHsW9riM6MNyexovuEUN/3Xy6fHwge+SN9319Ewsu7rvuqx0z/n/R9/+G+748APAfg5wD8cwB/v+u679k3nSdT2dQO6uNotMOpGzo/Jg+sEVtKEUKS0jlYnOLBvQv1MXvesr2MYUC9aF0tWMoRfQ413GBaEA+fZgN5OlseZiXDuFO54IJKBxExHfR6Ikm0mpFoo897DbtRPhK6lvLQxQ9ny0PrglIk8aH7PUdtBR8ju9rvProUxp4SOT1YnA6/U7nNsykdY3Gr4CT5VeIzW+7KnbhCOcs8Igpx3VoIqPeQbCGEpD3QuuyGbygeuX+oEuURPiDuazPLbxgDrG0JeWbt0iRKNJP/vjzReFKeOYz9JKrv+QmO9xc77kXk+VnAnjal8ofKm1fmlbhwj67efH9bLZjLaCimcduMKRHkiai9d+m7NqsolWvzaDoen6n/1+5aVuKE3wXs++KaZttmo9bH+DneAOQQk7Bfwu217A1+3ic/EcJ15NJILtwQ1as2Hg9QTvLsyY/DZcC/STvRdZQxcRI8o2x6w1NBG/Vordy1iGYIx02eZ73nIBp3nrzSOJPfkaEJlHLyvvLDhYuC7j64d8H20334ekKp7/vPpO9fxLC45yvfQlp/p+/7bwLwZQD+EwB/YN93n0xlEyiTNC1yRSYYexIItQodgJyC0iIqmlfSFhg3kruWAjoSJBxcx+VdKhh3cclujg4AD4EHH7lQFLMWqsmBzc86levcJq+eznuS0Q2laIOPhUo85NWMRMvU7SZEoXe2PLQn8ixOhzAA1hHzvYH2RHYMu5L0qkwWyaXnFw/lxUaJb8wsopDjQxNRESeinWNGRbmbYmO2Qnpw78IQM/faYVkVz3LMUKzg5HI0KzXJSpqQDq6dFqOHbVcduYjY1cRrfmX2GkWZYdp8lsdwzt3zi6F/ZVJLnn1JEUai9LrCfAmrbF9Ge4X2SkIufPundjtYnA51p0ZjRB51JH8e6VIelHTCbSn1kdLNPL0LOD333MVXC2+KbpLuwG6WHilXGh7xEAAm1vjhs/OGuzIyjA0lxWeGrATnvVGJ2NLTAdi2EqMzKzs+H69EeJRa+tj03MZ6e7Tv8L0phrhO5YMKvH8nkYbmmDAf8jrDMAZ8H5qhoJ9r4dcrxzSMbgMGIZ8OMoLhLzZUSdG2Sc37Bu1jlknqveP6hA2gaHXePWQJg0SbfqEGWeQNUMNDjdWlPEfS8XHbXZeqz8cXa3k8T4rwsv/NYGlV5oC7jy4V3k5QK9BsS8C2Nb1TG0n/BspJW4Iqf8HQcs/PDuq67rd3Xfc7+BvAvwPgZ94qe33f/7993/9E3/d7b4X/ZCqbdPN6t49XyryrciGuxrRtDxbDgD24dlofSaaNubGCLLstuGiiIezNKTRp0sjHQnKCUaRJg/vV4lQdmcqFLjBAUQDJ28GV03J/jRKvKsLo4NppiflRhEnzVlpLnumbyu30nD0fXRHojHw6JdyTX41+tjzMylw1CSd+uMAoo7yzkhaPk5tiUy8QkvY4u3GIB69cKKvTkxsv87MSnql0PRy+p9iUjeG1zi7LGfG+bzrKSjVDEXjKCwWxRzhmks6i3KvOjac70iNZEU+R8aRIOYmhCzrGOEnR9YZ0mhPdlmrAAKW9Hk1LrKBHJ5RUMVJF+f3pOzqCESiyojW22ZZMO6GKZqcDfVfKkJFGj9IB8ZGaq+A573qeum12REkNDVE+E3hxlEz/WsPKRb7njaCNuODXklirD/l2c8ZJpSx7BZ+KXtTnWHdRGamIHUn88hK2v+nCNJ+GbscWTZ2sM6AOTYgWY/E5RbxbY54ubiqE0U4ONCxz/U5KWdYofZBG10PsXpSjxHQjN3TUX+epnm+JTHZ98i4u5e2KsgzUcnm76cWU1xql7ji3AoPBox4yrQvd6D2RLozNcjznKe2nNIbgPrn0uwD8na7r/j6A/xPAq33ff+rzwciTqWwyniSK+dJOTIVJkIfX7z1v91xLK65fOPdyGQTeakqWrkFFqSR6S56PpMk1x2GukdFYo1Dp9iF07x2hWG+AFVqpTBkVAooyBZT9LxVlAopQnKGgc8clDmbzaFrinsZQJlrR6/LsFBtTpmpSoWU+K5fMykJVQm/LiT5HMNt6ZATST7ZrZOTBLJZaD9defvRCVqan5zbW1ca0bgG4nuqDdaQ0l1iqlSDVM9cvdOJUxIRIfAMxzqQTPldiA2VV8BpWoUzoNXkzW+qkGONL5+5WqFzuF97lNkW8GEoV6YdS5sAlSTLn1Ksgp0K9DvZAZTk1TZ3w5igGE+sUsLsokC/2rRP3LOSZFUxbm/0Kmb+OQ0kj93OutBcKDSM/cXsXY+Ip79tIHpH4pEJ05N6jgkaFRVFtP6mrgevrlZN7Ngwmps2bpOjYzN2blWeyjND+p+1COcCQHxqpU3leQwFY58lYyAssgVgRdsZZNuZmqOvC82YMMVH2xhYC8hl62lQBVlRPaZZCj1hXXOAIlPHJd+cw+6Oef9/9sjPHEdrKlRpP6d2Da6d27KsHTdueHis1BICyG0fqOw8+cqHEizOk6xix/FPPDOcuQWNzXdx07/E3x7eU5wW8nOd9RdRN/7gmeY0ARk8y9X3/j/u+/4Pp82/1ff9dny9enkxlc5a+H6IE16vAA+qOQ2HChTJ8B4OQyoindy3y3UXsgjekrgG6EtVFmwSOQRmoCH8cRcFk/KJO4FqeY6uwZvfoGmb17Nlrh1Z5hewrmRQXlinHLGndaP6KBC1gtku6++gScLucmJIVCA5mln2NLAyUfx94n99PsX0bTHM8pnff5+fkXSOcIBtrH8PydyT1lPrC3UflJCRuMZW3RUFRBLjt0vmL9+uVoCwvJ7K5u37irmmZdUJU5GkKW3fr+n0uFPN1ktNYwsYDviT/yS8nl428R37msGi2Ks8zl99JWbBm0tc0uTjMK74cE7oYi/UWoZ58TtEvTopIE6nWpU9jna6/lMaDGmgsFyclpkGjUUWCKD+bR9OhzajYCdIcIpxrSRvut1fGZvKMKm7vR0ETiQwlyltx+RXf+tvHmUYKkSpgqjwJYpg3+VZ0FrAL89SleoShrtVj8lDeeRE2zlAXbp7IdThDnidirR3/zFfrguWeyW/tM+xTQFm8MkfZk5byjaTzB+uGZUh1U+0QovW0lvwp0xeo0+V76V0TuuLnQPKqbf7S8D+/N0OM7gqqfHCtLFYywILKA+axxtBelDPXYPvYSp4DauU9td/B956WcaMGqfZR6VvP4o08BuK4WgE1ntI7Qk+kspmVNZ20gHoQArHS5KyYHO/IScEjB8ltl88oB4rgb1lbaeA9izfsCUL67JF8lFdBpSpELJFBTlgPs7psoWuAvPi4UU1LJ7gIvUqK1PmL97OierA4LftWwrkiRVEBUBBMWp6KULFOU6wUV9Q/uHdhELwzSWdW0suxVWuUrTmEj/MX7w95cZLRdFIdZ/7XyALw0rm7doFAQlzpQs9hEXNUikxeLMU2nKMIXlWeuCKf5Vbj6UXUE4e679LknA0bJ0DzHnlXndtr5o5SJelkzl0L2A9S2g8+csF4DAwtABwPiLJBToleOAOoGrdqoPC/R8BnQb4evUwo3qVzd2s0jSiejo+ZQ2O9m1mvsw949Ogkue1uHJr6qmKnvcLLPrmQfWM9+jNz11buP5UEPsf/igxG+w56UoVsl2uRaTA2fXE6hE9chkX2WQa+o31u5u4r3XJbuSm/zvtkkFO9T+Oddc6+5GWlonpqRGgMJPsM/x+jyF0dk77eFoA5LhIo+/oSrVwkZJ1pKaKu6Wr+rH+vIBqlbVJ4VXpYDGkDpMzcc2qgzZK8Tp6FsxuHdd5qKCdjknKnmrsBGxOd22Nb6vq6W4k+ReVJMLwmbxs9l+p+H/rIxHqMYl30Kb3N9EQqm/moQZ2EvJLohevC/Rek88G9C8OgmcOeZAIMA/7aIPA2mGYlI6dJVzwAc7ZuUiTyIL4F4CXguQ+Jm26WvilYdLKYwe7xp1bsenATbB5Nc5lff0XCA3SiIpqRSI9pBFBOMuK7KjgUbVihuGyoEKd36Fq+dO5uOfIxle3g2qmdTIhMHAuaSp6vowjSE5RN4Bmv80GUSR6Jt9vIm9ErQqqK7qVzd/HcxVcH1wrzWrlz2I9RFlT5iYOk+SZ6/d7zZcW9TkgpdtHU98Lme/C9p+YeYytzOa5KHQJ2v0Na+TeR2+MuLhU+iEKk3ROM0scwFKSwAkWWl7AHHBBF0H5Ag41tzTJxAngJZWEVJ8K5C51gn2cYyTq9q54B7ffsf/zP53VSVQWOfXcJa0hukBXv/M51WARMFZc1CqqqShvKs0ObTDL6bPo1y+L7kyKQKruImlNBUkRpMYRumDCQJcoWQzOUrbOYHhFGrRuW3bsfdfyRN5VvK9TKqpbzJMVtY1P62033PPvPDEXh57jySGJyyRrEPor1lr15cxgEDSFFLrWss/Rb+94Mth8qOqxtyDKkfp+3dVPl36PXSwDTyTjCDtkx4irKoRoaUqUyxoWRPbh3YYg799sksZwlk4FuJcVxnuaPNAbOX0zxji+VMhz8T6nP3RCkkPWruwBwfnCG6INXZPX3CayySA8Ay7UE8gKrldSLKtmUExvY4yhTfdzFpRqMAhIPW+BqcGDDU5Tzc0pPpLJpNtvW/zN5ZoM4Tguw7ogjgdP5rHNBMhYuo5ozNGhSfh4BuFO73quTdry7U/+34oH8O+R7BltenbA4mTr3St6HE+5dutQ4+O8grMvNo2m90Xt6jterjeoXdsKs3ByK9gJF0fAumqQYZmGfKK8OTzQdNpWym+mL8M2xmDPJLyJtD/KnCqgucuGkSEVGJgfWi6m3I9Sbds/k93xIM4dBkARxeP3e8/UJQ+Qx5W3qeu3ajzxrc9B9z3hejqlFMTIql9YMdZ+IXHM0iujSPJbrSqokEL3WhXWKWBG1JF8e8YoURpIqRt6wOIZFoiXcJC/0oPG7Tvc47qRvVlvzLMQgY/nW9hEqMTmuPL23N6misQyukW8aGUf1GDLPenL1+R58prStR18VYfRpaTtH+S305Jfg/YfAB/Cx2k175J73Mel63CTlIw0TTUeNL0/7oMCedM4JENYsk7g+IUIDdaykFdY5RtuPy7XjFzI/yd7NAEq4RlJ8L527mxVIs1CHWeh4n6EsYFW0kqAB40k5R2t7aJ1LeXOsvg/b4Hhe2vffwLMVj4UmAuZs4zZ4Sm87PZHK5nMXX7WI3RrWkvdbNWjsV1oYQ8or1RYo+7m5OJ68avaDsAOeyocPlgayonDh0w+GH+m9Z/HGkN9VlBgmVRZZjrWk5RGEW7K9keSXXaJUfDxxlbOmdT04QpK8cHJV4Z0QR8aznX1rEjwvldhKoo9GsWFoQBIYZzcO8+buJnbpaproEq8ZcabrmegWV14mF9D5D93P+/J9AB+r4jY3mOINPDsYDKqsX5WA/HW6RoVqNvDN4zJzPK3WE9EHIh9JuThYuC2PWKcoKzkz3YFBf3N/BGLFl8+q8F1jmGw+jso9fHBtQIdxXeo6uf9y30aayImEsR6IfqmQ92EXROM4Ka7TPa2rWeorirTNJN2jQBEj8qWHJ8zk/hK2fqkQELlV5Y3jzLuhYf9/y6Pvs+2WPucv3i+HFSR+uV1XRnDZb6iwbFC5w3M9cRxhmMizwcR4RUUsU3t+HT5ZxgvbQPvRGrZvX4dZtJF5VxRJ+Wad3EwLLBYYNklfoyDQTIP9gjGoGJD6B/cuDAcrkOh5EuUfJ7Aym+0naVWb9E/5tbHtqL+PgOc//bp1k8PtxpCeqwy2JeoYyinywsFQkZzbePDzP3jfKkAsmypCbHsdY2yDSIldo+woQUV3hbLI56F8Uv8355irh4+x2BTLvkzp/4N7FwZvHmXYLCGLeqITTxBj0eQo1Wy8a0wsvWL0OJAPLvYjjzTayGMygLKCq4cIkChPGI7wEPiRe988XOccq4j4ZY3XnNTehS8EWu35eYLoiVQ2AdiBGa2UZGdVAQZUqFq1VQ87sXbmtUwSpBligSLvYAqcvvfA8LnB1Lq7PTrDdz3p/WVx34Zl56DxLiflUdGg6BnPg986RibQKTY1EpJ4GD0mk8S8WsiAToSNAUYLPSPH68LDXVzC6/eex11cMih2PmqO+bdW3NKYoLXO9p45HtVVp3x7iznllwX0NLgvgk/r8Gx5GG9cPUNRcFS5URRCUTfUKGkrkB5AXQa9TtRcPAMZMdHYTNd2rQ24w3w59sivTuCet1n6VuXKTyba1mxPGkEtHlpEDwIpikfUCZLxxFFfpnKp9zb8cu3jPTfR4h/vfmUeyivv+TEOF2PXUvJSntx1IxtnnjyvLSKqlqgq9wgZecu0Ih5a+avMjNBKInJAWRSUFvRk2eONGn1XedjRr7J8n6ULbB91Dx+7ay1SxFDKVdVt4smMzXX5mUNuFKE+Fhm1EN5JuohL3eC+LRTl9HV4E7ZtFDHXNqKBegNFgQ+Q9Bx3OsUTp7Q9qfREKpvmpBx1k3wQQ+cRd1geHLQoGaeirlpFGLWDE124iWrRiVmgw87KASTohlmpfAxcu/ff5mMmTT5LFGSCyKESB80tDILjBszEe7BICC1X0N6UTadVuCmSmgbs2fKwDE6gdt8T0WB9ONfWFBt8H76luOQTD9Nzm7KAyKEp5z90v+Slq09nyPuz5Zg+jcVlGoCJydPThT6D9wxI75VT4FqJF3rwkQuDO0gQr9yO65Lm+R+UazcLj/mo06QoPHfx1WLBH8MI09FNsFNZMyK2KMd6ZkR1Vp7PYQgeQSfiO0NRUC+jipfSbVRyv1sj95e8UT8VLZZjBbtoiSvHU3nNqn7AuME3mJZjKoGy/Qlgt/vifwQTlCIp7A9wxy1OhV/20TUsosL8VBlbyvOciDUWW8fIS7Ljg7rRFeluKBgZ6Rel7rmLrxpULy8wAwpa6CfmFfAxfCCPdSDF/H5UnmPcMRd+cGFZCsEwqBAn6xlMvCjr4WW8AMxRFtSxDzCUIihnVrY+KDeuosTneuTIr9RPoTIH33tqlJ3X7z2fn9lgWh8VK4rWy3ih/HkRpU0VHee3RxcxHG+b77OcL8Eis+9P14lOJ8MzLy5TQ8greUAtz3z4AOUh9w+9LWCH62N5QRHTOUoL87wCRbSVC7dSOjk0jHOLUB7fN5MMvSn9Qfg+WJwWXhGcduTQfRODqqfUcQyx7ueJ3zuSz0KeV2IdKrikAMA6XVMjY4an9A7SE6lsmhXhEUWWiiiX+UhIRWD0OUXQOABuWmvPbB4cdfyEKhiX0nqEP0/qCgTq7R40jIAK41rej+I9VcDyfxRwr8QTafxE2qj7S+fuDgrQOr7P8lzC3TJRaB2uUWLyxAKv9sakgrcahGLeLzRFaBpSZRYwCLX2BWDgIyN8DDuYy7MknXCXDgHS9o2QFSpOzqAwytYaFi1k2loGRSF0AiD6mlCRCkH09UHSVeg+P+WfCh3jaDWtVtqsF3Ex6kEHAOryzmAVb8h7VIQBW980Xlby37eBG/L5mvIdjYu1pLV035D/TGcqk7NHHYXCowiVkuv5wUculAVIETK73sGbokZJ+cvGlouTpnxT96jhB/Z503f1RCeglkXqHVhKOhK2VI2FxLsZgyo3Ur1/DB9oxz2zD6ryHHkkANtHiFw/DgIWteU8uO+8NWa/Y1IKSwJg+2VDdkcxlSEPSOlSkSatXR9L85/hz5MuvF2n31pfrbl6ATu/ROMppTU9t6njbf1Y5jhz3kwvk/J+zERCdyHDT+kt0xOpbJrVg4lMXI4MKO6HqM+GezUuUISkdjxO3nAu9xsoA4SuvI3N++DaKT5877vKhVlZzJJduBoDNUNZKc3tT6i4UsaK2/Dg2mlx7QZkEBOgCFUqOwlRe+7iqxbVEUUoI2FqnS6H60RoVMH7OnxyQAduloU5RN1yWrckrmiBHPuWV197NEiFHhESnShnaWP51w7xdfhkdpdHyNsUm6HOGHPKvuB3LTiW/wmVzsjfcuB1g2Bx1C0MlvhtSZPfa+FF91tcpgliLeVPMZY4kqD6lMbZa4dmqxmzRx7RqrSa+GBxalbzmphN8gHYBSIqqH2MKtuEMVi6g8IaeexUinmw96NBauku5FgVRdos3Hgo+fA5prlCMcoUXfLH90F+L2A3yk7v5omI4xIwMbkGdVWlya/WhjyzIktT26e5wpd16QwtAAWZZLyjJ6KsciqaQWfXwg/H1iwZfXrgA/PXPFJ/N7tTHMvzJyjIFlFVdfGi3ANSTLYqWUwnyYO8wpt5y44LeU9culw3MHX+4M9eKHH6y7Q1m568NEdR5mYoiq8ip5S32r8jlzrrJZ329Qaetf2bbu/IuNE0Bc3OMeozlD42K2XUXR+497BB81rGnqKiuqaBKKL2jeuw3r5k1Od+5VzTlXL7UOI9lTR0i3MR5y8/j3nFfi7AkNbn1D3PvsB54iXUi6uWsh+zKrpjoR1P6S3Tk6ls6sKg9L86EosdKC1Cyc++BLNXo0HBdKAGiFS26tbung8pUtcQz9RWi498kc8F7KStAstbfpJXXljgiNfObhzWFpsqb0npzYNYLdwF7LssQxIUunnwFJv/n703Co0zy9bFvnmshBQUFxJQ3x/+sqU6HBLqXMQlamoGNWfKijGavBjZxTx0Uw19LxJnGiKzJaXJAAAgAElEQVSNocHNtLGaNgx4pAfPxSKnoYvph0vZQnk5wulY1ReL00Ur3CvuqQQ6pyS7Cv5jPeQhBfWQerx5WPtba+2/yjOT0J0ZgzcYyaW//n/v/e+99lrf+tZaOMFSzNvMKyxnLg3Q5VxS8JzlGVnVQVBE6WS8ULgMCUYKB7hWG2L/hjFlQTmzG7Gy6gM/Jg9L04ftMPwkEnDm0G02KiIJYveeR0VS+dG8vidrkYmW/UGOcL13NfH+OYE4ObIAn6jP3lXPNoRGplcWe0rbmMoWwAOQa2AlGDZ8/gIMeU8RB/c4dGoqpY1vnv6SVwCHds8I5eKB5Pd/HmnM78X8//l+niOmPsy7FFPs7wYMVeIBS6UyhSmFs1pQQKOCDldhgXO5FGxqfAIzkaMoZ+2Z+84wXOD7ESgiEXro9y+gxoEqK3kF0z+D/38VshdkF2VplDYKMPQor1B4RJtjCApqlF6HLUWcfgiIuX9eXoVCAFFA4AJipWyIyKNRmB9NG+hs3rDII6deUWWfvfzMr8En7u/5tU+q1tDdfwidq8lRSakjmiFlFso9S+6zeUPg961f3/x5+DcwBdlTZdweyZcdRgpLpZQP/sobtK9o0VlNhTM/f2xhnzSv79nfqIB6o5X9ftU8vGnfW3s9lU3ArFcif94S88Igt2moeDBQZEphyC88ul0WXOQ1EFuHsxbqSi4RLaBoH1Zg+TwpxNL4u4A9VyM/PcfoskMOz9xhNO8iNvNcGf+8IPwri704wOd5fJ3yW/04w5x2xzVgRbhKrdN1STvC9gtgB1tyDd8Bhex8+C77dxnTws0rFR6hAWTu0vjyNezrvOXTS1HxbC7uyd/OZpQTnOWuJrI8D6tU9ZX7m3uWoo+zKAcUdKlF/q9hX9biCqajU9kHPwds4bnMuRilE0lhigb78tuYKlLYGKFwZaTzoPOzgDiAwRkCEXoa5obIe5TJgG0Fpuxw7ZzBUPlw76i0nncV+jEPoYdCffHQxkh01XsXfPNIpr8fv3vulOywn/JlPXVsfp36v/F+s54bfo8O3RV5bsSN5XeGryhx6ZWWvGI9DD89H5LINpVDcry9kpSGZz0J+zANn/v0YjQoeM9ZlBfAFIl5hwrm36P3WKRO5vq9EuTVTANjFhrtjeJZqJ0HG+hVSWGGFPfWeXy9JuPPI5mcozwQALtuintLwybfPLWD48uv0eB50XU2I3G6eo1oNBHkyMsgrg+nDFYWe4aceqM/9wzd45zzoX1Hy4PyHqxvnvciUGamiPPBApbpwDfu5Zxx0z+oTivwfB+/gJ2T7h2tYV9+cWi+otv5JPyvoCW8ad9Pez2Vzbzyw4XLReoteO+aglWD0e8/RMRXKvxmFHOb/IHJlgZXkN9YeT5dQNvqfxuCAULfNJAlXDPzYH2aO6T8OGYpM2Fcenj7xv5zTOQhho3cP61iCSeW+HsWdyWd/pwKTHNxTwJyhsD6oGX5zVKgetwXRYhpi3hgfeUSNXMOeUimiF1oVLifIuLCYhiET3hHNQjKe4IlsFY8Uyixqk6GRIVPgoAKDGGJ4b1yR5Sbc/0LRO+6cGVkwQQ8LHzpRX7u3VNsT2dwhV3TYAAehnRh5q8JzQf9ALAAtDBXHhGg0ug/U95qvuWRrLwhdmbIqU+QrDQAImbcix9A5tnP5Zn7x2ecu3v/1j7XwzWPbr2Kn+y5eB6RDAdShJbnkF1FhIeub3SrPsntT37XK2vuMC1sjMz9zQPeH+6BEtA/rUYJ97X/87koeVIS8o2H5RA2jxnEneuCjgrzI7DCCu9b2BhZedmwD6IgRh7idH8Pwz51xo0GuHFMvo+cj6eIgxE9Os40dLxm3s3fGSxfrAcViJj65pVAjxy7vxWujKyMKccMTM9r6Jt6NLwSSuUrrHMtD+yNCP7z2z1vPLPN8NxMzktGS8i5gjMkcTaNvDfOG3c0PpzRofd1bSpNFBxthzIa0ADBiA7m5ENlsWfP8tQP/s7ncs+4ACNt7AfRawb7+cZz2yeyd3uZ51Hles8CfWe1WXmA37Tvtb2eyiZgED5bXskCbHMEBUc3Cn96VDGV/2sVHC80+PcgaCqLPUGG8vqCt2LPJVfdGvbtedfcoeGVEAotnw90mBtTihgBnHcKw0JAOUM1mBq604LHC1P+G7oo0iFk3BxTGK+6szynMVjVkQseAJ4Z2uqDUqISiUE5VIuTgt4hdkRrFVHh871xQQUlfK866CNBhi5qOi+RS/2aKPqa93TW3HB+rs34WwpTEkJLkMmzFhAp8AAMQeE94aqbhP8zVcxU42dBWOuhvwJbS0OoKyspZjHfLkfM76Kmufr43rTfcLxVv54dujs5cu951j6Di9RfmJHQne84lMuMjCKuf7b84U8E9Hl4nylmG3i+PZ/xd39Q8v9DTCHV3s02OSrNLkHoFdMUprR4bmgKVaSSYmY8YYTx+Co+14KCTnqPn2OPDuWNzFkGAlEx3jv0O+JeY9rYSYphz3KNfRVk4RAxYu+9FBynp2xwL3seYermgWPy8m9ofVCuM9fAk1esJ0/18J+nNmb9jI1jCc9KipmNJ83xXCH9V3Q7rzh72ZTilftC38GMtFL5PmkLMoipydRDtoHZzXuA8ig4MJOzCOTmdd59No+Y1kWDz/VT9/vQ3ff59HURigyY7PaK4TymFW/+jbzpWR4Edw/ttzMmcA7cH99STr9+zn75e+TH8qdu53/kv9eovZ7K5plYKky0rEnAE0xbvUNEC7k7rgEPRTCyLizgUl7ABQcw4GAIVcbqf3uI/kHVkqr7l87FHjYGK9bUFw9NEV2If1au98xqo8v+38GQhXwKJLrEgmVL13UXNd1Q98e34kjdPEqRa6XjiblEkriPyl/kxnSocWF+hDYauD++pW54Hyw0Wi6gcl3c9KqoXQXwNy4357lZ2Jq+iW0FMQJC48ILKyqlLVO+N7GLDIm66mvo6vj3yk1gJaDOdMum4V5P3D1Do6tbg1Qcl1LHmrp+OuI8NhAdzjV01U23j7WYz5d3g/L3y3bYTEWVP5drs7GMJQoqA/RwysaJ3pOuvv5BVebfHfbAP1nABccZEFs1bILbNOIDD8Mznsq1itCliJCnwpUR+gfVuIJSKs8qbBgSW/moZ27Pa4b0MvCrsOHQF490+APW6yfeTT9EhN5RaVBulzNgIuqER3X595UZAVocKxU3uFJ9YS/quFcg7+gsIFgbonDWrx/aGLkHvJJ3FjwwdAVSfgwxTT0JTfMKBiVay/8B6vZmUQQio91xTdaIG5fKAfIhw3dVvqTu32Xrjxq1K+FdewMz7H8tvzvLVR1K3Or7IUWAHiKvUH0FU8z8gZxC33n/tDqdV/apW4ezFDJyDlPE8oceKno2/Pkzy3Dg725+oiBCuPkk9WohKHg5aoIqq0S75xGvVY7bfx5AhKmiG7C0c/p8epRCXzCEBZaxEfWFjSkbJ2Y4ntl1les9A3OAWDmmUQP3NwaO8h4ZYlDH8U/13a04j8vDkgVSwSml+Tac8dmb9r2211PZzFlYqsz4Rh5P3v04K2kzHGoCx2G7DAD/pHkvVWCehU2ZIM6l5g+7+ZDvkfemAE3jcWjf6eY6R1yBIigiqmgk9nn/tIrVVgeA8aCSokRl51N+zLJiAXMvqfXMvw1dXz2CEgQII7GzcYJGsa2KLl3YtWIXXdSwid042fEKVDiwVnmEMAxtbhQRPcv9P+82A4CBzGUNXdTQRTZO1AW1hBNFMnaxicpiT8o0BgQ2H9yihyEsVyj7xHecFDMVYJrPlC2MJa8czuFChWEbDXPV+gNxxdUmXkCEZmj5zysjtdz5jAQZdopbU5Hc0WFf7EbjqaFrisEZEJVb5TyHg71/apSFmdxCzs+8ywMZuF5+HrzRo+iadxvnxuq9EDMTUOet+/yBnm+MbGZ/gwGkfaEywd95D3evmYbb1emPgBBNz+tnXOPnkmOuoav80cL8yJA0N1adH2/czGo+gCZFhLACiJQ+3Xtn0leuz2iPAFHWDT3g3Xi1cQ0P2ZXMlPMUU1xfdcn6Pq2Yd0X5gfwe5QnH5t/R/Gg62h2wvj6dETyHnJx0RrV/xpTR52V1vqWIzwW2VyGhQRmeQnPTHBqdznhO/v7JjGeHNZgUs9iwZz+ZpxmI5ewQBlzMjyynKDCTxqLBoEDkJcl7vbSvr1q/KWxNPEesaM76jkej3bNV+c2Pi/ch9/hN+8Ha66lspnL4UcFSYrbn6vCg9BuBQUS08M9L6rJuowE8lATCGuE3DwD/XC3VyXnJ6v4y4CEJ/666ZwVriwmGl3ASWXgqVFNXbSMN36U1CCcMUxdt71wchfkRjt6HJnDvnK6aQKK17VGIy7n5eBKuS2DBPd7aHiJGM+nWOLd+05WeIcFhs47uWBTMNexjH2tYb7Us1cuCHVz7WItrlTPZfmqKvwY6rZgLWIW9d7+fA/ipuOaXcIIbeKyVdpJipsquXzPe6IiCX64Jn5Soa4IMDbTtnYW1kI0FOa2hK5SAWa4w2PVqfMxDld3ovcPeKQ2QwpVRpIx4JMIHs9Atvj5o6Vz6Njkq6VrS9ZG634ecCETEe302D6wVGUcNXUnKT0X4zM3ngvHMkmKGwsYo4nXWil0x1M5MeWSpUTZFnYawluOxKTJEpJ/jPod4BhL3mUednmPaW+Cjqbm3GH3PRiPpzLmXh5YNgKgkuWd+/amREIwYzxXWgMGnwYANB2ENjluewhLa/0YOavKQ1UCl+9sr0k6WcD65d7rjWlQalu9kpuEO5yI/h7mEh2EurpnROjlyFa7Yp7A+MiQz0+QA4b5EnlP7s0/grzlLh+GPly3QU68byuea8u6aZV5QI47zc2b3iSrUeDc/cvzcBbf+aACQh0uAw1OOnmK2UsTzhbQHUr3Cd/sHVZX57XHDMm6wj0PnseB8bbgxPIHsjcCv1T0SkHKVJWFdNxf3zKgZynvU4gM5Q5oyX5W6y+4fr6WRy310LmtNDcbLiJXzFcSgBu81RLwm5nPXfAXZO6dVfU95YGVyVIrkfXR+8D6vmUv6dWx/cmXz5s2bw5s3b/5vN2/e/I83b97893/Md9TVM5T/vyqJ7RQCwY2TIuc+hFW/eRp/ngdTWJ1GF2fOAPUuGL1nvl9eMFIpnNUCwqDX+g0R3KvfAcLbQ6ZcUiVL++v9mNiCkByVC+LiPS/NjHqMfuZ/D0LQI6ulwUT5kxjA+IGpfW0JJxqkoKgZHFKN6cCWKWQrhbph8c6M8WFGCcZhjBBEa4cHs38uuT7eGr9sClyENniBO4M36HmSAOIsAvmWIkpUDzheHdu5Ia8ZEqN8zLgXx5Ihdp/NjCbPN4/mEPGdhVCwDaeRmZl70f+d9wpKB5X7/DOmihfkXu+svuf3DYCYhw3ovCidhG0Fs1FLF+AwMyn7cPr6KbQqtDxS7CkL6nEI88X/z6pQ5TNSzEQNZ8gZXb9B4cnvMXoIppDIYDzTMIzQP9+G4ed54A6fmeIbzVFOSZnV1xq6Msfub0oPYHNIPmkmM1uKKXdz9N6D4jjT6BlC1pFPXu+fM4MfqW1hxuc0CvKKcHgOFaUoih9uLwyt/3kvzRRvOfzk+pmJMqawOU4xJbv9fEylTfNtFh2CLV8la1ajIu7vx/1Lw5G/P0Xs8uczcl6MqcBMZ5C9Up69ad9L+5Mrm6H99aNHj/7Fo0eP/uUfczHdr+SrATAUjwf90xDx7BZodOClMMF0ZcaB+28QBw8EpOfT089i4UMrnxw3H3X5RKLh9rE2VVZN+7wQrL8hjOdDvihCqhp/iDjkMUGG6xCL8YvjDdTQxRwuxJ0KRAELmkj5qvXDj7vUmghnyQdveP4XUQ3nhuofVFHYGKmiq1zNcgEnWBLhWA4oKFHdX4qSVkPX6AVPoYKJY8BDE64cP1NfMKBFkz9fFS7mCZZwY/xYUdpGsa2oX4JMrPczQ3GJuKoQJ98op5ApAjuEzWuY0yWcyPslUkH09+q0EdQ6XdfnaSAa2xN515OHJeHKBcMhGwdFfgNqEEyOSlrCj6htNk7QW64IzzA8m6m6vBDNxoYu3R/fMgU2f0Dm0FENZkoRBWEBkLXhEZUwx9lYqBb164fyc/EwSg9DhG8q/dhXM1y3cNf9FhEKhHmYd2GWPvccce7b8P4UuXkS3g3MvTg5KmlkPfNvRmUmPQpGlyzvH+aSqKcaT97wccpddAAOpS9tNIDzEEg3tCApVbiG4fq8C9z3LS9vznPuTY8+hbH0T6tRANPkSKLDPafd3w9w6ysoSD7H7aw2+WWcZUCjnSlfnmKmuz9y3QZZT2VXg9zCfBDZLMyP1IhQNHjFKaNUeMJ4+6fVaN4i2tUtyLlwBkOFA1VL99C/g505VIiIQC/AUsx9jtjgopJ01V1DmeIpRpxTKqOpzZOmjJqHFWhgo1waQoEWv7+6qCk9x6/5qHGuUjNKprK7kKeaowAB5lmKkuxToXzqLkwQB0ZyHQTPCoBYkfUI6bzzHKRGOeKaZvEPwN0/rKWpDDBv2vfa/lyUzf9XLYMID8L97g/SXgGLa6qTYfhgFnTOz5gz7G9yf89vivw9UnefwG3snK4a5D90B3fgh02lUaHgxYwN4IjeGRK89UkQuAmitD55i1EFrWu8twY7rfyRGy4cCpqqJLQTLIl7OTAn8RQYNQsxkhsoDKqsOMWGB/MF5kSAPISid1Ppec7s88LGCLvYRBc14SWGhbCEE1WCu+Na7IbKtSiXnJubDImlc5oRQJQhQedgdRqx8Nw/HiRDxOuPPwF7X1+9+h1EQTrhu0s4USVmH2u29tnXhfg9J8UsOpyi5NnkH8/gQubnXxW/M0yjUAuWrSAbJ1PKOwPWPKKXH/PkvBQjgV6pmuVV4OGT5P4WOJkRrQGIggZwDTOVpOjADZ9pINEQFpzA+WYf3SGrkf9waWyG1g/Oj2+F+ZHM73PnSQljmVmKdT73f/Yvp/xqMCWMJ50hIJfBBRshlLzXwivumUelwjxE75p9v5ZD5l7BcY0UhyAXOG8XmJvKFKHzMQyfnSEqvOFzdlIRU94o3d78HhDLd+T+do6oYpGXqbp+P3BjyM+P3yeJC2z1174KCZ11DwRUnK7ygO4VNkYxJYZADFHhNPSZqYuemhfOu6K1AAYwhWbuY23as3MOW/upfGdKlg1hBSwCVYjyxnPlfV84n5pOyX0W5YX1sj2NlWkvzyM6G++1glcaR2/a99P+HJTN/wTgf7l58+Z/uHnz5r+edcHNmzf/9c2bN/893ewZEnMvheAdAEaIDoheeyycSUUEh4i4kxrNyEYE5Ex4ZBEBfQVx0vKcNTXzM8evia4DzLIHTMAFizjKMzlE3BZkfIWNEToHq+jdrWAN++iVK6ihiwvMKQ/M50ybKs01D1HmhkE5veRS88xy6+cPtfmQ23PeOGS0GvexJgjWV8AWdmwszP/4FVQ59OPiYX9/fCtKUpwgE4TBW8tB6DDopf/rKvoHVaxhXwUg0dNdbCqaWl88BJNPK2cw58ZUy3heUNn2uGHzRx5wiLrex1rsYnye++nf24w8cZpE2imFRHXzikV3XDNkwqHbk6MSGsW2oO7ehX8tRDa7IKKI9zp0Sh0DCogQ0oWYylxPfllSbhzzXapythJHypJfy6AkIFa6+K4TZKZ8+UP+svy/hm7EW1YFzyvDHq3k+s4HERARySH2njerKcP4rFTW1uRhKSrOoDLAlUOMFKBrbh8BMQLp5kzTJcH9nc8GNBdlhsRKLs47wzB1Yw98N10/wasSZUgYCjq5iV1DBJ9bpHxlsadKGPmmXKuV6z2TpaSKhL53UYs5cfMxABBV6fK5FCkbvaubSONKrCjgocxbGw3Ljxmaurlp9CxYn5XzR1rGU0RyJh+INHlYsrRL+aCX/Nr6rfsciL0eRAAX4rmKDNKrDqW+ap8XfjOapv4QHeU8OZRU09xRoVxxfG7+W0GclguwM5P9Tm2OuDfJ41XOs0s32DkQzn7eLc33TXpORI8ZwjJ6hFSEmhYscOWVn+zPvlD+d0qxZbuMmP4yDHSs8J51PZ8FLxu9IkPoHoki/f8cWvZH/nuN2p+DsvnjR48eLUKW8t/cvHlzOX/Bo0eP/sdHjx79S7rZFaXiBgBMOARlUQMT/CGT2j01vdGKU5qc4qm1u9mGFl0OIE78DkxzcGAbrX790ASOJ6U7NEu5MXluZOoCikhk5xgYNANBtXaxCZ96KLIqh7l+cmxP5MAYLRcs3ybbLH4R++UsUB44tBq7qEVoWqPY1vFPzkvKddL5vCr9ID1CkZbLmLLs9SB/bgqupkw5gwUkhVaDBKR4CgUDdYhMeNeKzlUKDdyIyPI5JEKT9LMRWfRr53nue4Hrlj84MYTMTaCBdFFTSoS6Mc9gKYsgSjuRYo3WDXQOXz60cGVk+8bTKJBDLbn+GGQxdGP4ysacR70iHux5SZUij2oqfSA1RW9yXoqVcCrLRK1SxKhVNLf/JD88msxGr8OCc3G6w6RWdIrsUA66PEoWGSWpjDtBJuN3rlfPM1RFO8wt3bcRVSdFjLa57yrqFhSFLmqmfCzkvBbeg8OfpLvkczLmDtIMicowv06iiPHQVw2+yB/G5w6t9Nw4h7wDMMVyw67TtGP35f9+D+kev+oCI2FBMx7x1vljvXNvFJNrSNe8WwMRMu/G4xW/qO9cd54mM8sDkcJSmeXny6O+z2eg1Ajr8rxkcoH3IHoJRJxcDT4NbYp3eDXIjnC9xirM4rMO5dxUtD2FIY55lNaX1/V9dC2fyk7XGdft0+lqb9o3vmJnyGVI7BkZYmTat1TWsb7joaNZDMM1V2HvyvNA37QfrP3Jlc1Hjx5dhJ//J4D/CcB/+4e+4zkfUZJW15JiBvwPiMjNWvHCWX/1xUMwVc9MPtYw93AvVImYAhYVO4z7otHK7ONXQeCQvBxIzVF6HdeIQEXE7xQa5Vo6nuACc/j09DPM4SJSNnXjXkaMHuQ28gXm0EVNBNdvEW86jpNuGArS0JJipjy8LiSvpeZchGz6JZzYd58iFnJOcV3DPuZwYXw9H+iw4tCn3BxrzlQA+Fjc+ZyvJZzI90Iqpgzi5sdKLucaxz1vh76uF+SEInlJkHV0q3hf+kQELR9kdXn6d0Vfiy4B/1mMRvcPqvrcNeyrwPR90bkf11SRK2yMNL8pFWmtHBRSgGiU9NAJ4nxfh+Fnzu05+WXJ3nPqrg+oO4bA1njHngdbx1Rm1Djh/T0fOKxXVaCZ34/3v4bYqg+8OZ8DNULx888IBgZ+C3UXU4nUggLsezBK2OfSYCLzteJkj+OSkcbBAgtECqeCu4ZQbwvfZ6PYVlSJ70M5bk6RjQ5NV1lMg73mncJGJBIynzTwPKqrHHhA+87v6j4g8uwViueYzlWbIubvwhnd7NNXNubIqxBQQDVcmNj8sktNx35kEMMrj0gFNHFqbYY5Apznwn9viJibTtfu/MjyQnIfeEQ09JPt9waZXIu5vd1xzVDLsPaJnCunm0ou13WOBtRA29zP87E85nysYV8UzhWn8IX7RdXHnlgAWv+0qindtC9+vgLKqcZrWBdeNkUIMtF0nidhfvVsZGNkPvXw1Mat5SqJMK8Y1UV51mEeE2S2VvKVg/IgxrUZvPE37Xtvf1Jl8+bNm//5zZs3/wv+DuC/A/C//8EvpuHQ2hjF9Yxp7ZzbQeGREQpYH/EsX0siLkdhfmS1u88gh9KTECiSwvhMPJgvQxZ/BkNbw6Kfw4UIc14bLOL69UPjfz03YVq4MrLSkbB0QDrOX5grMxsnQBL6NbRo432sxcKUVjEtSgY1QfraRQ37WBNuonf7eOHCz2gRphaFXita7lHlcTqFlUhiXqi20bBAgHk7DG8VA9yx4Lh1wRV2f3xL51hds6kFGby8sIAejulW8b4qXkxZVFnsWUJ8X789z+lM5QeRdFr5dP8+xg1sD+5ZZDlT7QCxQrAS/+6RP7bKR67SUlBm9rFm1z0VlFw5y5eNoO/5U5636oOgJufB3RkOYyKaMw9Ij8aSD3UVVpIPcQqgzumq7Y005sr5pulvnrhk57kDCDDeoj4vzf0DAPzz2AiahUycTadCwfMw/z5gAuJG9YelpvvJtyGUIkBFlAaIGjP5cQfZ00DbFOiwjvJZCnRN5NzJk/MS2uOGoaTPHU2CxtMQqH9k6L+280AJCenY1GB/Kgc+53oJJ+INODUOn8pKBjm6uWZwoHdh+oBGRUWJYlGRhxmkavCE9z8L8QMMoVZF+dwpMD4y3Lu2h9C5BBBTKZzx4V3wvLdSAh7mPveNRkcq/1XPDe/Pd7ABW7tX3bWUt8FQqqGr548HGKhURTlsAcn8wbyl5y4AMMj65vU9rA46+p0onyzpBY7SkEHyJiu9amHae0NPW33xUNa6W2ftcUPBkHwkvxbyWIGOm/ItorY5F3FhfgT8NdQNDtj8FeZHFgz7NNzDI/orbl2FuY+KD/Beafj+qyo0vWnfS/tTI5v/FYC/v3nz5j8A+F8BHD569Oh//kNf4qbR+tpeSPDgcNGIeXeGctdCi4JVzo2rFXFkruXSveRd3r6l0DKC+hzHn2Gk8RJOLO9ZQHG0ZBv74/oclSuECMJRuYD1VkuvycaJRX97N3jq+uvQq8KVETqnq+iiJlYmrXc+Jy+EFyxSmBVENM9k6oKfYOPSaiUO9asO+lLFhgT3BUEk749vxVGncIcL70vhNjROGyD9OgjzUCt2cX98C200ovtp9RpY/k0fLOCFKg9SIKyRGa6k0vEEeObuPYtykLrE7+H37rg2pYxp+qkVC2K4P76FymJPEak17AsCF1BZv47z/Kno/0+dO3k+zr051V9yzTiW1AVQeS5grhEFo/LBufPKXndci9diCqOIAPpuffS7R1UV9U5g6IfncAKxK/Qc8R4EDPkiWpOaDGAe3cL8KHIve96mGn9wfX1uLnPy2VEt0iYAACAASURBVHyfJ0fC/WSBgTwVhTkINfvAmeOdpZaxYvLLktF+LgdeckBN6a6PuOWUO8HgVASHdBzOzzCMJScbVenw85tb435+dc5SmOdmKN/RrA6Xg7JPLw/d7gEhZsEIlUEbtqeBwK1MECdtT+33qUjqaznuKBu/PytTCN8Pr/fc/hQagR5RDgBbs17RvJxTEr1Be82uwTWnPM5oRMoBd7bkLs0XLdnELpDZO4r2QlA4FRG/bNQkP9aI1+2a8jqJvF625ys16cn0d1SWXLYsEFHf5D/WrmL284uSA1nHsuLeCXIFO0JjXlh6WjzN5pXFKt6076X9SZXNR48evXj06NFfhX//9aNHjz77Y75XK3b1cNCSap68TfLvRuxyZ2Wd7rim6EPndBX9g6pGfwLTEY6Vv+2hcr2H1eOOlXSjErYBEyoUgENoeULyKD1/rIG2ool4CuBaLoLT8U+p0Hm0ZHIk6XHwJHD2vhZBVB30tTwXgAh99S5hHj6V6z1JYE6lgJvd85S8e3VekBQG5VApbkCI3b9a/NjyfM7L3DA6Xe8BAE+BXrkic+3GfX98S+efgkrRuBUX/e7czv2DqlnMAD6ck3lnlC1/J+LEvIEJMq2TXkNXDQFNffPQITpnObTlsuX3Gy0XJMcn3co8pAI3E5B3voZ91D86VKSWya+jNF5IFBmiIkqDqo0GKh/1ogT1ODdhrQjZU8uAwCh8FjhQJSe8X+ZjneLjpbZGdO0AkRs7StAcrpkclTQhO+eeja5gHkaVj3qqZOQzARARAzCVqmXqIM6701mq0N0rMibDGPKHMq/Rql8sBhD6TJ7qqFzQd0iXczZOFGUmlcHn2OX8dsc1RZm8G573UgMk7CsqnpXFnt6XCnOj2Ba5gURLgJIuobxSjjnfwmc+MT9LRp5gCW00oiCnLmpGGfL0BGdMUhnYxK4FZKTxY5WjPQ/0f121fQQAvw0G2VUbN+VYc3EPGRJbTwvQLCE0Nv3zmPKMwS0R3QFOFnovDsdEzudlWEoeUp44l+H9TPG8vTfgGqyut3Ozq5ESKBQAIvrOJ+Xbwk1lpPg1AL+AFkQg2khe5eFy3fYKn5MipkslIluVS50iapOHJR3nreJ9vaYL8QDhoZ0NhfkR8NB5nFIJapoKeONcsj8Q1FNlH3mgLjBQvQ1/bd/jtRGvPLyHbJxI0Bi9TU6xJIKv1w9hhlPq3h1/n3/jSv+h258a2fz/1PKHmFbboMAIP1UAOY4NF6S6ToeI4XlPLg9WWYJgQb2w/wOwTTsLVQkbP6rqAxOuqgiE+2hqhnGs1Hju4yvbC/d7HuWdd99P3fhy96RShoXfX44wQj7CuEvHExTmDVHhweMj1QH37PMZ4wnvIClmcSBWuD5SNIIiV9gYKd9O7/eZoAPehaMR+q7p/xcCyX4hV9nnq7iP+QhRnU8Ah+U6gFcUF3Dvw69bj1IAzsUV7olhjDJk4wSb2I3HkeMUM7UT+9od1yKhyucTtaPCrIgnMK2cpNMBVOQO+gom2vdhoIk4ZUUDZtxhr3s2nYFaeE5i6EPlei9GF1/lVfB/D9dQGeT/WR1K2xC69pl4PN/Ia6VilSDTzAceLef4ptz3HF82HYTD91Urdi3HJEwmRAd9aNE6CHtAf2JamY68FUE2+ewMfAdtNNSAm5rjeXev8H/vcvdKTMTXSzn0ZArVU48N7Pd84n7u78jjEeaTe8RzYiP5dG4ooKJZfjy/LyjEI6e+8V161C4XMJc/dzimKZQdiChT98e3DKkdwn7PR2OHtotNc/OHfhL11pbJ2qJ8i1IIsTmvWed0dQoRjDjmgRtKAy0pZkJ98t6QfHPvC09y6yP8ZO5g7lXSTbS0Ju8d+LOTo9L0WYFXpAsEpiuHseVpT2/aD9JeS2VzCSeKTjIQQt1tLkJO60Cn4bPwkyhAlJJiGJSXXwRUIkWsqAHAJfkRIZ9DiAXJwy3wPH30syIDZ2LRt9Gwyhzn5n6MXJs+0GTFBUs8hLnxNgIaeE/+/375YZwCBZAN+jehxOBizwTCL4xfRhRmCzt2YD1EvEldsE6Un/AcQAfYKW6h9N5EURofHKH9IQcWwf2cOrpD4N8mkBQnOHPjv5Y7uANS1ygKOZ5K7uSohFGzEKFdvB+REV+VZ1Qu6DUMPvJKlbr9iAoSBXxuiEqGRCPCFUkmyR0BjT2SdFAZEkx+KejfreJ9tcz9wVNfPNQ+JsVM+5AUM6wPWpLG6byE5uIeChsj5f36aOpasYvm4h4mRyX86vrH0VxgQcawgy3tHxDerz/LGJjw0EWFh8b3RHcuFWUqWb9a/FiSusNQZCoDhQ1BczMkqFzvmYKfU/CItAGivDXQ1lRWU4qUUySjz0IwR1Sq7kpAk0Mgkyq8QYZQ6czGifDPgnuuvngYRe9T0YwQN1jEOpX+Tezqwd0oisFKGgTnZXJeir4XJVAf5lD1FUk7wyTc/FvndBWVj3rojmvGgzuHcoQLG0Zr4DhYxWsfazr+/r+qRvNQuDLCt3jbFKfLMGRxxeWyDQozc9JOlWMNimV98VA4pUG50fm5KshXHqUEoFSYGrpTvDrOnVJQIPK2vngYIW06hz4inIovlWd6q3ygmufNkltJ2TQva0vLjAbe6JT7NoWcL1dGlqR/YxTvvTBn5EF7Y62y2JtKOcTrFbAY2uNUViYi0/eWm3iMG3iMG4bYM9DOr+/5kSCFoe9aVOM3xnNkQI8vKZuNE2zfuRftQe1XMGYpB3nuMu2Tpj5LYdk0An+VsliDQmekb9pu3TPZfBS8YA9D5oJfliyyP5XvL+EEeCoGpz7b0YXetB+uvZbKJg8xKkmRMI5So7iWInYXB8XAk7tvFe/HVYZyHJHeciVGv9g+cM/OfU/dDRRiX4UoY6I0Idqvhq7lDA0C3aNB2pwCXFnsYfKwhN5yJUImVfAEl9CsahAcp9aBhwmIaD7pVlqwsUTRjrD+8OdMFJZuZVIPEkQuVArINey/sszn72tUiEqDCZDY/bYH93RuWLMdiGkJgFy/g62pgJkoqtUJuqhOObqzeV8LltqHbm1gxv1p9RMpCAd/fh5H5YK6hyIOVmr98OhO/fphXH8emEqmPrM9jf87C9X17tMIcVwwJV15yERB/T1hqK0aI3Q7IjYuptKj5CN0qVTw/0NMcSL1XsX4Xsw8wL7W0I0DnEJkN7mRft2QYwlA3fXe0PMJstlGzcJMTh6vnZWVYsq9l0Lvmw+mUXQs9Al4Bf2A1xM5dwak5zf6FEjR82ch9sPcvhrar34t5j0q+b7xHTENkEf4lYNP4yS3VjGEKp9s+bWnqeRk4HH2CH7uvWOvasHo1bMljUEG8oH9uF4Zrb3gPCP5lEL55gAFDRzNI6tUYJFoZgjAPFh67jmZNjkvxWtt+Irn59osj87MtFBniLyF+UBUnQ+mW3LBZNpfj56G7xNsiJR3ji2MgQbMq86mqFLfn0X7pz/y3+vTXktlcx9riqL0f11F6yCQjGkVhXxujLitLx6iubg3LdgCYka4fntwT9AaJzBYjrGNBm7gMXawJRFwIbigcr03ZW1Xrvcizh0PMKYhIhpbWeyh8lEPa9gXi4scub/tKTJIwR+hbsNQDSZsnOqgbykkUsQk+RVDvTTlUuiX8qJyKSj6B9WI2+fdeuSV6ZjmAZTDdXfj+yhqMbR7VK73UF88xF65qWUM6Z6PUCLyCudHEoEd3qWiBqlVxNnFJvq/DmN5Jm5t8kjxrpW5q7b6WD9uAZDnlQYT7WsNXfyHH9n/cTW438P6aKAdKf6To5K6G9ewH0eV5rlLjlLBNTeHC011w7nVYKrQuuOaVmXKxoKg+qAlbUMRyJx7Hihr2McF5uJoYQA72FIEqlFs27pKYLxHhHGEdC2cc5bo5HpqoI017KM9bshBlVq38oc8x7uEE/QPqnpIaA7TUMWG74epWjaxq2m9iMgq8u8fsYIYWU4hB5Z7bzV01SNSuCLRrESZAVm/DHKqLPZQ2Bjp/iQKCMja2MWmfNehi9pCYAwpHIUrIyzhBFvYQf+0Gh16lcWe7mn2T12ijtdJvjgRdc0o4Kgv2TgxJJdR0bCAOM8H3sca5nCh64YIVANtdaXW0DW0i8arQx53sYklnOg9+wfV6Bmci03s6t4mt7iy2EPpeKKfcx2qy5bemNBUmafhflV4p1ROiQZOziWq3he0UE/SNQAPnUL917C5duivd38r/5PGUIheryzKGnq4+H5s6IU9TY42bgH4bZA5x5NYIYVD2RwnUbnWgPJ2lY6yAE10r3SUEOxDHrsGW43Fm1I6nqDa6qtX0Bfk0OwsQ0RjYMCbP3cAaLUdPUufAAhUZK6PvIzKK59zuIir/wwdCAQBfrAgqGrnX60qDUC5sGGe8E6IGdgInoMFWKBQUFj57ML8SORe0A00x2/wkmnA8Zv2g7TXUtmMrPk8enHVNgwFBdG2DIm68OjSVeUmZ+FxYzEYiXVdM0h6nogfNIRtgBRTKR/UBe7cfTwsKFgvMKebz7uEAMfnc5yT/IEFWIqKWchVhLo8l4Otubin6I3ytoDoOZWPesYdcv3RnwsA3hH3GYN+OIfqtiZauGJ98bn9tI/MyUhhnNr8kyDPg4UCUgOQiAx8buk0pubhEoDEDqVeuaJBERkSfAeYyxxyQG5iF7ViV9NLAYgClFRhJdeIf/NoA2K0CHCBKO4dUnnIkKC5uCdVU8YNRXiiuQp7gIgulQkqraz4wnXmK/gkyDRYygt4bc4zQERBgz5Ca8AU5QvMydwPZW4vMKfvLEqWHr5HFzo/38GWubRcqy8e6vWaHxJJHAiRb3l3ukf6AyLikXkaHwzIoHJPnrafd6L6nMsEGbaP79n9ntp1RLx8HXmuM+b2BWQfqwINuV7zQELm/VeLH8t+GbqUVX6erst61gM0KB9M/k8jEYDlhA3zcIE5VN/r670ULR3a7/tYi1LkcC0U5kd6D823CTPgK9d7SlWgIaVrYWFGhPSZBb5gKAqJX9MeNS38RmQPqRWKlDOynddcsz5rI3f3j40+HiL2WgSup1eKud4jxZYtuNczJBgtG7Lt32NSzCQ6H8n0Gh7a9xWZv2af6f8dBSDiYTN49pLdUr+3YvKAiplPo0aFjHLG5zD2qay0eW5mMPg06G2GpwFAnA7Lz3NqQY15BJ/jOizXURpMptIZTnFCw2fqGfJZX9I/EBPxpn0v7bVUNr/F2/IL0QsgsrqitBlhQc3hAp3TVUUo+HeiXoWNEQ7LdUEnHkJdNTV0BYEZ2r000s0JTAriWSUflUPl3DUJsiiHnfI6nwu6wlQmCSTF0xwuDG1MnXsn74ItmtLBv3VRQ+d01Q6Ey4IIkz/EtEMJMkuaG6xXIoQqYILCFymnLeGOUuAv4UQt1ce4IeiwI/Bn4wSl1kSVePafhxsRXX8okyBPnlv+9/r1Q+AMePmN3GsJJ6rQCru3i8PlOg7LddTQRed0VUtpLuEkQoY3sQusAKXWRJE7tuiAcrkGNbqSB8UKIsHpkQ9yNfWATIXnyBQjndPVKBiInCWu3QSihHK+mot72MEWSgMJ1GJFJypoRMSIBCfIFIVTN3vg9uZL2yXFwLMLXFKuSc5vFzXM4UIUi1T6uj24h32s6fujMtUeWxoqllYFBHFOipkZJSkU5V7CiZQ/DUrbCZY0il73QEi7AsC8G0BsJAXvQxc1TB4G12wxA34eeIchm8GnB58pJ1X3PdcnzJWrSPJtxG1o1IvCvKQVYy7a9rih3ExPN1kddGJvSkAYOT71fIT3wZQvLCjgA5Wai3uanaOBNgpXRqgvHmJyVMIa9iUnbAqlrrTRwIMvY8Wndbqu3O3OwaqulXxgya3ifRkXGiqz1PApBrmZisFCRZvrx1c/m8OF7J/Aie6crka80spiDydY0jUFCBJVv34YAQnkJLPvjWJb55EeFlKTohQ/D6Gysn9atT0c5HXhyiguk7uAqG57ddCPDJjJUUmzQgCwtEIQuadKdljz2g+u4RXLYetlBtcckVDKgcKVUVyhygWnkdd+WK6rF+Bx8YZ6yiLXsQt8SuCCAq8Zaq+pilKX8m4ewCXgVx99HKO21xz/mLSwgEzmlbvK9d4UAKGgxsZoJrii7RnMYPNu+nBfNZwcmNFA27IAhOfMyo/7pn1/7bVUNks/mUQJ2pkg3Vv4GrwThCPRSAZqKHIZXOuNYlsCPYCIOB0JjBVDkLiZmcTWN09U98gGgCgpMRe5RtQtALgKrLY6eFl8Sze7R3Z88AA31GG5Lspi0QSvd3WRSqCVJAKfjdYqUldH/rmgmXQRzeHCEFAYQuEVsJfb8vNf/Khj40lNuObdE5NzCeTRhNhnRjjfxeaU0GGVDD5b82MG9MnP71tz8vnqoCOff2CBUBq8gCSKiE6Qaa5SHmb1xUPg0qstas4V3g3vItABNKE2rxtCnwmYsto/rZrbdSgHLpUzukl5gC3hRFEFYBr55rww4ImN64+cQ6/Y+0h9AELk3zCKgk8vovxM5Ph9kAOHyjwVYiDm/0aITHjmEk4iKgggz2dCf0W4gBildc/WhM2ca8/f24CiXPXrh/pe2S+lgpRtnPXFQ9SvH+ra5v64wJwo1iGwR6sEIQM+QBwpe4bIsPII4OS8FLnduQ59oJqPTPfv+ARLwJnsBa557nUiyfqugmt9DhdTz1Pvw8IMLuORKOFEoTaxqwYAjV+uaSqv7DPXkUeYEljUPQ9yRYVdEAuVU7q4/TpRGknYDxzLF4ON+D1hWlnw7n2f3ksVOK6leZdWbWjvkfJTUX0a4oFOQDnbK1csJR6/D0toX1nsWWqdIFNeleOWZxdTbRE44bxxPvw783QcIpx5ni/Ptn2sYfW4o++oUZR13T+t4uH195XvrHM5RBRk6NsJliyvahnYPr6nQTrkxaoRcuYqvYWzp/CbUUSj8o2UNj//TPcHII7LeAdYPe5Efe6crkZgDpXn/mlVqTwATM454ONN+2Haa6lsPvgGyr/ZxK7wKLGlwg2A8bVCa6MRHXh0MVUHfUWReNAzT2R98dCUMJgioqgHYpdSZLEtwPJ3wvIlkrPnBS7dRcq1/FwUat/omlvDvlZ+YEWjLezg/viWjoGHYmF+pH2mQsA0P0Qbpp4BO9DYvyWcqHueFqaOMwUOwvgOYIodFXt87dxlwbqsLPbwNr7Vz3AO4Bai+eA8L+FE5sflVuXzPd+shq7MXT08L5N+7zWb2McaapAk7xRK+g5TGcbL96H35v1GywU9zFWB9q7+q7IW1ZWehvdDKkdAWfg5jQGmuPERp3wmx3aCJQsCCNw1ClPyCmuqTlopTj4DMDTCr21SQThuRelTUXAiw+Cq8d08kqxIfa7P6o7K5F0yYwSNE7//yAv0h0FSzOx9uqwByn9G25KiM5eurxwTxqHzH7h1qgzTsxAQnB1s2eEflE8qz3QtstJUaTDRAA9v7Bw26yZzAprNvaPlJ8O65r38waocTRilh8osubbqQg7R3zwoiXhS8aRCMjkvqRJAhRAQ5W0fa4qc8pkfuuwxmgMRbk/BpZ9xXHXmqfWBSvlgLq4nf5BnMBrNqFywOU3l715BbZ2uq7dG80ymAO7Ys9RbFd4/DdMEmXELgwLNHMFRMAy9YUPX8QWHnPNzGmQbI6VN1YrdCMWf1RII/xhPJS9v/6BqiOaKQ81JBaKSSZ67M1C7qJm7HokinJQR9DDgKSL3c3dcA55JxbMH78i5Wb9+iE3saq7l9UFLKlL5gNIzUfwK8yM0F/ck9qFo8kgLCHTCvxSR63r1uKNVzjSv83UpUqGyJs0Z9RmAlgs2DQbI5LxkfHJHR0MmzyYnXtNGIchOxkhc70UeMu/BaY8bb1If/cDttVQ2P5wDMJTFuz5oRYjLreJ9PC7esHQRbsNReVHXXgrgDrA+aGEOF1jCCR7jBmrFLuofHaow28UmHi6+jx1sIUNirscziOJ3VIoOR/0bLKH372s8RDXtTR3AQMZHJdqjOySy+zrHjWJbD5bJkaS28Tw9BljQDcm/0RrXSMmrdqBlY7menDwqimvYF4Q4H5UPqGLHaim931UUbdHygzClTlHM+9D59e/T58jkT9ZxP8GSBs1QCKMj/e8tV7CPNexjTQ/kWrGLl4FQ7g/FfazhLXfgbo13MIcLVcT4/ihoNWcrhfIzQ3HWBy3JFeiseEAOeiI0evjA0DP2M0L7hvKjNJAgCiI7HgFbwz7aaGAXm1FpyzwHkt+jSxKAuToXxI1PpEy/twDljpKawION66p6LApHGw1Nvr233FQ37yZ2sYUd1NDVwKQlnIiCHgT/qGmIbIJM76Nz5VySfr/jSeArsuQgFVDPDXNu36hU3RAovTcB7kIVsDlcIIEp01vjHR1rr1yJI4nDXO1iUxOsVxYtWJAKK7neVJhKdyZYwkmUdJrvYw374poORmEDbS21Sj42ESoaJAkytE7XkSHwfMM6TJDpmqihqwFK3uhW5a0MSxqfWlaOLmrYKW5p3xloCYiyslduIkOCb/G2Krlexvq+anAGjONIQ6Q0mMh8DKGBHlzvzcW9CJFXmXXX1gSRXUAMuJ2iBcCR2kEDW5HfcC3OZY33D6pWPjgokpoh4HpPC4IQ2a581JPE9BB59Bg3BMWjS9tzhdkWLL0cvjKUnWuJiiKTmEeZT4awClBDW2Ns7XHDlKghVCnje5kclYB3gNIdMYxL701w1PqZUFhoeGeGMv/j8V9Zaclnli5NZURYAw2EoJx7ADphTl3KMvazcGUkqZfYR4i898n7o9KX5diTwXRvALTiHC7L3h0tF4By8PqlwMPF93VephB/QOWo5zTz/b5pP1x7LZVNfBaSPKOLvDG5hn2sDjpooC38pY96usC9ork66MjGeAHdZAmkqgx5mks4Qa3YRetgHeuDFqrH/QglACCH2W9zKUSGAL6CJs7m3/JRiN4SjhSqz+WzTezqYU505ARLgkChrQKaNY0Bq9/uBRGF5upxR5UuDB3ikzprbyVGIgFzqUyOSorMtMeN2ektQh94P/Lt8tcSyVrCCTBvib49AsJcjRzLWlAfiYh5FLJzsAoMgQcX5lLhdTy4aujiIPSPBoOiF2UxYvIu3xq6qA760Zh0DHRdDdx8Z6K44cwd4ENRxpgBgDw0r7R5JVKfwXtk9rw8euIVTyDHRUvtOuX8IU7fw4OAaaESZJpHkJHn/N7qoKOKkHKZXaEDKpO8Zg37gvK5vbWJXa2iU/moFyn1CTKUWhPth65PtybRQhSRHs3HKxJKq+IaUEZ95x2hoPCd5xVpIi/8PuUH10/1WLh6pDk00FZjzEd4A9B5QGca/eP4GS3MQ3wOF9ge3BOZFLjSXMc0Hn1bwz42satUBPadngHfkmKmMg5161N98VDd77vYVKWZ/VrCieZKZUqdUmuiipP3SnDOeG8ixUs4UeVI+4NMM1X4+aNXBbA+Jshwpfx3+q74jASZItOUHRpxHWQxg3c0zdXVeG8AMGNlCFMYUwvU9Og2v1c6niiirRlNUmjSfHrMlPN4GVFEOMenwa3OzR6lXwv9KcxbfuEuapj8shTvheBmZgU6nIXiE4Pw9w6AjwF8LXJ2vdUySgO6wG35vb54CAxkHKXjicrBGrpYHXQkXzKAveUmMIj34yZ2gZ+H86CYofqWydElnOh3acwkyKTfIZhpDfvS/2uwsshMxJ9C3P3jmijwn8vzmJPXpzQjkKIu+6IFCys3+skfSHP1/3v7P/7If69Pez2VzUviDtjELnrLFZSOJdiEbsNRuaCC91u8jS+ON9Qqq6GL6p0+8Aw4GvxMUMSOu3dLFu3qcQerg44s8BQK1fPAncOF1b89lw1f+M3IlKWrAalznLdaUXJp0pVJN2MXNS1ruYZ96dO/DRv3RSjzFRJft8cNFcb6rBBRvY81RRNUiRmbwMULC7wgcgHIJmudrmuZuht4rMilIgYhAGd90IoEbX6Dtk7XFVXg2IioMXihf1DVzz3aQeWZViiVFq+MNNBWlISIJRNcK23itgm9NexjF5v4tvi2HoRMW0MlePv4HkZ/XwA+MKWbShPXE+eUhPxI8RsYP260XMD28T1JUh9cW0jlnW9i1yKL3TvSoBKYAstDHQglMV3zqBiRKq5J/q45HoNymXd9Nxf3FKGmUqXjWYEiEeuDlv5tVC5oChsesL1mRe9Zek8Ooy3s6ByWWhM8xg1kEE5p6b0JkFl6qgRSMUoP8K8RKbVE7HawJUrB5wFN9W40wFxiIZefL47AwCQqqZPzgDp/BlV8qRyVBhOlblAJ8XSTLmpKM6GizWhsKj3VQT9KLcV1CACjvxdqhk8FRBQYnwfFZTBBaTCRd/ZuztXsxtw6Xcc+1hTRpMFCJaR/WkV73NC+eM5yA22sDjqqAPM7fAYDKv3zOFePizd0rSbIxNgKhQS4tttoiBIzaEXKnK8yxj73yhUcDX6mf2O/qCA/Lt7Q90dj1yPfNXTxxWBDjYEuajp/iuI6igLpK3O4QOVvxUNUuCIJzX91/WPhBaaWiYEyNClmmlR9E7uaFmsHW0BiHohN7Ep6vPBcpkjTVHYhqIbj1XtAimOwz8yGoAZSCkU/k6IYb0ph2LA1pun4rkIUza8A/JvA2ywDHz4D8AFwdAHgRaBsBYBjDfsiJ0PkOvvIn+vHLTM0nwFIZJ62xjvAZ1BPSXNxD+vHLRxdWMaHBxeGQmei2eocEcBgkCW9Iz6oa3XQAe4jqvI3OSrJ9z4QY43z2CjKnqIe4Oc4G0uGhbxh5n9/077/9noqmx3hWnqXVxe1qQS/1UFfrKdwvdYl7gD4GrJZ6hLgohadt/yCe7Sy2NONwXaBOc2bSfJ3xPuZQXoGYPXXx8bZ5EZT5Oxu/BWmkOHv3Jxe0fPuV00kH1qtaJG/nvem1iSsSotHyrzCkiBEXD+DWqSF+ZEKRiVcD82l4xUcNiIYROCYtggwLaV7gwAAIABJREFUEjswvfE5HvIju6hpEJBGgob7PPjG3LGrx/LOyS/z/VDkoyPoDJox1YKoMhUMKuf+vbE10Mb28T3pX0cODVrx5LtWW31sD+5pbkGiRZriA45WEN4b3eT+b3yXPjrdH+j8nYFBrDTCa8l1JX2Eh5RfP7eK942TB1OsSy1RhErHE+CFvDOuB7yAokucNwxsvfCa/HVECvMJ6L0CVR30YyTvql2jjUEDX8GqXgFa594rOwBUUeY9TrAUBesAsu62W/e0H2vYV2WQ74j5MbVlRlshis25pCKeRzcBTCFDXNeM+LfbG3pNtJHKfXXQ176x6EPrdD1GruH2a3huaTBBc3EPc7gwr80wPM8h5zQM2AefXWAN+ygdT3CBOeOmPrPHUGH2fdDxPovRa74D/680mETz458ffX/G8/g3/Un+NCyzRnS/cE1lsad7s4auBsskyNTdXxpMZN0EnjifW1nsqaeJiKum+eL4XD9Inaihq0nwiab6fL+a9xdGCWJgVnQ2EKG9bOsGZeCT5dvAAJLqbSAZPMIFek+8MAVT12XYu0s40fU8KhciD0910Ef9uhheeBGegXg/0cAclQvab/U0bUiKwK3xjmTXCHNVXzwEslwpzlR+TI5KkdELmBcsgXhkqsd9OQtSy3hQGkwUdWX8x5v2w7XXUtkc3S1gVC6gixruj29hb7kpisqCCGZy2EblgmyQOkSAZYGn9QHk3zvA4XId38EJqrvhcKzL32vo4jFuYK/cBJpQQahVOqhwPgz3SKGWMQDlXPkDorIoSd8bELfqPtZU+euihr8o/4OOqdeUqkVfDDY0WS0Fb63Y1UAACisKpi3sRMro/fEt7DWbEX+UG7xW7OJbvC0lxyCbsT1uqNJK5fFW8T7wjlidkyOxuB8joBycvzBu9iVDIjxYh1TV0FWOqY8oZTUjHlZdSA6/9VZLI9UPy/UoypBCN0p3BVkHXww2gM+BL+5sAJkJIvapgZDIdwDgEqTcJ4D1VkBjOlDeG+utMwcdxwYAo98VZM38XNbHy22z5pmnswZBrnAH2qcaunodFX0mMAcEGV+/I0hCe9xQYejdvoAo976cYwJxf6mCEYJVfHDJ6nFH+hJ+3wphdu1xA5OjErbv3EOvXMFhua792sUmMAjuuJ/L/mAf5nAB3DP0mVzal9uCzO5jTRT6L+V7XdRQbfWjfXGCJfR+J89cw74hIDJo7GMNvZcVcdkFzmt73JA96N49MlgFoZCqhobPequlpTy7qEUR/O2xFG6gl4Bz/eB9QfRVqcxCjtZ3oB6T7YHsnTXsAwkUEV4/bikfjvejEbM9uKcKziZ2ReaE/vfKFTHkLpnSRA7l6qCDEyyhvnioOTKXcILWwTpG5QLeLz+E56gV5kdYPe6g2upHa+ST8m10UcPLoMcS+dnErhQDuN5D9biPb4tv4wRLOCzX8enpZ2ijgb86/Ufdu727FXOXB+/J+h0ZP76WH6TMZLCIahqk1UEfo2bBMoUgjiyn94JZN9hKgwlW74Qo5K+BG+PHyCByoleuKDq9PbhnQZihNdDWd0ylRJWNa1Ca0bd4W+fxi8EGtu/cU4ODMuqT8m3ZGy8QFY3gfNKQ38QuVu90FBnmuyOivn7cQumO0EjIbySHdwdbSn1guqtPyrc1SIzKfT7ADisQ4ysAIofNunLpP3wG4N8Cb30C4EuR6+wLPgBW73Sw2uoAPw37JwAx3K97zaa+p8l5CajLumXf95pNfPhjaIU7rq0uavj09DNkSJSnzzVyq3gfuCb93ys3NaBrDfs4XK6LnA+86MpiT87a34qcPmzWUToWQ5hUugSZylx0AsVpKN/fKzdNOb8yEt3gTfvB2mupbLbRgI++3cVmVJs3gurZyvbrqFkAEnOPXpkTwZUhkYMUskGYMJaNaUMShPrMlxG1yKXnmnfV+Z8A1PqldXeBOfRPq+pWJxLCa/MtQTaVLDePTibI8Lh4QzlWFPY+sXjpeKIWbFS1wyUEn8MFRuWC3icbJ4paEUH0fVA0bDAxcvk4iVEVwHLuPbXUQXwfRMdojXoke1Qu6Jzng5VOsCSoCqMkX8TzrnwhZLo2uqiJ0vB5fG173LCUMWmMLP0lcsidW2c+8AOAuKaC61WpG+EnlatSaxIdikQL8jw8b4VP8fHCocN3QKHL+64ft9Q1nyBT1L51sK7RsL5FCkAY38sL2w9TY0I8RwxKOHpf9hz3GOcog6xF7+6fQjITeyceAZ+ZQsa3ULrOpyDbxG6U+9G7WGk8AY6XLQOKFB26f33zqJ10ObM5SUQhz5d69c9nmi4A6ubjfCfIFJ3muifapIcqnGzMJxZ3z6OhxN8PgKm0Wf7+NAr2sQbcMsWdz2S+Wv9dDMLPn8bPZPN8WLxr76eBNlC2NezlOJFivc8z97xyCNSchRgjfpeeQxqtMcTvmFkIWFCCQEP1uD+FpC7hRPb353FkNZ9VGkxQPe7j5badB3x3NXRt/ssz7ss5C4a1R4QZY5BvCTLLW0u389De1S428f7yQxwu1zG6W4j6ChjqDwC4NDsH5UkwX3nvPN3nBEtA3dbLh+9O3SLqry9u4D/3IIGnhdXQlbFddfk/E0ReSH0XZZhsTuNn0CBXOfam/SDttVQ2PX8pEvBncmB+evAZOqer2MUmrjT/DkjECustV4C7suH2yk11T+69bAKZbEBuRuZlpBC4wBy2sIPe3YotYFaNCcnYdSOk0PJzXdSAO7EyROTJk62pPGwP7knU4UE1SjnjD2hArDKOn64GLyhJVCc3b/W9jqYTuT++hcl5CffHt8DIbiQAyuYGAlwpwyEiVM0/QwVMSG5dmB8patSF5G/rlSsovSUoBPvMaHIisRSqR4OfRW7jGrqRAgdAuWFb2BG0aUaFHa6JBxcABsCD90Up/PDHMoaX7+QEKJWZO86tFNpOURTlRrGNXy1+jP5BVQ+97wC8DAg5ygAuAW89E8G7hn387PQI660W1rCP0e8KQB148CVw9I0cFC+3xdqutvrimvoYGiEKyDtBZvO/gy0cDX4mqMMd4RUftX4GwKgCGqwQDvhN7GqgyS428fIdmYPR70Rp+YvyP8iznkDLt9HwWD3uoDsWb0F3XNPD9K1348NaD79WH13UlCv11o/l1nO4wHeQvadr6JIo8uvvtVRBUiUnM6WSqJYqScyjG4LzAMSRv38NG89CHNjBPmo+TyQRksyUY+RGA8CHX0A5bV3UsLfcFJf1nb4ECaEG6TK1dkw1oiiNYhuHy3VBacsVtA7WtcDB3nJAihK51+pxB6hbgJIvaaqJ3i8J52510NHAwASZ5YwMidL3lpuKaiXIlPPMOSGH+QJzaMNRei5JWjCviHR+vapFG8htVqXwnZCCpixKxvvNh9jHmvKDqXh42seDb6yoxBr2cdiUd7066ChSCMg1pM70T6uCtNWl76O7BU1xA8izqQzlZSffNznvfPY+1vDprz+Ti84s0wKDltABjrYhsu7rQL2BBUTiBdS4IOpabfVtTXSCW/mZGdVr2Ed10EcbDXFvh/dJmpDv7/bgntKliKwik33P3KveiAByhuhv5Vxh0GbrQDi/W9jBYbmuXGMitaO7BYyaBfSWK3IG3a2j15Tzj+g5ZTyrqSXItGAFAHxy97bKifd/91DfuX+nO9jCaktQ1AyJnmcXmMMXgw3l/m6NdyyVWMhkgZXgen8oa7RXrug/rmPcFfQdl8QY+9Xix8r7rx73sf6TOA7hTfth2mupbALTaXE0sXKA1aP2DOqiISqwjzVFQE+whNGyuOX7B1UgkU1AhclvYB+EMyv6lRVXAEMjjr6EVQEK0Y9qxQNT7kQ8QVTCi/2lwkNFmJtdy58FlMQrAAkycYV0rCY2oyCJep5gSWkCXpnMkFh6GRi5e6e4pZV2qLA9+MbGD8j8sWpR9U5fFUbv/vVNU2hAFPNeuaJctcOmHRYckz+sMiRx5CjbO+HnB+HnbVHyqCxROX8QktIzuvo7mNvIByTQxa2ZEFzbxaaS6j9Zvq2Hgs9zCkCoGACu/FiQwbfelfXw8n2IqzXQN6rHfUWIqNCri8u3DMDAkN45XGiwAr+TIQFahkS+NQdUf+JKFCJwZ7+CuaR/amuhUWyDdeJxCSrAqbAoilUW9LKGriXbD3NygiX8ZXhehDLl8mkqmg1zybPN4QIsXgBAg/MAaAQ9ziEGYG5vMt1JPs0S300C4+gCUMOsgbZ856emXHEfvNxGhJir8l2HvYuwdL3L1suWyvWelnvlvalY43NortcualprnfOZb/XFQ+Wy/2rx46jsLGUWEeQ2GipD2KjEenf24XIdb80ZBzU/r1TWqbD1ykL7Gd0tqFHJkpbcu1SeuDaZ55MR5FR82fycsxXmR0AzuH5ZkSuUrs3GSYSKUrliUxk5lP9TKcmQRDkmR8tC11J5VRcvGOoQmXLJ6BL7WJO1HoIMkUGNT34XZdn3jLRW2oRHSZU1kmiWFDW63zV5p6h68NDRKxB5IRZiec531x43VEHkOqTxQ2S8PW5ESqM/g/LrhpWl+H0ysHk+eO6xxhYMQ8Algx0vAQhGcJQFJRhxo3JBZUX/tBpnDAAsZRJMdnLNHJbFuENigZqNohjjo+WCvY97eNN+wPbaKpt0M6tVOYQdllehVVgotAHh9AAhVc7pqgpJQBAXbkBawt2xufUoiBVR8K7rUPmHbhwqFquDDibnJXwHl1x5wblWmDLkYyjHrVeu2KEJUyDJ2eNhReu+cyDpfSio53ARpb/ZxC7wsUQerg46qjxR4WQakn2sARnsUGCU47ygjbw30QYmAc67oRI47iTTVXwO2chNi7YF7ABLkClKQJlLI2C91cLqsaSpYi7EOVyo2z7vumTbbt3DJ+UAt4a0Rg++EUWygTb2fteMXXJZTAX49OAzDRxabXWwi01Uj/vKvfLPPAhrpfe7CpAIP5bv07vRSoMJeuUKrgPKb9z7XROrgw4Owr1Gv5MDTt2vzrUTzTUPqvARD1RyCnHHqAhUWjU36mdmHDCwA4AE3YSE6IfNOrawg9FyIY5UvivriIcw5+ECc+g1K/iOYw0ZIvCBvPclnOC//E8VjSpXri0yVeTwVJ6xi030livCjbsz0QN2/bhl3DuuMUCUy5VcajFSWc4kQMjPEd2C+eIB+DmASzG6v92SE2iv2VQDh+jgAQB8bgUAiNwdLtd1336yfFvfHdEqH4n+GDdwpfx36gZkqc85XODll4JSr74XFkNqCpq+67uylvAs7LWgkJBDCsQVc4g6kwNK5G0JJ7jAnB7U3Je72FRjrTuumUv2zGQWv885pqExhwuLtA/X8LP1VgvrLUG0917K3PLZNVhAIxIZ1/bg3lQuyP/sn/1f2Dj9Iqo0Q/579U5fZW6GJEqXVr3T18pvDKAjxaFRbOva2sWmUkASZLLn/h7yMwTLoGUc895yBXt3mxqUSp5ggkzW1teyvo6CEXx4ty7zP5A9pUFgVFBD5oXST0R2PPhG/p/POLKLTVXQSZHqjmuaBUPbVcRlnEOlIS30AEE+ATECeTYmyPScKQ0m+PT0M51XL+OYxYSli+mhUYNybAALnsSei73lZkRT0/X2QoyNXWyanAqBwF1IRaHJeUnLgXLeqHhzT24fCwcdQ2h6tTlcKDVo9bgjns837Qdrr6WyyYXkrdVfXf9YDtnAo6RCSQuSyAktqfriIS4whx1siRXnKghQkb1VvK9ohbfoVBA+h9XMBSI00lfDYGMN5Oqgr26gRlE4Sv3TKp79qG/fnTf3ra8+Q2QgQ2IEacSuicl5KeY7lYVbOCoXUB30NY0Iv6el+xzfKIEkpK581IuiQ5FBBCemn6tjD59XPgoIYB1RTsPDcl15nxyfCtjbMu4MiR2YQYYQFb3AHPC58RzZtHQaxPXHd/3gfRi6Cfkerd6o/x0YepEGFzxglm9HFCkq2f67tWIXN/AYe+VmlNZlDfsSiFaWuuy72MRbgTTPVCmH5To+nBMUaReb0u96QK8+MMQsQ4K9chN75aa47evAX5T/Ab27lUjos9FootKn+RbDXNN9ywOXOew8Uu5RH88f49j8/Ot8BBrBBeaU+0z0lPPWRU1RO+WHfWW8LL/PuPcA6Nwrr/gqgOdQpB4bMIUIkACJBYsaP8GSBBjBDjEGFALAyy+NA1mDzJVHifmTisHLb0RBJApEpdEjTJyXrfGOGlPMQcpcnVrmMTPFj+vk6EvpKwP2tM542Es8JC8wZ/vojk2BzyrBn17hB5zRkZj3gGPo3ZUCCcqPXYAGY3IePZ/Qj5u1wCO5CWg/a+gqKjpaLmiGBECQsk/Kt+FRvt5yRcfuy/l6d3s2FuPKrx/m9wQgHHDH9fVKKmDVp/zapjKyV26KYuQ4jV45JzgxuiuUGc1h+gGAn0IzjUSZOpoyVqVtfWBGGBIAH8jfP/yx7Cv/nF5ZjDIq00QGSX/SDC1XEccShOpmlUWpqsM0fABwdPwz5S7rGfJEgIteuYLm4p6+X/WKAJHSqhxK1ybnJZTuTPR6ptaisszvdk5XpbyrizL/9PQzjWdg32voyhk8lPurZ6Ec71XKmn2syRl9KecZKAP4/M+tNvp3f+S/16e9lsomlQhabRrNiX/SKFSWdayhi8O7da1UQAFEhLL03kTLl7HyQ+d0VQ9TIi0U1Fy8dC3roRciX3kAF+YlTRAjD0+wJBHRRXGHFOZHQBmxohVaZbGHykc9rN9pRYEegKV88oieF4reGgWgSM5bIWE5nsmBXX2vj8l5CavHHaty9MLu5TmxUR7S26KEZeNE8//lW2Wxh+3BPQtc+ABq4RMtmTws4QJzmlOPruIH30CjmfEugHcQ5XesIeQ47cSpTwpXRtHheYCYZ6YprRAfumotJ3LN6K5Uo1Aj4WNYIu7PIX26A0OW3D01V6YTwtVBH72yHJA3xo/lfdQFBRiVC6ge90UI/r28O0VNQ4oRUgioKLHk4C42gSQk/g9J54nCsKIGXXAnWML7yw8NdX8BQVdDpHB10I/KVHpFwwdk+fklcsE58M/H17JHt1sSbc0gN13Dd1waMjiF7NzcaHoYBx6xHgQtWJnLX0APUKInmseQielZfhamIHMeiGzr/i6L+C7dkZQo1UHfDB0YOsf0P4DsK7SgQYr0qJBbyP2rCN/P5f4+LVtSzCyP6Avn5g1Kx3fhuTRiiA7m39Ea9kVBAXD0JaJyfPn3qnuHhkcIYOmVK9H+0LXsA5tSRKgZES8/bjU8vjYFtI2GKYUJFEXmHG1hB3gGTWhPpZ5rlmPdxK7mHdaSrx1EaYLywR6Ulxx/5bqVAuXamMnbowehY96WC8zh7fG3wDtGwdnHmqH5L0IgTvju9vE97N0NCmomhr/O50CyYBC566ImhiQkSIfcfCLMpeOJyhbdT61+BGokyDRHKKtreXpAUsyi9EuAKN+6524Lb5RKbRc14BpUUfxisKFUhTlcSCWl+RhY8Wh6VODg87Bu5gHcEvnV+fXq1NxP/hup6HMDj2X9PMylN1xwwVMhzZnu47oFk/HZbTTUIzlaLuD++JbljH4HmsbtTfvh2mupbO5gK1KG1gctQR+Sfy4XuLqzvIYlGXlwKd8zcAnri4fqQinMj7QOLWDBPdvH96JDMx+NDphA5+HHa6nMAaJQfVt8W4MwDn9XV6HJDf+Pg7/C0XZIln08sejjdw2FWMO+1FqHVURIIDnWeJgzke9RQOlGTXHTvvwyHMy3LWKdnBVyEwvzIfH7B0ai98EzXdSmNig5MbjjeF4/FwQoynW5EIjv7zrOYCp/YoALn0WyPd0e+1gThdcpxny3bB9+4qLAIUE5bERNT7CE6luhT88AlE3g0Eg4upADRd38l+S6//5HrcgS9i6tzukqtgf3sItN7JUlhZV3J5K36ZPVf1K+LdGvx5ZLkBWf/EHok6p/Ur4tn/8krLOwnnaxKYR49544F2vYBz4G3voCuvZ75Uo0dzxkSMe4gce6xvbK4u5avdORYKbjPlAXBeHBNpR/tz5o4eX7Mm+e20uXPtHyHWxh/bglSPt8zDv+9PQzjJoFrN7pqKsadaPI6IF61d6tV4i5nph6iogpEZATLKF/WkUDbXxxvAHcE04dFYheORz2PzGOOPmWQFDY6zaPSdHx6yB7eX3QwhZ2NGBKo2KZKaEprvTV45Bg/ZKtp8NmHV3U8JeIea5Uxoj4RrzmUPf6igMRWW3GF2rYx1pEGzks17UYAteCf29+PpUn99Tk2165KbLrmfH7TrAE/BQx9SQJbtOAznMttyHepVGzEClSRH917QBYf6+lHH0WzmDJTc8hZwAkOYg6lp/aOiFK7otvTI5KEvCJRGkQh3fr+vc2Gpg8LOGT8m38JUTp2T6+J3XPT6uKxh0u19WIZiGJ0XIBb30iyl2GBGhKUGvrYF0DZMiNrN4JuSybBfOQBIoGEAyEQV+T6gNG19Kcz9dsbeLM3l1SFM9Td1yTczKF7akQeOW504UrIxxtB45qy/Ig19BVpBuws7JW7GLULODo+GdYP5ZUco1iG/gMlgP0cjjvwnvcx5r0hwrlUNz6J1iKq4W5mAZfWIX7rrdc0VLLNCx5rrJk6eS8pFzXT8q3JSXbm/aDttdS2VR+y9DSUACIc+vBUEempqmha1UzYAclES66W5hAV1FCBiQE7mekcLKl9quiji5Jc4IM+NoUoOpP+oq2kccV3ftdWP7Pz+WaXWzi6JugfA06WB+0UL9+GCkiqjS0LLgFn8u9mE4mQ4IDBAXhGwiPZSBJuh/jBkrvTVQYa9RnaOQWktOTT8TN/HToWDDCgwv7nqbtSCUFz8vAQ1ptdQwl7kjfvwvjeBlSinBevYsHgKIf/p0wUb9vDFCpHveBO8D2nXvqKn/5PlRpOPrG+JvqqAjv/uWXAAYyHo8od8dSjaj/66qi2gCwcfoFAIvUTJApekTFlvkAmSg9Qwis6diYuUZLdybK3WUkK/m4eAFFV7xy592i1eM+HlxAlJM6sPpeJ0LuiYQRednBllZN8UgXOtD8jOhYeiP8PcSouhPe+SBGydlPfB4Oy1Zffm9N1HgjIuHXQ4JMc5nyflpZxZWznMOFHETnhq4QDeQB7+eUz8PPQ7JrZW5k6kVgCVQaO5zTt94NaybkGyXqXj3uWwaBTOay2hI09+U3cj0G4d+zkG+R3D5X/pNI4ZV3zchgOh4/Lr+WRuWC5Ql2Kax4Ld9DFzVLCxbWCXm8LPxQak3QP6ii1Jr8weoqqqQOLNtEhkTqcQcDilVnZlEvSKvhOGhwcE8AYvBuD+7h6EtL6VM97kdFFvyeZ3ldrhUazFwn5KVTOVO08QmAy4Kgf3r6Gb54bwOrP+ko9aZ/WlXKx3ehr+Rh4qnRsJQSE4bbOl2XBPAucn6v3DTlKaRca4/FCCXYcAOPlSftg52YSJ7nDNcg3yHOEHObXXAXr2fpTkWIEYCJpqGDq4MOasWuymMMoDSMqXMQdl620RDK1edGTdlrNq2c5zxEtlwzY75W7GpeUECUw/vjWwocsfpSPt0f5u1s6UJksXf1cz15DwjBkvvjW7Iuc+nz3rTvt72WyiZgQqq3XAHegVgnRDjmodahbvZU/qTBP0HYfrJ8G3Rz5TdQe9xQYTSHC+CncugwqAbXwqZOrV9vj7+NEDUmii3dmQB3LXpRo7eR4eWl2OXrf8+Q6IGwgy3Z8BmEk3XHEjFXj/sSzMJgAkhfd7CFBxcBhWm5e8Ihf2ei0D14H/i/fzTB0ZfiRnlcvIHKYg8PtoO71kUwd05XsYSTKWSTnFTULVCGbVQu6DzjKYDbwQ15O/AqQ3u5LfP2lxCBewBRbKqDPqp3+ii9JXO6PmjpATKHi+hZB4ClHQlNFccXgnQSwdJ2Sfh338mLidrRNwDKcl+ipD7XpXKkAuex16ygf1BFffFQrWe6lFhzGuE5+TnMkKC3XMHorkXCKneqDE1aXL0jSs2VdyHK7QDA5y7YYyDplI6Of2Y3D8vjBEtAR8ZCNIUtQYbJL0vCsWpNJGp1LCUAT7AkCsAl4K0Xsv9ebkMNklG5IL8HnjDqokw10JZ7tVxqqWfSX43avWZKG4MuSscTixLtWP8S5GrChxfmuViTo5KkEOP4UkQK/iZ2pcrUoIOXF1CO8Ic/DvKlJff7MKzR9YEkaH+MG6Lw3YWhlMgpOz8PXovgEsXXAFqYzmn5cfhZNzSTMmf9uIUHlwD81BDif/ajfhQhvT6QALrHuIHqQNIwMcUblYvJUUnnpVaUQ7eBtkTNhxyLlEsANKIYA3E3v3zf5kYzfgyltj0QqnkRJS2HWtvHLTWaWRxhtdWRCO6WPYuNtd/JEabcHC1L+p1RsyBy490Q0Y3w/MRQfcozGsrM35uNJXm4cozfMaSY6yMbJzo3AEShGYpS++BLkdeMeMcQkVeretwX+sVPJqqEdsc1dH69iq3xjibPryz2hK8e0usRLdd63/fMS7OPNXyHkJLKURi+ON7QAKAualPGiXqJAFHIhjIWBv7gDOqx6JyuKtJJb2FSzHDlBXSN8V3pvHwuQYw1dCXAFf9Pe+cfZGV13vEP1ZqBGMomaRNdN+61QGt0SGTS4BAGMlkyY7IxZqg+aBN0/TExtpqW/gzQhgYHqmlH4mxajMW4Sq3yxGxaZ7aEZNdGAgykEaf0ByMqS7IuRlOzBCtUo6F/nHPe972X3YDs3r17L9/PzJ1977vvvee55557zvM+5/mRK+jJDzb1aTbH3TD8DQYzQqaT4pZ+cU5tW9STlZ1M5WB5Kn6uVjKLZwoQBLJdy/R+F7ODsznAqq7crWvWvL0sZW2WMeVIbxNDHXm0e6NhZpeY2ZNm9rSZfa5WctStsplKTw0QfAdv3bU6G4RQXj+aJRyzTd23qz1LGQN5XdtkKUhO1kVLSPLtyGiNNaynD4U77WfISpgdc8fXR26liwxuCEposvrdEif4+sFVAAANz0lEQVTRoh/nrHnBEsVAYSt3X/DJGtxQsTXdT+5fGY+THClydlhm5JbHboJS1rutPJ8pBCVhUTwu3gkXmTt1e6g7vyEu9oVoyKarj2QBNimXI6Vc+SjK2rkhKKJlLtArg4KYBe48VrDeAl23VzilP5pbMxdVnK+kOW47pu+nMmE3cIxvbVqgb1nCMVakJNNS1rJ31yxu3bW6LAo4WZl6Sm3Z5FxkLUvLorrL/OAgs2hk47E/Whr3lVuxGKA8SX1/Ot1SdpysKZD7QhWT+6eJ+GwOhDZLZClF9hAtvkVKMdBqeRgLxZRN3fH/mcW8BLQE5aBYUnEuwcexZ34bq7YEZaf3QJ7XMMutup/sb7b4FaLRU6aGydOHsr7eyZw8V2HaGVkS+m9o62RmdYUcqEm+wW1kQSqz+oOSv7s0M4ylaM0r+hcOHgi/15SqaXADeQ7GZHksxe+slP/vYS7Pf3PLC/3ZH3xduyELuolfXmbRZiD60vbvHTG3ZDFrRRkxoKip60heQSv6/XYDPBatiWkItuYvTVHD7Sv7Mktm5Ty0kcXwaPQnLoy7pi3BVzTdZCxmY+jfOI5TedQsZ2I/sKbg+pNYnydLz9KipaDKqQPZjlZlQQk2DWPRSn6ureWns0T5mygPQosBk53bKE8N9WHK8v+2EKyr6beW+eZGRalnflu2DpWVfC2ynDzXJGRuPUWy94V8XtrE8LTm/ZRk7Cm15a4MK8i+8/MJ4/UKvpYVAdnJnNBPz8S2CwrbrK69UMrTdw1QHsiVZE2fo9JvtrjjWHYj10reN79O9l2kz11pTJnL9pAXdcsR5rAzW9sAWBf6aCOLh/fZrXPM7DTgbwkz4ruBq8zs3bWQpT6VzcegM25bpAmrbXZPHl1XIG0VL2VtlpIh1Sseur9gYejKHcBTeca2RT2Zf1RKDry7Y2ZZ5GLZogfcO++mfDLvI4s+7NwWFKXuvEW6iUmCIYtAXtUVUp/03N+WvS42ROe1wRcxbYvHDmDV1WvoTc7qW0Oql7S4FZXuzmgdbF/ZxyIoyytYyR7Cj7no3N+8r7CNznbaV/YNW/WB86J8reVO450bCItaVM56D4Rr//zouhHlSDR/oNzvEgg+g9Gv6WEuP2ZrZXBD3k/Ffj/mfSD4tS7Ir6us674HygOliJ8jnU9BKZGUHLy9qy9URprdk02YqRwglFvkds+fmaUo2nhocZYIunhtqn5FC1muv7TY7IEsD2ZL0DwyxTCz7pWC4p2spLfEgIxidG5R2buroyMLLkjWjqGOPABpDjtZuCTvt6YtR2Br8DPrPRBuWvbE1xZlTb8H1pC7p0SfxxRsAmHMtjAQtik7cteSFDQAwKZ88cjytbbm30X7yr5M6UgWkRYGwhZ2194sEX/vNqA/jPXea8NnKu5SZN9XF3nmhlKwDmYp2CLp5iUtoN0EhTXdUKbKLc2fD/6AEH6b9668iaZ5ITVL57awwO/umAlt5MpvgaH5k2EBx6RtGaAlLMIfDtbJPzx0R7CC9vdleRBTdgUo/CZWhHmmvasvy/iQjYupA3BbOC7+ru+YGuaAbKeghczCyWry3KwxwIVSIQgQoC9PRbWqf01QlFNE9orgD9rCQHA3aAOuIgvuGSpNzpLIp9y8xeCzZEXcXZrJrP69wVLXVeioWBqxLGI/Kn+VN9SLp27MK/IUclh2FvX26SHpfXq/5Pe+/dDcLNfrkXVBUU5K9l/MXgHPBFlTmU0Ic30qU9lTaqOp60jZjhiEnbmeL7Rl2RDSFn7RB56ng1x8BNgc1ock++TpQ6ESXLRSFsdwCwP0HiDzrV34eXjx6MzMYp8KnKybHbalJi8cYi7b6VgUim6wAnq2tmU7Ofd23QTLY2qxqdsz+VKhAyjclN4cdhaLinMLA/B0XOP3RyGfCd8F3yZLSr+duXTMvovPbOnKfX5vANaHuTT5M89hZ/b6skwJjcX7gafdfZ+7vwo8BFxWC0EmHT16tBbtjoa6E1gIIYQQdcGkGre/Hzj3RC48fPjwix0dHfsLp+5297vTEzO7HLjE3W+Iz5cAc9z95rET98SoO8ummT1OGAx6VOmhPlY/N8pDfaw+boSH+nhc+7nWtHKC8k6ZMuXt7v6+wuPuiveaNMz718RgV3fKphBCCCGEOC7PUh7ueg5UOmyPD6fXolEhhBBCCFFV/g2YYWYlYBC4EvidWghSj5bNSjOxGHvUx+OD+rn6qI+rj/q4+qiPx4eG6md3f41Qa20zIb7S3f2/aiFLPQYICSGEEEKIOqEeLZtCCCGEEKJOkLIphBBCCCGqRt0ECJnZJcCdwGnAene/rcYiNQRm1gLcD7wT+DkhT9edZvZWYCMhDcN+wNx9aKT3EccnVnP4PjDo7h+LTtsPAW8FdgFLYuJdcRKY2TRCivgLCek9rgOeRON4zDCzpYQU2UeB/wCuBc5C43hUmNlXgY8BL7j7hfHcsHOwmU0irIUfBQ4DHe6+qxZy1xMj9PFfA5cCrxJSvF/r7gfj/5YB1wOvA5919801EbxBqAvL5kQqudSAvAb8kbufD1wM/F7s288Bfe4+g1Ajp2Y1VRuI36e8AuftwNrYx0OEiU2cPHcC33T33wTeQ+hrjeMxwsyagc8C74uL9WmE6FaN49HTBVxScW6ksfsRQt2cGcCnyWtpiV9MF8f28beBC919FrAXWAYQ18ArgQvia/4u6iHiJKkLZZMJVHKp0XD359Jdsbu/RFigmwn9e1+87D7gE7WRsDEws3OAdmJxxmid+BBk9QDVx6PAzKYC84F7ANz91Wih0DgeW04HJpvZ6cAU4Dk0jkeNu28BflJxeqSxexlwv7sfdfcdwDQzO2t8JK1fhutjd/9WjNgG2EHIQwmhjx9y91fcvZ9Q9PP94yZsA1IvymYzFIq2hkSlzTWSpWExs1bgImAn8A53fw6CQgr8Wg1FawS+BPwpwVUB4G3AwcJEpzE9Os4Dfgzca2ZPmNl6M3szGsdjhrsPAn8D/JCgZP4UeByN42ox0tjVelgdrgM2xWP18RhTL8rmhCm51KiY2ZnA14E/cPdDtZankTCz5CdULIWmMT22nA7MBta5+0XAy2jLfEwxsyaCxacEnA28mbClW4nGcXXR3DHGmNkKgkvZA/GU+niMqRdlc8KUXGpEzOyXCYrmA+7eHU8/n7Zm4t8XaiVfA/AB4ONmtp/gAvIhgqVzWtyOBI3p0fIs8Ky774zPHyYonxrHY8dCoN/df+zuPwO6gbloHFeLkcau1sMxxMyuIQQOfdLdk0KpPh5j6kXZzEoumdkZBMfdR2osU0MQfQfvAfa4+x2Ffz0CXBOPrwH+ebxlaxTcfZm7n+PurYSx+6i7fxL4V+DyeJn6eBS4+4+AATP7jXiqDfhvNI7Hkh8CF5vZlDhvpD7WOK4OI43dR4CrzWySmV0M/DRtt4s3Rsxy82fAx939cOFfjwBXmtmbYtaQGcD3aiFjo1A3FYTM7KMEa9BpwFfdfXWNRWoIzGwe8F1CGpPkT7ic4LfpwLsIi8wV7l7pwC7eIGb2QeCPY+qj88hTxjwBfMrdX6mlfPWMmb2XEIB1BrCPkJbnl9A4HjPM7AvAYsKW4xOENEjNaByPCjN7EPgg8HbgeWAl8E8MM3ajov9lQpT0YUK6nu/XQu56YoQ+Xga8CXgxXrbD3T8Tr19B8ON8jeBetqnyPcWJUzfKphBCCCGEqD/qZRtdCCGEEELUIVI2hRBCCCFE1ZCyKYQQQgghqoaUTSGEEEIIUTWkbAohhBBCiKohZVMIURPMbLmZrR/H9raZ2UUn+dpNMfnziVzbHfP3CSGEIJR4E0KIMcfM/rfwdArwCvB6fH6ju68ZR1kuBV5y9ydO5vXuPlxZxpG4DVgHfPNk2hJCiEZDeTaFEFUnluq8wd17a9R+D/CP7v7AcS8em/aeAq5Ssm0hhJBlUwhRI8zsL4Hp7v4pM2sF+gkVO1YBZxKqezxOKKf6LuAf3P3mwuuvA/4EeCehlNyn3f0Hw7RzBqEe/Y0VbV9AsLZeBuwHfjs+lsbz17v7t+L134ntrzezDkLlnB3A9cBB4HcrKox8B2gHpGwKIU555LMphJhIzCHUIV5MKE+7AlhIUAzNzBYQDj5BKKu6CPhVQsnVB0d4zxnAz9392YrzlwIbgCZCmcXNhDmxmaDwfuU4cj5JKH33ReCeWEYwsQd4z/E/rhBCND5SNoUQE4lb3f3/okXxZeBBd3/B3QcJCmUK8LkR+Ct33+PurwFrgPea2bnDvOc04KVhzn/X3TfH13+NoLTe5u4/I9T6bjWzaSPI+QN3/3t3fx24DzgLeEfh/y/FdoUQ4pRHyqYQYiLxfOH4yDDPz4zH5wJ3mtlBMzsI/ASYRLBKVjIEvOUE2vqfqDym5xTaq+RH6cDdDw9z7VsI2+tCCHHKI59NIUQ9MgCsPsGAn6eASWbWHC2k48H5wL+PU1tCCDGhkWVTCFGP3AUsM7MLAMzsV8zsiuEujNvivcCCcZRvAbDpuFcJIcQpgJRNIUTd4e7fAG4HHjKzQ8B/Ar8oF+ZXgCXjIZuZ/Rbwsrt/bzzaE0KIiY7ybAohTgnMbCtwy8kmdn8D7XwduMfd/6Wa7QghRL0gZVMIIYQQQlQNbaMLIYQQQoiqIWVTCCGEEEJUDSmbQgghhBCiakjZFEIIIYQQVUPKphBCCCGEqBpSNoUQQgghRNWQsimEEEIIIarG/wMncx0m9bnCBgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Spectrogram function\n", "def get_spectrogram( data, t=EEG_hdeeg.times, fs=500, \n", " fft_win_size=2**11, t_resolution=2, freq_cut = None, verbose = False): \n", " if verbose:print('Calc Spec.. shape: %s, winsize: [%04d], t_res: [%d] s'%(data.shape,fft_win_size,t_resolution))\n", "\n", " # Spectrogram time vector\n", " t_fft = [t[0]+(((fft_win_size*.5)+1)/fs),\n", " t[-1]-(((fft_win_size*.5)+1)/fs)];\n", " t_vec = np.linspace( t_fft[0], t_fft[-1], int(np.diff(t_fft)/t_resolution)+1);\n", " \n", " # Memory pre-occupation\n", " n_ch, n_t = data.shape[0], len(t_vec)\n", " _,f = fft_half( np.zeros(fft_win_size), fs);\n", " if freq_cut is None:\n", " n_f = len(f)\n", " Spec_f = f;\n", " else:\n", " n_f = np.where(f" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Scaling sleep state\n", "sleep_state = np.zeros( (EEG_screw.data.shape[1],1), dtype='float16' )\n", "state_label = ['WAKE', 'NREM', 'REM']\n", "srate_factor_upscale = int(EEG_screw.data.shape[1] / sleep_score.shape[0])\n", "for stateIdx in range(len(state_label)):\n", " for tIdx in np.where( sleep_score['type'] == state_label[stateIdx] )[0]:\n", " sleep_state[tIdx*srate_factor_upscale:(tIdx+1)*srate_factor_upscale] = stateIdx+1\n", "\n", "# Slicing HDEEG-existing part & resizing\n", "t_ZT1_ZT3 = [int(19*EEG_screw.info['sfreq']*(60**2)), int(21*EEG_screw.info['sfreq']*(60**2))]\n", "sleep_state_hdeeg = sleep_state[t_ZT1_ZT3[0]:t_ZT1_ZT3[1]]\n", "sleep_state_spec = np.round((np.array( resize(sleep_state_hdeeg, (Spec_t.shape[0],1), interp = 'nearest' ), dtype='int32')/256)*2)\n", "\n", "# Visualization\n", "plt.figure(figsize=(10,3))\n", "plt.subplot(1,4,(1,3))\n", "plt.plot( Spec_t/60, sleep_state_spec )\n", "plt.yticks((0,1,2), labels=state_label)\n", "xlabel('Time (min)');\n", "\n", "# Count proportion of each state\n", "plt.subplot(1,4,(4))\n", "for stateIdx in [0,1,2]:\n", " plt.bar(stateIdx, 100*np.where(sleep_state_spec==stateIdx)[0].shape[0]/sleep_state_spec.shape[0], color='k')\n", "plt.xticks((0,1,2), labels=state_label)\n", "ylabel('Proportion (%)')\n", "\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=1.0)\n", "plt.savefig( '%sFig_QQ_TutorialLabeling.jpg'%(figure_directory), dpi=figure_dpi )\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we need to extract band power information of each channel to draw topographical map. To easily extract specific band power with given state, we made a handy function bandpower_state() as below. It slices in temporal and frequency domain for corresponding point of sleep state and frequency bin, respectively. " ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [], "source": [ "def bandpower_state( data=(Spec,Spec_t,Spec_f),sleep_state=sleep_state_spec,\n", " band_name='delta',state_name='NREM'):\n", " band_dict = {'delta':[1,4], 'theta':[5,10], 'high_gamma':[100,250], 'overall':[1,250]}\n", " state_dict = {'WAKE':0, 'NREM':1, 'REM':2}\n", " band, state = band_dict[band_name], state_dict[state_name]\n", " bandIdx = (np.where(Spec_f ybnew_up[i]\n", " idt2 = self.y_new[:, i] < ybnew_dn[i]\n", " self.id_out[idt1, i] = True\n", " self.id_out[idt2, i] = True\n", " # expand data points\n", " self.x = np.concatenate((self.x, self.x_new[self.id_out].flatten(), self.xb))\n", " self.y = np.concatenate((self.y, self.y_new[self.id_out].flatten(), self.yb))\n", " self.z = np.concatenate((self.z, np.zeros(np.sum(self.id_out) + len(self.xb))))\n", "\n", " def interp2d(self):\n", " pts = np.concatenate((self.x.reshape([-1, 1]), self.y.reshape([-1, 1])), axis=1)\n", " self.z_new = interpolate.griddata(pts, self.z, (self.x_new, self.y_new), method=self.interp_method)\n", " self.z_new[self.id_out] = np.nan\n", " \n", " def remove_overlap(self):\n", " id1 = self.find_val(np.diff(self.x_up) == 0, None)\n", " id2 = self.find_val(np.diff(self.x_dn) == 0, None)\n", " for i in id1:\n", " temp = (self.y_up[i] + self.y_up[i+1]) / 2\n", " self.y_up[i+1] = temp\n", " self.x_up = np.delete(self.x_up, i)\n", " self.y_up = np.delete(self.y_up, i)\n", " for i in id2:\n", " temp = (self.y_dn[i] + self.y_dn[i + 1]) / 2\n", " self.y_dn[i+1] = temp\n", " self.x_dn = np.delete(self.x_dn, i)\n", " self.y_dn = np.delete(self.y_dn, i)\n", "\n", " def divide_plane(self):\n", " ix1 = self.find_val(self.xb == min(self.xb), 1)\n", " ix2 = self.find_val(self.xb == max(self.xb), 1)\n", " iy1 = self.find_val(self.yb == min(self.yb), 1)\n", " iy2 = self.find_val(self.yb == max(self.yb), 1)\n", " # divide the plane with Quadrant\n", " qd = np.zeros([self.xb.shape[0], 4], dtype='bool')\n", " qd[:, 0] = (self.xb > self.xb[iy2]) & (self.yb > self.yb[ix2])\n", " qd[:, 1] = (self.xb > self.xb[iy1]) & (self.yb < self.yb[ix2])\n", " qd[:, 2] = (self.xb < self.xb[iy1]) & (self.yb < self.yb[ix1])\n", " qd[:, 3] = (self.xb < self.yb[iy2]) & (self.yb > self.yb[ix1])\n", " # divide the array with y axis\n", " self.x_up = self.xb[qd[:, 0] | qd[:, 3]]\n", " self.y_up = self.yb[qd[:, 0] | qd[:, 3]]\n", " self.x_dn = self.xb[qd[:, 1] | qd[:, 2]]\n", " self.y_dn = self.yb[qd[:, 1] | qd[:, 2]]\n", "\n", " def find_val(self, condition, num_of_returns):\n", " # find the value that satisfy the condition\n", " ind = np.where(condition == 1)\n", " return ind[:num_of_returns]\n", "\n", " def sort_arr(self, arr):\n", " # return sorting index\n", " return sorted(range(len(arr)), key=lambda i: arr[i])\n", "\n", " def interp1d(self, xx, yy, xxi):\n", " # find the boundary line\n", " interp_obj = interpolate.PchipInterpolator(xx, yy)\n", " return interp_obj(xxi)\n", " \n", "\"\"\" (2) Function for Topography plot \"\"\"\n", "from matplotlib import cm\n", "from pandas import read_csv\n", "montage_file = 'D:/SciData_Bowon_Sleep/montage.csv'\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "def get_boundary():\n", " return np.array([\n", " -4.400, 0.030, -4.180, 0.609, -3.960, 1.148, -3.740, 1.646, -3.520, 2.105, -3.300, 2.525, -3.080, 2.908, -2.860, 3.255,\n", " -2.640, 3.566, -2.420, 3.843, -2.200, 4.086, -1.980, 4.298, -1.760, 4.4799, -1.540, 4.6321, -1.320, 4.7567, -1.100, 4.8553,\n", " -0.880, 4.9298, -0.660, 4.9822, -0.440, 5.0150, -0.220, 5.0312,0, 5.035, 0.220, 5.0312, 0.440, 5.0150, 0.660, 4.9822,\n", " 0.880, 4.9298, 1.100, 4.8553, 1.320, 4.7567, 1.540, 4.6321,1.760, 4.4799, 1.980, 4.2986, 2.200, 4.0867, 2.420, 3.8430,\n", " 2.640, 3.5662, 2.860, 3.2551, 3.080, 2.9087, 3.300, 2.5258,3.520, 2.1054, 3.740, 1.6466, 3.960, 1.1484, 4.180, 0.6099,\n", " 4.400, 0.0302, 4.400, 0.0302, 4.467, -0.1597, 4.5268, -0.3497,4.5799, -0.5397, 4.6266, -0.7297, 4.6673, -0.9197, 4.7025, -1.1097,\n", " 4.7326, -1.2997, 4.7579, -1.4897, 4.7789, -1.6797, 4.7960, -1.8697,4.8095, -2.0597, 4.8199, -2.2497, 4.8277, -2.4397, 4.8331, -2.6297,\n", " 4.8366, -2.8197, 4.8387, -3.0097, 4.8396, -3.1997, 4.8399, -3.3897,4.8384, -3.5797, 4.8177, -3.7697, 4.7776, -3.9597, 4.7237, -4.1497,\n", " 4.6620, -4.3397, 4.5958, -4.5297, 4.5021, -4.7197, 4.400, -4.8937,4.1800, -5.1191, 3.9600, -5.3285, 3.7400, -5.5223, 3.5200, -5.7007,\n", " 3.3000, -5.8642, 3.0800, -6.0131, 2.8600, -6.1478, 2.6400, -6.2688,2.4200, -6.3764, 2.2000, -6.4712, 1.9800, -6.5536, 1.7600, -6.6241,\n", " 1.5400, -6.6833, 1.3200, -6.7317, 1.1000, -6.7701, 0.8800, -6.7991,0.6600, -6.8194, 0.4400, -6.8322, 0.2200, -6.8385, 0, -6.840,\n", " -0.220, -6.8385, -0.440, -6.8322, -0.660, -6.8194, -0.880, -6.7991,-1.100, -6.7701, -1.320, -6.7317, -1.540, -6.6833, -1.760, -6.6241,\n", " -1.980, -6.5536, -2.200, -6.4712, -2.420, -6.3764, -2.640, -6.2688,-2.860, -6.1478, -3.080, -6.0131, -3.300, -5.8642, -3.520, -5.7007,\n", " -3.740, -5.5223, -3.960, -5.3285, -4.180, -5.1191, -4.400, -4.89370,-4.5021, -4.7197, -4.5958, -4.5297, -4.6620, -4.3397, -4.7237, -4.1497,\n", " -4.7776, -3.9597, -4.8177, -3.7697, -4.8384, -3.5797, -4.8399, -3.3897,-4.8397, -3.1997, -4.8387, -3.0097, -4.8367, -2.8197, -4.8331, -2.6297,\n", " -4.8277, -2.4397, -4.8200, -2.2497, -4.8095, -2.0597, -4.7960, -1.8697,-4.7789, -1.6797, -4.7579, -1.4897, -4.7326, -1.2997, -4.7025, -1.1097,\n", " -4.6673, -0.9197, -4.6266, -0.7297, -4.5799, -0.5397, -4.5268, -0.3497,-4.4670, -0.1597, -4.4000, 0.03025]).reshape(-1, 2)\n", "\n", "def plot_topo2d(data, plot_opt = True, clim=(-5,5), montage_file=montage_file, topo_resolution = (500,500)):\n", " # Zero-padding\n", " short = 38-len(data)\n", " if short: data=np.concatenate((data, np.tile(.00000001, short)), axis=0)\n", " # Get head boundary image coordinates\n", " boundary = get_boundary()\n", " montage_table = read_csv(montage_file)\n", " x, y = np.array(montage_table['X_ML']), np.array(montage_table['Y_AP'])\n", " xb, yb = boundary[:, 0], boundary[:, 1]\n", " xi, yi = np.linspace(min(xb), max(xb), topo_resolution[0]),np.linspace(min(yb), max(yb), topo_resolution[1])\n", " xx, yy, topo_data = bi_interp2(x, y, data, xb, yb, xi, yi)()\n", " if plot_opt:\n", " topo_to_draw = topo_data.copy()\n", " topo_to_draw[np.where(topo_data>clim[1])] = clim[1]\n", " topo_to_draw[np.where(topo_data" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "counter=0\n", "for state in ['WAKE', 'NREM', 'REM']:\n", " # Get bandpower from each channel\n", " data_topo = bandpower_state((Spec,Spec_t,Spec_f), sleep_state_spec, 'delta', state)\n", " data_topo[EEG_hdeeg.bad_channels] = np.nan\n", " data_topo[EEG_hdeeg.bad_channels] = np.nanmean(data_topo)\n", "\n", " # Transform into 2D topography\n", " xx,yy,topo_NREM_delta = plot_topo2d( data_topo, plot_opt = False )\n", " clim=(0,6.5)\n", "\n", " counter += 1\n", " plt.subplot(1,3,counter)\n", " plt.contourf(xx, yy, topo_NREM_delta, cmap=cm.jet, levels = np.linspace(clim[0],clim[1],30))\n", " plt.grid(False)\n", " plt.gca().set_aspect('equal','box')\n", " plt.xlabel('ML coordinate (mm)', fontsize=15, color='k');\n", " if state is 'WAKE': plt.ylabel('AP coordinate (mm)', fontsize=15, color='k');\n", " plt.text(0, 0.0, 'BP', color='k', fontsize=10, weight='bold', ha='center',va='center');\n", " plt.text(0,-4.2, 'LP', color='k', fontsize=10, weight='bold', ha='center',va='center');\n", " plt.axis( (-5.5, 5.5, -7, 5.2) ) \n", " plt.gca().set_facecolor((1,1,1))\n", " plt.xticks(color='k'); plt.yticks(color='k')\n", " plt.clim(clim)\n", " title( 'Delta power [%s]'%(state))\n", "\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=1.0)\n", "plt.savefig( '%sFig_QQ_TutorialTopography.jpg'%(figure_directory), dpi=figure_dpi )\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3-5) Example trace figures\n", " \n", " \n", "Below figures depict some example cases of EEG analysis (e.g., drawing multichannel raw data, rich visualization of SWA and spindle) contained in this dataset. For the purpose of demonstration, few pieces of data were arbitrarily selected. " ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "** Data loading ... Subject 2, Session 7 (Step: R1) **\n", "Screw data shape: [4 channels x 43200000 times]\n", "Screw bad channels: []\n", "hdEEG data shape: [36 channels x 3600000 times]\n", "hdEEG bad channels: [0, 29, 34]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Figure: Example signal visualization of screw/hdeeg data\n", "\n", "# Data selection for figure QQQ\n", "EEG_screw, EEG_hdeeg, sleep_score = load_data(example_info_trace['subject'],example_info_trace['day'], verbose=True)\n", "start_point = int(3235*EEG_screw.info['sfreq'])\n", "data_length = int(60*EEG_screw.info['sfreq'])\n", "toi = (start_point+0,start_point+data_length-1)\n", "t_toi = EEG_hdeeg.times[toi[0]:toi[1]]\n", "hdeeg_toi = EEG_hdeeg.data[:,toi[0]:toi[1]]\n", "hdeeg_toi[ EEG_hdeeg.bad_channels, :] = np.nan\n", "screw_toi = EEG_screw.data[:2,t_ZT1_ZT3[0]+toi[0]:t_ZT1_ZT3[0]+toi[1]]\n", "acc_toi = abs(EEG_screw.data[2:3,t_ZT1_ZT3[0]+toi[0]:t_ZT1_ZT3[0]+toi[1]])\n", "data_toi = np.concatenate((10*acc_toi, 2*screw_toi, hdeeg_toi), axis=0 )\n", "\n", "# Filter EEG data (1-50 Hz)\n", "for chIdx in range(1,data_toi.shape[0]): data_toi[chIdx,:] = bandpass_filt(data_toi[chIdx,:], band=(1,50))\n", "\n", "# Rescaling sleep state data\n", "sleep_state = np.zeros( (EEG_screw.data.shape[1],1), dtype='float16' )\n", "state_label = ['WAKE', 'NREM', 'REM']\n", "score_exist = sleep_score.shape[0]>0\n", "if score_exist:\n", " srate_factor_upscale = int(EEG_screw.data.shape[1] / sleep_score.shape[0])\n", " for stateIdx in range(len(state_label)):\n", " for tIdx in np.where( sleep_score['type'] == state_label[stateIdx] )[0]:\n", " sleep_state[tIdx*srate_factor_upscale:(tIdx+1)*srate_factor_upscale] = stateIdx+1\n", " t_ZT1_ZT3 = [int(19*EEG_screw.info['sfreq']*(60**2)), int(21*EEG_screw.info['sfreq']*(60**2))]\n", " sleep_state_hdeeg = sleep_state[t_ZT1_ZT3[0]:t_ZT1_ZT3[1]]\n", " sleep_state_toi_500Hz = np.round(sleep_state_hdeeg)\n", "WAKE = sleep_state_toi_500Hz==1\n", "wake_toi = np.where( WAKE[toi[0]:toi[1]] == 1 )[0]\n", "sleep_toi = np.where( WAKE[toi[0]:toi[1]] == 0 )[0]\n", "\n", "# Channel label list for visualization\n", "ch_names = ['ACC', 'Frontal', 'Parietal']; [ ch_names.append(x) for x in EEG_hdeeg.ch_names ]\n", "\n", "# Plot multi channels \n", "x, y = t_toi, data_toi\n", "spacing=8000 \n", "color_template = np.array([[1,.09,.15],[1,.75,.28],[.4,.2,0],[.6,.7,.3],[.55,.55,.08]])*0\n", "color_space = np.tile( color_template, \n", " (int(np.ceil([ float(y.shape[0])/color_template.shape[0]])[0]), 1) )\n", "color_space = np.zeros((y.shape[0],3))\n", "plt.figure(figsize=(15,10))\n", "y_center = np.linspace( -spacing, spacing, int(y.shape[0]) )\n", "for chanIdx in range(y.shape[0]):\n", " shift = y_center[chanIdx] + np.nanmean(y[chanIdx,:])\n", " plt.plot(x, y[chanIdx,:]-shift, color=color_space[chanIdx,], linewidth=1);\n", " plt.xlabel('Time (sec)', color=[0,0,0])\n", " plt.xticks(color=[0,0,0]); plt.yticks(color=[0,0,0])\n", " plt.yticks(y_center, ch_names[::-1]);\n", " plt.ylim((-1.1*spacing,1.25*spacing))\n", "\n", "state_indicator_ypos = spacing*1.23\n", "plot( x[wake_toi], np.ones((wake_toi.shape[0],1))*state_indicator_ypos, '.', color=[.1, 1, .1])\n", "plot( x[sleep_toi], np.ones((sleep_toi.shape[0],1))*state_indicator_ypos,2 '.', color=[.5,.5,.5])\n", "plt.gca().set_facecolor((1,1,1))\n", "plt.savefig( '%sFig_QQ_ExampleTrace.jpg'%(figure_directory), dpi=figure_dpi )\n", "plt.show();\n", "\n" ] }, { "cell_type": "code", "execution_count": 214, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "** Data loading ... Subject 1, Session 1 (Step: BL) **\n", "Screw data shape: [4 channels x 43200000 times]\n", "Screw bad channels: []\n", "hdEEG data shape: [36 channels x 3600000 times]\n", "hdEEG bad channels: [9, 12, 22, 27, 31, 34, 35]\n", "[SWA detection] 7796 events are detected\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Figure: Example SWA propagation (anterior to posterior)\n", "\n", "# Data selection for figure QQQ\n", "evIdx = example_info_swa['event']\n", "EEG_screw, EEG_hdeeg, sleep_score = load_data(example_info_swa['subject'],example_info_swa['day'], verbose=True)\n", "data, t, fs = EEG_hdeeg.data[3,:], EEG_hdeeg.times, EEG_screw.info['sfreq']\n", "swa_idx, swa_minmax = detect_swa(data, fs=fs, t=t, verbose=True);\n", "data_filtered = EEG_hdeeg.data.copy()\n", "for chIdx in range(data_filtered.shape[0]): data_filtered[chIdx,:] = bandpass_filt(data_filtered[chIdx,:], band=(1,30)) \n", "\n", "# Preprocessing for easy visualization\n", "cut_epoch = (-int(fs*.2),int(fs*.4)) # unit:sec\n", "\n", "x_epoch = t[swa_idx[evIdx,0]+cut_epoch[0]:swa_idx[evIdx,0]+cut_epoch[1]]\n", "y_epoch = data_filtered[:,swa_idx[evIdx,0]+cut_epoch[0]:swa_idx[evIdx,0]+cut_epoch[1]]\n", "y_epoch[EEG_hdeeg.bad_channels,:] = np.nan\n", "\n", "# Plot multi