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Added Emotiv Exploratory Notebook

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notebooks/N170 Emotiv Exploratory.ipynb
··· 1 + { 2 + "cells": [ 3 + { 4 + "cell_type": "markdown", 5 + "metadata": {}, 6 + "source": [ 7 + "# Emotiv EEG Data Visualization Options\n", 8 + "\n", 9 + "A short overview of what's possible with the MNE library and what we should focus on including into the first iteration of the BrainWaves app.\n", 10 + "\n" 11 + ] 12 + }, 13 + { 14 + "cell_type": "code", 15 + "execution_count": 220, 16 + "metadata": {}, 17 + "outputs": [], 18 + "source": [ 19 + "from mne import Epochs, find_events, set_eeg_reference, read_epochs, viz, combine_evoked\n", 20 + "from time import time, strftime, gmtime\n", 21 + "from collections import OrderedDict\n", 22 + "from glob import glob\n", 23 + "from collections import OrderedDict\n", 24 + "from mne import create_info, concatenate_raws\n", 25 + "from mne.io import RawArray\n", 26 + "from mne.channels import read_montage\n", 27 + "import pandas as pd\n", 28 + "import numpy as np\n", 29 + "import seaborn as sns\n", 30 + "import matplotlib.pyplot as plt\n", 31 + "import sys, os\n", 32 + "sys.path.append(os.path.join(os.path.dirname(os.getcwd()), 'app','utils','jupyter'))\n", 33 + "import utils\n", 34 + "%matplotlib inline\n", 35 + "import warnings\n", 36 + "warnings.filterwarnings(\"ignore\")" 37 + ] 38 + }, 39 + { 40 + "cell_type": "markdown", 41 + "metadata": {}, 42 + "source": [ 43 + "This is a dataset that has been collected and cleaned in the app. It is comprised of two 2-minute runs of the Faces Houses experiment and, although it doesn't show a classic N170, there is some interesting event-related potential information in the data. It actually looks like there may be P300s." 44 + ] 45 + }, 46 + { 47 + "cell_type": "code", 48 + "execution_count": 182, 49 + "metadata": {}, 50 + "outputs": [ 51 + { 52 + "name": "stdout", 53 + "output_type": "stream", 54 + "text": [ 55 + "Reading /home/dano/BrainWaves Workspaces/Dano Nelson Faces Houses/Data/Subash_2-epo.fif ...\n", 56 + " Found the data of interest:\n", 57 + " t = -101.56 ... 796.88 ms\n", 58 + " 0 CTF compensation matrices available\n", 59 + "157 matching events found\n", 60 + "Applying baseline correction (mode: mean)\n", 61 + "157 matching events found\n", 62 + "Applying baseline correction (mode: mean)\n", 63 + "Not setting metadata\n", 64 + "0 projection items activated\n" 65 + ] 66 + } 67 + ], 68 + "source": [ 69 + "epochs = read_epochs('/home/dano/BrainWaves Workspaces/Dano Nelson Faces Houses/Data/Subash_2-epo.fif')\n", 70 + "face_epochs = epochs['Face']\n", 71 + "house_epochs = epochs['House']" 72 + ] 73 + }, 74 + { 75 + "cell_type": "code", 76 + "execution_count": 183, 77 + "metadata": {}, 78 + "outputs": [], 79 + "source": [ 80 + "%matplotlib inline\n", 81 + "import numpy as np\n", 82 + "import matplotlib.pyplot as plt\n", 83 + "from mne.datasets import sample\n", 84 + "from mne import read_evokeds\n", 85 + "\n", 86 + "house_evoked = house_epochs.average()\n", 87 + "face_evoked = face_epochs.average()" 88 + ] 89 + }, 90 + { 91 + "cell_type": "markdown", 92 + "metadata": {}, 93 + "source": [ 94 + "The way I see it, the students have to demonstrate that they can make three types of comparisons on this screen: comparing between conditions (faces and house, etc.), comparing between channels, and comparing between subjects. This gets a bit complicated because the comparisons between channels and subjects should really be based on the *difference between conditions that they've found by comparing between conditions*\n", 95 + "\n", 96 + "I've broken up the different visualizations into these different 'jobs'. I'm not sure which order these tasks should necessarily be completed, but I'm putting them in the order that makes most sense for how I would explore a dataset.\n", 97 + "\n", 98 + "# Job 1: Comparing Between Conditions" 99 + ] 100 + }, 101 + { 102 + "cell_type": "markdown", 103 + "metadata": {}, 104 + "source": [ 105 + "## Averaged Epoch Difference Plot\n", 106 + "\n", 107 + "This is our standard, which is good at showing differences between conditions with statistical significance indicated by the colored background confidence interval.\n", 108 + "\n", 109 + "However, it kind of sucks because it only displays one channel at a time" 110 + ] 111 + }, 112 + { 113 + "cell_type": "code", 114 + "execution_count": 197, 115 + "metadata": {}, 116 + "outputs": [ 117 + { 118 + "data": { 119 + "image/png": 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\n", 120 + "text/plain": [ 121 + "<Figure size 432x288 with 1 Axes>" 122 + ] 123 + }, 124 + "metadata": {}, 125 + "output_type": "display_data" 126 + } 127 + ], 128 + "source": [ 129 + "# Computation\n", 130 + "conditions = OrderedDict({key: [value] for (key, value) in event_id.items()})\n", 131 + "\n", 132 + "# Output\n", 133 + "X, y = utils.plot_conditions(epochs, ch_ind=4, conditions=conditions, \n", 134 + " ci=97.5, n_boot=1000, title='', diff_waveform=None)" 135 + ] 136 + }, 137 + { 138 + "cell_type": "markdown", 139 + "metadata": {}, 140 + "source": [ 141 + "## Epochs Spectrogram\n", 142 + "\n", 143 + "This is the first new interesting viz we could consider using. The colors correspond to the amplitude of the EEG, with red being positive and blue being negative. The epochs are all lined up in rows on the y axis and ERPs should be visible as vertical colored bands.\n", 144 + "\n", 145 + "Unfortunately, here we also can only view one plot at a time" 146 + ] 147 + }, 148 + { 149 + "cell_type": "code", 150 + "execution_count": 185, 151 + "metadata": {}, 152 + "outputs": [ 153 + { 154 + "data": { 155 + "image/png": 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\n", 156 + "text/plain": [ 157 + "<Figure size 432x288 with 3 Axes>" 158 + ] 159 + }, 160 + "metadata": {}, 161 + "output_type": "display_data" 162 + }, 163 + { 164 + "data": { 165 + "image/png": 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\n", 166 + "text/plain": [ 167 + "<Figure size 432x288 with 3 Axes>" 168 + ] 169 + }, 170 + "metadata": {}, 171 + "output_type": "display_data" 172 + }, 173 + { 174 + "data": { 175 + "text/plain": [ 176 + "[<Figure size 432x288 with 3 Axes>]" 177 + ] 178 + }, 179 + "execution_count": 185, 180 + "metadata": {}, 181 + "output_type": "execute_result" 182 + } 183 + ], 184 + "source": [ 185 + "face_epochs.plot_image(title=\"Faces T7\",picks=[3])\n", 186 + "house_epochs.plot_image(title=\"Houses T7\",picks=[3])" 187 + ] 188 + }, 189 + { 190 + "cell_type": "markdown", 191 + "metadata": {}, 192 + "source": [ 193 + "## Joint Plot\n", 194 + "This is a very cool plot that I just discovered. Essentially, it has all the potential comparisons we could make in one plot. The colored lines show each channels average epoch stacked on top of each other ('Butterfly plot'). In addition, there is an algorithm that will automatically find peaks (3 by default) in the data, mark those times, and display a topomap of the EEG at that point in time.\n", 195 + "\n", 196 + "I think this could be a great plot to use, but it may be a little overwhelming without much instruction." 197 + ] 198 + }, 199 + { 200 + "cell_type": "code", 201 + "execution_count": 227, 202 + "metadata": {}, 203 + "outputs": [ 204 + { 205 + "name": "stdout", 206 + "output_type": "stream", 207 + "text": [ 208 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 209 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n" 210 + ] 211 + }, 212 + { 213 + "data": { 214 + "image/png": 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\n", 215 + "text/plain": [ 216 + "<Figure size 576x302.4 with 7 Axes>" 217 + ] 218 + }, 219 + "metadata": {}, 220 + "output_type": "display_data" 221 + }, 222 + { 223 + "name": "stdout", 224 + "output_type": "stream", 225 + "text": [ 226 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 227 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n" 228 + ] 229 + }, 230 + { 231 + "data": { 232 + "image/png": 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\n", 233 + "text/plain": [ 234 + "<Figure size 576x302.4 with 7 Axes>" 235 + ] 236 + }, 237 + "metadata": {}, 238 + "output_type": "display_data" 239 + } 240 + ], 241 + "source": [ 242 + "ace_evoked.plot_joint(times=\"peaks\", title=\"Faces\");\n", 243 + "house_evoked.plot_joint(times=\"peaks\", title=\"Houses\");" 244 + ] 245 + }, 246 + { 247 + "cell_type": "markdown", 248 + "metadata": {}, 249 + "source": [ 250 + "## Evoked power comparison\n", 251 + "\n", 252 + "This is an interesting plot that could be used for comparing directly between conditions. It averages over all channels to compute global field power and plots the difference between conditions\n", 253 + "\n", 254 + "Will have to spend more time figuring out how to add legend. A nice example is here: https://martinos.org/mne/stable/auto_tutorials/plot_visualize_evoked.html" 255 + ] 256 + }, 257 + { 258 + "cell_type": "code", 259 + "execution_count": 209, 260 + "metadata": {}, 261 + "outputs": [ 262 + { 263 + "name": "stdout", 264 + "output_type": "stream", 265 + "text": [ 266 + "No picks, plotting the GFP ...\n" 267 + ] 268 + }, 269 + { 270 + "data": { 271 + "image/png": 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\n", 272 + "text/plain": [ 273 + "<Figure size 576x432 with 1 Axes>" 274 + ] 275 + }, 276 + "metadata": {}, 277 + "output_type": "display_data" 278 + } 279 + ], 280 + "source": [ 281 + "viz.plot_compare_evokeds([house_evoked, face_evoked]);" 282 + ] 283 + }, 284 + { 285 + "cell_type": "markdown", 286 + "metadata": {}, 287 + "source": [ 288 + "# Job 2: Comparing Between Channels\n", 289 + "\n", 290 + "These should help students pick out which channels are showing the most powerful ERPs and interesting effects" 291 + ] 292 + }, 293 + { 294 + "cell_type": "markdown", 295 + "metadata": {}, 296 + "source": [ 297 + "## Topographic Map of Averaged Epochs\n", 298 + "I think this is a fun one that will correspond nicely with our head diagram. All the averaged epochs are spaced out like the electrodes are.