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@kingjr
Last active July 24, 2017 16:49
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/jrking/mne_data/MNE-sample-data\n"
]
}
],
"source": [
"import mne\n",
"from mne.datasets import sample\n",
"\n",
"# Preprocess data\n",
"data_path = mne.datasets.sample.data_path()\n",
"print(data_path)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/jrking/mne_data/MNE-sample-data/MEG/sample/sample_audvis_filt-0-40_raw.fif\n"
]
}
],
"source": [
"raw_fname = data_path + '/MEG/sample/sample_audvis_filt-0-40_raw.fif'\n",
"print(raw_fname)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Opening raw data file /home/jrking/mne_data/MNE-sample-data/MEG/sample/sample_audvis_filt-0-40_raw.fif...\n",
" Read a total of 4 projection items:\n",
" PCA-v1 (1 x 102) idle\n",
" PCA-v2 (1 x 102) idle\n",
" PCA-v3 (1 x 102) idle\n",
" Average EEG reference (1 x 60) idle\n",
" Range : 6450 ... 48149 = 42.956 ... 320.665 secs\n",
"Ready.\n",
"Current compensation grade : 0\n"
]
}
],
"source": [
"raw = mne.io.Raw(raw_fname)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Raw | sample_audvis_filt-0-40_raw.fif, n_channels x n_times : 376 x 41700 (277.7 sec), ~3.7 MB, data not loaded>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading 0 ... 41699 = 0.000 ... 277.709 secs...\n"
]
},
{
"data": {
"text/plain": [
"<Raw | sample_audvis_filt-0-40_raw.fif, n_channels x n_times : 376 x 41700 (277.7 sec), ~123.3 MB, data loaded>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw.load_data()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Raw | sample_audvis_filt-0-40_raw.fif, n_channels x n_times : 376 x 41700 (277.7 sec), ~123.3 MB, data loaded>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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Fx8dzo65t3rwZ48aNQ1BQEG6//Xa0bdtWi1yXlJSk/cCRnlatWiEhIcHpB8eA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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2f7e226550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"raw.plot();"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Raw | sample_audvis_filt-0-40_raw.fif, n_channels x n_times : 376 x 41700 (277.7 sec), ~123.3 MB, data loaded>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"raw.load_data()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data = raw.get_data()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-1.8593750731046926e-13"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[200, 10]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(41700,)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[200, :].shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(376, 41700)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ -1.62244687e-12, -3.82735681e-12, -7.42095940e-12, ...,\n",
