{ "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": 8, "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", "#!pip install scipy==1.1.0\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 find_idx(target_range, continuous_vector):\n", " start_point = np.where(continuous_vector 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", " if len(discontinuous)>1:\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", " else:\n", " data_seg = np.array([])\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": 9, "metadata": {}, "outputs": [], "source": [ "# File loading demo\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/'; \n", "if not os.path.isdir( save_directory ): os.mkdir( save_directory )\n", "figure_directory = '%s/figures/'%save_directory; \n", "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", " print( fname_screw )\n", " EEG_screw = load( fname_screw+'.set', preload = False, verbose = False)\n", " # Author's note by Hio-Been Han\n", " #\n", " # If you have a problem with the line above (in case of mne==0.24.1)\n", " # Please modify 'line 355-356' at (eeglab.py), by eliminating following two lines\n", " ## (Line 355 at eeglab.py) # self.set_annotations(annot) \n", " ## (Line 356 at eeglab.py) # _check_boundary(annot, None)\n", " #\n", " EEG_screw.times = np.linspace(EEG_screw.first_time,\n", " EEG_screw.n_times/EEG_screw.info['sfreq'], \n", " EEG_screw.n_times)\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=False, verbose = False)\n", " EEG_hdeeg.times = np.linspace(EEG_hdeeg.first_time,\n", " EEG_hdeeg.n_times/EEG_hdeeg.info['sfreq'], \n", " EEG_hdeeg.n_times)\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": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "** Data loading ... Subject 1, Session 1 (Step: BL) **\n", "D:/SciData_Bowon_Sleep/data_BIDS_0812/sub-01/ses-01/eeg/sub-01-BL_screw\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": 11, "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": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "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": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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bYZafn4+4uDgMHjwYAFcv5urVq4iIiAAAREZG4syZMwCAs2fPIjIyEgAQERGBK1eu1KpRQxAEQRAEQRAE8bBgNsJs3bp1GD9+vFAMs6SkBI6OjkLtEw8PDxQUFAAACgoK4OnpCYCr/eLo6IiSkhLTNJwgCIIgCIIgCOI+MYsYs3PnzsHV1RUhISG4evVqvfvrs47xgk7Mvn37BPefzz777P4bShAEQRAEQRAE0QSYhTBLSEjA2bNncf78eVRXV6OiogLr1q1DeXk51Go15HI5CgoK4OHhAQDw9PREfn4+PD09oVarUV5eDoVCUeu4UVFRiIqKetCnQxAEQTzMaF3lceiQKVvR+FjqeREEQVgIZuHK+OKLL2LNmjVYvXo1Zs6ciUceeQTTp09Hx44dcerUKQDAoUOH0L17dwBAt27dcEg7sJw6dQodO3bUazEjCIIgCIIgCIJ4GDALYWaIcePGYfv27Zg2bRpKS0sxaNAgAMCgQYNQWlqKadOmYfv27Rg3bpyJW0oQBEEQBEEQBHHvyBilMyQIgiCIuwwdyv3dtcu07WhsLPW8CIIgLAQSZgRBEARBEARBECbGrF0ZCYIgCIIgCIIgmgMkzAiCIAhCzH/+wz0sDUs9L4IgCAuBXBkJgiAIQoylppW31PMiCIKwEMhiRhAEQRAEQRAEYWJImBEEQRAEQRAEQZgYEmYEQRAEQRAEQRAmhoQZQRAE8WBITweeeQYICwPatAFmzACqqxv3f8TGAteu3d8xPD25h6XRGOe1di0QHs49evYEjh27+97Ro0DHjkCXLkBFBTBnDvd6zpyG/Y+UFOCnn+6vnQRBEA8hlPyDIAiCaHoYA3r1Al57DXjpJUCtBv79b8DDA1iypPH+z+TJwIgRwL/+Vfu9wkLA3b3x/pelotEAJSWAq6t0+/btwIIFwN9/A15eQFwcEB0NnD4N+PgAMTHcd/zSS9z+Li5AXh5gZ9ew/3/oELB0Kff/CIIgmhEkzAiCIIimZ/9+4KOPgCNH7m4rLgaCg4G0NOC334Bt24DycuDWLWDUKODzzzkBN3UqcPYsIJMBU6YAb73F7fPGG9zE39ER+OYboKCAE2Wurtzjjz84yxzPmjXAqlWceJs0CfD2fuCXway5fRv4/ntg0yZg+XJg+HDp+/36cd/hoEF3t73/Pve3VSvgnXe46967NyfsduwAHn0UeO89wMqK+6xczu1z5Aj33c6dywmxqiru+3z1VSAiArh+nbs3Jk3ivm+CIIhmgLWpG0AQBEE0A65eBbp1k25zcQGCgoCbN7nXFy4A589zFpZ27YBp04DcXCAjA7hyhdtHqeT+/vvfnNAKCwP++Qd4/XXgwAFg5EjDFrOYGE5srFsH9O/Pudm9/DLw5JOccOB57z3u76JFjXoJTI6+86quBrZuBb79lrvWkyYBJ09yFjFd9H2H3bsDP/7I1Uc7dkx67RUK7jsFOIH299+Av//d7/C77ziRduYMJ8z69OG+i88+I4sZQRDNEhJmBEEQRNPDGGfxqmv74MF33ec6dABSUznxlJTEibThw7mJe2kpcOIEMGbM3eNUVRnXjsBAzsrzf/8H7N7NWeO6deOsdTwnT97bOZo7+s6re3dApQJ++IFzQ2wohr5XXfr04SyVzz0HPPsst23PHuDSJWDzZu51URFw4wZga9vwdhAEQVgAlPyDIAiCaHo6duTcEcUUF3NujLy7oTgWSS7nBIO7O3DxIlccefVqzsKl0QBubpw1hn9cv258W06f5ixs06Zx4s7SLGMN4ZtvgMcfB8aP51wR67qOHToA585Jt8XFcdvrY80a4JNPuO+7SxcgP58TdStX3v0Ok5M54U0QBNFMIWFGEARBND2DB3PxY+vXc6/VauDttzkriqOj4c/ducMJsdGjOXe5uDjOBTI4GPj9d24fxjjxBgDOzlx8kz727AE6deKsZZGRXPbG5cs50dhc6dWLcyk8f55zH506lYvxiourve877wDvvsuJKoATU+vWcSK3Pm7d4v7Xxx9zbpJpacBTTwH/+x9QU8Ptk5gIlJXV/R0SBEFYMOTKSBAEQTQ9MhmwZQs3if/PfzixNWwYsHBh3Z/LyOCy/Gk03GveurVpE5fh8ZNPuIn92LFA587c31deAVas4FzkxMk/PD2Bv/7iElUQUhQKTpRNnWrYajZyJPd99O7NfZ/OzsDGjYCvb/3HnzOHc1NkjBPpnTtzIjklBejaldvu7c2VO+jUCbC25vaZPJmSfxAE0WygrIwEQRAEIWb8eO7vxo2mbUdjY6nnRRAEYSGQMCMIgiAIgiAIgjAxFGNGEARBEARBEARhYkiYEQRBEISYmTO5h6VhqedFEARhIVDyD4IgCIIQwxdFtjQs9bwIgiAsBLKYEQRBEARBEARBmBgSZgRBEARBEARBECaGhBlBEARBEARBEISJoRgzgiAIghDTtq2pW9A0WOp5EQRBWAhUx4wgCIIgCIIgCMLEkCsjQRAEQRAEQRCEiSFhRhAEQRBi/v1v7mFpWOp5EQRBWAgUY0YQBEEQYhITTd2CpsFSz4sgCMJCIIvZQ8Dly5ehVCpN3QyCIAiCIAiCIJoIEmZmDmMMnTp1QufOnU3dFIIgCIIgCLNEpVKhoqLC1M0giPvCLFwZ79y5g9WrV0OpVEImkyEqKgrDhg1DaWkpli1bhry8PHh7e+Ott96CQqEAYww//PADzp8/Dzs7O7z++usICQkx9Wk0CXl5eQCA27dvm7glBEEQBEEQ5snw4cOxZ88eULJx4mHGLISZXC7HhAkTEBISgoqKCsydOxedOnXCoUOH8OijjyI6OhqxsbGIjY3F+PHjcf78eWRnZ2PFihW4ceMGvv32WyxcuNDUp9EkpKamCs8LCgrg4eFhwtYQBEE0A7p0MXULmgZLPS+i2VNcXIw9e/aYuhkEcd+YhSuju7u7YPFycHCAv78/CgoKcObMGQwYMAAAMGDAAJw5cwYAcPbsWfTv3x8ymQxt27ZFWVkZCgsLTdb+pkRsKbt06ZIJW0IQBNFMWL6ce1galnpeRLNn8eLFpm4CQTQKZiHMxOTm5iI5ORmhoaEoKiqCu7s7AE68FRcXA+AsR15eXsJnPD09UVBQYJL2NiWMMSQkJAivL168aMLWEARBEARBmB9irymVSmXClhDE/WEWrow8lZWV+OKLLzB58mQ4Ojoa3E+f/7BMJqu1bd++fdi3bx8A4LPPPmu8hj4g1q9fj/nz5wMAvL29yWJGEATxIBg/nvu7caNp29HYWOp5EYSIqqoqWFub1fSWIIzGbO5clUqFL774Av369UOvXr0AAK6urigsLIS7uzsKCwvh4uICgLOQ3blzR/hsfn6+YFkTExUVhaioqAdzAk3A/v37hefdunXDiRMnTNgagiCIZkJ6uqlb0DRY6nkRzR5/f39kZGQA4Bb5nZycTNwigrg3zMKVkTGGNWvWwN/fHyNGjBC2d+/eHYcPHwYAHD58GD169BC2HzlyBIwxJCYmwtHRUa8we9jh4+769euHoUOHIj4+Hrdu3TJxqwiCIAiC4FGpVNBoNKZuRrNGoVAIzysrK03YEoK4P4y2mFVWVqKsrAxOTk6wt7dv1EYkJCTgyJEjCAoKwpw5cwAAL7zwAqKjo7Fs2TIcOHAAXl5emDVrFgDgscceQ1xcHKZPnw5bW1u8/vrrjdoec6GsrAwAsGvXLly4cAEAcPPmTbRp08aUzSIIgiAIQouLiwuefvpptGrVCg4ODvjoo49M3aRmR3V1tfCchBnxMCNjdRR8uH37Nvbt24e4uDihnhYAtGjRAl26dMETTzyBoKCgB9LQ5khMTAy2bNmCnJwcXL9+HR06dMBPP/2EF154wdRNIwiCsFwiI7m/hw6ZshWNj6WelwkpLy+v5TZHdbQePAEBASgpKRGSxGVmZsLX19fErSKIhmPQYrZ8+XKkp6ejd+/emDZtGvz9/eHg4ICKigpkZGTg2rVrWLFiBQICAjBz5swH2eZmA2+hBCDULysoKEBAQAD69euHn3/+2ZTNIwiCsEwef9zULWga9JwXY0xv8izCOMS1RnkqKirg4OBggtY0X6qrq+Hi4iIIsytXrpAwIx5KDMaY9e3bF0uXLsWzzz6Ldu3aQaFQQC6XQ6FQoF27dhg1ahSWLl2Kfv36Pcj2Niuqq6tha2sLAEIMXVZWFjIyMvDLL7+YsmlNQnl5OVatWkWpbgmCMC2LFnEPS0PnvPgxZunSpSZs1MNNbm5urW3Z2dkmaEnzhhdmPDU1NSZsjXmTkZGBQYMG4dy5c6ZuCqEHg8Kse/fuSDcig1O3bt0atUHEXcTCzNbWFgqFAp9++qmJW9U0aDQahIWFYdq0adi5c6epm0MQBGHxXLhwASqVCgsWLKhzv5ycHEpuYQBxmAdPVlaWCVrSfOnatSuKiookwkwcc0ZIOXnyJA4ePIhXXnnF1E0h9FBnVsZ33nkH7733Hnbv3o2SkpIH1SZCS01NjSDMAK5MgBhLsiz99ddfyMzMBACkpaWZuDUEQTRrRo/mHpaGznm9+eabAGqPLWLKysrg4+ODcePGNXnzHkb0CbPCwkITtKT5cv78eQAgYWYEly5dwpgxYwBw143uVfOjTmH29ddfY8CAAThy5AhiYmKwZMkSnDlzBmq1+kG1r1lTXV0NGxsb4bVuSQBL+kGlpKQIz/W5hhAEQTww8vO5h6Whc15nzpwBIJ3Q6pKQkAAAFuk+3xiQMDMfSJjVTUVFBTp37izZdvXqVRO1hjBEncLM2dkZQ4YMwcKFC7FkyRIEBgZi3bp1+Pe//43vv/8eN2/efFDtbJaIXRkBwM3NDcDdzufkyZMmaVdTcOPGDchkMlhbWzfaoDZq1ChMmDChUY5FNF8YY1i7di2KiopM3RSCaFS8vLwAAFVVVQb34Yv2EvrJy8uDtbU0j5pSqTRRa5of4gyYzs7OwvOKigpTNMes+fzzz2tto3hI88PoAtN+fn4YO3YsVq9ejRkzZuDcuXOYP39+U7at2aPrysgLsnbt2gEAnnnmGYtIy8sYw8GDB9GrVy8EBgaisLAQiYmJ2Lx58z0fs6SkBLGxsdi4caNFXCPCdJw6dQqvvvoqpk6dauqmEESjMWLECNy5cwcAkG/AOpiZmUlhDPWQn5+P1q1bAwDGjx8PgCxmDxJvb2/hudhiVlpaaormmCWZmZkoLi7G/v37a71Hwsz8MFqYAUBiYiK+/fZbfPXVV7CyssK//vWvpmoXgdoWMz74Wlxg2hJWM1NTU3Ht2jW88MILcHd3R2FhIWJiYjBmzBjExcXd0zHF5nnqoIn74datWwCAP/74g9y4CYuAMYYdO3YAADp37ozCwsJaMcv79++Hv7+/pCzLO++8g+joaEoEIkKpVMLNzQ3V1dX48ccf4eTkRBazB4h4UUEszMrKykzRHLOkY8eO8PLywrVr14Rtu3btglwuJ2FmhtQrzPLy8vDHH39gxowZWLhwIVQqFWbPno2VK1cKAYRE06AbY8avXPbt21fYxvv/P8xcunQJANCzZ09BmPHC6ptvvrmnY165ckV4npOTc/+NJJot4gxrlrAQQhjB4MHcw9LQnldBQYGwqX///gC4hVcxu3fvBgAcPHhQ2LZkyRJs3bpV0r82d3hhZmNjAysrK7i5uTWpxayiogLXr19vsuM/zJDFTD9KpRI1NTXIz89Hhw4dEBcXhyFDhqBFixbYu3evqZtH6FCnMFuwYAGmT5+O+Ph4jBkzBmvXrkVMTAzat2//oNrXrNF1ZXzyyScBcCUK+MyF8fHxJmlbY8KLy/DwcLi7u+PatWvCKtipU6cafDyVSoVDhw4Jr2n1krgfxMH9JPIbnx9++AGHDx82dTOkvP8+9zBzUg8caNgHtOfFJ1saN24cJk2aBICL8xXDLwTqszyIV96bO7ww43F3d2/SMeeJJ55Ahw4d6owLbE6Ii0iLi3qTMOPQZwl/7LHHAHAhSpYwh7Q06hRmjz32GFavXo358+ejb9++EpFAND26rozvvfce/vnnH0RERMDf3x8KhcIiLGbx8fFo2bIl3NzchEFNrVZj2LBhuHLlCsrLyxt0vIULF2LTpk3Ca4qRIO4HsTBraMbQ4uLixm6OxTFlewvwAAAgAElEQVRlyhRERkaauhlNBtNocOSFF3Bz27ZGPe6RcePQavBgXPrvf+vdt6KgAKrKSuH17du3AQCzZs2Ch4cHgNpxUUlJSQaPV1hYiNzcXBxoqDC0ADZv3iy4NwO1hVlTW8yOHz8OAJR8TQsf3wcAMplMeN7QeYOlIr4X5XI5fHx8hNdjxoxBcXExiVgzo05hFh0dDQ8PD+Tk5Bh8EE2HrjCTyWTo2bOn8Lxdu3YWIczS09PRqlUrAHdLAvj5+WHGjBlQqVQ4evRog47HJw0ZO3YsAFo5I+6PvLw8oc7TlClTjBZb8fHxcHV1Ra9evZqyeQ8tWVlZQpwTAMTExJhPYd6hQ7lHI3Br+3b0/+UX1Gj7o8bCc+tWAEDR6dP17uvg6YnTbdsK58VP1jw9PYU+V+zeCAAXL140eDylUomRI0di8ODBzcq9lzGGMWPGoEuXLsK2oqIiuLq6Cq/rsphVVFSgS5cuaN++vVC3816xhLG/MRBbhMQxwDU1NaZojtkhtnhPnDhR8l7btm0BANu3b3+gbSLqxqjkH9OnTzf4IJqOmpoaSYyZLuHh4ULnnJGRgWPHjj2opjUqhYWFwqotPwF2cnISBr+GDkBVVVV45plnsGDBAgBkMSPuj9zcXHTs2FF4vmzZMqM+d+7cOQDAaSMmzs2RwYMHY8SIEcLrr7/+Gi+//LIJWySiooJ73CNHJk7EPz4+KE5PR/4//wAA2jdi+u6UvXvRUTvhUicn17lvnjZet3damnBe/GRNoVDAxcUFMplMsrKuVCqRm5uLRYsW6T2mUqkUivryi4XNAX6Rj/9bXV2N8vJyoy1mKSkpuHjxIuLj4zFv3rx7agM/Vuq6njYHRo4cCZlMJlmsFQswsTCjOmYc4rIBU6ZMkbw3fPhwAGhQzCJluW56rOvfBfj1118lr5VKJX7//XeKNWtidC1muoSHh2PTpk1IT09Hr169kJmZCbVaDSurBiXbNDmFhYUIDQ0FcFeYyWQyeHt7Q6FQ1OlSowtjDLdv38bTTz8t1DThB1HGGEpLSyW1TgiiPvLy8iQJd4yN7RC7GtW3yNIc0TcZ0LXaPIyUZGai/4YNAIDjn34KlTbrmQr1D7hMo4HMiP47/Y8/0Fr7PPLIEWhUKlhZ6z962s6d8NbZxveJTk5OehNW8PdueHg41q5di3379uG3334T3lcqlQgODkZCQoIw7sjl8nrb/bCjawnjaxvqxpgZEmZiL6P7tXg11K3aEvjrr78AcElo+vXrB0BqMRM/J4sZBy/MYmNjJeMYANja2iIwMFCIOa2PgoICeHp6Ys2aNQgKCkJUVBSNa03APc3g3dzcMHnyZPz000+N3R5CRH3CjC9XEBUVJbhF8LEDDxMFBQWCO03Lli0BcKUBZDIZQkJCBMuDMdy5cweVlZUICgoSBBhvMVu9ejVcXFwaJPSI5g1jDFlZWZIA88uXL2PUqFF1xpEwxrB8+XLhNcWa1Ubs/sVjZ2dngpY0LsmxscLzmqQkBOzcCQCQAVDXsYpflpsLmVwOyGQo19YXM4QqLg5VAJK048N1rRDUR7E2Jkl8B5aWlkIulwvX28PDQyKK+ay4oaGheOWVV/Dqq69KjqlUKlFUVAQnJycAwIULF+psr6n48ccfMXfu3EY7nu5vnhdqYmGmUChQVlaGw4cPY+3atZL9+dTkffr0walTpzB06NAGCwh+PDNUe645IF7UEV8/sTAjixkHL8zEiVHEtG7d2mhhxs8vY2JiMGzYMPznP/9plDYSUu7ZtJKZmUlZgZoYY1wZIyIiJCtvD1uGHY1GA6VSKQgzPtaMH+giIiJw7NgxoRBqfaSmpgIAgoKChEkDvzrM1+MRZ2wkiLooLCxEVVUV/Pz88PfffwPg/PFjY2Px448/Gvzc9evXJavr/Mo6cRd+EUbMw2bt10ehqH+J3LMHbbQTRDmAgjrczxJE99ONX36p8384JScjxd4eldqJf3EdWRLlWpElB8A7IZWWlkKhUAjJEnStPJMnTwYAhIWFcf9P25cCXPyvUqmEUqnE008/DeDesuc+CCZPnozFixc3WiIIQxYz8SKDo6Mj1Go1IiMj8eqrr0pifHiLWefOnQFwJQnqiuXTpbq6WhAixo6JlkSLFi0AcBZdXuSqVCrBvbNnz55ITExEcHAwCTMtfBmMxhBm4kRYABoc/08Yh1Gj4AcffIAFCxYIj7lz52LevHmS+ACi4dy8eRPp6enC6zVr1gjigTFWr8UMgBBHxfOwCbOSkhJoNBqhY+3QoQNmzZolZFXkrYKDBw82qtg074LTpk0byOVyODo6CiuM/CBKQdNNi0ajuefC4A+ao0ePYtu2bXoL5v71118YPXo0AC4l85NPPolhw4YJ79eVVIZ3M4qJiQFAwkyXmpoawYooFmhmc51GjOAedRDn4YHD2gm2GJaWhhoAlxUKAECyjQ1OaOOxC+vonyu1JVAAoEynppgu/oWFyPP1hXe3bgCAau2ClBiNSoVDAwbgEW0GQScAlX36ACNGCMKMx8fHRyjBwn8vYWFhgkXN0dFR2DcwMBDZ2dmorKxEhw4dIJPJzNKt7oMPPhCe69Zou1fEwoxfVASkFjPxtQKk4012djZsbGwQHh4ubBNneKyPDz/8UHjeHIVZcXExBgwYAABCTH1NTQ2efvpp3LlzB4MGDUJYWBgCAwPJlVELH1dWlzBLT0836nrpFqPmLetE42KUMBs0aBAGDhwoPKKjo7F06VKMGjWqqdtnsahUKoSFhQl+0tnZ2Xjttdfw4osvAuCCWBlj9QqzQYMGSV4/bIUn+VVa3mIml8vxxRdfCNmCgoKCAHBFqPlV3LrgB2A+Zs3Z2RmlpaVIS0sTOpHmlEXMFHz55Zfo1q0bFi5caOqm1Ev//v3xzDPP6HV3GjlypGBd9fPzAwAEBAQI79flSsS7hfEWB3JlvEtlZSVcXV2RnZ2NN954Q1iMAswoUc/s2dzDAHlXrqBrYSEGXLpU6z15fj7uWFmhSLu6n966NZy0/VFpHZPwGpG4qa4joQfTaNBCrYaqZUt4tG0LFQCmJ8Nf8u7diDxyBO6MIU9rGbsVHAzMnl1LmHXr1g3Xr19HamqqkBlTLGzEFrOAgABhhd3Lywtubm5m51bHGJO4WX333XeNclyxVbGoqMgoYZYs+i5zcnLQokULoT8Bak9260KcjMXShFl9SSWqq6tRWVmJyMhIODg4CNYalUoFa2trIT4dAGxsbMhiBuk11b0veQIDA6HRaIy6D3Uzsefl5QnlG4jGwyhhFhkZKXlERERIYi6IhsMPbPxfcWC1Wq0WVi/qE2a2trb4/vvvAXBWooet8Cc/geWFmS7imhvWBoLbxSQmJiIwMFBYHVIoFCguLsYl7QTKysqKhFkTcuzYMcyZMwcAHqoY1NWrV9f5Pr9Q0K5dO2FbXRMjfgLH19gxxhJUUVFRqxioJXL48GEh7sHJyUkyqX0YBCzTaHBNu4CmD9viYhTb2kKlFWZqLy84a4VZRR0uQ0wrblQAUEfZgNLsbC6JiIcH5La2uGNlBbmOixEA3Dl5Unh+S9uPKrUZQsvKyiTCbOLEidBoNPjzzz+F70Y8kRMLMy8vL+F7cnNzg4eHh9kJM36SuWLFCjz77LP4/vvvUSmq43aviC1m+fn5wkTVy8tL2K47ARbHNOfk5KBly5YSK7HuhFij0WDTpk21QkXEr319fR+YMNuwYQMOHjzYpP+DMQYXFxe89dZbBvfh+1AvLy9EREQIwkxfyIetrW2zF2aMMcFjA4BEuIrh517GFEXXVyLrYfPSehgwKMx27txZr2mzpqYGO7WBzUTDEPv0MsYkGdzS0tJwUjuoGpPx5qWXXgJjDIMHD24Ui9m5c+cabYWxPnQtZrq4uLgIz+uLP9m+fTs2bdokqRvl5eWFvLw8YXDs0aOHwaQNhYWFaNOmDTbUEUhPGKayshJvvPGG8DoxMVGvi6A5ERwcDACSukSAtPbLnDlzhInUyy+/jAULFiAgIKDOgYyPaeEXsIwRHC1btrToQss84pgaBwcHifXAbIRZZCT30MOt7dsx4PJl4TXTucdtq6pQaWsLaJMPWbVuDc8OHQAANXUsCslv38YdmQzpNjZodekSznp5oUJPlspirduiXCsGCu3sYK+nT6sQJeSo1ArDR37/HYiMRGlpqURshYSEoH379ti3b5/eZAFisSEW0q6urnBxcTG7WpFXrlwBADz66KN45ZVXUF5ejm2NUOBbV5ilp6fD2tpaIrR0hZnYVTE7Oxs+Pj549NFHBW8X3cnud999h/Hjx9dKHCK2JoeGhqKoqAgFBQXYtGlTvdYmxtg9u/ZNnDixlmdOY5OcnIzS0lIsX77c4LnwfYOLiwu6du2K69evgzEmWMzEkDDj7hfxPcSHi+jCx0d26tRJUldSH/qEmdnUnrQgDM50lUolpk+fjrVr1+LYsWNISkpCZmYmkpKScOzYMaxduxbTp083n4H0IUO8wlhcXCwkrQC4QWXw4MEA6reYiQkJCUF+fv59uwN1794dL7/8sqQmSFPBiyRDnQYfnA7UL1K/+eYbAMD//d//Cdt8fHyQk5ODpKQkODo6Ijw83GBK7gMHDiApKQnTpk3D4sWLzS51N2NMr+Xl4sWL2KotNmsK+EUBBwcHwTI5d+5c1NTUmGXsiRhegOl+13z2qcWLF0vch1xcXPDhhx8iODhYIt504Ve3vb25ROXGWMxKSkpw/PhxZGRkSGJPLQ3xPWFlZYWWLVti0qRJ6NChAyoqKsw+NiTv8GHJ6xIdN0KbmhrU2Nig508/4dDIkXj822/hEhiIKgAw4C6krq5G+xs3kOzpCaWjI4JratA9Px+3/vyz1r6l2lgwa61FrtTJCUH5+SjUcZN0EGWzlfn4IMfKCtDel7qujABnDb59+3aDhJm3tzccHR0ltZLMAV6YdezYEVFRUQgJCRE8S+4H8aJefHw8Vq1ahdDQUMmiofhaeXl54bJIxPMWM1dXV+zfvx/du3evNbHl43N1E5aIx/WnnnoKABd7PX78+HrjpmfPng1bW9sGL5SJv9emrF8lthq2atUKf/75Zy0LpzjRSmBgICorK1FQUKDXYkaujLXr3BmaP4l/z59//nmdx9S17rq5uRl0gYyPj0fr1q0pC/Y9YFCYvfjii1i8eDF8fHxw4MABLFy4EG+//TYWLVqEgwcPws/PD59//jnGjh37INtrMYgnanl5eUhJSRFW7flMV4BxFjMe3m3KmAw7586dw759++rc50FMDuuzmImpb1X2zp07GDx4sJDxCuD8p5OTk7Fnzx60adMGHh4eBi1mvItjUVER5s6di9dee83Y03ggfP/993Bzc6sVyN6lSxdER0ebzA0uISEBBw4cEF4vW7YMvXv3BmD+5Rv4e0pXmPG/ob59++qtz+Tk5FTn/dhQYSaehAQEBCAwMLD+xj9E/PPPP+jZsyeUSqVkUYq/tuvWrRNSsptNnJkB1Fu3ogrA4eefBwAU6/S39ioVauzt4ejlhcitW2Hj6AiZlRXuyOWwNuDyl7p/P7wYQ+XTT6NMNFEq0TPhrtAKQXute2KViwtaajQoEtUVLUpNRRfR6ra1pyfyHBwg14pefcLMz88PGRkZeoWZ+DfAx+8CnJXXwcGh0bIe3g/ihZIrV66gZcuW8Pb2hrW1Nfr06dMobv5ii9nkyZNRWloquDnziC2RUVFRwqKrRqNBTk6OxD2/Y8eOOHHihGSBmxdquhnw+H3Wrl0rxK7yZQrSRIlj9PHll18C4NwqExISsHr1aqMWQMT9d0Ni4RqKeLEmLS0No0ePxpNPPinZhz9/V1dXwUKZm5ur12Lm6upqlGueJfPEE08Iz/lFa32IvZLqc/dNTU0V5pkuLi7w9fU1aDFbu3YtUlNT8cMPPzSg1QRQT4yZi4sLRo4ciQ8++ADffvstfv75Z3zzzTd4//33MWLECCrUex+IJ2q5ublIS0tDRESExEIESDv5+uDdspLrCBzn6d69u+SHqw+xe2VTUFZWVm+MGQCcP38eXbp0qXdye+fOHYmvP8DViyktLcW1a9fw2GOPwd3dHaWlpXoHJd0OJlVPpjNT8vvvvwOARASJuXnzplBf6EGi62MeGBgoCIv6JgymRKPRCBNKXcs//93z5Rt04WsVGYJfrXVxcYGzs3O9kxp9kwhzdwNtCK+99hrOnDmDvXv3SoSZeELFjyfm7IWRc+ECHr91C/+Eh8M+JAQAUKLTT9irVFDrqcdWZGcHOwO/zSKtC7rikUegEnkP1OhZHKvU9lMOIhdQAGgt6tOu//e/ELfAxtsbBUFBcFSpoNFo9Aozf39/FBYWCgtXhrK4DRw4UHjeokULODo6mlyYnTp1CgqFArt37wbACbOOHTsK77du3RoZGRn33c78/PxaiyYff/yx5LXYYhYcHIycnBxUVVWhoKAAKpVK4vY4depUFBcXY+/evQC4e5+PndKNheYXLFq3bi1Mjnkyday2FRUVmD9/PtLT0yXuZxkZGZg5cybefPNNvP766/WerzgxT1POB/QtluqmYufHNRcXF+He5C3sugvYvr6+yM3NfSBeP+aKeKGWXyjVh3iOWZcwUyqVSExMxNSpUzFo0CAsXry4TmHGf6eWNI49KB7+ojEPKeLJc0ZGBgoLC+Hn54elS5dK9hOvZtRHu3btIJfLcVjH1UYXcaKRulxQGpLGt6Hk5uZCoVDg448/ho2NjcGMQQBnEerfv/89CbPHHntMeL5gwQLBZVLfQKA7OTa3DsXe3h6A4XT/N27cQHBwMNzc3ISB/kHAD9gLFiyAr68vHn/8cWHyYs4WM36S5uzsjMrKSslAlpKSAhsbG4NJjoyxmNna2kImkyE4OLjexRJ996M5C5SGwv8uDxw4gIKCAvj5+cHDwwPPa61OwN2+zhzOu6q4GMoLF6DSmajc+uEHyAF4zZ0Le60wKtdZfLDXaKDRI2pKFQo4GxDzKu2k28bVFUxUE0ujJ8EDn71Rof2NBemJB648dQpqAKla4WvXogVkERGQA6guKjJoMQPu9i+GhJmnpye8vb2hUChgb29vFsIsVlvU+8SJE2CMISEhQZKSvl+/ftBoNPdddykjI0Mi+OLj4yUeGoBUmPn6+kKlUsHe3l5IxCAWZj179oSNjQ3OnDkDAPj222+FxUpdjxVxjFWnTp0kx+HHLrVajVGjRqF79+5YuHAhOnXqJLHQ8eVp+P+1fv16g+eqVCrx0UcfCa/rsrrcL4Zq4or7WLEro1iYqdXqWhYzHx8faDSaWlbH5oT4vvT39ze4n/h+rSuJDy/AQkNDsX//fsTExNQpzPjahuaWGOhhgISZiRBPPvg07i1atEBMTAyWLFmCnj17AjCc4lQfrq6ueOqpp/Drr79iwoQJBpNYiDMs6U4IxQNsU/oG8wkAysvL4eHhUctSqIurq6tkUNFFpVKhsLCwljBr164dPv/8c3z00UcICQkRLHP64seKi4slnzcU92Yq+HtGbKESX49t27YJA3R0dPQDa9fNmzfh6emJDz/8EOnp6cKk29HR0awtZrzFi5+4iF3oUlJSEBQUZDDhTH0Ws6qqKqEGVOvWrbF9+3bMmjXL4P76hJklDGiLFi2Cs7OzkEFuzZo1OH78OHr37o38/HzJyr85CbPyy5fhVlSE6zoT15qDB1EKoO3zz8NBK9qrdSZ/doxBo11EEVPp4QFPAyvSKu0E1NbVFTKx94Cefkqt/X/O2lIiQZGROKS1YtVo+2+HxESk2NqiQCu+mEoFZ+1ELTckpFbyD4BbAJPJZILbmz5hxrvQ3bhxQ7Aqm1qYbdiwQdKf5+XloaioSJJBlZ+k3m8GuczMTAQGBiI+Ph63bt2S/A8e8ZgtFkV//PFHrW12dnbo3LkzzmnjAS9cuAB/f3+MHz++ljDj+ydnZ2fY29sjKytLsMzzoiU7OxuxsbGC26Zuv1JcXIzS0lL07NkTPj4+dSa64i12vOvqhg0bmiw1uliYiUUEL7gBqTDlFyl54abPYgY0rfuluSNeyK5rgV/8O8/JyTFoZeSvpXhBwNfXF5mZmbXCKBITE4XfmqFxjC8JRdSGhJmJKCoqEjpoXpi1bNkSjo6OmD17tvBDamjcUEREBDIyMrBx40ZMnDhR7z5iS5h4QKuursb8+fOF1zt27MCOHTug0Wiwa9euRk3kILYgGBNf5urqCsYYSkpKcP78eYwfP17ijlhYWAjGWC1hBnBZ9fiaPHzMj774ueLiYgQGBqKDNoOaMen5GwNjA+f5jnb37t345JNPAEhdWPbv3y88f+SRRxqxhXVz8+ZNYfDmhYxMJkNgYKBZW8x0hZl4dTYxMREhWlc1fRhjMeOFGX8fLVu2DNXV1Th//rxk39TUVCELqxhLqFM0b948lJaW4urVq5Lfub64PX4hxBzO+xWt9Uh54oRku8+NG0jw8IC1vT2ctPuodCYetgCgJ2mTxscH3oyhWs99o9Fus3N3h1yU1tpan5dAYSHUAJxFrowybVxaiXYy7Z+XhxwfH3j/9ReOBQej/ZQpgpBMDQmBWq2uZTHr0qULoqKiBJGlK8yKi4uFBTVXV1fh+zJl8o/k5GRMnDhRsObk5uYKFj9x7Je3tzecnJyMir82BGMMBQUF8PDwQLt27Qz2D7xoaNWqlUSE8YgntgC3eMgnasjNzYW/vz8CAgKQkZEhWXjjhRk/N5DJZLCxsYFCoRAW5PRlzRNTXFwMpVKJgIAAjB07Fvv27TMY08lPxL/99luhJuXZs2frPP69wguzkpISXLx4EV999RUAYMKECYJHhj5XRr7tumM1L8wyMzOxY8cOzJw5Eyd0fsuWTlFRkVAGo66Fb3vRIpJKpTI4z+PvLfH9GxERgerqaqHYN8+uXbsAcAnpDJUncnd3l+RTIO5CwsxEFBUVoUWLFnB2dhYySLXQZtkCgLfffhsAarlJ1EebNm3q3efWrVuCQOGFGWMML7/8MpYvXw6Am2BfuXIFI0aMgFwux7BhwzB+/PgGtaUuxMLIWGEGcNdt/Pjx2LRpE5577jlhEsFP5vQJMzF8Kn19E+Hi4mK4uLjg/Pnz6NSpU50WkcbiwoULcHR0NKrshFKpFLJ0vv/++2CMCS4wwF2x++STTyInJwenT59Gjx49mtxqlZSUpPe+CwoKMmthxgsrXYvZhQsXcP78eURERBj8rEKhQFVVlcGFE96VEQA+/fRTANxEatmyZejatStOnDiBrKwsjBo1Cq1bt8ZsPcWMs7KyzD5DobFUV1fjzTffFO5z3ckpcLd4tzlkpEzVTojVIpFYlJqKsMpKlGiTNCm0K/tqkTBjGg0X26VHmMm1Fq5cUbkAHrX23rN1dYWNqA+z1TNptioqQpFMBivRZFSuFUmlGRlQJicjQK1GdYcOCOjbF32TkmDn4gJ7reCr0F5fXWEGQFiUAmoLM2dnZ71WNFNazHQ9H3JycoTkSGJhJpPJEBAQcF/3VmVlJWpqaoSxyBAtW7bEggULsH//fr2u0Lr3fmhoKFJTU5Geni644/v7+6OmpgZ5eXlgjOHrr78W+ndd64eXl5cgovS5lT3zzDNCXGBxcTGKiorg5uYmJNeYPn263vPgj+Xr64u5c+fCycnJqPj1e4G3/NnZ2cHT01NIBAQAo0ePFtpuZ2cHOzs7QUzwfbauxYzv0xcuXIgRI0bgq6++Qp8+fZqk7eaKUqmEm5tbvd5Iuu8bsirrs5g9+uijAGrHkqelpcHR0VEo4aSbIbO8vBwlJSX1pudvrhgtzEpKSnDkyBEhLXdBQYFFuNqYiqKiIri6usLb21v4IYiF2ZAhQ8AY07viVhe6E2RdU3FNTQ1SU1PRo0cPAHcHtm3btgluDSEhIRg5cmStY4vT/t4v4lWUhggzpVIpWGViY2Px2WefATBemLm4uMDPz6+Wm2ZlZSWOHDkCFxcX2Nraws/P74EIM96tdOPGjXXup1arkZaWhjfeeENwJ8rIyMCJEydgZ2cnWEetra3RuXNnZGZmYsOGDTh79qzgQtNU5OXlSe5dnuDgYJw5cwZdu3Y1GENgLOXl5YiOjsaWLVvu6zhi9LkyMsawYMECODs7Y+bMmQY/y7uBGbpHqqurBYtZeHg4/vOf/4AxJtQZ/O677zBr1iyJqw7AxcLwE6ZRo0bVm6DHnNEVleHh4Xjqqafw448/Cr9bMd7e3rC1tTUL99dl2dlgACByBUv84QdYAXDTrvI6+/lBAwAiqxbvSqhPmNlr++ZC7UKcGKb9nL27O2y1i2YAYK/HEmVdUoJiHQuBXDtZryosRNqePQAAJ52FBQftcR/Tvi9Ok80j7j/t9bhj6sPBwQGVlZUmickVxxC5ubkJwszW1rZW4p77FWbiGKe6kMlk+PDDD9GmTRu947fueMd7GwQGBgrCjF+kyMjIwOnTpxETE4OFCxdCLpfXSroWHh4uzCEu6hH98+bNw/79+2FlZSVYzFxdXTFkyBAEBQUZtCTxE3EfHx+jY2XvlaqqKshkMsHyZWdnJ7hhXrp0CZs3bxbmTABquTIaspg1leuluaPRaFBSUlLvvaqLra0ttmzZgm3bttW6L7KysmBtbS25f3m3U93kM/x9PGjQICiVylpzR32WXaVSabLM0uaGUcLs2rVrmDlzJo4ePSpM8rKzs5s0GNTS4TsZ8YRW3ypyQ9EVZroJLVJTU6FWq4UYtrlz50KtVktW2vQl/fD09ERFRQVKS0sbJQ2teIA0ZgLAB6ZnZGRIVgz5H7ixwgzgBkBd8zrvGnj69GkA3CrwgxBmfDvqq7mSlpaGmpoatG/fHj/99BMAbuK+Z88edO/eXfjePTw8EBAQgJqaGvzyyy9GHft+qKmpQWlpqV5xzQffnz9/vlaK/4Zy6dIlbN26FWPGjLmv44jhV1v5Qby0tBSXLl3Ctm3bMHfu3DpjDHcUrC8AACAASURBVHlhZsidUezKCHDWQ+DuauT3338vfD8Ad6169+6NI0eOSLbXl8jHnPnnn38kr8eOHQsrKytMnDhRr+XFysoKAQEBJhdmfCIYFQCZKN6tbN8+1ABoq/UcsLK2RonOPoKbop6sjO5aS1uxnskzL8wcPD0hF10bVz3CzLasDGU6ws9a2ydWK5Wo0PYpTjqZ+xy0faNGK5j1CTPxPW8ovlIXPqbKFO6M/Fi0Y8cODBs2DNnZ2UhISEBoaGgtd9kHJczE8FZJPmOyvnjqTp06Cc9TU1Mlwiw9PV3ifqlWq2t9vn379rh+/TrUajXOnj0LT09PLFq0CHv27MGoUaPQuXNnyGQyuLi4oKCgAGVlZXB1dYVMJsPEiRNx48YNvZb57Oxs2NvbC0IwODi4yeLOxcmSeNzc3ATPoTFjxiAzM1O49rqujLoWM3t7e71xVYZK5Vga/CJjQ4XZ448/jpUrV+KZZ56pZWG8cuUK2rdvX6tmn1wurxUXnJeXB09PTyEJmK4RR/d1dXU13N3dMW3atAa111Ixquddt24dZs6cifnz5wudXWhoaJNm7bN0xBYzgOtI9LmWNBRPUXwCgFr+wry/Np8+NSEhAUeOHBFWwt5//30AwEcffSSs1j///PN44403UFRUJAwa92stFQujAQMG1Ls/789/48YNyWSY76AbIsz01TLjO3g+K6aTk9MDcc/hJwr1xT7wA2KbNm3QvXt3AJy//6VLl9CrVy+hA2SMCYM6f02aslA2PzHSJ8yeeeYZ4fn99hX8wkFjpj/mJ1r89SopKRF+H8OGDavzs/xvVXwvHj58WChGrSvM+JVFXbHCs3fvXmF1V3fCbMwCwZgxY/Dqq6+iqqrKbAKqdVdRjZnoBwYGmlSYZWRk4DttlkMVOOsUj3VWFnLkcjiK+pgSuRxy0T1Qrd1fpkeYBQ0ahBoANdoi7BLKy6EBYOfiAgeRlcVXpYJaZ2HFvrISFTqLWTbae6a6sBA12t+9g461hm+3RrsqrU+Y6Y4fxmAqYVZYWCh4HHTs2BEtW7ZEcnIytm7dWqu2GMDdW+KEGTyMsXrrNwH3JswALl714sWLuHHjhlA8WswjjzwicXnUFWb1iYkOHTqgsrISN2/eFMTY3Llz8cQTT+DPP/8U+iEXFxdhvOHPISAgAIwxvXFFBQUF8PT0FMRSSEgIkpOTm6R/0e0vecQLzX/99ZcgtnRdGfXFg+s7XlNZ/MwN/l7V9xvXR2ZmJm7duiV44+gjNTVVUsMQ4KzD+lyZ09LSEBAQICz0iOeLarVa8NgCOG8Y3tLL1zzTd49VVFQYjFezNIwSZnl5eYIvKY+1tbXJa0RcuHABM2bMwLRp02q5BJk7uhazFi1a1OsLbAy6x9A1GfMTz0cffVTo9MQZpviaLJ06dcKePXtQWFiI9evXCxaCqqoqlJWV4ZK+yYUeCgoK0K9fP8EFraqqCtbW1rh69SreeOMNJCQkGLVK4uPjg8DAQJw8eVKSbYiftPIixJiJhbu7OwoKCnD27Fl8/vnnYIxBo9HA3d1diKNzcnJqcotZYWEhfv31VwBcwe+6Oh1emPECdf/+/fD29kaHDh0wadIkQZipVCoMGzYMEyZMQI8ePWBraysRZpWVlRgzZoxgGbxf+IHOT6emEt9WPsbsftMWiyf5jeXuoE+Y8efDW7gMwa8iiwPnIyMjMW/ePJw7d67WREPs0iTOmBkZGYkhQ4ZIMpHJZDJ89tlnQsH5ugL68/LyMGfOHGzevBlr166Fq6urJMW1KeEne0OGDKkzLbcYU1vMJk+ejDfffBMAJ8xsRRMOB6USSh1BVG5jAxtRP1Gjfa5PmNkqFMi3soJc32+hogKVAGRWVggbNQqn3nkHh0aOhC2AbG3GPh6n6mpU62TrtdFOtFXFxVBp+0KFTopsua0t1OAyNAL6s87eSyZaXpg96Diz+fPnY+3atQC4BTpxH6TPtbpt27ZQq9VCX1pVVYWLFy9i+vTp8PPzq7WQoMu9CrOwsDA4OzsjNDRUb11EKysrSXZELy8vtGjRAtbW1khPT5dYIzZt2lTr83xcYHh4OMrKyiR15sS4uLgI/T4/YeevWWZmJhhjEosin+iEJzg4GGVlZU2Sgl7s+i1Gtx821mIGQIjxFWPqsg4PCn7B1Nh71dfXFyEhIcKiL494DpSXlycYEsToLmIzxpCUlISQkBBhPiaeg+harbOzs4WYfz8/PyxatAienp61xvnZs2cjICCgUZPQmStGCbOAgAChwjzP5cuX6528NCUajQbfffcd5s2bh2XLluH48eNmETRuDIyxWhYz3YKR94M4Noa/ifPz8zFw4EDs2bMHNjY2aNmyJRISEuDq6oqLFy/i5s2behM4uLm5wdbWtlZqZX5wW7t2rZBRSh9///03jh07hilTpqC8vBzHjx8XBL2/vz/atm1rlCCVyWQIDw9HUlISlEolYmJiEBgYKBFmTk5OBmvviHF3d0dSUhJ69OiBd999F0uWLEF5ebkkzfGDEGb8BJBn3bp1BvdNSkqCtbW1ICIGDRqE3NxcXL16FZ06dRJq6wwcOBD29vZYv349Tp8+DX9/f0mnuXfvXmzevBlTpkxplHPYsmUL5HK5wcBq/v6+cuXKfaUuFovWxuqY+YkWP1las2YNVq1aBS8vr3onqOJkNIC0bMFLL72EW7duSSYGYmEmnpy999572LVrV63fwLvvvisIrLpWzJcsWSKpfVhVVSUpCmtKcnNzIZPJsH37dkyYMMGoz/BuxqZa9BMHvqtlMkmMl6K8HGU68T0VtrawFVlb6hJmAFBkawtbPeUAZFVVqBDdAxGLF8NF+5vK01lEcVapoNJph612oq0qLgbT3pPO2r5CjBoA015bfYsp92Ix4xcpHnRhe35RC+DE4ZgxY9CmTRu0b99ekl2Yh1/USklJQXV1NSZNmoQuXbpg1apVKCws1GvNEnOvwswYxJ4eXl5esLKygp+fHzIyMoTF1N27d+PFF1+s9VndDLzdunXT+z9KS0uFRR7+HMTZC5cuXYrAwEDBu0GfMAOaxupkyGKma8HhLWb8vnVZzPSJtXsVZg/63ub5888/BS+MhnCv9+qLL74ofM/A3UVBjUaD/Px8vcJM12J2584dlJWVITg4WPCkEVvM+DIbPH379hU8SdRqNebNm4fCwkIhsyPPf//7XwCG67haEkYJswkTJmDlypVYtWoVqqursXbtWvz3v/9t1Cx9DeXmzZvw8fFBy5YtYW1tjd69e0sy1JkzFRUVUKlUEouZMS54xrJs2TJh9Y+fxP744484dOgQ/vrrL8E6J5fL0aVLF1y8eBG3bt2qZaYWo+tmmZ2djfz8fLz66qsYOnSowc/xliw+4Pj3338X3jPWzM4TFBSElJQUFBcXw9vbGx4eHoJ4ys3N1dtp6EN30v3uu+9CqVRKRB2/CqSbBrYx4Ve1fv31V7i7uxss1Ahwg2GrVq0MpvD39fVFXFwcvv76a8l2PjCfh6+X01juKDdu3EBYWJjBJDW8i+6KFSsMFms2BvHgVN/KtrHk5ubC1tYWrVu3xvDhw3HixAmkpqYala6dH/ASExNRVVUlWAb9/Pxw+fJl3Lx5U3Ldxfec+D4VD4K66LPK6cIHVe/evVvYVlFRgcmTJ+Pxxx+v9zyaktzcXHh5eelNjW+IwMBAqFSqetN+NxX872IdgByFAk4itzePqipU6fRZVfb2sBcltqnRujVaGVggKnNwgKOeuESrykpU6bh6empXr0tEMWlMo4EbY9DoTLj4jIvq4mKgtBQ14NwidSmxskIKuImtPvfje7GY8YtFDc3Aer/WC/FiiIODA1q1aoWbN2/i2rVreheNeat0RkYGpk+fLhF2QP39SlMKM3GfwM8FAgIC8NNPPwmx/E899ZTez7q4uOCdd95B165d8fLLL+t14wSk7vL8OfDiPDo6WljQ4VPi6woz3iujKdzJDAmztm3bIj4+XqgXx7fb2toa1tbWBuuYAfotZvfibnv16lW4ubkJGasfJKNHj8a8efManJ23oa6MPM7OzkhKShLGE34xtbCwEGq1Wu88VVeY8Yv2wcHBwveyYMECoW/lhRmf8CwrK0vYlpGRIfwWDCVuGTdunFnUumxKjBJmbdu2xZIlS/6fvTMPb6ra3v+bNE3TuU3aUjoiszJjUZBBVBT1OkAVFC+KgiCzyFdBkMF7URQVAREFLg6IE+BlEH8qVxQFrchkkYJYhtKWzm06JR3SNOf3R7O3J/PQpCnt+jxPH2ianOyTk3POftda+11ITEzELbfcgpiYGKxcudLuRN7bsPpnhkql8upaGk8ivsCzE8dZByxniY6OhkQi4SeWuK5ebDLSr18/HDlyBBqNxu7xFGfMIiIiUFhYyJtY2stUio+JXq/Hxo0b+e+uNM9m4y4uLuaLWsUGHaym2RnYvoj3adeuXRYZM6DJJa+5joK2kEqlGDBgAMaPH4/o6GibJSJHjx7F559/bncSDwADBgywuHAqFAqTmxHLfHtK3NiKookRu4jZ6/1lCxZcYO/jqYnBpUuXcM0110AqleK2227jjzN7e3uwCcLMmTMxb9487rb48MMP8+eIhbY4IxYdHc3XVVorbWI4Emb19fU4cuQIpkyZgtGjR+PkyZN49tlnkZeXh61bt+LIkSM+tdsvLi62WlJmDzb581U5I5s8bAVQFBeHYGM5TaNOB6UgwGD2XW8ICkKw6DPWGycoUhvX87rQUIRZWc/kV19vIcziBg+GHkCjMWMCAJrCQsgAwExUKYwT6EaNBhKtFlqJBBIra/rU/v4ognUTCuDvz98VN1BW7WEeCbfHF198geDgYKdL4q0hDlI5I/7FBlLmASzA0mp+9+7dJvvkSrm8q4i3KRZmzpZtr1q1CidOnMB//vMfpypQ2LxDPBdg9wY26TUXZmyM3jDQELcXMadHjx78vcWiODAw0OsZs8uXL/OM5LvvvuvSaz2Jq6YrzQ0isEDr7NmzUVhYyL/7zmTMWEbVfL5y5swZ5OXl8WDisGHD+N/YPLWxsZHPg8Tr0sVBztzcXK8ER1oTTtvlK5VK3H///XjyyScxZswYr1ycXMFaxN/8gnTgwAE8//zzeP7551tqWE4hPmkeeOAB3HXXXViwYIFH30MmkyE6OppHnsWpZLEAE/dJs9cDTSxiYmNjUVhYyG9k9oSLPbFsXh7pCLHoiIiIQHBwML7//ntcd911yM3N5ZMKR7CLwAsvvGBycRBnzMRiwltOTqzPCNC0JsJaiZ5Go+FGLawHmyvYyphVVFRArVajsLDQpcl7YWEhIiIiuMBmtrj2EL+/O6KKlfK8/vrrAFyPzNvi4sWLvLxJXNa1aNEih68VO35t2rSJl8CxnjuApWkHmzxGR0fjs88+Q1ZWls3JiPg9bEUH9+/fj4qKCqSmpgJoEuY9evQwyST4so+crTYK9mDnsC/K0gVB4BOQf82ZA7/AQIQZP0t1Zib8AEjMMsP6kBCEiMouHQmzhogIRJhNtq/88gu65eZCZyYu/IOCUC6RQCrK4FYZhYKfeQDGOIEWNBpIa2pMyiJN3l8mQyRstyjx8/NDWVmZS2u2O3ToALlc7pIwY2VJ4kCdq7jqNiuXyxEdHY28vDyr2RlxsMpgMCA1NRWdOnXCpk2bIAgCCgsLERIS4hGTLnOsGQXFm60R9CTsvPTz8+NO22xOpdVqTZppM9j/vREAt7XGjMEm4uLrrkKh4GOxtoTB0RqzBx54AGPHjrU7rkOHDvH/Z2Zm+sxYydXyUVfXmJnDhNnvv/+O1NRULpZsCTPmAikeKxNmrCddnz59kJCQgNdffx1RUVFITk7GjBkzEBwcjKKiIgwYMIBvMywsjM+78vPz+RxAjLcC5q0Bp4QZK2M0/9m4cSN27tzp0FHOG6hUKhOxUVZWZnGzGTVqFF599VWrPXN8iViYhYWF4euvv3a5kbQzFBcXY/PmzTh9+rRJeRazMQdMhZk9Rx7xzYgJM3G5UXV1tYVTY0lJCYqKihAVFYXhw4fzx9lF1NWMmfiiEB4ezoXdn3/+iezsbKeFGXMLHDt2LFatWsUfF49HHHjwVn15eXk5/85ay5gVFBTw9TapqalOCQZzAgMDecbsxIkTuHLlCu68804AwPz589GxY0eLBb/2OH78OCorK7Fu3Tp8/vnn+PPPPx0KM3HGTuxCKZFITErwbMEmfNdffz0CAwM9cr0RBAEXL17kwQixMHMm4iyeIAiCgPz8fAQGBmLIkCGYOnUqAPvCrGPHjg7XlTrKmB0+fBhyuRyjRo3ij5lv05dGGt7KmOn1eqxZs8apklNXqK2thU6nw6pVq7Dsjz/Q6/JlBAKoq6iA2lgdIDe7xghhYQgTBAhGAac3HnM/G6WMQmwswtHUrBpostcPHD4c0YIAmZU+YBqZDDLR96jWGLzxMys55E6RWi386upQa6vkWadDL9jvHalUKl26NkulUiQmJroUBGDnsLuBg8bGRrfKmeLj45GRkYH6+nq8+eabPDDWt29fk2CAOLM/ffp0pKenIysry6tiicGuLeJj9I9//KPZ22UmW/Hx8SbVJeYB2ZqaGtTW1qK+vt5EmAUHB8Pf398rwsxWKSODZcTEQkOhUPBAn7USXEcZs127dtkNQGi1WkyaNMnkMU9VmriKsxmz//znP1Cr1VzUuFrKyBDf048fP+5QmP3yyy+89+2lS5cQHR3N54zW1sixa3eHDh2g1Wqh0Wgwbtw4bNy4ET///DOGDRuGiooKCIKA+Ph4bj749NNP8yVUCoUC/zP2ZGxrOCXMgoKCcOzYMQiCAKVSCUEQcPz4cUilUuTl5WHJkiUt3m+nS5cuKCgoQHFxMfR6PdLS0lyaYPoSvV6Pjh07OtVYuTmwmvTPP//cJJopFmbMNAKwb0BinjErKiritehAk+lEVFQUzpw5A6DpQhsXF4ft27cjOTkZhw4dwv79+006vbuaMRNfFFjGjNHY2Oi0MBs5ciQEQeC9o5gxgTjqJi6N8aYwYxfO6Ohok4zZ3r17ERcXx4MKs2bNcvnzApouXixjxbI6r776Krp3746tW7cCaOoR5uwkh01ezp07hwkTJqCxsdFh9pxFzICmjJlOp+NOYmJhbAv23e3UqRM6derkEWGmVqtRVVXFM2aurn8zv+nn5OQgKioKEokEK1euBGD5/b7X2JjY2e+po4zZ8ePH0b9/f5PIsHn5iK8yZjqdDjk5OU6v+2QolUoEBgbaFWaffvop5s+fjzVr1jjc3u7du3HgwAGn3psJYB6EMh7j6itXUGEs8wo2L/cOD4cMQI1xotFoDEL42RA2kcbvwB8vvggAyPz8c6iMkeYgK2Vrtf7+8BcFNuqM7+NvNuHyk8tRBwA1NZDV16POhjDLCwvDWdgXZu7AysydhUX03TUEcreKIT4+nt+3OnbsiNOnT+PixYsYMGCAyRp1816df/31F06cOOHVOcbBgwexY8cO/rtYHLP1OM3hrbfesnBeBP42RWFotVouvsSCRyKRQKlU+kSYsVYb4oBYUFAQ//44K8ysrTGzZTRkLTPaktdTcWDPkTC7ePEi3njjDUybNg3R0dG855u9z9Qe4vmPXC53qh3RV199hbVr12LLli249tpr+ePWrjUzZswAYCocY2Nj8dRTT2Ho0KGIjIxEeXm5xfGaN2+eiVi2ZmDUFnBKmBUUFGDRokWYM2cOHnnkEcyZMweLFy9GUVER5s2bh2effZbbobcUfn5+mDx5Ml5++WU888wzGDJkiNMTHl8zdOhQ5Ofne31x/pdffgmgqZntkSNH+ONsIS1gurbN2oWMYS7Mrly5gn379iE1NRUSiYSXyDGBXlRUxOvj2UXzjjvuwN13381LrZpTyijOmDHcPf5sfOIb4b333stLB70hzARBQFlZGd+nmJgYlJWVwWAwYNOmTdxSnTk1umucIc6YsYtrQkKCiUAGnC8dszaRcpQxe+ONN7iYysvLw9mzZ/mYnLFezsnJQWRkJEJCQpCcnOwRYSbuCwdYt9d2haNHj/LPISoqCu+88w727dtn8pwPP/wQJ0+etLuuTAz7Pr7yyismE9HGxkZUVlbiyJEjvMyVYW564CthdvToUdTV1bl8jZNIJHZ7mZ04cYJnjh0FE6qrq5Gamorbb7/dpLzTFixLwiZkEuP1UJOXh7p9+6AF0H3CBJPXSI2Tjirj58yFmY2MWd+ZM6EBYPj9dwBApfFfAIi0Msa6gAATZ0idcVIstzIRrZVIIKmthby+Hjob13I24fKGMHPWsMVgMPBrqjOvYe1MxLhr2Z6QkMBLIDt27IiEhAR07twZSUlJKC0thcFgwKlTp7Br1y6T12VkZKC4uNirGbORI0di3Lhx/Hfx/c3Ta9DFhJo5fNbU1FgVZux3b5Uy2ivrZlUMYmEmDqRaywxZ215aWhrOnz9vUhVhLQtm69ri6vW0oaEBL774olt9PMXvxQLetujfvz+ee+45AE3n17vvvmuyftAdZs2aBaBJIDLXRGv3enFJ8TPPPAPAtKQfaDI4GzduHLKzs1FSUoK33noLgGkGVHwPZsLMPAATHx/PRd99991nklhoSzglzJjzmpjOnTvzus9+/fo1u+GwOwwcOBDr1q3D+vXr+ToL4m/YhamwsBC1tbXo3bs3VCqVScYMaLo5OorImAuz2tpalJeX45FHHjFxgWITd3H01PxkZrXBrjqAiS805hkzoPnCTCxM5XI5d8Myj556gpqaGtTX1/NsU3R0NAwGA9RqNaZPn27xfHcjQ+KMWWlpKaRSKSIiItC1a1e89NJL/HnOlmhYO88dZUVkMhmSk5OhVCpx5coVk3KSM2fO4K+//rI7cS4vL+ffoaCgIJw8ebLZrn3sRsmixeaTE2eYMGEC7rjjDgBNpVni7/mMGTNM1i8CTRN+cR29I9jkoaKiAgsXLkRDQwPefvttxMbGok+fPqirq7NwahN/h8PDw30mzNj3qW/fvi6/VizMLl26hK+++or/LSUlhW/b0XdA3KvPlsOXGJYxY98FJsxq8vMRfekSzimVUJhNAGXGY641jqnR+N2W2ciYSaRSlPj7w984uW0wBkSORUXhlJW10PVBQQgUrQFtME5UrAozqRTSujrIGxrQYGOS2xqEmUajgcFggEwmQ1FRkcN1OyNHjjRpSAv8HWRasmQJfheJW0eIhZU42BUcHAxBEFBbW4v+/fvzCSZjz5490Ol0Lbq2XhwodDfz4SxM2ERGRkKr1fIJsfn3JDIyEl988YXH1+07ypixSbs48CT+fKwJV2uB5r1791oYv1gLAtkqH1+2bJlLzo7fffcd/vWvf5nca52FiaEBAwZwcymGIAgmosWaqZYtp2Rnefvtt/H+++8DAN577z3cd999VtfyWbt3mzu2jx8/Hjt27EBSUhKioqKslqaaewhUVFSYzDe2bdsGf39/3gJo7969Hun92xpxSph16tQJn332GVfGOp0O27dv56VvxcXFXlkQS3iWpUuXorS01GL9QExMjEPHP3Z8xY2pgaab5t13381/ZzdnsTCztV7BVWEmvqnGxMRYCDNnXRltjcN8Mal5rypnWLNmDbp06WJSkmIN89IAJm5slQOFWbG+dgbzjJlSqeSTs8WLF/PFzc7uo7V1PeaTJlvEx8cjLy+P3/SWL18OoGktqEKhsBkVrKys5PvPSonMI9quYt6w250L/KeffopvvvmGiy1Ptrwwp6qqCtu2bcOcOXNQWlrKJxPWSqu+//57vPfee+jWrZvP1pgxYyB3JgdiYfbEE0/g3nvvtZoltdc/ETBdMG+eIbaGecZMahQ3dYWFUNbVocbKpFxuPG9rjftrMAZBbGXMAKAqMBCBbOJXWgo9gJSiItxoZS2G3tz10RgkUlj5rtVLpfCrq0OAXo8GGxkWVhLmaWHGMv7OuAiyz7lr165oaGhwWJZ46NAhnDx50sSkiGXMHnjgAd6I3RlsCTN2zM17mfXu3RtPPfUUvzZ58xw3R3x/8/YE9NSpU/jpp5+gVCpRU1PDM0bm5hFsHM6UoLuCI2H28ssvY/v27SYZePG8wlm7fMC0VyFgXYSJg4eZmZn8+5aZmWm1R54t2HXQ0bXKGmlpaYiIiMA999yD7OxsLFu2jDdilkqlUCqVdjPHzWlPwxAHhMVLEsSYl4KmpaU5PbcTZzrF51ZkZCQEQeDLGD799FMTsedMv9qrGaeE2axZs3Du3DlMmjQJU6dOxaRJk/Dnn3/yVKdGo8GTTz7p1YESzUdsEuAqERER+Oyzz3DgwAGMGjUKAQEBuPHGG6FSqUyaC7OMmTh6au58xE5AV8WG+OYUHh5uYZHr6noWBpuk1JnZWLsjzObPn49Lly7hoYceMrGCNr94sUgQi8CyiKAtZzN3b8zmGTPxxY+VjQH2y8IEQeA3gLKyMpOocXV1tUk9uT3i4+N5KQMA3HPPPQCayigbGhqwevVq7NixwyKCXlVVxY/F888/D5VKZVKa6w4XL15EbGysyc39u+++s4hMOkIqlfJm3d5sSL59+3YeQWVER0dbnSjeeuutmDx5ssuGDJ6ksLAQ/v7+bmUYEhMTUVBQAL1ez7Mhy5cvtyiXT09Px48//mhzO1euXIFEIsH111/vVMaMCYbQ0FBgxgxojCZBtdnZiDYY0GhFZAYbg5M1xvOWCTN/O4FKXUAAAoxBTmlFBcptWNsDQGNoKEJFEelG47Uo0Mq1rl4mg59Oh8DGRjTaEGYHe/bEu3DfFMAWHTp0MHG1tAe7HrGS3tdee82p9xCXgzmz5sUa4tIncZaciSDztVx79uwx6dPpq4yZt0lKSsKIESMQHBwMrVZrud7SiPge6ckm8I6EWVRUFMaPH29yH3QkzGxVQZhb5lvLNrHnzJs3D926dTP5nrmyLpIFWl216a+rq8PevXsxZMgQ7qK9EKmbVwAAIABJREFUYsUK3HTTTSYZOyYyrX12nnAtFIs7W1U75t8RVwShWPiLzy02J2MBVPHym/aAU8IsJiYGL730EtavX48FCxZg/fr1eOmll/hkskuXLja7zROtg0OHDrnVPFTMww8/jJiYGJ5m/u677wA0rceaOXMm4uPj8eWXX6JPnz58slpdXW3hKPXbb79h586dPHrrChkZGdi/fz8AyxS6u+KFRV/M7ZdDQ0MhkUicFmbm40lLSwMArF69GjKZzCQyZytjxiJinsI8Y2Y+sXBkMAEA33zzDWJiYvDNN9+gtLSUn+tLlixxKVOekJCA9PR0brZiPpYPPvgADz30kMUkuqqqio9TIpFg+PDhTk207XHp0iULN7JRo0ZZlPk6w+jRo+Hn54fHH3+8WWNyxObNm01+dzS5TkpKQk5Ojk8sngsKChAbG+vWOZmYmAiDwYD8/Hx+k//oo49MytX37t0LwLRc0Zzy8nKEhYXh9ttvx5EjRxxmZkwmow89hJD/+z8AQOMvv8APgNRKqXSE8ftSz4SZ8VyzVcoIAPqAAAQYM0v+VVWotrO2F2FhCAGgN06IDcbzNMjKmkidTAZ/nQ5BBgMMNiLKGb16YQfg8f52rMzcmXJGNmFkZWn2si9iISAut2bBHVeF2Q033ICAgACLkmJ2Hdu3b5/JdSkiIoK7zQEtK8zcMXtqLqwnlXlZL0N8Dnmqn+TRo0dx4cIFu2vMrCHOmljrY8b+rlQqTZy5zb+j5sLsmWee4W5/4lLxFStWAHBtnsGEmavtPw4dOoTi4mJMmzbNor8sM5ECmkroBUGw2jrCE+WvYpFlK/D92GOPmfzuypISsTAT/99cmHnbKK+14dLMOCoqCl27doVSqYTBYHBqQTXROvB0Qz6FQsEv2nK5HBs2bOCWphkZGfx51ibunTt3xoMPPujW+/bq1Yuv6/HUhPP6669HQECARYmCVCpFaGioTWGm0+nQr18/vhaNTSJuuOEGKJVKXhbDetSJ1/HZypgxMSemOa0UFAoFdDodGhsbcfnyZQtzCHYM7Qkzth+7d+9GaWkpYmNjodfr8e9//9ulsZiLntDQUNx7770IDg42udmwvjoMcSkj0LTQ+eLFi043X7WGuIdZc+nWrRvq6+sd9sRpDuw70KVLFy5KHbVPSEhIgEajcctWvLkwYeYOYst8a2P/5JNPcN9990GlUlnt77Ny5UrMnz+ff29uueUW6PV6h82MTUoZc3MR0tCAXJkMvYxlbAorfR6jjO6iBqNoMBhFh7+dSbU+MBAKY7YhQKuFxt4Eyvi917ISZ+MYg60IswZ/f/g3NCBIECDYeP9FEydi4s03ezyI4IowY9dJ5sxqD3GplnjbWVlZiImJcdkUQyKRoKCgAIcPHzZ5nE3iCwoKTFzfIiMjTSbiLVnK2JIZMwbLmJlkj0WIgyPWeku5AzPZclVIsM/H39/fqlhiYu3FF1/EwoULuUHZWWPrC4a40qG2thZr167l92zxMViyZAkGDx7skiBl39mSkhKX2t2w0u2UlBSLcvXvv/+e///XX39FbW2t1bmQM+eXI6w1Pjdn/PjxJoYwzjR7Z4iDi+JjyB5nJiHNTSpcbTglzNRqNV5//XVMnjwZDz/8MCZMmMB/iKuDlui/Mm3aNABNJ/OLL77odadOFhgIDQ3Ftm3b3N5OcnIy6urqMHLkSIu/hYeH2xRmWVlZ+OOPP/h+s3KFiRMnYuDAgVzQsIu7eL0PK1lkx4VdAM0zQd9//73Tdt/WYBOOqqoq5OTkWJj4+Pv7IzAw0O7knUVJ1Wo1703l5+fncjZk3LhxvIcc0HTctm/fjvz8fHzyySfIysrCbbfdZlGeJi5lBP6+QWRmZroVHKqvr8eVK1fsNlR3FVduRu7AspT9+/fHTTfdhLq6OoeTayaMmmuU4g4FBQVur3EQCzNrpXFsuzExMVb//sILL2DNmjUoKChAeHg4/847WudhkiV49FHg0Udx6brrEGWc9IRZKdn1DwpCqUQCqVFACE5kzAyBgQgyfm+D6upQZ2e9hNS4nXpmQKTRoAZN9vjmNAQEIEingxwAbGSyY597Dtvgftm3LdgxcWbSyjJmPXv2xP8Zs5K2DBXEa27F/7dmSOYskZGRFtkoscC74YYb+Pp5VtWxatUqdO3a1e33dAdfCDPzjJn55/Tqq68i3dg6whPCTBxca44wswbbHssODxw40OpaenEli/maLfNj0Lt3b/z000+8JYojxN9ZV/rpstdFR0dDLpdj9erVVoXdu+++a7Vq4Ouvv8bixYudfj9biKua7B2fyMhIfP311yYtlJzB1nIW8wyZO+ZcVzNOCbPNmzdDJpNh2bJlUCgUWLVqFVJSUngjVaL1wrIULRFxGDt2LPR6PUpLS7F8+XJu+e4tWJRo4cKFFi5AnsKWMPvrr79M7NBra2v55CIwMBDXX389Tpw4gYyMDF6iIb7onz17Fh07duQXHH9/f0RGRqKuro5PciIjI3Hrrbc2K0rLhFlaWhoMBoNFWQTbR3vCjJVh/Pe//0V9fb3bNrxJSUkmDT0DAgIQGBiIsLAwhIaGolOnThgxYgROnTrFI3CCIJiUMgJ/f5d79erllttVdnY2BEFwaHjTGmDi19zWPyAgwKEwdiWL8cMPP6Bz587466+/mjNcTmFhodvCLDk5GXK5HB9//LHVrCjbrrWm7GKh/r///Q9lZWU8Szx16lSr60kY5uYfAOA/YgT/v8qGw2S5XA45+76yCa2dc0QIDkaw8doVotNBZ6ccWGqcGNcZty+tqYHWxnFvlMsRaZyESlrYjCs5ORn+/v4W35+SkhI+kWewjFlAQABfnzpp0iTcfPPN+Oabb/Daa69ZdfcVX6OaI8ysIZ50hoeHIyMjw+S6v2DBApw/f97rARgxviplZGvMgoKCLPbXz8+PHzN3WxaIEQcrPS3M2H1THLwRn9tMfIuDAuaBHnOTCbYs44033nBqjMXFxSaGJc5W+RQXF5v0IZs/f75NMfj555+b/L5y5UrcddddVss7vcldd93l8pImW8fO/N7szrKXqxmn9jYzMxMzZsxAp06dIJFI0KlTJ8yYMcPExphonRw6dAgnTpxoMVvRlrxxsfK3O++802vvER4ebtUuv2fPnrxvCNBkLZuZmQmg6YbBnCrvu+8+/pmwi74gCPjpp58selCxSfeQIUNw+PBhh6VXznDLLbcAaOqFBcDqZCYsLMzuOjrzKLh4MbynufPOOyEIAl+/qNVqYTAYbC4SXr9+vcvvwYSmeVlna+Ty5cv47bff+CTElQwhE2b2FqtXV1ejoaEBmzdvRlZWFr799tvmDRhNEeqSkhK3SxlDQkLw1FNPcSdFc7dVJsyioqIsJofmAQa5XG5yTbJnGqPRaCCTyUzWuiSK+kqpbCxArwkIQACb3FVXoxFAoL1AWHAw5AB0Gg0CDAYY7DXWNU7OdcbzU1pbi1ob19hGhQJK48RP6qaLq7vIZDLExcVxFzrGrFmzMGDAAJMJOMuYKRQKfs3buXMnDh06hLvvvhsLFy7k13SxMDt9+jSSkpKwf/9+FBQUeFSYiTNmrEemu064nsIXGTOFQoH6+npoNBqbWQq5XA5/f39oNBoIgoC8vDz8+OOPbjULF6+pdlVIsM/H1usmTZqEqKgokzVQTOzGx8cjKysLcrncRJiZOzSaH4MxY8YgJSXFaQfooqIi9OnTB6tXrwbgvJEYq0wxZ8mSJViyZAlfWxYeHm5h///ss8869R7OMmbMGF5u6i3M+56FhYX5pAVXa8EpYSaVSvnNLTg4GFVVVQgICPBKo0HCs0RHR2PgwIG+HoZXGDJkCARB8KrxTHx8vFOW4wsWLOCul4GBgRgxYgTmzJmDrKwsE0dDoGmtWU5ODm699VaTbbBMUM+ePTFs2DC37f/F9OnTBz169OAlktYyZmFhYXYzZmKnyJtuuqnZTR1HiLIQ5vTv3x9SqRQrVqyAwWDg47KWMQOaxK6ra82YiYC7veFakqSkJNxwww1ITU1FZGQkZs6c6fRrnSllHDFiBDp37swnDNbWbLkKe7/m2DWLo8ybN282sbhm34Xo6GiLCLf5Pembb74B8LejHwueWKO6upob/jASjL3oLgQEQGpjAqgLCIDCKDZGpqXBD7DpsggAEuOEV1tUBLkgQLAjzGTGfWXCTFZXhzob4xBE0X0/D68pdgbWFJaRm5uLnTt3AmiyY2d88cUXAJoyJLaarbOsORNmgYGB2LlzJ3Jzc7los3YtcxfzjFlrwBctiAICAlBfX8/PBVuEhoZCrVYjKSkJCQkJuOWWW9wyThKX4bnq8siyWbaCVcnJySgpKTEZFxNmLPgiNscCLA3ArInjfv36OeU+ev78eRQXFyMpKYnfa5ztF2pLmK1YsQIrVqzg583NN99s8RxbWSh32b17d7NdkO3R2NjIrxNiWDmjt3v4tUacEmZdu3bltsX9+vXDmjVr8MYbb3h0jQZBtEa6du2K7OxsExcz8/UQn332mcnv7GI+Y8YMk8fZxZytvWPZLAa7KXi6xI4Jqfj4eKuuYvaEWU1NjYmjlCfKa77//nuL1gQMuVyOMWPG4MyZMzh48KBVYWa+D2IbbWdgGcCrQZgxkpKSoFarXWrYrFKpIJVKbUayL168iPT0dFy5coULH3ei3uawQIS1iYWziPczMTGRZ0cSExO5cIqOjkZZWZnJxEwszO6//35edtWpUyfI5XK77QM0Go3FZFgilaLy8mUoT5+2+bqGwEAo9HpUOem8xrJZNcXFCADsCzPj5LjBeB7419ej3glhJmsFwkyckc7Ozsann36KN998E1u2bAHQJDz69u2Lt99+2+r2Tp8+jbfffht+fn4W56pSqTRxS2wu5hmz1oAvejU5K8xCQkJw8OBBk3uDK21lrL3G1QAbu8+64jDK7l9ssm8uzMwt5q0JMxYQclSWyNaYjx492kSY7dy5026ACGgSZs4sGTBv73A1IpVKrVZ0SSQSHDlyxGYLobaMU8Jszpw53OHl8ccfR+/evZGYmIinn37aq4MjCF/TtWtX6PV6kwmduNntv//9bzz88MMmkTZ2Q+3Zs6eJ6xCbRL711lu45pprLCKMzB2K1b57ch8A4NFHH7V6AbQnzFhjVWYW4IkorkwmsxsFYxO1c+fO8Ru3rVJGoGntm06nw9atW/H+++/b3O6VK1ewaNEiZGVlISwszCcR6ZbEz8/PpNxPp9Px41xbW8ubiwN/f6dPnTrFe8m5KngZrPS3ORbH3bt35//v1KkTpFIpLl++bOJaGhUVhcbGRpNSYyYMFixYgI8++og/LpVKkZiYaPcmb1K+9X//1/QDIDw5GUo7ZXP6oCAENTai2Kw5sS1YNqu2uBgKAHBGmBnPA7lOB50tW3HRJFJuq5RStF+eRizMzNfy5efn45///Cc3+wD+Nj4SO7KKmTJlCnJyctDY2GghlqZOneqyI6M9WmPGDGhay2TvmuZpWN9La0EKMaGhoVbNdFx1Shbfd1ztu8VEkyuCju0Tu0c7EmbWxHFUVBQaGhocut2ya0337t35d/3FF1/E+PHj0bt3b7uvtZUxMyc0NBTLli3Db7/9hi1btlhY11/t3HjjjW6vab+acaqo948//uClJXK5nNeDHjlyBIMHD/be6AjCx7BI/YULF3iGmIm0Q4cOYfjw4QBMywfYDUMikWDIkCG8nCo9PR1RUVEoLy/Hhx9+aCGS/vOf/2Du3LkeLz2dPXs2/Pz8uAWwOUyYpaWl4fXXX8d7773HywXZpCAlJQXffPNNiyxI79ChA/z9/ZGbm8sn6OKMmfnajxdeeAFarZYvjr5y5QqWLVtmsd0nnngCBw4cQEhIiEu9Vq5mYmJieDnYQw89hD179qCxsRGTJ0+2WDQONInhhx56CEePHsXq1auRkZHhcukqE0rNaWLs7++PKVOmwGAw8MmUedkbCxaUlJTw7yvLmD322GMW35Pk5GS7GbPq6uq/J6M2xII1DMHBCDYYUGosVT62fDkG2ds3o2DVshJpOwJDbvwMG41CR9HQAK2tTIZoIm1TmLmwX64iFmbitWEArDZuZ9cSlk144oknsGTJEgBNZjcsMPD1119b9DqbNWuWR8cuFnm+MN2wxf95SUTbQpwxszchZueJuQFPeXm5S0Zj4oyZq02Em5MxY+LbUSmjtfVrYlMReyI+OzsbkZGR3Nxq8ODBfEmBvTHX19ejpKTE6YqDf/3rXwCa3ESnTJni1GuI1o1TGbONGzdafdx80SFBtDVYtkkcHWTlG7Ym9+Io2+LFi9GrVy9069YNly9f5hMX8/VlADBs2DCcPHnS4w6aiYmJWLlypc2JMhNmK1aswJ49ezB69Gge+Tx9+jT69u2LQYOappotsSCd9Y/TaDT8xm0+yS4qKuIGIYBpb5rly5eblErOmTMHY8eO5W0HNBpNu4nCiSdOzBEzOzvbqigTwxarOyq5sYYnhBkAbNmyxW62QDxBqq2tRV5eHj+/rJ1DSUlJDjNmXJj99VfTjzOEhCAEQJ1xbZ3cQRNiJsxqmTCzU7ImN078mDAL1OuhtyHkxIYfAbauIa7sl4uIhRkr2548eTJSUlIs1qiITRZkMhnKysqwefNmdO7cGZ07d+Zr2hcvXoy77rqLn/99+/bFuXPnPB5YEQuzljLKao0oFAoYDAaUl5fbLWVk9zhxA2bA9UbKlZWVuPPOO3H8+HHedsZZ2BhcWZvGhBm7NjnKmFlDHBCyx+XLl3kwSSKRWAQTxNlFcWnkm2++CQBt1huAcIxdYVZUVISioiIYDAYUFxfz34uKivDHH3+43KmdIK42OnToAJVKhTlz5vBJ3ZUrVyCRSGyuURKLl2HDhiEjI8NCiLVEXzlniYiIQGVlJS/NOH78OLp3744vvvgCpaWl6NmzJ78JtpQFb0hIiElzZPPIZExMjMkaFnF5qfh3tVqNt99+28SmH7DfULstIc6YMcxdRpkVsbWItb0Mky3Y5Ly5wswRzBznwoULGDt2LBISEvj6QWtllElJScjPz7cZrTZZV/PUU00/zmB8Ta2xgbzNbJWRAKNwazCu55M6I8yYDb/BgEYbJWZBovLPQFt9ylzZLxeJjIxEbW0t6uvrudHR1KlTrbo1mpfJKZVKk2sLm2wPHToUwN+BmZiYGJczK87Q1suanYWVdJaWltoVZkxYDxs2zKSfrflxdgTrUXn99de7XJrqTpCQHWdxxkwcxHNGmFmz4bdGdna2SZZfXJ4N/G20lJmZiejoaEyaNAn5+fnIycmBn5+fSc9Pon1hV5jNnTsXc+fOhU6nw5w5c/jvc+fOxYYNGzBOZCVMEG0RiUTCSwC///57AE3CrEOHDjYDE9bq0sXrol5//fVW1ZcjLi4OBoMBR48e5aXJFy5cwLhx41BZWYnw8HB+02ypcQcHB0Or1Vo1/2CIJ1OsVxIrZ2RlUOJM52OPPYaCggLcc889NqsA2hrWhFllZSWPHM+dO5evdbTmlvnLL7/wdYYMg8HAm6lbo6KiAhKJxOt24z179kRQUBDS09Oxf/9+AMBXX32FwMBAq5O85ORkCIJgM6rvaF2NLaTGSZ7emAFTOOg7yIRZozHDJrEjzBRGkWfQaiEYDAgVBAg2JsxKkTttUDOMV9yFieHy8nI+aY2KinKrLcWCBQugUCh4SxE2kW5OT0d7tKbrsS9h501VVZXdc4GV/EVHR+PTTz/FaaM5jqsBr8rKSrevE+4IM3bdY/vpqJTRGs5kzARBsBBm5u0dDh8+DAA4ceIEAGDbtm247bbbUF5eTsZ67Ry7V6Pt27dj+/bt6NmzJ/8/+9m0aRO3ByeItsz8+fMhkUh4xuzs2bPo3LmzzedbqztnE4ru3bt7vM9Ic2FlQXq93iKzV1FRgfDwcF5m0VITGJYxs1XKCMBqRHfs2LGQSCTc+ZJF7kNCQvDKK68gNjYW+/bt46WZbZ3o6GhUVlaaTDgqKipQW1uLuXPnYs2aNdi7dy9ee+01pKamWrx+586duOGGG0wemzFjBoKDg22WEFVUVCAsLMzr3xWpVIro6GgTK/b09HSbpiNMILAsYElJick+uCvMZEbxJDFaYQc5KJMNZOLCKF7sZcwUxn0RampQU1ratCjcxrqWOFGLgXAbNvTehGVIKyoquDBTqVQmZkaTJk3CwYMHHW5r1apVKCsr49tk2TQq7/IuYhMUe4KJXU/Yucaea8+Z8ZVXXsHHH39sUsLHMmbu4I4wY4KMfZ/cKWWMj4+32kxdjFqthkajMfnuR0ZGIiYmBvHx8TygBDS1z2GcO3cOFRUVXq82IFo3Tt052eJCgmiPyGQyKJVKlJSUQKvV4tixY1azC2vWrMHEiRNtOjkBvrFAdoR4vQazF2fU1dUhIiKC3wTNG3B6C3EpY3BwsNXG5eaL9Lt06YKePXti8ODB/KbHzCBOnjx5Vdnjewq2gFycNbty5QoMBgOSkpIglUrRtWtXPPfccxg1ahTWrVtn0UzUPDv23nvvAYBJbzExFRUVzXJkdIWoqCj89NNPJo/Z6p/Gyoe3bt3KmxuzDCsAhxbhtpAbP2OF8TMOddB/kGWzZMaSUj87ZhO8UXVNDaqNmT6pjUmbQvS4vT5q3sI8Y+bn58fL1ICmDOeHH36IkSNHOrU98cR73rx5mDBhAp7yUhkm0YRYmFlrrcIYM2YMgL+b2DNxZUuY1dTUYPHixXj00UcREBCAc+fOoaGhAbW1tW5nzNy5lzKTLiYszYVZZWUlpFIpjh8/blEpwJDL5ejWrZtdYcZea9765vTp0zh//rxJ2bX5+xQUFLTY9ZNondhcMLJs2TKnFsGSaCPaA6wk7JdffkFDQ4PVycW8efNsvp7dRFqTFTNDXGp0//33Y8SIESZW6uHh4bzcraVuGCEhIcjNzUVJSQkvHTHHPCPDBMXAgQOxbds2CILAM2bt9UbHhJm4STrL/Jp/JjKZDHPnzsWFCxfw22+/mfytvr6eT9pUKhWKi4tRWFho1bGxJSO+kZGRvI/ZzTffjJ9++smmMGPBkQ8++IA/tnPnTixduhSNjY2ora11K2MWalw7Eq1WQw+RmLJBkPH7LDcGOewJMz+5HDUAUF2NGuOaNJmdCfPZrVtRX1KCAc4P32OwY15eXo7c3FzExcVBKpXi5ptvxieffGLV8MhZrrnmGnz66aeeGqpVDhw40O4zFeISYHsmVK+88gomTJjA2yixgIatUkZx642Ghgbs378fEydOBOD+PdGdjBkTgSzAaC7M8vPzERsby4MJtoiNjUWRsRTZGnv27IFUKrX4zrPrcUJCAi+pNhdmf/zxh0WAlGhf2BRmzbmIEkRbg7nbHT9+HAB4+whnSUlJAdDUx6S1ERkZiS1btiAxMRGhoaHYvXs3Nm/ejEWLFgFounHefPPN+O9//4s777yzRcbE1pgVFhYiNjbWqdew53Xv3h1VVVUoLi5GaWkppFKpx50urxbYGgdxAI0Zo9iahK5cuRIJCQk4cOAAd74sKyvjGceQkBBuBgU0LV6Pi4vjoqYlhZl4cvbCCy/g6NGjePjhh60+15o4Z2Nmfbd4xsxo2+4Mqj59AACddTqoJRIoHWSr/IOCUAcg0JiJlDkQg+V+fvCrrESN0VjB3846q+sc9TFyYb9chX2+eXl5+N///seDORKJBI888ojX3tdT3Hbbbb4egs8RZ8zsXTMlEgn69evHf2dOurYyZszoglFWVma1R6UruCPM7r33Xtxwww28nYq5MMvLy3PKmCs2NtbCaZQhCAI2b96Ma665xmY2MCEhgZf0FhQUoHfv3hg5ciTv4dleA4lEEzaFmbPlBgTRHoiOjsaZM2fw559/IjEx0eXyi06dOrncfLMlEfc/USqVJhFDduO0tgbJW7BSxoKCAt6ywBqvv/46CgoK8L///Q9PPPEEgL8XWZ8/fx7FxcWIiopqt4v7WSNTZo4BgC/Ut1XaGRISggULFqC4uNiqMGMlpEVFRdDpdOjRowfuvfdefPnll3j//fdx+PBh3HfffV7bJzFit9BRo0ahoqLCpimPTCbjlu6PPfYYBEHADz/8AEEQuDDjGTMX1k8ru3VDAwB/AFo/PzgTAtBKJAg1rmfxczDBrJLLEVBVhXqj2UCALcdFZ/DiunA2mdyxYweKiop4TzLi6sHZjJk1wsPDnRZmBQUFdtcPO4M7wiwiIsKkGiAoKMikVDs/P9/u+nFGhw4dbGbM8vLyoNVq7QYjWCmjTqeDWq3G1KlTMXHiRBJmBAAnG0wDwMGDB3Ho0CGo1WoolUqMGDECt9xyizfHRhCthg4dOuC7777D2bNn20WZgThL5YvySybMGhoaMGzYMJvPs2akwmyJMzIy7JZCtgfkcjk2b95s0iOIrY0wt282Z8WKFaivr8fbb7/NS0KBv9dpFBUV8T5nP//8M4Amoxyg5Zr0MmEWFBQEiUTisIWLUqlEeXk54uLikJiYiG3btuHs2bPcDIALM+MaRfTv73AMUpkMBX5+iG9sRI2T7SRqpVKE6/UAAH8H69o0ISEIra5GhXENm6I5Pfhc2C9XYVnSX3/9FUCT0QdxdeHsGjNrhIeH2yxlzMnJgUQiwZgxY7B7926Ul5c3O2PmifXawcHBqKmpgcFggCAIyMnJsXu/YXTo0AFarRZardbiWsdKFO1V1SQmJsJgMCAyMhKNjY1QKpUmn4O3HW2J1o1TYeRdu3Zhz549GDp0KJ544gkMHToUX375JXbt2uXt8RFEq6B///6oqqrCyZMn250w88W6i+DgYFRXV6O0tNTpUkZG586dcc0112D37t0oLi7mdf3tlbvuusvisaioKIcR8cDAQC7oxI2ZWYRZXM4YHh6OsrIyLvZefvllj4zdEWJh5gwsax0XF8erQtLT0y0zZvPmNf04Sbkx01DnZG/PWpkMkcaxOBJmNQk/u/iiAAAgAElEQVQJSKqtRb1xnU50c0SVi/vlCnK5HEFBQdBqtYiIiHDLSIXwLc3JmIWFhdnMmKnVaiQkJGDXrl0YOnQo1Go1N7+wtSbUEZ6ogmDne01NDU6dOoXKykreosEebMz5RidWxr59+zB58mQAsHvfYYZb7FqqUqlMxBidO+0bp77Z33//PZYsWYJRo0ahf//+GDVqFBYvXowDBw54e3wE0Spg/b0AS+fCtog4WuqLjJlYDDoTwRQjkUgwfvx4/PDDD7h48WK7zpgBTWUz5o3BzS3wbdGzZ0907doVmzZt4o9ptVoATRkz1kz68uXLiIqKwrFjxzBp0iQLNzJvIe5H5AysuXRcXBwfY05ODm8y62qTW4bGOKmqd/L19aLj4UiYSa69FsEAAo8eRTWAiBb6bN2BnbcdmpPVI3yG+PvvakDOXikjq7QCwMuJmSGR2BW4pRGvMWVtNJy5vzMb/HHjxkFvzHwDwH333Yc///wTAOzed+644w5MnTqV/65SqUwyb9TwvH3jlDCrr6+3SK2GhoY61YyPINoCvXv35r2v2kMJrzga6QthJr6pufN5Dx06FHq9HoWFhe0+YwaArxlkItdZN11/f3+MHj2aTzYAU2FWYbR8F9OSbQmYIHNWmLGMWffu3REYGIjw8HAUFhZyweaoFNIWOuOks8HJcehE7xPooGlymFFE31hYiEthYT6xwncWtjaGhNnViXhtk7UWJfawV8ooFmasnPjy5ctQqVTNEiH3338/3n33Xbdfz8SQRqPhJYgJDtpdAODGNqdOneJl3ICpoLJXzu3v74/Nmzfz35VKpYkLOgmz9o1TV/j+/fvjrbfeQn5+PnQ6HfLy8vD222+buPIQRFtGIpFg7969OHLkiMO1OW0NX9S7M2EmlUrdKllhBiDA3zfR9swLL7wAAPj000+RmZnJXUKdISkpCRUVFXzSxcpvcnNzsWDBAovnu1ua5A5i8w9n+Pzzz01svmNjY1FQUMCDjO4KM4NRiOidPFcaRGt5FA5KxuJFboHlrfzaQ8Ls6qY51QWOShnNM2ZZWVnNzqzv2bMH06dPd/v1TABptVrk5eXB39/fqc8gJiaGV9GIWwGIyz9dWQMXZRacIWHWvnHqbjZ58mS8//77eO6556DX6yGTyTBkyBDugkYQ7YGOHTu26KTT12zYsAEajcblyKknYBNnd0WV+IZPNthNNtHuuoKyPne5ubno2bMnbzoublotpiUDF2zy40zPTaApkzp06FD+e2xsLAoLC5stzCTG0l/BSWGmFwmzIAcZs6jrrsOPgwZBXliIrmvXujW+loKE2dVNUFAQ5HK5W1UGrpQyVlVV4cKFCw77hXkbcSnjlStXeO89Z/juu+8QGhqKTZs2YeLEiQgICDApBRUbqTjCvJyThFn7xq4wMxgMkEqlCAoKwuzZszFz5kxUV1cjNDS03dpPE0R7YebMmT57706dOmH9+vW444473Ho9u0nK5XLKmDUTZh+9e/duPP300wCaqih+/PFHk+cNGDAA1157rctrApuDq8LMnI4dO+LEiROWwmzlSpe203vFCvx4+TIGONkEudE47noAAQ7WpUmkUow8etSl8djExf1yFWZaQMLs6uX8+fNuGT6Fh4ejrq4OOp3OJMAhCALUajUX7ezfS5cu4cEHH/TMoN3EXJg5U8bIYKWKx44dw7Jly7Bq1SqTIKYzAc2HHnoI27dvtzAvImHWvrGrrqZPn46PP/6YL4qUSqUIDw8nUUYQhNeZPXt2s7IveXl5vGcX4T6DBg1C3759sXTpUh5J79WrF//7KGNvrBEjRuCTTz5pMat8oPnCzGYp4003Nf04iapHD4w8ehThxuyiIwzGz6jWzXG7jYv75SosK0vC7OolKSnJrfJ19hrzdWY1NTXQ6XQmGTOGMz3DvAm7VuXm5iI3N9clYSa+5pw9exYAXPZd+OSTT7jxkBgSZu0buwpr6tSpKC4uxqJFi7Bw4UJ8/fXXNhd3EgRBtCaUSiUvwyPcRyKRYODAgQDAJxFiYdajRw8Avmmr4K6LIqNjx47QaDRQq9UARMIsLa3px1sYJ4R1LS3MvLxfbKJNdt/tD2YSZV7OyM4ta8JswIABLTQ66zABNHXqVFy8eNElYSaGGYewthvO4ufnZ7XkkYRZ+8ZuKeOgQYMwaNAgaLVapKWl4dChQ/jkk0/Qt29f3HzzzUhJSXF60TVBEARxdWKeAWGZs+DgYPQ39tUSG660FM1tMpucnAwAOGosFeTCbPHipn/NyjU9hlGYubfqrxl4eb+WLVuG5ORkjB071ivbJ1ovTJiZB+/tCTNn23Z4C3MBFB8f79Z2WE82V4WZLUiYtW+cqkkMDg7G7bffjhUrVmDNmjXo0qULtm7diqeeesrb4yMIgiB8zAsvvIAdO3ZwK/zg4GD88ccfOHbsGCZPnoxvv/0WjzzySIuPq7mljP/4xz8QFBSEjz/+GID75h+uIjGWfbW1RQFyuRxTp051yfiAaBuw3pclJSUmjzNhxgQZy6qyBu++xNwN0dWM2Txjs/aSkhLU1tZCq9WiZ8+e+Pe//+3WeF588UUEBgY2O+BEXN24lO5qaGjAhQsXcP78eVRWVvISluawbds2nDhxAjKZDB06dMDMmTN53e/u3bvxww8/QCqV4oknnuCR2fT0dHzwwQcwGAy47bbbMGbMmGaPgyAIgrBOaGgoxo0bh1deeQX5+fnw9/dHnz59+N9Hjx7tk3Gx8kl3I9UhISHo1KkTXyPSUsLMzyjMWriQkSC8Bss2sewRg3kUsLLyjh07Ii0trcWa0NvD3KDDVWG2Zs0a9OvXD0888QQyMzMBAFOmTMGzzz7r1niWL1+O5cuXu/Vaou3glDA7d+4cfvrpJ/z6668IDw/H8OHD8eSTTzar5wWjb9++eOSRR+Dn54ePP/4Yu3fvxsSJE3HlyhWkpaXhzTffRHl5OVasWIF169YBAN577z0sWbIEKpUKixYtQkpKitu1wQRBEIRzTJgwAb///rtPettZg4lDsQW+q7BIP9BywkxmFJQSN1sYEERrg2XTzYXZpUuXIJFITNb7DhkypEXH5izmtvXOwOaeGRkZAHzT95NoW9gVZjt27MDhw4eh0WgwePBgPP/88x63nhY3qe7evTuOHDkCoMmC9KabboK/vz9iYmIQGxuLCxcuAGhy0mJrHm666SYcO3aMhBlBEISXefbZZ3HnnXeaZMt8SVBQELKzs93qu8TwhTDzN5Z1tbVSRqL9olAooFQqrWbM4uLiWuzccpX58+fjzTffRExMjFtrzNjc8/fffwfQvCbdBAE4EGbnz5/Hww8/jEGDBrXISfXDDz/gJqOVr1qtNllMrlQqea2y+EaqUqlw/vx5r4+NIAiivSORSFqNKGM013mTmRZIJJK/S5u83MhZbjRCaHFaeYNq4uomPj4e+fn5Jo/l5OS0anfc1atXY/ny5dBqtW6tVWVibvXq1QBImBHNx64we+GFFzzyJitWrEBFRYXF40z0AcCuXbvg5+eH4cOHA/i7H4o51h63dTIdOHAABw4cAAC8+uqrbo2dIAiCaLswBzS5XP73vcS4ntlbBBiDiw0tbZfv5f0i2jcqlQrl5eUmj+Xk5OD666/30YicIywszO0SRPPWECTMiObSIl73S5cutfv3H3/8ESdOnMCyZcv4jVGlUqGsrIw/R61Wc7tV8eNlZWUm9qtiRo0axZufEgRBEIQ5YmHGMQb04KX7h9yYpWuQtnAxo5f3i2jfRERE4OLFi/z3xsZG5ObmtiuDNhJmRHPxeYl7eno69u7di4ULF5pY7KakpCAtLQ0NDQ0oLi5GQUEBunbtii5duqCgoADFxcXQ6/VIS0tDSkqKD/eAIAiCuFqx2gz5pZeafrxEgDGYmGs0TGgxvLxfRPsmIiLCpDoqMzMT9fX1ra782Zswp1iCcBefd4d+7733oNfrsWLFCgBNTUqnTZuGxMREDBkyBPPnz4dUKsWUKVMgNUYXJ0+ejJdffhkGgwG33HKLW046BEEQBMEyZjqdrsXes2NKCv7YsAH9x49vsfckCG8jFmaCIOD48eMAgIEDB/pyWC3GY489xuepBOEuPhdm69evt/m31NRUpKamWjw+cODAdnOiEwRBEN7DF8IMAPrOnNmi70cQ3iYiIgLV1dWorq5Gv379kJWVhQ4dOnjczbu1sWXLFmzYsAFbt2719VCINgBJe4IgCKLdwoSZLcMpgiCcg5XxHT16FFlZWQCAkSNHQibzeQ7Aq0yZMgUnT5709TCINgIJM4IgCKLdwoQZQRDNgwkzJsoAoEePHr4aDkFclbTtMAZBEARB2MGq+cemTS0/kJagre4X0Spgwmzu3Ln8se7du/tqOARxVULCjCAIgmi3WM2YtdUof1vdL6JVwIRZbW0tAGDGjBl48MEHfTkkgrjqoFJGgiAIot1i1d56376mn7ZGW90volVgfi698cYbJm2QCIJwjESgFc8EQRBEO0Wj0fByRn47HDmy6d8ff/TJmLxGW90volWQlZWFzp07898NBgMkEokPR0QQVx+UMSMIgiDaLcHBwQDQ5p3jCMLbxMbGmvxOoowgXIeEGUEQBNFukUgk+O9//4uMjAxfD4UgrmoCAwNRU1Pj62EQxFUNhQgJgiCIdk1qaqqvh0AQbYLAwECEhobi7rvv9vVQCOKqhIQZQRAEQRAE4REqKyt9PQSCuGoh8w+CIAiCEJOb2/RvYqJvx+Fp2up+EQRBtBFImBEEQRAEQRAEQfgYMv8gCIIgCDHbtzf9tDXa6n4RBEG0EShjRhAEQRBi2mq/r7a6XwRBEG0EypgRBEEQBEEQBEH4GBJmBEEQBEEQBEEQPoaEGUEQBEEQBEEQhI8hYUYQBEEQBEEQBOFjyPyDIAiCIMSUljb9GxXl23F4mra6XwRBEG0EEmYEQRAEQRAEQRA+hkoZCYIgCELMhx82/bQ12up+EQRBtBEoY0YQBEEQYtpqv6+2ul8EQRBtBMqYEQRBEARBEARB+BgSZgRBEARBEARBED6GhBlBEARBEARBEISPIWFGEARBEARBEAThY8j8gyAIgiDE1NQ0/RsU5NtxeJq2ul8EQRBtBBJmBEEQBEEQBEEQPoZKGQmCIAhCzDvvNP20NdrqfhEEQbQRKGNGEARBEGLaar+vtrpfBEEQbQSZrwfA+PLLL/Hxxx9jy5YtCAsLgyAI+OCDD/D7778jICAAM2fOROfOnQEAP/74I3bt2gUASE1NxUh2syEIgiAIgiAIgrgKaRWljKWlpTh9+jSioqL4Y7///jsKCwvx1ltvYdq0adiyZQsAQKPR4IsvvsDKlSuxcuVKfPHFF9BoNL4aOkEQBEEQBEEQRLNpFcJs69at+Oc//wmJRMIfO378OEaMGAGJRILu3btDq9WivLwc6enp6Nu3L0JCQhASEoK+ffsiPT3dh6MnCIIgCIIgCIJoHj4XZsePH4dSqUSnTp1MHler1SYZNJVKBbVaDbVaDZVKxR9XKpVQq9UtNVyCIAiCIAiCIAiP0yJrzFasWIGKigqLxx9++GHs3r0bS5YssfibNU8ScUbNmccPHDiAAwcOAABeffVVV4ZMEARBtFfaqjlGW90vgiCINkKLZMyWLl2K1atXW/x06NABxcXFeO655zBr1iyUlZVh4cKFqKiogEqlQmlpKd9GWVkZIiMjoVQqUVZWxh9Xq9WIjIy0+r6jRo3Cq6++SqLMAc8//7yvh0B4ETq+bRs6vm0fOsZtGzq+bRs6vm0bTx9fn5YyJiUlYcuWLdiwYQM2bNgAlUqFVatWISIiAikpKTh06BAEQUBmZiaCgoIQGRmJ/v3749SpU9BoNNBoNDh16hT69+/vy90gCIIgCIIgCIJoFq3GLt+cAQMG4OTJk5g7dy7kcjlmzpwJAAgJCcEDDzyARYsWAQAefPBBhISE+HKoBEEQBEEQBEEQzaJVCbMNGzbw/0skEjz55JNWn3frrbfi1ltvbalhtXlGjRrl6yEQXoSOb9uGjm/bh45x24aOb9uGjm/bxtPHVyJYc9kgCIIgCIIgCIIgWgyf2+UTBEEQBEEQBEG0d1pVKSPhGXQ6HZYvXw69Xo/GxkYMHjwY48ePx7fffov/9//+H4qKirBlyxaEhYUBAA4fPoy9e/cCABQKBZ588kneVy49PR0ffPABDAYDbrvtNowZM8ZXu0UY8eTxfeedd3Dy5EmEh4dj9erVvtolQoSnjm9paSk2bNiAiooKSCQSjBo1Cnfffbcvd40w4qljbGs7hG/x5DUaAAwGA55//nkolUpy+GsFePL4zpo1CwqFAlKpFH5+fuQi3grw5PHVarXYuHEjcnNzIZFIMGPGDHTv3t3+AASizWEwGITa2lpBEAShoaFBWLRokfDXX38Jly5dEoqKioSZM2cKlZWV/Pnnzp0TqqurBUEQhJMnTwqLFi0SBEEQGhsbhdmzZwuFhYVCQ0OD8Oyzzwq5ubktv0OECZ46voIgCGfOnBEuXrwozJ8/v2V3grCJp46vWq0WLl68KAiCINTU1Ahz586l87eV4KljbGs7hG/x5DVaEARh3759wtq1a4VXXnml5XaCsIknj6/5cwnf48nju379euHAgQN8WxqNxuH7U8asDSKRSKBQKAAAjY2NaGxshEQiwTXXXGP1+T169OD/79atG+8Td+HCBcTGxqJDhw4AgJtuugnHjh1DQkKCl/eAsIenji8AXHfddSguLvbugAmX8NTxjYyM5D0eAwMDER8fD7VaTedvK8BTx9jWdgjf4slrdFlZGU6ePInU1FR89dVX3h044RSePL5E68NTx7empgZ//vknZs2aBQCQyWSQyRzLLhJmbRSDwYCFCxeisLAQo0ePRrdu3Zx63Q8//IABAwYAaGrerVKp+N9UKhXOnz/vlfESruGJ40u0Xjx9fIuLi5GVlYWuXbt6eqiEm3jqGLu7HcK7eOr4fvjhh5g4cSJqa2u9NVTCDTx5jX755ZcBALfffjs5OLYSPHF8i4uLERYWhnfeeQfZ2dno3LkzHn/8cS76bEHmH20UqVSK119/HRs3bsTFixeRk5Pj8DUZGRk4ePAg/vnPfwIABCuGnRSNbR144vgSrRdPHt+6ujqsXr0ajz/+OIKCgrw1ZMJFPHWM3dkO4X08cXxPnDiB8PBwdO7c2dvDJVzEU+fvihUrsGrVKixevBj79+/H2bNnvTlswkk8cXwbGxuRlZWFO+64A6+99hoCAgKwZ88ex+/d7NETrZrg4GBcd911SE9Pt/u87OxsbNq0Cc899xxCQ0MBNGXIzEsqWGkU0TpozvElWj/NPb56vR6rV6/G8OHDceONN3p7uIQbeOocdnY7RMvSnOP7119/4fjx45g1axbWrl2LjIwMvPXWWy0xbMJJmnv+KpVKAEB4eDgGDRqECxcueHW8hGs0dw6tUql4tm3w4MHIyspy+J4kzNogVVVV0Gq1AJrcZU6fPo34+Hibzy8tLcUbb7yB2bNnIy4ujj/epUsXFBQUoLi4GHq9HmlpaUhJSfH6+An7eOr4Eq0TTx1fQRCwceNGxMfH45577vH6uAnn8dQxdnU7RMvgqeP7yCOPYOPGjdiwYQPmzZuH3r17Y+7cuV4fP2EfTx3furo6XqJaV1eHP/74A0lJSd4dPOEQTx3fiIgIqFQq5OfnAwBOnz7t1BpvajDdBsnOzsaGDRtgMBggCAKGDBmCBx98EF9//TW+/PJLVFRUIDw8HAMGDMD06dOxceNG/Pbbb4iKigIAE8vWkydPYuvWrTAYDLjllluQmprqy10j4Nnju3btWpw9exbV1dUIDw/H+PHjceutt/py99o9njq+586dw7Jly5CUlMRLkCdMmICBAwf6cvcIeO4Y29oO4Vs8eY1mnDlzBvv27SO7/FaAp45vUVER3njjDQBNZW/Dhg2jOVYrwJPn7+XLl7Fx40bo9XrExMRg5syZCAkJsfv+JMwIgiAIgiAIgiB8DJUyEgRBEARBEARB+BgSZgRBEARBEARBED6GhBlBEARBEARBEISPIWFGEARBEARBEAThY0iYEQRBEARBEARB+BgSZgRBEMRVx65du7Bx48YWe7+lS5c61RzUHbKzs7FkyRKvbJsgCIK4epD5egAEQRAEYc6jjz7K/6/T6SCTySCVNsUSp02b1qL9fo4fPw6FQoFrrrnGK9tPTk5GcHAwjh8/jpSUFK+8B0EQBNH6IWFGEARBtDq2bdvG/z9r1iw89dRT6Nu3r0/G8t1332HEiBFefY9hw4bhwIEDJMwIgiDaMSTMCIIgiKuOHTt2oLCwEHPnzkVxcTFmz56NGTNmYMeOHairq8OECRPQuXNnbNy4EaWlpRg+fDimTJnCX//DDz9g3759qKioQNeuXTFt2jRER0dbvI9er0dGRgamTZvGH7tw4QK2bNmCgoICyOVyDBs2DJMmTQIAZGZm4qOPPsKVK1cQHR2Nxx9/HL169QIAaDQafPTRRzh16hR0Oh2uvfZaLFiwAADQq1cvbNy4EQ0NDfD39/fmR0cQBEG0UkiYEQRBEG2C8+fPY926dfjzzz/x2muvoV+/fli6dCkaGxuxYMECDBkyBNdddx2OHj2K3bt3Y+HChejYsSP27NmDdevW4aWXXrLYZkFBAaRSKVQqFX/sgw8+wN13340RI0agrq4OOTk5AAC1Wo1XX30Vs2fPRv/+/ZGRkYHVq1dj7dq1CAsLw/r166FQKLB69WooFApkZmbybSqVSshkMuTn5yM5Odn7HxZBEATR6iDzD4IgCKJN8OCDD0Iul6Nfv34ICAjAsGHDEB4eDqVSiZ49e3LzjgMHDmDs2LFISEiAn58fxo4di8uXL6OkpMRim1qtFgqFwuQxmUyGwsJCVFVVQaFQoHv37gCAQ4cOYcCAARg4cCCkUin69u2LLl264OTJkygvL0d6ejqmTp2KkJAQyGQyXHfddSbbVSgU0Gq1Xvp0CIIgiNYOZcwIgiCINkF4eDj/v1wut/i9rq4OAFBSUoIPPvgAH330Ef+7IAhQq9UW5YwhISH8dYzp06dj+/bteOaZZxATE4MHH3wQ119/PUpLS3HkyBGcOHGCP7exsRG9evVCWVkZQkJCEBISYnP8dXV1CA4Odm/nCYIgiKseEmYEQRBEuyIqKgqpqakYPny4w+fGxsZy0aZUKgEAHTt2xLx582AwGHD06FG8+eabeO+996BSqTB8+HBMnz7dYjvl5eXQaDTQarVWxZdarYZer0dcXFzzd5AgCIK4KqFSRoIgCKJdcfvtt2PPnj3Izc0FANTU1ODXX3+1+lyZTIY+ffrg7Nmz/LFDhw6hqqoKUqkUQUFBAACpVIrhw4fjxIkTSE9Ph8FggE6nw5kzZ1BWVobIyEj0798fW7ZsgUajgV6vN9nm2bNn0bt3bzL+IAiCaMdQxowgCIJoV9xwww2oq6vD2rVrUVpaiqCgIPTp0wdDhgyx+vzbb78d3377LYYNGwYASE9Px0cffYT6+npER0fj6aefhlwuR1RUFBYsWICPP/4Y69atg1QqRdeuXTF16lQAwJw5c/Dhhx/imWeegV6vR69evfg6s8OHD+P2229vmQ+AIAiCaJVIBEEQfD0IgiAIgmjNLF26FJMnT/ZKk+mcnBxs2rQJL7/8sse3TRAEQVw9kDAjCIIgCIIgCILwMbTGjCAIgiAIgiAIwseQMCMIgiAIgiAIgvAxJMwIgiAIgiAIgiB8DAkzgiAIgiAIgiAIH0PCjCAIgiAIgiAIwseQMCMIgiAIgiAIgvAxJMwIgiAIgiAIgiB8DAkzgiAIgiAIgiAIH0PCjCAIgiAIgiAIwseQMCMIgiAIgiAIgvAxJMwIgiAIgiAIgiB8DAkzgiCINsCLL76Irl27Nns7ly9fhkQiwc8//2z1d8IU+nwIgiAIT0HCjCAIwofU1tZi6dKl6NatGwIDA6FSqTBo0CC89dZbLm3n2WefxZEjR7w0SqKt8PPPP0MikeDy5csuve7s2bMICwtDY2Mj6urqEBAQgPz8fIvnffjhh+jRowcCAgLQs2dPfPLJJyZ/379/P4YMGYKoqCgoFAp06dIFS5YsgU6nM3leZmYmRo8ejaCgIERFRWH69OnQarUu7y9BEMTVhMzXAyAIgmjPzJgxAwcPHsS6devQr18/VFVV4ffff0dOTo5L2wkJCUFISIiXRtk60el0kMvlvh5GuyAtLQ1DhgyBn58ffv75Z8TFxSEuLu7/s3fe4VFUbRu/d9N7Jz0hVCFAwARpShFQmnxUBYIUC6LSUUBQfEUpgggIvCAWUEAQpKhU4aU3BQLSEyA9Ib33suf7Y3KG2ZpNssmG8Pyua69kZ2dnz56ZPXPu8zSlffbv348333wTX331Ffr374+DBw9i3LhxcHZ2Rv/+/QEA9vb2mD59Otq0aQM7Oztcu3YNkyZNQn5+PlatWgUAyMvLQ+/evdGuXTtcuHABGRkZeOONN5CVlYWdO3fW+XcnCIKoMxhBEARhNBwcHNjatWt17jN+/HjWu3dvtnLlSubl5cWsrKzYsGHDWGpqqrjPp59+ypo2bar2fP/+/axly5bM2tqa9ezZkz148EDp2L/++itr2rQps7CwYF26dGG///47A8DOnj3LGGMsKipK6TljjCUlJbHx48czV1dXZmtry7p27cpOnz4tvl5SUsJmzpzJvL29mbm5OfPw8GCvvfaazu+4evVqFhQUxGxsbJi7uzt77bXXWGJiovj6yZMnGQB24MAB1q1bN2ZhYSH228GDB9mzzz7LzM3NmZubG3v33XdZXl6eWv9J2bp1K5PeAg3VX9rYsWMHCwoKYhYWFszf35/NnDlTbOOmTZuYvb09KygoUHrPsmXLmJeXFysvL2eMMXb//n02bNgw5uDgwBwdHVnfvn3ZjRs3xP03b97MTExM2Llz51iHDpwgx6QAACAASURBVB2YlZUVCwkJYVeuXGGMPT6X0kePHj10tpszYcIEtmjRIsYYY1988QULDQ1V26dLly5s9OjRSttGjBhR6WfMmDGDtW/fXnz+7bffMktLS5aVlSVuO3DgAAPAIiMj9WovQRDEkwi5MhIEQRgRT09PHDlyBBkZGTr3++eff3Dq1CkcOXIEhw4dwo0bN/DGG2/ofM+jR4+wYcMGbN++HRcuXEBWVpbSe65du4ZRo0Zh5MiR+Pfff/HBBx9g+vTpOo9ZWFiIXr16ITc3F4cPH8a1a9cwYMAA9O3bF3fv3gUArF27Frt27cK2bdtw//59/PHHH+jcuXOlffHVV1/h5s2b2LdvH2JjYzFq1Ci1fWbPno05c+bg7t27GDJkCG7cuIHBgweje/fuuH79On766SccOHAAkydPrvTzVKmN/gIE9753330Xs2fPxp07d/Dzzz/j+PHjYhtfffVVlJSUYP/+/Urv27p1K8aOHQu5XI7k5GQ8//zzaNSoEc6ePYtLly6hZcuW6NmzJ1JTU8X3KBQKfPTRR1izZg3CwsLg5OSEV199FWVlZfD19cXvv/8OQLieHj16hL1792pt97lz5+Do6AhHR0ds27YNy5Ytg6OjIxYtWoTffvsNjo6OGDRoEADBenn58mX069dP6Rj9+vXDpUuXUF5ervEz7t27h8OHD6NXr17itvPnz6NLly5wcHAQt7300kuQy+U4f/58pf1NEATxxGJsZUgQBPE0c+7cOebn58fkcjlr27Yte/vtt9n+/fuZQqEQ9xk/fjyzsbFRsiAcPXqUAWARERGMMc0WMxMTE5aSkiJu27FjB5PJZKywsJAxxlhoaCjr0qWLUnvWrl2r02K2efNm5u3tzUpLS5Xe16tXLzZ9+nTGGGPTpk1jvXr1UvoOVSUsLIwBYPHx8Yyxxxazn3/+WWm/sWPHso4dOypt279/P5PJZCw6Opoxpr/FzBD9pQl/f3+2YcMGpW2nT59mAFhGRgZjjLHXXnuN9evXT3z96tWrDAC7deuW2L5OnTopHUOhULAmTZqwVatWMcaEcwOAXb16Vdzn4sWLDAC7d+8eY4yxs2fPMgAsKipKa3s5hYWFLCoqip04cYJZW1uziIgIdu/ePWZhYcEuXrzIoqKi2KNHjxhjjCUkJDAA7OjRo0rH4JYuab8yxkRrKgA2adIkVlZWJr7Wt29fNcsbY4y5urqy5cuXV9pugiCIJxWymBEEQRiRbt264eHDhzh79izGjx+P5ORkDB8+HIMHDwZjTNyvdevWShaEbt26AYBopdKEl5cX3NzcxOfe3t5gjCElJQWAkNCBH4fz/PPP62zv5cuXkZSUBEdHRzGuzdbWFmfPnsX9+/cBABMnTsTNmzfRrFkzTJ48GXv27FFL7qDKqVOn8PLLL8PX1xd2dnZiO2JiYpT2e+6555Se3759G927d1fa1qNHDzDGcOfOHZ2fqUpt9FdqaipiYmIwa9Yspf7iMVcPHjwAAIwbNw7Hjh1DUlISAMFaFhwcjMDAQABCv1+9elXpGHZ2doiOjhb7HQBkMhmCgoKUvgMAJCcnV6kvAMDS0hKNGzfGzZs30adPHzRv3hzR0dFo1qwZOnfujMaNG8PDw0OvY8lkMqXnZ8+eRVhYGLZu3YoDBw5g0aJF1ToOQRBEQ4KSfxAEQRgZU1NTdO3aFV27dsXs2bOxbds2vP766zhz5gx69OhR7eOqJsbgk1qFQgEAYIxVeaKrUCjQqlUr7Nu3T+01a2trAED79u0RFRWFY8eO4eTJk5g+fTo++eQTXLp0Cfb29mrvi42NxYABA/D6669j4cKFcHV1RXx8PPr06aMm6GxsbNTer+078O1yuVxJ5AJAaWmp2v611V8AsGbNGiV3PY6Pjw8A4OWXX4abmxu2b9+O6dOnY8eOHZg/f77ScXr37o1169apHUMq2OVyOUxMTLR+B32JjY1F69atAQDFxcWQyWSwtbVFaWkpysvLYWtrC39/f9y+fRsA4OrqClNTU1FYcpKTk2FhYQEnJyel7QEBAQCAwMBAmJiYYOzYsZgzZw5sbGzg6emJuLg4pf1LS0uRkZGhtxAkCIJ4EiFhRhAEUc9o1aoVAIiWGkCwjOXk5IjC5sKFC0r7VofAwEC1mJ3KYnhCQkLw888/w97eHo0aNdK6n62tLYYOHYqhQ4di/vz58PT0xOnTp/HKK6+o7Xv58mUUFhZi9erVsLKyAgBcvXpV7+9w+vRppW2nT5+GTCYThUWjRo1w8eJFpX3CwsL0Or7qZ1W1v9zd3eHr64vw8HC8/fbbWvczMTHBmDFj8PPPP6NVq1bIyMjA6NGjxddDQkKwZcsWeHt7i31UHbj41BbzxfHy8sL169ehUCjQoUMH/PHHH/D398fAgQPxwQcfoFevXjAzM1M6bseOHXH06FGMGzdO3H7kyBF07txZSSyqolAooFAoRLHcrVs3TJ8+Xel6P3bsGBQKhZrFkiAIoiFBrowEQRBGpEePHti4cSOuXLmCmJgY/O9//8N7770HR0dHJQuLTCbDuHHjcOvWLZw5cwbvv/8+Bg4ciObNm1f7s2fOnImLFy9iwYIFiIiIwL59+7By5Uqd7wkNDUVAQAAGDhyIv/76C9HR0fj777+xdOlSMXnFihUrsH37dty+fRtRUVH48ccfYWJighYtWmg8ZvPmzSGTybBy5UpERUVh//79eru2ffjhhwgLC8OsWbNw7949HDlyBFOnTkVoaCj8/PwAAH369MG9e/ewbt06PHz4EN999x127dpVhZ4SqE5/AcDixYvxzTff4IsvvsCtW7cQHh6O/fv345133lHab/z48bhx4wYWLFiA/v37K7lVTpkyBeXl5RgyZAjOnj2L6OhonDt3DgsWLBBFuj74+/tDLpfj0KFDSElJQXZ2tsb9TE1N0axZM+Tk5MDW1ha9e/eGq6srIiMjMXz4cDRr1gz+/v5K75kzZw5+/fVXrFmzBuHh4fj666+xd+9ezJ07V9xn5cqVOHjwIO7fv48HDx5g586dmDNnDgYPHgxHR0cAwJgxY+Dq6ooxY8bg33//xcmTJ/H+++/jtddeEy1tBEEQDRIjxrcRBEE89SxdupQ9//zzzM3NjVlYWDBfX18WGhrKbt++Le7Dk1esWLGCeXh4MEtLSzZkyBClhAra0uVL0ZT4YceOHaxJkybM3NycPffcc2z//v2VpstPS0tjkydPZl5eXszMzIx5eXmxIUOGsLCwMMYYYxs3bmTPPvsss7OzYzY2NiwkJITt379fZz+sW7eO+fj4MEtLS9atWzd2+PBhBoCdPHmSMfY4+UdcXJzae6Xp8l1dXdnkyZOV0uUzJqR49/LyYjY2NmzUqFFs3bp1GtPl17S/tLFv3z7WuXNnZmVlxezs7FhQUBD77LPP1PZr3749A8B+++03tdeio6PZmDFjmKurKzM3N2d+fn4sNDRUTCHP0+VLiYuLU+pHxhj78ssvmZeXF5PL5ZWmsl+xYgUbMWIEY4yxP/74gwUFBencf/Pmzax58+bMzMyMtWjRgm3dulXp9aVLl7JWrVoxa2trZmtrywIDA9nixYtZfn6+0n737t1jffv2ZVZWVszZ2ZlNmjRJ7ZwSBEE0NGSMqTjeEwRBEPWKCRMmID4+HsePHzd2UwiCIAiCqCXIlZEgCIIgCIIgCMLI1KvkHwqFAvPmzYOzszPmzZuHlJQUrF69Gnl5eQgICMDUqVNhamqK0tJSrFu3DpGRkbCzs8OMGTN0BqETBEEQBEEQBEHUZ+qVxezQoUNizRUA2LZtGwYOHIhvvvkGNjY2OHHiBADgxIkTsLGxwdq1azFw4EBs377dWE0mCIKodbZs2UJujARBEATRwKk3wiw9PR1hYWHo3bs3AKFezO3bt9G5c2cAQM+ePXH58mUAwJUrV9CzZ08AQOfOnXHr1i21GjUEQRAEQRAEQRBPCvVGmG3ZsgVjx44Vi2Hm5ubC2tparH3i7OyMjIwMAEBGRgZcXFwACLVfrK2tkZuba5yGEwRBEARBEARB1JB6EWN29epVODg4oEmTJrh9+3al+2uyjnFBJ+X48eOi+8+yZctq3lCCIAiCIAiCIIhaoF4Is/DwcFy5cgXXrl1DSUkJCgsLsWXLFhQUFKC8vBwmJibIyMiAs7MzAMDFxQXp6elwcXFBeXk5CgoKYGtrq3bcPn36oE+fPnX9dQiCIIgnmQpXeZw6ZcxW1B+oPwiCIOqEeuHKOGbMGGzcuBHr16/HjBkz0KZNG0ybNg2BgYG4dOkSAODUqVMICQkBAAQHB+NUxQ3i0qVLCAwM1GgxIwiCIAiCIAiCeBKoF8JMG6GhoThw4ACmTp2KvLw8vPjiiwCAF198EXl5eZg6dSoOHDiA0NBQI7eUIAiCIAiCIAii+sgYpTMkCIIgiMf07y/8PXzYuO2oL1B/EARB1AkkzAiCIAiCIAiCIIxMvXZlJAiCIAiCIAiCeBogYUYQBEEQUj7/XHgQAtQfBEEQdQK5MhIEQRCEFEoPrwz1B0EQRJ1AFjOCIAiCIAiCIAgjQ8KMIAiCIAiCIAjCyJAwIwiCIAiCIAiCMDIkzAiCIIi6IT4e+L//A5o3B5o2BaZPB0pKDPsZ+/cDd+7U7BguLsKDEDBEf2zaBDzzjPB47jng3LnHr509CwQGAu3bA4WFwIcfCs8//LBqnxEdDfzyS83aSRAEYUQo+QdBEARR+zAGdOoEvPsuMHEiUF4OTJoEODsDK1YY7nMmTAAGDQJGjFB/LTMTcHIy3GcRyigUQG4u4OCgvP3AAeDTT4GjRwFXVyAsDBgyBPjnH8DDA5g8Wbg2Jk4U9re3B1JTAQuLqn3+qVPAV18Jn0cQBPEEQsKMIAiCqH3+9z/gs8+AM2ceb8vJAQICgLg4YNcu4I8/gIIC4OFDYOhQYPlyQcC9+SZw5QogkwFvvAHMnCns8/77wgTe2hr47jsgI0MQZQ4OwmPPHsEyx9m4EVi3ThBv48cDbm513g0NkthY4Mcfge3bgdWrgYEDlV9/4QXh3L/44uNtn3wi/PX3B+bMEc5X166CsDt4EGjbFvjoI0AuF95rYiLsc+aMcE3MmycIseJi4Tp45x2gc2fg7l3hmho/XrhOCIIgniBMjd0AgiAI4ing9m0gOFh5m7094OcHPHggPL9+Hbh2TbCUtGwJTJ0KpKQACQnArVvCPllZwt9JkwSh1bw58PffwHvvASdOAIMHa7eYTZ4siIYtW4Du3QV3ubfeAl56SRAAnI8+Ev4uXWrQLnhi0dQfJSXA778D338vnKPx44GLFwWLmCqazn1ICPDTT0J9tHPnlM+Zra1wLQCCQDt6FPD2fnzuf/hBEGmXLwvCrFs34RwuW0YWM4IgnmhImBEEQRC1D2OCxUvX9t69H7vBtW4NxMQI4ikyUhBpAwcKE/C8PODCBWDkyMfHKS7Wrx2+voK15uOPgSNHBGtccLBgreNcvFi979hQ0dQfISFAWRmwebPghlhVtF0PqnTrJlg4X30VGDZM2PbXX8CNG8BvvwnPs7OB+/cBc/Oqt4MgCKIeQck/CIIgiNonMFBwR5SSkyO4MXJ3Q2lMkYmJMPF3cgL+/Vcocrx+vWDhUigAR0fBqsIfd+/q35Z//hEsbFOnCuKOLGNV57vvgC5dgLFjBVdEXf3fujVw9arytrAwYXtlbNwIfPGFcJ20bw+kpwuibu3ax+c+KkoQ7ARBEE84JMwIgiCI2qd3byF+7Oefhefl5cDs2YI1xNpa+/vS0gQhNny44PYWFia4QAYEALt3C/swJog3ALCzE+KUNPHXX0C7doK1rGdPIXvj6tWCaCSqRqdOgkvhtWuC2+mbbwoxXmFh6vvOmQPMnSuIKkAQU1u2COK4Mh4+FD5r0SLBTTIuDnj5ZWDDBqC0VNgnIgLIz9d97gmCIJ4AyJWRIAiCqH1kMmDfPmEy/vnngtgaMABYskT3+xIShGx9CoXwnFu3tm8XMjx+8YUwQR81CggKEv6+/TbwzTeCq5s0+YeLC/Dnn0LCCcIw2NoKouzNN7VbzQYPFs5j167CdWBnB2zbBnh6Vn78Dz8U3BQZE8R9UJAgrqOjgWefFba7uQllEtq1A0xNhX0mTKDkHwRBPHFQVkaCIAiCkDJ2rPB32zbjtqO+QP1BEARRJ5AwIwiCIAiCIAiCMDIUY0YQBEEQBEEQBGFkSJgRBEEQhJQZM4QHIUD9QRAEUSdQ8g+CIAiCkMKLGxMC1B8EQRB1AlnMCIIgCIIgCIIgjAwJM4IgCIIgCIIgCCNDwowgCIIgCIIgCMLIUIwZQRAEQUhp0cLYLahfUH8QBEHUCVTHjCAIgiAIgiAIwsiQKyNBEARBEARBEISRIWFGEARBEFImTRIehAD1B0EQRJ1AMWYEQRAEISUiwtgtqF9QfxAEQdQJZDEjCIIgCIIgCIIwMiTMCIIgCIIgCIIgjEy9cGVMS0vD+vXrkZWVBZlMhj59+mDAgAHIy8vDqlWrkJqaCjc3N8ycORO2trZgjGHz5s24du0aLCws8N5776FJkybG/hoEQRAEQRAEQRDVol4IMxMTE7z++uto0qQJCgsLMW/ePLRr1w6nTp1C27ZtMWTIEOzfvx/79+/H2LFjce3aNSQlJeGbb77B/fv38f3332PJkiXG/hoEQRBEQ6B9e2O3oH5B/UEQRD3hzp07aNmyJUxMTIzdlFqhXrgyOjk5iRYvKysreHt7IyMjA5cvX0aPHj0AAD169MDly5cBAFeuXEH37t0hk8nQokUL5OfnIzMz02jtJwii7ti0aRPu379v7GYQDZnVq4UHIUD9QdRTRo8ejd27dxu7GUQdsWfPHgQGBuK3334zdlNqjXohzKSkpKQgKioKzZo1Q3Z2NpycnAAI4i0nJwcAkJGRAVdXV/E9Li4uyMjIMEp7CYKoO1JSUvDOO+9g6NChxm4KQRAEYUTS09Oxc+dOvPrqq8ZuClFHXL9+HQBw69YtI7ek9qhXwqyoqAgrV67EhAkTYG1trXU/xpjaNplMprbt+PHjmDdvHubNm2fQdhIEYRz4YJyXl2fklhANmrFjhQchQP1B1EOioqIMerwNGzagRYsWKCsrM+hxCcNRXl4OACgoKDByS2qPehFjBgBlZWVYuXIlXnjhBXTq1AkA4ODggMzMTDg5OSEzMxP29vYABAtZWlqa+N709HTRsialT58+6NOnT918AYIgap3ExEQAgIWFhZFbQjRo4uON3YL6BfUHUQ/JysoS///3338RFBRUo+O99957AIDk5GR4e3vX6FhPE0VFRdi3bx8GDhwoztMNTVRUFPr27Ss+f/ToUa18Tn2gXljMGGPYuHEjvL29MWjQIHF7SEgITp8+DQA4ffo0OnbsKG4/c+YMGGOIiIiAtbW1RmFGEETDgg/GDTXolyAIgtCP7Oxs8f/Ro0cb7LgNedJfGyxevBhjxozBjz/+WGufcfDgQTx8+BAPHz4E8HiRtiGit8WsqKgI+fn5sLGxgaWlpUEbER4ejjNnzsDPzw8ffvghAOFHNmTIEKxatQonTpyAq6srZs2aBQDo0KEDwsLCMG3aNJibm4urHARBNGy4pbyoqMjILSEIgiCMidRi1qpVK4MdNykpySDH2bRpE7Zt24ZTp05BLq8XdpBa4ebNmwCEbIm1RWRkpNLzhISEWvssY6NTmMXGxuL48eMICwtDamqquL1Ro0Zo3749+vbtCz8/vxo34plnnsGuXbs0vrZw4UK1bTKZDG+99VaNP5cgiCeL9PR0AFAajwiCIIinD24xa9OmjZJIqymGuL8UFRXhnXfeASAYHwwpHOsbXDSFh4fX2meoHjs+Ph6MMY35JZ50tAqz1atXIz4+Hl27dsXUqVPh7e0NKysrFBYWIiEhAXfu3ME333wDHx8fzJgxoy7b3GC5dOkSiouLxRIBhPH54osvYGJigo8++sjYTSHwWJjl5eUhIyMDzs7ORm4R0SDp0sXYLahfUH8Q9ZCsrCzIZDKxxFJNkCaVk+YwqC48eyAgiIiGKswYY7UuzMLCwnDo0CGlbUVFRbh06RK6NMCxSaswe/755xESEqK23dbWFi1btkTLli0xdOhQXL16tVYb+LTAGBMvME1ZJ4m65cSJE4iJicEnn3wCACTM6glcmAHAgwcP8Nxzz+ncv7CwEPfv30e7du1qu2lEQ2LpUmO3oH5B/UHUQ7Kzs2Fvbw9bW1vExcXV6FhS93hDWMyk7pCGtObVN1JSUpCfnw83NzckJyejuLjY4Mm5VDOrDx48GBYWFrC1tTXo59QXtDq9hoSEIF6PTEzBwcEGbdDTinSlQRrQShiH3r1744033jB2MwgJZWVlSEhIgK+vLwAhc1ZlTJ48GUFBQQZZASUIgiDqD1lZWXB0dISNjU210qffvHkT9+/fx4EDB5Tmu4YQZtJ7TmZmZo2PV1/hyTh69uwJAHrphqrC3RU3bNgAALCxscGuXbvQtm1bg39WfUBnNOKcOXPw0Ucf4ciRI8jNza2rNj2V8IsbEGL7iJrz4YcfwtnZ2SAWSLJiGp/x48cjMjISLVq0ACCs1FXGX3/9BQC4ceNGrbaNaGAMHy48CAHqD6Iekp2dDQcHBygUCkRHRyvNo/ShXbt2aNGiBV555RV8/vnn4nZ97i2VIfXuaMgWM+7GyIVZTS2XmsjIyMCAAQPw1ltvYcGCBVixYoXBP6M+oVOYffvtt+jRowfOnDmDyZMnY8WKFbh8+bJY4I0wHNIMMyTMak5WVha++uorZGZmGqQIZWFhoQFaRdSEX375BYCwWgbod/Pk7im1cbMgGjDp6cKDEKD+IOoh3GLGyyotrYHL7datWwEIiUT++usvxMTE1Kht3IJnamra4C1mMplMzI3w8OFDgxf+zsvLg62tLUxNTfHFF180+BpzOoWZnZ0d+vXrhyVLlmDFihXw9fXFli1bMGnSJPz444948OBBXbWzwSNdXanpgEAAwyWru4a4TnNycmp8DKL6SC2Wo0aNgp2dXaXCTKFQiCuVVJeGIAiiYcEtZjwfQlXqW2oqueLv74+vvvoKZWVluH37do3aVlxcDHNzczg5OTV4i5mPjw9atGgBExMTvPXWW2jSpIlBXRq5MHta0LuwgpeXF0aNGoX169dj+vTpuHr1KhYsWFCbbXuqyM3NhVwuh6mpKVnMDMC5c+fE/6sqdEtKStS2kTAzLmfOnAEAzJ8/H6NHj4abm1ulwuzEiRPi/yTMCIIgGhbcYvbzzz8D0Hzv1oamAsXt27dH48aNAdQ8LqyoqAgWFhZwdHRETEwM1q9f3yDrb0ZFRSEgIABmZmZo06aNuP3y5csG+wwSZjqIiIjA999/jzVr1kAul2PEiBG11a6njtzcXDg4OMDX15eEmQFwd3dHnz59AFQ99a2mtLskzIwL91/n7hKNGjXSKcwYY3jjjTfg6ekJOzs7ncKsrKysWoHj+vDxxx/j008/rZVjEwRBPM1kZmbC0dERtra2aNu2bZUsUzx85LvvvsOoUaMAAM2bN4eTk5N47KoSFhaG4uJiAILFzNLSEk5OTjh8+DCmTJmC7t27V/mY9Z2MjAy4uroCUK47bEj3TRJmKqSmpmLPnj2YPn06lixZgrKyMnzwwQdYu3YtRo4cWRdtfCrIycmBvb09/P39sWfPHuTl5Rm7SU8sCoUCSUlJCA4OhqWlZZUHiHQNsRQkzOoHL7zwAoDKhVlcXBzi4uIwf/58dOrUCbt379a64DFmzBgxbs2QZGZmYvHixVi0aJHBj03UMr17Cw9CgPqDqGeUlpYiOzsbbm5uAAAHB4cqZbTmwqxLly5idj9/f/9qC7OEhAQEBwdj6tSpACCmjXd0dBT3aYjlpbjVEgCGDRsmimNDCbPi4mKUlZXVyj26vqK1jhkAfPrpp4iIiECbNm0wcuRIPPfcczA3N6+rtj1V5Obmws7ODtbW1igpKUG3bt3w77//GrtZTxwpKSnIzMxEaWkpWrRoAWdn5yoXnpQKs5deegl//fUXlTAwMGlpaXBxcRHT4KpSXl6OgIAALFiwAJMmTYKJiQnmzp0LKysrAIIw++effzS+96effsLFixcBAB07doSpqSmOHz+OkSNH4u+//1bbf/fu3QAe/wYNxcmTJ8X/FQoF5PIqOSgQxqSifiFRAfUHUc/g92lurXF0dFRKolYZfF9vb2+88847sLKywrhx42BmZgZbW9sqC4v79+8DeJwJuKioSLSYceRyea3U+TIm2dnZSuLTzs4OcrncYMKMZ4Q35L25vqNzptChQwesX78eCxYswPPPP0+irBbhk0JeF+7GjRtVTv36tHP9+nW4u7tj9OjRAIDu3bvDycmpysKM7x8WFibWzSCLmeF4+PAh3Nzc8N///lfrPlFRUYiLi8PkyZNRVFSE8vJypYG5UaNGSE1NhUKhUHrfjRs3MGHCBHz77bdwdHREhw4dMGnSJFhbW1d6ozB0/ZVbt26J/1OMG/GkcO3rr3GavGGIeg4PUeDCrKoWs5iYGNja2sLBwQEuLi6YOXMm7O3tAQBOTk5VFhYREREAIIoUVYuZu7s7ysrKRAHXECgvL0deXp7Yb4AgPh0dHQ2W8ISEmQpDhgyBs7MzkpOTtT4Iw8BdGT/99FMcOXIEMpkM27dvN3aznii4NeTatWtwd3dHs2bN4OzsXG1XRmdnZ3HAMYQwo5T7Atyl8Ndff9W6jzSTpqaBuVGjRigvL1cb/NesWSP+P3bsWJibm0Mul2PixImVFg3V5MJaE6Ri7EnKtKpQKKoURK/rOE+spbl/f+HxFNJh9mz0+O03ZEtdf5/i/iDqJ6rCrKpiICIiAi1atNDotVGdBV1VYcYtZnwOwePLGlI28/z8fABQi/9ydHQki1kN0Mu3Ztq0aVofhGHgFjMTExO8/PLLCAkJUcoqR1SOdFBu2rQpANTIldHFaPOOLAAAIABJREFUxUVJmJWUlFRboJ05cwbW1tZK7m3V5ciRI6L7nbFITk7Gjh071CxW+lBWVgYAOuMopS4pXNRIXUJ4XIHq4lBYWJj4vzTQ2svLC1lZWWrimAdqA4YNVgaApKQk8X9DW+NqC+5Cyq3ONWHZsmVwdHSsVBDXSwoLhcdTBpP8nqP/+OPxC09pfxD1F20WM2lpFV3Ex8fD399f42vVWdCNjo4G8Lh+GbeYTZs2DePHj8fy5csBNCxhxr+ravxXdSyO2iBhpoVff/1V6fHtt9+iT58+YpAjUXO4xYwTHByM69ev6z3I1AaGtiDUNpqEWXUGiIyMDJiZmcHGxgbm5uawtLRETk4OXn31VTg4OFT5nGRkZIjZBPfu3Vul92qif//+ePXVV2t8nJowZcoUjBkzRmucly74edIl6qSpjJ977jkAQMuWLcVtjRo1AgC1SX9aWhpCQ0Nx7Ngxpayxnp6eAIBJkyZh8ODBAIDPP/8c69atE/cZPHiwePM0BFlZWQgMDFT7PvWZc+fOITY2Fnv37q3x2PPnn38CAC0wPUFkSQrDZl+4YMSWEIRueBFjLy8vAIKVpry8XLTiVEZSUhI8PDw0vladBV0uzPiCIxdmPj4+2LJlCxo3bgxXV9cGKcysra2Vtru4uFQ5G7Y2SJjpiaOjIyZMmIBffvnF0O15asnKyoKDg4P4PDg4GNnZ2Th8+LBR2hMXFwdXV1esWLHCKJ9fHaTCjNciqa7FTJqYwt7eHjk5Ofj9998BVN0t7dq1a+L/hoxVM2bcGxdkcXFxVX4vP0/h4eH4888/1c5PWlqaUtpdQMiW1aFDB/E5t5hpEmaenp7o06ePkosKF2bbtm3Dn3/+idzcXCxcuBAffPCB0vvnzZtX5e+jjaysLAQEBMDCwgIJCQk4c+ZMvRdovB4QILipMMaq7Y7I+/zGjRsGaRtR+6RIssbJL10yYksIQjd79uxBs2bN4OLiAgDi/Emf8aqkpATp6elahZmLi0uVF6b5vIALCe7KKKVZs2YNSphxEawqzJo0aYIHDx4YxLBAwqwKJCYmKrkBEdUnPz8f+fn5cHd3F7eFhobC3Nwcf0jdSeqQ8PBwAMDXX39tlM+vDlJhxuteOTk5IT8/v0oxM1yYcezt7ZUG+6oM2AUFBdi4cSMAQUxI3duqg3SgM1SMZ05OjpILYGUsXbpUjBOrTJiNHj1azbLOz1NRUREGDx6sVqhe02LEqlWrlLIaahJmBQUFKCoqEl1bpHCRwJEm5pBiaWmJQYMG4fbt27q+ll5kZWXByckJ3t7e+Oeff9CjRw+jWzorQ/q9s7KysHLlSjg6OlZLUPLz3JAmIg2dnDt3AABxpqZoWWEBIIj6yN27d/Hyyy+Lz3lslz5xZvzeqXpf4PAFXX2FRVZWlmghUrWYSWnWrFmDSv6hzZWxRYsWyMzMNIjXFQkzLSxcuBCffvqp+Jg3bx7mz5+PQYMG1Xb7ngp4PSapMLOyskKbNm2qZZEwBNxNgMcDGZvi4mL88ssvKCoq0rpPTk4OgoODkZKSghdffBGAMMACVYsfysjIEN8HqAuzqhzrvffew2+//QYACAkJqXF2Pj5IAYYTZv3790dwcLBeN7S8vDzMnz9ffD579mytLgvZ2dnYuXOnkrsgoH7jlFoUgcdib+3ateI21VgALr6ktcx4O6SimsPdXTh3795Vej506FAAQoKWgwcPYvXq1Rq/U1XgwszX1xdnzpwBAJw/f77Gx61NEhISxEDuzMxMfPjhhwCAC9Vwa+Pn5okUZoMGCY+njMKKSWNk69ZwY+xxApAntD+MGQpA1B5FRUXIyclRElZVsZjxBVJdrowlJSV6u0XyxGOdOnVCbm4uGGNaLWZxcXE65zFPAnv37sXt27e1Wsx42AFPiFITSJhp4cUXX0SvXr3Ex5AhQ/DVV1+JkxmiZvAJNo+b4bi7u9fYwlJduDArKCioFze3H374AaGhofj8888BCBPo5cuXiys2wOM4PW5NAR4njKiKO6OqxczFxQWHDh0Sn1cl89Ply5fF//38/HD79u0apZGVCjtdwuz48eP44osv9Domn3SrCiRNcIvKggULEBQUBEA4N7qOC0DpRiT9/i1atFDrj3v37sHX1xdTpkwRz0ObNm2U9jE3N1dLLKFa10aKm5sbfvzxR7E2oKow27lzJ2bNmiU+r2kNQZ6R0NHRUa3t1UmYUhfExsYiPj4enTp1AiCUn+BUx2LGhdn9+/frxRhSJT74QHg8ZShiY1EOwLRbNwBAKr8GnsD+2Lt3L+RyudbC8sSTi6bFbG4xi4yMrPT9/D6qy5UR0G/ekJaWhkWLFkEul6N3794oLy9HcXGxRouZn58fGGO1Vj6ltLQUX3/9da3mB0hMTMTw4cMxevRorTFm/B5siJT53AKpmvmxIaOXMOvZs6fSo3PnzlpNwETV0TTIAICPjw+io6ONMqnhMUQFBQX48ccf6/zzVeETZT7ZX7NmDebOnYvvv/9e3Cc3N1cpgQpQfYuZVJipCuaRI0fq7RrJCyKbm5vDy8sLCoUCbdu21bstqkgHdKm1iFNWVoatW7eib9+++OSTT6o0MOqzCMDjhd544w0cPXoUgCCkNCE9N9KshLxNH330Efr27av2uY8ePYKvry8AIQPl33//rbGGopubm5Iw02UxA4CJEyeibdu2sLS0xI4dO8Tta9euFYWe9HuWlpZqPI4+8FVTR0dHUcByqlIEtS7Zv38/ACFBCqC82qnpWtNFeXk50tLS4OTkhNzcXKOWVjl9+jS+/PJLo30+AOTEx+O6oyMeVMSp1ldMExORbGIC21atAAA5Wn7bTwK8dMaTlHymV69e6N27t7GbUe/h45H03swtZq+//roYiqENfs/R5coI6CfMOnfujAsXLsDPz088Xm5urkZhxud4tTUe/vLLL5g9e3athqDwe/nNmze1ujJyoaavxVEX2dnZsLS0fKrqKGsVZocOHap0YlJaWqpkSSCqBx9kpJYeAAgKCkJGRkadT+Sio6Nx6tQpjBo1CgAwffr0ah0nMTHRYK6QfCC7UxEDwRNf8Od8m6q5u6oWM8YY0tPTlVwZVYUZgEoHfkD4fURERKBdu3aIiIhA69atAQgDW3WtJtKi45oG95MnT2LcuHHi88qyQEpFvz6reJGRkTA1NYW/vz/c3d3RtWtXrclQLl68CD8/PwDKsWhZWVkICQnBkiVL4OXlhezsbCWLWmZmpiiSQkJCxKyMqnh4eCj1gS6LGUcmk6GoqEj8TR08eBBTpkwBAFHUy+VyFBcXq1nVqgIXn46OjujYsaPSa/V1Bf/+/fuwt7fHs88+Kz7nVDXlfXp6OhhjeOGFFwBoF+91Qd++fTFv3ryqfYeePYWHgbi7YQPaZ2cj6803DXbM2sAmIwNp1tZweOYZAEBBZCRSbtwA69HDoP1RF5iYmAB4ckpVMMZw6tQpnDhx4smzMNeAkpIS9O/fv0pu3nzcly5mS5On8UVDbfB7naZ7O/B4cU8fyxO/J3ft2lW06uTl5Wl0ZeSfV9WFLn3hY9ySJUtqrYaktE+0uTJyoWYoYSY9t08DWoVZVlYWpk2bhk2bNuHcuXOIjIxEYmIiIiMjce7cOWzatAnTpk0zama4hgL3oVW19vAsdFKXorrgt99+Q3l5OZYuXYoFCxagoKAAV69exbFjx/Q+RnFxMby9vfHKK68YpE18IE5JSYGLiwvOnj0LQFi14aiWHACUV76ioqIqveEVFBSguLhYyerCBRXw+JxIBZI2Dh48iNzcXCxevBj+/v4YNmwYRo4cCaDypBl///23miXps88+w1tvvQVASFKhSZipunFUlsRCalHTR5glJibC09NTnPT4+Pho/C4KhQIpKSno2rUrAGUxkpWVJQovTSuI0td14eHhIbaZMSZmidVmMeM0a9ZM/F8qmry9vQEAo0aNgkwmE7NwVgepMGvbti1GjhyJd999F0D9nSjGxsbC399fXMzgYsrGxgYpKSkoLi5G165dxZjJWbNmaRX+/HzyWnLa3F3rAr7AqM9vtrZQVFjYLep5wiyXvDzkOjvDtcKqLz90CI2CgpBdQ9deY8Anvzdu3DBIwfTaRjoWVzWT8JNMTEwMjhw5ggEDBuj9Hn5vlAqzRo0aiffXyjxkkpKS4OrqqtUKo8liplAo0LdvX+zZs0fcxuNnPTw8sHz5cnFhWJvFjN/X6kI0HT9+vNY/g8//a1OY6TsfaEhoFWZjxozBl19+CQ8PD5w4cQJLlizB7NmzsXTpUpw8eRJeXl5Yvny5aFUhqg+/eFXNwdydq67dgCIiIuDu7o7GjRtj5MiRYIwhJCQEL730kt4lErhF4siRIwZpk7QPMjIycO7cOQDK7neaXBm59WT8+PFo0qSJ6K6lDT4QSy1mEyZMwMGDB5GTk4P//e9/APRLaMD7gFt85HK5mIFQVz8yxjS6C3PXHECo06bpulC1XlWW2l96DH2EWUJCgihgAOGGpGn1Lz09HeXl5QgODgagXZhxH3/peczMzFQqJq0NDw8P8X3nz58X62ZJz50m+Gqqm5ubkpV62LBh2LBhAzZu3IhWrVopxQdWFakwMzExwa5du7B06VIAj0V5WloaRo8ejc2bN1f7cwwJd+F1dHSETCbDv//+C5lMhg4dOiAlJQUXL17ExYsXMXLkSMTGxmLVqlUYPnw4ysvL1Y7FxWfnzp1hamqKbdu2GT22zljxugBQUvE7lNVjS0h5SQk8yspQ6ukJWw8PZAPoWnGtWtfSRLI24daD3bt3Y/z48UZuTeVIx9+qlmSpTU6cOKFX/HF14QvTVVnk5zXDpPdIPs7a29tXKmwfPXqkNb4MeHwPkYqQ+Ph4HD9+HCNGjEBgYCBSUlLQvHlzAIKFytvbW7SY5ebmarSY8fmJNImXIUlPTxfDJ/SJtVMlMjKy0mzr0j7h9zLVuas2YbZ48WLs3btX4z1DG2QxU8He3h6DBw/GwoUL8f3332PHjh347rvv8Mknn2DQoEFPVZaU2iQ/Px9mZmYwMzNT2s5/xLpWV3799Vel2kOGICsrSxyYWrduDVNTU/G10NBQvfyXDW0VSE5O1hiblZSUBMYYiouLUVJSonZNqv6gK6upxAcdqdXF1NQUAwYMgJ2dHZycnMTFCk1cuHABkydPBmNMvDlIRUZQUBCCgoJw+vRptfcePXoU58+fV7qpSN2JW7RoAUBIV9+oUSONwixaJcV1Ze5b0oyK+iwAqAozV1dX5OTkqK1I88/18fGBh4eHkjCTuipy144pU6bg0qVLYIxVyWKWnZ2NwsJC0e2uVatWSterJpo0aYLy8nK1hBZyuRyTJ0+GnZ0dnn32WVyV1HSqCsnJyZgxYwYAKH0Pe3t72Nrair+Nr776Cjt37sTHH39cL1yXuCA2MTERr1lPT08EBATgwoUL6NWrl7iv9PdtamqqZo3i12FAQABWrVoFoOrukIbGmMKMVUy6Tetp4hcASLlxA+YA5BU1IG9JMqGaA8ivwwXC+/fvY+HChdX+XSgUCqUJ5M6dOw3VtFqhV69e6N+/v/i8Pgmz3r1749lnn8WwYcOwZs0aLFmyxKDjldRSqM/3LiwsFBNbqVqkAOF+q8titnHjRvz+++/iwrcmNFnMpIuxd+7cwalTp8Tn3SqS5XBhxt+n2j4+P6ktT7P09HQEBATAyclJbS5QGUVFRWjatCkGDx6s9tr3338vlv2R/q744jMXgxz+XCrMSktL8fHHH2P48OFVShxIwowwCnl5eWorDoDwI5bJZDqF2ahRozB+/HiDD5R8QmlmZiYW6uU/jtmzZ1dqJpdO3Gpa7y4vLw8FBQVq2e0AwfUwLy9PHOhULWbSIsNA5YkX+ICqyx1u6NChOH/+vMY+79atG7799lskJCQgMzMTtra2aoK7adOmGm9A/fr1w/PPP680oErjnBQKBfr164e5c+fC3d1do6VKelxbW9tKfdn5yp2rq6te/vSahBmg7osvFbh+fn5aLWb8/VeuXEGXLl2Ql5cHhUKhlzDjq6VxcXGIjIyEXC7XO5uiXC7XKeBCQkKQmJiodL0UFxfj0KFDYs23vLw8tck+YwyzZ88W3Y+l30Mmk8HHxwfx8fH46aefxIQUiYmJkMvlSi4yxkAqmPn17+fnp/F3p1oHjpcD4ERHR8Pc3BweHh7w8fEBUHcunGfPnhV/x9KFDWMmIJFXiFLHeuzKmFZxXVtVxJdZvvMOACC9YgwtraW4GE107doVn3/+ebUFSnZ2NsrLy0WX6/rKP//8g9zcXJw6dUppjKwvwqywsFD8f9++fZgxYwYWLFhg0BgpqYjiHim64As8rSoS1KhiZ2cnZvLTBHcpVy2hIsXS0hLW1tZKwkw1bo3PgWbOnCkumnLhxRc8VS1mlpaWMDU1rVVh5urqisaNG1dZmPFkT3/99Ze42A0IMYBvv/023n33XbEwNychIQFWVlZKNUYB4f5qbW2tlDVbeq/k3i36QMKMMAr5+fkahZlcLoednZ1eP2JD1sVQtVgsW7YMb7/9Ns6ePStmmNuwYYPOY0gnYTVNXsInVH369MHMmTMxbdo0tde1xekBj60ynp6eldbV4IOOLne45s2bIycnR+eqXHh4uFo9NE7jxo0RExOjVUxLXRCkLiR8gJLJZHB3d8eDBw9w8eJFpffGxMRg+PDhWL16NUaPHl2plYKvaPn5+VUqzHJzc5Gbm6skzLgroGotM03C7OjRozh9+jQKCwvVhJm0/QD0cmV8pmIC2bJlS9y+fRu+vr5qIri68FhCLkDCw8NhaWmJgQMHinFTL730Ejw9PfHmm2+KcVeTJk3C9u3bxeOoBpf7+voiLi5OtCJJXax++ukng7S9ukhdgfl58fPzw8SJE9X25f1y8+ZNmJiYqLnN3Lx5E/7+/pDL5aIwCw8Pr/VkUQ8ePED37t0xevRoAMpWuv/85z9a48wOHjyIK1euPN7w6qvCw0BYVowVjRQK5Kek4NLcuY9rhNUTcivOqWO7dgCAZ+fOxdlx45D1xx/YY2+PAyrJqWoTPn5Ut44nH482b96M0NBQmJmZ1QurtJR///0XnTp1UrJEc+qLMNN2TzBkkWSpxUyfxRs+H/rss880vm5ra6tVmEmvAR5WoA0XFxfRSlZaWqpW2/LkyZMAICZL4p8NPO43VYuZTCaDvb19rQozFxeXagkz6cLA8OHDYWNjg6SkJKVwlOvXr6u5d2qauwKCO6PUYiY9tzKZTG/XdhJmhFHQJswA9eLGUqTuY4YMJk1LS1MSFLNmzcKmTZvQtm1bXL9+Ha+//rqYTl8bUgFU05VyLsy8vLzw9ddfo0uXLkqvJyUliQOdJvfabdu2YdmyZXj55ZcrFWb6WMz4IKHJT5wLg4iICGRkZGgUGP7+/igsLFSaNErPpTTZizS5iXSA6tu3LwBhZZnXnCspKUFiYiLatGmD6dOnw9PTExkZGUr+3Ko3Wj5wNm7cGCkpKToHSy6wNVnMVAUgnxi5urrCz88P4eHh6NevH3pWZHbjwkz1fHF3VX0sZiEhIWLQ8b59+xAQEFDpe/SFu7nw7yw9J/n5+cjOzhZF8Y8//igGnUtLBADqvvc+Pj6IiYlBeHg43n//fWzevFm85rQFojPGcOTIkVpNYMAYQ0FBgdhe/vv38/ODm5ubWkwlf96oUSM0atRIKT7m4cOHOHz4MF6tEDY8M2doaCgGDhyoV+zenTt3qjU55RP5v/76C4C6lUyTyCwtLcWgQYPQsWPHx1bL994THgbCtmKiKAfwb0gIOi9fjmsGFH6GoKTinLpXJMSRyeV44aef0HTQIBwcPhyz6jAhBf/9VzeDKR9/3Nzc0K5dO5SWliqt3leHsrIyjB49Gr/++muNjsPh47aqy3SLFi2qVTewNuBWkw0bNmDu3LnidkPW4eILnFZWVnot4mrzjuGoCgIpXLCtWLGi0vtFeno6fv/9d8TFxSE6OholJSX49NNP8f7776NZs2biGCiNU1a1mGlytaxNYZaWlqYkzPRZjIiKisLs2bOV5kb79u1DeXk57t+/r3Tve/jwodL8MCEhQevc1draWuk88HM7ceJEMWRBHyj5B2EUdAkzBwcHrT/iCRMmiP8b8oeenJysVlNNipubW6VZjyIiIsQBa/PmzTWqq8FvzlwQ8L7iq1OZmZk6B+u+ffti7ty5aNmyJR49eqQz8FZT8g9VpJmXVOED8cOHD7VazPj3kN58pa4hS5YsgY2NDZo3b660YiwVZgMHDsT69esBPK7xFh8fD8YY/CtiQ9zc3MT0/4AgIFxdXZXi7PjA2b59exQVFelMEa9LmFVmMVO9QUgF686dO7Fjxw6lm5iuwGyOmZkZMjMzRVc7XTEDVcXb2xtyuRwrVqwAoD7BDwwMrPQYmq55Hx8fJCcno6ioCB06dIBMJoOTkxN69+6tdVKyb98+9O/fH2vXrgUgTC7Wr19vsFIUgCBOysvLRaHLzxe/lhpXxB1xayFfMXdycoKnpyd2796NhQsXorS0VJyw9OvXD4Ag3qSTIO4Kqo3y8nIEBgbq1ceqSM8TX6gAIFrZNQWdSzOXjhgxQpi8FRQIDwPhVFSEc02bIkkuFxNqmNdSkdnqIouPR5ZMBvsKC6eUZ/z8kJeaquTaVpvwca6mwszFxUUca6pSy1ITN27cwM6dOzF16tQaHYcjvValY5+Xl1e9E2ZOTk5o3769uN2QroxZWVkwMTFB48aN9XKnr0yY6bKY8QVsfSwwixYtAiCMdXxs7t69O9atW4dhw4aJ+0mFGZ+TaHNl5O2ujeQf/F7PhVlBQYHafVkTy5Ytw9dff43Zs2ervfbo0SPExsaK3ys6OhppaWli0pOSkpIqW8y415U+beMLKmQx00Jubi7OnDkjppDOyMio1eriTxPVtZhJi+QaymLG47m01fcAhEE6Pz9f5wp+enq66A62ZcsWzJ49u9qrbNz9qGnTpgCEwfGll17C7t27AQg3XF2ujBzuB67Lapaeng5ra2uNAypHWwBvUVGReEOIi4vTKsw0TRRUJ/79+/cX45EA4QZZVFSkNEBxdy3eP7ymG08Hz28YqampYIyJk1OptZMPnEOHDoWJiYnWYuJhYWFYuHAhAP2FmYWFBaytrUWLiRTpCthrr72GUaNGKfWHPsIMEKxMH3zwAQDtxUKrg7m5OTp06IB79+4hLS1NXN3maBJRUqEkl8sxc+ZMtX34NQwI7iIcb29vrcKMxzbw17/55htMmTLFoNkcuTWBCzMuYPg4YGJigoKCAuzbtw+AYDHj8ZOenp7IycnB559/jokTJ4rXrI9kgr98+XLx/8rcoPg4UZ1Uy9IJY0REhLjK/9lnn2HUqFEaE4ColiOJjY0FBgwQHgZAUVYGV4UCZW5uiJT8drrGxiKvCglJzrRpg8s6xuWaYpWcjGQNK/wAMG7nThwC6kww8Ouvuq6MvJ2enp4GE2bcgmuoJDbSa1Fqya0LYcYY02thhwszCwsLpeRb1T0vmuAWERcXF73KBFR2r9dlMeNWGn0m+jwJRnx8vHjt8Pu5tOSK1B3f0tISJiYmOi1m+oanVJW8vDyUlpaKwgzQXW/1xIkTkMlkOHDggLjtpZdeQnZ2tliWJzExEXFxcWjVqhVcXV1FYSb9/lURZpaWlmjZsiUAiH91wfuJhJkG7ty5gxkzZuDs2bOiq0dSUhK+++67Wm3c00JlFjNNoou7nDVp0gSA4YQZn9jospjxwUnXjS4jIwN+fn5KP6jKamppIz09Hba2tuKk0cHBAUePHhVrUEktZroyhfJV+5iYGBw6dEjjqlV8fHylokBqMWOM4ZVXXsGMGTOU4mzi4uKQlJSk8ViaJgqqK5C7du1SEmaaVvqcnJzg5OQkCrPz58/D1NRUTFEvLWaZlpYmDpJSqxgXkq1bt8bQoUPx3XffoaioSC0GbtasWbhw4QIAZcsUd/k8ceKEkjjjQcgymaxSYcaxsrLC1q1bERoaKlpq9GHMmDH4+uuv8fHHH+v9Hn1YvHgxAGH84/76nTt3Fl/ncWUcaRFlbS6hI0aMwJQpU3DlyhWlPvD29sajR4+gUChQWFio9H5uYUpNTUVkZKQYG2HIwvOqwuz//u//ACgLSSsrKzg6OoqB3vw6lrr9hoeHi5Mf6aLEiBEjcP36dTzzzDMaM5JKkU5Kc3NzoVAo8Mwzz+iVfVa6wPH999/j9u3b6Ny5MxwdHeHv74+4uDi1c8MnmVzgGzpJSebDhzADIPP0RKlKsfQ7FVZvXZwdPx6nBg1C99u30TE1FTm1lETFIScHWVomQNzNtrYK4wLCb4bH+fGxuboWs/j4eMjlcnh4eIjXaU1rg/G2qNZsqi7Sa3XatGmwsLDAtGnTRGFWmzFx/fv317mICQgLfjzu1cLCAoGBgUhNTUVQUJDeSZb0gScdcnZ21uscGcJipo9rHN8nJydHLcOyVJhIFwRlMhlsbW1r7MrIGKtyunv+23Rzc0NwcDAsLS2xcOFCranpeZxzYmIigoKCMHXqVOzbtw/29vbYtGkTzM3N8ejRI8TFxcHX1xeNGzdGVFQUUlNT4ePjIy5e6xJmUvfhhIQE+Pj4VCnkoCoWzoaEXsJsy5YtYjYenuWoWbNmRi3Y2ZCoTJhdvnxZbSDkk58ePXoAMJww4zcLfYSZtkGUp4p3dnZWWjXXFTOyZ88erQORpsLRwOOBMysrq9LBGni8gn/9+nUMHDhQY/HrO3fuiGZ6bfDPuHLlCuRyOQ4cOIA1a9aIrlfOzs548OABMjMzNVpx9LGY8Qx+iYmJKC8v1+piGRAQIPZrWFgY2rVrJ04cpBYzqZVCKpDz8/NhbW0NuVyOMWPGIDc3F//973/RuHFjbNu2DYCQ6EE6mZZaE83MzGBvb489e/YgJCRE3M593QHNLobaboxjx47Ftm3bKk15L8XKIYw8AAAgAElEQVTMzAwzZ840ePkOLigTEhIQFRWFgQMH4uLFi/jiiy8wZ84cDB8+HFeuXBEtY0rJI7RgY2ODtWvXiuKZ4+3tjbKyMrRt2xbW1taYN28eAGEyyGNQEhISlALeDTlJ5jdQPg5NnjwZkZGRau2Uy+XiNcjPL898KJfLERsbi2XLlikdixMUFITQ0FBcuXJFZ9ullvXExEREREQgPDwckyZNUtqvuLhYbWU8JSVFvA543b9du3YBENwxS0tL1Sz3SUlJcHZ2xptvvglAe8KD6pJZIdjNfHzQuCJu7VRFwoACPepDvfDzz+h58KD4PKaWEqh4FBWhSItFjsfO1mbJg5UrV6Jjx444f/68OJ7XRJh5enrC1NTU4BYz1Uy/1SUpKQnPPPMMUlJS0KpVK+Tl5WH16tXw8vJCUVGR3jE41eHo0aMoLCzU6Zo6ffp08TfEx3xXV1e0b9/eoHXNuMWsLoRZVSxm/DsXFhaqWcykcwTVhFN2dnbi70Q1jTxvd2XCbNu2bWjatKna4p8u+EKdj48PvL298dFHH+HkyZNaS/tI2zZ37lx888034txBJpPB09MTUVFRuHv3Lvz8/ODr64tjx46hpKQErq6u4qKzrhgz6fUVHx8Pb2/vKgmzqpyvhoRewiw1NVWthpSpqWmVisTVBtevX8f06dMxderUSgsH12d0CTPu29u+fXt0795dnFTwFRm+op2dnY3IyEhMnDixRnEA0lUXbVS2AllYWIiSkhI4OzsrrRhp2z8xMREjRoxQS+rByc3N1TjpNjExgb29faUxZhxXV1e4ubnh888/BwC1lfvU1FTcvHlTTFChDd4WafY9KSEhIeLArK/FTJp58tKlSwCEAbasrAwnT57EuHHjAKgLZk9PT/GaiImJES2ogLIw41aA9u3bK6U6l157XFhySzhPByz97a/XsMLPV3alwpv7uvN2+Pj4YMSIEeLr0nbWV/z9/WFmZoaDBw/i7t27aN26NQAhmxdPdR8cHIx3KtKKS4P4VUVEZXD3UO6OymPb+Ip1z549cfLkSSWrUW1azGQymdYbKD+v/DpevHgx+vXrh7feeku0zgLQmKqc12ri7pmlpaWYM2eOmKwDUBZmGRkZogXNzs4ORUVFosWra9eu4vjISU5ORkBAgFL6Zt633AqrukDELdva3HJrSm7FAqZV48bwf/FF5CYkoMflyygQPlzne5kGy2vW+fMGbR8AZMfGwgEA0xKnySefhu4bKceOHQMgWF35Oa6uMOOr/IDm8bY68Lbk5+crlWFQpby8XOfrnKSkJHh7e4vjtKmpKWQymZjGvS7cRnUJIWnGX+l9vEOHDkhOTlZz764uvH4iF2YKhUKntZDf61V/+xxuqdHktVAVixkXLlyYmZiYiJ/JxxRNyb1sbW3F+7+2GLPKhBkvP/L3339X2k6Oqgv5+++/D0A5gZgU6WLwCy+8oPY6jx0GBPdaacyvl5eXOJ5qm7taWVkpWczi4+Ph4+MDc3NzzJ8/H3K5XE1DMMZw4sQJccGNLygbMrHXk4BewszHx0fND//mzZsaXZTqCoVCgR9++AHz58/HqlWrcP78+Tqrk2NodAkz6QB/9uxZcaWKryTwH0d2djYWLVqELVu21Kgekj5ZCStzZZRad8aMGSNuV12JZowhLS1NbG9KSorGASsnJ0erNcTR0VGMMZPJZFr7ERAmm6NGjVI7NodP2PgEXBu8Ldr82KWWI00WMzs7O8jlcqUV0bCwMLi6uuLYsWPo1KkTgMeWpr59+4qZ7FSFHhdmjDHExsYq/Sb5OUxNTRVv8t26dUNCQgLatm2LO3fuKF17TZo0gbm5ueiSV1xcrHRzCw0NxXsaMtVJY844UmEmk8kQHR2NXbt24X//+x+WLVumM4avvmBtbY3hw4dj+/btKCkpQWhoqMb9eJ9zi9nff/+Nb7/9tkqfpdqHfFJw9epVtG7dWknUBgcH47nnnjPoxE1VmOmCn1c+DgQEBODw4cNiULcuOnTogEaNGuHw4cMAhDT1K1asEAvGAsqCMzMzU5zkpKWlwcrKSrTicRdP6UJUcnIyPDw8xEQpP/zwgyjSeEwDH0PDw8Nx48YN8T1OTk6QyWQGFx+FFeOKXcUimp2XF2RyOVJNTWFWiXUurUKoSymvBU+V5IrxxVzioiWlLixm0oy2gLDomJ2dXa14nEePHoljr6GFma5jlZWVoWnTpggICKhUnPHrThUuzOpiPqNvEgqpMOvduzeAx8kxaorUYpafn48OHToojXea9re1tdVao87W1haMMY0L1HwOok85FlNTU5iamqKoqEjMsMytpTKZDNevX9cYnmFnZ6eUaVLT65X1O59b6IoRU4VfL/xe4uzsDDMzM62/WR7jaG9vr+TZxJHOXSZMmICPP/4Y3377LXr37o0BAwaI8xNdFjN+X1EoFEhMTBQ/x9PTEwqFQm2s3bp1K3r37o0lS5YAgDhf46Vxnhb0Emavv/461q5di3Xr1qGkpASbNm3Cf//7X4wdO7a226eVBw8ewMPDA+7u7jA1NUXXrl31SsNcH9ElzFRvAPxC5qZ6nj0uPT1dnOx++eWXSlXp8/Pz0atXL6Vt2tBHmPHXtE1gpP7Ys2bNQlRUFDw8PNSE2e7du+Hm5qZUl0w1dTCgXF9JFScnJ9Fixgty62KASkC/tE80ZR3UBBdmsbGxsLS0FGOvAGEg7tq1q/hckxufXC4XBSUgiO/9+/fjtddeU9pPdbB0cHBQE42enp5ISUnBrVu3UFhYqCTMTE1N4eLiguTkZCQmJsLCwkIsynnr1i0EBgZi9+7d4iqgqampkovGo0ePxME+ODhYdGtR5cCBA7CwsFASWzzGjGNiYgKZTIYXX3xRKe1yfYenwQ8ICNAqPKysrODm5iYuXqnWZtOHwMBA0S0ZEG5qZWVluHbtGvz9/ZVukjt27EDbtm1r1WKmC1VhxtEnYYtcLkevXr3E1Xi+IszHEsYYfv/9d3FCk5iYqLaYcv36daXEBdJFw6SkJLi7u+O9994DYwxvvPGG+FpAQAA8PDzEMaZv374ICgpCYmIi3N3dYWJiAmdnZ6EtEyYIDwNQWnGenFQmF9lWVrCqxAU9qWJsOdWjB26sX49Hcjl6nj+P1GrG62ojt2Jl2kaLG7fJm2/iFzOzWrWYcSHD4zl5ttXqJJpIS0sTf4f29vaQy+U1EmY85oePldosTSkpKYiJiUFCQoLOOKzExETExMQoxSpx+BgsjVk1FAqFQrT2A7qFmdRFTyrM2rRpgz59+qgVma8uWVlZcHJyEs/XjRs3sHfvXq1WM2550QafS2laOI2IiICFhYXeY7SVlZVoMVMd74KCgjQuvEotedosZvn5+TqTr/DFiKpcA/Hx8bC3txfnJzKZTGuOAkAYK6dNm6b1df7dBgwYADc3N1hYWGDSpEk4fvw4HB0dxQUEbfcMqTBLS0tDSUmJOLfix3706BGKi4sxYsQI7NmzB+fOnQMgZKbm97eOHTtqjNVryOglzFq0aIEVK1bA19cXvXr1QqNGjbBkyRKNg0pdkZGRoSQe9M3oU9/gwf7ahBm3nnD46gcfUB0cHODh4SFe4IAw6ZYWrbxy5QpOnTol1hXSRUZGBkxMTHTG61Tm8iO1mMlkMjRu3BguLi5qwkzqp84nUKriUaFQIC4uTmt7nJycxBizyoKZgceZGTncXQ+AxqQFmjA3NxcHiqZNmyqJofv374s1xoDHkwtN7eYThdTUVJSUlKjtq3rz+c9//qMmPPnKU7uKorCqVuzmzZvj7t27SExMhJeXl9rkuaioSOna48INEAZNnvp8+fLlWsV606ZN8fHHH6OoqAglJSVQKBRKFrMnmcGDB+M///lPpYsaPC4E0L2ooQ1ra2ucOnUKjDHMnv3/7J15eFNl2v+/WZqkadMlaZvSQoGyiIBQsTiAUFBgmHcYxwX3FRFFEBE3BAZEBR1GRVHEF33lx7iPDoqigzNOFUQFlX0XKEtLS/ctTdK0zfL7o+c5nCTnJCclbdJyf66rV9usZ0me83yf+76/92Oorq7GlVdeiaKiIlx66aX8eTOZTOjXrx8yMjJQXl4eNsv8UIQZ+374rjoLP1uB6u2GDh2K06dPo76+Hv/iaqfY2FBRUYEDBw5g9uzZAODV3BQAJk2aBABeaVRsEtfU1CQZhQBaJyrZ2dn8xJ9N+E+dOsV/91JSUsIuzDzl5XABSBYYqQCA3WBAQhBLfgs3RmbNm4chs2bhFDcm1ObmiqY5Cjnw1lvYMnmyrG1s4cYinZTr49Sp+Hd6ertFzIR1tCydly1UhJLOBZyzDWfXKd+FsLZQWVmJ6upqXHHFFQCkI2bC9LBAEa8vv/wSLpfLb9EBaP0eJSYmhrWJM+Po0aN8/SoQuM2OsE7Lt8YnKysrbAtDzPzDN71d6hgXFRUFbI3C5gFTp071cr602Wz4f//v/6FPnz5eqc6BYMJMqiepGEJhJhYxY4Lmww8/lHwNJpZOnjzJz+uC4ZsxA0i7ejc2NsJisQRcTGPiSWpexe6Xcudmxw4AHzRh2ycUZv/5z3/w6aefYtmyZV7fmY0bNwKA18L9hYJsu3yj0YhrrrkG06dPx7XXXhvxSZfYaorvpDU/Px/z58/3GoiiDd+ie1+efPJJvPXWW/z/vsLMYDDw6Wy+Re1s0sbC4XLSx5hpR6DIk8FgQEyA1VPfQln2t69wFl4UWH3Zs88+6zXZfPjhh1FUVCSZtsAEjlQdmi9Ct7+UlBSvVIS2FJoOGzbMa3BLTEyERqPBkSNHcPLkScnjKBRm7GLu26IgJSXF63MhZsjiu2Ln62aYk5ODvXv3oqSkRFSYAd759sKIYmlpKT85CLYIwy5adXV1qK+vh9vtjvgYEQ7UajWWLFkSNG2b1eEpFApZCwSBYOeIrR4++uijvPBm75OZmQm32+1nGtNWQhFmbLLhu4DBPotms9nPNEQIizx+8MEHOHDgABISElBdXQ23282nEzP3S1+Bx1KchPUv77//PmbOnAmTyYSmpqaAxkU9e/bE5s2b/WobWOsJXpixnzCgqqhAtVIJpY+hTZPJBGOQpuEtnCFSN+54DOUmOP0dDuzkamWluGTGDIzbtAlNMlIBndzkTScVSaiqQt+kpLBGzPLz85GVlYXvv/8earWaj2Sympirr74aycnJskx1hNTX18PlcnlFRYTjbVtgIoT18pJ6LaEQCJRqXFJSAoVCITmupqene323t2/fHpYG8741e1IRM19jHd/vevfu3VFWViarli4QDocDDocDSUlJyM3NRWpqKr84KBUpFRMgQtj3/+uvv/ZKt9yzZw/sdjvf9kUOwoiZXGEmnIeIzblYL8i7775b8vvExJTL5ZJtsldYWOh3/ZfqgyvH5I2N51JeEsEMuljEzO12409/+hOAc+nkQmHGavUbGxtx5swZ/lrHyiYiWTIVKWQJM5bG6PuzZs0a/POf/+RXIDsS3whMdXW13xdnwoQJWL58Oe8SFo2wWgspYaZWq/mCeUBcmGVkZODrr7/mC+oZbGBjF4gzZ84EzVmW6r0lRKFQIDU1VVbEjCEWMRNeuMaOHcu7JApTJF5//XUAkBychKmMcibEQoF32WWXefU0Y4OhnNdhq1h/+tOfvF6TnccBAwYELFgVE2a+g6RCofBa7RLrLecrtHzfc+jQoaivr8f27duRmZkpOhALvzc333wzZsyYgRkzZsBqtWL37t3QarUBU0cAb4dMYXPpCwW2kh4XF3ferm3CCeXEiRNhNBoRHx+PX375xasYGwifAQibhAWq0WSwukPfx/bq1QuvvfZa0OhiXl4eNBoNP0G6++674XK5UFtbywuzvn37Ij4+HoWFhVCr1WhqakJdXR3fG5EJsylTpqCsrAxvvvkmvw+BJhssqskmTMnJyWhubua/N7wwu+GG1p8wkFhairMii0aetDQYPZ7Awqm+Hk0AYrmxNC4tDSc5V0abINofiO0TJ+Kn3r3hCjCxd3GLUnqpiNkNN+CV4uKwRsyefPJJnDlzhje6EaLX69G7d2/07t075PmF2PhzvsKM7TfLuJDKzhEKs0DunuXl5UhJSZGc3JrNZv66sHfvXowaNQpz585t07YD5ybXvsY3UsLM91j5LthkZmbC4/GI9gUMBfZ8s9mM5ORklJaW8r00xYxfmpqaUFZWFnCyLrwmCs0nmOCXMhkTgy0ohyLMhI8TE2bC/l3M6MuX+vp6PoovbG8TiNOnT4sKM7GIGTvugSJmbIFaSnyzMVPYeFwIS8dnvS8nTpzI7zuz2z906BC/OH78+HEcPHjQ7/xcaMYfgExhptfrsWPHDng8HhiNRng8Ht4qvKSkBIsWLQramybc9OnTB6WlpaioqIDT6cS2bdu8TBc6Cyy9MFC0p3v37nz9kZQwE8LS7FgamnDy9tprr8HtduORRx7hQ8VAa9rFyy+/jIqKiqDCDBBMYESQK8xKSkowceJElJSUoF+/fvzqFtsuYVRU6gKSnJyM6upq1NfXhxypyM3NRXFxMT+hs1gs0Ov1IVm1+w4aciflwolCoN5xQtEndr/w3O/bt8/v4sEGzaamJnTr1o1PATEYDPwkVxgx0+v1WLNmDV8n99VXXyEnJydo6gd7jdraWv48t6XWqrMSLN8+FNhnyGAw4O233+Zvv/zyy/ljynL1w2UAwtKW5AgzKQdUhUKBhx56KGihdnx8PAYMGMDXxV7O9faqrKzkJ449e/bkP8s9e/aERqNBYmIif5zZhGb06NF+rx9ossHqa1hU/s477/SqpQk0rklR8MUX+EEi7dHjdqNnQwPqRVKvVNw5rApQL6ZsaIDFZ0zJ/p//QZFajRiZtVfjfv0VV5w+jcN//7vkYzzcOZUUZmitOQpHi4aysjLcd999/Lk+LGJw0qdPH6hUqjYJM3b+fCNm51Pq4CvMgkXMgtW0SfW4ZAiFGWsk31aL+iNHjkCtVmPGjBm82GHi55VXXhGdeLNjdcUVV2DixIl+1zU2/gRbGGpqapJ0id6wYQN//WTXJZVKxYsLsYgZS3ULJMyE12ThQsL+/fuRkJAQMA3Sl7S0NFRUVIQkzITzHrFURiFS6a4WiwXDuJYacj7/VVVVqKur8xNmUqmMciJmTJhJLbBOnjwZW7duxcyZM0XvZ9fC/fv3A2j1FGCfo5iYGFx22WX46aefUFBQAIPBwC/4CYXekiVLQjpfXQVZwqy0tBQLFizAQw89hNtuuw0PPfQQFi5ciPLycsydOxePP/44r4o7CpVKhWnTpuG5557DI488gpEjR3bqE8icjqT4xz/+gQkTJvAXxoaGBiiVSuj1eq8B/r333uO/COzLd/bsWX71xel0Yu/evVi5ciWuueYafpL19NNP47HHHsOWLVvCIszUarXXJI/VAArFFms4yCZbLMd8yZIlcDqdXvavn332meh79e7dGw6HA8eOHQu5jxUrsmYXU7vdLmti6vv+QOD2AmLIiZj5Ivb5Fgoz35YWvrdlZ2dDq9Vi8+bN2L59Oz/gilkHCy2b5Sx4CFMZ2efiQoqYse9XsMiiHG655Ra8+OKLqKiokJyAhDtiFkojT3YhnjBhQpvfj1kvX3TRRfznngmzxMREJCYm8sdS2OQ6NTWVd0QD/GtwgcDfo379+nmZhfiu9rJxLZTWvrFTpmDMO++g3Me5GABKd+xAIgAIrKYZOm7sqAtQ4K+y2WATWSiqiYtDfIgRoOoANS2wWuHGucicGPHx8Th9+nTAfpRy+PDDD/H222/zCzhitutMVPXq1QunT58OqdmylDBra8Ts448/5q8/wYRZeXk5DAYDMjMzA74fq/mVwmw249ixYyguLuazRX7++Wd88803OHz4cEjHg9XovfXWWzh+/Dh69uzJL/Tu2bOHbzQshAmzJUuWeLWyYLDvZjDnyGHDhknOyx566CG/1wNa9z0mJoYXkcJ5A7stkDAzGAx89g3bPqfTiZ9//hnDhw8PKaPBbDajuLiYNyiRg3D+FKx8ROz4eTweWCwWZGVlISEhQVbLCBYY8bW9l0pllBMxGz9+PFauXIkVK1ZIPmbMmDGSx5OJ0hMnTiA2NtZvIW/kyJH45Zdf0NTUhOuvv56//d5778W2bdvw4Ycf4umnn5Z8766MLGF2/Phxv6a72dnZfERm6NChYW/KKYdhw4bh1VdfxapVq7xObGfCYDDgkUceCeoECLQOEkJhFh8fD4VCgenTp2PKlCkoLi7GHXfc4dW/CmidvPXq1QtDhgxBWVmZV18LNkkRrsbJFWZSaS3MwUj4hTUajWhqauJTC5xOJ9/HhZGQkMDXlhw4cAAPPPAAgNZCaSlHPOGFUs52A629oa699lp+EsompXa7XXbE49VXX+XrWoDWOr5Q3MPYRMHj8aC8vByxsbGSfVlYXzWxSbNarUZubi5ycnJEB8i4uDj+eSx3f9y4cRg0aBC/r2IXnNGjR/ORV1/DFDGEETM2Lviu3nVlsrOzsXr1avzjH/8479fSarV4/PHHA17U09LSoFKpJCNmdrvdq1Zz1apV+OGHHyRfr76+HrGxsX7NUsXIy8uDx+MJOLEMBouSXXLJJV7jlTAdhwksoSGNWq3mJ9wpKSmiNTrB6iGHDh2K/Px8LFu2DPfcc4/XfSkpKWhubg6pR2cm99gzX33ld99ZrjdXokj6VDy3ndYAJg8aux12kXNiNZlgkmjXAQDNIg12DRL9jAAANhtsgF8dnBAjN06w2sdQcbvd+OabbyRrxjIzM/kFSvaZ6NGjB2++IBexiL2UMHO73RgwYADuu+8+0deqqqrCLbfcgs8++wwqlQopKSkwGAwBUxnT09ORmpoasP5TaOcvBhtzV6xY4XVdmTRpEgYNGhRShpLwOv31118jKyvLK5IjJozFsl6EyI2YHT58GNXV1X7fJ4vF4vVcoTBTKpXo3r07ioqKsH//fphMJrz33nsAzkXRgi3Cb9y4Effeey8qKytht9uRmJiIvXv3hpTGCLSOPWfPnoXb7ZbV+wzwvp5K1caz8ycmzKxWK9xuNxISEpCVlSVrIYTVgvsaiEmlMkrVtQtRKpV4+OGH29zcmc0vTp48ifT0dL/5ifBcvPLKK3j66aexZ88exMTEYOTIkXzd74WILGHWq1cvfPTRR3zxaXNzMz7++GP06tULQGsqltSkkpDG6XSioaFB9hc+LS2N/0JZrVb+mHfv3h3r16/nB8ukpCSoVCovYcbqi8rLy73cnsaOHYtdu3Z5DZJyBE6wGjPf12AChl00T548Cbfb7RdhYE5F69evx6ZNmzBixIiA/ZGECwaBLnRC7rrrLmzYsMFPmDU2NgZNPWDMmTMHb7zxBj/YJCcnhxQtSU5OhtPphF6vx4kTJ2A2myVXnjZt2uRn7CLk559/Dtgq4l//+hduvPFGLzt24NxFQ+zzp9PpeGv+YJE8tj9Aa8TswIEDSE1NlfW8rsSsWbP8FrDaC6VSiW7duolOjDweD3Jycnhn1oqKCsyZMwfXXHON5OudPXu2zRfgtnDvvfdiyZIleOaZZ/jvTVFRkVcB+5QpUwDAz02W3S9sCg0A33zzDZYvXy7rOzx+/Hj85S9/8budvZ5cUwNW7wUANhH7cAc3qUoWiWYncSmfTQEmXpqmJjhErKKd6elId7kk68YsIotEGYK+ib4o7XbYg6Qrx8XFQa1W44477mhTpHbLli2YNGkSPvroI7/7Bg8ejOLiYj7Cz4QZu6aF0tNLLGIvXAgTUlpaiqNHj+Ltt98WjUIJa7JjY2OhVCr5lgpr1671E19MmPXu3RsnOeMWX9xuN8rKygIubMyYMQMJCQkoKChAcXExpk+f7jVOh2KIIhSkDQ0NGDRokNe1RmzuFkyYmUwmaLXagOdFuDDkeyx8e6D5RlOysrJQVFTE16tu3rwZwLmImZxrLZuj7Nq1i18QHj58eNDnCREu8rQlYiZFXl4eRo4cKRoNE2YvsOPA2LVrFxQKBRQKhV/2UWJiol/WEGtm7fvZLisrg8lkkrUQ11aYMDtx4oTo3Gz06NEwGAyYP38+kpOTsWTJEsl6tQsNWcLswQcfxG+//Ya7774b9913H+6++24cOXKE7yxutVoxffr0dt3QrggLMcudEJnNZtjtdthstoAuhAqFAikpKTh27BgcDgeqqqqQkZHBC7OCggKvFafbb7/d6wIjN2JWW1sratcdSJgJc9cB79VwoHVAViqV/Or+smXLAqYeCPdDrjBjnE/E7Hxhx8PhcGDjxo0BRUxsbGzAlAOVShWwLu6KK67AJ598Ao1G43U7uyBLLaqwi5+cyAibNMycORNffPEFLrnkkvM2wSACk5mZ6TVB3rVrF6xWK4qKinD8+HH8+OOPqKio4IvHxSamQOtF+pNPPpHVIDpcGAwGPP3008jOzobJZEJiYiIOHjyIwsJCfsHv9ttvR2VlpVdfQAB87QVbhd2xYwf27NmDiRMnnnePPCYIDuflARK1E0JUArHr4SLFQlzcpDheJCMiZeBAuAG4A9QJxjY3o1kkcqrs1QtqABUSvbJsPq+5NzERZrcbjRKRHlVjI+wSq/sAgJkzoZg1C3/9618BAJ9//jmA1lYF/+WigsEQ6+vFFovYyj0bi9gkmI1BoQjBqqoqqFQqr+sqWwiz+7QnEJpKiQkpoTkUu9YlJyfjgw8+wPTp0/3EfXl5OcxmM4YOHYpjx46J9qGqrKyEy+UKeL3SaDSYOHEi9u3bh5qaGmRnZ3vNsULpIWa1Wr3mClN96iGZIY6QYMJMoVD4jT8AsHr1ar5dTJ1gIeCAT7SWpcfdddddfDN4IVlZWThz5oxfRkB1dTUMBoOsxZfU1FS0tLTg22+/BdA6nvz+978P+jwhwuuu3NR8uZk7/fr18/p8MYTzQl9hxgQqAD/jMrF5ZGJiIlwul9/nnn1O2xM2l6qoqBCdQ1GHPZ0AACAASURBVKSlpaGqqoofU4hzyBJmaWlpWLZsGVatWoV58+Zh1apVWLZsGT+Y9unTJ6A9MiEOG7hCiZgBrV+qYPbwDocDn376KT+A9evXzytiNkhQ8+DreChnIp6SkgKPxyOaHiInYsZWNVnqIkOlUiE9PZ1PrQw2eAhTBTqTMGOWsEDrCmqglIL2Yvr06cjNzeVTJX15+umn8eSTT/pNjMUQpt1VVVV1SiOezkZGRgY/MbLb7cjNzfVbhTWbzV7nVyzd9ueff4bT6cTixYvbfZvFUCgUmDx5MtauXQuLxcJHxNgCky/sWsMmGyyVNxww17DcF18EfBq+i247gAqlEgVaLWLFopfc2GIQEWYxej2qFQooA6S86Vta4BQZk2K57azavVv0eTafbakfPx5KAEe5lDBf1A4HHIFMj26+Gbj5Zjz22GMwm8349ddf4fF4MGXKFNmTXVbXIozcs+eyRRwmfthKPouYnTp1SrIRri+sh5lwYYhFZHzrbQoEYvqQiAmL8H6WXii8tvk65rGI2bRp06BQKLBs2TI/t2SW/RDsetW/f3/++9q9e3dcd911fOrvXpF6RilYVs64ceOQmZnJpxGzSb6YOUdlZSXUanXAOYZY79jZs2cjPz8fNpvN6z5W9+7LK6+8wvcsFMIECTPrYZG5uro62fMltsjyzDPPICMjA++//76slkFChMJMrjugXGF20UUXoaSkxKtfHOAfMauuruYNyoRCXyhaAwkz4WsygpnPhANhhFGqn6vvYjHRiuw+ZsC5nH6j0Qi32827qBBtI1RhxkRKRUVFUGEmHBw0Gg0mTZqEbt26obGxEbt37+ZXpYFzF0P2JZaTJsAmTGJ1ZmLNGNn/NTU1/MXxhRdeEP1iZmRk8IOVnFUdJj7PV5iFksp4vuTm5mLdunX86qWUc1V7kpeXhx07dkgK8WHDhmH58uWSefJCfKNj7OJPtB99+/bFiRMn4HQ6+drTgwcPBkx7FZsgsQt8H58GyB3JjTfeyP8drDaRpSOFmpYkB2ZA1B1Ao8hqthCP240UpxOHL70U1UlJMIqZPVgsaASgkYhKV8bGQh/A6dDgcsEl8twkLuWvQcTREAAcPjbmQ154AS4AOXPnYusdd/g9XtPUhOZAaU1nzgBnzkChUODyyy/Hp59+KrtJL9Baa3Ty5EmYzWZs2bIFn3/+ORYsWMA7eLKoDbumsZTG9PR0KJVKzJ49m4+UBqOqqsovuiElzISpimK1Vizl8Pnnn8dXXA3hCy+8gHfeeQe33nqr1+S4sbERdXV1SE9PR2ZmJoYNG4YPPvgAf/jDH3jRN2/ePN4NN9gCqDAtunv37hg1ahT279+PmTNn4sCBA7JrmlnZw6ZNm7x6a44bNw59+vQRvfYUFxcjIyMj4DlOSkryiooJKSws9PIdEEZLWdQ+KytLUsT41pCxOqtQhJlQqEgJg2AIxYtvA2wp5KY8svPruzAubNvDFgN2794Nm82GtWvX8nMi4TgvJczY595XmHVExEy4qDZp0qR2fa+uhqyRtaamBi+++CKmTZuGW265Bbfeeiv/Q7QdFm1qS8TMNz3Bly+++AKLFy9Gjx498M0338BoNOLaa6/l78/JyfGb2HzyySd46qmnJCMoQtiXTqzOTMyIgw0aDQ0NQe3UmcBSqVSy0geeffZZZGRkhDz4RjJiplAoMHXqVDz22GMA4Ff/1dkZJOJCR4SXgQMHorm5GadOnfJaIAkkzMTSydg4JHdC0R4I3RWDCbNLL70U3377Lb+aHk6USiU+/vhjvAfAddttAR9rOXMGegDo1g2NmZno3tTkV/OlbGiANUBKb53JhBSJPmYetxsGAB6RNiBmbuxulrDab+KicFvy8vD9pZciuU8fsHX5PK6hqxBNSwuaRWrZeO68s/UHrZEcm4/xiFQ7E6C1Jn3QoEFYv349/xm75ppr8Pzzz+OKK67AoEGD8PLLLwMAHnnkEXz++ef8tSomJoZfAD558qTf+4rBImZCpITZrl27kJOTg/j4eNFURjaBXbBgAS8WLrvsMtx1113o0aMHzp49ywsNJtJYlE+4OMUyQIQ924ItJApbQQhT/q+++mq43e6AdcVC2CJubGys30Ioa6Dsy6lTp4IabARyuqysrOQjZr1798bnn3/O14sxMTdnzhzJ1/atHS8qKoLb7Q5JmLGslBtvvJFvORAqwjR/ua7PcsdRNrfxFU1sTpWamorRo0cjLi4OV155JZ8VsHDhQgDnxnmXy4U9e/Z4LbYz2BzH93PfEREz4XeQ1asT8pAlzN566y2o1Wo89dRT0Ol0+Nvf/obc3FxJJyNCHmyACqXGDDgXMQtkuHLJJZfg2WefRWFhIT/p79OnD9xuNzZv3oz77rsPX3zxhdeAP2bMGDzzzDOywv0sTcBXmLW0tMBisfgJMzaoWSwWfsCWGsBYxC4tLU3Wquzjjz+O4uLikK3uY2JiEBsbGxFhxhg8eDAqKipEjQg6G3fffTf/94XkyBgp2MWuf//+Xk2df/jhB9HvjV6vx+HDh2Gz2bB161b+9traWsTGxvIunJFAOEmV89m56qqr2m17WRTHHiSKXcmJXE2vXlANHoxYACXbtnk9RmW3i9rdM5wJCYgXqdMFAGtZWesFWkSYJXBj5Lhvv4XdZwz+1WzGSE7o9Fu+HGO5dMf9AdwqdS0tcMo8nmKRA99VfyHC9CvfSbXZbMbBgwd5ERMbG4trrrnGKwIvbCUjJ0pUVVUlS5i5XC789NNPyMvLQ3Z2tmjELFBkISMjA83NzfxCo68wu++++/i0W7HMkmDCrF+/fvj888+xdOlSr0m0VKRFCqFRmC9iwsxisWDnzp2irSiEJCUleYkKYfTxrrvu4uvW582bBwC8Yy1LSwzkRD1u3Di8/vrrOHnyJBYtWoSmpiaUl5eHJMx69eoFl8uFTz755LwcZP/yl7+EVAcld1xi58R3UYNlP6SlpcFsNiM/Px8ulwsFBQUYPnw4Zs+eDa1Wy6cGNzQ0ePU9EyKWytjc3Aybzdbu7WyE5ynUHrMXOrKE2bFjxzBz5kz06tULCoUCvXr1wsyZM/nQPtE2mDCTu8LCxJCcGjOGb4qZQqHAuHHjeFc3tjJpNBpDSuOTipixfZISZg0NDUFX6JlYDCX/uK1GE0I7Wbvd3mGpjEJYb6bOztq1a7F9+3b8/e9/j8hxvNAQOoaxyQ8AfPrpp3C73X4T3L59+6KiogK33HILxo4dyxvshNKjpz157LHH8Mc//jHknoDhhk18fQvmhVQeOoQSrseOYfBgJHFmRmXffef1uJjGRlG7e4Y7Ph4JHg88ImUBVq5OTCmR7rWTm1gde/99r9svF6RGCk1Hcn/5BXuSktAE+L1frMsFp8zvLKu1iYuLw25O9BWIGJ8whOlubfmcffrpp3wfMWacEQixVEaxyMHJkyfhcDiQk5ODHj168KLPZrPB4/Fgz5492Llzp2T9r69lPPvNREBOTg527NgBtVrNCzPh/suZwF9zzTVYtGiR374YjUZJ10dfAs0VxITZrl270NTUhD/84Q8BX9f3ub/++iv/d1FREV/DduONN2LMmDF8PR4T6qyeUwylUokHH3wQvXv35iNBp06dCqnRM3ud82XZsmWYP39+SM/561//ivz8/ICPYefEt8asqKjIq+/XiBEjcPvttwMAFi1axM/dWMSMRZHFxLdYKiN7v/Z2UlcoFPjwww95oyBCPrI+tUqlkq8ziYuLg8VigVarDam3COFPqClEOp0OiYmJsmrM5MIuLqEWxbILn+9KoJSbk1qtRmxsLCwWC7/fUvnleXl5AMSbx4YboTBrbGzs8IhZV0KlUmHEiBFekTOi/Qg0bvTu3Rv/+Mc/vCZOWVlZKC8v5xfUmIFAqJOd9uKll17Cv/71r4gvUsTGxkKn1QYUZmfGjMFYLj2t5+TJ6MY1dm30SS3UOhxoCrTAlJgIDYAmkXRG5qyolljZTlq7FgBgF0R6fFMpDYJIQazRCMu4cdACqPOJDundbrhlCrPLL78cvXr1wvLly/nFgUDRG6EYkhvtEJKYmMhHUe+44w4YDAbJc+N2u1FdXS2rxozVfQ0aNAjdu3dHSUkJNm7ciPj4eDz22GN8BEIq5Z5dO5nRkVgkiBnYVFZW8o2DAXiVFbSFPn368Mf86NGjUCgUfiYjjEBlD2LCjEVigqUyxsbGep0H34jjzp07odPpYDQa0bNnT96U6Ouvv0ZiYqKfI7MUTJgVFhaGFDGLJPPnz/eK9IohFTH75ZdfcNlll3mNg0uWLMGzzz6L//mf/wEAL2HGhJZYxpDYggQTcqFmGLWFW2+9NWCbFkIcWcKsb9++fI700KFD8corr+Cll16KaLF4V6C2thZKpTKklYu0tDScPXsWjY2NYVnxYBeRUCdDOp0O8fHxfhGzQGKT9dQIJkiHDh2KX3/9tc154aEQDREzgmgLCoXC66Kn1+sxduxY/P73v8f27duh0+m8VuVTU1O9nOfYxC5ahFk0odVq+b6dYiQKap0SundHcp8+cAPw+IyHOgm7e4aC1d6K9INq5CbIGglhkMiJohaBAYWvwPNtGB2TlQUAqBbYrXvcbsR5PPDInKiZTCacOnUKs2fPhsFgQFpamldvTF+Ek8K2TgaZOCoqKkJjY6Nk093S0lI4nU4/USEmzJjhzMCBA5GZmYnKykr++7RmzRr+cVLXRhYZczqdsNlseP/995GRkeEnHFg/LavVCpfLhRdeeIGPALaV7OxsPmLG2hW89tprosclUNmDmDBjE/5g5hB6vR5Op5M3Dzt16hQyMjLwxRdfAGiNjPXo0QMKhQJZWVkoLi6Gy+XCiRMnMHToUNmLwWw7ysrKYLFYOoUwk4NYxMzpdGL37t1+btX9+vXD4sWLebdSuREzsVTGjoqYEW1HljB76KGH+HqGqVOnYvDgwejRowcefvjhdt24rsxvv/2Gr776CklJSSGF281mMz8ghyNixga9tkzMxJpMB+p/kpCQgIaGhqA1ZkCr41pHRK+YMHO73XA4HBQxIzoVGzZswL333gug1flq8+bN+Pe//y06qUpNTfVy0mXpZyTM/Pl2wACsD7BI4+TG7G1z5wIAVBoNahQKKAVOdAAQ63SiJcCYwqJhNhHDliYuG0ErkdrJi0FB1kJTEEt5PVcfZhHUAzVbrYgBgEATtccea/0RoWfPniguLsabb76Jf//73373C8VQoChkIHwjYL79rRgsCtzXp55OWOMMtEZfnE4nUlJSEB8f7+dELHSilcoAyMrK4t3mPvzwQ+zbt4+PaAhJTU1FZWWl14Lk+UaF+/Xrh9OnT8PhcPD7tGnTJj66VFpaimXLlqGiogIWiyWkiFlpaSm0Wm1QAcQWMdnzjx07huzsbK8USJYWnJWVBafTidLSUpSUlIRU85WcnAyVSoWCggJ4PJ4uI8zEImZlZWVobm72+/z6kp6ezkc2A0XM2HsIhVlHRsyIthGgcck59u/fj5EjRwJorfuZMmUKgNb+N77KnpDHnXfeKdnbIxBmsxnffPMNgPAIs0svvRR33nlnm3oYpaSkhCTMDAYDLBYLqqurodFookIEJSQkoLi4mLdrjoZtIgi5CHt9TZ48WXTCt3DhQuh0Oq9o8LBhw7B161a0tLSgtrbWq68eAYyur0ePAP3F4lta8EPfvhjzyiv8bfUxMYjxEUZxLhdcgYQZN07aRYRZMye4YiXc09Q6HWoUCigEYtAh4ZLHSOSMTdTLlmFbSQlGvfoqbOXl0AJQBCrQv/pqybvMZjO++uorPpXuyJEjvIEK4D0pvOmmmwJunxR6vR5arRZNTU0ApJ1HN2/eDJ1O5+dyq9FooNPpeBFz+vRpAMBHH30EwL9HFYtMLFu2jLfu90WhUGDTpk0wmUxYy6WVitmCp6amYs+ePSG3xwlETk4OXC4XDh48yB8TIY899hg++ugjnD17Fk1NTZJ1clLCrFu3bkHFIxtP7HY7Ghoa8Ouvv+KJJ56ARqOByWRCdXU1/znI4iK1hYWFKCkpCSmVU6lUIjU1lW+o3FWEmVqthk6n84qYsTrFQMYoQGvErLa2Fg6HI6DQUqlU/LyLESjCRkQHskI1wrC+kDfffDOsG3MhsXPnzjY9z2w28yss4RigdDod3n33XS97Wrmw3HkhzKEqUMTs1KlTvJFMpImLi0NjYyO/kkupjERnY8GCBVi9ejVfIO7Lc889h8WLF3uZakydOhUNDQ04fPgwamtru8xkJ1yoDQaY3W40Nzai7tQpP7OMRJcLLh83XatOB51PIX98kBRBLTdhbhJx7XNyY2lcgOhCnY8YbJaw3mekcCJjSEMDRr32GgDAzpmFKAMJs6NHW39E8LXd3rhxo9f/FosFKpUKdXV1ba43USgUXlEsYcSspaWF//v48ePo27evqLEGS6UH/Js8CxuU//73v+ejW8HS+ZRKJS6++GL88ssvAM41oRYiFjE7X1gvtK+++sqrXxgA3nkZAL788ksA/ueIEUiYBYMtYjY2NmLv3r1wOp2YPHkygHO9UVkdGRNm+/fvh8PhCNklMS0trcsJM6BVHAkjZuwzEswxkR2/0tLSoEJLWK4BBI6wEdFBQGFWXl6O8vJyuN1uVFRU8P+Xl5dj//791LW7jcjpxSKF8EIhpxF0eyIWMWOOQlLCzGKxoKCgIGiovqNgBcxMmFHEjOhsJCYmYtasWUFrNoTCjK3s5+TkwGKxUCqjD32LiqAGsO2uu5CUnY39q1fz9zVbrYgHAJ9j1hgXhzgu8g601ntpASBAZoOOCTORJtNubpJmCDDOW7VaLzHYIpjk+cdRWs1AhNLR6XDAwY3h6kAT3hkzWn9EEEabYmNjvdz5gFZhlpiYKLstjBSLFy+GmquZY8Js69at0Gg0WL9+PYBzDaHFEBNm7LHCyT4z8wCCCzPAu32A2AJnamoqamtr+W2WMhMJhd69e2PSpElYtWqVX1pnUVERn+bGDEmk9uN8hJkwlZFZvLPnsfpMFjFjNX9MwAaLCPmSlpbGm4d0JWFmMBi8ImZMpAXLhmLH88yZM0GFlq8wo1TG6CegMJszZw7mzJmD5uZmPPTQQ/z/c+bMwerVq/niWSI02ACTk5ODd999N6TnCgdYsYaCHYlYjVlBQYFkNIyF1E+cOBE1xjF6vR52u52/OJEwI7oqQmHmuzBCwswbNTcxuogzaajjIhAAUM+lwSl9JtgtBgMMAsMQKzf5D5QiqOcmsk4xh2OLBS4AcRJpaADQEhODGEHEqJmbgJ3QaHD8//5P9DmNgrG5tqAAjVzKZkBhFoAHHngAL7/8MqqrqzF58mTeKIxRX18flj5G8+fPR0NDA/r06cMLAVYOwNL7xRwZGUyYHTt2DGfOnJGso7pN0Fg8FGFmNptFrx/se8deV6wPXKgoFArcdNNNqKmpwYYNG7zu++mnnwDAKwUzWMTM4/GgsbERN954I44cOdJmYcb29cknn0RycjK/DQaDARqNhm9wH6owE5q5dCVh5hsxY38HSzMUCrNgETOTyeQ1T6NUxugnYI3Zxx9/DKDVqvOZZ57pkA26EGArXK+//jqu4PrfyOXKK6+EwWDA0KFDZQ2e7UlKSgpsNhsaGxv5QXrPnj0Yw1lH+5KQkMAbl0RLxIwJMzZYUSoj0VVhiyH333+/n+FQMGvsCw2tyQScOIFuXAqjR9CLq+74caQCUPsIJndcHOIEKY/28nKYAKgCiF7WZ8wlIswUFgsaFAokBTCHcmo0iBcYaji51fP6pUsxbPp00ec4VCqASzWr/e03WDlHRUMb0tmB1rT1Rx55BEBr7eL69eu9mjzX1NSETfjrdDqYzWZeCLDUL1ZnVV1dLRmRMhqN+O233/j+WdnZ2aILiMzoDJAnzAYNGgQAkvbvwu1JSkoKS204IH0N/fHHHwG0NuY+cOAAAGlhxoSkw+HAkSNH+MijsEZQCt8aM4VCwU/2lyxZgqeeeoo/vgqFAqmpqbw5S6ipjEKR2ZWEWVsjZqxmsKqqiv/sS0XA0tLScFDgwkqpjNGPrBozEmXhZfz48WhsbGxTn67+/fvDYrHwzWEjiViT6draWsmLmXDVNJoiZm63my/MpogZ0VUxGo2orq7Gq6++CgAYPHgwf19baky7MurYWAjbGCu51DAAKOEiUfE+k1dPfDziAbg50dPIiYdAwszACTOPiJuiymqFNYhjr0ujgUbQcJkJM3WA1fAqwX3Wkydx8YoVAACThMlFKIwbNw4A8J2g0XZlZWVYm4anpaWhnIvyMYHGenvW1dVJTvr79u3r1Qh76NChXvc//vjjMJlMUCgU/LVKStAI+fOf/4y5c+dKtncRGm+w3mjhgPV28+WHH35ATEwMRo8ezd8mJVbZ9c5ut3tdx4cPHx70/YU1ZjabDXq93kvo+opetg0KhSLkMgxhFLMrRfd9I2ZMNAUTZklJSVCpVKisrITVaoVCoZBcVE5LS/PyAqBUxuhHMmImXO0IBIm2thFqQ+doRCjMevToAY/HA7vdLiluhINNNEXMgHOmJSTMiK6MsPZzy5YtePTRR+HxeLxEGgEoALQAYHYTWi4y01hTg3Fffw0ASPWdvCYkQAmgoaIChowMOLjJkEak3pYRo9fDDgAiwizGboeNcweUwqXVQiuI0jm5SV5MgNRBz8KFwLx5rftz+jRiPR4AQIogUtRWhg8fjsTERHzzzTe8A2NlZWVYx/u0tDRs27aNf22gtZaK9eWTWvQTGnMMGjTIz4n4xRdfxIsvvgigVdxYLBZRExFfYmNj8YrAndMXoRhjjtbhgBlqAMDq1atxySWXIC8vD4cOHcLw4cP5lMnc3FzJuRybnAuF2U033SRLmAlTGW02W9CJPhPn3bp1C9mfwGw2Y8SIEfj555/DkhYbLRgMBt6JEWiNmMXExAQ9Pkqlkk9RjIuLQ1xcnOQ5Tk1NRXV1NZxOJ9RqNWw2G5RKZZeYg3ZVJIXZVVdd1ZHbQXRC2EDLBvTm5ma43W5JcSNcOYx0fRyDbSvbB0plJC4UTCYT3nnnnUhvRnSyaBGKd+5EX2512cCZRuxfsQK/A7Bl3DiME5hEAICSM7ewlZXBkJHBG3pogjis1SuVUIkIM43DAUeQCZpbp4NOIMxc3PbGBFhxH/bEE7Dfcw80qaloOXAAFoUCRy66CHmBonOLFgXcDoZarcbIkSOxa9cuAK3ufGfOnGmzTb4YLJVx9erVfMTs7NmzvDCTEoFCYbZv3z4vl0dfwtk+wmAwoLa2Fjt27MCECRPC9rqscXNRURF69+7ttc2jR49GTk4O1q1b59VXzBd2/bPZbLzIfeONN2T1VhWmMsoRZmwhVyrSF4z//Oc/cLlcIfV9jXbEaszkproyV2yPxxPw2LN5V3V1NcxmM6xWa0AhR0QeSWHGUhIIQgrfVMZgzobC9AU5K5Edga8wo4gZQRCYMAFlZjP6cjWxyZzbYiPnODicq78WouJqX+xcmp2jsBAAkChioS6kVqeDTlDDxtA1NaEhyCTNo9NBx0W8AMDFjcGBhBkA6FNS8FtsLJL370eqx4NDwcwYQhAU2dnZvPvemTNn4HQ6w5oqy1IVZ8+ezV9HampqsGXLFqhUKlkRs0CirD1ISkrCxIkTw/66//znP7F48WLk5eV5XbtGjx4NhUKBqVOnBny+MJWxsrISSqVSdqqgMJXRbrcHFWbsvLW1nrUrRcoYCQkJXo6JoQqzqqoqxMbGBjz2bAG9srISZrMZNpuNjD+iHFkNpoHWxo1bt25FTU0NjEYj8vLycOWVV7bnthFRjpQwkxokWE4/63USDVAqI0EQfuzdi9Qbb0TVCy/gbHw8BjY0wNXcDPWpUyhVKtFNxCkxhouMObgojotz300T9MgSwxofjwTBqjlD39KCmmAR/NhY6NFa16ZUq+HmalS0MgwSKnv0wBiuN5Q6WAYDZ9qAIPsCtGZD1NbWwmKxoIYzNQmHRTxD6GrY1NSE+Ph4WK1WvP7667j55pslJ/C9e/fGJZdcEjCC1Nm4/PLL+cbeADBmzBj8+OOPGD9+vKzn+9aYmUwm2RGpUFMZWUQvR8Zn6EIhLS0N9fX1aGpqglarhdVqlS2aUlNTcfjwYRiNxoDPYenr7LvIImZE9CJLmH322Wf4/vvvcfXVV/MqfePGjaitrcX111/f3ttIRCnJyclQKBR8CkSwiFlGRgYKCwu9UhojDaUyEgThx9y5uAgA3G78Nn061GvX4sQ33yChogLlBgPE/HBZymITN5YoS0tRrVDAFEQkOYxG9BZpMK13ueAKNoFirnp1ddCnpMDDtf3QyugZ5srKAjhhpuecCiWZO7f195YtQV+XpaoVFhbypkrhdNLztVofOXIk/vvf/wLw7kHmi1qt5u31uyobN26E1WqV3TPON2IWikmLrzALtqh56623IiUlhRb0BbC5UGVlJbp37w6LxRJyxCwzMzOg0GLCjDmYyhHRRGSRtTTy7bffYtGiRZgwYQJycnIwYcIELFy4EPn5+e29fUQUo1KpvHpkyGnSnJWVFVVFpxQxIwgiEN1vvhlOAGeefhrdrFZYJJz6tFxUqJkbS7TV1aiSkbLtNpth8njgFDSnBgCDxwN3kNVzBTfBcnCTrlCEmTBKlhzGmipWP3z69Gk+TSucwsxXPIwaNYr/u631S12FpKSkkBwPwynMgk32NRoNJk+eTNdYAczBuri4GPX19SgvL5fVogE4Z+pRV1cXMM3TN2JGqYzRjyxh1tTU5HfiDQYD392duHBhqzaAPGEWbfgKM4qYEQQhpNfEidiTmopxu3Yh1eOBW8JcIpZb/XZyIinBYoFFxuq3MjMTSgCVgl5DLXY7dAAQ5PlKJsxYHzROmOlkCCGNoA+m+bLLgj5eLkJhxiJmciM4cvBtIC0UZkKnQiI4QlfGysrKkFJOY2JioFKpZNeYobzYTgAAHWZJREFUEf4wETZy5EhkZmbi4MGDslo0sOe63W4cPXo0YF0gu49SGTsPsoRZTk4OXnvtNZw9exbNzc0oKSnB66+/7tcHhLjw6OzCjAmxiooKaLXaDi8KJwgi+rEJIkp9FywQfUwcJ3Sc1dXYevvtuLixEY0BrPIZWk7I1B46xN9mLS0FACiCGB4ouZVvXpg5HGgCoFQHr1KIFaQE6sNYA5aamgqlUomKiop2SWVUqVRYuXIl/79wHkLCLDSErowlJSUhN37W6/WyI2aEP8KyDtZf7PLLL5f1XNbYvKGhIeD3y2AwQKVSUcSsEyFLmE2bNg2xsbF44okncOedd2LevHnQ6XSYNm1ae28fEeUwy1agcwoztq0VFRWyc7sJgriwMAjMFLpfcYXoY+K4le7Y779H3ocfAgDcMla/DVx9VwNX7wW0Wu4D5yz4pVBzwq2Fs/NXNDXBEegJwu1tJxGjUCiQmJiIuro6PpUx3GPrww8/zP8tjPLITQMjWmHXv5KSEjQ0NIScChobGyvbLp/wR/h5NZlMmDZtGu655x5Zz71E0BA+0JxLoVDAaDRSjVknIuCymtvthlKphF6vx+zZszFr1izezrMr9ZIg2k5qaip+/vlnAJ1bmDU2NspOISAIoovz/PNe/150zz2wLFyIAz17QlyWAbFGI1wA+gmMPJQyxE8y19i56fRp/rZGztlRHcS6XMWtfDdzkSmFw4Fmmf2Juv3ud7IeB8DveAQjKSkJ9fX1UCqVSEhIaJdMhEcffRQ6nc7rtWleEhrs+neQS6Pt3bt3SM9njphyzD8If4QC6dChQyEtLKSkpPBNt++9996AjzWZTPwCOqUyRj8BhdkDDzyAvLw85OXlISsrC0qlMqy54kTnJzU1FVVVVXC73XyjxM40QAu3lSJmBEEAAAR1SwAQn54OW3k5RgRIGVIolWhQKJAs6CsWK9FTS0jq4MFwA3AXF/O3ObhJVEyQ5tQxPhEzZXMzmuTanRuNcALY3r8/xgR7sM/xCAaLmCmVyrCmMQpZsWIF//dnn312wRt/tAWWvn/gwAEA3q0I5GA0GlFeXo6Wlhaa7LcRhUIBj8fTpmjv9u3bZT2uW7duOHv2LACKmHUGAgqz++67Dz/88AMWLFiA7t27Y+zYsRg9enSXbPRHtI0ePXrA6XSitLQU+/fvR1xcnJ+dcTQjNPugvGuCIAAA27a1/hYIkjgZbT6sSiWSXC4AwPeXXorcmTODPket06FKoYCSq9UFgCZOmGmD1H7FcAulToEwaw4hOqX2eIKLMkD0eAQiKSmJF2YdsZh73XXXtft7dEUUCgXi4uJwjEujDTViZjKZUMg1UqfJfts4dOgQWlpa2vU9MjMz8eOPP8LpdMJut9McPsoJKMyGDx+O4cOHw2azYdu2bdi6dSs++OADDBkyBGPHjkVubi7UMoqMia4LW2E7evQoCgsL0bdv3071mVCr1dBoNGhubuZtZQmCuMBZuLD1t4y+XUIsWi1gt6NQrcbY3btlP68+JgYxXD0WALRwhfrBhJmGCTOusbSqpQUt7ZHOF+LxSEpKwsmTJ9s1YkaEh/j4eFgsFphMppBFdEpKCjZv3gyAhFlbufjii9v9PTIyMnD27Fm+5pMy36IbWSN4XFwcJk6ciKVLl+KVV15Bnz598M4772DGjBntvX1ElMMaeu7YsQPl5eVR1TxaLmyQ6ozbThBE9GBjfaFiYkJ6nlWnQywnroBzlvv6IOlNTJi5uTRyVUsLmqNgYSwxMRH79+/H999/T8IsymGCKtQ0RqA1Y4a1TSJhFr1kZmaiubkZJ0+eBEDCLNoJaQRvaWlBQUEBjh8/jvr6elzEuUmdD++99x527doFtVoNs9mMWbNm8V/wDRs24LvvvoNSqcQ999yDnJwcAMDevXuxbt06uN1ujB8/Htdee+15bwfRNoxGIzIyMnDkyBGUlZWhr0SPn2iGOUuG0lyTIAjClyaDAaiqQnOIwqwxPh4Xnz2LFrsdMXo93NzKdjBhpuOi/G7OalvtdMIZBcJMKMY0Gk0Et4QIBkvhb4swmzx5MpYvXw6gc9WWX2h041p5HD16FAAJs2hH1gj+22+/4fvvv8f27duRmJiIMWPGYPr06WGZyA4ZMgS33XYbVCoV3n//fWzYsAF33HEHiouLsW3bNrz88suora3F0qVL8eqrrwIA1q5di0WLFsFkMmHBggXIzc0Nqds9EV4GDBiATZs2obKyElOnTo305oSMi6sJ6dGjR4S3hCCIzowzORk4dQotIQqzFr0eiQD2deuGofX18HA1Y/GCJtBiaDkB5OYccWOcTtgFdbORQijMYqNgewhpWKZIW4TZ6NGj+b+pFCB6Yef4+PHjAEA1ZlFOQGH2ySef4IcffoDVasWIESMwf/58DBgwIKwbIGwO2b9/f956fceOHRg1ahRiYmKQlpaG9PR0FBQUAADS09N5B5tRo0Zhx44dJMwiyIABA/Ddd98BaD0fnY3hw4fj2LFjYYkAEwRxARPERVEKDxflGmqxwOlwAA0NaAKgDWJIxDeG5iJmMS4XXCGKwvZAuCL/4osvRnBLiGBcfvnl+M9//uMlstoC9ZCLXnyFGUXMopuAwuz48eO45ZZbMHz48A5JR/juu+/4iX1NTQ369evH32c0GvnO5SbBxc9kMvEfNiIyCMX6xIkTI7glbWPFihUYP348rrrqqkhvCkEQ0cDKlW16mpLrhRgTosta6qJFaLnjDsQAKPruOyitVjQoFNAGeV6MXg8nADQ2tv7vcsHVHtfqEI8Hi5jdcMMN1B8yynnqqacwY8aMNrsp33zzzfj444/5dDki+mCimYRZ5yCgMPvLX/4SljdZunQp6rgGmEKY6ANa+5CoVCqMGdNq3usR9IIRIna7QqKhZn5+PvLz8wGAz4Mmwo9QmEmdi2jGbDbjnnvuifRmEAQRLXD1zKGi4SanmhCF2cW334799fUY8uCDqNmzB0q7HXaZtveNABScMNO63XC3hzAL8XiwnpA0WY9+1Gr1ebW4eeedd7Bw4UIyeYlikpKSoFar+bYIJMyimw6pEl68eHHA+7ds2YJdu3bhqaee4if2JpMJ1dXV/GNqamr4HGbh7dXV1UhOThZ93QkTJmDChAnnu/lEEAYNGgQAvKgmCILo1HALegjx+qHnmhzrnM6Q3zKByxBxFBYiprERjTJNPBwKBRQOBwBA43bD0x7CLMTjcfXVV2PhwoWYPn16+LeFiCq0Wi2GDBkS6c0gAqBUKpGamorS0lIAIBEd5bRDw5PQ2Lt3L7744gs8+eST0GrPJW7k5uZi27ZtaGlpQUVFBUpLS9G3b1/06dMHpaWlqKiogNPpxLZt23jLdiIyZGRkID8/H5s2bYr0phAEQZw/y5a1/oRIj0mTcFivR+1zz4X8XCPXz8hZUoKYpiY0yawVa1IqoWxqAgBoPR64dbqQ3zsoIR4PrVaL5557LuSGxQRBtA8sgGE0GskpNcqJuK/u2rVr4XQ6sXTpUgBAv379cP/996NHjx4YOXIkHn30USiVStx7771Qco0zp02bhueeew5utxtXXnkluelFAePHj4/0JhAEQUSU5D59kMwZcYSKISMDLgCor4e2uVm2u2KTSgUVJ8xiAUAbrDKNIIgLDRYlo5rP6CfiwmzVqlWS911//fW4/vrr/W4fNmwYhg0b1p6bRRAEQRAdhkKpRINCAYXVCl1LCywSKfq+NKnVUDc3w+lwtF7Q2yNiRhBEp4aEWech4qmMBEEQBEEAVqUSSpsNeqcTTrkRM40GmqYmOJjBFvUNIwjCBybMqK1B9EPCjCAIgiCigEa1GjF2O/RuN9xxcbKe06zTQdfcDEdtLQBAQcKMIAgfWI0ZRcyin4inMhIEQRBEVPHmmxF5W0dMDDSNjTAA8ARpLs1oiY1FbFUVmi0WAIBSrw//hkXoeBAEER7UnMsrRcyiHxJmBEEQBCHkoosi8rZNWi2SrNbWVJaEBFnPccXFIc7lQgMTZjIjbSERoeNBEER4cLvdAIB4mQs+ROSgVEaCIAiCEPLll60/HUxLbCxSOYdFpcwmsJ64OMR7POciZu0hzCJ0PAiCCA9TpkzBoEGD8Oc//znSm0IEgSJmBEEQBCFkxYrW31df3aFv69TrweSYSm4T2IQEaAE0cs1j1e0hzCJ0PAiCCA9jx47FwYMHI70ZhAwoYkYQBEEQUYBLkGaklmmXr+Aia/bCQgCAqj2EGUEQBNEhkDAjCIIgiGjAYOD/1JhMsp6i4gRcS3ExACBGZm0aQRAEEX2QMCMIgiCIaEAgzLQpKbKewiJr7rKy1v+puJ8gCKLTQsKMIAiCIKIApSB9UZeaKus5Gk7AKaqqAAAxAnFHEARBdC7I/IMgCIIghLz3XkTeVlhXppfZb0iXlgYA0HANprVyTUNCIULHgyAI4kKDhBlBEARBCOnRIyJvGyOoK4tLT5f1HBZZ0zc0AAA07VFjFqHjQRAEcaFBqYwEQRAEIeTjj1t/OhitIH0xjouEBUPPCbjExsbW/2U+LyQidDwIgiAuNChiRhAEQRBC/vd/W3/ffHOHvq1OIKqUanmX5/iMDABAaksLAEAv0zQkJCJ0PAiCIC40KGJGEARBEFGA3LoyIXFpaXADiANgA6DSaMK9WQRBEEQHQcKMIAiCIKKAhF69Qn6OQqlEA/e3XaEI6/YQBEEQHQsJM4IgCIKIAhK6dwcAVChDuzTbVCoAgJ37TRAEQXROqMaMIAiCIKKEkm3bQra8t6vVgMsFh8y6NIIgCCI6UXg8Hk+kN4IgCIIgogauWTPaw0ijHTgYH4/BNhv2GwwYYrGE/w062fEgCILorNDyGkEQBEEI6WQCpEmrBWw2NLeX8UcnOx4EQRCdFaoxIwiCIAghf/97608noTk2FgDg1Grb5w062fEgCILorJAwIwiCIAghnUyIOPX61t86Xfu8QSc7HgRBEJ0VEmYEQRAE0YlxcY2pnSZThLeEIAiCOB9ImBEEQRBEJybt/vtxQqNByowZkd4UgiAI4jwg8w+CIAiC6MQMvOsu4K67Ir0ZBEEQxHlCETOCIAiCIAiCIIgIQ33MCIIgCEKI3d76mzPVuOCh40EQBNEhkDAjCIIgCIIgCIKIMJTKSBAEQRBC3nij9YdohY4HQRBEh0ARM4IgCIIQMm5c6+8tWyK5FdEDHQ+CIIgOIWpcGTdu3Ij3338fb7/9NhISEuDxeLBu3Trs2bMHWq0Ws2bNQnZ2NgBgy5Yt+OyzzwAA119/PcaxiwZBEARBEARBEEQnJCpSGauqqnDgwAGkpKTwt+3ZswdlZWV47bXXcP/99+Ptt98GAFitVqxfvx7PP/88nn/+eaxfvx5WqzVSm04QBEEQBEEQBHHeRIUwe+edd3D77bdDoVDwt+3cuRN5eXlQKBTo378/bDYbamtrsXfvXgwZMgTx8fGIj4/HkCFDsHfv3ghuPUEQBEEQBEEQxPkRcWG2c+dOGI1G9OrVy+v2mpoarwiayWRCTU0NampqYDKZ+NuNRiNqamo6anMJgiAIgiAIgiDCTofUmC1duhR1dXV+t99yyy3YsGEDFi1a5HefmCeJMKIm5/b8/Hzk5+cDAJYvXx7KJhMEQRAXKmRy4Q0dD4IgiA6hQyJmixcvxooVK/x+zGYzKioq8MQTT+DBBx9EdXU1nnzySdTV1cFkMqGqqop/jerqaiQnJ8NoNKK6upq/vaamBsnJyaLvO2HCBCxfvrxTibL58+dHehOIdoTOb9eGzm/Xh85x14bOb9eGzm/Xpiuc34imMmZlZeHtt9/G6tWrsXr1aphMJvztb39DUlIScnNzsXXrVng8Hhw7dgx6vR7JycnIycnBvn37YLVaYbVasW/fPuTk5ERyNwiCIAiCIAiCIM6LqLHL9+XSSy/F7t27MWfOHGg0GsyaNQsAEB8fjylTpmDBggUAgBtuuAHx8fGR3FSCIAiCIAiCIIjzIqqE2erVq/m/FQoFpk+fLvq4q666CldddVVHbVaHMmHChEhvAtGO0Pnt2tD57frQOe7a0Pnt2tD57dp0hfOr8Ii5bBAEQRAEQRAEQRAdRsTt8gmCIAiCIAiCIC50oiqVsatis9mwZs0anDlzBgqFAjNnzoRGo8H//d//obm5GSqVCtOnT0ffvn0BAIcOHcLf//53uFwuGAwGPPPMMwCAvXv3Yt26dXC73Rg/fjyuvfbaSO4WwRGu8/vGG29g9+7dSExMxIoVKyK5S4QP4TjHVVVVWL16Nerq6qBQKDBhwgT88Y9/jPCeEUB4zm9zczOWLFkCp9MJl8uFESNG4KabborwnhFA+MZoAHC73Zg/fz6MRmOXcIDrCoTr/D744IPQ6XRQKpVQqVSdytG7KxOu8yv2Ov3794/kronjIdqdVatWefLz8z0ej8fT0tLisVqtnqVLl3p2797t8Xg8nl27dnmWLFni8Xg8HqvV6pk7d66nsrLS4/F4PHV1dR6Px+NxuVye2bNne8rKyjwtLS2exx9/3HPmzJmO3xnCj3CcX4/H4zl06JDnxIkTnkcffbRjd4AISjjOcU1NjefEiRMej8fjsdvtnjlz5tB3OEoIx/l1u92exsZG/jUWLFjgOXr0aAfvCSFGuMZoj8fj+fLLLz0rV670/PWvf+24HSACEq7zO2vWLE99fX3HbjwRlHCdX7HXiUYolbGdsdvtOHLkCG9WolarERcXB4VCgcbGRv4xrBfbjz/+iN/97ndISUkBACQmJgIACgoKkJ6eDrPZDLVajVGjRmHHjh0R2CNCSLjOLwAMHDiQHEajkHCd4+TkZGRnZwMAYmNjkZmZiZqamo7eHcKHcJ1fhUIBnU4HAHC5XHC5XFAoFB29O4QP4Ryjq6ursXv3bowfP76D94KQIpznl4g+wnV+pV4nGlE9/fTTT0d6I7oyJSUlOHjwII4ePYr169fjxIkTGDx4MPr374/XX38d//rXv7Bv3z48/PDDiIuLw48//giHw4GNGzfi66+/hkajQa9evXD8+HFYLBbk5uYCACorK1FSUoJhw4ZFeA8vbMJ1fhk2mw0//fQTJk2aFLmdIrwI9zkGgIqKCmzYsAG33norYmJiIrNjBIDwnl+324158+bhww8/xKhRo3DllVdGdueIsJ7f//3f/8XNN98Mp9OJY8eOYfTo0ZHdOSKs53fTpk345ZdfkJ+fD4VCwS+kEZEjXOdX6nXU6uir6Iq+LepiuFwunDp1CtOmTUO/fv2wbt06fP7557Db7bj77rsxYsQIbNu2DWvWrMHixYv5xy9evBjNzc1YtGgR+vXrB4+IeSatxkaecJ3fjIyMSO8KIUG4z7HD4cCKFSswdepU6PX6CO8dEc7zq1Qq8eKLL8Jms+Gll15CUVERsrKyIr2LFzThOr+lpaVITExEdnY2Dh06FOndIjjC+f1dunQpjEYj6uvrsWzZMmRkZGDgwIGR3sULmnCdX6nXueWWWyK9i35QKmM7YzKZYDKZ0K9fPwDAiBEjcOrUKXz//ff43e9+BwAYOXIkCgoK+McPHToUOp0OCQkJuPjii1FYWAiTyYTq6mr+daurq/nQLRE5wnV+ieglnOfY6XRixYoVGDNmDP9cIrK0x3c4Li4OAwcOxN69ezt2Zwg/wnV+jx49ip07d+LBBx/EypUrcfDgQbz22msR2y+ilXB+f41GI4DW9Lfhw4fzzyEiRzjn0GKvE42QMGtnkpKSYDKZcPbsWQDAgQMH0L17dxiNRhw+fBgAcPDgQaSnpwMAcnNz8dtvv8HlcqGpqQkFBQXIzMxEnz59UFpaioqKCjidTmzbto1PayQiR7jOLxG9hOscezwerFmzBpmZmfjTn/4Usf0hvAnX+bVYLLDZbACA5uZmHDhwgL7bUUC4zu9tt92GNWvWYPXq1Zg7dy4GDx6MOXPmRGy/iFbCdX4dDgdfs+RwOLB//36KdkcB4Tq/Uq8TjVCD6Q7g9OnTWLNmDZxOJ9LS0jBr1iwUFxfz1vcxMTGYPn06n8+8ceNGbN68GUqlEldddRUmT54MANi9ezfeeecduN1uXHnllbj++usjuVsER7jO78qVK3H48GE0NDQgMTERN910E1+oSkSWcJzj3377DU899RSysrL4NORbb72V6kSjgHCc38LCQqxevRputxsejwcjR47EDTfcEOE9I4DwjdGMQ4cO4csvvyS7/CghHOe3vLwcL730EoDW9LnRo0fTHCtKCNf3V+x1otFwjYQZQRAEQRAEQRBEhKFURoIgCIIgCIIgiAhDwowgCIIgCIIgCCLCkDAjCIIgCIIgCIKIMCTMCIIgCIIgCIIgIgwJM4IgCIIgCIIgiAhDwowgCILodHz22WdYs2ZNh73f4sWL260haWFhIRYtWtQur00QBEF0HtSR3gCCIAiC8OXOO+/k/25uboZarYZS2bqWeP/993doj6GdO3dCp9Ohd+/e7fL6PXv2RFxcHHbu3Inc3Nx2eQ+CIAgi+iFhRhAEQUQd7733Hv/3gw8+iBkzZmDIkCER2Zb//ve/yMvLa9f3GD16NPLz80mYEQRBXMCQMCMIgiA6HZ988gnKysowZ84cVFRUYPbs2Zg5cyY++eQTOBwO3HrrrcjOzsaaNWtQVVWFMWPG4N577+Wf/9133+HLL79EXV0d+vbti/vvvx+pqal+7+N0OnHw4EHcf//9/G0FBQV4++23UVpaCo1Gg9GjR+Puu+8GABw7dgzvvvsuiouLkZqaiqlTp2LQoEEAAKvVinfffRf79u1Dc3MzLr74YsybNw8AMGjQIKxZswYtLS2IiYlpz0NHEARBRCkkzAiCIIguwfHjx/Hqq6/iyJEjeOGFFzB06FAsXrwYLpcL8+bNw8iRIzFw4ED8+uuv2LBhA5588kl069YNn3/+OV599VUsW7bM7zVLS0uhVCphMpn429atW4c//vGPyMvLg8PhQFFREQCgpqYGy5cvx+zZs5GTk4ODBw9ixYoVWLlyJRISErBq1SrodDqsWLECOp0Ox44d41/TaDRCrVbj7Nmz6NmzZ/sfLIIgCCLqIPMPgiAIoktwww03QKPRYOjQodBqtRg9ejQSExNhNBoxYMAA3rwjPz8f1113Hbp37w6VSoXrrrsOp0+fRmVlpd9r2mw26HQ6r9vUajXKyspgsVig0+nQv39/AMDWrVtx6aWXYtiwYVAqlRgyZAj69OmD3bt3o7a2Fnv37sV9992H+Ph4qNVqDBw40Ot1dTodbDZbOx0dgiAIItqhiBlBEATRJUhMTOT/1mg0fv87HA4AQGVlJdatW4d3332Xv9/j8aCmpsYvnTE+Pp5/HuOBBx7Axx9/jEceeQRpaWm44YYbcNlll6Gqqgo///wzdu3axT/W5XJh0KBBqK6uRnx8POLj4yW33+FwIC4urm07TxAEQXR6SJgRBEEQFxQpKSm4/vrrMWbMmKCPTU9P50Wb0WgEAHTr1g1z586F2+3Gr7/+ipdffhlr166FyfT/27tbltXBOI7jvzPEsCZHi9mmA5MguHi9EUGwiFhsRrtGwSDiCzCaNZiEFfcCtPoAMkVl6Gk33BzbebjuG7+fOC7+bGtftmv7Kd/3Va/Xf5tzPB4VRZHO5/PL+DocDorjWNls9s8vEADwLfEqIwDgrRhjNJ1Otd1uJUmXy0XL5fLl2kQiIc/zFIbhx7H5fK7T6STHceS6riTJcRz5vq/VaqUgCPR4PHS/37Ver7Xf75VKpVQsFjUcDhVFkeI4/jQzDEMVCgU+/AEAb4wnZgCAt1IqlXS9XtXr9bTb7eS6rjzPU7lcfrneGKPZbKZKpSJJCoJA4/FYt9tNmUxGzWZTyWRS6XRa7XZbk8lE/X5fjuMol8upVqtJkhqNhkajkVqtluI4Vj6f/9hntlgsZIz5PzcAAPAl/Xg+n0/bJwEAwFfW6XRUrVb/yU+mN5uNBoOBut3uX58NAPg+CDMAAAAAsIw9ZgAAAABgGWEGAAAAAJYRZgAAAABgGWEGAAAAAJYRZgAAAABgGWEGAAAAAJYRZgAAAABgGWEGAAAAAJb9AtDo3Wk69Z2cAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\" Spindle Detection Function \"\"\"\n", "from scipy import signal\n", "def detect_spindle( data, fs=500, param_band = (8,18), param_thr=(5, 2.5, .3, .1) ):\n", " spindlef = bandpass_filt( data, band=param_band, fs=fs )\n", " thr_updown = ( np.std(spindlef)*param_thr[0], np.std(spindlef)*param_thr[1] )\n", " thr_duration = param_thr[2] # sec\n", " thr_interval = param_thr[3] # 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. Multi-channel detection of Spindle and SWA activities\n", "\n", "The detection functions above were designed for single-channel data only, however, we have 36-channel hdEEG data. To detect sleep-related EEG activities in multi-channel, following two functions detect_swa_multichan() and detect_spindles_multichan() are introduced by slightly modifying the original functions. FYI, threshold parameters for detection are adjusted to cover channel-variant voltage range.\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "\"\"\" Define functions: Detection in multiple channels \"\"\"\n", "# (1) SWA\n", "def detect_swa_multichan(data, fs=500, t=EEG_hdeeg.times, shift_band = (.05, 6),\n", " thr_duration = (0.12, 0.70), thr_std = .7, thr_xcorr = 0.7):\n", " \n", " # Data filtering & downshifting\n", " data_filt_all, data_shift_all = data.copy(), data.copy()\n", " for chanIdx in range(data.shape[0]):\n", " data_filt_all[chanIdx,:] = bandpass_filt( data[chanIdx,:], band=shift_band, fs=fs )\n", " data_shift_all[chanIdx,:] = data_filt_all[chanIdx,:].reshape(-1) - get_upper_envelope(data_filt_all[chanIdx,:],t)\n", " std_data = np.std( data_shift_all.flatten() )\n", " \n", " idx_swas = []\n", " for chanIdx in range(data.shape[0]):\n", " data_filt = data_filt_all[chanIdx,:]\n", " data_shift = data_shift_all[chanIdx,:]\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 = []\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", " r, _ = pearsonr( template, data_piece )\n", " if r > thr_xcorr: \n", " result.append([updowns[0][j],updowns[1][j]])\n", " idx_swas.append(np.array(result, dtype=int))\n", " return idx_swas\n", "\n", "# (2) Spindles\n", "def detect_spindle_multichan( data, fs=500, param_band = (8,18), param_thr=(14, 1.6, .5, .1) ):\n", " spindlef, amptd_envelop = data.copy(), data.copy()\n", " for chanIdx in range(data.shape[0]):\n", " spindlef[chanIdx,:] = bandpass_filt( data[chanIdx,:], band=param_band, fs=fs )\n", " amptd_envelop[chanIdx,:] = smooth(np.abs(signal.hilbert(spindlef[chanIdx,:])), fs/5 )\n", " \n", " std_all = np.std( spindlef.flatten() )\n", " thr_updown = ( std_all*param_thr[0], std_all*param_thr[1] )\n", " thr_duration = param_thr[2] # sec\n", " thr_interval = param_thr[3] # sec\n", " big_enough_all = amptd_envelop>thr_updown[1]\n", " idx_spindles = []\n", " for chanIdx in range(data.shape[0]):\n", " idx_merged = np.array([])\n", " big_enough = np.where(big_enough_all[chanIdx,:])[0]\n", " if len(big_enough)>0:\n", " # Duration Thresholding\n", " start_end = find_seg( big_enough )\n", " if start_end.shape[0]:\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[chanIdx,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", " idx_spindles.append( idx_merged )\n", " return idx_spindles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have multi-channel detection functions for both SWA and Spindles, let's try it on example dataset." ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "** Data loading ... Subject 3, Session 7 (Step: R1) **\n", "D:/SciData_Bowon_Sleep/data_BIDS_0812/sub-03/ses-07/eeg/sub-03-R1_screw\n", "Calculating multi-channel spindle and swas... it takes time (3-5 minutes)\n" ] } ], "source": [ "# Sample data selection\n", "_, EEG_hdeeg, sleep_score = load_data(2, 6, verbose=False) # selection of arbitrary data\n", "data_filtered = EEG_hdeeg.data.copy() # for visualization\n", "for chanIdx in range(data_filtered.shape[0]): data_filtered[chanIdx,:]=bandpass_filt(data_filtered[chanIdx,:],band=(1,50)) \n", "\n", "# Multi-channel detection of sleep-related EEG activities \n", "print('Calculating multi-channel spindle and swas... it takes time (3-5 minutes)')\n", "idx_spindles = detect_spindle_multichan( EEG_hdeeg.data )\n", "idx_swas = detect_swa_multichan( EEG_hdeeg.data )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After running detection scripts, visualization of multi-channel data can be performed as follow. In case of bad channel, we're gonna skip drawing it." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualization \n", "plt.figure(figsize=(12,12)); plt.subplot(111)\n", "spacing=5100\n", "y_center = np.linspace( -spacing, spacing, int(data_filtered.shape[0]) )\n", "xlims = (953.5,961.5); t_idx = find_idx( xlims, EEG_hdeeg.times ) # selection of arbitrary time window\n", "for chanIdx in range(data_filtered.shape[0]):\n", " bad_channel = bool( list( EEG_hdeeg.bad_channels ).count(chanIdx) )\n", " if not bad_channel:\n", " # Plot raw data\n", " x_epoch = EEG_hdeeg.times[t_idx[0]:t_idx[1]]\n", " y_epoch = data_filtered[chanIdx,t_idx[0]:t_idx[1]]\n", " line1 = plot( x_epoch, y_epoch-y_center[chanIdx], color=[.2,.2,.2] )\n", " # Mark Spindles\n", " spindle_idx = idx_spindles[chanIdx]\n", " for evIdx in range(spindle_idx.shape[0]):\n", " if (spindle_idx[evIdx,0]>=t_idx[0])&(spindle_idx[evIdx,1]<=t_idx[1]):\n", " x = EEG_hdeeg.times[ spindle_idx[evIdx,0]:spindle_idx[evIdx,1] ]\n", " y = data_filtered[chanIdx,spindle_idx[evIdx,0]:spindle_idx[evIdx,1]]\n", " line2 = plot(x,y-y_center[chanIdx],'m')\n", " # Mark SWAs\n", " swa_idx = idx_swas[chanIdx]\n", " for evIdx in range(swa_idx.shape[0]):\n", " if (swa_idx[evIdx,0]>=t_idx[0])&(swa_idx[evIdx,1]<=t_idx[1]):\n", " x = EEG_hdeeg.times[ swa_idx[evIdx,0]:swa_idx[evIdx,1] ]\n", " y = data_filtered[chanIdx,swa_idx[evIdx,0]:swa_idx[evIdx,1]]\n", " line3 = plot(x,y-y_center[chanIdx],'c')\n", "\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((-1.10*spacing,1.10*spacing))\n", " \n", "plt.title('Example multi-channel SWA & Spindle detection')\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=1.0)\n", "plt.gca().set_facecolor((1,1,1))\n", "xlabel('Time (sec)'); ylabel('Voltage (uV)')\n", "plt.savefig( '%sFig_QQ_ExampleMultiDetection.jpg'%(figure_directory), dpi=figure_dpi );" ] }, { "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": 7, "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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\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": 9, "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": 12, "metadata": {}, "outputs": [], "source": [ "example_info_trace = { 'subject':1, 'day':6 }\n", "example_info_swa = { 'subject':0, 'day':0, 'event':249 }\n", "example_info_spindle = { 'subject':2, 'day':6, 'event':3 }" ] }, { "cell_type": "code", "execution_count": 13, "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, '.', 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": 14, "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": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "** Data loading ... Subject 3, 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: [9, 24, 27, 30, 34, 35]\n" ] }, { "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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\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 }