\n", 299 + "\n", 300 + "Unfortunately, there isn't a convenient way to plot both conditions together on the same map. The best I can do is plot the difference epochs" 301 + ] 302 + }, 303 + { 304 + "cell_type": "code", 305 + "execution_count": 226, 306 + "metadata": {}, 307 + "outputs": [ 308 + { 309 + "data": { 310 + "image/png": 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\n", 311 + "text/plain": [ 312 + "<Figure size 432x288 with 1 Axes>" 313 + ] 314 + }, 315 + "metadata": {}, 316 + "output_type": "display_data" 317 + }, 318 + { 319 + "data": { 320 + "image/png": 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\n", 321 + "text/plain": [ 322 + "<Figure size 432x288 with 1 Axes>" 323 + ] 324 + }, 325 + "metadata": {}, 326 + "output_type": "display_data" 327 + }, 328 + { 329 + "data": { 330 + "image/png": 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\n", 331 + "text/plain": [ 332 + "<Figure size 432x288 with 1 Axes>" 333 + ] 334 + }, 335 + "metadata": {}, 336 + "output_type": "display_data" 337 + } 338 + ], 339 + "source": [ 340 + "diff_evoked = combine_evoked([face_evoked, house_evoked], weights=[1, -1])\n", 341 + "house_evoked.plot_topo();\n", 342 + "face_evoked.plot_topo();\n", 343 + "diff_evoked.plot_topo();" 344 + ] 345 + }, 346 + { 347 + "cell_type": "markdown", 348 + "metadata": {}, 349 + "source": [ 350 + "## Averaged Epochs Spectrogram\n", 351 + "\n", 352 + "I think this is the easiest way to pick out which channels contained an ERP. However, it's a little bit more complex than a spatial map. Not sure how to go from channel index to channel name, though (I think it's possible, though)" 353 + ] 354 + }, 355 + { 356 + "cell_type": "code", 357 + "execution_count": 153, 358 + "metadata": {}, 359 + "outputs": [ 360 + { 361 + "data": { 362 + "image/png": 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\n", 363 + "text/plain": [ 364 + "<Figure size 460.8x216 with 2 Axes>" 365 + ] 366 + }, 367 + "metadata": {}, 368 + "output_type": "display_data" 369 + }, 370 + { 371 + "data": { 372 + "image/png": 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zjpN1buPlbEeXYNdLnHG1i3PbbJxTNdpbMraOl+3xD3VfNNeIXb9udn71kpDX7uPOS9LjUI6uqEqnU4fWB8PC1uAECsZ51s0D4FSGc7PXXqGWPmQUqt0kNZO8wfklDhXanNuYvU6DolVhJp1tq2xOxmoh1GdhPF2nuCzVQahvTOujFtXoGrWWR+e+vnpZXofJeuv5UhmayW2yGSXn5jiO48yDSrHQ0iIGmBnyQDF3bo7jODs4lUKnc5vu/l5hKHDn5jiOs4NTpFPRY8gbbu7cHMdxdnQqxQJjjfa07WNLv3Dn5jiOs4MzluHc2rsphw13bo7jODs43nJzHMdxRo5KoTXUKaQNtzTj6Dm35SHGrR6Dt+sTaWzbdEYgcvtywhITL7SkEEJKClObm2klE282Y2PHYlH2PCkV0kegGPLUUv74jImb2ZoGbyaxO416Gh/TqKWBpksmlkdb0nghqxXaEg+UBLtOm0BVY9dEjJVqmADYLY00dq1ctPuYxOql69tYrEISx2bKt7Fthem0HimFCikWxtPyzfFoRLtsfGnR2FhckQbpr9h7ZwAeuOftzbTd1qbbWhXjq3baf3UzbY2kQdrlnXfvsKslKNrUQTM20sQC2VguG/NWKYZlG8g8U7dxg3WzXjjXrMhAkc7z04S2tSzb8y7ZXM1s18ZnZsnKNsy2ZjKCNpOYPYBdTTD8ThMhvWQMsPGXW0w84LIY1G7PmbK9r8bN2iRbbotV8fq258fmqo377AzWqpl4riXldB/KpZi3ZoIjzTncKI93ptlrs5yew40Y0N0omXg1E3NbKlU6yyqmeYtlc2uOsXSNWo1SPbW3n1SKBcbaIlNDy214HdzoOTfHcRwnF2MZzm0sh3MTkecArwQOAiZVtatvEZF9gD8Cm80G7lbVe+e1ezZ6cm4isgY4GngCYeryJcAdwM+Ar6mqazo6juMMKd1bbj2zDvgowTd8osd1RFX/kmsrOZjVuYnI7sA7gWOBW4CfEMQ6twA7AYcCrxKRPwFvVdXzBmWo4ziOMxhCEHf7O7fe11fVSwBE5PB+2rUtzNVy+xVwDvBIVf1lVgYRmSS06t4kInur6vv7bKPjOI4zQErlIqVGqzcrDX5AyY9FZAz4NXCqql7Zz8Lncm4Hz9VsVNXNwNnA2SJyr9nyOo7jOIuPYqVIqU2TpMjAlJPXAo8GrgYqwIuBi0TkUap6bb82Mqtzy9sfqqq3bJs5juM4zkJTKBUotL1za//dL1R1I/Cj+HMa+LCI/D3wbKBvzq3nV4Yi8oYu6UtF5PP9MshxHMdZWErlEqVK26dcmnvF/lFntikg50GeUICTRORvgeep6u0AIvJQ4L8J3tdxHMcZQoqVAqViW7dkvdHzrHEiUiJ0MY7F38ksrFOq2mjLewiwEbiO4IOeDzweOGX+e9BJHud2EGFwybUi8mLgAcC7gc8Dr+6nUY7jOM7CUaqUKJVaW2qlGrA1O38GxwGfNb+TWVr3FZG9gIuAA1T1JkI42TuAPeIWfgM8U1Wvmq/9WfTs3FT1ZhF5InAm8FWCT3+uqp7fT4Mcx3GchSXTueWIc1PVzwGf6/L3jcAyk/e/gP/KZ2F+8iqUPAU4BvgpcD/gX0Tk26p6R98tmye1ZbtQW7F7U/5ma81KD6X5jKoSK8bDUbRxHlZ2qSnHU86WvrEyQpmYWk42UTCyPRiJoIaR9Wok0jwtEj2d/eA22LJuh/PabSTrJ7I/tEptTTdCIbUsTSZgqdlIIiNVKnbpIo/22pIKLTJGnfVo67tuXgUnS/ZwWJmj0p73by7f66gjAdj1UQ9O806nj57FZasAKN9r39Su3fZrLld32ru5fMdUsH7KyGhZG5PlSVMvxUJat1b6bKLcWbe7Lk3zWhJZNntO2XpMZL9sWSWjv1XOOibmvC+Y0pJ9KBhbl5v1V46n59ou0V4r7zZm7n4t10tGWoG0rKQ+bB1lnaulLqP1ClYeqxreiNgb2QpzfjXGM65Zs62CvfaSc9RcFy0Sckm+Rg+jCJP1jKRWfXx5WkZprOP/lmvbytWt2istc/mtc297HhQqBYpt97FCdWCjJReEPANK3gdcSIhCPxQ4mOCNfykiTxmMeY7jOM6gKVVKlMbaPpUFHVDSd/K03P4ZeJKqfif+/rOIPB54K8HpjXdd03Ecx1m0JCMkW9KGWDQZcg4oUdW7bIKq1oG3ishl/TXLcRzHWSiKlQKlsfYg7sHEuS0UeQaU3AVNEeX9gV+o6lT873uDMc9xHMcZNEm3ZEtaL+8WFzE9O7eoIflJwoCSBmFAyQ0i8nHgFlV922BMdBzHcQZJZrdkfQdxboSYtvsDhwG2G/JrhJiFOZ3bXHP+iMgRwPuB/YDrgRNV9dIcNjqO4zg5KVSKFNtaboV6jxHci5Q8zu1ZwHNU9UciYt80/pbgjHqh65w/IrIf8BXgeOBLBJ2xC0TkQFW9MYedjuM4Tg4KxSKFNoWS9t+zkWey0pj/4QRf8EDgVsKUaefkNHtW8kxHtytwe0b6EnrUBFPVS2IA3w0Zf78AuEpVz1HVaVU9l6Aa/YIcNjqO4zg5KVXKlMbaPpVcYdBJw+WEuTKKyEqCYsmXgdXAy4H/FJFHz8P0ruRxbtcCT8pIfx4hqHtbOQhol1+5OqY7juM4A6JYLlGslFs/OYST52i4tHMUQZ7rDFWdUtXLgAsIvXZ9I49rPhU4X0TuA5SA40TkAOBIsp1eXpYD97Sl3Q0cmKeQQnUrhZktTfWN6Wrag7rVqBFUjXIJM3Fdo/RgFTmWjQU1gbJpn07VsstNaBE4MZtKBB4mzVORDRAs1FIN6kTFoEW5wComRHUDq8IyXbMKEul6SxLlE1O+VUGoJF0Q9dTwKbNfm4xSR5I8YSqkaGVSosqF3W8rnFEuGQWJ+L3RlL9lJl0xEU0omTooVafS9dfe1Fxee3l4PatfvjpNu3lDc3nFyqBas+uDdmmm3fuxBzSXVz0uPY13kscAcHM13a/1U+k7iJn4sn3G7OSUUXSomBNg2Vg57kOatnZTehw2TKeKGTstCUog916RnhXLxzrVSuwpVzZX8RhGvSM5vsVsZZ2ZemccU81cL1vM/tyztVNBZPl4uuHJeC7Ya8iei1ZRZUk5LCfKQADLzPUwVzdQi9XJeWfOKXtt1uIhs8ottjYKU5uay8VqVLOxajqlORROzDXUKE+Y5XD8CuZcLW66M11v07qYaK7titnWjLkPbI02lisU/7q2054+UKiUKY61quYUZgb2zu0g4Oo2QeWrCfqUfaPnlpuqXkx47/YYgqDPycC9gCNMYPe2sAFY2Za2Cljfh7Idx3GcLpQq5czPgOjWkFnRz43ksl5VLwcu76cBhmuAJ7SlPQT45oC25ziO45B2S7anDYgNwD5taX1vyAzMNWcx25w/wNnA60TkGOB84GjgYYS5fhzHcZwBEbolyx1pA+Iawussy0Niet+Ya7hmHXoTGFPVXtx81zl/VPV6ETmKEOf2GcKLySM9DMBxHGewhCDuckdar+SZrJQweOQMEXkd8CHgsYRBJk+el/FdmMs1P5/Uue1MEEm+CPg+4b3vocAR9BDADXPO+ZO817u4l7Icx3Gc/lDMaLm1d1POQc+Tlarq3SLydOAjwNsJcW4vV9Ufztf+LGa13gbVich5hEC7D5ssHxGRfyO8K/uPfhrmOI7jLAzFcplSpdKR1it5JiuN+X8KPDKHibnJE+d2BMH7tnMRYRJTx3EcZwgpjpUzP8NMHue2nmwn9lQ6h3U6juM4Q0KhUGxKcDU/GbOQDxN5XPMHgA+KyCHAD2LaIYRZAt7Yb8Mcx3GchaE4Vup85za2g8zErarvF5GbCNphz4jJvwGeq6pfHoRx86JUgdIYtdgoLRZSBYGJUvokMm0GgSZKDVZFo5Ahk2CH/GSpjgAsiUoN44nsCbQoHtQKUa2C1K5CzeStZasfZNmQKFBMlNLDuKSQqgoUjfpCU5nEPo1lPJkVS6bfvZJ2k1uFkmqsL5PUonaRKHFYlZaW/a0alZQMBQhbVrKNBul+rVm6prk8tnx1WtREKGtiVaoUsatRTlm9X8i7av/dm2njq8yrgAyh2EbD2pLuQ6JGYhVKrCrJqom0HiejDValY9l4euOw6ZNxhFqLooY5b5PdaTk97XliT5B4fMfMNbDTeLpmoxC2ZZVE1k8bpRgjSpLsW8XUkVWoSY55rZ6tSmLrqVQIy1YgJUuVpEVppOUaM2om8by2u20VezbHE2jMHpvx9Jwr2PM9Kv40TFqjkp5LzeulnqECY/8nvc6LUSmp/f9i3JZdv1FJVWkK01uay0SFkvo9d1LfcDeDoFgqUyxXOtKGmbxB3OcB5w3IFsdxHGd7UK6ET3vaEDPcrtlxHMfZdsoVCpWxjrRhJs9M3GuA0wmBdrvRNhhFVbPVWR3HcZxFTaFcptDmzAo5QgEWI3ms/xRBDuvjwM30qFziOI7jLHJKY1Ae60wbYvI4tycCT1PVH8yZ03Ecxxka+tFyixJcpwEvBCaAS4GXqWrHPD0icjhwBWBGvXGtqh6aa6OzkMf6dYRpCRzHcZwRopDxzq3d2fXAG4B/AB4F3EnQCP4C8LQu+WuquqzLf9tMnii99wBvEpHh7oh1HMdxWilV0hGTyaeU27kdD5yuqjeo6j3A64EjRGSffpvbC3kc1dHAI4C/iMhvwQZygaq6BJfjOM4Qsq3dkiKyEtgbuCpJizO9rAceTNCXbKckIn8mzCZwFXCKqvZt2ps8zu0v8eM4juOMEIViiUKx1JGWg2QW7V5n2L4OOBj4NUFU+WTgWyLyIFW9Jc+Gu5FHoeRF/dig4ziOs8golTvj2vIplGyI3yvb0jNn2FbV24Db4s+7gTeKyNGE93OfzrPhbozc+7P62CT18aVNuaflRn7JyvlYEmkeK9Fjl5MlKzdl5bnGjQxRUzbJKmcZiZ1SIUNSa3xpumz7uRO5HiPb07AnXEy3MkZNWR+gbsotzJQ6yzLSQolcWdVKX9WypcsmYlFl88a2ZOSirHxWgpVtKpXT7SbST1tmrOxTupzINk3V0vJt8bvscWBzeecjnwvAyoMPbqY1tqSDsYpLwwNkcWUq31VcvWtarpH1SthjWXo89lyeLherW8OCkRKzMmqF6bvS5a0h3R7b+opUNqyxszlOUU6qMGXGbm0yck/J8TPnlJVpa5jj3xgL5daNBNSWaqecmJWds5JakD65J9eDlZqz18iSeDJUivY4pZnNIWVrPK82TKWSahuN7Fdigy2/ZC64rS1SXmEQRMnYtcxc8yvGwnKLlF09PWYNUzfVKJnVIvtl6qtAIuWV1nGL/GKGXJ6VNquPpQ2YYlwumP2yMmnFzevS5XjMi2v2ojh2e8c2+kGhkjGgpNL7O7c4R9tNwEOBXwCIyH6EVtu1PRZTJ1uJbV7MNRP3pcCzVfWeuNwVf+fmOI4znBRKlc53bvkHlHwCOFlEriCMljwduERVb2zPKCJPBG4CbgAmgZMI4iCX5N1oN+Zqud1M2ga5uV8bdRzHcRYRpXLn6Mj8wsmnAauBnwLjwGXA8wBE5Fjg42bo/0GEmbt3JsS6XQ08WVX/PL8d6GSumbhflLXsOI7jjA6NQrmlSztJy4Oq1ggtsJMy/jsXONf8PhM4cz629srIvXNzHMdxclIsQvvoyIwpoIaJWa0XkQ9EweQ5EZFniMg/98csx3EcZ6FolMqZn2FmLusngD+KyNeB/wN+AtysqlMishp4IPB44NiY/wUDs9RxHMcZDMVSc7LWlrQhZtaWm6r+K/BIgq7kR4DfA5tFpAasBa4kzMp9OvAgVf3JQK11HMdx+k7yzq3lk/Od22JjTutV9TrgX0XklQQZlX2AJcAdwM9V9a5ZVnccx3EWOyP4zi2PQkkDuCZ+HMdxnBEhaa21pw0zw219BsXpzRSnNtGojAMwU0rVMKw6w9aaVQ3pDIq36gqJ+obNZ5cbJm9zyU70ZxUkClmKCVZtwpQVn5wadhJBozCSqlWkSVaEpZxxcloVjRbllEStxKxjlUbscqJiMm4UJCZa6iZ8W70GqypSNv+MR+WT5eNGwcTsYrKeVb6YNAoUxa2pkgPTU0CrJl7BqJGU4nKiVAJtM+6iOU8oAAAcoklEQVTaYxLrdrpu1TBSGypRZaVg67hulESsUkgs1yrGTBfSY1oz25iI5bY8M9fScgv1qOpRMyobZJMc6+L05mbapB0kUOk8P2otW07ro9YoRFvTf4vYayB8Z6nTQOv1NBaP5ZKyVb0x50/8v95yXqc/rIXJaWGVdewxS+xtVR9K695e+cm1Y28HpQzBDHu9VxtWkSW1LLHH7veE2d9yIx5TqzRTNcfZHN9CoobTqFOYSY9lXykWO1tqO0rLzXEcxxlRChkDSgr5BpTkmaw05j8CeD+wH3A9cKKqzqqElYfhds2O4zjONtMxmCSjm7IH7GSl945pX8jKGHUnv0KYJ3Rl/L6gn3O/uXNzHMfZ0UkGlLR8cruHPJOVvgC4SlXPUdXpqGByNX0MJ3Pn5jiOs4OzrS23bpOVEqa7eXDGKgfZvJGrY3pfmGtWgFN6LUhV373t5jiO4zgLTaNQpNEWCtAo5Gr75J2sdHmXvAdm5J0Xc7nml/ZYTgNw5+Y4jjOE1BuNllG7SVoOck1WGvP3mndezDUrwL792pDjOI6zOKk1WsOIkrRemcdkpdcAT2hLewjwzd63OjseCuA4jrODU6/T2XLrnFh8LnqerBQ4G3idiBwDnA8cDTwMeH7urXYhV6eqiLxURH4pIpujV0ZE3iAi/9QvgxzHcZyFJWm5tX9ychpwIWGy0puBEmayUhHZmGSMg02OAt5M6Ip8M3BkF0c4L3puuYnIK4C3E4Lu3mr+ugV4JfClfhm1LdQrE9THljQVQuwOrjQqGJP1Tr9eseIfRiGgSTFVNqjaA28kDTr1DLq8mDVpVoGkUZnoyGNPMrvZWvyjYLY/Zjdl9yEqU9hpLFrsiiOjps3G7LLtfk/UHipG9cGqOiT2jFmlh5aKSbebbMKqf6wcT19sJ0oOhZktaflTtbQoowrSWL5LKGvp6jTNqILUJkP6lFGtaanbRmdFt6iS2OqKqhGFmSmzTpdH3QxVmrFii35LWu6m8I69MNW8D7Sq1kTlnUY53YeWgQBWGSWeV9PmKpgyEiOJ8IkRzqBSTLdlD1miKlI0B3K83KnY06IU0uXu2Mj4f6ramdcq1ZSLVmHE2BAXy6TKOxMFqzQTl620ijl97GzTxVinjVp21sSGMYySyPRWs63U4DGrKpT8PWPyNtWH0uM4Y+4vpbHJdL2lqcrOTHUZg6DWaLSowCRpecgzWWlMuxi4OK+tvZKn5fYq4KWqehqYoxuGbx7QV6scx3GcBaPRyP4MM3neue0H/DwjfSswmMcJx3EcZ+D0YbTkoiNPy+3PZMcg/C3wu/6Y4ziO4yw0fXrntqjI03L7GPAfIpK8yLmfiDyVEN/2+r5b5jiO4ywI9Yx3bsPecsszn9uZIrIa+D/CZKUXEbokT1PVTw7IPsdxHGfA1OqtY26StGEmV5ybqv4/EXkPoXuyCPxaVTf1yxgR+RxwLGCGoPF6Vf1ov7bhOI7jtNKP0ZKLjdxB3Kq6BfjZAGxJ+LyqvmSA5TuO4ziGekbLbR5B3IuKPHFuBUKr6snAbrQNRlHVp/TXNMdxHGchqJHRcus6x/v8EZFJ4CzgSEIo5ZeBV8VGU1b+FwKfAewU5Beq6jFzbStPy+0M4ATgSkL0+aDarP8oIkcBawnv996mqhvnWMdxHMeZJ9Vag5m24ZHVwQyX/BDwgPhpAP8LfAB4xSzr3KCq++fdUB7ndhxwnKr+d96N5ODDwMnAHcDfAJ8FPgnM6aUTCrUahVq1OReRVeGYMc1sq6SQiFBUjCZDoWZUCGozsaxUYaCcoSQSMsWNGKWIGtaGsN1W5Ys0r1WxSNQ3ylaFw86xFJdtfEq1kZZbLhnlk6RcU37BlEtU3FhilS8anXYH28P3hJG2KFs5iwyljoapg3rGNdOiDmNtjKoOhWq2Eojdh6Z6RzFVJWlMLE/3ISqT2O23btf8EY9pt8u7Ees263hAq4JNUnf2nKunghpUjMLIZFRRKVqlkWqGCkZLHRi7WowMZVRaZjIxOxzTrXqMXd8e82TJjqBrNKwsDbOSVY92uxVzAiVKILZryKrwlLLONVNf9YxrvtRVLScl2d2WbRnLE5GURsEcc3sfsMcssdteC3a5GpV3zPbt9VqoGnWhZLlYplCzmin9Y6beYKatH3Im60LdBkRkCUGO6xmqentMewtwoYi8RlW3zlpATvI4tzGCZtjAUFU7ed2vReQ1wJUi8kJVneq2nuM4jjN/qvWMllufnRsgwAStk5ReTRh9f3+yZw8A2EtEbgNmgO8Db1TVP861sTzO7RyC0OV7c6yzrSSPEnM8FzqO4zjzpd5odMS15YlziyPdXzBLlncBl8RlO0lpspw1oSnAd4AHAX8AdiWIM18mIgfNNVI/j3NbB7xRRA4jyHDN2D/7MRO3iDwHuDjODXQ/gkjzV/vdXHUcx3FSqvVGRzdkzpbbq8gQTDZsJrTOIExSerdZhi6TlKrqDebnbSLyUoJDPIQ55n7L49yeHws9KH4s/ZqJ++XAR0VkHPgrcAFwah/KdRzHcbowU6sz0xYL0P57NuKgv1kH/omIEoQ/Hgp8KyY/BNhC7xKOjfiZszcvj0LJwGflVtXDB70Nx3Ecp5VqI6Pl1ucgblXdIiLnAG8XkV/F5LcDZ3frnRORvyPM2n0zsBp4D2Ek/Y/m2l6uyUodx3Gc0SOEAtRbPgMKBXg1oZWWfBR4TfKniJwiIr82+Q8HfkJoFf4aWAM8uZfwsFwKJSLyWOBJZAdxH5+nLMdxHGdxMJPxzq3foQAAqroZeHH8ZP3/bswrLlV9HfC6+Wwrj0LJ64DTgevpDOIebhEyx3GcHZgFCgVYUPK03P4NOFFVPzgoYxzHcZyFp1qvdwRxV4dcXDKPc1sNfHVQhjiO4zjbh5kM+a3238NGHuf2f8ATgBvmyrg9KdRnKNRmaERZnG7HxyjsNF8e2lZ4oTxGB0bqycrqNIxsTtb2bLnJAKSG6ckttMh+GdmdLMx2y1F3qVSaXdqqfb1mUjHj8Jt8S4y81lijc+RtpgySXbYSUS3SRGm5W6shj623MVPwkrHJsH4tDassTKXvkosb72wu1+64GYD65jRkpjCWyiONr1wT1plM40UbS9Ll+tI1zeUt46sAWDeVyh1NZxxcO6Bs2hy7LdV0vUox7O942UpIZctJbYp1vmwstWtiycrmcvO8MxJT1qzW5fCjUc0+KZIgXfuvHf1thXSzRoVvqZrjm7H9FjUzs4/J8a0Us+sgkd8qYTZq9MoKpkXRlNcz16CV2Wsk+1joMnLcnKOlRO7OSO9lXTeFei3z/0apkqbH87ZlvS7ncHN9I+Vl7wOF6VRTuLThrx3r9YMdveX2A+CdIvJA4Bd0BnF/sZ+GOY7jOAvDTK3BdLU9zm3HabmdFb9fnfFfA3Dn5jiOM4RMV+sdzq3997CRJ4jbY+Icx3FGkHqj0TK7SJI2zOSeidtxHMcZLXbolhuAiOwEPBW4D2EKnCaq+vY+2uU4juMsEAv1zk1E/h04lqD0f0svk5CKyBEEEf39CHHWJ6rqpXOtlyeI+1HARfHnCsKEorsS1J5vJWiEOY7jOEPGdLVOeWFabrcAZxBm4n7RXJlFZD/gK8DxwJeAZwMXiMiBqnrjbOvmeY92BnA+sDNBxfkwYG/C9Den5CjHcRzHWUTM1OrNrsnkk2dWgF5R1fNV9csElateeAFwlaqeo6rTqnouYYLT2eaOA/I5t4OAM1W1TphEdExVbwZOBt6RoxzHcRxnETFTqzPd9hmEc5sHB9E6czcE59Y+7VoHed651YAksvCvwF7AdYTpB+6ToxzHcRxnETFda1Bs75bM8c6tl5m4VfXN8zBtOa0zd0OY6PTAuVbM49yuBQ4mvND7AfAmESkCLyVMW7A4qNeCkkiiJlJMx71MmScRe+ASRYSlRjGhUDUKAVFZoFEsNdPmUiWZNsNqN0yl290abbDqH6sn0nIrRhWgqWhglT6sIkJ5PCwYNYSiUa7IUlfAKIVY4YpEAdxOc1Eztli1iqSWJsw+TKa7QGF6c7Q1XcfWXaWU2lCOSjDTDau4YaUtOjsXijOpYkP15uuby3+98jsA/Olb1zXT1v9lQ2rjmiUA7H7w7s203R+dXiPLHvH45vLEfo8IdjdSW+/anCpX3DMVjs1mI4exeSZVrjCnEpOVsO8VoyQzZW4kVqljj+XhmNbMdqdNPSfDtatGJaM2x5DtVoUccxyjaocxq+X4b5hObVy7OVwPVlll9ZJUkSO5hjZNp3bZ+kjqAGBFPN/tNTBuJEoSBZMxY1jFXG9Y9Y5ETcSc62PlVOmjFpV1it3UdDIoVKfSZaMkkiiT2HMZcy4XqmZKss3rOsvakirnWBWdhKJR08GqsEyn5TbuumtW2+fLTLVG0ajqJGk56GUm7vmwgXS27oRVdJm525LHub0LWBaX3wJ8gzDA5A7g6BzlOI7jOIuI6VodOlpu/Z2Je55cQ5B9tDwE+OZcK+YJ4r7cLN8EPDCGBqxT1eGO9nMcx9mBmal2OreZAYyWFJEywe9UgIKITAB0m4kbOBt4nYgcQxjQeDTwMOD5c21rm1RHVPUud2yO4zjDzXSMc2v5DEZb8s2E0fafIMStbYkfAETkWBFptgBV9XrgqLje+vh95FxhAJAvzq1ACL57MtkzcT+l17Icx3GcxUO9niG/NZiZuE8FTp3l/3OBc9vSLgYuzrutPO/czgBOAK6kcyZux3EcZ0ipVesU2rohazuQ/NZxwHGq+t+DMsZxHMdZeOr1OvW2AST1HWg+tzHgp4MyxHEcx9k+1KsNam2T2ta7THI7LOQZUHIO4cWe4ziOM0LU6g1qtXrrZwDv3BaSWVtuImI1I+8C3igihxH0JNtn4n53/81zHMdxBk09451bfcTfub207fc9BE2vdl2vBrAonFujPEGjsqT52wgfMG4UD8aKnUoNLSIGlVQtoBFVNFrUMsyybf4mo2dt2rIxo+TR6FRfKJN9EqVKCEYZpWyUGqLaSMPYYvehhSSvSbJ1U4o/akbKwQ4FNsITJCIVRqyCmtnj0sSKsC2rBFFP1T1a1F9iv/6Yqe+q2Z+kZ6Q8ubqZ1lRmAYoPWNpc3mOXPQHY5dBUtaS2YV26rVh3pZVrUlt32ystd/We6XKsr5Xjad1bRY16I5Rl67NbzGsh46BYUZG6KWUs1r9Vf7HrV5vL6Tolc9TL5vhVip0bzpqAMisfwMqJNO+aJaE+rBqKVStJTudVRm2nW96JcrwGitl2Z5nT9bxOqGefa6ViYnf6dwN7HNP0YlQzKk+aa2w8Pb+aaigGez02ip2304JRUylOp8o6TRvNuW6v45brxZRB6faObfSDeq3ecQK3v4MbNmZ1bqq670IZ4jiO42wfarU6jfaW2yg7twQR2Ru4TVWn29LHgN2jYonjOI4zhNRrdIjk1nNJS/ZG3slKReRw4Apgk0m+VlUPnWtbczo3Efln4K0E0eR2CsDFIvKWOEeP4ziOM2TUM1pujcG03HJNVhqpqeqyubO10stoyeOB97a32gBUdYpg6CvybthxHMdZHHSMlIyffjOPyUrnTS/dkn8DfHeW/78HvKc/5jiO4zgLTaPeaB1dk6QtDkoi8meC2PJVwCmqes1cK/Xi3FaTTlLarYxVPZnoOI7jLDrqGVPeUKv3HAg9wMlKryO8Evs1Ycq1k4FviciDVPWW2VbsxbndBDw0fmdx8Cz/OY7jOIuceq3RGctSa+RR+RjIZKWqehtwW/x5NyHW+mjgacCnZ1u3F+d2IfBWEblMVe2IFURkOUHh+cK8RjuO4ziLg1qtCtW2OL5atWd9xgFOVppFnR5CH3ux/T3As4Hfi8h/AL+N6QcQvHUVf+fmOI4ztDSqMzSqrW+fCtWZLrnnT97JSkXkiYSewRuASULrcDfgkrm2NWerU1XvBA4lvMh7J3BB/LwDuBp4TMzjOI7jDCH16gz1menWzwCcGzknKyWoYX0T2EBwcIcAT1bVP8+1oZ5anap6M/BMEVkN7E9oEv5eVdfNvubCU/j9DymsW005yirVVuyR/rlsl+biFtMCL0Upo1IjPZjFrRvSMqP8TYs8jpHaaZQqJjlK+JRSWZ6petqCTuIkrTRR1wZ2o3MorpUAqsdtbJpJ89nxTVbSKJHaapjt2pjNmTgyasoogW8xL5itFFcitWTlqCYr6XIi51RvkTxK66tk6iuRg5qesnal0aNj0fAVRsKstCU97eq/+0lz+dZvXArAHy/TZtr6W9PrZMmqIPG18wNS+a3dH37f5vKaQx+dbuPAxwAwM7FbM+2vm9O6v33jFAD3TKVpW2ayo15XjId9n6yk0lRZMlgAO0fppzWTaX3Zek6wa9tjs9Ucv+Q4jBmdtRYpr3iANs+k68zUs4//ui3h2rDnzPKxdH8q8aTYbHTatpp3ODbvqomwb6uNVNeYsSu53qxMm70WCqbukmtvpjLZTLPXQy1GIpe6yJLZa6TcCMeyuMVc+zObzfJUi31Ai0xWyz2hHM61hqnwQi29vxSqWzvXMct2G42Nd4fvrZvgjrsYBPXqNI1Se8tttnGE8yPvZKWqeiZw5ny2lWfKG6Iz82lvHMdxRoh6LaNbsjaQltuCkcu5OY7jOKNHvTpDvdjq3IqD6ZZcMNy5OY7j7ODUqzPUC23dkO7cHMdxnGGmXpvudG61/r9zW0jcuTmO4+zgNKpV6q3zT1Noj3sbMhaVcxOREnAa8EJgArgUeJmqrt2edjmO44wyjXqNRtscN+2/h40c6ioLwhuAfwAeBdw7pn1h+5njOI4z+tRqM9Sq062fIR8tudic2/HA6ap6g6reA7weOEJE9tm+ZjmO44wu9ZmMIO6Z4XZui6ZbUkRWAnsTlFAAUNXrRWQ98GDgxjmKKAHcdtc98UcIoqxtMgHUk+kL0inT4k7iOMdMn3NxKpXRTOI9bEBmt+BLyiGotGGCuKdNEHcSJGuDSieKaVBqEigKtAaIZmy3Xgn7uMUE7trg3lJmELcpPiOIuzUguN7xvy1r3AQX20DjNIi7i12mHpM8M2a7tjMkKWtDxQTbbrg9XX/t3c3lv24OdbfWdKdsLKTlTsRA4Ma0qdeNTXEEtt6ZllW8NWzj7vG0rLUm8v/OTeFc2mCDlqvZ3TjVGMC8pTx3EHdjSQxKXpIe54lS5zNozRyPabNsi00ClG3Qsj2FkzJsYHa1nn38k2B1m3erCdwvRxu3TKfrTNXrmXmnYlD71vG0PswihXq43lrkn2wQtzmbGsVQX9V4LUBrUHo97k+xSxC3rdpKPPNarv2Z9PxIgppbgriN4ACFdCca5fHw3RLEXTXLU53rtARxp/ve2Lw+fE9t5ra7mueoqbFtp1jdSKOtpVZsTHXJPRwsGucGrIjf97Sl323+m409AF74nk/20yZn2Gk5c6LaxPVGoPx6M2fiBT9cCIscpx/sAVzfh3LWA+v22HLN6i7/r4t5ho7F5NwSzZuVbemr6K1yfwo8FriV1od/x3GcUaFEcGx9UYpS1btEZH+6NyDWq+pgNL8GTKHRpXtkeyAifwLepqqfib/3Izyd7KuqN25P2xzHcZzhYbE5tzcBzweOAO4kTEa3XFWP2K6GOY7jOEPFYuqWhBDjtprQ5B4HLgOet10tchzHcYaORdVycxzHcZx+sNji3BzHcRxnm3Hn5jiO44wc7twcx3GckcOdm+M4jjNyLLbRkkND3hkMROQI4P1AErt3oqpeujDWLhx56kVEng6cRJBXKwG/Ak5R1e8umMELxHxnvBCRVwAfBd6iqu8ctJ0LzTyuo12B9wLPACrADcDTVfWWBTHYGRq85TZ/ep7BIAajfwV4D0GB5T3ABSMqCJ1nZofVwIeB/YFdgC8CF4nIXoM2cjuQe8YLEbkP8Frgl4M1bbuS5zqaAL4JTANCUC86Ftg4eDOdYcNbbvPneODtqnoDgIi8HviDiOyToabyAuAqVT0n/j5XRF4e09+2UAYvED3Xi6qe27bux0Tk7cDDgT8vhLELSJ7zJeHTwJuAVyyMiduFvNfRKuBfVTVR+f31glnqDBXecpsH3WYwIGhgPjhjlYNs3sjVMX1kmEe9tK//YGANoXtyZJhPvYjIy4DNqvo/C2LkdmAe9fIE4DfAx0XkThG5TkROXBBjnaHDndv8yDuDwfIceYeZec/sEN+lnA+coaq/H4Bt25Nc9SIiewNvZrRbbJD/fNkZeApwDUE8+HnAKSJy7MAsdIYW75acH3lnMNiQI+8wM6+ZHUTkXgSptUuBNw7GtO1K3nr5FPBOVb05479RYj7X0c2q+qH4+2cicg7hnV17F7ezg+Mtt3mgqncDNwEPTdLioJEVwLUZq1xj80YeEtNHhnnUC3FQzXeBi1T1Vao6cnpw86iXJwPvFpG1IrIWOAx4o4iM1CjSedTLL2id9zZh5M4ZZ9vxltv8+QRwsohcQZjB4HTgki6DA84GXicixxC63o4GHkaYAWHU6LleROQBwOXA51T1zQtq5cKT53xpHy16HuEB4P0DtXD7kKdePhfzvhL4T+CBhNGSr1oYU51hwltu8+c04ELCDAY3E+K0ngcgIseKSHN4cnxJfhThPcr6+H3kiM5R13O9ACcDewIniMhG8xnFdyh5zpe/2A8wRZg08vbtYPegyVMvfwKeDryEcB2dD5w6yoNunPnjswI4juM4I4e33BzHcZyRw52b4ziOM3K4c3Mcx3FGDndujuM4zsjhzs1xHMcZOdy5OY7jOCOHOzfHcRxn5HDn5uxwiMiVIvKp7bj9kohcKyLP6jH/s0XkKhHx69VxesTlt5yRQUTmUiT4k6ruQ1CLqQ7eoq68GJhR1f/tMf/5BFWbY5ljglPHcQL+JOiMEnuYzz/GtIeatEcAqOpdqro9Z2Q4gaD83xNRTPrTwGsGZpHjjBguv+WMJCJyOHAFsFfUZ7T/XQn8QVVfYn5fD9wKvAyoAB8B3gKcGtOKwCdU9U2mnArwVuA4YFdAgXep6nmz2PUQwkS1e6rqLSb9ZQTntQ+wiTBh6zFJnjjH25+AA1T1t/lrxHF2LLzl5jiBowlO7TDgROAU4OvAJPC4JE1EnmbW+TRByPdFwAHAh4AviMhTZ9nO4wlzklnH9nDgowQR4QcAhwPn2JVU9SbgdsJs1I7jzIG/c3OcwB9V9eS4/DsReS1wb1VNnJmKyAnA3wIXxXnHjgNEVX+XlCEihwD/BlzSZTv7ENTvLXsBG4Evq2oygecvM9a9Bdg35345zg6JOzfHCbRPHHtb/LSn7RqXHxa/rxYRm6cC3DjLdpYAW9vSLgNuAG4QkcuAbwH/q6pr2/Jties7jjMH3i3pOIGZtt+NLmnJNZN8HwocbD4HAk+ZZTt3ADvZBFXdCDycMAhGgVcAf4jv5yw7xfUdx5kDb7k5zvy4On7vpapfz7neSSIypqrTSaKq1oDvAN8RkbcDvyFM2vlzABGZAO4L/KwfxjvOqOPOzXHmgar+XkQ+B3xSRE4CfgysAA4B6qr68S6rXkFoAR5CcGaIyDOB/ePvOwhdnnsBdlTkYcA08O2+74zjjCDeLek48+elwFnA2wiO6BLgSML7s0xUdR3wJUKrLGEd8EzgYuB3wBnAuwijMROOBc6NXZiO48yBx7k5zgIjIvcDfgL8jaq2D1rJyr8nIe7tIap644DNc5yRwFtujrPAqOrvCYNGeh3Wvw/wMndsjtM73nJzHMdxRg5vuTmO4zgjhzs3x3EcZ+Rw5+Y4juOMHO7cHMdxnJHDnZvjOI4zcrhzcxzHcUaO/w8s06yBVnVbdQAAAABJRU5ErkJggg==\n", 373 + "text/plain": [ 374 + "<Figure size 460.8x216 with 2 Axes>" 375 + ] 376 + }, 377 + "metadata": {}, 378 + "output_type": "display_data" 379 + } 380 + ], 381 + "source": [ 382 + "house_evoked.plot_image(titles=\"Houses\", time_unit=\"s\");\n", 383 + "face_evoked.plot_image(titles=\"Faces\", time_unit=\"s\");" 384 + ] 385 + }, 386 + { 387 + "cell_type": "markdown", 388 + "metadata": {}, 389 + "source": [ 390 + "## Topomap Series\n", 391 + "\n", 392 + "This is a decent way to show what's happening in the different electrode locations during the epoch. However, I think it's prone to displaying a lot of info that's prone to being misinterpreted by students. This kind of viz will also be nearly useless for the Muse because of its low channel count" 393 + ] 394 + }, 395 + { 396 + "cell_type": "code", 397 + "execution_count": 136, 398 + "metadata": {}, 399 + "outputs": [ 400 + { 401 + "data": { 402 + "image/png": 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\n", 403 + "text/plain": [ 404 + "<Figure size 1836x194.4 with 17 Axes>" 405 + ] 406 + }, 407 + "metadata": {}, 408 + "output_type": "display_data" 409 + }, 410 + { 411 + "data": { 412 + "image/png": 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413 + "text/plain": [ 414 + "<Figure size 1836x194.4 with 17 Axes>" 415 + ] 416 + }, 417 + "metadata": {}, 418 + "output_type": "display_data" 419 + } 420 + ], 421 + "source": [ 422 + "\n", 423 + "# set time instants in seconds (from 50 to 150ms in a step of 10ms)\n", 424 + "times = np.arange(0.1, 0.5, 0.025)\n", 425 + "# compute a 50 ms bin to stabilize topographies\n", 426 + "house_evoked.plot_topomap(times, title='Houses', ch_type='eeg', average=0.025, time_unit='s');\n", 427 + "face_evoked.plot_topomap(times, title='Faces', ch_type='eeg', average=0.025, time_unit='s');\n" 428 + ] 429 + }, 430 + { 431 + "cell_type": "markdown", 432 + "metadata": {}, 433 + "source": [ 434 + "# Job 3: Comparing Between Subjects\n", 435 + "\n", 436 + "Once students have an idea of when and where their findings ERPs, it would be easy to compare between subjects by reusing any of the above graphs. \n", 437 + "\n", 438 + "It might be nice to help them out and convert to using visualizations of the difference ERP in such circumstances, though that may be confusing" 439 + ] 440 + }, 441 + { 442 + "attachments": {}, 443 + "cell_type": "markdown", 444 + "metadata": {}, 445 + "source": [ 446 + "# Statistical Signficance\n", 447 + "\n", 448 + "At the end of the day, we need to teach the students about statistically signifance for their projects. There's two ways I think we can do that.\n", 449 + "\n", 450 + "The first would be to use the colored confidence interval bands in the Averaged Epoch Difference plots we've been using so far. If there is white space between the two conditions, that represents a difference with statistical signficance of P < 0.05.\n", 451 + "\n", 452 + "The second would be to mask the Averaged Epochs Spectrogram to only reveal timepoints at which some statistical test passed. This could be a simple t test for difference P < 0.05 between Face and House ERPs. I didn't have time to code this, but it would look kind of like this (ignore the fact that there are three different plots for left, right, and midline)\n", 453 + "\n", 454 + "![image](https://martinos.org/mne/stable/_images/sphx_glr_plot_stats_cluster_erp_002.png)" 455 + ] 456 + } 457 + ], 458 + "metadata": { 459 + "kernel_info": { 460 + "name": "brainwaves2" 461 + }, 462 + "kernelspec": { 463 + "display_name": "BrainWaves", 464 + "language": "python", 465 + "name": "brainwaves" 466 + }, 467 + "language_info": { 468 + "codemirror_mode": { 469 + "name": "ipython", 470 + "version": 3 471 + }, 472 + "file_extension": ".py", 473 + "mimetype": "text/x-python", 474 + "name": "python", 475 + "nbconvert_exporter": "python", 476 + "pygments_lexer": "ipython3", 477 + "version": "3.5.5" 478 + }, 479 + "nteract": { 480 + "version": "0.11.6" 481 + } 482 + }, 483 + "nbformat": 4, 484 + "nbformat_minor": 2 485 + }
+666
notebooks/N170 Muse Exploratory.ipynb
··· 1 + { 2 + "cells": [ 3 + { 4 + "cell_type": "code", 5 + "execution_count": 8, 6 + "metadata": {}, 7 + "outputs": [ 8 + { 9 + "name": "stdout", 10 + "output_type": "stream", 11 + "text": [ 12 + "Using matplotlib backend: Qt5Agg\n" 13 + ] 14 + } 15 + ], 16 + "source": [ 17 + "from mne import Epochs, find_events, set_eeg_reference, read_epochs, viz\n", 18 + "from time import time, strftime, gmtime\n", 19 + "from collections import OrderedDict\n", 20 + "from glob import glob\n", 21 + "from collections import OrderedDict\n", 22 + "from mne import create_info, concatenate_raws\n", 23 + "from mne.io import RawArray\n", 24 + "from mne.channels import read_montage\n", 25 + "import pandas as pd\n", 26 + "import numpy as np\n", 27 + "import seaborn as sns\n", 28 + "import matplotlib.pyplot as plt\n", 29 + "import sys, os\n", 30 + "sys.path.append(os.path.join(os.path.dirname(os.getcwd()), 'app','utils','jupyter'))\n", 31 + "import utils\n", 32 + "%matplotlib" 33 + ] 34 + }, 35 + { 36 + "cell_type": "code", 37 + "execution_count": 3, 38 + "metadata": {}, 39 + "outputs": [ 40 + { 41 + "name": "stdout", 42 + "output_type": "stream", 43 + "text": [ 44 + "['/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.30.01.csv', '/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.32.50.csv', '/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.35.26.csv', '/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.40.17.csv', '/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.42.33.csv', '/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.45.08.csv']\n", 45 + "The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 46 + "Creating RawArray with float64 data, n_channels=6, n_times=30732\n", 47 + " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", 48 + "Ready.\n", 49 + "The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 50 + "Creating RawArray with float64 data, n_channels=6, n_times=30732\n", 51 + " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", 52 + "Ready.\n", 53 + "The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 54 + "Creating RawArray with float64 data, n_channels=6, n_times=30732\n", 55 + " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", 56 + "Ready.\n", 57 + "The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 58 + "Creating RawArray with float64 data, n_channels=6, n_times=30732\n", 59 + " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", 60 + "Ready.\n", 61 + "The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 62 + "Creating RawArray with float64 data, n_channels=6, n_times=30720\n", 63 + " Range : 0 ... 30719 = 0.000 ... 119.996 secs\n", 64 + "Ready.