" -1.54065559e-11, -1.31704684e-11, -9.93655636e-12])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[0]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"plt.plot?"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f2f7882f0d0>]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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XSafbWN2CkaGMGxFDiEuc780TmESsGjNYQbQvmV4BAOCqKSMZFW9124yM872L\n66S0OB67ZTZZI6L51NxMn/eunDyS7Q9czc1zMvne0qkkx4QzKc0a58nosg6wgvmdC7KJiQjl4mwr\n/8tmZ7DrwWuc4zjFXr93Hu++cgLfueY8/nXvQj4xI50t+VXO/Z8AfnLTDNITInltexENrR1cNiHl\nZB6njARg4shYvrF4El+5Ips5Y5Oc91Pjut+19huLJ/HEbXOZ65WuJyLC5ZOsdd164RhunpPJ+/9x\nhU+w8N4XPd0g8Tz7+7rWLnQBPn1BJgWVTT4XsiXFhHf7rOfeVxePH9HtPY/vXDuZuIhQLp0wAmP/\n62p/SR11LR3OrMCvXWm1uhtaO7hqykiyU2OcGv7C81KZMiqOmIiTHTBjkqNIifVUHM7dXYD73QVk\njOkQka8D7wEhwDPGmL0i8lX7/SeAd4ClwCGgCfhif9fbm0634cZZo5mfPYKo8BA23reYhOgwIkKt\nA+f6Gd0LW89A7my7n9BbfGQYs8YkEBnmYsOhCquWOi3NOZFdLmH9dxf3madJI+N8nre0u5mXlYxL\nrAPV+2A/E5dkj/C55qHPADDGKuyuOC+11/XOyrS+h8smppAQHUa2PT30P6+dfNp5S7UP6ukZ8bhc\nwu1eNUcPzyB0UnQ4IuLUnk7H5ZNS+NWKg5w/OoFNSZUUVTfT1NZBekIUBqvvNyU23Kfmd+mEFN7b\nW8rMjJP73dMaiYvs+9TItAPFkqlprNxfyjXnj3LmzIf00IK7fkZ6j8eeiDi1Z4/zRsayq7DGCUb+\n8N6XnoLEOwCkxEbw9cWTALhwfDJv7DxOU2sHi6eM5AuXZrFgUgp//SiOtQfLCQ9xOYOhAF+4NIvY\niFAmjYzF5RK+d/1UwAqcHxfVOmMw3hKiw5wa+ancNn8cAr1WSLzFRnTfLz9aNp07L89mpB2AARZN\nHtktnec483bngmweW3mQ871aGV19/pIsPn9JFr94Lxe3AWMgPjKU//3yfF7JKeT5TQXOzKJvLJ5E\neKiLWZkJxEeGUtfSwYzMBCLCQjhS3kh8ZCjP3DHPaUl6iAgXjEtk46FKosPPXc/8gKzJGPMOViHv\n/doTXo8N8LWBWNephLiEHy6b7jz3Pih6Ex0eyvc/MZVLvWo93iJCQ5g7NomNhyvJTI7ij7ddcFp5\nmmi3ADISoyiuaaa8oZXUuAj+cfdlTu2lPy7OTiY7NYasETF8kFvWZwCYOzaJlNgIPn1BZq9pLhiX\nRHioywnL7VIvAAATEUlEQVRyKbERHP3ZJ84ob5PS4shMiuLKHk5ID09+ezpB/TVnbBJr/3MR40bE\n8O6eErYcraK1PYIp6XG0tFszalK61FSvnzGKdQfLWTTlZMGTaLdGYk8RACbY+/Triyfy0I3TyEyK\nZnRiJC3tbq6aevoBzJtnplfGaQQAb54uoMyknltsnopOY1sn41NinBlJnu//5jkZPrXl0YlRfOOq\nSd2W89Tn57F81/FuraHTNXtMYo+VL2/XTEvj/X2lREd0r7TERoQyrUsBnhYf6YwHeXimVnu7d8kk\n7lk80a9uV0EwxjiDs9MzEkiNi+D5TQXOlOfPXTzWKXOyU2PZWVjDzMwEbpqdwRXnpZKdGtOt8Pf4\nj6vPY9nsc3vzvSE3CDxY7lyQ3ef787NHWAGgl5OqL+NTYpiQGsOnLsjkkXcPOPPMZ53ioPdXXGQY\nH3x7ESv3lZ4yACRGh5