{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Cueing Group Analysis\n", "===============================\n", "\n", "This notebook is slightly different than the PC notebooks due to differences in the Mac operating system.\n", "\n", "First setup the computer by following the instructions in the mac_instructions_cueing.docx file, then return to this file.\n", "\n", "The cueing task can ellicit a number of reliable changes. A central cue indicates the location of an upcoming target onset. Here the task can be changed to be perfectly predictive, or have some level of cue validity. Task is to indicate the orientation of a spatial grating on the target, up for vertical, right for horizontal.\n", "\n", "ERP - Validly cued targets ellict larger ERP's than invalidly cued targets\n", "\n", "Response ERPs - Validly cued targets are more quickly identified and better identified\n", "\n", "Oscillations - Alpha power lateralizes after a spatial cue onset preceeding the upcoming onset of a target. Alpha power becomes smaller contraleral to the target side, and larger ipsilateral with the target.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Imports\n", "from mne import Epochs, find_events, concatenate_raws\n", "from mne.time_frequency import tfr_morlet\n", "import numpy as np\n", "import os\n", "#from utils import utils\n", "from collections import OrderedDict\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "from matplotlib import pyplot as plt\n", "import matplotlib.patches as patches\n", "\n", "from eegnb.datasets import datasets\n", "from eegnb.analysis import utils" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Download the data\n", "-----------------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "eegnb_data_path = os.path.join(os.path.expanduser('~/'),'.eegnb', 'data')\n", "cueing_data_path = os.path.join(eegnb_data_path, 'visual-cueing', 'kylemathlab_dev')\n", "\n", "# If dataset hasn't been downloaded yet, download it\n", "if not os.path.isdir(cueing_data_path):\n", " datasets.fetch_dataset(data_dir=eegnb_data_path, experiment='visual-cueing', site='kylemathlab_dev')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load data into MNE objects\n", "-----------------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# MNE is a very powerful Python library for analyzing EEG data. It provides helpful functions for performing key tasks such as filtering EEG data, rejecting artifacts, and grouping EEG data into chunks (epochs).\n", "\n", "# The first step after loading dependencies is use MNE to read the data we've collected into an MNE Raw object" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "101\n", "Creating RawArray with float64 data, n_channels=5, n_times=61284\n", " Range : 0 ... 61283 = 0.000 ... 239.387 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=5, n_times=61284\n", " Range : 0 ... 61283 = 0.000 ... 239.387 secs\n", "Ready.\n", "Filtering raw data in 2 contiguous segments\n", "Setting up band-pass filter from 1 - 30 Hz\n", "Using filter length: 61284\n", "\n", "IIR filter parameters\n", "---------------------\n", "Butterworth bandpass zero-phase (two-pass forward and reverse) non-causal filter:\n", "- Filter order 16 (effective, after forward-backward)\n", "- Cutoffs at 1.00, 30.00 Hz: -6.02, -6.02 dB\n", "\n", "122 events found\n", "Event IDs: [ 1 2 11 12 21 22]\n", "Trials Remaining: 10.\n", "Applying baseline correction (mode: mean)\n", "Applying baseline correction (mode: mean)\n" ] }, { "ename": "AttributeError", "evalue": "'AxesSubplot' object has no attribute 'xlabel'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 145\u001b[0m \u001b[0mextent\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfrequencies\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfrequencies\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 146\u001b[0m aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_diff_max, vmax=plot_diff_max)\n\u001b[0;32m--> 147\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Time (sec)'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 148\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Frequency (Hz)'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 149\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Power Difference Ipsi-Contra'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'AxesSubplot' object has no attribute 'xlabel'" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subs = [101, 102, 103, 104, 105, 106, 108, 109, 110, 111, 112,\n", " 202, 203, 204, 205, 207, 208, 209, 210, 211, \n", " 301, 302, 303, 304, 305, 306, 307, 308, 309]\n", "\n", "diff_out = []\n", "Ipsi_out = []\n", "Contra_out = []\n", "Ipsi_spectra_out = []\n", "Contra_spectra_out = []\n", "diff_spectra_out = []\n", "ERSP_diff_out = []\n", "ERSP_Ipsi_out = []\n", "ERSP_Contra_out = []\n", "\n", "frequencies = np.linspace(6, 30, 100, endpoint=True)\n", "wave_cycles = 6\n", "\n", "# time frequency window for analysis\n", "f_low = 7 # Hz\n", "f_high = 10\n", "f_diff = f_high-f_low\n", " \n", "t_low = 0 # s\n", "t_high = 1\n", "t_diff = t_high-t_low\n", "\n", "bad_subs= [6, 7, 13, 26]\n", "really_bad_subs = [11, 12, 19]\n", "sub_count = 0 \n", " \n", " \n", " \n", "for sub in subs:\n", " print(sub)\n", " \n", " sub_count += 1\n", "\n", " \n", " if (sub_count in really_bad_subs):\n", " rej_thresh_uV = 90\n", " elif (sub_count in bad_subs):\n", " rej_thresh_uV = 90\n", " else:\n", " rej_thresh_uV = 90\n", "\n", " rej_thresh = rej_thresh_uV*1e-6\n", " \n", "\n", " \n", " # Load both sessions\n", " raw = utils.load_data(cueing_data_path, sfreq=256., \n", " subject_nb=sub, session_nb=1)\n", " raw.append( utils.load_data(cueing_data_path, sfreq=256., \n", " subject_nb=sub, session_nb=2) )\n", "\n", " # Filter Raw Data\n", " raw.filter(1,30, method='iir')\n", "\n", " #Select Events\n", " events = find_events(raw)\n", " event_id = {'LeftCue': 1, 'RightCue': 2}\n", " epochs = Epochs(raw, events=events, event_id=event_id, \n", " tmin=-1, tmax=2, baseline=(-1, 0), \n", " reject={'eeg':rej_thresh}, preload=True,\n", " verbose=False, picks=[0, 3])\n", " print('Trials Remaining: ' + str(len(epochs.events)) + '.')\n", "\n", " # Compute morlet wavelet\n", "\n", " # Left Cue\n", " tfr, itc = tfr_morlet(epochs['LeftCue'], freqs=frequencies, \n", " n_cycles=wave_cycles, return_itc=True)\n", " tfr = tfr.apply_baseline((-1,-.5),mode='mean')\n", " #tfr.plot(picks=[0], mode='logratio', \n", " # title='TP9 - Ipsi');\n", " #tfr.plot(picks=[3], mode='logratio', \n", " # title='TP10 - Contra');\n", " power_Ipsi_TP9 = tfr.data[0,:,:]\n", " power_Contra_TP10 = tfr.data[1,:,:]\n", "\n", " # Right Cue\n", " tfr, itc = tfr_morlet(epochs['RightCue'], freqs=frequencies, \n", " n_cycles=wave_cycles, return_itc=True)\n", " tfr = tfr.apply_baseline((-1,-.5),mode='mean')\n", " #tfr.plot(picks=[0], mode='logratio', \n", " # title='TP9 - Contra');\n", " #tfr.plot(picks=[3], mode='logratio', \n", " # title='TP10 - Ipsi');\n", " power_Contra_TP9 = tfr.data[0,:,:]\n", " power_Ipsi_TP10 = tfr.data[1,:,:]\n", "\n", " # Plot Differences\n", " #%matplotlib inline\n", " times = epochs.times\n", " power_Avg_Ipsi = (power_Ipsi_TP9+power_Ipsi_TP10)/2;\n", " power_Avg_Contra = (power_Contra_TP9+power_Contra_TP10)/2;\n", " power_Avg_Diff = power_Avg_Ipsi-power_Avg_Contra;\n", "\n", "\n", " #find max to make color range\n", " plot_max = np.max([np.max(np.abs(power_Avg_Ipsi)), np.max(np.abs(power_Avg_Contra))])\n", " plot_diff_max = np.max(np.abs(power_Avg_Diff))\n", "\n", " \n", " fig, axs = plt.subplots(ncols=3, figsize=(12,3))\n", " \n", " #Ipsi\n", " ax = axs[0]\n", " im = ax.imshow(power_Avg_Ipsi,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", " #im = plt.imshow(power_Avg_Ipsi,\n", " # extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " # aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", " ax.set_xlabel('Time (sec)')\n", " ax.set_ylabel('Frequency (Hz)')\n", " ax.set_title('Power Average Ipsilateral to Cue')\n", " cb = fig.colorbar(im)\n", " cb.set_label('Power')\n", " # Create a Rectangle patch\n", " rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", " # Add the patch to the Axes\n", " ax.add_patch(rect)\n", "\n", " #TP10\n", " #fig, ax = plt.subplots(1)\n", " ax = axs[1]\n", " im = ax.imshow(power_Avg_Contra,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", " ax.set_xlabel('Time (sec)')\n", " ax.set_ylabel('Frequency (Hz)')\n", " ax.set_title(str(sub) + ' - Power Average Contra to Cue')\n", " cb = fig.colorbar(im)\n", " cb.set_label('Power')\n", " # Create a Rectangle patch\n", " rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", " # Add the patch to the Axes\n", " ax.add_patch(rect)\n", "\n", " #difference between conditions\n", " #fig, ax = plt.subplots(1)\n", " ax = axs[2]\n", " im = ax.imshow(power_Avg_Diff,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_diff_max, vmax=plot_diff_max)\n", " ax.xlabel('Time (sec)')\n", " ax.ylabel('Frequency (Hz)')\n", " ax.title('Power Difference Ipsi-Contra')\n", " cb = fig.colorbar(im)\n", " cb.set_label('Ipsi-Contra Power')\n", " # Create a Rectangle patch\n", " rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", " # Add the patch to the Axes\n", " ax.add_patch(rect)\n", " \n", " \n", " plt.tight_layout()\n", " \n", " #output data into array\n", " Ipsi_out.append(np.mean(power_Avg_Ipsi[np.argmax(frequencies>f_low):\n", " np.argmax(frequencies>f_high)-1,\n", " np.argmax(times>t_low):np.argmax(times>t_high)-1 ]\n", " )\n", " ) \n", " Ipsi_spectra_out.append(np.mean(power_Avg_Ipsi[:,np.argmax(times>t_low):\n", " np.argmax(times>t_high)-1 ],1\n", " )\n", " )\n", " \n", " Contra_out.append(np.mean(power_Avg_Contra[np.argmax(frequencies>f_low):\n", " np.argmax(frequencies>f_high)-1,\n", " np.argmax(times>t_low):np.argmax(times>t_high)-1 ]\n", " )\n", " )\n", " \n", " Contra_spectra_out.append(np.mean(power_Avg_Contra[:,np.argmax(times>t_low):\n", " np.argmax(times>t_high)-1 ],1))\n", " \n", " \n", " diff_out.append(np.mean(power_Avg_Diff[np.argmax(frequencies>f_low):\n", " np.argmax(frequencies>f_high)-1,\n", " np.argmax(times>t_low):np.argmax(times>t_high)-1 ]\n", " )\n", " )\n", " diff_spectra_out.append(np.mean(power_Avg_Diff[:,np.argmax(times>t_low):\n", " np.argmax(times>t_high)-1 ],1\n", " )\n", " )\n", " \n", " \n", " ERSP_diff_out.append(power_Avg_Diff)\n", " ERSP_Ipsi_out.append(power_Avg_Ipsi)\n", " ERSP_Contra_out.append(power_Avg_Contra)\n", "\n", "\n", " \n", "print(np.shape(ERSP_diff_out))\n", "print(np.shape(Contra_spectra_out))\n", "\n", "print(diff_out)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(769,)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "times.shape" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame(np.flipud(power_Avg_Contra),columns=np.round(times,3),\n", " index=np.round(frequencies,2))" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "nr,nc = df.shape" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "idxs_r = np.arange(0, nr,10)\n", "idxs_c = np.arange(0, nc,10)\n" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 110, 120,\n", " 130, 140, 150, 160, 170, 180, 190, 200, 210, 220, 230, 240, 250,\n", " 260, 270, 280, 290, 300, 310, 320, 330, 340, 350, 360, 370, 380,\n", " 390, 400, 410, 420, 430, 440, 450, 460, 470, 480, 490, 500, 510,\n", " 520, 530, 540, 550, 560, 570, 580, 590, 600, 610, 620, 630, 640,\n", " 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760])" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idxs_c" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(769,)" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns.shape" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "import matplotlib.ticker as ticker\n" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "30.0" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frequencies[-1]" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.0" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "times[-1]" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [], "source": [ "sns.heatmap?" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(ncols=3, figsize=(22,6))\n", "\n", "sns.heatmap(df,ax=ax[0])#,xticklabels=df.columns[idxs_c],yticklabels=df.index[idxs_r])\n", "plt.xticks(rotation=0)\n", "sns.heatmap(df,ax=ax[1])\n", "sns.heatmap(df,ax=ax[2])\n", "\n", "ax[0].xaxis.set_major_locator(plt.MultipleLocator(100))\n", "\n", "#ax[0].xticks(rotation=0) \n", "\n", "#ax[0].xaxis.set_major_formatter(ticker.FormatStrFormatter('%1.0f'))\n", "#ax[1].xaxis.set_major_formatter(ticker.FormatStrFormatter('%0.1f'))\n", "#ax[2].xaxis.set_major_formatter(ticker.FormatStrFormatter('%0.1f'))\n", "\n", "\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "# Add the patch to the Axes\n", "ax[0].add_patch(rect)\n", "\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.axes_grid1 import ImageGrid\n", "\n", "# Set up figure and image grid\n", "fig = plt.figure(figsize=(9.75, 3))\n", "\n", "grid = ImageGrid(fig, 111, # as in plt.subplot(111)\n", " nrows_ncols=(1,3),\n", " axes_pad=0.15,\n", " share_all=True,\n", " cbar_location=\"right\",\n", " cbar_mode=\"single\",\n", " cbar_size=\"7%\",\n", " cbar_pad=0.15,\n", " )\n", "\n", "# Add data to image grid\n", "for ax in grid:\n", " im = ax.imshow(np.random.random((10,10)), vmin=0, vmax=1)\n", "\n", "# Colorbar\n", "ax.cax.colorbar(im)\n", "ax.cax.toggle_label(True)\n", "\n", "#plt.tight_layout() # Works, but may still require rect paramater to keep colorbar labels visible\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAADVCAYAAADXXc3XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XtcVGX+B/DPcBORARRNNyFBRykzxURFI1Eu2Vpt4lqZim5qlki6Xkr3xU9aS3+htZCKoJbdvGy1XsYsfxqKsau4upq6ub6WayX1+5GKDSMICMz5/eEyhQxzzpyHkc74eb9e89rlnPOZ5wGfhi/POec5OkmSJBARERGRZri1dweIiIiIyDEs4IiIiIg0hgUcERERkcawgCMiIiLSGBZwRERERBrDAo6IiIhIY1jAEREREWkMCzgiIiIijWEBR0RERKQxLOCIiIiIVCgvL8eKFSvw9NNPY/DgwQgLC8Px48cV58+dO4fp06cjPDwcQ4cOxYIFC/DDDz8oyrKAIyIiIlLh22+/xWeffQYfHx9ERkY6lC0pKUFiYiIkScKaNWvw6quv4vz580hMTER1dbVs3kNtp4mIiIhuZ0OHDsWxY8cAAAcPHkRubq7i7Nq1a9GpUyds2LABPj4+AIC+ffvi0UcfxbZt2zB79my7ec7AEREREang5qaujKqvr8cXX3yBhx9+2Fq8AUCfPn0waNAgfP7557LvockZuP79+8NiscDX17e9u0K3uaqqKri5ueH8+fOyx3Lc0i8Fxy1pkbPGbVVVFSRJgl6vt3vcyZMnFfdVTllZGWpra9G3b98W+8LCwmA0GmXfQ5MFnMVigSRJQGOD+ve4Vivcj2uSTijfFtOfFkhC+U7e7kL5hlqx9gGgFhahvFcb/CQ7+HZQlZMkCRaLsv63xbiF2JADAFyvui6U9/QRGzMAUHutUSjfUe8tlJeqrwnlAUDXUawPDdV1wn1oUDkgJEhotCj7N7BYLJAsEurN6n9mnir/+2rWj+oaoXyN4Oc1APh0EPussdSJfdbVCH7eA4CH4OdlveDntRgHx60k4erVq07ukzomkwkA4O/v32JfQEAAamtrUVtbC2/v1j9nNFnA+fr6Ao0NOPLBatXv8X9TXhfux/M/iv0i6+rWUbgPFxvFfhHtWXSPUH7fyxeF8gCQpisTyj/t2Uu4Dy8cXqoqN/KxRMXHtsW41XmK/yL8OGaTUH7iWscu1LUl5fmjQvlV+1cK5X+c/IxQHgD80v9LKJ8f95ZwH456e6nKfdThtOJjfX19UW++hpWVA1W1BQAP5b2sOtvkf3/9glB+0RUf+YNkbJkXLJQvXC32WbfYIj7xMNQ9UCifc/074T40SOr+gKvxu6L4WF9fX0Cy4Nj/fCR77IhfPwXo3Np0hk0pna71Pyzs7QM0WsARERERyZLac8awdQEBAQB+mon7OZPJBG9vb3ToYP8PdkVzqdXV1VixYgWioqIwcOBATJgwAYcOHVLUyQsXLiApKQlDhgzB4MGD8eyzz6K4uFhRloiIiEgVSYLU2CD7giR+atpRwcHB8Pb2RlFRUYt9hYWFNq+Nu5miAi45ORl79+7F/PnzsXHjRhgMBiQnJyMvL89urqKiApMnT8b333+PVatWIT09HZWVlZg6dSrKy8uVNE1ERESkjsUi/2oHnp6eiI6OxoEDB1BT89P1nV9//TXOnDmDhx56SPY9ZE+h5uXlIT8/H5mZmYiPjwcAREZGoqysDGlpaYiOjm41u3nzZpjNZuzcuRPdu3cHAISHhyM2NhbZ2dlYvny5bAeJiIiIVGmsd3oT+/fvBwB89dVXAIB//OMf+PHHH9GxY0drjRQTEwMAzdaJmzdvHp544gnMmTMHM2bMQE1NDTIyMtCzZ09MnjxZtl3ZAi4nJwd6vR6xsbHWbTqdDgkJCVi2bBmKi4thMBhsZg8ePIiRI0daizcA6Ny5M8aMGYOcnBwWcEREROQ8Inf9KzR//vxmX69btw4A0LNnT7sL+xoMBrz//vt44403MG/ePHh4eOCBBx7A0qVLFS1/IlvAFRUVwWAwtFisLiwsDMCNc7W2Crja2lpcuHABDz/8cIt9YWFh+PTTT1FRUYHAQLE7YoiIiIhskW7BTQwFBQWyx7RWyA0cOBAffPCBqnZlr4EzmUw21ylp2mbrDgoAqKyshCRJra5xYi9LREREJOY/627Kvdpgfb32oGgZEZF1SuT2ExERETmFwoV/tUi2gAsICLA5U1ZZWQnA9irCTdt1Ol2ra5w0vTcRERFRm5Og7Bo4bU7AyZ9CNRgMKCkpafG4oMLCQgBAv379bOa8vb0RHBxsPe7mbJcuXXj9GxERETmPZJF/aZRsARcfHw+z2dziAjyj0YjQ0NBW70AFgLi4OOTn5+PSpUvWbSaTCYcPH7YuSUJERETU9iRIjfWyL61OwcmeQo2Ojsbw4cORkpICk8mEoKAgGI1GnDp1CllZWdbjEhMTceLEiWZ3Y8ycOROffPIJZs+ejblz58LDwwPZ2dnw8PDA888/75zviIiIiAi4JcuItBfZAk6n0yErKwvp6enIyMiA2WyGwWBAZmamdWG61nTt2hXbtm3DqlWr8NJLL0GSJAwZMgRbt27FnXfe2WbfBBEREVELGj5FKkfRXai+vr5ITU1Fampqq8ds2bLF5vaQkBBkZ2er650dtdXXseLR91TnFw65LtyHyFM9hfJ/2DtNuA/S5e+E8jOf+Uwof6LhW6E8AOzyFSvm10m1wn14c8RrqnJ13nUOHd9YXYd/P5Kpqi0AeKUNpvpT3BQ9Qa9VmbOPC/eh3k3s+2gsOyeU9/QX+xkAwJix/y2Uv7ODn3AfJl73UpVzs/+M7BY8O3khzvicqrYA4MURf1SdbdKnsYdQPkq4B0DEK/8Qyj/Q8S6h/F8vnRbKA4B/98FC+QU6se8BAMYv8laVG/X+McdDt+BJDO1FUQFHREREpDnt9KzTW4EFHBEREbkeSVK4jIiL3sRAREREpEmcgSMiIiLSDgn4zzIh8sdp8ZlRLOCIiIjINd3Oy4gQERERadLtvowIERERkbYovInBVZ/EQERERKQ5EpTdxKDN+o0FHBEREbkoXgNHREREpDFcRoSIiIhIYzgDR0RERKQlvImBiIiISHtuwSnU6upqZGRkYP/+/TCbzTAYDJg7dy5iY2NlswcOHMC7776LkpISAEDv3r0xffp0jBs3TjbrJtxzIiIiol8aCUBjo/xLcAIuOTkZe/fuxfz587Fx40YYDAYkJycjLy/Pbm737t2YN28e7rjjDrzxxht444030L17dyxYsAA7duyQbZczcEREROSanDwDl5eXh/z8fGRmZiI+Ph4AEBkZibKyMqSlpSE6OrrV7K5du9CzZ0+8+eabcHO7MZ/24IMPIi4uDnv27MHEiRPtts0ZOCIiInJNjQ3yLwE5OTnQ6/XNTpfqdDokJCSgtLQUxcXFrWY9PDzg4+NjLd4AwM3NDT4+PvDy8pJtW7MzcA2Q8A/LFdX5QV+ozzb594JgoXzDrveF+3AyW2zwrQmvEMo/+a9AoTwA9OhzVSi/Ztb9wn14dulXqnKNDs69V0mNGHnpn6raaivlnUOF8jtDKoX78Eix/AOm7Qke/ZJQPrRTd6E8APi5ewvl/3zideE+RA1+VlWuDo7NSjRW1+Fc/BpVbQGAp6fYzwoAZv1XV7E3aGwU7sMdK/oK5SceShbKpy1YIpQHgFe/8hHK/8tT/IL/hF4qP4PcjjuekZT19+rVq4iIiLB7zMmTJ1tsKyoqgsFgaFaEAUBYWBgAoLCwEAaDweb7TZkyBS+88AKys7Px1FNPAQA++ugjfP3113jpJfnPOM0WcEREREStk4AG596FajKZEBIS0mK7v7+/dX9r4uLikJ2djRdffBFvvvkmAMDHxwdr1qzBqFGjZNtmAUdEREQuSVI486rX623OsCmh0+lU7Tt69CgWLVqERx55BGPHjkVjYyP27t2LhQsXYu3atRg9erTddlnAERERkWty8k0MAQEBNmfZKitvXGrSNBN3M0mSsGTJEkRGRuKVV16xbh81ahTKy8vx6quvyhZwvImBiIiIXM8tWEbEYDCgpKQElpsKxcLCQgBAv379bOYuX76MS5cuYcCAAS32DRgwAN999x3q6ursts0CjoiIiFyTxSL/EhAfHw+z2Yzc3Nxm241GI0JDQ1u9gcHf3x8dOnTAP//Z8qa2s2fPIiAgAB06dLDbNk+hEhERkQuSFN59rH4KLjo6GsOHD0dKSgpMJhOCgoJgNBpx6tQpZGVlWY9LTEzEiRMnUFBQAADw8vLCpEmT8P777yMlJQVjx46FxWKxZn//+9/Lts0CjoiIiFyTk6+B0+l0yMrKQnp6OjIyMqyP0srMzERMTIzd7JIlS9C7d298/PHHOHDgANzc3BASEoLVq1fjN7/5jWzbLOCIiIjINbXB+n9yfH19kZqaitTU1FaP2bJlS4tt7u7umDRpEiZNmqSqXRZwRERE5HokQGpQUMCJr03cLljAERERkWuyaLQ6U4AFHBEREbmmW3AKtb3IFnDHjh3Dnj17cPr0aZSXl8Pf3x8DBw7ECy+8YH3WV2vWrVuHzMzMFtu7du2Ko0ePqu81ERERkRwn38TQnmQLuD//+c8wmUz43e9+hz59+uDy5ct4++23MXHiRGzZsgXh4eGyjbz77rvw8fnpAbqenp5ivSYiIiKyy/nLiLQn2QLu5ZdfRmBgYLNtUVFRiI2NxebNm7Fu3TrZRgYMGAA/Pz/1vSQiIiJy1O18DdzNxRsA+Pn5oVevXigvL3dKp4iIiIiE8C7Ulq5cuYKioiI88sgjio4fN24cKioqEBgYiNGjR2PBggU2C0NHdPICdv62k+p83fkuQu0DgFv8Y0L5u8etFO5D0ZkPhPINR3cJ5fffHy+UB4AzY9KF8quWnBbuw/5LX6nK9QzycjjT0cPxTJMLr4xWnW0Smdby0S2O+Mu3th8N44gPAy4L5Xs8qv6/fQC4dFwoDgAIvLdeKP/DY3OE+/CM+12qcllw7OdfAwnzpEpVbQHAfZL4ZTPm7WL/nW/5Oli4D0nPif2mv7b0D0J5r36dhfIA8NpL44Tydz/+hnAfFm39Xl3weoPjmdv5JoabSZKEZcuWwWKxYObMmXaPDQ4OxsKFC3HPPffA09MTX375Jd5++20cO3YMu3btgr+/v+qOExEREdl1O59Cvdnq1atx8OBBvPbaa+jTp4/dY8ePH9/s6xEjRiA8PBwzZszAtm3bkJSU5GjzRERERIpIDbfxXag/l5GRgXfeeQcpKSmYMGGCqgYfeOABdOvWDWfOnFGVJyIiIlLkdl5GpMmaNWuwYcMGvPjii5g2bZpQo5Ikwc3NTeg9iIiIiOy63WfgMjMzkZWVhfnz52PWrFlCDR45cgSXL1/GoEGDhN6HiIiIqFWSBElScA2ckmN+gWQLuHfeeQfr1q3DmDFjMHLkyGanPr28vNC/f38AQGJiIk6cOIGCggLr/vHjx2P8+PEIDQ2Fh4cHTp8+jc2bN6NXr16YMmWKE74dIiIiov+4nWfgDh8+bP3fpv/fpGfPnsjNzW0127t3b2zfvh0XL15EQ0MDevTogSeeeAJJSUlc2JeIiIicSrqd70LdsmWLojeydVx6utj6XkRERESqNdzGBRwRERGRFnEZESIiIiItkQAoqd80OknHAo6IiIhckuTCp1C5GBsRERG5JMkiyb5EVVdXY8WKFYiKisLAgQMxYcIEHDp0SFn/JAkfffQRJkyYgEGDBiEiIgJPPvkkvvzyS9ksZ+CIiIjIJUkNzm8jOTkZ58+fx+LFixEUFITdu3cjOTkZGzZsQHR0tN1sSkoKPv/8c8yaNQuDBw9GTU0Nzp07h5qaGtl2WcARERGRa3LyPQx5eXnIz89HZmYm4uPjAQCRkZEoKytDWlqa3QLuwIED2L17N7Zv347Bgwdbt48ePVpR2zyFSkRERK5HujEDJ/cSuYkhJycHer0esbGx1m06nQ4JCQkoLS1FcXFxq9mtW7ciIiKiWfHmCM7AERERkUuyKDyFevXqVURERNg95uTJky22FRUVwWAwtHi+e1hYGACgsLAQBoOhRa6+vh5nzpzBU089hfT0dOzYsQMmkwmhoaGYNWsWEhISZPus2QKu4boO+97roDr/8OMdhftQm54tlB+h7y3ch0tPLhDKTy5zF8rf6/lvoTwAWDzFhuE/q78V7sOP53eoyj3w22cdOt7PtyP+mZuqqi0AKHnqHdXZJvlTuwvlPeKGCvfh+l8+FXsDD7Fxm3ulq1j7AH51WOzimtg98h/Qcqb/W/5CZ1veTj/t0PHu0GGgp/qf2er4StXZJh5j44XyBxceEe7D6+nfCOVDfO4Qyh/JXC2UB4DtQ14Vys/Q3yfchz0ndapy9Z0uOZyRnHwK1WQyISQkpMV2f39/6/7WctevX8fu3bvRo0cPLFu2DH5+ftixYweWLl2K+vp6PPnkk3bb1mwBR0RERGSP1KisWNTr9TZn2JTQ6Vpvo7V9FsuNyrKurg6bNm1Cz549AQAjR45EWVkZ1q9fL1vA8Ro4IiIicjkSAMmik38JtBEQEGBzlq2y8sasc9NM3M38/f2h0+nQu3dva/EG3Cj4HnzwQZSXl6OiosJu2yzgiIiIyCVZGnWyLxEGgwElJSXWGbUmhYWFAIB+/frZzHl7e6NXr14290nSjZLS3swewAKOiIiIXJF04xo4uZfIFFx8fDzMZjNyc3ObbTcajQgNDbV5A8PPs6Wlpfjuu+9+6rIk4a9//SuCg4PRpUsXu23zGjgiIiJySaIzbHKio6MxfPhwpKSkwGQyISgoCEajEadOnUJWVpb1uMTERJw4cQIFBQXWbTNnzsTevXsxa9YsJCcnQ6/XY+fOnfjXv/6FjIwM2bZZwBEREZFLsjQ490SjTqdDVlYW0tPTkZGRAbPZDIPBgMzMTMTExNjNdu7cGdu2bcPq1auxfPly1NbWol+/fli/fj3i4uJk22YBR0RERC5JugXPsvf19UVqaipSU1tfImrLli02twcFBWHt2rWq2mUBR0RERC7J0ui6l/qzgCMiIiKX5OyFfNsTCzgiIiJyQTo0WpTMwDn3RgdnYQFHRERErkcCJEmbxZkSLOCIiIjI5UhQtoyIJPZo5XbDAo6IiIhckqJTqCzgiIiIiH45bsUyIu2FBRwRERG5JGU3MWiTZgs4Dw8LHootV53v8FKacB8Wx/xJKO+FeuE+/HjRRyhfK1UJ5RPrGoTyADCjsUwoH9UpVLgPC8asVpWr8ap16PirVbUY8OsVqtoCgB+umVRnm1z4+i6h/MFnjgv34cHBdUL5+45dFsp39roilAeAU9tmCOW/nfaecB8mmStV5Wr8Gh063gvAs43XVbUFAPU/OPbfiS3S/+QJ5ffsXSDch98//q5Q/k9z9WLtRy4TygNAoU7sM2R6fTfhPiRMr1GVW7/X8ek0zsARERERaQxn4IiIiIg0xsJlRIiIiIi0QwLQqKCA0+pZVtkC7vjx45g2bZrNffv27UOfPn3s5i9cuIC0tDQcP34cFosFERERWLJkCQwGg7oeExERESmgpIDTKsUzcIsXL8bQoUObbQsKCrKbqaiowOTJkxEYGIhVq1bB3d0d2dnZmDp1KoxGI3r06KGu10REREQyJI0+JksJxQVcaGgowsPDHXrzzZs3w2w2Y+fOnejevTsAIDw8HLGxscjOzsby5csd6y0RERGRQg0uPAPn1NszDh48iJEjR1qLNwDo3LkzxowZg5ycHGc2TURERLc5CTrZl1YpLuBSU1PRv39/DBkyBM899xzOnTtn9/ja2lpcuHAB/fr1a7EvLCwMFRUVqKiocLzHRERERLJ0aFTwgkaLONlTqHq9HtOnT8ewYcMQEBCAkpISbNq0CU8//TS2bt2KQYMG2cxVVlZCkiT4+/u32BcQEAAAMJlMCAwMFPwWiIiIiFqytHcHnEi2gOvfvz/69+9v/ToiIgIxMTF49NFHkZGRgffee89uXqfTZmVLRERE2iUB/5lhkz9Oi1RdA9etWzdERUXh7NmzrR7j7+8PnU4Hk6nlYzuatjXNxBERERG1tQadTvalVapvYrBY7E9Ment7Izg4GIWFhS32FRYWokuXLjx9SkRERE4jKXiJqq6uxooVKxAVFYWBAwdiwoQJOHTokGP9lCRMmzYNYWFhWLlypaKMqgLu0qVLyM/Pl11WJC4uDvn5+bh06ZJ1m8lkwuHDhxEfH6+maSIiIiJFbsUMXHJyMvbu3Yv58+dj48aNMBgMSE5ORl5enuL3+Pjjj1FaWupQu7LXwC1atAjBwcG499574efnh9LSUrz11luora3FwoULrcclJibixIkTKCgosG6bOXMmPvnkE8yePRtz586Fh4cHsrOz4eHhgeeff96hjhIRERE5wtnXt+Xl5SE/Px+ZmZnWianIyEiUlZUhLS0N0dHRsu/xww8/4PXXX8fKlSsxb948xW3LFnBhYWH47LPPsHXrVtTU1CAgIADDhg3DnDlzbC4R8nNdu3bFtm3bsGrVKrz00kuQJAlDhgzB1q1bceeddyruJBEREZEjJAANCibYRIq8nJwc6PV6xMbGWrfpdDokJCRg2bJlKC4uln106Msvv4yIiAiMHTvWobZlC7jZs2dj9uzZsm+0ZcsWm9tDQkKQnZ3tUKeUuN7ghm1fqC8C7x3xunAfXo29LJT3ira9BIsjkv67TCh/aEYnofysLdeF8gCQXRsilB9x+EXhPrwzaq2q3N+8HJt+99G5Id1d/XOAP+6mOmp196GvhPITO3eXP0jGw0mPC+VLlwpeP1tzVSwPIGTiGqH8Gp/7hfvwgbe7qtx0/OjQ8e6+3hiwP0VVWwBQ+8c/qM42WZ4r9m/+R+91wn14bXiNUF7Xd4hQ/k/rOwjlASBk8iah/O+u2V8DVomJo5aoC+5reU29HIvCNd6uXr2KiIgIu8ecPHmyxbaioiIYDAa4uTW/Ii0sLAzAjWv+7RVwn376KY4fP459+/Yp6ufPOfVJDERERETtpVEn/xJhMplsrnfbtM3WShxNrly5gpUrV2LBggX41a9+5XDbip+FSkRERKQljQqP0+v1NmfYlLC33q29fStXrkRQUBCmTp2qql0WcEREROSSLE5e5i0gIMDmLFtlZSUA2JydA4CjR49i3759eP/991FVVdVs3/Xr12E2m+Hj4wMPj9bLNJ5CJSIiIpfUoOAlwmAwoKSkpMXauE1r4LZ2s2dRUREsFgsSExMxdOhQ6wsAPvzwQwwdOhT5+fl22+YMHBEREbkkyckzcPHx8dixYwdyc3MRFxdn3W40GhEaGtrqDQwPP/ww7rnnnhbbp02bhrFjx2LKlCnWGyFawwKOiIiIXI4EZTNsIsuIREdHY/jw4UhJSYHJZEJQUBCMRiNOnTqFrKws63E3r5Xbo0cP9OjRw+Z7du/eHcOHD5dtmwUcERERuSRnL+Sr0+mQlZWF9PR0ZGRkwGw2w2AwIDMzEzExMU5tmwUcERERuSQlC/mK8vX1RWpqKlJTU1s9prW1cm/286dZyWEBR0RERC5J6TIiWsQCjoiIiFySs5cRaU8s4IiIiMjlSFA2A+fs6+SchQUcERERuSSLZsszeSzgiIiIyCXxGjgiIiIijbHIH6JZLOCIiIjIJTXoeAqViIiISFN4CvUXyAMSInFVdX7A0aXCfbjyzB+E8l6ensJ9uC46QVwnNrw7tcEQijzwjFB+cGSycB9+vF6lKqfv6NjPz72DDsMX6VW1BQAnMutUZ5t8X/yZUL7+k2zhPhQmfyGU77s4WCi/9vVKoTwAzAwYLJS/o/a6cB/CDixRlXN/+gWHjr9aVYMHH1isqi0A+GLFMNXZJq8EfSOU75v1rXAflujvF8o/91wXofwfZuYK5QGgrrFeKH/1rUThPgz73Z9V5a77O9Z3CcpuYtDqHJ1mCzgiIiIiezgDR0RERKQxXEaEiIiISGM4A0dERESkKRIkRTNw2pylYwFHRERELqlBo8WZEizgiIiIyOXceBYq70IlIiIi0hQ+iYGIiIhIY5TMwGkVCzgiIiJyScpuYtAmFnBERETkkhokFnBEREREmuK65ZvCAm7p0qXYvXt3q/uPHDmCbt262dy3bt06ZGZmttjetWtXHD16VGE3iYiIiBzTeAtuY6iurkZGRgb2798Ps9kMg8GAuXPnIjY21m7uL3/5Cw4dOoSCggJUVFSgR48eGDVqFJKSktCli/xzcxUVcElJSZg0aVKzbQ0NDZg5cybCwsJaLd5+7t1334WPj4/1a882eJA7ERERkS0SlK0DJzpLl5ycjPPnz2Px4sUICgrC7t27kZycjA0bNiA6OrrV3Nq1azF8+HAsXLgQ3bt3R3FxMdavX4/c3FwYjUb4+fnZbVdRAXfXXXfhrrvuarbt888/R21tLSZOnKjkLTBgwADZzhARERG1FWffxJCXl4f8/HxkZmYiPj4eABAZGYmysjKkpaXZLeCMRiMCAwOtXw8bNgwGgwGJiYnYs2cPEhMT7bbtprbTO3fuRMeOHTFu3Di1b0FERETkNI2SJPsSkZOTA71e3+x0qU6nQ0JCAkpLS1FcXNxq9ufFW5P77rsPAFBeXi7btqqbGC5evIi//e1veOyxx+Dr66soM27cOFRUVCAwMBCjR4/GggULbHZeqToA69zV34PRPXat6myTel0PofypZaeF+zAdYn2I3vqNUP7/an8UygPAzMffEsr/bURH4T7A4q0q9lDxRccCDRbUHStR1RYA9GgMVp1t8sMjzwrl9/7vncJ9OOch9m8W+IZJKP+UZ6VQHgB6b3hMKF846zPhPli+PqMqJ1kce8S3B9wwsoP6f/f6o2dVZ5v0/su3Qvn/K9or3IfGouNC+WWJ+4Ty5VKtUB4Aftc1Qijfb4H4uP0yQv76Llt+XeZ4xqJwBu7q1auIiLD/szl58mSLbUVFRTAYDHBzaz4fFhYWBgAoLCyEwWBQ2Fvg73//OwCgb9++sseqqoCMRiMaGxsVnT4NDg7GwoULcc8998DT0xNffvkl3n77bRw7dgy7du2Cv7+/mi4QERGsTe97AAALeElEQVQR2eXshXxNJhNCQkJabG+qbUwm5X9smkwmrFixAiEhIYrObqoq4Hbt2oVevXph6NChsseOHz++2dcjRoxAeHg4ZsyYgW3btiEpKUlNF4iIiIjsUjoDp9frbc6wKaHT6VTt+7mamhrMnTsXlZWV2Lp1K7y8vGQzDl8Dd/LkSXz99deYMGGCo1GrBx54AN26dcOZM+qm/4mIiIjskaDsGjiRObqAgACbs2yVlTcu01BylrG2thZz5szB+fPnsWnTJtx9992K2na4gNu5cyfc3d2RkJDgaLQZSZJanDMmIiIiahsSGmGRfYksJGIwGFBSUgKLpfl6c4WFhQCAfv362c3X1dUhKSkJZ86cwcaNG3H//fcrbtuhCuratWvYv38/oqKi0L17d0eizRw5cgSXL1/GoEGDVL8HERERkT2SJMm+RMTHx8NsNiM3N7fZdqPRiNDQULs3MFy/fh1JSUk4efIksrKyMGzYMIfadugauH379uHatWv47W9/a3N/YmIiTpw4gYKCAuu28ePHY/z48QgNDYWHhwdOnz6NzZs3o1evXpgyZYpDnSUiIiJSytlPYoiOjsbw4cORkpICk8mEoKAgGI1GnDp1CllZWdbjbNVH8+bNw5EjRzB37lz4+Pg0u6ysS5cuLdbfvZlDBdyuXbvQuXNnxMTEKM707t0b27dvx8WLF9HQ0IAePXrgiSeeQFJSEhf2JSIiIqexOPlh9jqdDllZWUhPT0dGRob1UVqZmZmytdLhw4cBAOvXr8f69eub7UtISEBaWprdvEMF3Pbt2+3u37JlS4tt6enpjjRBRERE1CacvYwIAPj6+iI1NRWpqamtHmOrPvr5bJwa6lfCJSIiIvoFU7qMiBaxgCMiIiKXc2MZEflr4LRa4rGAIyIiIpfk7IfZtycWcEREROSSlMzAaRULOCIiInJJLOCIiIiINIanUImIiIg0RVI4A6fNIo8FHBEREbkeSeFCvtqs37RbwHm7SXjtrgrVef/fPyTcB/eB0UL5hfFrhPvw+H0XhPK/aXDocbgtdFr6olAeAPqOf0Mo31gVKNyHT/9t/5ElranvdNmh4+sa3ZD+ZU9VbQFAygejVGebZDyTJ5Sfv7CjcB+K11QK5U80+AvlQ9OGCOUBoHzRTqF8Q6OPcB+invlIVa5KX+/Q8RIkXJUaVLUFAG6dxb/X7z6cI5TPG9T6IqtKjf5qhVD+/SsrhfLfnXpHKA8AFlO5UP73zzr2mWdLSmGAqlxNh0sOHa90GRGt0mwBR0RERGSPkmvgdLegH87AAo6IiIhckpIZOK0WQlrtNxEREZFdjVKj7DFaLYS02m8iIiIiuyQlNzFoFAs4IiIickm8iYGIiIhIYxQtI6JRLOCIiIjIJVk4A0dERESkHRIAi4JlRLQ6R8cCjoiIiFyQhEaLkvJMmyvBsYAjIiIil6TsJgZ3p/fDGcSeo0RERET0CyVJkuxLVHV1NVasWIGoqCgMHDgQEyZMwKFDhxRlL1y4gKSkJAwZMgSDBw/Gs88+i+LiYkVZFnBERETkkholi+xLVHJyMvbu3Yv58+dj48aNMBgMSE5ORl6e/edOV1RUYPLkyfj++++xatUqpKeno7KyElOnTkV5ufwza3kKlYiIiFySs5cRycvLQ35+PjIzMxEfHw8AiIyMRFlZGdLS0hAdHd1qdvPmzTCbzdi5cye6d+8OAAgPD0dsbCyys7OxfPlyu21zBo6IiIhckkWyyL5E5OTkQK/XIzY21rpNp9MhISEBpaWldk+HHjx4ECNHjrQWbwDQuXNnjBkzBjk5ObJt6yQNPmfi7rvvhiRJ6KRTf+eIroP45KPOXew9aqrqhPvg7d7O/3wdvITf4mq12M9B7y5+B1G9Rd3fMnW48Zy9gsIC2WPvvvtuSBYJngIXzHbwER+3ddcahPIdOgh3AZY6sXHbKHjXmKe3+N+uUp3Yz1GSxMftNdULINzIOTJu3QX+3u/oqTr6Ew+xsd9YI/bvBQAe+o5C+UpztVDeX7B9QPzRUtI18d9btSrHfiNuFFtKx63FYoGSm1DddDeKLr1eb/e4kydPttj21FNPQafT4cMPP2y2/ezZs3jyySeRkZGBcePGtcjV1tYiPDwcs2fPxsKFC5vt27RpE/70pz8hPz8fgYGBrfZHk6dQ3dzcYLFY4Obr295dEdLRT5M//jbn5y9eBIpS24PrVVVwc1P2i83NzQ0WWODt66Oytbbh7df+P293wSLwl3DPmK79f4yw/+umdVUqxq2PbyeVrf0yeHi2wV8egvz91f6LtR3RPxt0evFqXO0noKPjVpIktMHf93aZTCaEhIS02O7v72/db0tlZSUkSbIe93MBAQHWrMsVcOfPn2/vLhA5jOOWtIjjlrToVo5bnZ2zgfb2KdlvD6+BIyIiIlIhICDA5ixbZWUlANicYWvartPpbGabtjXNxLWGBRwRERGRCgaDASUlJbBYmt8MUVhYCADo16+fzZy3tzeCg4Otx92c7dKli93TpwALOCIiIiJV4uPjYTabkZub22y70WhEaGgoDAZDq9m4uDjk5+fj0qVL1m0mkwmHDx+2LklijybvQiUiIiJqb5IkYfr06SgoKMCLL76IoKAgGI1GGI1GZGVlISYmBgCQmJiIEydOoKDgpztoL1++jMcffxx33HEH5s6dCw8PD2RnZ+Obb77B7t27ceedd9ptmwUcERERkUpVVVVIT0/HgQMHYDabYTAYMHfuXMTFxVmPsVXAAcA333yDVatW4fjx45AkCUOGDMGSJUvQt29f2XZZwBERERFpDK+BIyIiItIYFnBEREREGsMCjoiIiEhjWMARERERaQwLOCIiIiKNYQFHREREpDGafJh9a6qrq5GRkYH9+/c3W4slNja2vbumGcePH8e0adNs7tu3bx/69Olzi3vk+jhuxXHc3noct2I4ZkmUSxVwycnJOH/+PBYvXoygoCDs3r0bycnJ2LBhA6Kjo9u7e5qyePFiDB06tNm2oKCgduqNa+O4bTsct7cOx23b4JgltVymgMvLy0N+fj4yMzOtzxCLjIxEWVkZ0tLS+IHioNDQUISHh7d3N1wex23b4ri9NThu2w7HLKnlMtfA5eTkQK/XN5u+1+l0SEhIQGlpKYqLi9uxd0S2cdySFnHcErU/lyngioqKYDAY4ObW/FsKCwsDABQWFrZHtzQrNTUV/fv3x5AhQ/Dcc8/h3Llz7d0ll8Rx27Y4bm8Njtu2wzFLarnMKVSTyYSQkJAW2/39/a37SZ5er8f06dMxbNgwBAQEoKSkBJs2bcLTTz+NrVu3YtCgQe3dRZfCcds2OG5vLY5bcRyzJMplCjjgxhS+mn30k/79+6N///7WryMiIhATE4NHH30UGRkZeO+999qvcy6K41Ycx+2tx3ErhmOWRLnMKdSAgACbf/VVVlYC+OkvQ3Jct27dEBUVhbNnz7Z3V1wOx63zcNw6D8etc3DMkiNcpoAzGAwoKSmBxWJptr3pWox+/fq1R7dcxs0/V2obHLfOxXHrHBy3zsMxS0q5TAEXHx8Ps9mM3NzcZtuNRiNCQ0NhMBjaqWfad+nSJeTn5/NWdyfguHUejlvn4bh1Do5ZcoTLXAMXHR2N4cOHIyUlBSaTCUFBQTAajTh16hSysrLau3uasWjRIgQHB+Pee++Fn58fSktL8dZbb6G2thYLFy5s7+65HI7btsFxe2tx3IrjmCVROkmSpPbuRFupqqpCeno6Dhw40OzRLnFxce3dNc3YtGkTPvvsM3z//feoqalBQEAAhg0bhjlz5vC0iJNw3IrjuL31OG7FcMySKJcq4IiIiIhuBy5zDRwRERHR7YIFHBEREZHGsIAjIiIi0hgWcEREREQawwKOiIiISGNYwBERERFpDAs4IiIiIo1hAUdERESkMf8PJtFL+uWo8uEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.axes_grid1 import ImageGrid\n", "\n", "# Set up figure and image grid\n", "fig = plt.figure(figsize=(9.75, 3))\n", "\n", "grid = ImageGrid(fig, 111, # as in plt.subplot(111)\n", " nrows_ncols=(1,3),\n", " axes_pad=0.15,\n", " share_all=True,\n", " cbar_location=\"right\",\n", " cbar_mode=\"single\",\n", " cbar_size=\"7%\",\n", " cbar_pad=0.15,\n", " )\n", "\n", "# Add data to image grid\n", "for ax in grid:\n", " im = ax.imshow(np.random.random((10,10)), vmin=0, vmax=1)\n", "\n", " # Colorbar\n", " ax.cax.colorbar(im)\n", " ax.cax.toggle_label(True)\n", "\n", "#plt.tight_layout() # Works, but may still require rect paramater to keep colorbar labels visible\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.axes_grid1 import ImageGrid\n", "\n", "# Set up figure and image grid\n", "fig = plt.figure(figsize=(100, 5))\n", "\n", "grid = ImageGrid(fig, 111, # as in plt.subplot(111)\n", " nrows_ncols=(1,3),\n", " axes_pad=0.15,\n", " share_all=True,\n", " cbar_location=\"right\",\n", " cbar_mode=\"single\",\n", " cbar_size=\"7%\",\n", " cbar_pad=0.15,\n", " )\n", "\n", "# Add data to image grid\n", "for ax in grid:\n", " \n", " ax.imshow(power_Avg_Ipsi,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "\n", " #im = ax.imshow(np.random.random((10,10)), vmin=0, vmax=1)\n", "\n", " # Colorbar\n", " ax.cax.colorbar(im)\n", " ax.cax.toggle_label(True)\n", "\n", "#plt.tight_layout() # Works, but may still require rect paramater to keep colorbar labels visible\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.axes_grid1 import ImageGrid\n", "\n", "# Set up figure and image grid\n", "fig = plt.figure(figsize=(12, 6))\n", "\n", "grid = ImageGrid(fig, 111, # as in plt.subplot(111)\n", " nrows_ncols=(1,3),\n", " axes_pad=0.15,\n", " share_all=True,\n", " cbar_location=\"right\",\n", " cbar_mode=\"single\",\n", " cbar_size=\"7%\",\n", " cbar_pad=0.15,\n", " )\n", "\n", "# Add data to image grid\n", "for ax in grid:\n", " im = ax.imshow(power_Avg_Ipsi,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "\n", "#ax = grid[1]\n", "#im = ax.imshow(power_Avg_Ipsi,\n", "# extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", "# aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "\n", "#ax = grid[2]\n", "#im = ax.imshow(power_Avg_Ipsi,\n", "# extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", "# aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "\n", "\n", "\n", "# Colorbar\n", "ax.cax.colorbar(im)\n", "ax.cax.toggle_label(True)\n", "\n", "\n", "\n", "#plt.tight_layout() # Works, but may still require rect paramater to keep colorbar labels visible\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=3, figsize=(12,6))\n", " \n", "\n", "#Ipsi\n", "ax = axs[0]\n", "im = ax.imshow(power_Avg_Ipsi,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "\n", "#im = plt.imshow(power_Avg_Ipsi,\n", "\n", "# extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", "\n", "# aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "\n", "ax.set_xlabel('Time (sec)')\n", "\n", "\n", "ax.set_ylabel('Frequency (Hz)')\n", "\n", "ax.set_title('Power Average \\nIpsilateral to Cue')\n", "\n", "cb = fig.colorbar(im)\n", "\n", "cb.set_label('Power')\n", "\n", "# Create a Rectangle patch\n", "\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "\n", "# Add the patch to the Axes\n", "\n", "ax.add_patch(rect)\n", "\n", "\n", "#TP10\n", "\n", "#fig, ax = plt.subplots(1)\n", "\n", "ax = axs[1]\n", "\n", "im = ax.imshow(power_Avg_Contra,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "\n", "ax.set_xlabel('Time (sec)')\n", "\n", "ax.set_ylabel('Frequency (Hz)')\n", "\n", "ax.set_title(str(sub) + ' - \\nPower Average\\n Contra to Cue')\n", "\n", "cb = fig.colorbar(im)\n", "\n", "cb.set_label('Power')\n", "\n", "# Create a Rectangle patch\n", "\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "\n", "# Add the patch to the Axes\n", "\n", "ax.add_patch(rect)\n", "\n", "\n", "#difference between conditions\n", "\n", "#fig, ax = plt.subplots(1)\n", "\n", "ax = axs[2]\n", "\n", "im = ax.imshow(power_Avg_Diff,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_diff_max, vmax=plot_diff_max)\n", "ax.set_xlabel('Time (sec)')\n", "ax.set_ylabel('Frequency (Hz)')\n", "ax.set_title('Power Difference\\n Ipsi-Contra')\n", "#cb = fig.colorbar(im)\n", "#cb.set_label('Ipsi-Contra Power')\n", "# Create a Rectangle patch\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "# Add the patch to the Axes\n", "ax.add_patch(rect)\n", " \n", " \n", "\n", " \n", "plt.tight_layout()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Combine