\n" 65 + ] 66 + }, 67 + { 68 + "name": "stderr", 69 + "output_type": "stream", 70 + "text": [ 71 + "/home/dano/BrainWaves/app/utils/jupyter/utils.py:67: RuntimeWarning: The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 72 + " sfreq=sfreq, montage=montage)\n", 73 + "/home/dano/BrainWaves/app/utils/jupyter/utils.py:67: RuntimeWarning: The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 74 + " sfreq=sfreq, montage=montage)\n", 75 + "/home/dano/BrainWaves/app/utils/jupyter/utils.py:67: RuntimeWarning: The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 76 + " sfreq=sfreq, montage=montage)\n", 77 + "/home/dano/BrainWaves/app/utils/jupyter/utils.py:67: RuntimeWarning: The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 78 + " sfreq=sfreq, montage=montage)\n", 79 + "/home/dano/BrainWaves/app/utils/jupyter/utils.py:67: RuntimeWarning: The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 80 + " sfreq=sfreq, montage=montage)\n" 81 + ] 82 + }, 83 + { 84 + "name": "stdout", 85 + "output_type": "stream", 86 + "text": [ 87 + "The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 88 + "Creating RawArray with float64 data, n_channels=6, n_times=30732\n", 89 + " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", 90 + "Ready.\n" 91 + ] 92 + }, 93 + { 94 + "name": "stderr", 95 + "output_type": "stream", 96 + "text": [ 97 + "/home/dano/BrainWaves/app/utils/jupyter/utils.py:67: RuntimeWarning: The following EEG sensors did not have a position specified in the selected montage: ['Right AUX']. Their position has been left untouched.\n", 98 + " sfreq=sfreq, montage=montage)\n" 99 + ] 100 + } 101 + ], 102 + "source": [ 103 + "files = ['/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.30.01.csv',\n", 104 + "'/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.32.50.csv',\n", 105 + "'/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.35.26.csv',\n", 106 + "'/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.40.17.csv',\n", 107 + "'/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.42.33.csv',\n", 108 + "'/home/dano/eeg-notebooks/data/visual/N170/subject1/session1/data_2017-09-13-15.45.08.csv']\n", 109 + "sfreq=256\n", 110 + "ch_ind = [0,1,2,3]\n", 111 + "stim_ind = 4\n", 112 + "replace_ch_names = None\n", 113 + "#raw = utils.load_data(standard, replace_ch_names)\n", 114 + "raw = utils.load_data(files, replace_ch_names).drop_channels(['Right AUX'])" 115 + ] 116 + }, 117 + { 118 + "cell_type": "code", 119 + "execution_count": 4, 120 + "metadata": {}, 121 + "outputs": [ 122 + { 123 + "name": "stdout", 124 + "output_type": "stream", 125 + "text": [ 126 + "Setting up band-pass filter from 1 - 30 Hz\n", 127 + "Setting up band-pass filter from 1 - 30 Hz\n", 128 + "Setting up band-pass filter from 1 - 30 Hz\n", 129 + "Setting up band-pass filter from 1 - 30 Hz\n", 130 + "Setting up band-pass filter from 1 - 30 Hz\n", 131 + "Setting up band-pass filter from 1 - 30 Hz\n", 132 + "Effective window size : 8.000 (s)\n" 133 + ] 134 + }, 135 + { 136 + "data": { 137 + "image/png": 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\n", 138 + "text/plain": [ 139 + "<Figure size 432x288 with 2 Axes>" 140 + ] 141 + }, 142 + "metadata": {}, 143 + "output_type": "display_data" 144 + } 145 + ], 146 + "source": [ 147 + "raw.filter(1,30, method='iir')\n", 148 + "raw.plot_psd(fmin=1, fmax=30);" 149 + ] 150 + }, 151 + { 152 + "cell_type": "code", 153 + "execution_count": 47, 154 + "metadata": {}, 155 + "outputs": [ 156 + { 157 + "name": "stdout", 158 + "output_type": "stream", 159 + "text": [ 160 + "Effective window size : 8.000 (s)\n" 161 + ] 162 + }, 163 + { 164 + "name": "stderr", 165 + "output_type": "stream", 166 + "text": [ 167 + "/home/dano/anaconda3/envs/brainwaves/lib/python3.5/site-packages/matplotlib/colors.py:251: RuntimeWarning: invalid value encountered in less\n", 168 + " if np.any((result < 0) | (result > 1)):\n", 169 + "/home/dano/anaconda3/envs/brainwaves/lib/python3.5/site-packages/matplotlib/colors.py:251: RuntimeWarning: invalid value encountered in greater\n", 170 + " if np.any((result < 0) | (result > 1)):\n" 171 + ] 172 + }, 173 + { 174 + "data": { 175 + "image/png": 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\n", 176 + "text/plain": [ 177 + "<Figure size 640x480 with 2 Axes>" 178 + ] 179 + }, 180 + "execution_count": 47, 181 + "metadata": {}, 182 + "output_type": "execute_result" 183 + } 184 + ], 185 + "source": [ 186 + "raw.plot_psd()" 187 + ] 188 + }, 189 + { 190 + "cell_type": "code", 191 + "execution_count": 5, 192 + "metadata": {}, 193 + "outputs": [ 194 + { 195 + "name": "stdout", 196 + "output_type": "stream", 197 + "text": [ 198 + "1174 events found\n", 199 + "Event IDs: [1 2]\n" 200 + ] 201 + } 202 + ], 203 + "source": [ 204 + "# Create an array containing the timestamps and type of each stimulus (i.e. face or house)\n", 205 + "events = find_events(raw)\n", 206 + "house_id = {'House': 1}\n", 207 + "\n", 208 + "# Create an MNE Epochs object representing all the epochs around stimulus presentation\n", 209 + "house_epochs = Epochs(raw, events=events, event_id=house_id, \n", 210 + " tmin=-0.1, tmax=0.8, baseline=None,\n", 211 + " reject={'eeg': 75e-6}, preload=True, \n", 212 + "\n", 213 + " verbose=False, picks=[0,1,2,3])\n", 214 + "face_id = {'Face': 2}\n", 215 + "\n", 216 + "# Create an MNE Epochs object representing all the epochs around stimulus presentation\n", 217 + "face_epochs = Epochs(raw, events=events, event_id=face_id, \n", 218 + " tmin=-0.1, tmax=0.8, baseline=None,\n", 219 + " reject={'eeg': 75e-6}, preload=True, \n", 220 + "\n", 221 + " verbose=False, picks=[0,1,2,3])" 222 + ] 223 + }, 224 + { 225 + "cell_type": "code", 226 + "execution_count": 6, 227 + "metadata": {}, 228 + "outputs": [ 229 + { 230 + "data": { 231 + "text/plain": [ 232 + "<Epochs | 0 events (all good), -0.101562 - 0.800781 sec, baseline off, ~18 kB, data loaded,\n", 233 + " 'Face': 0>" 234 + ] 235 + }, 236 + "execution_count": 6, 237 + "metadata": {}, 238 + "output_type": "execute_result" 239 + } 240 + ], 241 + "source": [ 242 + "face_epochs" 243 + ] 244 + }, 245 + { 246 + "cell_type": "code", 247 + "execution_count": 7, 248 + "metadata": {}, 249 + "outputs": [ 250 + { 251 + "ename": "ValueError", 252 + "evalue": "zero-size array to reduction operation minimum which has no identity", 253 + "output_type": "error", 254 + "traceback": [ 255 + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", 256 + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", 257 + "\u001b[0;32m<ipython-input-7-46963ebd949e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mface_epochs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Faces T7\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpicks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m3\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 2\u001b[0m \u001b[0mhouse_epochs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Houses T7\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpicks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 258 + "\u001b[0;32m~/anaconda3/envs/brainwaves/lib/python3.5/site-packages/mne/epochs.py\u001b[0m in \u001b[0;36mplot_image\u001b[0;34m(self, picks, sigma, vmin, vmax, colorbar, order, show, units, scalings, cmap, fig, axes, overlay_times, combine, group_by, evoked, ts_args, title)\u001b[0m\n\u001b[1;32m 1084\u001b[0m \u001b[0moverlay_times\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0moverlay_times\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcombine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcombine\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1085\u001b[0m \u001b[0mgroup_by\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgroup_by\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mevoked\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mevoked\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1086\u001b[0;31m ts_args=ts_args, title=title)\n\u001b[0m\u001b[1;32m 1087\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1088\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mverbose\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 259 + "\u001b[0;32m~/anaconda3/envs/brainwaves/lib/python3.5/site-packages/mne/viz/epochs.py\u001b[0m in \u001b[0;36mplot_epochs_image\u001b[0;34m(epochs, picks, sigma, vmin, vmax, colorbar, order, show, units, scalings, cmap, fig, axes, overlay_times, combine, group_by, evoked, ts_args, title)\u001b[0m\n\u001b[1;32m 231\u001b[0m group.extend(_prepare_epochs_image_im_data(\n\u001b[1;32m 232\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mch_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moverlay_times\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msigma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 233\u001b[0;31m scalings[ch_type], ts_args))\n\u001b[0m\u001b[1;32m 234\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mvmin\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mvmax\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# equalize across groups\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 235\u001b[0m \u001b[0mthis_vmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mthis_vmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mthis_ylim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgroup\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 260 + "\u001b[0;32m~/anaconda3/envs/brainwaves/lib/python3.5/site-packages/mne/viz/epochs.py\u001b[0m in \u001b[0;36m_prepare_epochs_image_im_data\u001b[0;34m(epochs, ch_type, overlay_times, order, sigma, vmin, vmax, scaling, ts_args)\u001b[0m\n\u001b[1;32m 430\u001b[0m \u001b[0mscale_vmax\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mvmax\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mcallable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmax\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 431\u001b[0m vmin, vmax = _setup_vmin_vmax(\n\u001b[0;32m--> 432\u001b[0;31m data, vmin, vmax, norm=(data.min() >= 0) and (vmin is None))\n\u001b[0m\u001b[1;32m 433\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mscale_vmin\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 434\u001b[0m \u001b[0mvmin\u001b[0m \u001b[0;34m/=\u001b[0m \u001b[0mscaling\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 261 + "\u001b[0;32m~/anaconda3/envs/brainwaves/lib/python3.5/site-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_amin\u001b[0;34m(a, axis, out, keepdims)\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_amin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 29\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mumr_minimum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 30\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 31\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_sum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 262 + "\u001b[0;31mValueError\u001b[0m: zero-size array to reduction operation minimum which has no identity" 263 + ] 264 + } 265 + ], 266 + "source": [ 267 + "face_epochs.plot_image(title=\"Faces T7\",picks=[3])\n", 268 + "house_epochs.plot_image(title=\"Houses T7\",picks=[3])" 269 + ] 270 + }, 271 + { 272 + "cell_type": "code", 273 + "execution_count": 102, 274 + "metadata": {}, 275 + "outputs": [ 276 + { 277 + "data": { 278 + "image/png": 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\n", 279 + "text/plain": [ 280 + "<Figure size 640x480 with 2 Axes>" 281 + ] 282 + }, 283 + "execution_count": 102, 284 + "metadata": {}, 285 + "output_type": "execute_result" 286 + } 287 + ], 288 + "source": [ 289 + "face_epochs.plot_topo_image()" 290 + ] 291 + }, 292 + { 293 + "cell_type": "code", 294 + "execution_count": 69, 295 + "metadata": {}, 296 + "outputs": [ 297 + { 298 + "name": "stdout", 299 + "output_type": "stream", 300 + "text": [ 301 + "Warning: Cannot change to a different GUI toolkit: tk. Using qt5 instead.