Pz/SV9Li8tPpJt31/iM75xppJjwtnwX323kDx90Z6a65kaZ/epZiZFU9/S\nQX1LB1dOGemMv3Rd/si4SJ7+woU+r3laAKeaN39J9gje++ZCn2m56QlRPHXHvH5tA1hdLiv2lXYr\n1PzVUwvA23lpcUSEumjtcDuzjQCunz6KN3ce564r+j4XPEbGR57yvBkov/s/cyiubnZa8v649vw0\nCquacIk1BpDYQwAA/B5zcwkYrP+ej3hab3llDSREhfl0h2WnxvBxUQ3T0hOICg/huumj+lz+lFHx\nPteHnAsaAPx08Xirj/lMamXhoS5WfXsRbrehpKaFz1445tQfOgOePuD4qP7v1oEo/P115ZRUls0e\n7XQt9Jd3wZeeEOl0yXhf2NObGRkJvJJTdMoxABHxKfwH0oTUWF72mgF2uk4GgJ4rK2EhLqaNjmfH\nsRrSE05+V9dNTyfvJ9cT1ksNdTBFhIaQnRp76oRe7l40kVsvHMsX/rKFuhP1TnA/YyIYA26v6Zlh\nIS5n5tLU9DifLsY7L892uqKHKg0Afpo9NpHUuAhmZCacOnEvXC7hxzdNP3XCMzQ+JYZrz0/rtStr\nqIoOD+U3t84ZsOVN95pBMjox6rRaGJ+7eByZSdF+9UcPVXPGJjI2OZrJfXQvzsxIYMexGkYl+HaR\nDsXC/0yFh7oYlRBJalwEuSfqexwEPh2eWr/b4HMrj+TocGqa2pmW7ls2TBsdf8atuHNFA4CfIkJD\n+PC/FhMWcvbn5p6p8FAXf7q9/10Qw92Y5Gj+de8CXthcwGUTU6hvsSac+RMAXC5xZr0MV3PGJrHu\nu1f2mWbheam8uq2I7JSYPtMFAk+3TH/GmMAaAwDPPapOlgOeGzwO9cK+JxoAToPnPiRq6JuaHs/D\nN80AIDnGKgC6DgIHs6umprHrwWsCqsbfm1HxkYhAYlT/WgCe3p1Ot8H7MgLP1dpT089Ol+DZpAFA\nBbyJI2MJD3Ux5Sz12Q9XwVD4A9x+yThmZib0uwLn6fbpNManCyg7NYYj5Y3ObL/hRAOACnjjU2I4\n8OPrzsml9WroSU+I8hnsPlOe48eYk91BAP9753yOVDSc1gyloUIDgAoKWvir/vLuAvJuAYxKiOw2\nmD5cBEcbUCml+slT6+88B3fpPFc0ACillB+caaBdBoGHMw0ASinlh95mAQ1nGgCUUsoPznUAxvgM\nAg9nGgCUUsoPvQ0CD2caAJRSyg+egV+3CZxZZRoAlFLKDyfvBaRjAEopFVQ8ZX6n2wTICIAGAKWU\n8oun28eaBRQYIUADgFJK+cHTBWS63A56ONMAoJRS/hCvK4EDpBNIA4BSSvnBpReCKaVUcPK5ECxA\nIoAGAKWU8oPPrSAGNysDRgOAUkr5wec3gQOk5AyQzVBKqbPL+zeBdRBYKaWCiNMFZPReQEopFVSc\newFZNwMa5NwMDA0ASinlB+8fhQ+M4l8DgFJK+UW8bganXUBKKRVETg4C6+2glVIqqOgPwiilVJAS\nvReQUkoFJ+dCML0XkFJKBRffewENcmYGiAYApZTyg++9gAIjAmgAUEopP+i9gJRSKmh5/SSktgBA\nRJJFZIWI5Nl/k3pIM0ZEVovIPhHZKyL39medSik1GHyuBA6M8r/fLYD7gFXGmEnAKvt5Vx3At40x\n04D5wNdEZFo/16uUUueUZxqo0R+EcSwDnrMfPwfc1DWBMabEGLPdflwP7Acy+rlepZQ6pzxFvv4g\nzElpxpgS+/EJIK2vxCKSBcwBNveR5i4RyRGRnPLy8n5mTymlBoZn4NdtCJgrgUNPlUBEVgKjenjr\nfu8nxhgjIqaP5cQCrwHfNMbU9ZbOGPMk8CTAvHnzel2eUkqdS94Dv4HSBXTKAGCMWdLbeyJSKiLp\nxpgSEUkHynpJF4ZV+L9gjHn9jHOrlFKDxLvMD5QWQH+7gJYDd9iP7wDe7JpArFD5NLDfGPNoP9en\nlFKDwrfWHxgRoL8B4GfA1SKSByyxnyMio0XkHTvNZcDtwGIR2Wn/X9rP9Sql1DnlU/wHRvl/6i6g\nvhhjKoGrenj9OLDUfryBQAmXSqmg5fIq9bULSCmlgoh3rV+vBFZKqSDiMwgcICVngGyGUkqdXT7T\nQLUFoJRSwcO73z9QBoE1ACillB+8p4EGyoVgGgCUUsoPvoPAgUEDgFJK+cGlVwIrpVSw0i4gpZQK\nSjoIrJRSQcpnEDhARgE0ACillB8C8V5AGgCUUsoPei8gpZQKUnovIKWUClJ6LyCllApSvrV+bQEo\npVTQEJ0GqpRSwUkHgZVSKkjpILBSSgUpvReQUkoFLb0XkFJKBaUAKfN9aABQSik/+A4CB0Y00ACg\nlFJ+0HsBKaVUkNJpoEopFaR8LwQLjAigAUAppfygVwIrpVSQ0h+EUUqpIKWDwEopFaR0EFgppYKU\