subjects\n", "----------------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "GrandAvg_diff = np.nanmean(ERSP_diff_out,0)\n", "GrandAvg_Ipsi = np.nanmean(ERSP_Ipsi_out,0)\n", "GrandAvg_Contra = np.nanmean(ERSP_Contra_out,0)\n", "\n", "GrandAvg_spec_Ipsi = np.nanmean(Ipsi_spectra_out,0)\n", "GrandAvg_spec_Contra = np.nanmean(Contra_spectra_out,0)\n", "GrandAvg_spec_diff = np.nanmean(diff_spectra_out,0)\n", "\n", "num_good = len(diff_out) - sum(np.isnan(diff_out)) \n", "GrandAvg_spec_Ipsi_ste = np.nanstd(Ipsi_spectra_out,0)/np.sqrt(num_good)\n", "GrandAvg_spec_Contra_ste = np.nanstd(Contra_spectra_out,0)/np.sqrt(num_good)\n", "GrandAvg_spec_diff_ste = np.nanstd(diff_spectra_out,0)/np.sqrt(num_good)\n", "\n", "#Spectra error bars\n", "fig, ax = plt.subplots(1)\n", "plt.errorbar(frequencies,GrandAvg_spec_Ipsi,yerr=GrandAvg_spec_Ipsi_ste)\n", "plt.errorbar(frequencies,GrandAvg_spec_Contra,yerr=GrandAvg_spec_Contra_ste)\n", "\n", "plt.legend(('Ipsi','Contra'))\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('Power (uV^2)') \n", "plt.hlines(0,3,33)\n", "\n", "#Spectra Diff error bars\n", "fig, ax = plt.subplots(1)\n", "plt.errorbar(frequencies,GrandAvg_spec_diff,yerr=GrandAvg_spec_diff_ste)\n", "\n", "plt.legend('Ipsi-Contra')\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('Power (uV^2)') \n", "plt.hlines(0,3,33)\n", "\n", "#Grand Average Ipsi\n", "plot_max = np.max([np.max(np.abs(GrandAvg_Ipsi)), np.max(np.abs(GrandAvg_Contra))]) \n", "fig, ax = plt.subplots(1)\n", "im = plt.imshow(GrandAvg_Ipsi,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "plt.xlabel('Time (sec)')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.title('Power Ipsi')\n", "cb = fig.colorbar(im)\n", "cb.set_label('Power')\n", "# Create a Rectangle patch\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "# Add the patch to the Axes\n", "ax.add_patch(rect)\n", "\n", "#Grand Average Contra\n", "fig, ax = plt.subplots(1)\n", "im = plt.imshow(GrandAvg_Contra,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max, vmax=plot_max)\n", "plt.xlabel('Time (sec)')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.title('Power Contra')\n", "cb = fig.colorbar(im)\n", "cb.set_label('Power')\n", "# Create a Rectangle patch\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "# Add the patch to the Axes\n", "ax.add_patch(rect)\n", "\n", "#Grand Average Ipsi-Contra Difference\n", "plot_max_diff = np.max(np.abs(GrandAvg_diff))\n", "fig, ax = plt.subplots(1)\n", "im = plt.imshow(GrandAvg_diff,\n", " extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n", " aspect='auto', origin='lower', cmap='coolwarm', vmin=-plot_max_diff, vmax=plot_max_diff)\n", "plt.xlabel('Time (sec)')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.title('Power Difference Ipsi-Contra')\n", "cb = fig.colorbar(im)\n", "cb.set_label('Ipsi-Contra Power')\n", "# Create a Rectangle patch\n", "rect = patches.Rectangle((t_low,f_low),t_diff,f_diff,linewidth=1,edgecolor='k',facecolor='none')\n", "# Add the patch to the Axes\n", "ax.add_patch(rect)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute t test\n", "----------------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import scipy\n", "num_good = len(diff_out) - sum(np.isnan(diff_out))\n", "\n", "[tstat, pval] = scipy.stats.ttest_ind(diff_out,np.zeros(len(diff_out)),nan_policy='omit')\n", "print('Ipsi Mean: '+ str(np.nanmean(Ipsi_out))) \n", "print('Contra Mean: '+ str(np.nanmean(Contra_out))) \n", "print('Mean Diff: '+ str(np.nanmean(diff_out))) \n", "print('t(' + str(num_good-1) + ') = ' + str(round(tstat,3)))\n", "print('p = ' + str(round(pval,3)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Save average powers ipsi and contra\n", "----------------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "print(diff_out)\n", "raw_data = {'Ipsi Power': Ipsi_out, \n", " 'Contra Power': Contra_out}\n", "df = pd.DataFrame(raw_data, columns = ['Ipsi Power', 'Contra Power'])\n", "df.to_csv('375CueingEEG.csv')\n", "print('Saved subject averages for each condition to 375CueingEEG.csv file in present directory')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Save spectra\n", "----------------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame(Ipsi_spectra_out,columns=frequencies)\n", "df.to_csv('375CueingIpsiSpec.csv')\n", "\n", "df = pd.DataFrame(Contra_spectra_out,columns=frequencies)\n", "df.to_csv('375CueingContraSpec.csv')\n", "print('Saved Spectra to 375Cueing*Spec.csv file in present directory')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conclusions\n", "----------------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Blah" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 1 }