\n" 302 + ] 303 + }, 304 + { 305 + "data": { 306 + "image/png": 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\n", 307 + "text/plain": [ 308 + "<Figure size 2100x270 with 14 Axes>" 309 + ] 310 + }, 311 + "execution_count": 69, 312 + "metadata": {}, 313 + "output_type": "execute_result" 314 + } 315 + ], 316 + "source": [ 317 + "%matplotlib tk\n", 318 + "import numpy as np\n", 319 + "import matplotlib.pyplot as plt\n", 320 + "from mne.datasets import sample\n", 321 + "from mne import read_evokeds\n", 322 + "\n", 323 + "house_evoked = house_epochs.average()\n", 324 + "face_evoked = face_epochs.average()\n", 325 + "# set time instants in seconds (from 50 to 150ms in a step of 10ms)\n", 326 + "times = np.arange(0.05, 0.30, 0.02)\n", 327 + "# If times is set to None only 10 regularly spaced topographies will be shown\n", 328 + "\n", 329 + "# plot eeg data as topomaps\n", 330 + "#evoked.plot_topomap(times, ch_type='eeg', time_unit='s')\n", 331 + "\n", 332 + "# compute a 50 ms bin to stabilize topographies\n", 333 + "house_evoked.plot_topomap(times, title='Houses', ch_type='eeg', average=0.05, time_unit='s')\n", 334 + "face_evoked.plot_topomap(times, title='Faces', ch_type='eeg', average=0.05, time_unit='s')\n", 335 + "\n", 336 + "\n", 337 + "# plot eeg data as an animation\n", 338 + "#house_evoked.animate_topomap(ch_type='eeg', times=times, frame_rate=10,\n", 339 + "# time_unit='s')\n", 340 + "# plot eeg data as an animation\n", 341 + "#face_evoked.animate_topomap(ch_type='eeg', times=times, frame_rate=10,\n", 342 + "# time_unit='s')\n" 343 + ] 344 + }, 345 + { 346 + "cell_type": "code", 347 + "execution_count": 71, 348 + "metadata": {}, 349 + "outputs": [ 350 + { 351 + "name": "stdout", 352 + "output_type": "stream", 353 + "text": [ 354 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 355 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n" 356 + ] 357 + }, 358 + { 359 + "name": "stderr", 360 + "output_type": "stream", 361 + "text": [ 362 + "<ipython-input-71-e621e3999a39>:1: DeprecationWarning: time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 363 + " house_evoked.plot(window_title=\"House\")\n", 364 + "<ipython-input-71-e621e3999a39>:2: DeprecationWarning: time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 365 + " face_evoked.plot(window_title=\"Face\")\n" 366 + ] 367 + }, 368 + { 369 + "data": { 370 + "image/png": 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\n", 371 + "text/plain": [ 372 + "<Figure size 640x300 with 1 Axes>" 373 + ] 374 + }, 375 + "execution_count": 71, 376 + "metadata": {}, 377 + "output_type": "execute_result" 378 + } 379 + ], 380 + "source": [ 381 + "house_evoked.plot(window_title=\"House\")\n", 382 + "face_evoked.plot(window_title=\"Face\")" 383 + ] 384 + }, 385 + { 386 + "cell_type": "code", 387 + "execution_count": 76, 388 + "metadata": {}, 389 + "outputs": [ 390 + { 391 + "name": "stdout", 392 + "output_type": "stream", 393 + "text": [ 394 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 395 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n" 396 + ] 397 + }, 398 + { 399 + "name": "stderr", 400 + "output_type": "stream", 401 + "text": [ 402 + "<ipython-input-76-05ff36021d47>:1: DeprecationWarning: time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 403 + " house_evoked.plot_image()\n", 404 + "<ipython-input-76-05ff36021d47>:2: DeprecationWarning: time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 405 + " face_evoked.plot_image()\n" 406 + ] 407 + }, 408 + { 409 + "data": { 410 + "image/png": 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\n", 411 + "text/plain": [ 412 + "<Figure size 640x300 with 2 Axes>" 413 + ] 414 + }, 415 + "execution_count": 76, 416 + "metadata": {}, 417 + "output_type": "execute_result" 418 + } 419 + ], 420 + "source": [ 421 + "house_evoked.plot_image()\n", 422 + "face_evoked.plot_image()" 423 + ] 424 + }, 425 + { 426 + "cell_type": "code", 427 + "execution_count": 80, 428 + "metadata": {}, 429 + "outputs": [ 430 + { 431 + "name": "stdout", 432 + "output_type": "stream", 433 + "text": [ 434 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n" 435 + ] 436 + }, 437 + { 438 + "name": "stderr", 439 + "output_type": "stream", 440 + "text": [ 441 + "<ipython-input-80-8cfad5bd48bd>:1: DeprecationWarning: time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 442 + " house_evoked.plot_joint(times=\"peaks\", title=\"Houses\")\n" 443 + ] 444 + }, 445 + { 446 + "name": "stdout", 447 + "output_type": "stream", 448 + "text": [ 449 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n" 450 + ] 451 + }, 452 + { 453 + "name": "stderr", 454 + "output_type": "stream", 455 + "text": [ 456 + "<ipython-input-80-8cfad5bd48bd>:1: DeprecationWarning: time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 457 + " house_evoked.plot_joint(times=\"peaks\", title=\"Houses\")\n" 458 + ] 459 + }, 460 + { 461 + "name": "stdout", 462 + "output_type": "stream", 463 + "text": [ 464 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n" 465 + ] 466 + }, 467 + { 468 + "name": "stderr", 469 + "output_type": "stream", 470 + "text": [ 471 + "<ipython-input-80-8cfad5bd48bd>:2: DeprecationWarning: time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 472 + " face_evoked.plot_joint(times=\"peaks\", title=\"Faces\")\n" 473 + ] 474 + }, 475 + { 476 + "name": "stdout", 477 + "output_type": "stream", 478 + "text": [ 479 + "time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n" 480 + ] 481 + }, 482 + { 483 + "name": "stderr", 484 + "output_type": "stream", 485 + "text": [ 486 + "<ipython-input-80-8cfad5bd48bd>:2: DeprecationWarning: time_unit defaults to \"ms\" in 0.16 but will change to \"s\" in 0.17, set it explicitly to avoid this warning\n", 487 + " face_evoked.plot_joint(times=\"peaks\", title=\"Faces\")\n" 488 + ] 489 + }, 490 + { 491 + "data": { 492 + "image/png": 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\n", 493 + "text/plain": [ 494 + "<Figure size 800x420 with 7 Axes>" 495 + ] 496 + }, 497 + "execution_count": 80, 498 + "metadata": {}, 499 + "output_type": "execute_result" 500 + } 501 + ], 502 + "source": [ 503 + "house_evoked.plot_joint(times=\"peaks\", title=\"Houses\")\n", 504 + "face_evoked.plot_joint(times=\"peaks\", title=\"Faces\")" 505 + ] 506 + }, 507 + { 508 + "cell_type": "code", 509 + "execution_count": 87, 510 + "metadata": {}, 511 + "outputs": [ 512 + { 513 + "data": { 514 + "image/png": 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\n", 515 + "text/plain": [ 516 + "<Figure size 640x480 with 1 Axes>" 517 + ] 518 + }, 519 + "execution_count": 87, 520 + "metadata": {}, 521 + "output_type": "execute_result" 522 + } 523 + ], 524 + "source": [ 525 + "house_evoked.plot_topo(title=\"Houses\")\n", 526 + "face_evoked.plot_topo(title=\"Houses\")" 527 + ] 528 + }, 529 + { 530 + "cell_type": "code", 531 + "execution_count": 89, 532 + "metadata": {}, 533 + "outputs": [ 534 + { 535 + "ename": "TypeError", 536 + "evalue": "plot_white() missing 1 required positional argument: 'noise_cov'", 537 + "output_type": "error", 538 + "traceback": [ 539 + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", 540 + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", 541 + "\u001b[0;32m<ipython-input-89-6e2834f072e9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mhouse_evoked\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_white\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", 542 + "\u001b[0;31mTypeError\u001b[0m: plot_white() missing 1 required positional argument: 'noise_cov'" 543 + ] 544 + } 545 + ], 546 + "source": [] 547 + }, 548 + { 549 + "cell_type": "code", 550 + "execution_count": 12, 551 + "metadata": { 552 + "inputHidden": false, 553 + "outputHidden": false 554 + }, 555 + "outputs": [ 556 + { 557 + "name": "stdout", 558 + "output_type": "stream", 559 + "text": [ 560 + "Using matplotlib backend: Qt5Agg\n" 561 + ] 562 + }, 563 + { 564 + "ename": "IndexError", 565 + "evalue": "cannot do a non-empty take from an empty axes.", 566 + "output_type": "error", 567 + "traceback": [ 568 + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", 569 + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", 570 + "\u001b[0;32m<ipython-input-12-72180c287de0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'matplotlib'\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[0;32m----> 2\u001b[0;31m \u001b[0mclean_epochs_plot\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mface_epochs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscalings\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'auto'\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 3\u001b[0m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgcf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmanager\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwindow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mactivateWindow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmanager\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwindow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraise_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 571 + "\u001b[0;32m~/anaconda3/envs/brainwaves/lib/python3.5/site-packages/mne/epochs.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, picks, scalings, n_epochs, n_channels, title, events, event_colors, show, block, decim, noise_cov)\u001b[0m\n\u001b[1;32m 944\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 160\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", 578 + "\u001b[0;32m~/anaconda3/envs/brainwaves/lib/python3.5/site-packages/numpy/core/fromnumeric.py\u001b[0m in \u001b[0;36m_wrapfunc\u001b[0;34m(obj, method, *args, **kwds)\u001b[0m\n\u001b[1;32m 50\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_wrapfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 51\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 52\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 53\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[0;31m# An AttributeError occurs if the object does not have\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 579 + "\u001b[0;31mIndexError\u001b[0m: cannot do a non-empty take from an empty axes." 580 + ] 581 + } 582 + ], 583 + "source": [ 584 + "%matplotlib\n", 585 + "clean_epochs_plot = face_epochs.plot(scalings='auto');\n", 586 + "fig = plt.gcf()\n", 587 + "fig.canvas.manager.window.activateWindow()\n", 588 + "fig.canvas.manager.window.raise_()" 589 + ] 590 + }, 591 + { 592 + "cell_type": "code", 593 + "execution_count": null, 594 + "metadata": { 595 + "scrolled": true 596 + }, 597 + "outputs": [], 598 + "source": [ 599 + "## Plot ERPs\n", 600 + "\n", 601 + "# Input\n", 602 + "ch_ind = 10\n", 603 + "\n", 604 + "# Computation\n", 605 + "conditions = OrderedDict({key: [value] for (key, value) in event_id.items()})\n", 606 + "\n", 607 + "# Output\n", 608 + "X, y = utils.plot_conditions(epochs, ch_ind=ch_ind, conditions=conditions, \n", 609 + " ci=97.5, n_boot=1000, title='',)" 610 + ] 611 + }, 612 + { 613 + "cell_type": "code", 614 + "execution_count": null, 615 + "metadata": {}, 616 + "outputs": [], 617 + "source": [ 618 + "{'House': 3, 'Face': 4}.items()" 619 + ] 620 + }, 621 + { 622 + "cell_type": "code", 623 + "execution_count": null, 624 + "metadata": {}, 625 + "outputs": [], 626 + "source": [] 627 + }, 628 + { 629 + "cell_type": "code", 630 + "execution_count": null, 631 + "metadata": { 632 + "inputHidden": false, 633 + "outputHidden": false 634 + }, 635 + "outputs": [], 636 + "source": [] 637 + } 638 + ], 639 + "metadata": { 640 + "kernel_info": { 641 + "name": "brainwaves2" 642 + }, 643 + "kernelspec": { 644 + "display_name": "BrainWaves", 645 + "language": "python", 646 + "name": "brainwaves" 647 + }, 648 + "language_info": { 649 + "codemirror_mode": { 650 + "name": "ipython", 651 + "version": 3 652 + }, 653 + "file_extension": ".py", 654 + "mimetype": "text/x-python", 655 + "name": "python", 656 + "nbconvert_exporter": "python", 657 + "pygments_lexer": "ipython3", 658 + "version": "3.5.5" 659 + }, 660 + "nteract": { 661 + "version": "0.11.6" 662 + } 663 + }, 664 + "nbformat": 4, 665 + "nbformat_minor": 2 666 + }
+613
notebooks/notebook.tex
··· 1 + 2 + % Default to the notebook output style 3 + 4 + 5 + 6 + 7 + % Inherit from the specified cell style. 8 + 9 + 10 + 11 + 12 + 13 + \documentclass[11pt]{article} 14 + 15 + 16 + 17 + \usepackage[T1]{fontenc} 18 + % Nicer default font (+ math font) than Computer Modern for most use cases 19 + \usepackage{mathpazo} 20 + 21 + % Basic figure setup, for now with no caption control since it's done 22 + % automatically by Pandoc (which extracts ![](path) syntax from Markdown). 23 + \usepackage{graphicx} 24 + % We will generate all images so they have a width \maxwidth. This means 25 + % that they will get their normal width if they fit onto the page, but 26 + % are scaled down if they would overflow the margins. 27 + \makeatletter 28 + \def\maxwidth{\ifdim\Gin@nat@width>\linewidth\linewidth 29 + \else\Gin@nat@width\fi} 30 + \makeatother 31 + \let\Oldincludegraphics\includegraphics 32 + % Set max figure width to be 80% of text width, for now hardcoded. 33 + \renewcommand{\includegraphics}[1]{\Oldincludegraphics[width=.8\maxwidth]{#1}} 34 + % Ensure that by default, figures have no caption (until we provide a 35 + % proper Figure object with a Caption API and a way to capture that 36 + % in the conversion process - todo). 37 + \usepackage{caption} 38 + \DeclareCaptionLabelFormat{nolabel}{} 39 + \captionsetup{labelformat=nolabel} 40 + 41 + \usepackage{adjustbox} % Used to constrain images to a maximum size 42 + \usepackage{xcolor} % Allow colors to be defined 43 + \usepackage{enumerate} % Needed for markdown enumerations to work 44 + \usepackage{geometry} % Used to adjust the document margins 45 + \usepackage{amsmath} % Equations 46 + \usepackage{amssymb} % Equations 47 + \usepackage{textcomp} % defines textquotesingle 48 + % Hack from http://tex.stackexchange.com/a/47451/13684: 49 + \AtBeginDocument{% 50 + \def\PYZsq{\textquotesingle}% Upright quotes in Pygmentized code 51 + } 52 + \usepackage{upquote} % Upright quotes for verbatim code 53 + \usepackage{eurosym} % defines \euro 54 + \usepackage[mathletters]{ucs} % Extended unicode (utf-8) support 55 + \usepackage[utf8x]{inputenc} % Allow utf-8 characters in the tex document 56 + \usepackage{fancyvrb} % verbatim replacement that allows latex 57 + \usepackage{grffile} % extends the file name processing of package graphics 58 + % to support a larger range 59 + % The hyperref package gives us a pdf with properly built 60 + % internal navigation ('pdf bookmarks' for the table of contents, 61 + % internal cross-reference links, web links for URLs, etc.) 62 + \usepackage{hyperref} 63 + \usepackage{longtable} % longtable support required by pandoc >1.10 64 + \usepackage{booktabs} % table support for pandoc > 1.12.2 65 + \usepackage[inline]{enumitem} % IRkernel/repr support (it uses the enumerate* environment) 66 + \usepackage[normalem]{ulem} % ulem is needed to support strikethroughs (\sout) 67 + % normalem makes italics be italics, not underlines 68 + 69 + 70 + 71 + 72 + % Colors for the hyperref package 73 + \definecolor{urlcolor}{rgb}{0,.145,.698} 74 + \definecolor{linkcolor}{rgb}{.71,0.21,0.01} 75 + \definecolor{citecolor}{rgb}{.12,.54,.11} 76 + 77 + % ANSI colors 78 + \definecolor{ansi-black}{HTML}{3E424D} 79 + \definecolor{ansi-black-intense}{HTML}{282C36} 80 + \definecolor{ansi-red}{HTML}{E75C58} 81 + \definecolor{ansi-red-intense}{HTML}{B22B31} 82 + \definecolor{ansi-green}{HTML}{00A250} 83 + \definecolor{ansi-green-intense}{HTML}{007427} 84 + \definecolor{ansi-yellow}{HTML}{DDB62B} 85 + \definecolor{ansi-yellow-intense}{HTML}{B27D12} 86 + \definecolor{ansi-blue}{HTML}{208FFB} 87 + \definecolor{ansi-blue-intense}{HTML}{0065CA} 88 + \definecolor{ansi-magenta}{HTML}{D160C4} 89 + \definecolor{ansi-magenta-intense}{HTML}{A03196} 90 + \definecolor{ansi-cyan}{HTML}{60C6C8} 91 + \definecolor{ansi-cyan-intense}{HTML}{258F8F} 92 + \definecolor{ansi-white}{HTML}{C5C1B4} 93 + \definecolor{ansi-white-intense}{HTML}{A1A6B2} 94 + 95 + % commands and environments needed by pandoc snippets 96 + % extracted from the output of `pandoc -s` 97 + \providecommand{\tightlist}{% 98 + \setlength{\itemsep}{0pt}\setlength{\parskip}{0pt}} 99 + \DefineVerbatimEnvironment{Highlighting}{Verbatim}{commandchars=\\\{\}} 100 + % Add ',fontsize=\small' for more characters per line 101 + \newenvironment{Shaded}{}{} 102 + \newcommand{\KeywordTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{\textbf{{#1}}}} 103 + \newcommand{\DataTypeTok}[1]{\textcolor[rgb]{0.56,0.13,0.00}{{#1}}} 104 + \newcommand{\DecValTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}} 105 + \newcommand{\BaseNTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}} 106 + \newcommand{\FloatTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}} 107 + \newcommand{\CharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}} 108 + \newcommand{\StringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}} 109 + \newcommand{\CommentTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textit{{#1}}}} 110 + \newcommand{\OtherTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{{#1}}} 111 + \newcommand{\AlertTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}} 112 + \newcommand{\FunctionTok}[1]{\textcolor[rgb]{0.02,0.16,0.49}{{#1}}} 113 + \newcommand{\RegionMarkerTok}[1]{{#1}} 114 + \newcommand{\ErrorTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}} 115 + \newcommand{\NormalTok}[1]{{#1}} 116 + 117 + % Additional commands for more recent versions of Pandoc 118 + \newcommand{\ConstantTok}[1]{\textcolor[rgb]{0.53,0.00,0.00}{{#1}}} 119 + \newcommand{\SpecialCharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}} 120 + \newcommand{\VerbatimStringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}} 121 + \newcommand{\SpecialStringTok}[1]{\textcolor[rgb]{0.73,0.40,0.53}{{#1}}} 122 + \newcommand{\ImportTok}[1]{{#1}} 123 + \newcommand{\DocumentationTok}[1]{\textcolor[rgb]{0.73,0.13,0.13}{\textit{{#1}}}} 124 + \newcommand{\AnnotationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}} 125 + \newcommand{\CommentVarTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}} 126 + \newcommand{\VariableTok}[1]{\textcolor[rgb]{0.10,0.09,0.49}{{#1}}} 127 + \newcommand{\ControlFlowTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{\textbf{{#1}}}} 128 + \newcommand{\OperatorTok}[1]{\textcolor[rgb]{0.40,0.40,0.40}{{#1}}} 129 + \newcommand{\BuiltInTok}[1]{{#1}} 130 + \newcommand{\ExtensionTok}[1]{{#1}} 131 + \newcommand{\PreprocessorTok}[1]{\textcolor[rgb]{0.74,0.48,0.00}{{#1}}} 132 + \newcommand{\AttributeTok}[1]{\textcolor[rgb]{0.49,0.56,0.16}{{#1}}} 133 + \newcommand{\InformationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}} 134 + \newcommand{\WarningTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}} 135 + 136 + 137 + % Define a nice break command that doesn't care if a line doesn't already 138 + % exist. 139 + \def\br{\hspace*{\fill} \\* } 140 + % Math Jax compatability definitions 141 + \def\gt{>} 142 + \def\lt{<} 143 + % Document parameters 144 + \title{N170 Emotiv Exploratory} 145 + 146 + 147 + 148 + 149 + % Pygments definitions 150 + 151 + \makeatletter 152 + \def\PY@reset{\let\PY@it=\relax \let\PY@bf=\relax% 153 + \let\PY@ul=\relax \let\PY@tc=\relax% 154 + \let\PY@bc=\relax \let\PY@ff=\relax} 155 + \def\PY@tok#1{\csname PY@tok@#1\endcsname} 156 + \def\PY@toks#1+{\ifx\relax#1\empty\else% 157 + \PY@tok{#1}\expandafter\PY@toks\fi} 158 + \def\PY@do#1{\PY@bc{\PY@tc{\PY@ul{% 159 + \PY@it{\PY@bf{\PY@ff{#1}}}}}}} 160 + \def\PY#1#2{\PY@reset\PY@toks#1+\relax+\PY@do{#2}} 161 + 162 + \expandafter\def\csname PY@tok@sh\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} 163 + \expandafter\def\csname PY@tok@go\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.53,0.53,0.53}{##1}}} 164 + \expandafter\def\csname PY@tok@nd\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.67,0.13,1.00}{##1}}} 165 + \expandafter\def\csname PY@tok@cm\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} 166 + \expandafter\def\csname PY@tok@mi\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} 167 + \expandafter\def\csname PY@tok@s1\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} 168 + \expandafter\def\csname PY@tok@cp\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.74,0.48,0.00}{##1}}} 169 + \expandafter\def\csname PY@tok@k\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 170 + \expandafter\def\csname PY@tok@no\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.53,0.00,0.00}{##1}}} 171 + \expandafter\def\csname PY@tok@kn\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 172 + \expandafter\def\csname PY@tok@s\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} 173 + \expandafter\def\csname PY@tok@vi\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} 174 + \expandafter\def\csname PY@tok@sc\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} 175 + \expandafter\def\csname PY@tok@ow\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.67,0.13,1.00}{##1}}} 176 + \expandafter\def\csname PY@tok@kd\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 177 + \expandafter\def\csname PY@tok@gs\endcsname{\let\PY@bf=\textbf} 178 + \expandafter\def\csname PY@tok@kp\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 179 + \expandafter\def\csname PY@tok@dl\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} 180 + \expandafter\def\csname PY@tok@bp\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 181 + \expandafter\def\csname PY@tok@nb\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 182 + \expandafter\def\csname PY@tok@il\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} 183 + \expandafter\def\csname PY@tok@na\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.49,0.56,0.16}{##1}}} 184 + \expandafter\def\csname PY@tok@m\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} 185 + \expandafter\def\csname PY@tok@mo\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} 186 + \expandafter\def\csname PY@tok@kt\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.69,0.00,0.25}{##1}}} 187 + \expandafter\def\csname PY@tok@gt\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.27,0.87}{##1}}} 188 + \expandafter\def\csname PY@tok@c1\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} 189 + \expandafter\def\csname PY@tok@ne\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.82,0.25,0.23}{##1}}} 190 + \expandafter\def\csname PY@tok@kc\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 191 + \expandafter\def\csname PY@tok@w\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.73,0.73}{##1}}} 192 + \expandafter\def\csname PY@tok@o\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} 193 + \expandafter\def\csname PY@tok@vm\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} 194 + \expandafter\def\csname PY@tok@err\endcsname{\def\PY@bc##1{\setlength{\fboxsep}{0pt}\fcolorbox[rgb]{1.00,0.00,0.00}{1,1,1}{\strut ##1}}} 195 + \expandafter\def\csname PY@tok@nc\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}} 196 + \expandafter\def\csname PY@tok@sd\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} 197 + \expandafter\def\csname PY@tok@mh\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} 198 + \expandafter\def\csname PY@tok@nn\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}} 