channels \n", "spacing=3000\n", "color_space = np.zeros((y_epoch.shape[0],3))\n", "plt.figure(figsize=(3,10))\n", "y_center = np.linspace( -spacing, spacing, int(y_epoch.shape[0]) )\n", "for chanIdx in range(y_epoch.shape[0]):\n", " shift = y_center[chanIdx] + np.nanmean(y_epoch[chanIdx,:])\n", " plt.plot(x_epoch-t[swa_idx[evIdx,0]], y_epoch[chanIdx,:]-shift, color=color_space[chanIdx,], linewidth=1);\n", " plt.xlabel('Time (sec)', color=[0,0,0])\n", " plt.xticks(color=[0,0,0]); plt.yticks(color=[0,0,0])\n", " plt.yticks(y_center, EEG_hdeeg.ch_names[::-1]);\n", " plt.ylim((-1.05*spacing,1.20*spacing))\n", "plot( [0,0],plt.ylim(), color=(1,0,0), linestyle = '--' )\n", "plot( [0,0]+t[swa_idx[evIdx,1]]-t[swa_idx[evIdx,0]],plt.ylim(), color=(1,0,0), linestyle = '--' )\n", "plt.text(0, 1.12*spacing, 'Onset > ', horizontalalignment = 'right', color=(1,0,0))\n", "plt.text(t[swa_idx[evIdx,1]]-t[swa_idx[evIdx,0]], 1.12*spacing, ' < Offset', horizontalalignment = 'left', color=(1,0,0))\n", "plt.xlim((-.2,.4))\n", "plt.gca().set_facecolor((1,1,1))\n", "\n", "plt.title('Example SWA Activity')\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=1.0)\n", "plt.savefig( '%sFig_QQ_ExampleSWA.jpg'%(figure_directory), dpi=figure_dpi )\n", "plt.show();\n" ] }, { "cell_type": "code", "execution_count": 213, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Data selection for example figure\n", "evIdx = example_info_spindle['event']\n", "EEG_screw, EEG_hdeeg, sleep_score = load_data(example_info_spindle['subject'],example_info_spindle['day'], verbose=True)\n", "data, t, fs = EEG_hdeeg.data[3,:], EEG_hdeeg.times, EEG_screw.info['sfreq']\n", "spindle_idx, amptd_envelop = detect_spindle( data, fs )\n", "data_filtered = EEG_hdeeg.data.copy()\n", "for chIdx in range(data_filtered.shape[0]): data_filtered[chIdx,:] = bandpass_filt(data_filtered[chIdx,:], band=(1,50)) \n", "\n", "# Preprocessing for easy visualization\n", "cut_epoch = (-int(fs*2),int(fs*2)) # unit:sec\n", "\n", "x_epoch = t[spindle_idx[evIdx,0]+cut_epoch[0]:spindle_idx[evIdx,0]+cut_epoch[1]]\n", "y_epoch = data_filtered[:,spindle_idx[evIdx,0]+cut_epoch[0]:spindle_idx[evIdx,0]+cut_epoch[1]]\n", "y_epoch[EEG_hdeeg.bad_channels,:] = np.nan\n", "\n", "plt.figure(figsize=(10,8))\n", "spacing=5000\n", "y_center = np.linspace( -spacing, spacing, int(y_epoch.shape[0]) )\n", "for chanIdx in range(y_epoch.shape[0]):\n", " shift = y_center[chanIdx] + np.nanmean(y_epoch[chanIdx,:])\n", " plt.plot(x_epoch-t[spindle_idx[evIdx,0]], y_epoch[chanIdx,:]-shift, color=color_space[chanIdx,], linewidth=1);\n", " plt.xlabel('Time (sec)', color=[0,0,0])\n", " plt.xticks(color=[0,0,0]); plt.yticks(color=[0,0,0])\n", " plt.yticks(y_center, EEG_hdeeg.ch_names[::-1]);\n", " plt.ylim((-1.05*spacing,1.20*spacing))\n", "plot( [0,0],plt.ylim(), color=(1,0,0), linestyle = '--' )\n", "plot( [0,0]+t[spindle_idx[evIdx,1]]-t[spindle_idx[evIdx,0]],plt.ylim(), color=(1,0,0), linestyle = '--' )\n", "plt.text(0, 1.12*spacing, 'Onset > ', horizontalalignment = 'right', color=(1,0,0))\n", "plt.text(t[spindle_idx[evIdx,1]]-t[spindle_idx[evIdx,0]], 1.12*spacing, ' < Offset', horizontalalignment = 'left', color=(1,0,0))\n", "plt.title('Example Spindle Activity')\n", "plt.xlim((-2,2))\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=1.0)\n", "plt.gca().set_facecolor((1,1,1))\n", "plt.savefig( '%sFig_QQ_ExampleSpindle.jpg'%(figure_directory), dpi=figure_dpi )\n", "plt.show();\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3-6) Obtaining grand-averaged results \n", " \n", "So far, figures and analyses were focused on the data from single session. To obtain grand-averaged data, we need to use a loop which extract features-of-interest from given dataset. Because of the large size of dataset, the calculation is done one-by-one. This is just an example way of doing it, so please change the pipeline to meet your analysis purpose and environment (large RAM, etc.). " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# IT TAKES A LOT OF TIME!\n", "calculationOpt = False\n", "if calculationOpt:\n", " for sbjIdx in range(9):\n", " list_swa, list_swa_range, list_spindle, list_delta, list_theta = [], [], [], [], []\n", " list_Spec, list_sleep_state_toi = [], []\n", " list_highpow = []\n", " for sessIdx in range(9):\n", "\n", " # (1) Data loading and check availability\n", " EEG_screw, EEG_hdeeg, sleep_score = load_data( sbjIdx, sessIdx, verbose = False)\n", " score_exist = sleep_score.shape[0]>0\n", " hdeeg_exist = EEG_hdeeg is not None\n", "\n", " # (2) SWA & Spindle detection\n", " spindles, swas, swar = [], [], []\n", " if hdeeg_exist:\n", " for chIdx in range(EEG_hdeeg.data.shape[0]):\n", " if chIdx in EEG_hdeeg.bad_channels:\n", " swa_idx, swa_minmax, spindle_idx = [], [], []\n", " else:\n", " data, t, fs = EEG_hdeeg.data[chIdx,:], EEG_hdeeg.times, EEG_screw.info['sfreq']\n", " swa_idx, swa_minmax = detect_swa(data, fs=fs, t=t);\n", " spindle_idx, amptd_envelop = detect_spindle( data, fs )\n", " swas.append( swa_idx )\n", " swar.append( swa_minmax )\n", " spindles.append( spindle_idx )\n", " list_swa.append( swas )\n", " list_swa_range.append( swar )\n", " list_spindle.append( spindles )\n", " else:\n", " list_swa.append( [] )\n", " list_swa_range.append( [] )\n", " list_spindle.append( [] )\n", "\n", " # (3) Power calculation for topography & signal quality check\n", " if hdeeg_exist and score_exist:\n", " # Scaling sleep state\n", " Spec, Spec_t, Spec_f = get_spectrogram( data = EEG_hdeeg.data, t = EEG_hdeeg.times )\n", "\n", " sleep_state = np.zeros( (EEG_screw.data.shape[1],1), dtype='float16' )\n", " state_label = ['WAKE', 'NREM', 'REM']\n", " srate_factor_upscale = int(EEG_screw.data.shape[1] / sleep_score.shape[0])\n", " for stateIdx in range(len(state_label)):\n", " for tIdx in np.where( sleep_score['type'] == state_label[stateIdx] )[0]:\n", " sleep_state[tIdx*srate_factor_upscale:(tIdx+1)*srate_factor_upscale] = stateIdx+1\n", " t_ZT1_ZT3 = [int(19*EEG_screw.info['sfreq']*(60**2)), int(21*EEG_screw.info['sfreq']*(60**2))]\n", " sleep_state_hdeeg = sleep_state[t_ZT1_ZT3[0]:t_ZT1_ZT3[1]]\n", " sleep_state_toi = np.round((np.array( resize(sleep_state_hdeeg, (Spec_t.shape[0],1), interp = 'nearest' ), dtype='int32')/256)*2) \n", " sleep_state_toi_500Hz = np.round(sleep_state_hdeeg)\n", "\n", " list_Spec.append(Spec)\n", " list_sleep_state_toi.append(sleep_state_toi) \n", "\n", " else:\n", " list_Spec.append([])\n", " list_sleep_state_toi.append([]) \n", "\n", " # Save\n", " data = {'list_swa':list_swa,\n", " 'list_swa_range':list_swa_range,\n", " 'list_spindle':list_spindle,\n", " 'list_sleep_state_toi':list_sleep_state_toi,\n", " 'list_highpow':list_highpow,\n", " 'list_Spec':list_Spec,\n", " 'Spec_t':Spec_t,\n", " 'Spec_f':Spec_f,\n", " 'bad_channels_hdeeg':EEG_hdeeg.bad_channels}\n", " with open(save_directory+'data_summary-sbj%s.pickle'%(sbjIdx+1), 'wb') as f: pickle.dump(data, f, pickle.HIGHEST_PROTOCOL)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the scripts above, we downsized the individual subject's data from 10.1 GB to 1.5 GB. Through scanning these pickle files, grand-averaged power topography can be obtained as follow." ] }, { "cell_type": "code", "execution_count": 218, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "---- opening [D:/output_ipynb/data_summary-sbj1.pickle]\n", "\n", "---- opening [D:/output_ipynb/data_summary-sbj2.pickle]\n", "\n", "---- opening [D:/output_ipynb/data_summary-sbj3.pickle]\n", "\n", "---- opening [D:/output_ipynb/data_summary-sbj4.pickle]\n", "\n", "---- opening [D:/output_ipynb/data_summary-sbj5.pickle]\n", "\n", "---- opening [D:/output_ipynb/data_summary-sbj6.pickle]\n", "\n", "---- opening [D:/output_ipynb/data_summary-sbj7.pickle]\n", "\n", "---- opening [D:/output_ipynb/data_summary-sbj8.pickle]\n", "\n", "---- opening [D:/output_ipynb/data_summary-sbj9.pickle]\n" ] } ], "source": [ "# Get individual topography data\n", "import pickle\n", "save_directory = ''\n", "\n", "topos = np.zeros((500,500,9,9,2,3), dtype='float16')\n", "band_label = ['delta', 'theta']\n", "state_label = ['WAKE', 'NREM', 'REM']\n", "condition_label = ['BL', 'SR1', 'SR2', 'SR3', 'SR4', 'SR5' ,'R1', 'R2', 'R3'] \n", "\n", "visualizeOpt = False\n", "for sbjIdx in range(9):\n", " fname_open =save_directory+'data_summary-sbj%s.pickle'%(sbjIdx+1)\n", " print('\\n---- opening [%s]'%fname_open)\n", " with open(fname_open, 'rb') as f: data = pickle.load(f)\n", " \n", " if sbjIdx == 0: Spec_f, Spec_t = data['Spec_f'], data['Spec_t']\n", " \n", " # Data selection\n", " badch = data['bad_channels_hdeeg']\n", " powers = np.zeros((36,9,len(band_label),len(state_label)))\n", " for dayIdx in range(9):\n", " Spec = data['list_Spec'][dayIdx]\n", " sleep_state_toi = data['list_sleep_state_toi'][dayIdx]\n", " if len(Spec)>0:\n", " if Spec.shape[0] < sleep_state_toi.shape[0]:\n", " t = Spec_t[:Spec.shape[0]]\n", " sleep_state_toi = resize( sleep_state_toi, [Spec.shape[0],1] )\n", " else:\n", " t = Spec_t\n", " \n", " for band in band_label:\n", " for state in state_label:\n", " x = bandpower_state((Spec,t,Spec_f),sleep_state_toi,band,state)\n", " x[badch] = np.nan; x[badch] = np.nanmedian(x)\n", " powers[:,dayIdx,band_label.index(band),state_label.index(state)] = x\n", " else:\n", " powers[:,dayIdx,:,:] = np.nan;\n", "\n", " for bandIdx in [0,1]:\n", " if bandIdx==0: clim=(0,12)#np.nanmax( powers[:,:,bandIdx,stateIdx].flatten() ))\n", " else: clim=(0,6)#np.nanmax( powers[:,:,bandIdx,stateIdx].flatten() ))\n", " for stateIdx in [0,1,2]:\n", " if visualizeOpt: \n", " plt.figure(figsize=(15,8))\n", " counter = 0\n", " for dayIdx in range(9):\n", " powers_to_draw = powers[:,dayIdx,bandIdx,stateIdx]\n", " \n", " outlier_index = np.where( powers_to_draw > (np.nanmean(powers_to_draw)+np.nanstd(powers_to_draw)*2.56))[0]\n", " powers_to_draw[ outlier_index ] = np.nan;\n", " powers_to_draw[ outlier_index ] = np.nanmedian(powers_to_draw);\n", " \n", " hdeeg_exist = np.mean( np.isnan(powers_to_draw) ) < 1\n", " xx,yy,topo = plot_topo2d( powers_to_draw, plot_opt = False )\n", " if not hdeeg_exist: topo[:] = np.nan\n", " topos[:,:,dayIdx,sbjIdx,bandIdx,stateIdx] = topo\n", " if visualizeOpt: \n", " plt.contourf(xx, yy, topo, cmap=cm.jet, levels = np.linspace(clim[0],clim[1],30))\n", " plt.subplot(1,9,dayIdx+1)\n", " plt.grid(False)\n", " plt.gca().set_aspect('equal','box')\n", " plt.axis( (-5.5, 5.5, -7, 5.2) ) \n", " plt.gca().set_facecolor((1,1,1))\n", " plt.xticks([0],color='k'); plt.yticks([0],color='k')\n", " plt.clim(clim)\n", " title( '[%s]%s %s'%(condition_label[dayIdx],state_label[stateIdx],band_label[bandIdx]), fontsize=9)\n", " if visualizeOpt: plt.show()\n", "#np.save(save_directory+'topos', topos) # Save it if you want\n" ] }, { "cell_type": "code", "execution_count": 219, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NREM delta\n" ] }, { "data": { "image/png": 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mZGlB1ifHzzyns+xynu4BV7jBw3sXZ2cWbAGjfuozOvUxZpOlIEsO0N+PT+EhHg224hNwf7a5HGf5/IR+JmdZHrQ+fpdtT0YuQTq0IEser15//viinVh9pLBXzwC8MlzDFebBFm4Dj94Yx6+pK+MB256siBXioM2roYKsLdrdZbycZfZ7VkHze6RKulwF9erEWIqnFK9Oj4F7l/81/Ux7tNXVDVZFoGUSjGxs1CArSDC5KhOjo/MID6ce5tPts57hOQ+bLNcimvoYHWW5bedad3amIOsZljnDKRzp8RxXuJlVJk44XzLLgtHoMOnRHOX7eoA+2ZtPAPgpbFfNEghnGRf9nHEaAvXbGJI9ojLBznJmpCD9GrMxSwTosyDrY+PDMgbjv+ToLPuy5wD+GIbq6OminxPOON0+43E7dmVMLahse3Jg83vkOcXCBk3JnrUw+U0fuMy7AcaA7zYG3QCKs8x+Tz6kdlOxhHtrDtCnBHMoice71zEPtmb6Ueap10LxgdaldA5MLZxj65TIKqvtgot73GUWikh2dABFNE8wfAF4vlY2ZpVQYGZsgMvKlJNunmFwllOxRD/3ALxyMTyaswMozjJnB1MymxtBOMqAtLLpGYNzvDRIT8mon9O9YVB9hIdWZ5ltT1pmtkcK0mWbM9POxzDTjisgWsKbtvteAG987PL/63iM873TZZEnuYWQbU8WXH7PcPNZH78oVi5sXX3yBviAvjDHVE0Xduckro1tT2om2wPM200l7Wg+c44EYehYOCZ5RHJZXtxpsjvTuAUAdSQJ37P1BbgZS+eGahYA7Qud1LC8suCxo3CplexuXb+8bKws5tzgATg7mI5hsNK1QwXoU3Ce2kleoh/huEMfVKcNKYURxV0Io8OkQpoboWgHwFw7IsAqJcgS1/Ls0v6s6ec+htd1AoA3wLYnHZrtUYJ0H+182Z3hJweuT/qXXmCWNJg5ZrfPQAu2PVmR/B5g+J4Cw/uO+eIT8v8kJ1yCtZW4en4zTyZA2jRZ2B1JO2x70jGzPWLsArQOMADpCxMq99yHaDzT9TOzO4A0bl2ShCVTdKClCQYgszpaZJ6aVww/PpwvohHXOxnFFpcAYBIND1gp0FZqAqzVLAD5Wr5CNSMQjo6kIc3ZmTnLdRidGtDmhNq0I1ezSkLSj1b5V53lE8C2Jw0z26O0KxurWRZEwKX+LOU1yw8gXdfZkOgRtufrAbY96bi8h3f1BTCu9VUGvf2ek+EnE2pCSksQimvCpYWQWYZWCfWoZmXnnuOHYrwsca3i78nuKONW6YF6sYEWKRjD3KzhEEkwa2VvXMGX9L96rafbZ72qxc5yQpRJxJZqFoA81SyK0IA9pKpVidEpHVslFJgPVLOKRIn4VrWm7PIH2fYsRrI9xNwITTtAVJCeKwCbIenHGKhPiR62PUu5+D1S29eSapYPpgBsiR9FJJgB6AlCZdxi27MUogMM2Kaa5QsVeBFjFgC9qlVJRb3gOVpE6ZyoZsm/Z1kdk5HILSrKcT4DuDffK2D6u4XUOoip75SJh5xE7DM3SyBnWdYKvgTPiNufD3/L8/3IuVoATzBOAj2JGNCD3agAPaSdYqn+nmE2Vwsg5voJ+yPNFWXiIFc4tVWzgOQ2xhRsRc35UvRzwlmfqwVIc/3Y9ixD8nvkTowxIWuaLvHy3q083TyxftRJ/Jo79meccOv65WWuDTCOXXeXX+vB0Ta1FmOXbzUrpONmje6Ns2OulqCCNQ6KDLQ0wUgDFrXSYFAJ1JalyRiEXT2/AZSBilyBcBIND1jxEI6ywdgAsH/uqlOcO/CijJ2oap0uA9fM2QE7y6mYrTJoaNlZtZoV0+OuIqoSpxucx4SP0VkGeBXCRegtg1Q1a0JuOb2HrFoKCcCmY+W5fqYVCAFpby22PbFo7e5KRcK0+JcgW7BFEVDtEgHWdL3qCoRi7DrfBfAW254IyA4wwNoBtqiaZQvKEgZhV8/nY9YZJ93uTPopt0BRXKBlbBkEJmMz3EW0DC5lhSqYsaoFKKIBSo7QS0WbWwOQxsZYzXJhcnzX2BvJUNWaBeu8R0k02iqDhlblRdWsLVCqEmecZi1gpj1KmDC0VQbHSqhazQJQVMups93QUtXSNlHnVQijMLYMelSzZF7eu2V8jlWXfpefU62EiqqWnCAUFOwslw3RMijZH2DFuVkpgjBxDqKqZdRPwQWK4gItY8ugZGxMWZ3iyufK461VLYNoGH9mjjJgdHa8q1khUAFYaidKzNWSNCQ29KNbCDk7GAY9t8a4SmVpi1+YGDeglasSAC7Ossgws7McjbVl8PbcsbEG6SkqmIKU9sdQ1QLALYRJsLQMtmkSzLYgDMgbiKkJZtwGHuPqMkcdmLUQsnb8MS78RfjMgFTNGv5Zd46WKwgj7lerWkI/WoL5hGJbCIsKtMjSOTAzNqpgVDYvn58d94M2OmbRsLPsj7IAhs9KTTmd5VRth+I8oqr1XN+bjW4h5OygL5qjDFi1s6ia9RxpHWob8sA16ketagHsLC9HaVcmKqHvx6foltNXkMcOLa2+y483VLUAGPb146qoLz5dPFSCGVA2BV5I6mqYej5jVQvgbp5F0At/+bSbFoUpCDvTYxa9CTZQ4hoHRQVaxtJ5ezE2wAbLU4bg6F0mo3NAbyEUsLPsBbkAhmVOHwA9k5N5jkRU4KU+RqlqAZdVLLVgnZ3lAOgFMCjtkAF6idUtdeCSqhIP7w0bGLOzvBxyXl9rcXK2bjn1CcBMFXqlKgoQiR6e6xeIvYsH0BeVUJErjDkIDcKoIAtQAkM5wczdPFHM/B5AWzTOujq3YO2qVgQiuQxgGrPIFsJp3CqrQFHM8u7a3hGAs/xp4uW9W9NPiVCD77TcOzDPaPEeE55IGUFH29esdL4lrv0kLO2IoRv6MWYuy7nDuFKc5iiXjik7aNqXDaP9acF7awWjtCsTY5azir5kY/NU2GyRvALqmRjDbivbBQBg2+OG3DMLmFcklASzCRHErI3sb7n8rllyUB6zxN5Iw51gv8cX9wIYANy+zzbScSNtM0C9ltkm2ECx29wUVNEy7x0h9yerxsaVySlpcqgtyzObKwFUs5pKCZjavgB6AvFstR21bSd3VcuGTzvZPcyqWu4WMEA4y6Vkd8rD3PYFSE5BKQG6iq+TLu1RAjiqoqKqxc6ylZBq1mR3hH1RbU2uFsIlWKqi1LyJaa4fV7U8MXTxjJgSzCa/xxRsbd35oy0AJt0+VSWe4OL3FdoCVhLGalar+8yyhozTa1xTYdaEuBa1qjXzedSqVmFz/YoItLTl3AGymiVQWwZjy+Y+Fa8UjhX1PJTBNJZCCxNNedBtX1X1J/ugBGKq4SGXPuUWMCukowxdO4DkrJTmDPug7g2nzPUTr3VqYWZn2YlplUp1AYyZ3VG1s2Vix4UtgCdWAwOkRA+vYOmEXMQA0BbAAOhqVojf46p25RwX1ecWwfn0vOrCGDxH3Qk5r8/gM1NVUO+1DAqrdIkxSrwm4fPQKy8DpdieQloHpTdj1jY3NzYALZqcbNaCqJVCgVJEUxJa2xegVbN2g8MhE4Z11oI6ZUe5BYxGafsCLu2XFCZJCafUVpW0tWaF8Irys5BZEktuxeAWMAfSJHRgXomwODlVYNKVT2DYQmkDY9tDI1WzAK2aJbAFQanaBeW6R0pM51O/FzM/b/Y+lNUCVhbKvL4RNUCn/q4Z5+uYjVtl2J7NA63Zm6B+J9s1r8ROrmAr9ItQgmjKQsrqGPCZ11cdov3Lx6HjQJ1k9l3yaDnV8A2qlgZXiQMrAGRVjnyNkuPHtueC8b1oLQ/yMT8lzNXyRM6Ik9p5Vf6HbY+Mph8iwAK2GbNyBFxLYdtzYVbNAozacVHqGgYhzL4f7WaX4WTzQOsiGPdKM2tkdmzkEqbsJM+qMLMv0BCd84B1gTS+UusXYNDMjuItlen1tuMNvKgKibZB6BJEEOVT1fIhdWBluR7q+6F2EQyw7aHRM8qC6ASP+vmn/kkMWRGdwbZHRnsfTNvAbNyRkavKJdC+F612ABNKe/lzb9Us2f92vp6Z7/za5rZn00Dr8uIJZ+f+/N9ShFJCFmBr0ZQDsSyuAaGfIhczUPGdszF+JfwdOnaWdZR5oTBvDppNO5kdYR/Iiuis/WuAbY87SHc6yGvtoWYiVm/qvlo27qs3sO2Zo4xdCnSyg2aNJHNMwOVzvDZmabq5JJjZ9qi2h5jbd0BmGro/uwM+BZw12LiiZTC8SilU/TKWEnQtxZRxIPuVJ9HwgAUQLaeyZlpxc2U6eY5LkLVggrx5yVPOLF9IXM0KcZ4LCKxMmL8zbHt0iCW5FbyC9JICLyBIk86sOduecNqtLyAvTn8ushWOubC3atYytg/UNwu05tUsacBSqhJqdvAwomntd/OAZcgIEs6OtmpciUQGVsKBM1a1tO8UO8tkkK7aHWXum7d2KCe1tMBKOPa2l9SOv2eJngG2Pe5FDIq2NTYi9SlXROn9IAG2PY6KBGCsSshbeGxJquqZFmypVWBDgvnItofUjmFLAF9K6NDygbpO65QbYtzakgLmaB0ba+ZBbOJHGp3jYnSUCWNTwuDkJLZ6ZWnfmTafFXBmWYII0sXSuG3E6dSKRGmBlQNjkC5vIgqAq1qWDWYBbUluQdXbAtggTKs2RxRg2+OCGL9k5O1fTKy5eEVpC2UwZqpd9dRCuE+3faC+SaDljMyJfSSAMkQTM0/D9Zi4Mu+RszuWalbrcHZKirvkVkHT/R63WasvcrA+cVxn2auaZVpx0KWdrVvAKCKu6XT7bGlfHmDbMyKPWSPVL+1OEbCgyqx1mW3PhLOaRVBqotAVbPkEY+QS7y0cCWb2e3x95lK1E4qt6qZNuWmh66cAqqlo7UU0PkyOTgvDYHVcyGVxDa07RS/rnmqTUsNLm2lIwM4yXNWskEnoi6GWgM8drBGbXstoy+VyVWvCNS9UbFRMUqAJWoQl4QPYKuoDx7Q9BKqzLFHkuCWRorJV+msshRTfF9PnVUv7oEyQbgoI1FcPtEKqWaHtX6WWtH2E7JX95OwOrBnB1u7sFLHioKuKFYkcVMpBJgB2lkeMQbrE6Tbx/iFAOyF7a8WcIxNqVd1Y1ZI4tO0RENUsrySP+hmXWA21MV4vFagL/QCw2J5jofk9JlpHwG5hC/8nZbBlTDCz30Nj8JnV8avmYNbHd5Ztzkw/BVF8RYsSSakBVSjq65AH6ZJFsxXWahaRDTzh7A5g15w3kSHAAuYLYqgTRLkFTMWwLG6rt10YJ6BT864oR3lJpWqN6paiffL1tjAsmXssZ9nVcko5xzU7ODNMOpT0Q31fZlUtzfYc3FmmEswelOj7qNcUc427+a5kwFicYOwUFKi/d80n86pmMTTqF+t8yYo1zYfR9x9a93o2w9zfLmd0ZKgKxaosCbCew8vhPuE8DXDa5OlWOvBt8YfQz5sLLq4eLrZnxLCACqWVYO2kDJDuIV4/nlUTVS/T670NPMbV8Ldsf6a341gVUZ8FVKgETxGV9IyY9DPZHzGuH972OJITrXkM80X7DteOxe9h5sjjlzVRSPDy3q3q7BT52m4D52vgprta/4IsrBpoedHqJdBQ0dSG6XWVmL3aFsWxU0rnMtGaSV11ylTFmniGKegUr/UF7lz+Vw2PyMIf0lm2t5zKCO0UYXOWBFs2XsGggzEAk1+rsD23rl/iRgRbTyEOHB2etw6U5CGCdAnVOSZbePcIoZ/J2b99ZtujYV6WW8W7K4PgjNOq2gt5PmswKMYrYXOemM9zLNsTtnCcibV1sQRT26CXX9wabt8oUF8t0Aqdm1XiILV2xD8NVDBE5wfK7gz6+SDITUJbWjeys7NJtiZ3kCU4A1e4Ae7RywCfcdKrWpOzvP8Ba1bNIuwOldgZDpW0U5YpSsrV84t2gCFQl6tak7OsZZeP0T6o2R5qzFKSggAOoR08A65Oun4mbgOPW2X8eooD2h7LSoOZfJ8tgq1YZtepBlvaEx3N73kNIT6znGQuzYdOifG12fQjPWRN21NeRUuBqkyY3uCcolriqF89vyGjc6rdS8PL6Bwhs2xwlEcoQzMcLgVZ6lucc35WyiBLbR9U/x9fxxVucL7XnpGbAAAgAElEQVRHL7c809BT6c7zXRwjsyy1fRGVUFP1nHSUKd3kDKpjz+2jm7GqZQvUjc4yjuEsa44OYFy0SXZwZtrZ2x5aMq5Ez/VpPn6JFsLD2B4Fx+JfgthqlkyJFQzK75kF5wEcw/YcI6Hli4/fbAz6pQTzmqwYaIVXs/beMqjiFWyRpfR9fxFnGWXAWDa3ZnN8JJTKWV6rkiUzOnKne/MXOg20psrEGQAe7HzAUoJ0wMtRLsLurNF6KgVbVKB+xmneQghIzjKwZ2f5YnugJXjU8SpIO+rnuoXN8IWaJyrfJiV6cI+Y4ygnep5AaSE8gu3xn5NOJQv3jlcLocoBqlo5qllFjGmemAoUwDzYIu/36gZbr0CxSqDlat0JCbK2EErOtjOXYDSoBUN2X9VyO8pCF6qzs2rL4JrOkmGRDLkNTMtmqpWJqYUQ2KuzPAvSHY4yQLSbblnNWtv5PuuBOqDM9dOc5b1XtSTbo4xZ3u2me65mCcRrVAJ1MtEjeIoD2B5lbp9Ka/Z9UlCLYx0XbA2/9m17xiR65pbB2hbCkIlvIVyvQLFiRcuxf8RCSjcotuhcJlg0UxvYA+xxFadZVgewOsqkswPQ1azUzk9up9hn9UFHZlmrTAjt7DpQlxxlwNkyKG7bfG5NyuqqrX0QuFS1EDBfC9h9oK4F6YCzig4Y2k1rx1XVAsLmaz3F8J7u2vYA2twsi7PsQ+l+zrrsd/VKrZpl4UjzsmSip97Mxq11AvWVAi3DssoVtAxuEel7i0YMVsBunZ0BKasD+M+tCWHpEuxbYAq+xpXAyGqw2kI4GZ19BuoDUpAOOFsGAfgH57WtUmnCc77WbGGVp5Dmar211pWujxykw11Fn2ln7fl8a6PaIN/5WoewPf6r5ALLVhmsDaqTJ7iqNR2+c78HWBygA3UG6a4CRdR8rVcxm2O8hu3JvmHxZWMw8yahvkHW2kJZK8gyvVan0Z21IlxaePYF0brTBsytyV3NWrtd0IWoaj2/MVb6TrfP841EAQz62deANXwX9CDdNbdm9eTKc+lnreejEN+Ls74JtqydaSnha0g26MFObY8UpBtaBhdrp5bAy3Sd8u3PMOmHGs+nBR/u4wC2Z8SwwWzOlsFaoezxZHNaGDZP37nf41hh+YjVLBnXayb1M/s+5rc92QMtbdUUqfUrFTnElcPZij2n0egAyvs57Hq9Fy6OstK6A7jn1oQQ4+is6RjbMF2D5OwA+r5Qt65fEkZnb84y0TbYips85tbIpK5MrBlcUc/het6zua1SC9SnBNoebQ9m4xXVMij+17RTYzXrmfSz5Bzj+0A5gscI1KVFMAQLt7EJ9XN263Rr+9jtazGwWXFC4Fhh+ahBloopeaolCIeDsVagnjXQsmZ12rKrWWvjqmqR1RotuzOwnwGLcJTh4ewIclWz1nKWYh01pTJBvU8ABmd5ZnSAvTjLWpAuKhIAWQkFVqhgr125ikHSnFoVNdqfa2B/mWW6kj7cpCcvqp6XZQquQuyPevszWj8Adh+oa98BYoNrlSNWs0w+nbOqJbjGTDv7sj3KIhhA0MbEKjb/ufSFMHyuT359Vr+5HQ/SChR5WaGiZcjqjPgEWWuTU3ih5za1X8yi81kLxj6yO1pWRzI2AO3sRBHq9K4dZPkEho5rMjo7ANHCsxdn2R2ki98z/aSuZpUSXIVUtYhAHcAsUJ+cnlmgvkPbQ1TSAfo7NaOGalZs5co32DJU1QGqor635boNGxS3cS2DJfhFa+JMMBPTJvaAVpwQOHzmo+mDwhRsTbfJPs/KCebMgRaxCMYItUFfDKkFtmV07/NatOh8o57TdSAWwcDc2RG/V6lmreEo+Tg/kVUtgHB2AK2FZz/4B+lJv/elBFc+eLQQkvP9dj/X5gG9CIapih47DG25+EkOLPO1AGL8UgL1XSV5ZIh9s9hBDmOWYAaI9sEd2R7LKsuAYQEnA3vQmO/4bOsMA2DQT/4Ec7ZAyxqZt/Jd7mrWWkIptYRqjc6BTXpO8+NfkQAiP7vQqkRuTM7P0qqWNF9C/CZL6Ttp4TEtggHoFQlA0s6SalYNwZVvJQLQXrc1UAd2NtdGWQQDmBbBAHTbo+mm9GpWSJBlOtb39YiN1OUgfWwFA6AE6sA+bM+IvGeohLpaHFezaIzBRCsdNGsf3JHfA2hTbQRH1UNosEUlxQAYChR5A/XMFS2ibVCCBROO/J7Zszv1EtI2KP/PmJFXkRO/Z84OsKMWHneQztoJQAnUZ3+32NU8v5mjpgTpQKIEj6Ck4Csn0ldMaz8V7Mb2AOSeocr+a4Kjzctagrt9cEd+j7rv4whpgxknWicGQIxb+ci4j5Z/26BrbtYZp1VERa3Xn6PKZdoXQFvv38AJ0h4ULYAn4x3X2NHeEv5tg9Hcg5+zQ+1VlcNJemXBY12bGUPRzcit65fzPbUAiKpE3RuI2oN0EmkTw4lXoGf1Kd14vP8A8bgS8Lj2q+c3OI/HCR2dbp/xWOxv8yp2tKcW3TYoiArSTZrZQg9L7MwCKPszBerSnlp12x7D3lkKIW2Dsf4P5U+U5Jz7+DsnnGebXs9sDiDZHcFO/B7A6DOr3U0ufbjut+1TpbJl15fvdcq6svo8gDZu5bI9WQKty67WICeDyiz94ucOwmwfbozoQkQtEEKRjc5MQPdxMTYr73idhwRtg75Ocywm53QNx8nHqbc4U3fwYvreaIPd9L7VOWANtueDwz85g/RYfAMyiqXaop7bdD0G/aiOD4CL/ZESPdXbHsAapBvbBoEwOyO//yUG4SZMujHcTgXqZmq2PYbWr5HQTWYFqfwc0/u+ti30TSqfcZrGK8HMUQaUBPNObE9g2+DSYMuXGP9VJdRvjgmwKIwFiol8G6dnrGj5rTboi00ociCyJiYBUEJyicUkEpt4ZtmdWUVivR2vU3MZrFZqG0ydVd4iAAtw3o1Z5SfYSVWCdtK8g/QlVa3cLAnSQvCoeAgdaU4PgJwDVk402wMYg3TA4TDEaCb28y1Fh55V9SlZuMuKqH21wSXkTCqvGYCFBFnydcwe12LuKFN2uyKMxYmAtsG1gq2lpAjWVKx+MpUclFmhEyxToEWUzyXU1QZTldBLydaECikkyFKzOzN2U0a3tw16E+I0q6R2XlIFYAurWQKy/WtG5S08SjVUxhmkh+qmpkqETKBjLzRD2qBZ+xewG9sDc5DuZK0Afc0ALTTIkmyR7CyTHRmTw1Or7fFbbRDQ2798WdtZ9qkSpDqX6zgt2JI7eQDUP8fPvKaBOtUGoJOmtQRbqfDVlGCrTrDkgZYWmSuOzhaTQUsJwChChQLMxbK/Mrqh5VRildavtSpTNifpueN+1+MVRPuOb/tXbc6ybzU0OSGObulBWcD8HW2gX6nfPR90y/Jw0w4X4ElVIQ1sP5XRxq9KA3WybfBV/bjQTp7SifFf1jhftbYHINc0EPhoJ7Yg4Xv+UgjRipwcNCeX83WCZWwdpFfdEcQanJQR+daCsz3/on7TE4Bz7S0YI0uXdU89V2vN1sAYR4hybgxS0tq/tKpEjSRaRCXXHL+lzm0qnVHXYXKMT/Kf58kG2xfkqbN90BSkA4R2fL4jvhV0itKDcsA/yDpfjrVWRKuHaBtEun1DgTAHc2+Os5bckRP59bxUM46tkKi/KVIuoBJKbs3FXiM5bULoJ3MnWKZAS1lmM/Gy7muUP3MGYS6h+PabamVQQBms6nJ2ss3PMjnNQP7FMYB8DlOE0662f00aakHO06orM5h477XcC6rEsNY8LYFkiuQFDaa7RXZQa+MBaqpK+CyiAgRoRyZWM6XP2YqoZJHtgy12YHsAcnlxxVkWrLWse8ndPILg9i9TRaLSBDM5N1RpGzQFWbaFZbZqE0xd5YzFdh1kJ9jwoCxkCLTSLetuQ30TS+lbdi3YseTc5PPtbrnTFZZ1l1GdghxOdMogzHaugGrW7BDVWa66KrHCIipraGZtAlsGX+DOTiuiI4YgXf27SNYI0CKCLOsWAdXbnvTLuuckZCuZEq6DXHkQV8TKcUCd+2mZl3UXxMzr29ucLB9c/vmsEwMg5vmlT/IkDbTWXNZdZcvAy3YdOR4butxpPfhVJKLwdf5MjkIuZ3rpHC1BxNwa9zLL9aDNkUiFj25C9iUqMSjzaBk04apK1AMxbrXipnmQDiDcvsrvcYkaAPJWS5X2U2ugXhk5l3Xfmlxtikvnpk+QnTy1Ebase6iOtlqVe22iOsEAwu6kT/Jkah0k5mdJbD3/qUTBLVo9BbAud1pfC4adqPad4YHxAajNmd4iCPOBkJS6IIa7KlFTRXTlamgMKTeLzemwO+b1WVc/lajL9ijVUImk2lmigVKDNGBRwK4dX53tGTHMzzoCuZJ2sw2LTclBrZOnNttjJlU1PeXnU5IPHVOgcHeCpSXjYhgjiednpaCkICxU/Na9JcjlTmvKKgO+rV/RqG93io/b5TjldI4CnbYce1iUTPTS3DJCM9ubrjkpgzYPVO3sr/1LInZLidzEfuZb2aCT+m/YHNG6IJYXb/WbQscw6x5ABGvN/1oD6rUbg63M82xy4LN/VomkDqp9x+WUz2vvBEub5MkQaIX1x8aWkHOR83pizh38mBXKoDmIaf0Sjl9wZUvGFHidiNtiCXWOZKco9LEGudgCrH1MSjcvzZ0M21dR1UiOgD43xOs7QmBOLoQhQdp3Sgslf8ZrBeUO+xM6ntVhewDjQhgEL3DHGAyFBlW5zrF2sBZ6zeYluoHqg3TD/lmCvbT7y+R4Teo5SY21MMzzS2t7Egda9o2KU1HKfCxBKpEsqW7NqHZBDLr1y4XqDCYNvEy32Vg7MIsIro6KPDlYfn8WaQZwa6SisdGmG9nmGLPK1baezhHVUO8J5Us+YyrBs5S1hsUI+0M6PeRefjVg2KjYQopgKCelXt8w0+2E87uuL0odCeZQttywems/20TSIC3TQk75WgdzZJQNbFXGTIHvtatZsD1mNXwQ84ps2AKvl/duLXeqXcR8NC7JeZ7T5NxQO8ib7gNQafuXeY6Ni6TBeoX46mbXKNXQm6dXwPtWGgtyvM0bfHRpkzs12R4mFelsTi1JHnrFQQA4v3ta3L68VSGgCjrqxvQV0WSBVrZVvzYgV/tgSFAVcrsGsQJPPS0Y6VEH/1in2uZEZK+IWDi6k+xje0Izgb4Oo8/nvnZl0XZNPtfioxvZFrmyy+XbHkU7T2GspgsdrZKwMWD6DLe4nhjbY0zyGFp4SsZoeywa2oJSNzk+yhjlzdtIUqQ42vsaU4G9eWpqPU1PvorWU5CZ5b2u679E2EnL9BlXTskLMVg9ATmZWJBKSykc4ZhzxDhGrufx0aHR0emkg6rVEZyDVcrlbktsz4y5Jtuml77HAqhbN2cYdSMWcJBJ2npKEPo5bq1Ftj3bk8LB3pOTXn6Sx43q51DtfFt8Zqrfuua8vqU+sz05+M6ic1PkX3XQgnizSlklR/7w1rgml1iC+2MrzAgupYYeYhOpHKMQJ/lo2Nq/StFOzNYOOZ8z5HqMFYm6vopGfFt3tg5ytiCVhnaLIVHomyA82ntY0mrQ6+FXDTVpJrdGQgKaEub1ucZ0McfPcoIsbBpoCdZaJSenaFI8/6KBq3M+fdX4DE5bOM5bOMm25411kmdldK31dD8twabv6RoL7JTcK794RdQu3bUUgaWaXtIGoKU440sWcrLbnsrpQFZJS/nctiLZwl/6gchRkcjBVtNtSgiIUuDSRPB3rNp9tAwtPDnaB7cWT+zzLzW453dPq/aa5iCHwVk6zy7XQLimk2z7noXMsamShXMk9uwIJR+gVCpq/QqxPepCPGsHXKVpMiTZI79HRttD6qb+JM+qi6oEkkNT6vchm247DAmRpxh8zUk/d1FLsGWESPTI72PuvdhS4LIDKc6XBKGfjBRR0ToiIdUrkzhLG3jXIpeDU9P76evklJTVyYt5/z6q/auUtkGZLfWXrCKxQ1yJwdRaSqmDlIsgLOm4cM7123nbe4rV4xZfw0r2JWW1igra9pBc9qKDcc6ozzSXNYKrbJXJBOcrabpN3uXdLcss17Yohq9AfAfkJfcZd0bfAwEvq0RnGUhjTEKqa0uez/ex1U0qtgxQpozrUSoTrud3TXJ2VkPFe1/OV9IP7+4k89hVU7C85PGmY3PMu67O9hhYy85sbV9cpNCZkRPqszsLKTGgysUS7cjfu5unV4529yFxm8r25Am0Agas4fD9ZHqyGpGFj9sza2hpzfc9NriyGV0v50dsOFsVadqLUgbuNbWeugbqrduyS0IEWVsmebaw/7bnpPSxZD7y3lkyH7SE9y20ilDCNdfKmm2nW/s3sdrxtcXiOPdUifStp4kDrQeYNg0NwPRmltaGkYIULYP7RdFOxBwbny9daZrwIdTR8TnOeM5XUXELoRufoLzmyoSLVIGT+zrF97mGTWfjbU/OJM9WSUAbi5dWpq7jPnZtc2yUOh4tXiDHdazD4Q1utbzG7jR06/rl7P9UCZ4S20h9j/X1oaMCt0wV0aLnaJVqgGIImThsuu94gZcZn9bTkvST8lq4wuDA0rIss3XraS59huojt0O1N0y2J1ZPOd7LtexNyjlgzDas5nQHLrokH7/1/LYSCbU3NXVZpDh/sP+cMVBPGGjVvzpQCGv2w6d6zr2xVevpVp+DyeGJcXZYS3NSa6mUIIqCP/vluPSyxnu8VfImW8t7lW3L5bNpdT7Rira7XBnXRet/qCnoSvHZb91SaDyW0IQtILee+1VktT1FV7RyUIKTYaxujcLh7E0YvgurlPDZA/5OjZhTlSqjHHT8NQ43qRigtVRy0BTCdvrfbxLO1/aEnC8VOfRVig0th3W1vfX7nzrgUVcPVFvlvMnsKK8O0bqc2s+pLRk0O69Bh6X60JsFWjED1NZGZinWNkFJOFwyD8elpyXa2apVL2WAxVx4gTvWhUFCbFOJKz7FBIqsJz8o7eS0PaZrSEHoGBzT/n6MxRHMW0uolOT3bFklMi3PLt8eHXTtmK31U8J310e3pQVcm1a0QkRTah+oCV9nxyUaU9C1+1K6sjy3uuEl5Sib2nnk976UjfsEKY2mS8NBbYM7m1Ss4hNsUY9ZQs0TkBk7MQ5QLlsU+/nHtEG6nus4+ro7TKQ3bCshk8vvqcUn8N0DSxzHAdeckqvoxudIFPgsmednZIVFVDZvHdw6Qs+FVxY5h2iqxT8rCNgdZZOmfB2brXqSYxf3KKlVoHRkbbiCLZnZ3lEbJ332uBprTdgSPbmSPGu2+fjO8Uh+TXtJ7ryKwXm7D+M8myi/Z6Xx3xYILQl6YjcZ9nrcntoGPYN1IMxnSFrZitTikoCrZv9380ALKGNi8ZpsI5j9zZNwBVsm1naUY7OXPhWovX031iA02IoNstZY5WnNiuh+8Uvy+OhGPsYUZG2x+lfqVRCXvIaj6cwUnKzVchob4PicyyfwSvn8R8WkFZuGQoKstX3S0IDLdn01tJtuEmjZRCMwOZne2fvMwoktgbquK9nkUI03AbyR6FzboWrHtyqx5QaasY5xjFNM3a5usOpkT9lBCVul00dD2bKDhs8s9LG5K6JMeLBF3Rf6fCnwzYCHnMt2+1oLytTE+d2T5jd4VyYkv6GkwMXlr3hfayf93S66pLqxbE3imhphqkRrPnSmBU1ifFWfgMs3yFp6LTlZNdCazTGKyObkFkwIwUtLBgZYrtvD2U9FK7TtwpRN3mLwj612mR7vut1131HxDdipAH2N9zomODc9JvX11tzCEYtaqQoJakM1lJO1qqHBr+9J2OG1QgVbgK6pVfTRjb/bdKcM9lc6z9uYCZ9ChfGxHrZ7aYtnyoArJMjyvW/Gfaxie1YLtG5dv9SMzJJJfbGDfb6KUdw1lZSdKhWhGZOzs7QikXpQW1K1yjEh3fr8B3OabQ6zqiMqQE+hG5OzZbtmQapJ9MaA/WB6CIEar1y2J6ZlMFZXsYHT0iWjg6t0B9eYLdgyHS8w+gvdggtSH9suOFfsczLGuVmmSmjo91b93uXyPVMFXLFBVolsPkcrRjAqS95002PXKD3WJpbS8Am2XNnkHJnDJVUr6rGhVSxfY3UkTAGWT2XLVV2PeY9jt3BYUpGgzkFdD+MmNNGzRpInRYtyaKa8lFb+krl5ehXtT1jfty7uepyo520zn59xEhNsJQmyuvF363e4+hw5dF+j35wk0GqaD8PamtZe/lwSncvnyE3OAMxLKN3ip9Fomg+j7z+U/sQrQrVYmBweVzZ5ibMc6xwDaeZp+WQ/j+DcOG2PREiwZXq8dluC93itoGtpFavGAS41IVX10CSP7XMInRMcOydL1dSSeX3e343O77DSCLE9qtMZWtUW59iETvm/TXQeJogQ39m7MNF5PnmH6GALSFe4sH4HOujX2CV52sVssxgG0Y8ZO4FYe+M75YA24gItUB90iIi2CrJqx3eOhKsikcpZVh+zZlUiZdvX0Zxn32BLPt7ntlRLIi8NulItGZ1aF7UneUJ1kzrJs0UFdElrrA9Hsz2hwZZ3Ncs1x+S+1+X50yn/txGPMZFhvkzNtsdHM87Klqn1tAu8GHF8G/g4pA+4jHR5Tx/LOoFWB9zAXUZcMmfL9twkbbqnCKl+ybcZB5rW40k7j2N2gsu4pNZNjFGIDbxiql2mFTljNrS+df1yeL3deMNe9rJZmel9JIidFxrjXNsca2qyvUkzvtd4NGfZhpzkuYMX1pVO5WpRaItviqBLXIMN28qB1vuo+UfE67N9Z46CLdjy1oVrQj91X8rgq1P+b4lj1NvUxwhCrusgC6ioxFRDBbPvXIs4P1J+TBv20JCl2Cn9W/3nwGtBh9U0tGpFa0nPpjct/MRjOqZNdB1wO+xeQZeJVvq7g4dg3gw7f4H4BlRqVcu1vLn6hRafy5KFU1IGXqbVqGyrVLmejxzAdzxwxQ5OlHaWOMlA3L4fMXoS3xcqMHcFXa7nn9Fhf9p5gsnGLnFsAEUvDlsUSujqt7PHEtdhasum7rM9znVNR2hrBhDdchVM6Opp6rGpA6/WcYx8f5fwuWvmKS7Lu4vPp11+2qxztTvl/9b/oT7+lS15vMh/llkhuZwk0Or7D6FpPmo/qIP2IaSYr5WcjritTXPqafU8Q3ZPECSaTvrbIZiqyudPMRn/m6dXOF87HEHPeTYhqBnXLQIvFWM1y+HoaOcZjW/tGWXS9rw9/r4P72q6D6mdZGDdaldMwG56DnLgforhvX8KqCa8Ktsj6ObaCR2bQqpaNkID81TBl3itrkDddZ96/14w+j1vS3+PNkj4EMmSzS10X0UESzFJj9RVrw7Ta3ZWLlvlcSE8NfwtUZXtEdoRKxB2ceOX91jVwv6eC134akE9V+v5OLjtnG/Q5fU8nXKjGLcysU5F6wlmTnPKqhb5JW7H312iJzGdpzXc7sDV4hW827psJN/WDq2EtwDcnd+kZHXO756A2/OBPzQoD3WWTdUt022pKxSmuTe+2WXT+WZ02F9FApjZHSBfVUuQohVqrWqXT9BlfL7xePdrfQfD97r0zdLfGn/fJe/1SfS4CK2qy8i6irU5S4Kv6fglFS3i/snh2YXteQc4j/qRl+kWNqiD0V9YWjHVSLU3UMKql3ciufU4WQfz69swR5+chH6zbF+CximhpVgtdMr/refjJMjxN2KahAaloUz6SRhoSa1pZ2XAusbMaZZFk9zIyLTIW5Y2nbud/2v7kiwSjPz8Hpmd8nkHpLPTLcss++Aqr/sapxQVCnE92jUuqEjIx55xMlck9kgXrh9TNcJk9OVBDEgzd2mplmQN+VYggisPHQbbvgftiLfB0r6TwvbEtBKGzAEUx7twBV+215q8oiWqodUh/J4H+l1PcfF9ErTmBTvIQNogNlHVS9Xm4g4eTTfvhF9UaQjtANHtp8k6MCgtPSHu96FT/m/Nh8qxwZJpEuJcAKE1ctxKr591KlqEaGzBB9UbHi2YFuv3AMvP1/o/LCroMlWzas3sUNdNtBBSTkCoE6TqKlWwJZPSWZbxaSGcnY/4/lhL6FXpx5LkAYJaUGWWtH6lDLgEoVoSFWCBab4N4LdqodMGV+koE6jtO9C142trZA0tqWoBYfYnVUuqrAvT1hni/ukchorWMFvQkOQRTLancmf5bQwBe6Dvo2LVRCud10SOgEvGFnx18PJ/FnXwCPaQ6AEur0NO9mToBotaFMNUKV1S+VSftx1+WYsTSxKD4jlVv1nTz9CJkart9D1JzmJDHnzFi+uGX6mcEKf42sATUqXSWLrLn5PzfBlyjA873T5rPwJrVD4TjGjdKRunmJ+AfB+B9Xv/b12/XGTsbp5ezX58EYpR8dGSOE6cR8NYkbi0flXV565C6CdUN7FVjGCtdP6HxujoDl5MPzKyjlzBlnVuX2VBulXXT5FEOxTGSpEjCRBre1S7s3TslXUUo6VZ26DRSa7U9lCVFofvs2ixgtbjmNRLvNtQfCfxWlU/JpiOuM2YXK7J73kLQ+upcoDQkWSDQr+3s+Rais4xHx09UX5C6GAcAylbotoam+1xVrMyjlv5Aq0z6ABAMThAuJGJEkwbcKycBaJ+EuLrKGt0yv/WalYNKw6+Cc04qpmG7vJlMTk8xsn8ni0wvoNByg34bM4P9Top5wYwGx3qnKTBzjwhdHUs+hG4nGbT+6zdZtFMUHDejr87RAddvoOxyVEGPAOvDh5Beg0I2/POZdxSq3NduHYE1PsrE2qDliZ7BK7gyzQuU3qwBV5e7ML2EM4yYPV9ktF6HHMf6wVcFj+JSh7bIKtZ1uSyoIYg3eCbCfujjF+C5KsItgHHhupogf+s+j/R/rKgU/5fqe00WaA1CFoasATyoKUaHMwdZ5nQrKHXwNMGnNAmpIjgSzYWtmAgKCpXn9docGpaeecdOkiXBin1vcxR1Voz2JLxcZhF28scNOoAABOeSURBVE6IYxO0CEZFFQmAsD2qfgDtdaaqaoUY/CC9tOPvTvnxxBVsqdetOsqyrry+Y0ZHuQZnx4Jse0ZU7YToKKi1OUV1q0OQdlTbI49EcrugKxBX7ZLcNmjVZmVtg3PbI6FWtSy+TwjWz7xF+urWU+knhu7yp2lOoOnHdJ6JPUyVUJHHLqoiCrPP7IP8vmpaagNPFhu0+/jOnd8Y5ptY1p5fhmwbTEve1kH5NVsi9CXCkVk12FKxVb+6gPMYmL038vmsBrCWjLIhEFQzy4qxEe9JaLClZZAj23iAwOxyh2CHWcb2Ok1OsvZ427LcM3bSNuioasUG6qFVLUFwdatVbuvgrSHxHfFxln3Yo6MMBNieLl47vpVR7ZilwVYr/d0RP4nwbT2dXcse2waBi99jCrYAshUsZJN5Ky3cfo5vVUJeQfEplgdegZC2xrnwVz1+zwWiQEH93Q2/QoL0oOpPi3w+sonAooXvNAmZ8LbBtLYnY6BFiEY2OB7ztVwTh6NpA45dKiQiGyrjGpzk98BrSfcq2wYFSlVCIDvLHvO1UjnOQOJWwhZRlQpb9cVldLwXwQCqm19jxVYVxTxQHw63B7G++NqlxQEXkNRpphxl6150HTwc5ZrwsD0jqnYA95Lmrttd83VtLJqj3MGoIZsz5xNYvcCdsGpo9bZHcpbVYEsmwVx1L/vRepzIJ+C6xjzgEqiBl6WLQH2NzrmgVNDp9HnmbYM1cKmISpgKFAmm3XjTBhybuh2VCLZUOxIyn3iig64hSxdYSpIGWmQZ3ZTdAbIIJ3guhA+JhORqHzSJx6uatYu2QQW1jB44X8tGaI9v0mpFS9zWgXR4fAZhZ+nc5OzsYn7NgFfrMrB4cQMfJzlk/kFUO6GJDkFBl4+zfNi2QVP7aaceNn9/bKvxUfjaoazBlkyHmYZsFdHZ9Xk6Pf57r9WD7iwrwRZgbiHs3Od3zdez0iJdO6Ep4JJxVLtsiWbjNIlOOT/198RFO3XaHkk7ni2Ew+H21Yfl/63tgzKtx+UKMs3/o5JaKqp+1PcirJqVx/ZkrGg5sjuEwbG1EIa06izOFFMsFVEX/pBl1ay6BiuAWIVHEDFfy8d59m0hnO5PXd2y0YHUjMvhEVD3hy+CUbGj7FmZkAmtavnoxYck1S2Vjr5ZaId6rYsd5altsD7bc0GxPYAxyeNbERWELoqh3b9WsOVAfq2mxI6VDh57r9Vqe4T2HR09QNC8m0XBFpB2sQxXsAUYF3HwIaiaNVFfNWuOXKAIayGUp1DIRC8YIdMif1HCVA3t6MN9fDvtGPVc1kUw0tueTIFWZHYHusGJXeggaaZYkChiD1mefFk1q1aDI3hnHqQvnK/lNSfC55gcrYQOXJWXoEpWB8siGHXNr9GxTEwXOKparkA2pPUrtLqVtCLf6fO0yGtUssnOQL6Dl6NcE2RVwtF+CtDfS5+qlq2tcLM2QpXO7zDqmo/XNghc9OPR0RMxV33xSpQt1q1uKbg6eoxjlYCyN4bkck1B+vxaCe0A27UQCtqAY0P9ZKEjx/w/1Z5QizbNji9gEQxB8kCLFo2lHJpxcYwshK7YA3itNKQ6OjJLqlk1GZwLhvZTIGi+VmyQnookqxJ29vZBzbgYBjD/RTCAWiei69frqGp19sUNXFXDzWnznn5Z2+BObA8QtNy7GrDnINdeWxPSpHTXgio+hLcN7sH2AGvN18pCqjawyO1wnD7PrpLLAqJAAUS1EG7t+6RsI/RpHxQsaxsEctme9yY/48SbAF7DYDgfYBDO3eGupxii2Leh74DdQds9fTZ4Gd7wKAPVBRzrazDUD1K8VvH4dvh1fvcE3B4CLGpwJifyUc+xM4PT9x9C03x4/E84PHcvXwg5+yH+7oAbDHoxva8yPsEJ+TiPL7u3DjuPY5Rd4c/XAG7PD7mDF5pxNWWTZ5uEykwZ5dqrWQKh/QfDL0o7gPbeCgdWbouSnUrT99SE7+AQZLs6/0MnZxm0dlRMjvTMUe7gqIYOjnKNzG0PMATqdzF9xLKjQ3wv1TkC8ndTvKemQMyrHcahJ6eOOscTqJ+r+J+oXBgTOpbW1OkaRDXUEqTXi8HvOWOuo1cx9w0k3wdI8FlTdB7HxPo5pmMU30e2tWectO/MLCDvlHOpf+8ouaz7PaN2hP2R/R3F9zG9r9QYJevKS0Nd4AsJCaxtGpLvay9/2nw6q+/sXAQjb7t7lkDrIhrV6OBicCjhEMHWmTDypEC68XdrubDOcp9KRoOjBgUqslBmK8SZxDJzki+OTo0GB5D1I7QDzIJ04DJQAZNmfIItV3lZzhZvEliZbmula7I4zKqToznJAtnR0Qas+jLKAmOgDsy1A5AOgC1IJwOtiKp7lsDKZK8Cgi05yJpNUaeqEZp+5oNVrfoZ8AzUAU07JkinR9EQVala5HB31od6j3E+rw+Yz/+Tb9OCdDKrXG81S2D2eyxJZsL3ucHwmYpEs/Ez7qS/W8NFdYbbZXx04BsQy8kI9fUBZFAgIIMsWS9kB0/9yeU5Fp8ZmOsGIP1l6n2VmempG3+3yv8+hFYrQ5Mq0vFi/FKToQIqyNISg2pngpZczmd7slW0dKMDaNkd1Wk2BFsaHfGE6ofeGo4zkTKwkpE/WEOwZfpiaEGW1eAA+3F0BIp25OwO4BVsqViNDkAG9rbjjXQex7g0py7e4HhtwNxBBqAHWcZsct3VCBkyUFe1AxgdANt7C9izgmrbVu5qlRU5mUUgV1vu4MXMSSaDrA4e1Yh6HWVAHbcEliQP4AzUXQH61CrvMecledVKxTC+mQJ1oR3xtzXJQyUKd1AJlaH9nhE1yeyobJGVHZnItjzvx8YEV+rtjmBLxivIIjt46k8uAx4+M6DrBggvTnTSHSEayhlYURp6Vfq7cycLvYMsrYMnv+1p+r4POT7oYABSdvk1TBG6GLjEWCOE8ar0t+jxbMffnXRS0wcuvtA+/aGpSpwylFhkZ0d9fe3wp9E568YbTAZnltURQdYiR6eJfaAH6bQj6+ZV6W9JM+I9Pd0+mx3jjnjSdv55rBpYAbrWhFEVr6+dvzbbql9eQRbh6OxLPw7tGL6PtuoCqSHhJLWeF9c5j7gQa6sM2pF1o20lYauEqvrR7M/ebI9wdh5gNmZRdqcd/pW1Q7VFCUgnuqXnV2UNrkxjmxhnLPpRNWRN8qhjGFkJ3Zt+AG+/R/6f8l9sPo94rM3vSZlINgVW1DnU7wqg+3Yy3fjby+cBDqkdm25aw0k76W9ZCzb9rB1YqeeSx2jCX1bHaDIpKM7lEWTl1E/2QAtIaHQogciojoXMWoGV6Tw+waRMN/6mBiggR5AFFGZwgGXBFjB8KYOyOb7Ocuc8YnnWUHzeEQYHsGR18gRZQLH6URzmgEBdhnSO5fdW+XxmdMRtJlI4RWoLjyFQB+iFeFYOsoBitQNcbI8j2ALI91cL0DvpSeTPOpXtiaxaTchOiWJ7br1h1g5gySpbg6w92x4gyu8BBj34+Dzi8arfs0bVynQuud3NFmypyPZUfl5jkHVw7biC2G78bdKRqp8QUgZWpnOqvg/gV6BYL8gCPPSTrXVQRm/HICaJ2srpAkogMNwfQkpjo55THofE6/OBMjjGOVlA7S07JozasbURSoh+dy+DI5eqgbnT08FN6oFNHGtp5wH0liOrwckXZBWJVxuhoQVVoxt/q99NIMw2yORMAPnqRmrF8ArS0wdZRWJsI5RtukU74v0lOxQE1GfUErd1xG0yqYIr+fgzNOfr5qNXQEtrBzBklY3OzlFsj9qWZPB7ZITvQ3U4qIT6PbmCK8FZ+u0xRk8OtNPnAfbWLmjCWzuAuf0UoG3N28ptsv5swVaOwIo6t/is5XlpBNoY3Y2/rcWJuX7W0s4qgRYQYXRMX0pVJCpUFcl2jI2YwErmTPzten1yFksdoKbzHCPIEojXdsnySMEWhc3gmJzjmCA9VWBlGzzVibAEQQbnIE6yjDHYCsFnwJIJaf+hWDqozT5r4jruAzfd4DQ/xpU+8b6DoxIBHEE/uu0BtGCLolXm2ALmbH0MqQMr9bFn6W8CSjuAYV6xJcjas3YA0wIZI6oNMvkGPuOUy++JHYdcz6WiBkTU3FjXeUmfRzrnzoMswdz2KAuDqcGWCR8dmYL9EJYEVjLyZy2+H77XFlScWNf2rNI6OHvCWUkU8C6pm0RCDXhqa0cIKYwNQBgHw+sD9PLvumVzmeJK6CrOuRMA3YZhc47lDIra4pmjFcO35XQyDnfjWmxJJ0ecM4uxKVo/0doB6AHLpJ+cbRhB2gFm+gltNfFouzim7QloYbYleNRkCjVvUCZncKVeDwBNO4B7XkgH7yr68WwP4O33qLh8HnGOUL8ntmpFofkoAg/fR70eUouXxDJwdL8HsPoFAl+/mbJjNlIFVjKkfjx8H/V5rD4PsIXtWT3QAiKNjlEkli+1j2hSBVYyZFBkeI2AOahcP6NTvMEBHA4zQBsdqp2KCoZVg+NymFNmCsX5TAYH8DM622V0itdP0Jw/mRD9UAGNTK4WDKO98NQOVU0nnWTgaI6yICjYAsxZesAd0PgE6zYt+QZWMrHOjhxYblNFL14/3n4PMLyv1uBqgd+TKrgiAz6120Z5jQDt+6jPS/o8APs9EYG6dcwSOMbAHIGVjNFnJnRjCiqBLYIsoNRAC/AwOsD8CwlYAix5szFlAAzNLAuiAiuBahxkLK+TcpbXyegIqjA4QECGR6C9nwA9KBADlingN7EkeDcOMB6G1RqoZzc2QCX68Qq2VEL0Q1UAfFjaqgwYWos9uwbU61jPSQYq0Q4QWBl1Js2AmVPhSvSkqlpRkGMNELRa8LpVUJkq9GP2ewAy4PLyeeTzLPB7ooMrARUUWV4noPt4s+dYbYpEFdoBPBfJUPH2mwk75ssif1lA+c2O74fVzytHP5sFWtMF+ARcEyaRyPO+COdpaWZQJdjYyNcm8DWwq4kFqMjgAIFGx+jgAJfPyKCdtaqilqCa1o7B8TEG6dn72ivUj6UyKhOkH48KGZC+mm4YXC7XBgR1D6zb116hdgBrsG7NJCeyPYB7vpUPqbQjP+d6CR6gav0Am/g9wS2BNmx+D+AVcBmTWDxuyXhXRq1jFkDrxzPYSuYvA/YxVVwbEFaMKUs/mwdagI/R8RGKjGU5Z5mkhgZwGxsZh+HRzrfK5M+qDI7AWlKfoLIlNv0Q1YlQottNXfoJNbCrTf6sTj9+2gH8v9uBAxZFkraLSO1o51ttwZ3qtAMYWgkBxXF0ORICYtyKaePxTujIhOhbXCNg1g/bHhf26paMWr1a4Pcsrlqp+Gpb4Eg2r9MqqFKddgCfsSvmsyGSRqFE6SeHzzycrwTbU0SgJZgLB7i8oT7OsYrB6PgQJBRBiGBkTIZnfq6VVkip0uAAJqMjE/O5BARbi4P2GP2YDM8mxgZg/YwEZJezVNJjbCRAOzusHRdmh2fJmBCY6IkKrgQpbI/q4LHt8aUIvyc4mSyz5DoB9nvisQfrsZ9LYLAV7C+rGgq1j4DvWF2KfooKtABKOIKQD0GGyDCrRGdwVGIEI0O/5hWXoazW4Aj0QUsQ85kQrWChJGm78EE2PJst+1+1ftJrB4jWT7BNSqUdYCP97EA7gOl7GI4j2FoUWMnEBOgqlH7Y9oRQrt9j83eAOGdehf2eJeTTDuCeN+jCVz+ptDOcqzTbU1ygJZjvW7IUxegE4RKKYKlgdDbYI6JqgyPIpp2k2R0qq5NCO69hg4FKwPrR8NTPqlV0G4N+WDtxzJ2epZ9Hattjq0ak0s5wLtZPHGX4Pdv5PACPW7Gk1w4Qrh9f7QBH0k+xgRaQy+gAduGECAXYkViAnRgcQTr9LAnUAb+sTtUBumA3+inD4QHyZwR12PYsJ7vt0RYPoDiMdoAd6Yf9ntXZjXaA1LYHsI9doboRHMv2FB1oCdIPWrFQy7UDOxELsDODA+TSjsth3iYjuLF2ANaPBZ9ga1tnh21PWtj2rArrx8gSv8fk8wDs93hRuXaA0vVTg+2pItASpBGPa4UfGZtIBLsRC7BDgyPYftDKG6SzfvKSzvakHLBYO57sRDtAuH4O4egArB8Hvvrx8XkA1o43O9AO4D92reczA/Xop6pAS7BcPNQEuhiWC6YQoQh2a3Bk0ugnxYC1TD+FaQc4gH72oh2gOP3sXjvAfvRTmHaAA+iH/Z5s7F47QCn62Z12gL0GWjLLxLNEOPGCKVAogkMYHMF22gFYP8HsSD+sHQLWjjfbjFsA66cU1tHPLuZf+cDa8SbW9uwywBLsP9CSiROQSTiHMTIyhzI4Mmm1I9hVe4UPrJ8gWD8SrJ0gWDsKrJ8g2O+RYO0EwdpROFagpZJ2QmAYFYlE5rAGR2VL7QCsHwLWjyesHQ3WTgCsHw3WjyesHQ3WTgB71c+uAy2KHEKqVBwUbHAcpNbPjrQDsH6ssO2xwtqxwNpxwvqxwPqxwtqxwNpxwoEWEwQbHGYJrB8mFtYOswTWDxMLa4dZglM/71njKhiGYRiGYRiGYY5EaEWLYRiGYRiGYRiGccAVLYZhGIZhGIZhmMRwoMUwDMMwDMMwDJMYDrQYhmEYhmEYhmESw4EWwzAMwzAMwzBMYjjQYhiGYRiGYRiGSQwHWgzDMAzDMAzDMInhQIthGIZhGIZhGCYxHGgxDMMwDMMwDMMkhgMthmEYhmEYhmGYxPx/TgNvc9VEuFIAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Topography visualization loop: with [topos] matrix\n", "\n", "# Outlier elimination\n", "topos_to_draw = topos.copy()\n", "topos_to_draw[:,:,1,8,0,0]= np.nan; # Bad data\n", "\n", "print('NREM delta')\n", "clim = (0,9)\n", "plt.figure(figsize=(15,8))\n", "counter = 1\n", "for dayIdx in range(9):\n", " n_valid_sample = 9-np.sum( np.isnan( np.nanmean(np.nanmean( topos_to_draw[:,:,dayIdx,:,0,1], 1 ), 0)))\n", " if n_valid_sample > 3: # Ignoring small samples\n", " plt.subplot(1,6,counter); counter += 1\n", " hdeeg_exist = np.mean( np.isnan(powers_to_draw) ) < 1\n", " xx,yy,topo = plot_topo2d( powers_to_draw, plot_opt = False )\n", " topo = np.nanmean( topos_to_draw[:,:,dayIdx,:,0,1], axis=2) \n", " plt.contourf(xx, yy, topo, cmap=cm.jet, levels = np.linspace(clim[0],clim[1],30))\n", " plt.grid(False)\n", " plt.gca().set_aspect('equal','box')\n", " plt.axis( (-5.5, 5.5, -7, 5.2) ) \n", " plt.gca().set_facecolor((1,1,1))\n", " plt.xticks([999],color='k'); plt.yticks([999],color='k')\n", " plt.clim(clim)\n", " title( '%s'%(condition_label[dayIdx]), fontsize=12)\n", "plt.savefig( '%sFig_QQ_topo_NREMdelta.jpg'%(figure_directory), dpi=figure_dpi )\n", "plt.show()\n", "\n", "print('REM theta')\n", "plt.figure(figsize=(15,8))\n", "counter = 1\n", "clim = (0,3.5)\n", "for dayIdx in range(9):\n", " n_valid_sample = 9-np.sum( np.isnan( np.nanmean(np.nanmean( topos_to_draw[:,:,dayIdx,:,1,2], 1 ), 0)))\n", " if n_valid_sample > 3: # Ignoring small samples\n", " plt.subplot(1,6,counter); counter += 1\n", " hdeeg_exist = np.mean( np.isnan(powers_to_draw) ) < 1\n", " xx,yy,topo = plot_topo2d( powers_to_draw, plot_opt = False )\n", " topo = np.nanmean( topos_to_draw[:,:,dayIdx,:,1,2], axis=2) \n", " plt.contourf(xx, yy, topo, cmap=cm.jet, levels = np.linspace(clim[0],clim[1],30))\n", " plt.grid(False)\n", " plt.gca().set_aspect('equal','box')\n", " plt.axis( (-5.5, 5.5, -7, 5.2) ) \n", " plt.gca().set_facecolor((1,1,1))\n", " plt.xticks([999],color='k'); plt.yticks([999],color='k')\n", " plt.clim(clim)\n", " title( '%s'%(condition_label[dayIdx]), fontsize=12)\n", "plt.savefig( '%sFig_QQ_topo_REMtheta.jpg'%(figure_directory), dpi=figure_dpi )\n", "plt.show()\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, do it on your own!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }