{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Steady State Auditory Evoked Potential\n", "\n", "In this experiment, participants were presented with sounds of two different amplitude modulation frequencies.\n", "\n", "Stimuli were presented for 3 s with an intertrial interval of 600 ms and random jitter of ±100ms. The task was to passively fixate the center of the screen while the stimuli were played. Six blocks of 2 min were recorded for a single partipant.\n", "\n", "The stimuli were amplitude-modulated sine waves with carrier frequencies of 900 and 770 Hz, and amplitude modulation frequencies of 45 and 40 Hz, respectively." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import os\n", "import sys\n", "from collections import OrderedDict\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "from matplotlib import pyplot as plt\n", "%matplotlib inline\n", "\n", "sys.path.append('../muse_lsl/muse')\n", "import utils" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data into MNE objects" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating RawArray with float64 data, n_channels=5, n_times=30732\n", " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=5, n_times=30732\n", " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=5, n_times=30732\n", " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=5, n_times=30732\n", " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=5, n_times=30732\n", " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=5, n_times=30732\n", " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", "Ready.\n" ] } ], "source": [ "subject = 1\n", "session = 1\n", "raw = utils.load_data('auditory/SSAEP', sfreq=256., \n", " subject_nb=subject, session_nb=session, \n", " ch_ind=[0, 1, 2, 3], \n", " replace_ch_names={'Right AUX': 'POz'})\n", "\n", "stim_freqs = [45, 40]\n", "stim_freqs_str = ['{} Hz'.format(f) for f in stim_freqs]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing in the frequency domain\n", "\n", "We epoch the raw data according to the conditions, and visualize the spectrum of each condition. We expect clear peaks in the spectral domain at the stimulation frequencies of 45 and 40 Hz.\n", "\n", "To improve visualization, we notch filter noise first." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up band-stop filter\n", "197 events found\n", "Events id: [1 2]\n" ] } ], "source": [ "from mne import Epochs, find_events\n", "\n", "notch_raw = raw.copy().notch_filter([60, 67, 120], filter_length='6s')\n", "\n", "events = find_events(notch_raw)\n", "event_id = {stim_freqs_str[0]: 1, stim_freqs_str[1]: 2}\n", "\n", "epochs = Epochs(notch_raw, events=events, event_id=event_id, \n", " tmin=-0.5, tmax=4, baseline=None,\n", " reject={'eeg': 100e-6}, preload=True, \n", " verbose=False, picks=[0, 1, 2, 3])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Effective window size : 4.016 (s)\n", "Effective window size : 4.016 (s)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAn8AAAFXCAYAAADTWSg9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXdYFFcXxt+loxRFsfPZxdiwYK+xYS+oxN6jYtRYYkGN\nRqPGqEmwxNhbLLEEO6IiRo0SOxqNBRuCFUEp0nfP98fd2dmluQgsxfN7nn1m5s6dmTsrgTenKoiI\nwDAMwzAMw3wSGOX0AhiGYRiGYRjDweKPYRiGYRjmE4LFH8MwDMMwzCcEiz+GYRiGYZhPCBZ/DMMw\nDMMwnxAs/hiGYRiGYT4hTHJ6AQzDMBIzZszA/v37052zbds2lC5dGm3atNEZNzY2RokSJdCpUyeM\nHz8e5ubmAIDExER4enri4MGDiIiIQPXq1TF79mzUqFEj294jLRYuXIhTp07Bz88vxTkvLy94eHik\ne/24ceMwfvx4tG7dGs+ePdOMKxQKFCpUCE2bNsXUqVNRokQJnesOHDiAuXPnomPHjli8eHGK+65b\ntw67du1CaGgoKlSogClTpqBly5Yf+ZYMw+R2WPwxDJNrmDVrFqZMmaI57tChA9zc3DB8+HDNmK2t\nLV6/fg0A+OGHH9C8eXMAQFxcHC5fvoxFixYhOjoa3333nWbOwYMHMW/ePNSsWRO//vorRowYAW9v\nbxQpUsRwL/cBOnXqpHkXAPDw8EB0dDRWrlypGStQoIBm383NDRMmTAAAKJVKBAYGYvHixRg1ahS8\nvLxgYmKCpKQk/Pjjjzh06BAsLS1Tfe7vv/+O1atXY8GCBahWrRp8fHzw1VdfYd++fahatWo2vS3D\nMDkJiz+GYXIN1tbWsLa21hwrFAoUKFAA9vb2qc63sbHROefg4ICwsDD88ssv8PDwABFhz549GDdu\nHLp06QJAiMHPP/8cu3fvxtixY7P3hTKAhYUFLCwsNMdmZmYwNTVN890tLCx0zpUoUQK2trbo06cP\nLl68iKZNmyIwMBDnz5/Hnj17NEJRGyLC+vXrMXDgQM33M3bsWJw7dw4bN27E0qVLs/gtGYbJDXDM\nH8Mw+YoqVapAqVTixYsXCAoKQmJiIurWras5b2xsjObNm+PixYtp3iM4OBjjxo2Ds7MznJyc0L17\nd5w6dUpz3svLCzVr1sSDBw/Qt29fODk5wcXFBb6+vpo5cXFxmDZtGurUqYNGjRph2bJlyO6GSlWq\nVAEAjUu4ZMmS2L17N8qWLZvq/EePHuHVq1do1qyZznjjxo3h7++frWtlGCbnYPHHMEy+IiQkBEZG\nRihZsiSUSiUAIfi0KVSoEIKDg9O8x6RJk/DmzRvs2LEDR44cweeff46vv/5a5xoiwsKFC/H111/j\n4MGDKFu2LDw8PBAbGwsA8PT0hK+vL5YuXYqdO3dCpVLh2LFj2fDGMiEhIQCA0qVLAxDvqW1JTU5Q\nUBAAoEyZMjrjZcqUQWhoKGJiYrJppQzD5CQs/hiGyReoVCrcuHED69evh6urK8zNzeHg4AAjIyPc\nvn1bZ25gYCDev3+f5r08PT2xatUqODo6wsHBAe7u7khMTMSVK1c0cxITEzFw4EA0btwY5cqVw+DB\ngxEZGakRVIcPH8YXX3yBtm3bokKFCpg2bRrs7Oyy5+UhrH0LFixAxYoV0aBBA72ukb6DggUL6oxL\nsYXR0dFZu0iGYXIFHPPHMEyeZfLkyRqrXmJiIgCROCFlzVpbW6NTp05Yt24dnJ2dUaVKFXh5eSEg\nIABmZmZp3jc+Ph4///wzrl+/jnfv3mnGIyIidOZpZwxLwi4yMhIRERF48+ZNioSJGjVqpOtuzgi7\ndu3Cvn37AIiEj/j4eNSrVw+rVq2CqalpljyDYZj8CYs/hmHyLB4eHmjSpAkAwMjICPb29jpJEwAw\nZ84cTJ06FT179oSxsTFatWqFwYMH4/jx46neMzo6GoMGDULx4sUxf/58lC5dGsbGxmjfvn2KudoZ\ntAqFAoBwB0vu0uQZtsktbJmha9euGDNmjObZhQoVgo2NTYbuIbmEo6OjUbhwYc14VFSUznmGYfIX\nLP4Yhsmz2Nvbp5nMIGFra4t169YhPDwcxsbGsLW1xXfffYfKlSunOv/ixYsICwvDpk2bNJa7sLCw\nDK1LqjEoxf9JSKIqK7Cysvrgu38I6frg4GA4ODhoxoOCglCyZMk0y8MwDJO34Zg/hmHyNSdOnMB/\n//0HOzs72NraIiEhAadOnULr1q1TnS+5j7UtYYcPH87QM+3s7FCoUCH8+++/mjEiwuXLlz/iDbKP\n8uXLo0yZMjh37pzO+Llz59CiRYscWhXDMNkNW/4YhsnXeHl54fHjx/jxxx9hY2ODFStWwM7ODh06\ndEh1fvXq1WFkZITNmzdjwIAB8Pf3xz///INixYrh1q1bePv2rV7PdXFxwf79+9GkSROUK1cOO3fu\nRFJSEkxMDPdr9/379xoXtFKpRFxcHEJDQwEIi6iZmRnc3d0xf/581KxZE7Vq1cLu3bsRFBSEFStW\nGGydDMMYFhZ/DMPkaxYtWoTvvvsOI0eOhFKpRIsWLbBhw4Y0RZiDgwNmz56NNWvWYPfu3WjWrBkW\nL16MnTt3Ys2aNbCxsdGrNdy0adMQERGBSZMmwcLCAn369EHPnj0zbEXMDJs2bcKqVas0x4GBgZpy\nM9u2bUPDhg3Ru3dvREdHY+nSpQgNDUWVKlWwbt26TLuUGYbJvSgou6uOMgzDMAzDMLkGjvljGIZh\nGIb5hMg14i8iIgJff/01HB0dER4ernPO29sb3bt3h4uLCzp16qTjNnn69CkGDx6Mtm3bwsXFBevX\nrzf00hmGYRiGYfIMuSLmLyIiAm5ubujcuXOKc3fu3MHs2bOxa9cuODo6IiAgAAMHDkS9evVQqlQp\nTJo0CS4uLhg1ahTCw8Ph6uqKKlWqoGXLljnwJgzDMAzDMLmbXGP5W7VqFVxdXVOMW1tbY/ny5XB0\ndAQA1K5dGzY2Nnj48CEePHiAe/fuYdCgQQBEeYXu3bvj0KFDBl07wzAMwzBMXiFXWP5sbW1ha2ur\naUquTZkyZXSajl+9ehWxsbGoXr06rly5gmLFiukUIi1XrhxOnz6t13Pj4uJw69Yt2Nvbp2j8zjAM\nwzAMk5tQKpUIDQ1FjRo1UnQzyggGE39Hjx7F/PnzU4xbW1vD19dXr3vcv38fEydOxLfffgs7OzvE\nxMSkeHlzc/MUVfXT4tatWxgwYIBecxmGYRiGYXIDO3bsgLOz80dfbzDx17lz51Rj+vTl77//xtSp\nUzFjxgx0794dgOiTGRcXpzMvNjYWBQoU0Oue9vb2AMSXWKJEiY9eG8MwDMMwTHbz8uVLDBgwQKNf\nPpZc4fb9EGfPnsXMmTOxcuVKHaVbqVIlvHr1CrGxsRrX78OHDzXxgR9CcvWWKFFCx7XMMAzDMAyT\nW8lsqFquSfhIi7CwMEybNg2//vprChNn+fLlUbNmTU15l+fPn+PQoUOpJo4wDMMwDMMwucTy5+Pj\nA09PTyQlJQEA+vbtCyMjIyxZsgT+/v54//49pk+frnPN8OHD4ebmhp9++gmzZ89Gu3btYGJiAnd3\ndzRq1CgnXoNhGIZhGCbX80m3dwsJCUGbNm1w6tQpdvsyDMMwDJOrySrdkuvdvgzDMAzDMEzWweKP\nYRiGYRjmE4LFH8MwDMMwzCcEiz+GYRiGYZhPCBZ/DMMwDMMwnxAs/hgmjxESAkycCPz7b06vhGEY\nhsmLsPhjmDzG558Dy5cDgwbl9EoYhmHyB5GRkWjevDlmzJihGWvdujVatWqFDh06aD5nzpxJ9frW\nrVvDx8cnxXiXLl3g5eWVbev+WHJFkWeGYfQjKQl48EDs37iRs2thGIbJLyxcuBBmZmYpxn/88Uc0\nbNgwB1aUvbD4Y5g8xN9/y/sFCuTcOhiGYTJCQgIQHGyYZzk4AKnouDQ5ffo0goKC0K1bN7x48SJb\n1vTq1SsMGTJEcxwfH4/nz5/jr7/+QsmSJbPlmenB4o9h8hAHDsj7RYrk3DoYhmH0JSEBcHQEnjwx\nzPPKlQPu3dNPAEZERGDhwoVYv349jhw5kuL8li1b8OOPPyI2Nhbt2rXDuHHjUrUQfojixYtr3MJE\nhHHjxqFFixY5IvwAFn8Mk2cgAg4elI8jI3NuLQzDMPmBhQsXYsCAAShfvnyKcy4uLnBycoKLiwte\nvnyJkSNHwszMDOPGjUvzXp6enjpjISEhKeatWbMGYWFh+OWXX7LmJT4CFn8Mk0f491/d/3OOjARU\nKsCI07YYhsnFmJkJS1xuc/v6+fkhODgYixcvTvX89OnTNfslS5bEwIEDsXfv3jTF36xZs9ChQwed\nsS5duugcnzt3Djt37sS+ffs+yoKYVbD4Y5g8wv37usdEQHQ0YGOTM+thGIbRFzMzoGLFnF6FLt7e\n3ggODkbbtm0BiIxfpVKJx48fY9u2bXj8+DGqVq2qma9SqWBqavrRzwsODsaMGTOwfPlyFC9ePNPr\nzwws/hgmjxAbm3IsIoLFH8MwzMewbNkyneOVK1fi2bNnWLx4McLDw9G3b18sX74cLVu2REREBPbu\n3ZvCkqcvcXFxGD9+PNzd3eHs7JwVy88ULP4YJo8giT+FQlj9ACH+HBxybk0MwzD5ETs7O6xevRrL\nli3DokWLYGRkBBcXFwwdOvSj7ufj44O7d+9i+/bt2L59u2Z82rRpaN26dRatWn9Y/DFMHkESfyVK\nAFI1goiInFsPwzBMfmL8+PE6x02aNNG7QLOfn1+q49oZxD169Pj4xWUxHCrOMHkESfzZ2wvrH8AZ\nvwzDMEzGYfHHMHkESfwVKCDH+bHlj2EYhskoLP4YJo8giT9LS8DWVuyz+GMYhmEyCos/hskjsPhj\nGIZhsgIWfwyjD0lJwKxZgJ7Bv9kBiz+GYRgmK+BsX4bRBy8vYNEiEWzXs6eccWFAWPwxDMMwWQFb\n/hhGH86dE9vISCAmJkeWEBcntpaWcsIHZ/syDMMwGYUtfwyjD+fPy/thYUDBggZfgrblz9hY7LPl\nj2EYhskobPljmA8RHQ3cuCEfv3mTI8tgty/DMAyTFbD4Y5gPcfEioFLJx2FhObIMFn8MwzDZQ2Rk\nJJo3b44ZM2ZoxsLDw+Hu7o62bduiffv2WLx4MVTafwu0GDRoEDZu3JhifPTo0Vi5cmW2rftjYfHH\nMB/iwgXdYxZ/DMMw+YqFCxfCzMxMZ+y7775DsWLFcPLkSRw4cACXLl3Crl27cmiFWQvH/DHMh2Dx\nxzAMkzkSEoDgYMM8y8EBSCbk0uP06dMICgpCt27d8ELdOD06Ohq+vr7w9vaGQqFAgQIF0LdvX3h5\neWHAgAEftawOHTpo9pVKJZ4+fYodO3bA2dn5o+6XGVj8MUx6qFSAv7/uWC4Tf0Q5UnmGYRhGPxIS\nAEdH4MkTwzyvXDng3j29BGBERAQWLlyI9evX48iRI5rxoKAgAMD//vc/rduWQ2Bg4Ecvy8fHR7O/\nYMECPH36FHXr1v3o+2UGFn8Mkx5v38rmNTs7IDw8VyV8KJVivECBHFkSwzBMnmbhwoUYMGAAypcv\nrzMeGxsLU1NTGBnJ0XEWFhaIlX4Rp8KGDRuwd+9enbFXr16hRo0aOmOHDh3C2bNnsW/fPp37GxIW\nfwyTHtHR8n6FCkL85QLLn1TnDxDalMUfwzC5FjMzYYnLZW5fPz8/BAcHY/HixSnOFShQAAkJCVCp\nVBqBFhMTgwLp/LIdOXIkRowYoTM2evRoneO7d+/ihx9+wJYtW2Cj/YvcwLD4Y5j0iIqS98uWBa5c\nyRHxRySLPwsL2fIHCPFXsqTBl8QwDKM/ZmZAxYo5vQodvL29ERwcjLZt2wIQGb9KpRKPHz/G5s2b\nYWxsjKCgII1V8OHDh3B0dPzo50VERGD8+PGYPXt2pu6TFbD4Y5j00BZ/5cqJbQ6Iv4QEIQABXbcv\nwEkfDMMwH8OyZct0jleuXIlnz55pLIEuLi5Yu3YtfvjhB0RFRWHXrl0YNmzYRz1LpVLhm2++Qdu2\nbdG5c+dMrz2zsPhjmPTQdvuWLSu2ORDzpx1mkprbl2EYhsla5syZg9mzZ6Ndu3YwNjZGp06d4Orq\n+lH3unbtGs6ePYugoCCcPn1aMz5kyBD069cvq5asNyz+GCY9JMufpSVQrJjYzwHLX3LxZ2wMWFkJ\nbcrij2EYJvOMHz9e59jW1lbvAs2///57quNr167V7N+7d+/jF5fF5BrxFxERgTlz5sDHxwf+/v6w\ns7PTnPP29sbatWsRFxcHY2NjuLu7o2vXrgAAR0dHODg4wMREfhVPT09UrVrV4O/A5EMky5+1NVCk\niNiPihJ+2AzUkcosycUfIFy/0dFAZKTBlsEwDMPkA3KF+IuIiICbm1uqfvA7d+5g9uzZ2LVrFxwd\nHREQEICBAweiXr16KFWqFABgy5YtKFOmjKGXzXwKSJY/a2ugaFF5PDwcKFHCYMtITfzZ2ADPnrH4\nYxiGYTJGrmnvtmrVqlR96dbW1li+fLkmM6Z27dqwsbHBw4cPDbOwsDBg7lzg8WPDPI/JXUjiz8pK\ntvwBBnf9pib+ChYU25gYgy6FYRiGyePkCsufra0tbG1tERISkuJcmTJldKx6V69eRWxsLKpXr64Z\nW7p0KR4/fgwiQs+ePTFs2DAoMtLyICwMSMtyOHkysG0bcOMGcOCA/vdk8gepuX0Bgyd9pCb+pC2L\nP4ZhGCYjGEz8HT16FPPnz08xbm1tDV9fX73ucf/+fUycOBHffvutJibQ1dUV3bp1Q+PGjREYGIhh\nw4bBzs4OPXr00H9xo0YBZ86IAmraxMfLgs/fn/tofYpou30LFBA/I3FxucLyJ9UaZfHHMAzDZASD\nib/OnTtnqrbN33//jalTp2LGjBno3r27ZvyHH37Q7FeuXBk9evSAn59fxsTftWvA8OHAjh264u7U\nKTmg6vVrEWDFsYWfFpLlz8pKbIsWBUJCckz8mZkBUjcgSfyl022IYRiGYVKgt/hLSEjAo0eP8Pbt\nWxAR7OzsUL58eZibm2fn+gAAZ8+excyZM7Fy5Uo4OztrxqOjo/Hq1StU1KoarlKpdDJ/9WbXLsDZ\nWbh5Jf78U3fOlSss/j41tC1/gHD95qD4k6x+AFv+GIZhmI/jgyrJ19cX27dvx7Vr15CQkKBzzszM\nDHXr1sXAgQM17VGymrCwMEybNg1r166Fk5OTzrlnz56hb9++2LFjB6pVq4aXL1/iyJEj8PDwyNhD\nOncGDh4ENm6UxV9iYsoYv6tXgYxYFJm8j3bCByDH/Rk45i8uTmxZ/DEMwzCZJU3x9/z5c0yaNAlB\nQUHo0aMHhgwZAkdHRxQuXBgKhQLh4eG4f/8+Ll68iG+//Rbr16+Hp6cnSn5Ek1EfHx94enoiKSkJ\nANC3b18YGRlhyZIl8Pf3x/v37zF9+nSda4YPHw43NzcsWLAA06ZNQ2JiIkxMTDBy5Eh07NgxYwvo\n3VuIvzt3hJvXxgY4f16U8wCA1q0BPz9h+WM+LbQTPgBZ/OUCyx8nfDAMwzAfQ5riz83NDYMHD8ag\nQYNgqf0XR02pUqVQqlQptGrVCl9//TW2bduGPn364O+//87wIjp06IAOHTqkeq5WrVoYPXp0mtdm\nNpYQAFC7ttgSAZcvA23aAJcuibFKlQA3N1n8cdLHp0Vqbl8gV4g/tvwxDMMwH0Oadf42bNiAUaNG\npSr8kmNhYYFRo0Zhw4YNWbo4Q+F7pRBUFSuJg4sXxfb6dbGtUweoV0/sv3kDBAcbfoFMzpHc7Ss1\n1ZXGDUR64o8TPhiGYZiMkKb4S6s92uvXr7Fu3TqsXLkSDx480Oua3M6XXwI7HzYUB5L4CwgAAMRV\nrY2Nl2qCTE3F+OXLObBCJsdI7vaVttK4gWDLH8MwDJNVpNvhIzg4GL169YKzszMWLFiA169fo3v3\n7jhw4ACOHTuGPn364Eo+iYO7CCH+VP4XgffvAXUD5s3Xa2PkV+a4CXWyieQOZj4Nklv+JPGXiyx/\nLP4YhmGYjJCu+Fu2bBns7e0xZ84cTYHlwYMHw9vbG97e3pgyZQpWrFhhqLVmG0eOAP9aCvFnFPoK\nOHpUxPYB+PW8iAc8k9gYAPDfxgtYt05zmsnPKJWy6pJEnyQCc4H444QPhmEY5mNIt9TL1atXceDA\nARQtWhR169ZFu3btsHbtWs15Nze3fCH+qlcHGo5yQvxyM5gjAcpf18AYQIKtPW6/FdnL1y2aAHEr\nUSHsMmqPTkBUlBmmTMnZdTPZjLZrl92+DMMwTD4hXctfdHQ0ihYtCkD02DUxMYG19McPos5ffHx8\n9q7QQIz/xhyXFML6Z3z2NAAg0KoOAAXq1QO+O9kEAGCBeNTBdcycmojLv/wNrFkDvH2re7Nnz+TC\nbEzeRdu6J1n8pG10tEHNv5zwwTAMw2QV6Yo/SvbHzcgo3el5mjJlgLOt5+mMnQoTLt8vvgDKNnUA\nSpcGAEwvvA4PqTzqT24OuLsD3bsLFyEAnDwJODgAffoYdP1MNpCe5U+lMqjqSk/8JSaKD8MwDMPo\nQ7puX6VSCT8/P40IVKlUOsfSWH6h8czPsfXUYAzBNgCAf5wQf336QNT2a9wY2LcPrm836V547hzw\nyy/AN98ISyCROpDwX6BmTQO/BZNlaFv+kos/6bykwLKZ9GL+pPNSQjrDMAzDpEe64i8pKQljx47V\nGUt+rMhHBY9btQLqOyxDm+BTsEUEzqAlOnYEypVTT2jSBNi3TzO/A45hR9fdKHJ4CzBrlrjBsWPy\nDdeuBVatMtwLMFlLem5f6Xzx4gZZSnqWP0DE/UklCBmGYRgmPdIVf3fv3jXUOnIFRkZAtxH2qPHd\nLZggCQnWRfHbb1oTmjTR7G40GYXjSR3wV4/G6HXDD3j6VPQI1nYF/v47sGSJwaxDTBYjuX3NzMQH\n0LX8GTDpQx/xxzAMwzD6kH+D+D6SoUOBKKNCCENRLFsGlC2rdbJePaBbN6BVK2z5bAkA4FawLbBs\nmTj/+rXY1qoFmJiIPsGLF3NdmLxK8hp/yfcNWO7lQ+KPkz4YhmEYfUnT8le/fn29XbqX8lHh47Jl\ngYMHhY4bNizZSRMTcRJA6b4A/lXXgp7TG2jWDJD6Go8aBZw/D+zaBXz/vWgV9+efsvWIyRsk7+4B\nCMVlZCQSPtjyxzAMw+RB0hR/M2fO1OyHhoZi586daN++PSpXrgyVSoW7d+/Cz88Po0aNMshCDUmX\nLh+eI3Wyu3sXIhnkl1+ARo0Ac3PA1RUYOBBISgL27gWOHEHg3O2otGg4dPR0QoK4liP1cyeSZU9b\n/CkUwvoXGZnjlj/tfRZ/DMMwjL6kKf569uyp2R8xYgSWL18OJycnnTmdO3fG6tWrMWDAgOxbYS7F\n0VFs798XXl2Fs7Po+2tiApQUhaEvf7Mbr/fGoDOO4r/FB/HNf8Oxfz9gdMALmDEDePgQKFRI9BOu\nVCkH34ZJldTcvtJxLhB/5uZCixKx+GMYhmH0R6+Yv2vXrqFatWopxp2cnHD9+vUsX1ReQBJ/79+L\nms4AgDp1NKVdEhOBkV8q8CdcAQDtcBInD8XgzF8ETJ0KBAYK12F4ODB7dg68AfNBUnP7ah/nsNtX\noeAuHwzDMEzG0Uv8lSpVClu2bEFSUpJmTKVSYfv27ShuoFIXuY0qVeT9e/dSnl++HLh5EziKziCF\nAgUQi7bwxV+eAcCjR2LSoEFiu3s3cOPGB595+7YII+SCvgYiPcuf9vlsRqkUEQKArvgDuMsHwzAM\nk3HSLfUi4eHhgQkTJmDt2rUoWbIklEolQkNDER8fD09Pz+xeY67Eykp0BQkJAc6eFbF/GzeKhJG9\ne4VIA4BOQ4tDcb8xcOECuuEQ3vqoxXLZsuKCCxeE+/ebb0Rh6Fu3ROLIyJFAwYIAhFZcuRJYsUIY\nC48eFVVk8lGJxdxJLrH8aXcKTEv8seWPYRiG0Re9xF+zZs1w9uxZnD17Fq9evUJCQgKKFy+OJk2a\noFixYtm9xlyLo6MQf/Pny2PXrwM+PkBAgDh2dQXwXzfgwgX0wAFEJaqFQ69eItFj/nxgwADA1xcx\nZavC8nUQFERQvo3AzopzsGSJ0IMAMAfzMARb0X3HQcwpXxPffy8/99gxwNtbdCNp3pyFYZaQWsKH\n9rGBLH/aGjO5EVISgyz+GIZhGH1J0+27bt06nWMrKyt06tQJw4YNw+jRo9GjR48Uwm/9+vXZs8pc\nSqdO8r6pqfyHed48YaED1HWh+/QBTE1RFGEojyfiRO/eYtuvn+gOAqDAqydQqGsCPvlxDwYPloVf\nIVvCDAtPVMBjzMYCLFgAPFHfSqUSHuRVq4CWLYGePUWicVbw7p0Qk1OmZM398hS5xO2bWpc5Cbb8\nMQzDMBklTfF34cIF9O3bFxcuXPjgTfz9/dGvXz+95uYnJk8WLtnHj4G3b4Hhw8X4lStiW706UKQI\ngAoVgIMHkWghREMISiPys4ZikkKBhDkL4GZ7HCfRFusxEgBQMe42HHEXPXoAf/0FhF5+Asu4dwCA\nntgPe7yGlGtz9y4QFiav6+BBcY3exMaK0jRz5kCZpFuQ+sAB4YX++WfRwviTIjJSbJP3TTOw25fF\nH8MwDJOVpOn23bx5M9asWYPx48ejSJEiaNy4MRwdHVGoUCEAwLt373D//n34+/sjLCwMI0eOxOjR\now228NxC+fLyvouLiMuTaN5ca2LHjojxvQCf5gvxOw3EkJNG6NNHnPLyAvZGtMdetIcRlOiCIyiJ\nl9jR80/U85qlniRnVZshEUOwFbdvT0XPnoC/vxi3sRE6MyBAxB22bavnS+zaBezYAQD4cmFFlJ45\nRONS1u7wN3cu4Oen5z3zA2/eiG3RorrjudDyxwkfDMMwjL6kaflTKBRwd3eHn58f+vbti2fPnmHt\n2rXw8PCAh4cH1q5di5CQEPTt2xenTp3CmDFj9O4Ikl9p2VK3iYeO+ANg27Qm1rb6A0fRBYcOyeO/\n/iq2HToA7TsYY7+6PEy9x/vkSclK6nyJ9bj3r0gBlQyujRoBbm5if//+DLh+9+7V7HqqxmPP0iC8\nfSuO79zHNTRZAAAgAElEQVSRp50+nUGLYl4nLfGXQ5Y/Y2PAwkL3HMf8MQzDMBnlg6VebG1tMXz4\ncGzYsAFnzpzBjRs3cOPGDZw5cwYbNmzAsGHDYGtra4i15noKFhRd3iSSiz9AtAYGRMZuYqKw0kld\n4SZMEEkbX+xVxwMGBIhMYEAWf3XqAACqIBDTDzcDnjzRWP6aNJFDCUNDRRbyB3n7FvD1BQCooIAN\novBD/CRs3SpOa1v+AGDJEj3umR+IiZHNabnE8mdtnTKRh92+DMMwTEbRq84foz9SEkjFioCDQ8rz\nXbuK7du3ov2vJKYqVRJuY4UCKNKjuej8AQAnT4qtJP6GD8d/bt8BAGrEXkZSm/YIvCMK/zVuDFSu\noES9WuJ4/fo0agLev68pHEcHDgJJSYiHGSbjZwBAdxyE16rniI+XtWe/fmJ74oQQlvkeyeoHpG35\nM5D4k0IPk7t8ARZ/DMMwTMZh8ZfFjB8PLFok1/lLTsWKIhEEACZOFPWdAWDaNMBI+tcwMQE+/1zs\n+/oCr18Dz5+L4zp1oPhuLrpC+I1NHgViAHZAoQAaVXoDVKiAk8GOKIsnuPBHEOaV+A2rvn8ra5k/\n/xQ1arp1A4gQ8K1wLR+HC7yKjkZiQVsYQ4WmD7diwwZRYBgApk8XQkOp1PES51/0EX8Gdvuy+GMY\nhmGyAhZ/WYyZGeDhAdSvn/acefPE9sYNUaalZElg8OBkk9q0EVs/P+DqVbGvUABOTqhUCThu2hX7\n0AsAMBOLUKtaEmxWLwaePkXht49x0aoNAlAbC8LHInHOfFSoIDrKYZ86jvD4cbwbPQ01n/kAAO7V\n6I1TFyxhOkT0aR6Bjfh+nkrzTtWrAz16iEt37tTjiwgMBDp3BjZt0mNyLkRb/NnZ6Z7LQbdvcjjh\ng2EYhskoeok/pWT+YbKEXr2gU6B58mTA3DzZJClV9+1bYM0asV+5MmBlBVNT0V7ue3wLQMT/LTOf\nJWeOACge/QiFIUrDtIEfoqLUMYDnz2vmFFq/DCZQ4q7RZ5h4vg8qV4boLAKgEh7is9AzmseamAD9\n+4vrzp+XawymSliY8H97ewvzpnaLiryCJP4KFxYvr42kwhIT5b5r2Uh64o8TPhiGYZiMopf4a9as\nGRYuXIjbt29n93o+GWbNEs09hg0Dxo5NZUKVKkDp0mJfSg1u2lRzulo14Cac4IWeAIC215YIkWVn\nB6xeLdSkOuiwBv6FDSLw9mYwEBys85gYWOLXFntgaqNWEXXqILF6bQBAbwgr4WefiVPt26vrFkLU\nEkwVlUpknTx4II6jouS4xbxEWpm+gG7RZwNY/9jtyzAMw2Qleom/mTNn4sWLF+jfvz+6dOmCdevW\n4eXLl9m9tnyNQgF8+63wikp/wFNM0C7UV6wYsHCh5lCKG/wS63Gnlps8b8YMwN1dWN9u3AAUChiB\n0Aj/oMB1tdXP3ByqqdMRDzN8ifVw7FVD59GmriIrpR2EaKtaVT1uKmczX7uWxotduSLXg5GE059/\npvNN5FLSE3/aKozFH8MwDJPH0Ev8de3aFatWrYK/vz/GjBmDW7duoVOnThg6dCgOHDiA+Pj47F7n\np0n79mKrUIgMkpIlNafatRPbUjWKoMKl3cKnu2WL3IetYEHhslSrxGb4GyUeqmvK1K+Pq30WwwJx\n2IkBmnslf24VBKIsnmjEHwDUrZmI/yEoedlBGanoYKlSIvgREGZCA7hHsxRJ/EmmTm20VZgBkj4k\n8Ze80QjA4o9hGIbJOBlK+ChQoAC6dOmCRYsWYdKkSbh16xY8PDzQokULrFmzBklZ1VCWEbi5Ad99\nJ1qAtG6tc6pJE1GD78IFdbxg8+bAkCFaKcNq1K7ipjgPx9DzmjHhiVXAwUF4mHVo2BBkJQROB6OT\naKjuRIfnzzFxW10EoRy+uTUECXsPAqNGiR5wEpL4a9wYcBXFqvHunagQnZeQ+uXlEbcvJ3wwDMMw\n+qK3+EtKSsKpU6cwYcIENGnSBNu3b8eIESNw+vRpbNq0CadPn8b32lkMTOYxMRE91aQ022Q4OqYu\nCHRQ+2kbwx9VE28CACJrNsXateJ0u3YpCwfD1BSK1qLUzKLPT6BSJYjagE2bwubpLQDAYNoGM7ce\nopjgwIFyUodUcbpxYySUKgdydhbH69YBEKGAz57p9fY5Sx6J+eOED4ZhGCaj6CX+5s2bh2bNmmHq\n1KmwsrLCpk2bcPz4cbi7u6NEiRKoXr06Vq9ejSNHjmT3epmMorb8WSIOxlCBTEwwdF0TPH0qLIZf\nf53GdWrXr91VXxGY2LAh8OQJyNwcG8y/Qjy0+ti9fy9K0gQHAyEhAIAAy8awtQU2mn8l5nh54e7W\nf1CjBuDsnAcsVemJP2NjWXUZwO2rT5HnhIQMtPNjGIZhPmn0En8PHjzAjBkzcP78eSxatAjOkjVH\niyJFimD06NFZvkAmk5Qrh6Ta9QAAN1ALK5vuxv6zIo5t7VqgVq00rpPiDd+9A0aMENsiRaA4cQJ/\nNFuFSniA7/rfBxo0EPMOHtRY/cjUFOM21UVcHOB+YRASq4qEkqSJUxEfT3j5UuSiGAxfX6BVK+DS\nJf2vSU/8AQbt8qGP2xfIA4KaYRiGyRXoJf5iYmLQo0cPWErWDjVRUVFoIxUjBjBq1KisXR2TeRQK\nmPidRH2rO6iNAHxzQcThde0qQgTTpHJlUYBQKjfTqJHI5G3RArVrAyFwwInHlYHu3cX5Q4c0NQTf\nVayH81ctAABJZIwTbUQPuxrv/kY3dWeSNBNGsoMffwTOnAEWL9ZvPpH+4k8yy2Uj+oo/dv0yDMMw\n+mCS3smbN2/i+vXruHfvHn7//XcQkc75p0+fIjw8PEsWEhERgTlz5sDHxwf+/v6w0+qqcPDgQWzY\nsAEJCQkwMzPD6NGj0aVLF80aZs+ejefPn8PY2Bi9e/fGl19+mSVryjcULoyECoWBm3KvX6nHcLr8\n9JP4JCSINh9q6tQR2xs3AOVv3WA8axbw8iUSN26FKYD9Lxrr3GbRtQ4oZvU56kefxmLMwFF0xvXr\nyX70goKAMWOAmjXlhsdZxS0Rp4gzZ0QdwuRJMcmJjpazk9MSf6VKicbHQUFZt85USEqSLXrpxfwB\nbPljGIZh9CNd8RcXFwd/f38kJSVh8+bNKc5bWFhg4sSJmV5EREQE3Nzc0Llz5xTnbt++jQULFmDP\nnj0oX748bty4gQEDBsDJyQkODg6YNGkSXFxcMGrUKISHh8PV1RVVqlRBy5YtM72u/ETZssDNm/Kx\ndgnBD6Il/ABZ/MXEABciqqN5hQrAo0cwfR8BFRTYEiESVMaOFfWmL/gr4I4luIL6+Ax3MRybcO2a\nlpX4zh3hZg4JAXx8RINkdYHqTBMeDkg1KcPDxZdQu3b616TX11eialXg3Dmx9mxEO6TwQ5a/9++z\ndSkMwzBMPiFdE0iDBg2wZs0aNG3aFH5+fik+3t7eGJKu71B/Vq1aBVepNIgWNjY28PT0RPny5QEA\nTk5OKFiwIB4/fowHDx7g3r17GDRoEADAzs4O3bt3xyGpIwajoWxZeb98efH5WD77TBjoAGDOXAWS\nRoukjhuohYGFjqJ47xZYtgxYtkxOjL0KZ9ys0Q8AMA9zEXgzFolxSmDlShE3qE4UAZC1HUGSd6Xx\n8/vwNfqIP6ntSTaLP+2QwtTEn/byuO46wzAMow9pir9oLZPD8uXLER0dneYns9ja2qJy5cqpnnNw\ncEBTdcYqEeHw4cMwNTVF7dq18ejRIxQrVkwnFrFcuXIIDAzM9JryG9riL0NWv1RQKIAFC8T+X38B\n9bZPQnG8RF1cx6j9HbF3r6g1bWkp9wPu3RuosX8ByNgYJfESfRJ3IHLAGGDCBGHeKlpUVpQnToj2\nJ0WKAMeP6z48KgqYNw/o2RN4/vzDi00u/vSpNyiJPyMjoFCh1OdI4u/Jk2z1t35I/FlaAvb2Yj9Z\n5z6GYRiGSZU03b5NmzbFDXVKprOzMxQpisEJMaZQKHBHD+vH0aNHMX/+/BTj1tbW8PX1/eD1e/bs\nwfLly2Fqaoqff/4ZNjY2iImJgYWFhc48c3NzxHLwUwqyUvwBImawYUPg4kXg5r8KAMUxZ45IqtXG\n01OUAWzSBDAyrgDq1RvYsxsLMBtFvF6JSV98ISyAO3cCEycCx46JlnBJScDgwSJmz95eZIl06AC8\nfi2uq1lTNEhOD0n8KRQikePsWXFfk3QiHiTxZ2cnyrqkhtT2hEjUQHRySn8dH8mHxB8gPOShocDT\np9myBIZhGCafkeZfwI0bN2r2t23blukHde7cOdWYPn1xc3ODm5sbrl+/jnHjxmH58uUoWLAg4qTi\nwmpiY2NRINVmuZ82Ui9gM7MUzUI+CoUC+PlnUSS6eHFg+XJAnYOjg6WlaD6iuW7KZGDPbpSAWvg5\nOQHbtwsxJvWZ086gff1a9CreuxeYNUsWfoBw4SYXf4GBIiu5c2fRD01K9ujYEfD2Fve+eFFT/zBV\nPpTpCwD/+58IuIuJEa7fnBB/69cDe/eiVtEtuIZSbPljGIZh9CJN8addy69BgwZQqVQwUmdJqlQq\n3L17FyVLlkThwoWzdYG3bt1CVFQUGjcWGaR16tRBnTp1cObMGbi6uuLVq1eIjY3VuH4fPnwIR0fH\nbF1TXqRaNeCPP4QBLT1NkxGaNAFevRIa6EMJtBoaNMCjkk1R4YW61dyqVbIV7rPPRGkZqQVIo0bA\nP/8IK+DevXIsYI8eoqXcxYvCZSwFFl6/Dnz+ORARIXobjxsni7/u3YUwDAwEJk0SbejSsv49eSK2\n9vZpJwcbGYkWK9evZ2vcnyT+LCySLdfPDxg9GiBCnwbrsQVz2fLHMAzD6IVef7L/+ecftFL785KS\nktC/f3+4urqiZcuWOHPmTHauD0+fPsW0adPw4sULAMDLly8REBCAatWqoXz58qhZsybWr18PAHj+\n/DkOHTqUauIII7yrWWH108bKKgPCT03YlEWIhDV+wmScI9F+LjQUqFZdgWNKtfXPzk7E/klFpIcP\nF+5aS0vgl1/EWFIS8PffYv/+fZExHBEhjt+/F/X9JCte9epCaALA5cvCbJkaRMDhwwCAo5HNYGsr\nPMWpYoCkj1S7e7x5AwwaJNYKoPJ7UTSRLX8MwzCMPqRb6kVi6dKlmpIuR48eRUhICPz8/BAQEIAV\nK1ZkuqyKj48PPD09kaTuT9W3b18YGRlhyZIl6NSpE54/f46BAwfCRG36GDBgADp27AgA+OmnnzB7\n9my0a9cOJiYmcHd3R6NGjTK1HiZ7cZ7cAvV2ROL6daDjD8ItvGWL0FBfwwMWiqdI6jse7aytAQ8P\nkdwh1THp3BkoV064WW/cEBawDh3EvDdvRIKGl5foJfzHH/JDq1cX50aMADZuBObMEdkoZcqI876+\nSLr3EPOONcD3jx8DAObecEU0xPQWLVJ5ESnu7+7dbPqm0ijw7Ompk+xS6pUs/ohS6dXMMAzDMNqQ\nHtSpU4dUKhUREU2cOJEWLlxIREQqlYrq1q2rzy1yJcHBwVSlShUKDg7O6aV8cuzZQySkCtG1a0S1\nasnH0mfuXKITPkqKq1BVHty3T9xg0iRxXK8eUUQEkbm5OF63TpyPjSUqXFiMlS4tP/jdO6IiRcT4\nmDFi7NEjIlNTIoACUZEIoCA4EKAigOh//yNS//jrsnevuI+5OVFSUrZ8T4sWiUfUrq012KWLGKxS\nRfO92OENAUTh4dmyDIZhGCYXkFW6RS+HnYWFBSIjIxEXF4cLFy7g888/ByDKwaSWBcwwH8LVFahS\nRez37SsXoD5wAJAMyfPmAe07GMH9yQwxUKgQ0KmT2Jf819euicSH+HgRFNerlxi3sBA3HTxYZBJL\n2NoC06eL/Y0bRXzfvHma1ieV8BAAcMS4Bzp2FD/bT5/KYYA6SG7f+Hjg0aOP/zKSkZgoPNpAGpa/\nBw/EtndvzVBtBABg1y/DMAzzYfQSfy1btsSQIUMwYMAAFC5cGI0aNUJ8fDwWLlyIunXrZvcamXyI\nsbEcdnf/vtg6OIgSMseOifhEic2qwVhUbTvoxEnA0hIqFRDXsKUIOCQCpk4FAChbtxOxghJlygBb\ntwq3sTZffSVSlBMTxbnffwcAJBiZa6aMPdkTBw+KvBFA1DNMQZUqcn+1S5c+8pvQJTAQKFkSqFdP\neLFTiD+lUhaazs6aat31FBz3xzAMw+iHXuJv7ty56NChAxo1aoSNGzdCoVBApVIhNDQU33//fXav\nkcmndO4MaLdh7t9fJI9YWopwvagoYN8+AFBg1n8DcCJcZKAPGQJYFrPG6grLxIXqxIeRJ9zQrZse\nAqhAAWHtA4CAANHv93//w0C7Y4iBJcKLOQLNm8PUFGgm8lFSrw1taioEGAD4++v30qdPA3Pnij7D\nSmWK0xMnAmFhwmjZtavIpga0xF9wsNx3uHJlTa+9xpZC/IUFBItEFyljmmEYhmGSk0Vu6DwJx/zl\nPFFRIt7P2prowYOU51UqoiZNRGhbzZpEV65oxwWq6ATaEgEUD1MqhHACiAoUIBo6lOj6dXGPkBAR\nOxcWluzmBw8SNW9OVLAgvdt2kAAie7yiv32iNFMWLxbPcnBII+5v2jQxQZ/Y16QkirEsrHmBCEdn\nUiUmkUpF9OoV0R9/pIx7lD4jR6rvceKEPPj+PdH33xMB9NiyKtXATYooWEKcGzRIn6//47h8mehD\n/83Exmbf8xkmv5CUJAKgU/vlxzCpkFW6Ra9s34iICOzYsQMPHz5EfHx8ivOrpBIaDJNBrKyEx1Sp\nFAa55CgUwNKloibzv/8KayEgPLoFCyow9N4W/AZ3+KItSlcvDKMXQHi4yB7evVs0+Bg+XLhtr16V\nLIlqunUTHwAXT4ihUBRDzcbyFKljSXCwiE2cO1fUTNSgrj+JGzdERnLBgsAPP4iyMgkJIk14717A\nyAjvL91Gwdi3mktt7l2BS/l7uB5fDaGh8i2bNRNlCdXebACyd1kT71emjPjC1Ja/crF3cQkNYPle\nFD1/feA8nEoCp06J9d68CVSoIJdE/GjOnRPvVKKEyHK2tdU9TyRiKn/6SZTkmTAhkw9kmHzMwYOA\nm5uoRiDVJGUYA6CX23fy5MnYuXMnlEolrK2tU3wYJjOYm6cu/CSaNBEVWgDZDTpzphBzDXuWRncc\nwq6iE+DjI+IHPT1F6F9srKiDLMXreXkB9+6l/ozrwmuKSpVEYxCJevWEdxUA9uwRNaR1mspI4k+p\nFAtKSBBdR54/F0F7Xl6aOoCP/7gIAIiADWIVQs0VCQnQEX6WlkI3fvMNsHixPK4pzC31ra5USWyd\nnYX7GYAl4pCgMAMAFIt6hMSXb/DLL0LwOjmJdnzR0cChQ2KJUlJJhti8WWxfvtRdICCE36RJQq2r\nVOIfQu2SZxgmFSTBd/s2EBKSs2thPi30MQ/Wrl2bnj9/nikTY26E3b55h7AwomLFhEfT3p4oJkaM\nK5XCE5r8x1PtDU3x6dePaNMmot27ieLi5Pl9+4rzffqkfHZUFNGaNURGRmLOH38km1C+vDixeDHR\nhQspH3rkCBERXao1nAigv61ciBo2JALoTONptGIFkb8/0a1bKV3TmzYRdepE9PCheqBrV3HPL7+U\nJ/n40IUuC2kQtlIdmwekhIIIoA7wJhsb4S6XllKjhryf4j2IaPNmorFjiW7eTOUfIT6eqFAh+Qbm\n5kRBQUQk3PEPvvkt5btfuZLKjXIxR48StW9P9N9/Ob0S5lNg1Cj5v5Xt23N6NUwewKClXuzt7WGb\n3L3DMAbEzk64citWFB5FyQ1qZCRaApcsqTvf3V3LVQq59e6uXcIN/MUXoj2vj48Ylyx/ai+qDlZW\nwoLYvr043rJFbBMTgWnTgMsmauufv7+m40i4lQOeoCwA4PmFJwCAIoHC8hf5WUOgdm0AQAvrAIwf\nLzrZVa+um6wMAMOGAUePCpctgJSWPwBwcUGRn2Zit9lgXI+siDsQJWga4BKiIlWI+vcxmuEcrBCF\n/24p8Qsm4iya49FR3c4kT5+K72b1avF9DRkikk80nDwJvHsn9gsXFiVu+vVD6H+h6Nf0KYotU/up\nu3fXZCFjzx7dFyISVsHcyLNnQL9+orPMggU5vRrmU0A7MSubu2UxjDZ6ib8pU6bghx9+QHh4eHav\nh2HSpGNHEfI2aNCH5xYpIoQMIMTbsWNAsWLi2MJCiMbXr4GRI0VrOancTHqVi4YOFdsTJ4SHZuRI\n4eHcGijEH505Axw/DgA4Ft0cT1AOABB05gnev4hEudj/AADW7RppxB8CAnQfEhEhehdPmZLSZapd\n5kXyRaupUkVoMzs74BJES7wvCp3AFTjjMSrgHFrgqUUV7EI/TMRyNMffGLG7ncg+PnoUePcOW7fK\njyQCtm0DnKvF4OxfarG2e7fYNm4st9i7cAEFm9SCT3wrWCMab02KgtatB/r0Eef/+EN8Ub16Ad9/\nL9r1GRsL/7mvb9pfdk4wYYLcT+/kydwrUpn8g7arl8UfY0j0MQ+6uLhQnTp1qGrVqlS3bl2qX7++\nzievwm7f/M2bNyLrV2oKcu+e2I+IIDp7Vva2fPON7MWMjk77frGxstdTckEDRKUQQgkw0XF3jsZv\ntMN0CBFAJwv3pis/+mrOvb7zRtc9/OKF/BBpMQDRmTO6C3j8WD6Xql9WTDnpujrttOE0PqpSpahj\nqQACiNzdiTw9ifqb7SUlFPTCqBQltfxc9nt7eoqH7dghd1ZRf77ALtq9m0RGsD7PPnw4Y/+oZ84I\n95jks8+qzirHjqVc27VrWXNvhkmLokV1f+byYXgVk7VklW7RS/x5eXml+8mrsPj7dFGpiEqWFL9v\n1Z3dyMXlw9eNG6f7u3rQIKKvvybajv46Jxpb/0u3+8wlAugy6tHu2guJAHpiVkncKCqKSCFi8+jY\nMTH2+DGRmZl8H2lBKhXRjz8SlSmjW+YlLZIJr+2O8ynhcgBR9epEAEW160ltcYJiYKEzLwLWtBZf\n0iPPg0SJiRRXpkJKQVSxIlFoqOZRyoCbtKTAXFqMaTTKdBMBKqpalUilVMkBhmXLEvXuTVSpElH3\n7kTr1xN99pk4V62aLOB+/53IyYno4sXU3+vdOyIL9ZodHORgRmdn0dZPuk9cXBp1edJBiqVs1Iio\nVCmx/8MPGbsHw2SEuLiU/33t2pXTq2JyOQYVf/kVFn+fNiNG6P7eXbHiw9dERhL9+ivRzz8LK2Ji\novj0KXdJc6MwFKYpk5SUsG4zEUChKEIHIcTFZccB8s2k3rydOxP17CkLIkmNSgkTq1bpLrR79/QX\nGR8vi8jatcUCiYTp8uJFUiUpydaWqBheUkWjR1QXV+gFius+o3Vrzf5STKE9FoPozOgddO64rujU\nrru4dq28f+8eET17RnTiBIW/jKeHD0VyjoZL8vdFW7aIYowFChABpOzQkX77jahcOaJu3bR03OHD\n6VsRR44k8vIisrISF6bFu3fiO+3QgahlSyGWjY3FPX7/XZiLAaLPP09xaWAgkasrUZs26VuJGeaD\nPHok/+wWV//399VXOb0qJpdjcPG3b98+6t+/P7Vu3ZqIiOLi4mjFihWk1PmNnrdg8fdp8+efutpB\nk1H7ERw5QnQOTYkAOoBuombrX39pbv4ONsLqtmS1fFGfPqmLmFWriKpWFftFihCZmMiWwOvX9bNq\nTZki1JNU6ToZbdroPrJdtRD63mgOva1YV+dEdNtumscDwlip7XFeKAyaVLq00Jh2drJnOCaG6Ntv\nZR1qZUU0fbqWCOzVS5woUUJnQUkKY7LHK+qEIzQGq+nNih0iDXryZDHH0ZFo0iSiqVOJdu6UrXbJ\nP7dupXzx/ftlk6/0sbISW2troeh27ZJFeJRc8HvnTl0vNxtpmExx7pz8wzRwoNh26pTTq2JyOQYV\nfytWrKCWLVvSmjVrqGbNmkRE9ObNG+revTv99NNPmVpATsLi79MmIkLWVVWrZu5eKhXRoEb3aR1G\n0phWd8TgkycpBYm2clq6VNfFO24c0bJlwn155AjpqK4qVYTFKouYMUO+da1aYv0qFQnrYKtW8smL\nF2nePCJLSznkb+lScY/4eOGlBYiGDxdjUsmc9u11b6P9GTRIbYy8c0d24yb7+KK17libNsKKCQhh\nSyKmc/JkokYNlHTcplfK+6jnaTh6VD5nbi4sf9rzR4wQ80JDZZe8hwcRESUk6MZ5ar8zox8bNgiD\n7MuXOb2SXIL0PxlWVqIFkfQfI8Okg0HFX8uWLenu3btERFRL64fz6dOn1KpVq0wtICdh8cd07Ch+\n586cmfl7hYYKYfTqlXogMVF2JwJEtra6vs/ISBFX5ueX+g2fPCGaPVv4Ge/dy/wCtdC2em7enOzk\nu3dEw4aliHnrrw5r7NpVHI8fL9/D11eMbd2aUoNNnChyJ4YPl8cWLFDf9OpVWUE6OdFfJdx0LpYs\npjqfI0dIpRJeWWnIAjF0zH4QqXr0EBkrgFBrCQma9Se1F//YMZVqEN2/Lwa1F3XunPyyY8bI42PG\n0MPO46g2rmlEH5BOyz8mBXFxGq8+TZ6c06vJJSxbJluyt20T+4UL5/SqmFyOQcVf7dq1Nfva4i8+\nPl7nOK/B4o95/lxYJLQLPmcp5crJIqJjx2x6SMZ5907kbjg76//ua9aI1yhUSLQjlV5r6lR5zsuX\nujqtZ0/5nEolC0idXxsJCUQnTtC9i2+pE45oLo6wsKcSeE6PrbQqUxsbE0VE0Pr18lAvLaPf/v0k\n+qSqBy7MOEhffUX05MIzSoIwXY4tsktOEo6KEjdwd9dVcvHxou+z1svcQjVq0VylE66YIU0+d66w\nNvbvL6vlzPDPP8Jd+OuvuuMRESmsxJGRIl4xp9BuSW1vr6PJ9eL+faIGDYTVON8I7kmTxBfSujXR\n6dPyF8TBpEw6GFT8ubq60qlTp4hIV/xt376dukpmgDwIiz8m29H2fWrMXbmHjITs3rkjv4oU29ey\npVW/4k4AACAASURBVJxPIlGvntoaZyFi2rU5eVK+R0iI7rkvvyQyQQIFGZcnlZERHR59mACir2x/\nly9q2JBevBBGVEAYRVUqOT+lcmV1tYwWLYgAOoG2BBBNM1pCBNBb2JIFYsjXV3jamjcX1XWOHhUC\nSYfXr4lcXCixWi3N8w99e4mSkoSBBhDhmXqhJUg1InbrViHeatcWalpSNUFBwjSbrOxHUpLQBXFx\npJt2bmIiZ38/fSpiGgsXFusncdv5jtvpMDrTnYELRFa5gZk4Uff19+/X/9p//5XzIYA0qxzlPdzU\nVu7Bg4Uyl15Q7WVjmNQwqPg7efIkOTk5kbu7O1WrVo1mzZpFrq6uVL16dY0ozIuw+GOyHSlzFBAJ\nIHkYlUpYbbT/iKfWvW3rVpErsXx5ynPa7r8NG+Txq1flmMJfv3tNdP8++furtQ0SKL5UWSKAlB6z\nNPGKtrayPrp6VQ7Ts7Mj+ra67Ndugb/oFqoRAbQOXxIgLJ7JvcnGxkIQarNmDVGliiq6h8pEAMV/\nKbIxJWvjhxKvNWgH90vtAJN/qlYlatdODhUwMhI+9ufP6eRJooIFxXAV8ycpr71wQajDli3lsd9/\nJyKii/5KCofclk9lZ5dSeWczlSvrLldfm0FcnG6FI4Bo/vzsXavBaCoSxMjDQ8TaSi+YFVZhJt9i\n0PZubdu2xa5du1CqVCk0btwY7969Q6NGjeDt7Y3WrVtndx1qhsm7lCsntqamQP36ObqUzKJQAC1a\nyMft2gH16qWcN3gwEBcnGmYkx9wckH5lSK31VCpg7FixrVIFGDHDHqhcGbVqiU4sSTBF87eHsACz\nMD5kOtauFdd99ZXc1q9uXWDHDsDGBggPB76/3RPXIHr1nbbshOoQ3VUKuA8BAFy5Iq5zcBDNVhQK\n0UDll1/EX2AA8PYGxowBHjxUYAuGAgDM9u0E4uPRrp2Yc/q0no1ApD55JibA2bNA2bLi2MoKaN5c\n7N+9KzqLKJXyF3P4MNCwIXZ53MT79+p3jb8gdiwsAHt7aF5o2TLdLhHq/SPL7qIwRFu+eJhBER4O\nrFqlx6KzhsBAuSvhmDFi6+0NPH/+4Wv37RNNMEyQhOENbmEClsNp+XDgwoXsW7ChkLp7lC4t/i2L\nFhXHwcE5tybm0yGLxGiehC1/TLZz9qyw4Li65vRKsoQVK2QDRVp5Kh/i119ly11iokg4ke558qTu\n3Bo1UjeSmZqm3gwhKEgU3R4/nsh3YrK6gKNH04vnKo2FEZDra0tWRkDOBZEqyNSqRXTjyFNSSabF\nvXspIECen9y1nSobN4rJxYuL45AQUQ8nKEiYVP38hElr6FCi334jCg8X11haEkHUjqyAB9SoEdFy\nqDNtmjcX6bMA7bUcSO/M1WZZySddqRJFRhK5m20ggkieWQRhNlUVLkx0/LiIdczmYMDly+VlRUbK\nXXLmzv3wtQ0bEv2CrynOSDcrPL5Gnaxf6M2bop6PIYIKlUq5nqfkA69TRxx//332P5/JsxjM7ZuY\nmEjbt2+n/v37U/PmzalVq1Y0fPhwOnjwYKYenBtg8ccYhNDQrGtDlsO8fi3E0NChH/838uFD+e/4\noUNEFSrI8XvJGTxYnqtdnm/IED0epFKJEjHGxkRLlmgW3KmTuEe7dvLUxETZrSrVnJZEotp7KurX\nAEQtWlBcjJL6K3ZSfVwkvX4VLhExh1StGimVqcdaxsaKbPHNm4WgfP6cKPqvy/TeQgRY3jKpRX8d\njabLEEGVkWOnC8EI6HRr8eokZ8NM6BVC6zCSCKCnVdtRSTyjeJjqCCn64gs9XiCDBASIhBQSNcwB\nUQaISFTgAUR5x/j4tG9x6RJRaQTrrPU9hBhWKoxSCdJU8+SJ+L8IlYoePRJNW6ZM+cDPq1IpilXq\n/INnI69eye91+bIYk/5vY9So7H8+k2cxiPhLSkqiIUOGUIMGDWjBggW0a9cu2r59O82YMYOqV69O\nX331FanycOoViz+GyRnq1xd/57TL/KUWyH/8uCgSPXasMJIVLSpK9KVWvzlVEhNFgWgtQkKIFi8W\ndQK1kepMf/mlML5I1qqYGPUE7TqB6qK8sTCnjWMufXgd06cTARRVtzkVLCjiErt3J9IOmZ43L6WF\n08iIqJPpCU2mclKfvpQIERN49psD9HTNUZ0LbuMzMkesRgz2ww76F6Ktn3L2HPriC6JtGKj7kMKF\ns/Z/Tp4+1RSGTLxwSVND23vSCaIZMyj48HVNfObOneKSsDCi27flW6hUwqg5Gr8JS6WVFdGdO/Rl\nj9dpx8bFxIgfFLVFLenn5dS4sTw93aLc167JE1u0kMcjIkSmU1b/ndOOAZXaJUolinJRVQAm92EQ\n8bd9+3bq2LEjhSX75UlE9OjRI2rfvj1t3bo1UwvISVj8MUzOcOOGbhvjHj3SnqtdFuTVq+xLVp0z\nR6ylcmVRww8gmjBBa4JSKXde0fq8sSxN9OKFzr1StBceKaxvNyv1SCHwunQRRqzkSRHaHw8sTDE4\nY/grWjBet7aOX8MZZGZG5IdWRAAdKvAFKaFWWt7epFIRHVgWSDdRk/6AVk1Ff//MfXnR0SLrJjGR\naNo0zX3DmnYhgMgNf5BKq+blFfsOZI0IathQXCJ1NpSSgDw9xfFhqM2GvXoRkTDK3YVoixg/ez61\naSM86UuWECVOma7zXbyzKk2miKdCCCcjJJGdXYp/Jhmp5p70OXZMpJBLa9Y7rVtPVq+WzZ8SUqFn\ndSMFhkkNg4i/fv360enTp9M8f+bMGequd7pb7oPFH8PkHD//LP+tTS1r2ND4+Oj+/Tc2Jvrvv2ST\ntBoYvy1UlqKhTl3Wavdx757oFNenj9Z1PXsSAXSg6AgChK5o0EB+Vtu28v7Zs0Ic37ghKr64uxNt\nWpco/O3qSfdRiWrUICpViigIDvLF//xDr14RPRv1nbCYaQc4hodrliOErooeQO1z1ycALzVu3xYm\nU6kbTcuWclCf+rMc4zXWSu2+1WfQnCzxnkaPlqebmYmYTRMTIku8p3gp1k9difzFC6JNGEoE0N2K\nHbUeo6Jn5iKL+knNzhrB64UelKgwpTtGn9H/8ISGDlWvOzFR1/cuxQJIH8k0KX2qVs1a659URFw7\n9kAq9FyoUNY9h8l3GET8OTs7p2r1k0hMTCQnJ6dMLSAnYfHHMDmHUimSAXbsyOmVCN690/2bn7w7\nHBEJ12LFikQFC9JfSy/RQngIl6pzfc2UdetkIaPRF+q6g0sU0wgQMf4qlSiQra0xKlZMR2OcPauZ\nuAWDNdf8CSEsqeT/2bvz+Jiu94Hjn5lMdhFiFyEUia22aFCEWCuorRpVO9XFUm0tVRRfra1ViraK\norV8W9+2qLThl9pa1FZbrak1dhWCyD7398eZJSMRo7Ixz/v1yisz996598w1kSfPOec5pawXPHbM\nMlnEErykY16abx6qqzG5bvDD37Cvv77v8nypTs5aUpl7StrUqKFSt+lmDa2hvaYjLdNs56DSa62B\nWLo14Sb4qhscSyFNR5pWsKCmVeUvywsbu/yhrSLjcn8x+Gq1XA5rN45eUgNNn3pK/aMnJ1vWd75V\nKF1dGXd3FRSbn6dbJ/vUqUfsKTeXeUn/IUtf6DndmtJCpJcrpV6Sk5Px8fG5736DwYCmadk+A1kI\n8eTT61U5mJdeyuuWKN7eUL26ely2LEyYkMlB7u6wfz+cPYtf53qcpjwAaWfPWw7555pGKL9SPDmG\nf/4xbTSVermmFQGgUSNVXub9963lagB69FDbM9W4MQwfjubszApDb8vma+37q1JCI0aomwoQEAA7\nd1rfUJs2NqdycVGlcTa5qO36vbsxXrue5f2xceMGDBigavr4+qqTffCBZffytHB6nZ8CQCpOnGjx\nuio9U7w4DBmiytIAHfiJoXwKwOefg48PFPRMY2Wrxcz1HKlO9swzUKKE5dyeLRoAUJibBHCcESPg\ndb+fALhCCX5Prsdc95HWttavj+bpSRkusCa5DXEde8GpU3DyJCxZArt3w507ALx4cz4pGEjBQMLy\nH9Q/kLlc04oVACxeDBUqQNOmcOuW/bfMQtPg0CH1uEYN6/YyZayPz59HiByVVWRoz9JtsrybEOJJ\n8e23quLG1q0PPjYtTdM6uv6suld1OsvgxM9e2KhpoB2ghrU7u2RJTQOtL4u0qlVtz/PVV9aEz9Gj\ndjQyNVWLiNC0adPuqdKSWcowIUHTtmxR3zPxzWe3LLN/97z3gx0XV6Vwvuu5xtqtbMrKnT6tJmhE\n0koLdD+jgaY15HetAn9rFy7ccxKjUTO+GK5poCXiovWuqbJqt29rWtKc+bZZu3uqha//Jc2y5nN/\nFmgnTmjalUoNNQ20Bahu9aFDNTWubuJElebcsUNLdHLPkA3UKlbUtHHjNA20U/hroGl12KNV45C2\nYIHpgu+q7K5WpoyWeDfNMikYVNf9PSvpPdiZM9YT7N1r3Z6+0PO9NY8czKJFatjEqlUPvxTgky5X\nun0DAwO1jh07ZvlVpUqVR2pAXpLgTwjxKF6qfsD6C/vcOU3TNG15vU80DbQUnLTVPxpVUGYa69aB\n1dqrr9qeIy1NlXhZtCgP3oCmaX+7qEksUc/NsOv40FBN+xi1Lu1uXT3LamTm3txChdRqc2PGqHGT\nzZrd50Q3b2qJpf01DbTbjdpYt5tqF2o1a6pFge8Jau/e1bSf9WqM3vpC3TTtyhVLDcYOrNZ0OrWa\n3r2OTfnBMhbwVuU6Gcb3fc4grX1766prQUGmFx46ZDn2ql8dLZQoTa+3DhEYMsSu22b1k6n+pF6f\nMSgvXlzt+/LLhzzpk8VcqtI8WuDeJSQdWXbFLYassoJvvPHGAzOHzZs3z7YspBBCPE6K1CwDf5me\nXLgAfn64xl4CwEAa16Jvwh0DpKQAcJ0ivNjY9hx6PbzzTi42+h63CpWDq8fQTp994LFGI+zaBTPY\nDMBGrSkHJqle359UzyvPPQceHqoX+J13wMvrPifz9sZ11nTo1o0Cv0eqFU4qVoTN6ty8/jqWpVTS\ncXeHi7XC4M+faZr4C6xciU7TSDG4EZXaghdfhKeeyni5yqM6MeaL5VQ8G8XaotNYXawjum3bQNM4\nTmXeZyJfDVLn/+47tWjK3r1Qu3Z1jtTqQfX9yykW8ycRhPF253MUq1aciRNh4UIYN8662AqpqWol\nl/sxd/lWrqxW9kgvIACuXoXjx+//+ifcnTtqVIHZoUNqhZgqVfKuTU+kbApGH0uS+RNCPIrx44zW\nAsv/+5+maZr2c7GelrTFR68cV/2hpueBHLFvRZBc9EfNVzQNtN8KP3jB3bN7rmqFiLVk0J4jQtPp\nNG3nTutE3oeawJOSYq2r89prtkutnDx535fdPnzWepyXl+qCfqmH9ttv9+3h1jRN09asSdfjOlFl\n4K4WqqSV4oLm56cmcRiN1rI7oaGqoDgYtSZs1m6jKoFfHjNbu3HDcmlt3DjTBf77X5USrFdP1YXU\nVC9vw4aaNm1IjEqH1lVFum2ng5sMHKj2tW37EDfxyXL8eMbe+bVr87pV+Ueuru0rhBAioyJFdVzA\nVz0xDdIvGH/Jsj/+zDXrur7ADV0Rm3H9+YGhQlkACt96QObvxx8pG1ScfdRGj4am13POrxGaBu3b\nq+Smk5PK/Nl/cQMMHqweL10K336rHvv7q1kV91Ggalm1KDPA7dsA6Ab0p1GjjMm09Nq3hwZqvgiv\nrG2HdvQY7f32c4nSdO+u2q/TqTkpABs3qmaBjoLtQjgc2BWAEuu/plAh61rFc+fCrRtpMGaMild2\n74awMFi0iDfegP3b43luznPw4YcqnQgkBdSwrNdsYU5vHTuW9X3LyrlzavLPn3/++3PkofRrPpsn\nQ/39d9605UkmwZ8QQvxLRYvCeUzR3IULAPgkWYO/5Au2wZ9zCR+cnXO1iQ/kWa0cAL5pZ2262zKI\nigLAHxUk6urWZdi4goDqqQRo0gQKF37IBgwYoPqJ796FWbPUthYtHvy69u2tjytUgJCQB75Ep1Px\nF6gYbNPFAHYf9gDUZGqzwYNVU8yB+sCBsGYNBM/rZX3x4cMMHw6urqqbclWfdWoWMVhmWSe9NZrf\nI27yJa9Qg78w6vRQpgxppXxp/mU4lStjnREOEBiovp8+rWZSP6zbt6F1azWbOjQUjh59+HPkMdOP\nEd7eULOmeizBX/aT4E8IIf6lokWxZP6MMecxGqF4mjX4M179xxL83cSbUn5ZDrPOE8WDVPBXiDhO\n7Yu7/4HmCM+sWTP694eZM1WmbPhwVa7lofn4WIM+s4cN/vr1s5a5eYCQEFXKB2DiRDWOEawZQVBB\n4rBhqhpMdDTMn286fdOm4OenDpo/n1KlYPRo9bTCWtN7CA2Fn39Gc3fH9dY/HKYaPVBlYuaUmgIx\nMfRreZ5tVytx8SJ89lm6xpmDP01TF87CqVOQnJxuQ2oq9OljzRrGxUG7djZ/fDwOzJk/X181BBQk\n+MsJEvwJIcS/lD7zl3r2AjevJFGEWMt+p9hraP+oX77XKYKvb540M0uFa5WzPL6089z9DzT9Vt5O\nA3bWHwpvv41er4K+Tz9VQWBAwL9sxMCBMGOGeuzmpgKoB6lbV3WtVq2qXm8nnc5a9nDrVvU9MBCK\nFMl4rIuLCkAstRf1euhlyv7NmQMTJjB6lEaHsvtpZpoEYxw2HPz8ONBSzeLxRd23JfTmzYsj+PJL\n+Ppr6zXmzoWEBNOTcuWs/db3Zu3+/tsyWWTFCjWpZcAA076//lLR6w8/qOeDBqmU5KlTKnI1++47\n1aWevgH32rMHFiywRsW5zJz5K11agr+cdN8/Q7/O6sNxj17mHwYhhHAgRYpgM+Yv7vhl0pfFL5x2\njbvnk/FEBX/5bbwfgM63NKk4YSCNmwfOAjUyPU67eAkdsIKXaDFqMBTP5oa88w48/TQULJhu6mwW\n9HpYt+5fXapNG/jyS+vzhg0f4sWjR8Mff8Cvv8LEibgVLszngfvgHJygEoeS2tLJCAOOj2Q+EVRw\nu4j3wpmMeSccLusYNEidpmJF1bt77Rp89RW88YbpPQUEwIED1gze7t3w9tvw229q/6ZNzJ/fBFCz\nrKcPOknJts9aK04PHw4ff6zSgosXq+LaY8aorupevSApSQ1WbNjQGl2ZxcWprGtcnBqP2bfvv7q/\njyKzzN+ZM+rtuLjkenOeWPcN/pYsWWLXCXQ6nQR/QgiHlD7zZ7hygfjoizb7i3GNu+dS83Xwh8HA\nDc8yFIs/S3L0fSZ9aBraJRX8XaKUzcIU2apVqxw6sa3QUBXbpKaq588++xAvLlAAIiLgxRfVQMDx\n4yltGp83m2FsnqAHPew9XoBn2MXOrXqC6ukYcBz+8x91Cjc3FZfNmwf//a8aYzh/vgoCgwIDrcHf\noUOq3E2cqTveaCRp8nR+/10FfwZjEtqLL6rAr2hRWLnS2mXepIm6yLZtKsLs3FkFfqBSjf37w6ZN\ntt3lX3xhvdbSpXka/KXP/BmNcPYsVKqU6815Yt03+Nu4caNdJ7ieTeMJ4uLiGD9+PJGRkezYscNm\nWbk1a9awcOFCkpOTcXFxYdCgQbRr1w6AgIAA/Pz8MKSrqzRr1iwCzWMnhBAih3h4wD8uvpAM+uQk\njAf/stlfjGskXVLdZ/m12xcgvmg5isWfxen8fYK/uDj0SSrAueFaivLlc7FxOcDbW/WS/vabev5Q\nmT9QXarz56vpwKaMW2oBb5be6U38EeiqJgXTrLkTQfXU4/HjVcbRy0vNT/H0hJIlVRLxzBkV502b\nBquqm2b8bt9OWqs2OMXFkVakGE59esHHH+P6fxFUIJq/qcRkxlLqgpo9zLJltmMlm6gAkfh41S1+\n7pyKOseMUY3ZuhV+/BG6dFHHJSbCJ59YX79li3qNeYDko7hzR6Xuslgu1szc7evrq3qo9XoV/P39\ntwR/2emRxvxdvXqV5x5qXn/m4uLi6NatG09lUpnz8OHDTJ48mU8//ZT169czefJkRo8eTUxMjOWY\nJUuWEBkZafmSwE8IkRt0OrjrY03nuf61x2Z/Uf4h5bJ1zF++zPwBmp8a91fg+lkyXa49Xf0Nz0ql\n7Z1bka+Zx/0VKaLqLT+0EiVg7FjLU8OrA2nxfAHLcx8fmD7derjBoILMGjVU4Acqs/X33zBqlHq+\nZw/WSR9nz+J0+SJ38KT+9QiWBk7B/NfDUD6ljf8xhqOCtXPdR6pZvumVL285njVr1PcBA1RFanO0\nax70CCrTd+WKqndTUM3iNq9n/K8ZjWpGS+nSKpK7di3LwzXNNvPn6mqNPWXcX/ay60f4zJkz9OjR\ng5o1a1KlShXLV0hICKXSr0r+CObOnUvnzp0zbC9YsCCzZs2ivOlPzZo1a+Lp6cnp06ez5bpCCPEo\ntOIlSDP9V1ooerfNvmJcI+1q/p7wAeBa2Vru5d5JvQBcss5gdvYrmUutyllDh6qE2MKFdk8UzmjY\nMAgOVgXp3nyTBQvg3XfVWLxz56BOnQefwsnJGoieOQOxZWtZ9h3gaVqxgT3UY/l3ziQNUKtuvcKX\nrEh9AQNpnMOPd25PsDnnjRtw6bKOq4FNbC9mHnBYv776vifdHyvmGotdu8JLLwEQ/8U3lC6lMWaM\nPTcjE8OGqcGMt2+rr+3bszz8+nXrDGbzz4pM+sgZdn3kJ02aRPHixZkyZQpOTk7Mnj2bvn37EhQU\nxDfffPPIjfD29qbSffK5fn5+PGsakKFpGj/99BPOzs7UqmX9AZkxYwYdOnSgffv2fPXVV2iZ/ukq\nhBDZr3AxA5dRAVGJC/sASNWpYSjFuIbrLZXtyM/Bn1ugCv7KkXXwF0thvIplUUX5MVKggJr00bHj\nI5zE1VUFNBcugK8vxYqpOoIvvWTN7tmjbl3rjOJdcQF80XwVXfgfjdz/pPlYlaXbtg3Wln6VaCri\nSjKFz6shBqOZyqp17hw4ALGxqtqLj4/KnI3/1Rr8/RPQ0FJ/kLp11ff9+9XAx+Rk2LFDbWvXzhL8\neZ49guvlM8yYAZcv2/lmkpOt5/zqK9t9hw9n+dL0BZ5Ll1bfJfjLGXYFf4cOHWLq1Km0bdsWJycn\nWrVqxciRIwkPD+ejjz6y60IREREEBwdn+GphTz0n4LvvvqNRo0Z8/PHHzJw5k4KmtHTnzp0JDw9n\n7dq1zJw5k6+++oo15hS3EELksCJF4AA1bbadL6DGbXmQgF+aGkd32asyHh653jy7FKiqgr9SXOaf\n85kUFzYFf5colWlJFIem16erBfPveHlZe3sXL4bXfu3KD3Th/UlOlio2d+/CmBmFacAO9hdSBa21\nBg3ZXSEcUBN5AwPNK5IoW7EGf1+7DbLuCAqynvTYMZUBNBeVDgkhLjCYFJ2qRl6HP0lNVRnSBzp5\nUnWHN2umguK7d9X24GD1/QHBn3m8n06nTgPWcX4S/GUvu4I/g8GAzvThdnFx4bZpOZ2WLVsSGRlp\n14XCwsLYuXNnhq8oU9X4B+nWrRvbtm3jk08+Yfjw4ewxpaunTJlCA1N1zkqVKtGxY0e7J6sIIcSj\nKloUltDHZtulYk9nOO6yX1AutejhuVSwDka8dfxSxgNMKZmLlLZnzL74F+qZJoZ89536Xr686jUt\nW9a60t3ff8N1irJ9wv/Bpk3o/m8DY8aqX+MHD6ohde7uqtLLgQOw5ngVjj73FkvozXsHX7T23les\naB3Xt2ePmtwB4O/P3qt+1A524aCmpnSHlVTLxM2fb50dfV9ffgk3b8Lvv6tJJaAGVJr7te3M/JUo\ngWUlHHPm7/RpO64v7GZX8FezZk1GjhxJUlISgYGBzJ49m8uXLxMVFWUzyzYn/PXXX+wwp6OB2rVr\nU7t2bbZs2cKdO3c4efKkzfFGozHH2ySEEGZFi8IanuemwZoSiy1jG/ydoBLe5R523bNcVNI6ji/h\nzJWM+yXzl+OC7vnbYMgQawDUtKntvg5dnNVGT09eflkN4fPwUK85ehTeekuVTKxUWYf/9x8zrOAS\nEjVXli0znUCvt3T9arv3cOlbNfFDCwmha1cVaO3Tqf3dKqrZxOfPP6CsotGoSs2YmadSt2gB1aqp\nx8eOQVrafU+RvsCzmTn4S0mBdPM8xSOyK/gbO3YscXFx6HQ63n77bdasWUOzZs0YMWIEgwYNevAJ\nHsG5c+cYOXIkl0z/+Vy+fJn9+/dTtWpVLly4QNeuXTly5Ihl37p162jZsmWOtkkIIcyKFoVkXFnr\n+ZJlW6J/oE1X4G7q5dvxfgAUKkSyTlXQTTmfyeCudMGfZP5yhjnzB2q8YL9+1ufNmtkel37WuLOz\nGg94545aaaWcdcEWQGUCw1XPsE2XsDnavB7xB54HtgFwqWITzpxRuxsNVbNVChz/k8aN1Dj6n3/O\n4g389lvm0VnLltbgLynJuv5xJtIXeDarUMH6oyRdv9nHrhRZmTJlWLx4MQC1atVi06ZNnDx5klKl\nSlG8+KOXeY+MjGTWrFmkmnK64eHh6PV6pk+fTtu2bbl48SIvv/yyJaPXo0cPS4mZyZMnM3LkSFJS\nUjAYDAwYMCBbys8IIYQ9zJmwhWl96cUcAIwVK6tR96Y6qLupl2/LvACg0xHnVoJiCTFolzJm/syr\ne1ykNHUl85cjatWyFp7u00fVIjQLCbE+7tQp42sfNFv5hRdUj+zhw2pSiI8Plsxf0bN7Lcd9eUyN\nESxcGCp3rwuzgWvXeLfSZBawjK+3TQPuM0Nm+XL1vVIlVZE5OVk1zJShtLy5w4fvW7Dv+HH1PX0A\n6+amgt2YGBX8SW4nm2h26NKliz2HPXZiYmK0ypUrazExMXndFCHEY2r9ek1TFco0rZv+O603i7Uf\nftA0LTDQsqMB27QVK/K6pVk7XbyepoG2rPKEDPvSPAtoGmgv8K22d28eNM5BjBunacHBmpbZr6Re\nvTStShVNu3jx4c9786b1M7p+vWnjmTOaUaez7DhDWc3gZNRA0zp21DQtIUHTDAbrC0FLwlnTbHp1\nHQAAIABJREFUIiNtT378uKZ16aJpTk7quGnTNO3FF9Xj+vWtx1WtqrZNnpxpG9PSNM3LSx2yeLHt\nvmbN1Pa33nr49/6kya64xa5uX71ez969ex98oBBCOJiiRa2PvzO+wFL6qGygaX1azcmJnh/VIpMy\npvlKUiE1vdL15j2Zv9u30cffAaTbN6dNmqRW/MgsS7x0KRw5okoKPixvb2sh693mUpTlyrGuz/d8\nxNvMZDjd+I7UNNW/2rQpKuVm7q41cSEFrVMna9ftnTuquPT336uxfOXLq7TlzJmqpuC8edYXm89l\nmvSxcSO89546BcCJE2C8fYe2RBBc7Y7NdaXcS/azq9s3KCiIt956i4CAAMqUKYOzeRSqybvvvpsj\njRNCiPwuswkQZctiCf501avz2tv5tMZLOmnFSsIJKHD7njF/6Qo8y4SPx1e9eirA2r1bTQpZtw6+\n2tGJY3SiVCmbf2brBJM6ddS0YWAKoxnIAoomXFdTkkePVkvFnTmjBh5+/jl0746lntEXX9g2oFo1\nWLUKDh/m1Clo315Vgrl9W41V3L0bPuIdXmU+2gvlYNEiaN4csAZ/0dE5dnscjt11/sqWLUtCQgLR\n0dEcOXLE8nX06NGcbqMQQuRb6TN/AKGhaiUry/TNsLDcbtK/oiupMn/eSVdsl3i7Ys0E/uNUkgIF\nEI8h84SSnTtVsm7kSDX5FtSSvuYiGYULqyXoAGjVCgDt6af5qOB/WEsHtf2XX1QdvzlqjCtjx0L/\n/mRWyDIlBf7zH/jqT7Uwg/bXX4x8+aKlBODnn6ugdO/OVF5gFQC6s2fV4L5ffwWswd/Jk1lOFhYP\nwa7M39y5c/FOP/rUJCUlhbNn77MQuBBCOIB7f9+9+abpwahRarWEKlVyvU3/hotp2bbixsvEx2MN\n8sy/pQG3Ip6PWs9Y5BFz8GdeqUOng4AAtb1LF5Wo27xZTS6xTCB58UUoUQJd7dpUbG3gl13P0Y/F\nanqxeUHi6tVVFjAT166p1eK2bgU3WtFF5423MY4KO5YBI/HyUpm/kSPBN/p3ihCrXli+vKo3M2oU\n7N5NxYrqQ5ecrMrBmNf7Ff+eXZm/Jk2aZLo9MTGRF198MVsbJIQQj5N7gyFLok+vVymUx6TuqLu/\nyvyV4Er6ZB8kJKhvuOFTRCK/x1WtWmodYbMuXVT379dfq4/oJ5+oQO3DD9O9SKdTdWYKFSIgAP6P\nlqTpnFT67fffAdjZZjy4uGR6zfBwFfgBpDm7s1JTNWf6sIQeL2mWIYFr1kClI2plrpt+1dUyJwB7\n98K0aQQuHsl0RvA68zh1KD7b7okjy/J/pZ9//pmIiAhSUlIYPHhwhv2XLl3C5T7/6EII4Sg6dIC1\na2HWrAeX3civvCqpzF8B4jl85g5PPWVK/VmCP3cZ7/cY8/BQw+4OHlTPzYk7s1q11JC8+wkMhG8o\nxB5DA4JTVOB3hnI8N78T0aOtY1/37VPDXW/eVJM6QHXtNmwIiwf1gT/mU5WjLB28G13wM6xYAZGR\nGh1QwZ+x3fMq/diqFWzYAO++iwswwtSOi2/9D1ptsFbAFv9Klv9N1axZk7qmWkBeXl4ZvmrUqMHc\nuXNzpaFCCJFfLV4MO3ao5bgeVwUqWlf5uBWdLvVnWvM1ETeZ6fuYM9cLbNEi44oiDxIQoL6vSbHW\n0Z2nH8qN2wamT1fPf/xRzRGpVUvNXAZVs2/gQLXiyCfbgy0nchrYD/36X1j13n5mlJxJBU4DULjP\n8+qFH3xgTVVWqsT+gqoHsvSJzdwd+Bj/oOUTWWb+fH196devH0lJSbz22mu51SYhhHis+PioJbYe\nZ+YJHwB3T10GnlJP0mX+JPh7vE2cqEq+dO/+8K81B3/f04X3mUhawcIUGtQfZqjZuu3aqeouoGqb\nm7OIAwak627W6dQM4d69VcmXtm0pALxj2h1fxA/PIJVwIihI1b1JSIBnn+XwSj0bXh7JSGbgsfRz\nrnfsTpGOje1/A8eOQXy8pbi1o7Org6Jfv35MmzaNnTt3Wrb98MMPTJkyhaSkpBxrnBBCiFzi5UWi\nzh2A5JjMM3/S7ft4K1wYBg/OvDzRg5hn3J4ggG5V/sL9yJ8Mfs+bwoXVR6RJEzXBI/1IMCcn6Nv3\nnhP16qWWgqtd27rNwwNefBHPyB9sx00EBUHjxqDX06MHlF85hRM6VbBw27hI+xt/4wYEB6vzffPN\nw73xJ5Rdwd8HH3zAH3/8QeHC1oXJq1SpwoEDB5gyZUqONU4IIUQu0em46aayf9qldLX+JPMnUDWf\nP/5YTQBetLUSOt/SeHur4tPpV3n99FNrBvCFF8h8TetGjdRkjqtX1fTj2Fj4738f2Bf9QrgTiY3V\n+m5F/trMjh12Nj4iAm7dUo/79VNjCR2cXdPQoqKiWLduHT7pfvKrVKnCZ599RocOHZgwYUJOtU8I\nIUQuuVOgJCScQX8tXfAnmT9h8tZbGbe1bw/nzqkZu2lpaoavpkGPHmr8333pdJZC6A+j2hvNYOs8\nnmEXoW/Es3WvHeWH1qyxPk5NVenImJjHd3ZWNrDrnaempt53Vm+C6a9CIYQQj7ckb9MSbzfSdftK\n5k88gKsrdOumxhLqdCqmatwYPD2z/1pOzdTED2dScd+3zbxanHLkiLW2jFlioipKDdaU5MWLsH9/\nltd56y1VovPChWxqeD5jV/DXuHFj3nnnHQ4ePMj169e5du0au3bt4s0336RZs2Y53UYhhBC5IKWI\nqdzLHWvmL+2OlHoR+UixYmjVqwPQlM1ERJi2Hzumuo1DQlS1arONG9VED4Bx46B0afX4//7vvpe4\ncQNmz1anXLky+99CfmBX8Ddu3DicnJwIDw+nUaNGNGnShD59+lC4cGEmmedzCyGEeKwlF1aZP59k\na/CXdEtKvYj8RWdKOpmDv4N7krnQrIclS8306Zw4AZ06wY631LTjQx7P0KK3L6nN1JjBrIK/jRvB\naFSP9+zJsbeRp+wa81eoUCHmzZvHzZs3OX/+PHq9Hl9f30yXfBNCCPF4MhYsBIB72m3LtpQ4yfyJ\nfKZpU5gzh2B24r4tin1N/kfvhD+t+3/5hY9vHcZ/2wYasASAZXc78+uvsPuNljRgqVqhJCEB3N0z\nnD59XPikBn92j3bUNI2jR49y/Phxqlatire3N3fu3MnJtgkhhMhFek/1i9DVaB3LnXLHmvlLV/BB\niLzz3HOkVQ7ECSO/GFvRO2E+ALMZRrKvPwAfbmvCJ6gZKrvcQ/ih9BAAll5ooc6RlKRKzmTCHPw5\nkcrIk6+Q+PpbahbLE8Su4O/48eM0b96c119/nffffx+A8+fP06xZMw4dOpSjDRRCCJE7rMFfomWb\ndtea+cuJAfxCPDR3d5x+ieCGczH0qKBsof4V3uYjlhUdDkARYgHQWrTkmX9+ZsgoDwC+3VwCrcbT\n6jyZdP2eOqW+AMKI4BUW4Pb5Jxknkjzm7K7z17ZtW3bv3o3eNDW6TJkyDBs2jGnTpuVoA4UQQuQO\nJ083ANxIsCY6TKVe0gxuDy6pIURuqVCBbe9GsImmzKv4CcbPviANA68dGMRMhjOboawbHIku8hfw\n8KB9e/WymzfhfECoerJ9e4bTRkWp715e0M/zO+uORYty+A3lLruCv0OHDjF06FAMBgO6dD/94eHh\nHDt2LMcaJ4QQIvc4FVCZP3cSSElR23SmQfSpLhnHRgmRl8Im1MNn/yYGHn6Tvv101K0LybjyNjP5\nqMxsmk9vbVlbrnx5ME0SZnP8MwBo+/ahpaTanHPLFvW9VeMEWiWtte743/8gLi7H31NusSv4K1iw\nIPHmqdLpXLp0CSfLon1CCCEeZ85eKvPnSjIJ8Wq6oy5JZf6Mzm551i4hMqPTQc2aakk5Z2fYuROi\no1ETO3ZnnMthzv4t3K9WEtElJNC4yBHSj147elR9f6HAL7in3sGIjiRc1OSQb7/NhXeVO+wK/ho2\nbMioUaM4arorV65cYfPmzQwePJjQ0NAcbaAQQojc4VzQ+tsy4YYK+vRJKvNndJXMn8jfnJzUGsSh\noVCyZMb9L72kClBvvVSR206qWknA7d2W5X41DU6cgILE0eSomkSyhRB+pJM64Ouvc+Nt5Aq7gr/3\n3nsPNzc3OnfuTFJSEiEhIbzxxhtUrVqV9957L6fbKIQQIheYM38Ayab6fvpkFfxprpL5E4+36tVh\n6FAAHTvTVPYviD38/rvaf/EitIr/gRj8KHVIrf+7Svci39NFHbB7t5ol/ASwq85fgQIF+PTTT7lx\n4wbnzp3D1dWVMmXKUKBAgZxunxBCiFzi4m3N7iXdVEGfU4oKAjU3yfyJx99//gM//gi7z9ajBb/S\nhK089Udr0kKSudphHEvpjRd30Nzc0A0axO6tA7myz7TGW3IyHDwI9erl7ZvIBnYFfwBxcXFs27aN\nq1evotPpKFmyJI0bN5YAUAghnhDpgz9z5s+QYqr5l0kxXCEeNwUKqKF7kQOD4BBU4wjVtCOwFWpv\n3QzANX1xikXvhTJlCB4M8/b5cd25BEVSrsCuXY4T/G3cuJFhw4ZhMBgoUaIEmqZx9epVNE3j008/\npUmTJjndTiGEEDnM1dvatZtySwV9zmkqCNS5S7eveDIEB0PwunpQzrrNqHdCb0wDYGa1r5hSpgwA\nDRvCvHk6dqbVoy3rVNevyerVULQoNGqE6g4+dAhq1QKD3Xm1PGPXmL/JkyczZMgQdu/eTWRkJOvX\nr2fXrl289tprTJgwIYebKIQQIje4FU6X+YtLgNRUnIyqFIbOQzJ/4gni5wcl1FrWG2nGmw12sbdo\nK97kE240DLMc1qCB+r7DqMrDsGsXoErCdOoELVrA5cvwV4OBUK8e14tWJmniVNiwATKpkpJf2BX8\nxcbG0rdvXwzpollnZ2f69u1LbGxsjjVOCCFE7jEUsGb3Uu8kWgo8A+g9JPMnniA6HXz2GSca9OYl\nVvD1X3XoWmA9s3mTgADrYf7+KkbchQr+jEePce5QHIsXq/1JSfDJJ1Bo3yYAisSdxnXCu9C6teoe\nNhpz+Y3Zx67gr379+pku43b06FGCg4OzvVFCCCHygJs1wEu7k6Bqm5mYl34T4onRuTPGr5ZwhZLE\nxcGZM2pz5crWQ3Q61fW7GzXOT4/GlK57+d//rMd8Of0GZTgPwP/RktP4qx1Hj8Jff9nfnuRkmDlT\nFSzMYXZ1TAcFBfHmm2/SpEkTypcvT1paGjExMWzZsoWuXbvydbraN7169cqxxgohhMhBej1JuOBK\nssr8pQv+0mcFhXhSBAaq4s8//WTdlj7zB9CkCfz4ow/RVKQSf1PpxDrisdY4ro41wJvy9Eo2HfTh\ntmdJCsRfVRWnn376vtffsUMtKTdiBLh9OFlNR/b1hZgYcnI9RbuCvxUrVmAwGNi+fTvb062FZzAY\nWL16teW5TqeT4E8IIR5jiTp3XLVkjPEJNt2+Bi/J/Ikn0xdf2AZ//v62+wcOVD8KrjvbwupPeYtP\nSMSNElWKsDXxGTxPq57RlGKlKB9UhE0HYY93C5rGryAlMoo99YcTHw9NGqTg8uO3sHgxGAyk1nmG\nAV++wZHYknjGX+WtuTPVBS9cgCNHoFq1HHvPds/2FUII8eRL0rtDWhxpd20zf+kLQAvxJCldGlas\ngJdfhpYtM07W9fSE0aOBu1NIbHEItx2bGMMUOAq9Da78iFo3zrl2DWrWVK/5KaEFTVlB0oYthGxI\nRkPHdtdm1EvaZjmvYcMG3uMkPVhBoc+n2E4Q2bgxR4O/B475S05O5u7duzbPV69ezeLFi4mJicmx\nhgkhhMh9KXpTkHfXNvOXfuk3IZ403bvDyZOqAPR9eXjg9n8/EVe/NamuHmh6PYbUJLrqvlf7a9Sg\nVi31cNWN5gAUIJ5gdtKY3yyB39UGHaBVKwBC2YgP1+lx6zP1QvO428ySbocO2fxMPoosg7+zZ8/S\nqlUrfv31V8u2vn37MnbsWJYuXUqHDh04fPhwtjRECCFE3kt2UkGedtd2wodLQcn8iSebv78dtcw9\nPfHeEYkhMR5d584A6DRN7ate3TK8L4ayHEfNHJnXMYr/9VwLwEFq0MG4hpP9PwSgJFd40+VzNc5W\n7wzm8nmbN3PpfBrbzInCNWvU2MFsGlqXZfA3c+ZMgoKCaNasGQDbtm1j3759rFq1is2bNzNw4EDm\nzZuXLQ0RQgiR91IMKsjTEmxLvbgWdM2rJgmRP734ou3zGjUoVAjKmYpHR9ECgOr7v8Fnq5ofsYbn\n2bkTQofX5A6eAIxw+hiA32jM/vKd1Itv3iQ8cD+NGsH69cCqVWp7uiLTjyLL4O+PP/5g5MiRliXc\nNm3aRL169ahSpQoA3bt3Z9++fdnSECGEEHkvxaBSH7pEa+YvATc8PHNu5qEQj6W2bcHDQz3W6aBq\nVQBL1+/nvIYRHfozp+HsWQBiaj8PwLmLBv6gPgBuCTcB+MXYmuCXK3HF2ReA4HjV6/rdt5qqKp2N\nsgz+EhMTKV68uOX5nj17bOr6FS5cmPhsqmAdFxfHsGHDCAgIuG/h6JiYGGrXrs2cOXMs286dO0ev\nXr1o0aIFrVu3ZsGCBdnSHiGEcERpzqbu3cRE0uJV5i8Bd8vvOCGEiYeHqhMDULGipc/YPOnjMNU5\n2TBdN23p0vT/rC6enqqLuXLfRjan+8u3DckpOiJT1HjBMH2k2v7TaTh/PlubnmXw5+3tzfXr1wG1\nykd0dDT10i1oHBsba8kKPoq4uDi6devGU089dd9jNE1jzJgx+Pj42GwfPnw4jRo1IioqipUrV7J8\n+XK2ZHOELIQQjiLVWf0C0yclkHzLnPmT4E+ITI0bB3XqwLvvWjbVrau+OzmBz5yJ4OKiNnToQHB9\nHRcvqsklZV9KF/yVKsU3+2vw/vvg0lEtL9dY9xve3KTaP5vVMQUKQJh16blHkWXw98wzzzBv3jwu\nXbrEjBkz8PHxoa75XQGrV6+mqinN+ajmzp1LZ9PgycwsX76cokWL2gSff//9N8ePH6dnz54A+Pj4\n8Pzzz7N27dpsaZMQQjgao4vK/OmTE0mJU8FfIm4S/AmRmWrVYO9e6NvXsqldOxUTLlsGReqUg3nz\noFEjVckZKFgQ9HogOFhFiACtW1OkqI4JE6D7ktZgMKBPS6WHTyQhmBJajRrBm29mS7OzDP6GDBnC\nr7/+SmhoKBEREYwbNw69Xr1k4cKFfPLJJ/Tv3/+RG+Ht7U2lSpXuuz8mJobFixczbtw4m+2nTp2i\nePHiuKebnuPv7090dPQjt0kIIRyR0cWU+UtOUKt8oDJ/D5wFKYQAVGA3aRKEh5s2DBgAv/0GFSrY\nHujlpbqN9Xro3du63dsbmjYFoLfPWpqyWW0PCVHdy9kgyyLP5cqVIzIykujoaMqUKWPT5Vq+fHm+\n/PJLGjRoYNeFIiIimDRpUobtXl5eREVF3fd15u7eUaNGZejyvXv3Lm5utuUHXF1dSUhXnkAIIYT9\njK4qyjMkJ5B625r585bMnxDZb+VKiI1VlabTa98eoqKoe+Z7nEgG4ELFkGy77ANX+HB3d+fpTNal\na968+UNdKCwsjLB/0Ve9bNkyihcvTitTQcT0PD09Sbyn4GFCQgIe0j8hhBD/imb6g9opNZFUmfAh\nRM5yc8sY+IEK/oYNwylVBX47qM/81fWYXP9ytlzWruXd8lJkZCQxMTGEhqpFlG/cuIGTkxPR0dEM\nHz6cK1eukJCQYOn6PXnyJAH3rsoshBDCLpqb+r/UOSUB4x0Z8ydEnihfHpo1g82b2d/8bZpF/Yfk\nFQZ6P/pIO+AxCP6WL19u83z06NH4+voyZMgQAGrUqMGCBQsYOnQoFy9eZO3atXz00Ud50VQhhHjs\n6UyZP0NaolrfF5X5c5MFPoTIXRs2wM2bVC1YlFIBcOYMzJ6dPad+4Nq+uSEyMpI2bdrQp08fAMLD\nw2nTpg0HDx584Gs//vhj9u3bR8uWLenfvz+vvfYa9evXz+EWCyHEk0nnoTJ/LmkJaok3IMXJDZ3U\neBYidxkMULQoLi7wzjtq09at2XRqew6KioqiRYsW2XPFTLRp04Y2bdrYdezUqVNtnvv6+rJ48eKc\naJYQQjgcnbtK8bmkJYIp+Es1yFRfIfJSw4bq++3bUKzYo5/Prszfu+++m2FihRBCiCeP3lMFeq7G\nBDTT//upBunzFSIvVasGzs7Zdz67gr+RI0fy4YcfcujQIWJjY7lz547NlxBCiCeDUwFT8KclqPV9\ngVQXyfwJkZdcXKB69ew7n13dvhMmTEDTNFatWmWzXdM0dDodR48ezb4WCSGEyDN6T5XlcyORxCSV\n+UuT4E+IPFe7Nhw6lD3nsiv4kzF1QgjhGAymzJ87CcSZCuZrLtLtK0Req10bvv46e85lV/D3zDPP\nWB6npqZiMOT7CjFCCCH+BUMB04QPUtAnxgNgdJPMnxB5rU6d7DuXXWP+UlJS+PTTTwkJCaGO6ep3\n7txh9OjRspSaEEI8QZwLWgM9t8Sb6oGrZP6EyGtPP022lVyyK/ibOnUqGzduZMSIEehMV05LS+Pa\ntWtMmTIle1oihBAiz7kUtAZ6BZJj1QN3yfwJkdcKFFALf2QHu4K/yMhI5s6dS7t27SzbvL29LUGh\nEEKIJ4NN5s+oenbMtf+EEHmrVavsOY9dwV9SUhK+vr4Ztnt6ekqpFyGEeIK4FsqY5TOv+iGEyFvm\nlT4elV3BX0BAAN99953NNqPRyOeff05AQED2tEQIIUSec/XOmOUzF34WQuQtJ6fsOY9d03aHDx/O\noEGDWLFiBSkpKfTt25fo6GhSUlL44osvsqclQggh8pxb4YyB3t2SFfKgJUKInGJX8BcUFERkZCQR\nERGcPn0aNzc3WrZsSfv27fHy8srpNgohhMgleg/bzF8qTiT6PpVHrRFC5AS7gr833niDZ599lqZN\nm9KnT58cbpIQQog842Yb/J2iAq5eLnnUGCFETrAr+KtUqRIRERFMmTKFYsWK0bBhQxo2bEiDBg0o\nXLhwTrdRCCFEbtHpSMQVN5IAOE4AHh553CYhRLayK/h78803AUhMTGT//v3s3r2bb7/9lvfff5+y\nZcvy/fff52gjhRBC5J4kvTtuRhX8HSMQPwn+hHii2DXb18zNzY1ixYpRvHhxihcvjpeXF9euXcup\ntgkhhMgDSXrrpI9jBErmT4gnjF2ZvyVLlrB3717+/PNPfHx8qF27Ns8++yxDhw7Fz88vp9sohBAi\nF7lrdy2Pz7gEkG55dyHEE8Cu4G/q1KlUqlSJ119/ndDQUEqVKpXT7RJCCJFHvNLiLI+bvRZIyZJ5\n2BghRLazK/jbsGEDu3btYteuXSxcuBCdTke9evUICgqiXr16+Pv753AzhRBC5IWhk4rmdROEENnM\nruCvbNmylC1blq5duwIQExPDb7/9xldffcX48eM5evRojjZSCCFE3ihYMK9bIITIbnYFfwC3bt1i\n3759lrF/f/31FxUqVKBfv3452T4hhBBCCJGN7Ar+2rVrx6lTp/Dz86N+/fr07NmT4OBgChUqlNPt\nE0IIkdtWroSJE2HhwrxuiRAiB9gV/PXt25cGDRpQunTpnG6PEEKIvBYerr6EEE8ku4K/Ll26sGbN\nGn7++WfOnTuHTqejXLlydO3alebNm+d0G4UQQgghRDaxq8jzl19+yaRJkyhevDhdunShc+fOFCxY\nkLfffpt169bldBuFEEIIIUQ2sSvz99///pf58+cTFBRks/35559n6tSptGvXLkcaJ4QQQgghspdd\nmb/Y2Fjq1KmTYXtwcDAXLlzI9kYJIYQQQoicYVfw5+fnxx9//JFh+969eykppd+FEEIIIR4bdnX7\n9uvXj9dee422bdtSsWJFAE6cOMH69esZMWJEjjZQCCGEEEJkH7uCv06dOlGkSBG+++471q5dS3Jy\nMmXLlmX69Om0atUqp9sohBBCCCGyid0rfDRp0oQmTZrkZFuEEEIIIUQOe2Dwt23bNtavX4/BYCAs\nLIy6devmRruEEEIIIUQOyHLCx88//8ygQYO4evUqMTEx9OnTh02bNuVW24QQQgghRDbLMvO3aNEi\npk+fTtu2bQGIiIhg/vz5NGvWLFcaJ4QQQgghsleWmb8zZ87QsmVLy/MWLVpw8uTJHG+UEEIIIYTI\nGVkGf6mpqTg7O1ueu7q6kpycnCMNiYuLY9iwYQQEBBAbG5vpMTExMdSuXZs5c+ZYtgUEBNCiRQva\ntGlj+Tp27FiOtFEIIYQQ4nFn92zfnBQXF0e3bt0ICwu77zGapjFmzBh8fHwy7FuyZAllypTJySYK\nIYQQQjwRsgz+0tLS+Oabb9A0LcttvXr1euSGzJ07F3d3d+bNm5fp/uXLl1O0aFF8fX0f+VpCCCGE\nEI4qy+CvePHiLF68OMttOp3ukYM/b29vvL29OX/+fKb7Y2JiWLx4MatWrWL69OkZ9s+YMYPTp0+j\naRqdOnWib9++6HS6R2qTEEIIIcSTKMvgb+PGjdl2oYiICCZNmpRhu5eXF1FRUfd9nbm7d9SoUZl2\n+Xbu3JkOHTrQoEEDoqOj6du3Lz4+PnTs2DHb2i6EEEII8aTItTF/YWFhWY7pu59ly5ZRvHjx+y4j\nN2XKFMvjSpUq0bFjRzZu3CjBnxBCCCFEJvLFhI+sREZGEhMTQ2hoKAA3btzAycmJ6OhoPvzwQ65c\nucJTTz1lOd5oNGIw5Pu3JYQQQgiRJ/J9lLR8+XKb56NHj8bX15chQ4Zw/PhxwsPDWb58OVWrVuXy\n5cusW7eOd999N49aK4QQQgiRv+WL4C8yMpJZs2aRmpoKQHh4OHq9nunTp/P000/f93UBAQFMnjyZ\nkSNHkpKSgsFgYMCAATz33HO51XQhhBBCiMeKTktfs8XBnD9/nubNm/Prr79KnUAhhBBC5GvZFbdk\nucKHEEIIIYR4skjwJ4QQQgjhQCT4E0IIIYRwIBL8CSGEEEI4EAn+hBBCCCEciAR/QgggiT6sAAAU\ndUlEQVQhhBAORII/IYQQQggHIsGfEEIIIYQDkeBPCCGEEMKBSPAnhBBCCOFAJPgTQgghhHAgEvwJ\nIYQQQjgQCf6EEEIIIRyIBH9CCCGEEA5Egj8hhBBCCAciwZ8QQgghhAOR4E8IIYQQwoFI8CeEEEII\n4UAk+BNCCCGEcCAS/AkhhBBCOBAJ/oQQQgghHIgEf0IIIYQQDkSCPyGEEEIIByLBnxBCCCGEA5Hg\nTwghhBDCgUjwJ4QQQgjhQCT4E0IIIYRwIBL8CSGEEEI4EAn+hBBCCCEciAR/QgghhBAORII/IYQQ\nQggHIsGfEEIIIYQDkeBPCCGEEMKBSPAnhBBCCOFAJPgTQgghhHAgEvwJIYQQQjgQQ143wCwuLo7x\n48cTGRnJjh078PHxAWDnzp3069cPPz8/y7EuLi6sXbsWgIMHDzJ58mRu3LiBwWBg0KBBdOzYMU/e\ngxBCCCFEfpcvgr+4uDi6detGWFhYpvtLlChBZGRkhu3JyckMHjyYUaNGERYWxtmzZ+nSpQtVqlQh\nICAgp5sthBBCCPHYyTfdvnPnzqVz584P9ZodO3YAWILGcuXKERISQkRERLa3TwghhBDiSZAvMn/e\n3t54e3tz/vz5TPfHx8czePBgTp48ibe3N6+//jpNmjTh1KlTlCtXzubY8uXLc/jwYbuum5aWBsDl\ny5cf7Q0IIYQQQuQwc7xijl/+rVwL/iIiIpg0aVKG7V5eXkRFRd33dUWLFqVNmzYMGDCAMmXKsGHD\nBgYPHszatWu5e/cubm5uNse7urqSkJBgV5uuXbsGQI8ePR7inQghhBBC5J1r165lSH49jFwL/sLC\nwu47pi8rTz31FBMnTrQ8b926NYsWLeL333/H09OTxMREm+MTEhLw8PCw69zVq1dn+fLlFCtWDCcn\np4dumxBCCCFEbklLS+PatWtUr179kc6TL7p9s3Lt2jVSUlIoXbq0ZZvRaMRgMODv78+iRYtsjj95\n8qTdkz3c3NwICgrK1vYKIYQQQuSUR8n4meWbCR/3s2HDBgYOHMjNmzcBNcnj5MmTNG7cmODgYAwG\nA99//z0Ax44dY9u2bXTo0CEvmyyEEEIIkW/pNE3T8roRkZGRzJo1i9TUVGJiYihXrhx6vZ7p06dT\nvXp1Zs+ezS+//IJer8fLy4u33nqLBg0aAHD06FEmTpxIbGwsrq6uDB48mNatW+fxOxJCCCGEyJ/y\nRfAnhBBCCCFyR77v9hVCCCGEENlHgj8hhBBCCAciwZ8QQgghhAPJ96VessuOHTuYOXMmt2/fxmg0\n8tJLL9GnTx9iY2N57733iI6ORq/XExoaysiRI9HrHSMu3rp1K7NmzeLu3bvodDrCw8Pp3bu3w98X\ngFu3bhEWFsazzz7L1KlTHfqenD9/nubNm1O+fHmb7StWrODOnTuMHTuWixcv4uTkRNeuXRk4cGAe\ntTT33bx5k/Hjx3PgwAEMBgOdOnVi8ODBDv152bNnD2PHjrXZduPGDZo3b84777zjsPdl9+7dTJ8+\nndu3b2MwGHjhhRfo3bs3iYmJvP/+++zduxedTkedOnWYOHFihkUMnlR79uxh+vTp3LhxAycnJ0aP\nHk3Tpk0d9mfo22+/ZcqUKQwZMoT+/fsDZHkvjEYj06dP59dffwWgYsWKfPDBB/j4+Nz/IpoDuHr1\nqlarVi1t+/btmqZp2tmzZ7VatWppf/75pzZkyBBt/PjxmtFo1OLj47VOnTppy5Yty+MW5w7zfdmz\nZ4+maZp27tw5rXbt2tru3bsd+r6YjRw5UgsNDdVGjRqlaZrm0PckJiZGq1y5cqb7OnfurM2fP1/T\nNE27fv26FhISom3evDk3m5enXn31VW3ChAma0WjUrl+/rnXv3l07deqUQ39e7pWYmKi1bt1aO3Dg\ngMPel7t372pBQUFaVFSUpmnq/9/g4GBty5Yt2tSpU7VBgwZpycnJWkpKijZo0CBt2rRpedzi3BEb\nG6sFBQVpkZGRmqZp2uHDh7U6depoly9fdsjPyoQJE7ShQ4dqnTp10hYuXGjZntW9+Oabb7ROnTpp\n8fHxmtFo1N5//31t6NChWV7nyQ6fTZycnJg+fbqlPEzZsmWpWLEiBw8eJCoqir59+6LT6fDw8CA8\nPJyffvopj1ucO3Q6HTNmzKBu3boA+Pn54e/vz9GjRx36vgBs2rSJs2fPWmpG3rlzx+HvSWb+/vtv\njh8/Ts+ePQHw8fHh+eefZ+3atXncstxx5coVtm7dypAhQ9DpdPj4+LBixQqKFSsmn5d0PvvsM4KD\ng6lQoYLD3peLFy9y69YtGjduDECxYsUIDAwkOjqa1atX07NnT5ydnTEYDPTs2dNhfob279+Pu7u7\npURb1apVqVevHhs2bHDIz0pYWBizZ8/G09PTsu1Bv39Wr15NeHg4Hh4e6HQ6+vTpQ1RUFHfv3r3v\ndRwi+PPx8aFly5aW5+fOnSM6OpqqVasCKhg08/f3Jzo6OtfbmBeKFi1KixYtLM937NjBhQsXqF27\nNuC49yUuLo4PPviAKVOmWLoXzp49CzjuPTEbMWIE7dq1o3PnzqxevZpTp05RvHhx3N3dLcc40n05\nduwYPj4+fP/997Rv354OHTqwYsUK+byk888///Df//6XwYMHO/R9KVeuHP7+/pagLiYmhhMnThAc\nHExsbCz+/v6WY/39/bl27RpxcXF51Nrco9PpMBqNNtsKFCjAtm3bAMf7rGS26tiDfm5OnTpl8/kp\nW7YsRqORM2fO3Pc6DjPmz+zy5cu8+uqrDBgwAJ1Oh7Ozs834ATc3NxISEvKwhblvy5YtjB8/nsTE\nRCZOnEhiYqJD35cPPviAHj162IxvS0hIcOh74uHhQZcuXejZsydVqlRhz5499O/fn4EDB2YYl+Tq\n6uow9yUuLo7Y2FhcXFz46aefOHbsGD169KBfv34O/XlJb9GiRXTo0IFixYpx9uxZh70vBoOBqVOn\n8uqrrzJjxgxu3brF4MGDKVKkCIDNz5H5cUJCAt7e3nnS3txSp04dkpOTWbVqFV27duXw4cNs27aN\nihUrOuxn5V4P+v2TkJBg8/nR6/W4uLhkmflzqODv8OHDvP766/To0YNXXnmFI0eOkJycjNFotNzU\nu3fv4uHhkcctzV0hISFs2bKFkydP8uqrr9K1a1eHvS8bN24kJiaGqVOn2mz38PBw2HsCKnv+4Ycf\nWp4HBQURGhrK6tWrM/zVnpCQ4DD3pWDBguh0Ol5++WUAAgMDadq0KX/88YdDf17M0tLSWL16NQsX\nLgQc++fo6tWrlsCvSZMmxMbG8sorr1j2JyYmWh6bf2k7wn0pWLAgn3/+OR999BELFy7k6aefpmnT\nply+fNlhPyv3etDPjYeHh83nJy0tjeTkZJuu43s5RLcvqMDvlVdeYcyYMZYfOH9/f5ycnCwpVYCT\nJ08SEBCQV83MVadOnbLMDgJ46qmnCA0N5eDBgw57X37++WdiYmJo0aIFoaGhLF26lPXr1zNmzBiH\nvSegZrSmf+8ARqORp59+mitXrtj8Ne5I96Vs2bKkpKRkyEZUr17doT8vZrt27cLFxYVq1aoBjv1/\n7p9//omXlxdNmjQB1B9UzZo14+DBgxQrVozTp09bjj116hSlSpWiYMGCedXcXFW3bl1WrlzJ+vXr\nmTFjBpcuXaJDhw4O+1m514N+bipVqmTz+Tl9+jROTk4ZqjOk5xDBX1JSEsOGDWP8+PE26/56eHjQ\nunVr5s+fj6Zp3Lp1i5UrV9K5c+c8bG3uuXXrFu+88w7Hjh2zPN++fTu1a9d22Pvy0Ucf8fvvv7Nx\n40Y2btxI7969ad26NatXr3bYewJqUHb37t25cOECACdOnGDr1q307t2bGjVqsGDBAkANal+7dq3D\n3JcKFSpQp04dvvjiC0CVxNm6dSvNmjVz6M+L2Z9//knFihUtzx35/9yKFSty5coVDh48CKgM+fbt\n2wkMDKRz584sWrSI5ORkkpOTWbRokUPcE1AZrFatWlnuy2+//cbp06dp06aNw35W7vWgn5tOnTqx\nbNkybt++jaZpzJ8/n7CwsCxLBTnE2r7r1q1jxIgRlCtXzmZ7WFgYvXr1YuzYsRw9ehQnJyfatm3L\n0KFD0el0edTa3LV69Wo+//xzjEYjmqYRGhrKiBEjuHv3rkPfF7M5c+Zw4cIFpk6dSlxcnEPfk6VL\nl7Jy5UpAjet75ZVXCAsL48KFC4wdO5bz589jMBh4+eWX6dGjRx63NvfExMTw3nvvERMTg7u7Oz17\n9qR79+4O/3kBGD9+PMnJyTbDKBz5vqxdu5YFCxaQnJwMQP369Rk9ejROTk5MnDiRXbt2odPpaNiw\nIWPGjMHFxSWPW5w7fvrpJ+bMmYPRaMTHx4dJkyYRGBjocJ+VtLQ0wsLCALh06RIeHh54e3vTsmVL\nBgwYcN97oWkaH3/8MRs2bEDTNKpXr86kSZPw8vK677UcIvgTQgghhBCKQ3T7CiGEEEIIRYI/IYQQ\nQggHIsGfEEIIIYQDkeBPCCGEEMKBSPAnhBBCCOFAJPgTQgghhHAgEvwJIcRjaMeOHYSEhHDjxo1H\nPldaWhrh4eEsWbLk0RsmhMj3pM6fECLfCQ0N5cqVKzYLmZtt3bqVwoUL50Gr8o+bN28SFhbGhx9+\nSEhICHPmzCEqKoo1a9ZkODY0NJRevXrRp0+fLM8ZExNDx44dWbZsGVWqVMmhlgsh8gNDXjdACCEy\nM2LEiAcGLI5q8eLFlClThpCQkGw7p5+fH2FhYcyePduyXJ0Q4skk3b5CiMfODz/8QMuWLZk7dy61\na9fmyJEjAKxatYr27dtTq1YtmjdvzvLlyy2vSU1NZfz48dSuXZuGDRsyd+5cBgwYwAcffADA6NGj\nef31122uExoaaukK1TSNL774gtatW1OzZk3atm1LZGSk5djRo0czfvx4PvnkExo0aEC9evWYOHGi\nZb/RaGT27Nk0btyYOnXq0L9/f2JiYti5cydVq1bl6tWrNtdu3bp1pt2waWlprFixgu7duz/0fevX\nrx81atSwfFWrVs2yODzASy+9xKZNmyxrOAshnkwS/AkhHks3btwgPj6enTt3UqVKFTZt2sS0adOY\nMGECe/fuZerUqXz00Ufs+P/27iW0iS4K4Ph/sKZJF7UpMSCWVoQaofg2ER8rXQSl1BQ0lWrE16JY\nNIgvpBW6ceGjDRhXggWxPqJUJRVjNgUpNFoJItmktWJpRSKWpOoiJSXmW4jDN5q+vq+gbc4Pssi9\nd849zOpw79yZUAj48R3rYDBIW1sbnZ2dAITD4SnPd/v2bXw+H16vl3A4jNvt5tSpU7x//14dEwwG\nMZlMPH/+HI/Hw507d3j16hUAt27dwu/3c/PmTUKhEGazGbfbjc1mY9GiRTx58kSNE41G+fDhA5WV\nlb/lEYlE+Pr1K5s2bZr2PWttbSUSiRCJRAiHw1gsFmpra9V+i8WC0Wiku7t72rGFELOHFH9CiFnp\n27dvHD58GJ1Oh6Io+Hw+HA4H69atY968eVitViorK2lvbwd+FGZ2u52Kigr0ej319fUYDIYpz+fz\n+di/fz/Lli0jLy8Pu92OzWbj8ePH6pji4mJcLhc6nY4tW7ZQXFzMu3fvAGhvb8fpdLJ06VLy8/M5\nefIkR44cIZ1OU11drXleLxAIsHnzZkwm0295vH37FqPRiNls1rT39vZqVvV+/sZbxbt48SKKonDu\n3Dm1TVEUysvL6evrm/J9EULMPvLMnxDir3T58mWam5s1bQsXLlRX7fR6vaY4GhgYoKurC5/Pp7Zl\nMhlWrVoFQCwWw2q1qn2KolBaWjrlfAYGBmhubqalpUUT/985lJWVaa4xGAyMjo4CPw5UlJSUqH0m\nk4kdO3YA4HA4uHbtGr29vVgsFoLBIMePH8+aRyKRYMGCBb+1WyyWcQ98/OrZs2d0dHTw8OFDdDqd\nps9oNBKPx7POLYSYG6T4E0L8lSY78DF//nzNf71ez9GjR6mvr886PtuLDb5//z5hDul0WhO/oaEB\nh8Mx7vhsp5N/UhRl3PlKSkrYsGEDfr+fqqoqhoeH2bZt24Sx/qvBwUEaGxu5dOmSphididhCiNlB\ntn2FEHNCWVkZ0WhU0/bp0yfGxsYAMJvNmi3QVCqleV5Pp9Opq3QAyWSS4eHhCeN//Phx0gLyp9LS\nUs188XicGzdukEwmAaiuriYQCPD06VPsdjv5+flZ4xiNRkZGRqY0569SqRRut5uampqsK4I/88r1\nV+kIMddJ8SeEmBP27t1LZ2cngUCAsbExotEoNTU16lbo1q1bCQaDRKNRUqkUV69e1azsLVmyhEgk\nwtDQEMlkkpaWFgoKCjTxHzx4wIsXL0in0/T09FBVVcXLly+nlN/u3bu5f/++Or/X68Xv96vPHdrt\ndkZGRmhra5twdbG8vJxEIsHnz5+nfY8uXLhAQUEBJ06cyNqfyWTo7+/XnAAWQsw9su0rhJgTbDYb\nTU1NeDwezpw5g9lsZt++fezatQsAp9NJf38/Bw4cIJPJ4HK5qKioUK93Op1qQVdYWIjb7eb169dq\nv8PhIBaLcfbsWRKJBIsXL6axsZGNGzdOKb/a2lq+fPnCoUOHGB0dZe3atXi9XrXfYDCwfft2QqEQ\n69evHzfOihUrKCwspLu7m507d07rHt27d4+8vDzWrFmjaW9tbcVqtdLX10c8Hv9PJ4mFELOHfOFD\nCJGzXC4Xy5cvp6Gh4U+nAkBdXR2rV6+mrq5uwnEej4eenh7u3r07o/M3NTURi8XkJc9CzHGy7SuE\nEH9YJpPh0aNHvHnzhj179kw6/uDBgwwODtLV1TVjOQwNDdHR0YHb7Z6xmEKIv5MUf0II8YetXLmS\n69ev4/V6KSoqmnR8UVERV65c4fz58yQSif89fzqd5vTp0xw7dky+6ytEDpBtXyGEEEKIHCIrf0II\nIYQQOUSKPyGEEEKIHCLFnxBCCCFEDpHiTwghhBAih0jxJ4QQQgiRQ6T4E0IIIYTIIf8AZwl32RES\n+EEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mne.time_frequency import psd_welch\n", "\n", "f, ax = plt.subplots(figsize=(10, 5))\n", "psd1, freq1 = psd_welch(epochs[stim_freqs_str[0]], n_fft=1028, n_per_seg=256 * 3)\n", "psd2, freq2 = psd_welch(epochs[stim_freqs_str[1]], n_fft=1028, n_per_seg=256 * 3)\n", "psd1 = 10 * np.log10(psd1)\n", "psd2 = 10 * np.log10(psd2)\n", "\n", "psd1_mean = psd1.mean(0)\n", "psd1_std = psd1.mean(0)\n", "\n", "psd2_mean = psd2.mean(0)\n", "psd2_std = psd2.mean(0)\n", "\n", "ax.plot(freq1, psd1_mean[[0, 3], :].mean(0), color='b', label=stim_freqs_str[0])\n", "ax.plot(freq2, psd2_mean[[0, 3], :].mean(0), color='r', label=stim_freqs_str[1])\n", "\n", "ax.set_title('TP9 and TP10')\n", "ax.set_ylabel('Power Spectral Density (dB)')\n", "ax.set_xlim((20, 100))\n", "ax.set_ylim((-150, -120))\n", "ax.set_xlabel('Frequency (Hz)')\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the expected peaks - along with their first harmonic - in the temporo-parietal electrodes (the peaks at 60 and 68 Hz are noise and were notch filtered above).\n", "\n", "This can also be seen using a time-frequency plot:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Applying baseline correction (mode: logratio)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnQAAAHtCAYAAACQ6OPZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Applying baseline correction (mode: logratio)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnQAAAHtCAYAAACQ6OPZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nop/z/wHmuFWsX8sm1QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mne.time_frequency import tfr_morlet\n", "\n", "frequencies = np.logspace(1, 1.75, 60)\n", "frequencies = np.linspace(20, 100, 200)\n", "tfr, itc = tfr_morlet(epochs[stim_freqs_str[0]], freqs=frequencies, \n", " n_cycles=15, return_itc=True)\n", "tfr.plot(picks=[0], baseline=(-0.5, -0.1), mode='logratio', \n", " title='TP9 - {} stim'.format(stim_freqs_str[0]));\n", "\n", "tfr, itc = tfr_morlet(epochs[stim_freqs_str[1]], freqs=frequencies, \n", " n_cycles=15, return_itc=True)\n", "tfr.plot(picks=[0], baseline=(-0.5, -0.1), mode='logratio', \n", " title='TP9 - {} stim'.format(stim_freqs_str[1]));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filtering\n", "\n", "We filter data between 30 and 55 Hz." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up band-pass filter from 3 - 48 Hz\n" ] } ], "source": [ "raw_filt = raw.copy().filter(3, 48, method='iir')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Epoching\n", "\n", "Here we epoch data for -100 ms to 3 s after the stimulus. No baseline correction is needed (signal is bandpass filtered) and we reject every epochs were the signal exceeds 100 uV." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "197 events found\n", "Events id: [1 2]\n" ] } ], "source": [ "events = find_events(raw)\n", "event_id = {stim_freqs_str[0]: 1, stim_freqs_str[1]: 2}\n", "\n", "epochs = Epochs(raw_filt, events=events, event_id=event_id, \n", " tmin=-1, tmax=3, baseline=None,\n", " reject={'eeg': 100e-6}, preload=True, \n", " verbose=False, picks=[0, 1, 2, 3])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Epoch average\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1IAAAGcCAYAAADTW5HqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/HkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "conditions = OrderedDict()\n", "conditions[stim_freqs_str[0]] = [1]\n", "conditions[stim_freqs_str[1]] = [2]\n", "\n", "fig, ax = utils.plot_conditions(epochs, conditions=conditions, \n", " ci=97.5, n_boot=1, title='',\n", " diff_waveform=None, ylim=(-5, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stimulation pattern is not easily visible in the temporal domain, probably due to phase variation in the stimulus presentation. However, the ERP created by the beginning of the stimulus generates a clear N1 - P2 complex in the temporo-parietal electrodes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decoding\n", "\n", "We use a filter bank approach on the original 4 Muse electrodes (to see how the headband alone without external electrodes could be used to classify SSVEP):\n", "\n", "1. Apply bandpass filters around both stimulation frequencies\n", "2. Concatenate bandpass-filtered channels\n", "2. Extract epochs (from 1 to 3 s after stimulus onset, to avoid classifying the ERP)\n", "3. Apply common classification pipelines" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up band-pass filter from 37 - 43 Hz\n", "Setting up band-pass filter from 42 - 48 Hz\n", "197 events found\n", "Events id: [1 2]\n" ] } ], "source": [ "# Bandpass filter the raw data\n", "raw_filt_40Hz = raw.copy().filter(37, 43, method='iir')\n", "raw_filt_45Hz = raw.copy().filter(42, 48, method='iir')\n", "raw_filt_40Hz.rename_channels(lambda x: x + '_40Hz')\n", "raw_filt_45Hz.rename_channels(lambda x: x + '_45Hz')\n", "\n", "# Concatenate with the bandpass filtered channels\n", "raw_all = raw_filt_40Hz.add_channels([raw_filt_45Hz], \n", " force_update_info=True)\n", "\n", "# Extract epochs\n", "events = find_events(raw_all)\n", "event_id = {stim_freqs_str[0]: 1, stim_freqs_str[1]: 2}\n", "\n", "epochs_all = Epochs(raw_all, events=events, event_id=event_id, tmin=1, \n", " tmax=3, baseline=None, reject={'eeg': 100e-6}, \n", " preload=True, verbose=False, add_eeg_ref=False)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "epochs_all.pick_types(eeg=True)\n", "X = epochs_all.get_data() * 1e6\n", "times = epochs.times\n", "y = epochs_all.events[:, -1]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CSP + RegLDA\n", "Cov + TS\n", "Cov + MDM\n", "CSP + Cov + TS\n" ] } ], "source": [ "from sklearn.pipeline import make_pipeline\n", "\n", "from mne.decoding import Vectorizer\n", "\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n", "\n", "from sklearn.model_selection import cross_val_score, StratifiedShuffleSplit\n", "\n", "from pyriemann.estimation import Covariances, ERPCovariances, XdawnCovariances\n", "from pyriemann.spatialfilters import CSP\n", "from pyriemann.tangentspace import TangentSpace\n", "from pyriemann.classification import MDM\n", "\n", "from collections import OrderedDict\n", "\n", "clfs = OrderedDict()\n", "\n", "clfs['CSP + RegLDA'] = make_pipeline(Covariances(), CSP(4), LDA(shrinkage='auto', solver='eigen'))\n", "clfs['Cov + TS'] = make_pipeline(Covariances(), TangentSpace(), LogisticRegression())\n", "clfs['Cov + MDM'] = make_pipeline(Covariances(), MDM())\n", "clfs['CSP + Cov + TS'] = make_pipeline(Covariances(), CSP(4, log=False), TangentSpace(), LogisticRegression())\n", "\n", "# define cross validation \n", "cv = StratifiedShuffleSplit(n_splits=20, test_size=0.25, \n", " random_state=42)\n", "\n", "# run cross validation for each pipeline\n", "auc = []\n", "methods = []\n", "for m in clfs:\n", " print(m)\n", " try:\n", " res = cross_val_score(clfs[m], X, y==2, scoring='roc_auc', \n", " cv=cv, n_jobs=-1)\n", " auc.extend(res)\n", " methods.extend([m]*len(res))\n", " except:\n", " pass\n", " \n", "results = pd.DataFrame(data=auc, columns=['AUC'])\n", "results['Method'] = methods" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAEOCAYAAABGjilfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=[8, 4])\n", "sns.barplot(data=results, x='AUC', y='Method')\n", "plt.xlim(0.4, 1)\n", "sns.despine()" ] } ], "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }