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Updated N170 analysis example

jdpigeon db864de8 de6b1485

+55 -102
+55 -102
notebooks/N170 Emotiv Analysis.ipynb
··· 2 2 "cells": [ 3 3 { 4 4 "cell_type": "code", 5 - "execution_count": 56, 5 + "execution_count": 1, 6 6 "metadata": {}, 7 - "outputs": [ 8 - { 9 - "name": "stdout", 10 - "output_type": "stream", 11 - "text": [ 12 - "Using matplotlib backend: Qt5Agg\n" 13 - ] 14 - } 15 - ], 7 + "outputs": [], 16 8 "source": [ 17 - "from mne import Epochs, find_events, set_eeg_reference\n", 9 + "from mne import Epochs, find_events, set_eeg_reference, read_epochs, viz, combine_evoked\n", 18 10 "from time import time, strftime, gmtime\n", 19 11 "from collections import OrderedDict\n", 20 12 "from glob import glob\n", ··· 29 21 "import sys, os\n", 30 22 "sys.path.append(os.path.join(os.path.dirname(os.getcwd()), 'app','utils','jupyter'))\n", 31 23 "import utils\n", 32 - "%matplotlib" 24 + "%matplotlib inline\n", 25 + "import warnings\n", 26 + "warnings.filterwarnings(\"ignore\")" 33 27 ] 34 28 }, 35 29 { 36 30 "cell_type": "code", 37 - "execution_count": 61, 31 + "execution_count": 2, 38 32 "metadata": {}, 39 33 "outputs": [ 40 34 { 41 35 "name": "stdout", 42 36 "output_type": "stream", 43 37 "text": [ 44 - "['C:/Users/jdpig/BrainWaves Workspaces/Dano Nelson Faces Houses/data/Test/EEG/Test-1-raw.csv']\n", 45 - "Creating RawArray with float64 data, n_channels=15, n_times=2425\n", 46 - " Range : 0 ... 2424 = 0.000 ... 18.938 secs\n", 38 + "['C:/Users/jdpig/BrainWaves Workspaces/N170 Validate/Data/Subash/EEG/Subash-1-raw.csv']\n", 39 + "Creating RawArray with float64 data, n_channels=15, n_times=19885\n", 40 + " Range : 0 ... 19884 = 0.000 ... 155.344 secs\n", 47 41 "Ready.\n" 48 42 ] 49 43 } 50 44 ], 51 45 "source": [ 52 - "files = ['C:/Users/jdpig/BrainWaves Workspaces/Dano Nelson Faces Houses/data/Test/EEG/Test-1-raw.csv']\n", 53 - "sfreq=128\n", 54 - "ch_ind = [0,1,2,3,4,5,6,7,8,9,10,11,12,13]\n", 55 - "stim_ind = 14\n", 46 + "files = ['C:/Users/jdpig/BrainWaves Workspaces/N170 Validate/Data/Subash/EEG/Subash-1-raw.csv']\n", 56 47 "replace_ch_names = None\n", 57 - "newRaw = utils.load_csv_as_raw(files, sfreq, ch_ind, stim_ind, replace_ch_names)" 48 + "raw = utils.load_data(files)" 58 49 ] 59 50 }, 60 51 { 61 52 "cell_type": "code", 62 - "execution_count": 22, 53 + "execution_count": 3, 63 54 "metadata": {}, 64 55 "outputs": [ 65 56 { 66 57 "name": "stdout", 67 58 "output_type": "stream", 68 59 "text": [ 69 - "['C:/Users/jdpig/BrainWaves Data/N170/Yorg_1.csv']\n", 70 - "Creating RawArray with float64 data, n_channels=15, n_times=18191\n", 71 - " Range : 0 ... 18190 = 0.000 ... 142.109 secs\n", 72 - "Ready.\n" 60 + "Setting up band-pass filter from 1 - 30 Hz\n" 73 61 ] 74 62 } 75 63 ], 76 64 "source": [ 77 - "files = ['C:/Users/jdpig/BrainWaves Data/N170/Yorg_1.csv']\n", 78 - "sfreq=128\n", 79 - "ch_ind = [0,1,2,3,4,5,6,7,8,9,10,11,12,13]\n", 80 - "stim_ind = 14\n", 81 - "replace_ch_names = None\n", 82 - "oldRaw = utils.load_csv_as_raw(files, sfreq, ch_ind, stim_ind, replace_ch_names)" 65 + "## Filtering Data\n", 66 + "\n", 67 + "# Input\n", 68 + "low_cutoff = 1\n", 69 + "high_cutoff = 30\n", 70 + "\n", 71 + "# Computation\n", 72 + "raw.filter(low_cutoff, high_cutoff, method='iir');" 83 73 ] 84 74 }, 85 75 { 86 76 "cell_type": "code", 87 - "execution_count": 62, 77 + "execution_count": 4, 88 78 "metadata": {}, 89 79 "outputs": [ 90 80 { 91 81 "name": "stdout", 92 82 "output_type": "stream", 93 83 "text": [ 94 - "14 events found\n", 95 - "Event IDs: [1 2]\n" 84 + "Effective window size : 16.000 (s)\n" 96 85 ] 97 86 }, 98 87 { 99 88 "data": { 89 + "image/png": 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\n", 100 90 "text/plain": [ 101 - "array([[ 418, 0, 2],\n", 102 - " [ 570, 0, 2],\n", 103 - " [ 712, 0, 2],\n", 104 - " [ 856, 0, 2],\n", 105 - " [1018, 0, 1],\n", 106 - " [1166, 0, 2],\n", 107 - " [1331, 0, 1],\n", 108 - " [1496, 0, 2],\n", 109 - " [1653, 0, 1],\n", 110 - " [1806, 0, 2],\n", 111 - " [1950, 0, 2],\n", 112 - " [2112, 0, 1],\n", 113 - " [2262, 0, 2],\n", 114 - " [2412, 0, 2]], dtype=int64)" 91 + "<Figure size 432x288 with 2 Axes>" 115 92 ] 116 93 }, 117 - "execution_count": 62, 118 94 "metadata": {}, 119 - "output_type": "execute_result" 120 - } 121 - ], 122 - "source": [ 123 - "find_events(newRaw)" 124 - ] 125 - }, 126 - { 127 - "cell_type": "code", 128 - "execution_count": 63, 129 - "metadata": {}, 130 - "outputs": [ 131 - { 132 - "name": "stdout", 133 - "output_type": "stream", 134 - "text": [ 135 - "Setting up band-pass filter from 1 - 30 Hz\n" 136 - ] 95 + "output_type": "display_data" 137 96 }, 138 97 { 139 - "name": "stderr", 140 - "output_type": "stream", 141 - "text": [ 142 - "C:\\Users\\jdpig\\Miniconda3\\envs\\brainwaves2\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", 143 - " b = a[a_slice]\n" 144 - ] 145 - } 146 - ], 147 - "source": [ 148 - "## Filtering Data\n", 149 - "\n", 150 - "# Input\n", 151 - "low_cutoff = 1\n", 152 - "high_cutoff = 30\n", 153 - "\n", 154 - "# Computation\n", 155 - "raw.filter(low_cutoff, high_cutoff, method='iir');" 156 - ] 157 - }, 158 - { 159 - "cell_type": "code", 160 - "execution_count": 16, 161 - "metadata": {}, 162 - "outputs": [ 163 - { 164 98 "data": { 165 - "image/png": 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\n", 166 100 "text/plain": [ 167 - "<Figure size 1604x861 with 4 Axes>" 101 + "<Figure size 432x288 with 2 Axes>" 168 102 ] 169 103 }, 170 - "execution_count": 16, 104 + "execution_count": 4, 171 105 "metadata": {}, 172 106 "output_type": "execute_result" 173 107 } 174 108 ], 175 109 "source": [ 176 - "raw.plot()" 110 + "raw.plot_psd()" 177 111 ] 178 112 }, 179 113 { 180 114 "cell_type": "code", 181 - "execution_count": 64, 115 + "execution_count": 5, 182 116 "metadata": {}, 183 117 "outputs": [ 184 118 { 185 119 "name": "stdout", 186 120 "output_type": "stream", 187 121 "text": [ 188 - "14 events found\n", 122 + "100 events found\n", 189 123 "Event IDs: [1 2]\n" 190 124 ] 191 125 }, 192 126 { 193 127 "data": { 194 128 "text/plain": [ 195 - "{'Face': 10, 'House': 4, 'dropPercentage': 0.0, 'totalEpochs': 14}" 129 + "{'Face': 55, 'House': 45, 'dropPercentage': 0.0, 'totalEpochs': 100}" 196 130 ] 197 131 }, 198 - "execution_count": 64, 132 + "execution_count": 5, 199 133 "metadata": {}, 200 134 "output_type": "execute_result" 201 135 } ··· 212 146 "reject = None\n", 213 147 "\n", 214 148 "# Computation\n", 215 - "events = find_events(newRaw)\n", 149 + "events = find_events(raw)\n", 216 150 "# TODO: Figure out how to normalize and auto-reject Emotiv EEG data\n", 217 151 "epochs = Epochs(raw, events=events, event_id=event_id, \n", 218 152 " tmin=tmin, tmax=tmax, baseline=baseline, reject=reject, preload=True, \n", ··· 220 154 "\n", 221 155 "# Output\n", 222 156 "{\"totalEpochs\": len(epochs.events), \"dropPercentage\": (1 - len(epochs.events)/len(events)) * 100, **{x: len(epochs[x]) for x in event_id}}" 157 + ] 158 + }, 159 + { 160 + "cell_type": "code", 161 + "execution_count": 9, 162 + "metadata": {}, 163 + "outputs": [ 164 + { 165 + "name": "stdout", 166 + "output_type": "stream", 167 + "text": [ 168 + "Using matplotlib backend: Qt5Agg\n", 169 + "Channels marked as bad: []\n" 170 + ] 171 + } 172 + ], 173 + "source": [ 174 + "%matplotlib\n", 175 + "epoch_editor = epochs.plot(scalings='auto', n_epochs=8, title=\"\", events=None);\n" 223 176 ] 224 177 }, 225 178 {