An easy-to-use platform for EEG experimentation in the classroom
0
fork

Configure Feed

Select the types of activity you want to include in your feed.

Updated Emotiv Analysis notebook to match app

jdpigeon 20bdc147 779f94e6

+104 -102
+104 -102
notebooks/N170 Emotiv Analysis.ipynb
··· 6 6 "metadata": {}, 7 7 "outputs": [], 8 8 "source": [ 9 + "# imports\n", 9 10 "from mne import Epochs, find_events, set_eeg_reference, read_epochs, viz, combine_evoked\n", 10 11 "from time import time, strftime, gmtime\n", 11 12 "from collections import OrderedDict\n", ··· 18 19 "import numpy as np\n", 19 20 "import seaborn as sns\n", 20 21 "import matplotlib.pyplot as plt\n", 22 + "import seaborn as sns\n", 21 23 "import sys, os\n", 22 24 "sys.path.append(os.path.join(os.path.dirname(os.getcwd()), 'app','utils','jupyter'))\n", 23 25 "import utils\n", ··· 35 37 "name": "stdout", 36 38 "output_type": "stream", 37 39 "text": [ 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", 40 + "['C:/Users/jdpig/BrainWaves Workspaces/N170 Validate/Data/Subash/EEG/Subash-2-raw.csv']\n", 41 + "Creating RawArray with float64 data, n_channels=15, n_times=16283\n", 42 + " Range : 0 ... 16282 = 0.000 ... 127.203 secs\n", 41 43 "Ready.\n" 42 44 ] 43 45 } 44 46 ], 45 47 "source": [ 46 - "files = ['C:/Users/jdpig/BrainWaves Workspaces/N170 Validate/Data/Subash/EEG/Subash-1-raw.csv']\n", 48 + "# loadCSV\n", 49 + "files = ['C:/Users/jdpig/BrainWaves Workspaces/N170 Validate/Data/Subash/EEG/Subash-2-raw.csv']\n", 47 50 "replace_ch_names = None\n", 51 + "# Note: in the app, the entire utils file is loaded and ran. Here, we have to use it as an import\n", 48 52 "raw = utils.load_data(files)" 49 53 ] 50 54 }, ··· 62 66 } 63 67 ], 64 68 "source": [ 65 - "## Filtering Data\n", 69 + "# filterIIR\n", 66 70 "\n", 67 - "# Input\n", 68 71 "low_cutoff = 1\n", 69 72 "high_cutoff = 30\n", 70 - "\n", 71 - "# Computation\n", 72 73 "raw.filter(low_cutoff, high_cutoff, method='iir');" 73 74 ] 74 75 }, ··· 86 87 }, 87 88 { 88 89 "data": { 89 - "image/png": "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\n", 90 + "image/png": "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\n", 90 91 "text/plain": [ 91 92 "<Figure size 432x288 with 2 Axes>" 92 93 ] ··· 96 97 }, 97 98 { 98 99 "data": { 99 - "image/png": "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\n", 100 + "image/png": "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\n", 100 101 "text/plain": [ 101 102 "<Figure size 432x288 with 2 Axes>" 102 103 ] ··· 107 108 } 108 109 ], 109 110 "source": [ 110 - "raw.plot_psd()" 111 + "# PlotPSD\n", 112 + "raw.plot_psd(fmin=1, fmax=30)" 111 113 ] 112 114 }, 113 115 { 114 116 "cell_type": "code", 115 - "execution_count": 5, 117 + "execution_count": 3, 116 118 "metadata": {}, 117 119 "outputs": [ 118 120 { ··· 122 124 "100 events found\n", 123 125 "Event IDs: [1 2]\n" 124 126 ] 125 - }, 126 - { 127 - "data": { 128 - "text/plain": [ 129 - "{'Face': 55, 'House': 45, 'dropPercentage': 0.0, 'totalEpochs': 100}" 130 - ] 131 - }, 132 - "execution_count": 5, 133 - "metadata": {}, 134 - "output_type": "execute_result" 135 127 } 136 128 ], 137 129 "source": [ 138 - "## Epoch Data\n", 130 + "# epochEvents\n", 139 131 "\n", 140 - "# Input\n", 141 - "event_id = {'House': 1, 'Face': 2}\n", 132 + "event_ids = {'Face': 1, 'House': 2}\n", 142 133 "tmin=-0.1\n", 143 134 "tmax=0.8\n", 144 135 "baseline = (tmin, tmax)\n", 145 136 "picks = None\n", 146 137 "reject = None\n", 138 + "events = find_events(raw)\n", 139 + "conditions = OrderedDict({key: [value] for (key, value) in event_ids.items()})\n", 147 140 "\n", 148 - "# Computation\n", 149 - "events = find_events(raw)\n", 150 - "# TODO: Figure out how to normalize and auto-reject Emotiv EEG data\n", 151 - "epochs = Epochs(raw, events=events, event_id=event_id, \n", 141 + "epochs = Epochs(raw, events=events, event_id=event_ids, \n", 152 142 " tmin=tmin, tmax=tmax, baseline=baseline, reject=reject, preload=True, \n", 153 - " verbose=False, picks=picks)\n", 154 - "\n", 155 - "# Output\n", 156 - "{\"totalEpochs\": len(epochs.events), \"dropPercentage\": (1 - len(epochs.events)/len(events)) * 100, **{x: len(epochs[x]) for x in event_id}}" 143 + " verbose=False, picks=picks)" 157 144 ] 158 145 }, 159 146 { 160 147 "cell_type": "code", 161 - "execution_count": 9, 148 + "execution_count": 13, 162 149 "metadata": {}, 163 150 "outputs": [ 164 151 { 165 - "name": "stdout", 166 - "output_type": "stream", 167 - "text": [ 168 - "Using matplotlib backend: Qt5Agg\n", 169 - "Channels marked as bad: []\n" 170 - ] 152 + "data": { 153 + "text/plain": [ 154 + "{'Face': 51, 'House': 49, 'dropPercentage': 0.0, 'totalEpochs': 100}" 155 + ] 156 + }, 157 + "execution_count": 13, 158 + "metadata": {}, 159 + "output_type": "execute_result" 171 160 } 172 161 ], 173 162 "source": [ 174 - "%matplotlib\n", 175 - "epoch_editor = epochs.plot(scalings='auto', n_epochs=8, title=\"\", events=None);\n" 163 + "# requestEpochsInfo\n", 164 + "\n", 165 + "utils.get_epochs_info(epochs, events, event_ids)" 176 166 ] 177 167 }, 178 168 { 179 169 "cell_type": "code", 180 - "execution_count": 66, 170 + "execution_count": 7, 181 171 "metadata": {}, 182 - "outputs": [], 183 - "source": [ 184 - "epochs.save('C:/Users/jdpig/BrainWaves Workspaces/Dano Nelson Faces Houses/data/Test/EEG/Test_1-epo.fif')" 185 - ] 186 - }, 187 - { 188 - "cell_type": "code", 189 - "execution_count": 21, 190 - "metadata": { 191 - "inputHidden": false, 192 - "outputHidden": false 193 - }, 194 172 "outputs": [ 195 173 { 196 174 "name": "stdout", 197 175 "output_type": "stream", 198 176 "text": [ 199 - "Channels marked as bad: []\n", 200 177 "Using matplotlib backend: Qt5Agg\n" 201 178 ] 202 179 }, 203 180 { 204 - "ename": "AttributeError", 205 - "evalue": "Unknown property ymargin", 206 - "output_type": "error", 207 - "traceback": [ 208 - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", 209 - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", 210 - "\u001b[1;32m<ipython-input-21-5a6bd6bf00d6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mclean_epochs_plot\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mepochs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mscalings\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'auto'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mfig\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgcf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mclean_epochs_plot\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mxmargin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mymargin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmanager\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwindow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mactivateWindow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmanager\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwindow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", 211 - "\u001b[1;32m~\\Miniconda3\\envs\\brainwaves2\\lib\\site-packages\\matplotlib\\artist.py\u001b[0m in \u001b[0;36mset\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m 991\u001b[0m key=lambda x: (self._prop_order.get(x[0], 0), x[0])))\n\u001b[0;32m 992\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 993\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprops\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 994\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 995\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mfindobj\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmatch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minclude_self\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", 212 - "\u001b[1;32m~\\Miniconda3\\envs\\brainwaves2\\lib\\site-packages\\matplotlib\\artist.py\u001b[0m in \u001b[0;36mupdate\u001b[1;34m(self, props)\u001b[0m\n\u001b[0;32m 886\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 887\u001b[0m ret = [_update_property(self, k, v)\n\u001b[1;32m--> 888\u001b[1;33m for k, v in props.items()]\n\u001b[0m\u001b[0;32m 889\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 890\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0meventson\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstore\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", 213 - "\u001b[1;32m~\\Miniconda3\\envs\\brainwaves2\\lib\\site-packages\\matplotlib\\artist.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 886\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 887\u001b[0m ret = [_update_property(self, k, v)\n\u001b[1;32m--> 888\u001b[1;33m for k, v in props.items()]\n\u001b[0m\u001b[0;32m 889\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 890\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0meventson\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstore\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", 214 - "\u001b[1;32m~\\Miniconda3\\envs\\brainwaves2\\lib\\site-packages\\matplotlib\\artist.py\u001b[0m in \u001b[0;36m_update_property\u001b[1;34m(self, k, v)\u001b[0m\n\u001b[0;32m 879\u001b[0m \u001b[0mfunc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'set_'\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 880\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mcallable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 881\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Unknown property %s'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 882\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 883\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", 215 - "\u001b[1;31mAttributeError\u001b[0m: Unknown property ymargin" 216 - ] 181 + "data": { 182 + "image/png": "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\n", 183 + "text/plain": [ 184 + "<Figure size 1600x719 with 5 Axes>" 185 + ] 186 + }, 187 + "metadata": {}, 188 + "output_type": "display_data" 217 189 }, 218 190 { 219 191 "name": "stdout", ··· 224 196 } 225 197 ], 226 198 "source": [ 199 + "# cleanEpochsPlot\n", 200 + "\n", 227 201 "%matplotlib\n", 228 - "clean_epochs_plot = epochs.plot(scalings='auto');\n", 229 - "fig = plt.gcf()\n", 230 - "fig.canvas.manager.window.activateWindow()\n", 231 - "fig.canvas.manager.window.raise_()" 202 + "clean_plot = epochs.plot(scalings='auto', n_epochs=8, title=\"\", events=None);\n", 203 + "for axis in clean_plot.axes:\n", 204 + " for line in axis.lines:\n", 205 + " line.set_linewidth(2)\n", 206 + "clean_plot.show()" 232 207 ] 233 208 }, 234 209 { 235 210 "cell_type": "code", 236 - "execution_count": null, 237 - "metadata": { 238 - "scrolled": true 239 - }, 211 + "execution_count": 8, 212 + "metadata": {}, 240 213 "outputs": [], 241 214 "source": [ 242 - "## Plot ERPs\n", 243 - "\n", 244 - "# Input\n", 245 - "ch_ind = 10\n", 215 + "#saveEpochs\n", 246 216 "\n", 247 - "# Computation\n", 248 - "conditions = OrderedDict({key: [value] for (key, value) in event_id.items()})\n", 249 - "\n", 250 - "# Output\n", 251 - "X, y = utils.plot_conditions(epochs, ch_ind=ch_ind, conditions=conditions, \n", 252 - " ci=97.5, n_boot=1000, title='',)" 217 + "epochs['House'].save('C:/Users/jdpig/BrainWaves Workspaces/N170 Validate/Data/Subash/EEG/House_2-epo.fif')\n", 218 + "epochs['Face'].save('C:/Users/jdpig/BrainWaves Workspaces/N170 Validate/http://localhost:8888/notebooks/notebooks/N170%20Emotiv%20Analysis.ipynb#Data/Subash/EEG/Face_2-epo.fif')" 253 219 ] 254 220 }, 255 221 { 256 222 "cell_type": "code", 257 - "execution_count": null, 223 + "execution_count": 4, 258 224 "metadata": {}, 259 - "outputs": [], 225 + "outputs": [ 226 + { 227 + "data": { 228 + "image/png": "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\n", 229 + "text/plain": [ 230 + "<Figure size 432x288 with 1 Axes>" 231 + ] 232 + }, 233 + "metadata": {}, 234 + "output_type": "display_data" 235 + }, 236 + { 237 + "data": { 238 + "image/png": "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\n", 239 + "text/plain": [ 240 + "<Figure size 432x288 with 1 Axes>" 241 + ] 242 + }, 243 + "execution_count": 4, 244 + "metadata": {}, 245 + "output_type": "execute_result" 246 + } 247 + ], 260 248 "source": [ 261 - "{'House': 3, 'Face': 4}.items()" 249 + "# plotTopoMap\n", 250 + "\n", 251 + "utils.plot_topo(epochs, conditions)" 262 252 ] 263 253 }, 264 254 { 265 255 "cell_type": "code", 266 - "execution_count": null, 267 - "metadata": {}, 268 - "outputs": [], 269 - "source": [] 270 - }, 271 - { 272 - "cell_type": "code", 273 - "execution_count": null, 256 + "execution_count": 33, 274 257 "metadata": { 275 - "inputHidden": false, 276 - "outputHidden": false 258 + "scrolled": true 277 259 }, 278 - "outputs": [], 279 - "source": [] 260 + "outputs": [ 261 + { 262 + "data": { 263 + "image/png": "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\n", 264 + "text/plain": [ 265 + "<Figure size 432x288 with 1 Axes>" 266 + ] 267 + }, 268 + "metadata": {}, 269 + "output_type": "display_data" 270 + } 271 + ], 272 + "source": [ 273 + "## Plot ERPs\n", 274 + "\n", 275 + "# Input\n", 276 + "ch_ind = 10\n", 277 + "\n", 278 + "# Output\n", 279 + "X, y = utils.plot_conditions(epochs, ch_ind=ch_ind, conditions=conditions, \n", 280 + " ci=97.5, n_boot=1000, title='', diff_waveform=None)" 281 + ] 280 282 } 281 283 ], 282 284 "metadata": {