199 + \expandafter\def\csname PY@tok@si\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.53}{##1}}} 200 + \expandafter\def\csname PY@tok@gd\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.63,0.00,0.00}{##1}}} 201 + \expandafter\def\csname PY@tok@mf\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} 202 + \expandafter\def\csname PY@tok@vc\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} 203 + \expandafter\def\csname PY@tok@sr\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.53}{##1}}} 204 + \expandafter\def\csname PY@tok@gh\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.50}{##1}}} 205 + \expandafter\def\csname PY@tok@ch\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} 206 + \expandafter\def\csname PY@tok@nl\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.63,0.63,0.00}{##1}}} 207 + \expandafter\def\csname PY@tok@cpf\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} 208 + \expandafter\def\csname PY@tok@gr\endcsname{\def\PY@tc##1{\textcolor[rgb]{1.00,0.00,0.00}{##1}}} 209 + \expandafter\def\csname PY@tok@ss\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} 210 + \expandafter\def\csname PY@tok@se\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.13}{##1}}} 211 + \expandafter\def\csname PY@tok@c\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} 212 + \expandafter\def\csname PY@tok@nf\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}} 213 + \expandafter\def\csname PY@tok@nt\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 214 + \expandafter\def\csname PY@tok@ge\endcsname{\let\PY@it=\textit} 215 + \expandafter\def\csname PY@tok@sb\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} 216 + \expandafter\def\csname PY@tok@fm\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}} 217 + \expandafter\def\csname PY@tok@gp\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.50}{##1}}} 218 + \expandafter\def\csname PY@tok@gu\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.50,0.00,0.50}{##1}}} 219 + \expandafter\def\csname PY@tok@cs\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} 220 + \expandafter\def\csname PY@tok@vg\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} 221 + \expandafter\def\csname PY@tok@sa\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} 222 + \expandafter\def\csname PY@tok@nv\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} 223 + \expandafter\def\csname PY@tok@kr\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 224 + \expandafter\def\csname PY@tok@mb\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} 225 + \expandafter\def\csname PY@tok@sx\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} 226 + \expandafter\def\csname PY@tok@ni\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.60,0.60,0.60}{##1}}} 227 + \expandafter\def\csname PY@tok@gi\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.63,0.00}{##1}}} 228 + \expandafter\def\csname PY@tok@s2\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} 229 + 230 + \def\PYZbs{\char`\\} 231 + \def\PYZus{\char`\_} 232 + \def\PYZob{\char`\{} 233 + \def\PYZcb{\char`\}} 234 + \def\PYZca{\char`\^} 235 + \def\PYZam{\char`\&} 236 + \def\PYZlt{\char`\<} 237 + \def\PYZgt{\char`\>} 238 + \def\PYZsh{\char`\#} 239 + \def\PYZpc{\char`\%} 240 + \def\PYZdl{\char`\$} 241 + \def\PYZhy{\char`\-} 242 + \def\PYZsq{\char`\'} 243 + \def\PYZdq{\char`\"} 244 + \def\PYZti{\char`\~} 245 + % for compatibility with earlier versions 246 + \def\PYZat{@} 247 + \def\PYZlb{[} 248 + \def\PYZrb{]} 249 + \makeatother 250 + 251 + 252 + % Exact colors from NB 253 + \definecolor{incolor}{rgb}{0.0, 0.0, 0.5} 254 + \definecolor{outcolor}{rgb}{0.545, 0.0, 0.0} 255 + 256 + 257 + 258 + 259 + % Prevent overflowing lines due to hard-to-break entities 260 + \sloppy 261 + % Setup hyperref package 262 + \hypersetup{ 263 + breaklinks=true, % so long urls are correctly broken across lines 264 + colorlinks=true, 265 + urlcolor=urlcolor, 266 + linkcolor=linkcolor, 267 + citecolor=citecolor, 268 + } 269 + % Slightly bigger margins than the latex defaults 270 + 271 + \geometry{verbose,tmargin=1in,bmargin=1in,lmargin=1in,rmargin=1in} 272 + 273 + 274 + 275 + \begin{document} 276 + 277 + 278 + \maketitle 279 + 280 + 281 + 282 + 283 + \section{Emotiv EEG Data Visualization 284 + Options}\label{emotiv-eeg-data-visualization-options} 285 + 286 + A short overview of what's possible with the MNE library and what we 287 + should focus on including into the first iteration of the BrainWaves 288 + app. 289 + 290 + \begin{Verbatim}[commandchars=\\\{\}] 291 + {\color{incolor}In [{\color{incolor}220}]:} \PY{k+kn}{from} \PY{n+nn}{mne} \PY{k}{import} \PY{n}{Epochs}\PY{p}{,} \PY{n}{find\PYZus{}events}\PY{p}{,} \PY{n}{set\PYZus{}eeg\PYZus{}reference}\PY{p}{,} \PY{n}{read\PYZus{}epochs}\PY{p}{,} \PY{n}{viz}\PY{p}{,} \PY{n}{combine\PYZus{}evoked} 292 + \PY{k+kn}{from} \PY{n+nn}{time} \PY{k}{import} \PY{n}{time}\PY{p}{,} \PY{n}{strftime}\PY{p}{,} \PY{n}{gmtime} 293 + \PY{k+kn}{from} \PY{n+nn}{collections} \PY{k}{import} \PY{n}{OrderedDict} 294 + \PY{k+kn}{from} \PY{n+nn}{glob} \PY{k}{import} \PY{n}{glob} 295 + \PY{k+kn}{from} \PY{n+nn}{collections} \PY{k}{import} \PY{n}{OrderedDict} 296 + \PY{k+kn}{from} \PY{n+nn}{mne} \PY{k}{import} \PY{n}{create\PYZus{}info}\PY{p}{,} \PY{n}{concatenate\PYZus{}raws} 297 + \PY{k+kn}{from} \PY{n+nn}{mne}\PY{n+nn}{.}\PY{n+nn}{io} \PY{k}{import} \PY{n}{RawArray} 298 + \PY{k+kn}{from} \PY{n+nn}{mne}\PY{n+nn}{.}\PY{n+nn}{channels} \PY{k}{import} \PY{n}{read\PYZus{}montage} 299 + \PY{k+kn}{import} \PY{n+nn}{pandas} \PY{k}{as} \PY{n+nn}{pd} 300 + \PY{k+kn}{import} \PY{n+nn}{numpy} \PY{k}{as} \PY{n+nn}{np} 301 + \PY{k+kn}{import} \PY{n+nn}{seaborn} \PY{k}{as} \PY{n+nn}{sns} 302 + \PY{k+kn}{import} \PY{n+nn}{matplotlib}\PY{n+nn}{.}\PY{n+nn}{pyplot} \PY{k}{as} \PY{n+nn}{plt} 303 + \PY{k+kn}{import} \PY{n+nn}{sys}\PY{o}{,} \PY{n+nn}{os} 304 + \PY{n}{sys}\PY{o}{.}\PY{n}{path}\PY{o}{.}\PY{n}{append}\PY{p}{(}\PY{n}{os}\PY{o}{.}\PY{n}{path}\PY{o}{.}\PY{n}{join}\PY{p}{(}\PY{n}{os}\PY{o}{.}\PY{n}{path}\PY{o}{.}\PY{n}{dirname}\PY{p}{(}\PY{n}{os}\PY{o}{.}\PY{n}{getcwd}\PY{p}{(}\PY{p}{)}\PY{p}{)}\PY{p}{,} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{app}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{utils}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{jupyter}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}\PY{p}{)} 305 + \PY{k+kn}{import} \PY{n+nn}{utils} 306 + \PY{o}{\PYZpc{}}\PY{k}{matplotlib} inline 307 + \PY{k+kn}{import} \PY{n+nn}{warnings} 308 + \PY{n}{warnings}\PY{o}{.}\PY{n}{filterwarnings}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{ignore}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)} 309 + \end{Verbatim} 310 + 311 + 312 + This is a dataset that has been collected and cleaned in the app. It is 313 + comprised of two 2-minute runs of the Faces Houses experiment and, 314 + although it doesn't show a classic N170, there is some interesting 315 + event-related potential information in the data. It actually looks like 316 + there may be P300s. 317 + 318 + \begin{Verbatim}[commandchars=\\\{\}] 319 + {\color{incolor}In [{\color{incolor}182}]:} \PY{n}{epochs} \PY{o}{=} \PY{n}{read\PYZus{}epochs}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{/home/dano/BrainWaves Workspaces/Dano Nelson Faces Houses/Data/Subash\PYZus{}2\PYZhy{}epo.fif}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)} 320 + \PY{n}{face\PYZus{}epochs} \PY{o}{=} \PY{n}{epochs}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Face}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} 321 + \PY{n}{house\PYZus{}epochs} \PY{o}{=} \PY{n}{epochs}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{House}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} 322 + \end{Verbatim} 323 + 324 + 325 + \begin{Verbatim}[commandchars=\\\{\}] 326 + Reading /home/dano/BrainWaves Workspaces/Dano Nelson Faces Houses/Data/Subash\_2-epo.fif {\ldots} 327 + Found the data of interest: 328 + t = -101.56 {\ldots} 796.88 ms 329 + 0 CTF compensation matrices available 330 + 157 matching events found 331 + Applying baseline correction (mode: mean) 332 + 157 matching events found 333 + Applying baseline correction (mode: mean) 334 + Not setting metadata 335 + 0 projection items activated 336 + 337 + \end{Verbatim} 338 + 339 + \begin{Verbatim}[commandchars=\\\{\}] 340 + {\color{incolor}In [{\color{incolor}183}]:} \PY{o}{\PYZpc{}}\PY{k}{matplotlib} inline 341 + \PY{k+kn}{import} \PY{n+nn}{numpy} \PY{k}{as} \PY{n+nn}{np} 342 + \PY{k+kn}{import} \PY{n+nn}{matplotlib}\PY{n+nn}{.}\PY{n+nn}{pyplot} \PY{k}{as} \PY{n+nn}{plt} 343 + \PY{k+kn}{from} \PY{n+nn}{mne}\PY{n+nn}{.}\PY{n+nn}{datasets} \PY{k}{import} \PY{n}{sample} 344 + \PY{k+kn}{from} \PY{n+nn}{mne} \PY{k}{import} \PY{n}{read\PYZus{}evokeds} 345 + 346 + \PY{n}{house\PYZus{}evoked} \PY{o}{=} \PY{n}{house\PYZus{}epochs}\PY{o}{.}\PY{n}{average}\PY{p}{(}\PY{p}{)} 347 + \PY{n}{face\PYZus{}evoked} \PY{o}{=} \PY{n}{face\PYZus{}epochs}\PY{o}{.}\PY{n}{average}\PY{p}{(}\PY{p}{)} 348 + \end{Verbatim} 349 + 350 + 351 + The way I see it, the students have to demonstrate that they can make 352 + three types of comparisons on this screen: comparing between conditions 353 + (faces and house, etc.), comparing between channels, and comparing 354 + between subjects. This gets a bit complicated because the comparisons 355 + between channels and subjects should really be based on the 356 + \emph{difference between conditions that they've found by comparing 357 + between conditions} 358 + 359 + I've broken up the different visualizations into these different 'jobs'. 360 + I'm not sure which order these tasks should necessarily be completed, 361 + but I'm putting them in the order that makes most sense for how I would 362 + explore a dataset. 363 + 364 + \section{Job 1: Comparing Between 365 + Conditions}\label{job-1-comparing-between-conditions} 366 + 367 + \subsection{Averaged Epoch Difference 368 + Plot}\label{averaged-epoch-difference-plot} 369 + 370 + This is our standard, which is good at showing differences between 371 + conditions with statistical significance indicated by the colored 372 + background confidence interval. 373 + 374 + However, it kind of sucks because it only displays one channel at a time 375 + 376 + \begin{Verbatim}[commandchars=\\\{\}] 377 + {\color{incolor}In [{\color{incolor}197}]:} \PY{c+c1}{\PYZsh{} Computation} 378 + \PY{n}{conditions} \PY{o}{=} \PY{n}{OrderedDict}\PY{p}{(}\PY{p}{\PYZob{}}\PY{n}{key}\PY{p}{:} \PY{p}{[}\PY{n}{value}\PY{p}{]} \PY{k}{for} \PY{p}{(}\PY{n}{key}\PY{p}{,} \PY{n}{value}\PY{p}{)} \PY{o+ow}{in} \PY{n}{event\PYZus{}id}\PY{o}{.}\PY{n}{items}\PY{p}{(}\PY{p}{)}\PY{p}{\PYZcb{}}\PY{p}{)} 379 + 380 + \PY{c+c1}{\PYZsh{} Output} 381 + \PY{n}{X}\PY{p}{,} \PY{n}{y} \PY{o}{=} \PY{n}{utils}\PY{o}{.}\PY{n}{plot\PYZus{}conditions}\PY{p}{(}\PY{n}{epochs}\PY{p}{,} \PY{n}{ch\PYZus{}ind}\PY{o}{=}\PY{l+m+mi}{4}\PY{p}{,} \PY{n}{conditions}\PY{o}{=}\PY{n}{conditions}\PY{p}{,} 382 + \PY{n}{ci}\PY{o}{=}\PY{l+m+mf}{97.5}\PY{p}{,} \PY{n}{n\PYZus{}boot}\PY{o}{=}\PY{l+m+mi}{1000}\PY{p}{,} \PY{n}{title}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{diff\PYZus{}waveform}\PY{o}{=}\PY{k+kc}{None}\PY{p}{)} 383 + \end{Verbatim} 384 + 385 + 386 + \begin{center} 387 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_7_0.png} 388 + \end{center} 389 + { \hspace*{\fill} \\} 390 + 391 + \subsection{Epochs Spectrogram}\label{epochs-spectrogram} 392 + 393 + This is the first new interesting viz we could consider using. The 394 + colors correspond to the amplitude of the EEG, with red being positive 395 + and blue being negative. The epochs are all lined up in rows on the y 396 + axis and ERPs should be visible as vertical colored bands. 397 + 398 + Unfortunately, here we also can only view one plot at a time 399 + 400 + \begin{Verbatim}[commandchars=\\\{\}] 401 + {\color{incolor}In [{\color{incolor}185}]:} \PY{n}{face\PYZus{}epochs}\PY{o}{.}\PY{n}{plot\PYZus{}image}\PY{p}{(}\PY{n}{title}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Faces T7}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,}\PY{n}{picks}\PY{o}{=}\PY{p}{[}\PY{l+m+mi}{3}\PY{p}{]}\PY{p}{)} 402 + \PY{n}{house\PYZus{}epochs}\PY{o}{.}\PY{n}{plot\PYZus{}image}\PY{p}{(}\PY{n}{title}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Houses T7}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,}\PY{n}{picks}\PY{o}{=}\PY{p}{[}\PY{l+m+mi}{3}\PY{p}{]}\PY{p}{)} 403 + \end{Verbatim} 404 + 405 + 406 + \begin{center} 407 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_9_0.png} 408 + \end{center} 409 + { \hspace*{\fill} \\} 410 + 411 + \begin{center} 412 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_9_1.png} 413 + \end{center} 414 + { \hspace*{\fill} \\} 415 + 416 + \begin{Verbatim}[commandchars=\\\{\}] 417 + {\color{outcolor}Out[{\color{outcolor}185}]:} [<Figure size 432x288 with 3 Axes>] 418 + \end{Verbatim} 419 + 420 + \subsection{Joint Plot}\label{joint-plot} 421 + 422 + This is a very cool plot that I just discovered. Essentially, it has all 423 + the potential comparisons we could make in one plot. The colored lines 424 + show each channels average epoch stacked on top of each other 425 + ('Butterfly plot'). In addition, there is an algorithm that will 426 + automatically find peaks (3 by default) in the data, mark those times, 427 + and display a topomap of the EEG at that point in time. 428 + 429 + I think this could be a great plot to use, but it may be a little 430 + overwhelming without much instruction. 431 + 432 + \begin{Verbatim}[commandchars=\\\{\}] 433 + {\color{incolor}In [{\color{incolor}227}]:} \PY{n}{ace\PYZus{}evoked}\PY{o}{.}\PY{n}{plot\PYZus{}joint}\PY{p}{(}\PY{n}{times}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{peaks}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{title}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Faces}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{p}{;} 434 + \PY{n}{house\PYZus{}evoked}\PY{o}{.}\PY{n}{plot\PYZus{}joint}\PY{p}{(}\PY{n}{times}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{peaks}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{title}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Houses}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{p}{;} 435 + \end{Verbatim} 436 + 437 + 438 + \begin{Verbatim}[commandchars=\\\{\}] 439 + time\_unit defaults to "ms" in 0.16 but will change to "s" in 0.17, set it explicitly to avoid this warning 440 + time\_unit defaults to "ms" in 0.16 but will change to "s" in 0.17, set it explicitly to avoid this warning 441 + 442 + \end{Verbatim} 443 + 444 + \begin{center} 445 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_11_1.png} 446 + \end{center} 447 + { \hspace*{\fill} \\} 448 + 449 + \begin{Verbatim}[commandchars=\\\{\}] 450 + time\_unit defaults to "ms" in 0.16 but will change to "s" in 0.17, set it explicitly to avoid this warning 451 + time\_unit defaults to "ms" in 0.16 but will change to "s" in 0.17, set it explicitly to avoid this warning 452 + 453 + \end{Verbatim} 454 + 455 + \begin{center} 456 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_11_3.png} 457 + \end{center} 458 + { \hspace*{\fill} \\} 459 + 460 + \subsection{Evoked power comparison}\label{evoked-power-comparison} 461 + 462 + This is an interesting plot that could be used for comparing directly 463 + between conditions. It averages over all channels to compute global 464 + field power and plots the difference between conditions 465 + 466 + Will have to spend more time figuring out how to add legend. A nice 467 + example is here: 468 + https://martinos.org/mne/stable/auto\_tutorials/plot\_visualize\_evoked.html 469 + 470 + \begin{Verbatim}[commandchars=\\\{\}] 471 + {\color{incolor}In [{\color{incolor}209}]:} \PY{n}{viz}\PY{o}{.}\PY{n}{plot\PYZus{}compare\PYZus{}evokeds}\PY{p}{(}\PY{p}{[}\PY{n}{house\PYZus{}evoked}\PY{p}{,} \PY{n}{face\PYZus{}evoked}\PY{p}{]}\PY{p}{)}\PY{p}{;} 472 + \end{Verbatim} 473 + 474 + 475 + \begin{Verbatim}[commandchars=\\\{\}] 476 + No picks, plotting the GFP {\ldots} 477 + 478 + \end{Verbatim} 479 + 480 + \begin{center} 481 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_13_1.png} 482 + \end{center} 483 + { \hspace*{\fill} \\} 484 + 485 + \section{Job 2: Comparing Between 486 + Channels}\label{job-2-comparing-between-channels} 487 + 488 + These should help students pick out which channels are showing the most 489 + powerful ERPs and interesting effects 490 + 491 + \subsection{Topographic Map of Averaged 492 + Epochs}\label{topographic-map-of-averaged-epochs} 493 + 494 + I think this is a fun one that will correspond nicely with our head 495 + diagram. All the averaged epochs are spaced out like the electrodes are. 496 + 497 + Unfortunately, there isn't a convenient way to plot both conditions 498 + together on the same map. The best I can do is plot the difference 499 + epochs 500 + 501 + \begin{Verbatim}[commandchars=\\\{\}] 502 + {\color{incolor}In [{\color{incolor}226}]:} \PY{n}{diff\PYZus{}evoked} \PY{o}{=} \PY{n}{combine\PYZus{}evoked}\PY{p}{(}\PY{p}{[}\PY{n}{face\PYZus{}evoked}\PY{p}{,} \PY{n}{house\PYZus{}evoked}\PY{p}{]}\PY{p}{,} \PY{n}{weights}\PY{o}{=}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{,} \PY{o}{\PYZhy{}}\PY{l+m+mi}{1}\PY{p}{]}\PY{p}{)} 503 + \PY{n}{house\PYZus{}evoked}\PY{o}{.}\PY{n}{plot\PYZus{}topo}\PY{p}{(}\PY{p}{)}\PY{p}{;} 504 + \PY{n}{face\PYZus{}evoked}\PY{o}{.}\PY{n}{plot\PYZus{}topo}\PY{p}{(}\PY{p}{)}\PY{p}{;} 505 + \PY{n}{diff\PYZus{}evoked}\PY{o}{.}\PY{n}{plot\PYZus{}topo}\PY{p}{(}\PY{p}{)}\PY{p}{;} 506 + \end{Verbatim} 507 + 508 + 509 + \begin{center} 510 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_16_0.png} 511 + \end{center} 512 + { \hspace*{\fill} \\} 513 + 514 + \begin{center} 515 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_16_1.png} 516 + \end{center} 517 + { \hspace*{\fill} \\} 518 + 519 + \begin{center} 520 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_16_2.png} 521 + \end{center} 522 + { \hspace*{\fill} \\} 523 + 524 + \subsection{Averaged Epochs 525 + Spectrogram}\label{averaged-epochs-spectrogram} 526 + 527 + I think this is the easiest way to pick out which channels contained an 528 + ERP. However, it's a little bit more complex than a spatial map. Not 529 + sure how to go from channel index to channel name, though (I think it's 530 + possible, though) 531 + 532 + \begin{Verbatim}[commandchars=\\\{\}] 533 + {\color{incolor}In [{\color{incolor}153}]:} \PY{n}{house\PYZus{}evoked}\PY{o}{.}\PY{n}{plot\PYZus{}image}\PY{p}{(}\PY{n}{titles}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Houses}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{time\PYZus{}unit}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{s}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{p}{;} 534 + \PY{n}{face\PYZus{}evoked}\PY{o}{.}\PY{n}{plot\PYZus{}image}\PY{p}{(}\PY{n}{titles}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Faces}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{time\PYZus{}unit}\PY{o}{=}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{s}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{p}{;} 535 + \end{Verbatim} 536 + 537 + 538 + \begin{center} 539 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_18_0.png} 540 + \end{center} 541 + { \hspace*{\fill} \\} 542 + 543 + \begin{center} 544 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_18_1.png} 545 + \end{center} 546 + { \hspace*{\fill} \\} 547 + 548 + \subsection{Topomap Series}\label{topomap-series} 549 + 550 + This is a decent way to show what's happening in the different electrode 551 + locations during the epoch. However, I think it's prone to displaying a 552 + lot of info that's prone to being misinterpreted by students. This kind 553 + of viz will also be nearly useless for the Muse because of its low 554 + channel count 555 + 556 + \begin{Verbatim}[commandchars=\\\{\}] 557 + {\color{incolor}In [{\color{incolor}136}]:} \PY{c+c1}{\PYZsh{} set time instants in seconds (from 50 to 150ms in a step of 10ms)} 558 + \PY{n}{times} \PY{o}{=} \PY{n}{np}\PY{o}{.}\PY{n}{arange}\PY{p}{(}\PY{l+m+mf}{0.1}\PY{p}{,} \PY{l+m+mf}{0.5}\PY{p}{,} \PY{l+m+mf}{0.025}\PY{p}{)} 559 + \PY{c+c1}{\PYZsh{} compute a 50 ms bin to stabilize topographies} 560 + \PY{n}{house\PYZus{}evoked}\PY{o}{.}\PY{n}{plot\PYZus{}topomap}\PY{p}{(}\PY{n}{times}\PY{p}{,} \PY{n}{title}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Houses}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{ch\PYZus{}type}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{eeg}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{average}\PY{o}{=}\PY{l+m+mf}{0.025}\PY{p}{,} \PY{n}{time\PYZus{}unit}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{s}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}\PY{p}{;} 561 + \PY{n}{face\PYZus{}evoked}\PY{o}{.}\PY{n}{plot\PYZus{}topomap}\PY{p}{(}\PY{n}{times}\PY{p}{,} \PY{n}{title}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Faces}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{ch\PYZus{}type}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{eeg}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{average}\PY{o}{=}\PY{l+m+mf}{0.025}\PY{p}{,} \PY{n}{time\PYZus{}unit}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{s}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}\PY{p}{;} 562 + \end{Verbatim} 563 + 564 + 565 + \begin{center} 566 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_20_0.png} 567 + \end{center} 568 + { \hspace*{\fill} \\} 569 + 570 + \begin{center} 571 + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_20_1.png} 572 + \end{center} 573 + { \hspace*{\fill} \\} 574 + 575 + \section{Job 3: Comparing Between 576 + Subjects}\label{job-3-comparing-between-subjects} 577 + 578 + Once students have an idea of when and where their findings ERPs, it 579 + would be easy to compare between subjects by reusing any of the above 580 + graphs. 581 + 582 + It might be nice to help them out and convert to using visualizations of 583 + the difference ERP in such circumstances, though that may be confusing 584 + 585 + \section{Statistical Signficance}\label{statistical-signficance} 586 + 587 + At the end of the day, we need to teach the students about statistically 588 + signifance for their projects. There's two ways I think we can do that. 589 + 590 + The first would be to use the colored confidence interval bands in the 591 + Averaged Epoch Difference plots we've been using so far. If there is 592 + white space between the two conditions, that represents a difference 593 + with statistical signficance of P \textless{} 0.05. 594 + 595 + The second would be to mask the Averaged Epochs Spectrogram to only 596 + reveal timepoints at which some statistical test passed. This could be a 597 + simple t test for difference P \textless{} 0.05 between Face and House 598 + ERPs. I didn't have time to code this, but it would look kind of like 599 + this (ignore the fact that there are three different plots for left, 600 + right, and midline) 601 + 602 + \begin{figure} 603 + \centering 604 + \includegraphics{https://martinos.org/mne/stable/_images/sphx_glr_plot_stats_cluster_erp_002.png} 605 + \caption{image} 606 + \end{figure} 607 + 608 + 609 + % Add a bibliography block to the postdoc 610 + 611 + 612 + 613 + \end{document}
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