n3gtIKaWClOi9gJRSKjj51PoDZBBAA4BSSvnBtwsoMGgAUEopP+i9gJRSKkjpNNAuRCRZRFaISJ79\nN6mPtCEiskNE3urPOpVSajDoNNDu7gNWGWMmAavs5725F9jfz/UppdTg0HsBdbMMeM5+/BxwU0+J\nRCQT+ATwVD/Xp5RSgyJAynwf/Q0AacaYEvvxCSCtl3S/Br4LuE+1QBG5S0RyRCSnvLy8n9lTSqmB\nEYiDwKGnSiAiK4FRPbx1v/cTY4wREdPD528Ayowx20Rk0anWZ4x5EngSYN68ed2Wp5RSgyEQB4FP\nGQCMMUt6e09ESkUk3RhTIiLpQFkPyS4DbhSRpUAkEC8ifzPG3HbGuVZKqXNMB4G7Ww7cYT++A3iz\nawJjzPeMMZnGmCzgVuADLfyVUsON3guou58BV4tIHrDEfo6IjBaRd/qbOaWUGioC8QdhTtkF1Bdj\nTCVwVQ+vHweW9vD6GmBNf9aplFKDwbvWr9NAlVIqiOi9gJRSKkjpILBSSgUp32mggREBNAAopZQf\n9AdhlFIqSEkATgPSAKCUUn7ylPuBUfxrAFBKKb95BoID5V5AGgCUUspPnmI/QMp/DQBKKeWvky2A\nQc7IANEAoJRS/nLGAAIjAmgAUEopP0m3B8ObBgCllPKTDgIrpVSQ0mmgSikVpJwWQICUnAGyGUop\ndfY500ADpA2gAUAppfzl6QIKjPJfA4BSSvnL0wWkdwNVSqkgo4PASikVpHQaqFJKBSm9F5BSSgUp\n0XsBKaVUcJIAuxeEBgCllPKTdgEppVSQ0kFgpZQKUjoNVCmlgpTeC0gppYKc3gtIKaWCjJy8G1xA\n0ACglFJ+0kFgpZQKUjoIrJRSQUpbAEopFaT0QjCllApW2gWklFLBSX8QRimlgpR2ASmlVJDSQWAv\nIpIsIitEJM/+m9RLukQR+buI5IrIfhG5pD/rVUqpweBMAw2M8r/fLYD7gFXGmEnAKvt5T34DvGuM\nmQLMAvb3c71KKXXO6Q/C+FoGPGc/fg64qWsCEUkAFgJPAxhj2owxNf1cr1JKnXPSw6PhrL8BIM0Y\nU2I/PgGk9ZBmPFAO/EVEdojIUyIS09sCReQuEckRkZzy8vJ+Zk8ppQZO0HUBichKEdnTw/9l3umM\nMQYwPSwiFJgL/NEYMwdopPeuIowxTxpj5hlj5qWmpp7e1iil1FkUaIPAoadKYIxZ0tt7IlIqIunG\nmBIRSQfKekhWBBQZYzbbz/9OHwFAKaWGKr0XkK/lwB324zuAN7smMMacAApFZLL90lXAvn6uVyml\nzjkJsBZAfwPAz4CrRSQPWGI/R0RGi8g7XunuAV4QkY+B2cBP+7lepZQ65wLtQrBTdgH1xRhTiVWj\n7/r6cWCp1/OdwLz+rEsppQZboBT8HnolsFJK+SnQBoE1ACillJ8CrQtIA4BSSvlJWwBKKRWsgu1C\nMKWUUhbp8ne40wCglFJ+0h+EUUqpIBV09wJSSill0UFgpZQKUnovIKWUCnIB0gDQAKCUUv7SLiCl\nlApSAVLuOzQAKKWUn5wWQID8KLAGAKWU8pNeCKaUUkFKfxBGKaWClF4IppRSQUq7gJRSKkjpvYCU\nUipIaReQUkoFKb0QTCmlgpXeC0gppYKT/iawUkoFKR0EVkqpIKWDwEopFaR0EFgppYKUXgimlFLB\nSruAlFIqOGkXkFJKBanAKPZP0gCglFJ+0haAUkoFKZ0GqpRSQUp/EEYppYKU6L2AlFIqOOm9gJRS\nKkjpvYC8iEiyiKwQkTz7b1Iv6f5DRPaKyB4ReVFEIvuzXqWUGgwigVP7h/63AO4DVhljJgGr7Oc+\nRCQD+AYwzxgzHQgBbu3nepVS6pxziQTMADD0PwAsA56zHz8H3NRLulAgSkRCgWjgeD/Xq5RSgyJw\niv/+B4A0Y0yJ/fgEkNY1gTGmGPglcAwoAWqNMe/3c71KKXXOBV0XkIistPvuu/5f5p3OGGMA08Pn\nk7BaCuOB0UCMiNzWx/ruEpEcEckpLy8/7Q1SSqmzxSUSMAPAYHXN9MkYs6S390SkVETSjTElIpIO\nlPWQbAmQb4wptz/zOnAp8Lde1vck8CTAvHnzugUUpZQaLIJ2AXlbDtxhP74DeLOHNMeA+SISLVbo\nvArY38/1KqXUOedyBdYg8ClbAKfwM+AVEfkSUADcAiAio4GnjDFLjTGbReTvwHagA9iBXcNXSqnh\nZNns0YxOCJxZ7GJ13Q9N8+bNMzk5OYOdDaWUGjZEZJsxZp4/afVKYKWUClIaAJRSKkhpAFBKqSCl\nAUAppYKUBgCllApSGgCUUipIaQBQSqkgpQFAKaWC1JC+EExEyrGuMD4TKUDFAGZnsOh2DB2BsA2g\n2zHUDPR2jDPGpPqTcEgHgP4QkRx/r4YbynQ7ho5A2AbQ7RhqBnM7tAtIKaWClAYApZQKUoEcAALl\njqO6HUNHIGwD6HYMNYO2HQE7BqCUUqpvgdwCUEop1QcNAEopFaQCLgCIyHUickBEDonIfYOdn9Mh\nIkdFZLeI7BSRHPu1ZBFZISJ59t+kwc5nVyLyjIiUicger9d6zbeIfM/ePwdE5NrByXV3vWzHQyJS\nbO+TnSKy1Ou9obodY0RktYjsE5G9InKv/fqw2Sd9bMOw2h8iEikiW0Rkl70dP7RfHxr7whgTMP+B\nEOAwkA2EA7uAaYOdr9PI/1EgpctrjwD32Y/vA34+2PnsId8LgbnAnlPlG5hm75cIYLy9v0IGexv6\n2I6HgO/0kHYob0c6MNd+HAcctPM7bPZJH9swrPYH1m/Ix9qPw4DNwPyhsi8CrQVwEXDIGHPEGNMG\nvAQsG+Q89dcy4Dn78XPATYOYlx4ZY9YBVV1e7i3fy4CXjDGtxph84BDWfht0vWxHb4bydpQYY7bb\nj+uB/UAGw2if9LENvRly2wBgLA320zD7v2GI7ItACwAZQKHX8yL6PmiGGgOsFJFtInKX/VqaMabE\nfnwCSBucrJ223vI9HPfRPSLysd1F5GmqD4vtEJEsYA5WzXNY7pMu2wDDbH+ISIiI7ATKgBXGmCGz\nLwItAAx3lxtjZgPXA18TkYXebxqrjTjs5u0O13zb/ojVpTgbKAF+NbjZ8Z+IxAKvAd80xtR5vzdc\n9kkP2zDs9ocxptM+rzOBi0Rkepf3B21fBFoAKAbGeD3PtF8bFowxxfbfMuAfWE2/UhFJB7D/lg1e\nDk9Lb/keVvvIGFNqn8Bu4M+cbI4P6e0QkTCsgvMFY8zr9svDap/0tA3DdX8AGGNqgNXAdQyRfRFo\nAWArMElExotIOHArsHyQ8+QXEYkRkTjPY+AaYA9W/u+wk90BvDk4OTxtveV7OXCriESIyHhgErBl\nEPLnF89JarsZa5/AEN4OERHgaWC/MeZRr7eGzT7pbRuG2/4QkVQRSbQfRwFXA7kMlX0x2KPkA/0f\nWIo1Y+AwcP9g5+c08p2NNfq/C9jryTswAlgF5AErgeTBzmsPeX8RqznejtVn+aW+8g3cb++fA8D1\ng53/U2zHX4HdwMdYJ2f6MNiOy7G6FD4Gdtr/lw6nfdLHNgyr/QHMBHbY+d0D/MB+fUjsC70VhFJK\nBalA6wJSSinlJw0ASikVpDQAKKVUkNIAoJRSQUoDgFJKBSkNAEopFaQ0ACilVJD6/6Mk1J1BFZQy\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2f788ecf50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.plot(data[0:306, 0])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"319 events found\n",
"Events id: [ 1 2 3 4 5 32]\n"
]
}
],
"source": [
"events = mne.find_events(raw)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Raw | sample_audvis_filt-0-40_raw.fif, n_channels x n_times : 376 x 41700 (277.7 sec), ~123.3 MB, data loaded>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"event_id = dict(\n",
" audio_left=1,\n",
" visual_left=2, \n",
" audio_right=3,\n",
" visual_right=4\n",
")\n",
"\n",
"event_id = {'audio_left':1, 'visual_left':2, \n",
" 'audio_right':3, 'visual_right':4}"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'audio_left': 1, 'audio_right': 3, 'visual_left': 2, 'visual_right': 4}"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"event_id"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"288 matching events found\n",
"Created an SSP operator (subspace dimension = 4)\n",
"4 projection items activated\n"
]
}
],
"source": [
"epochs = mne.Epochs(raw=raw, events=events, event_id=event_id)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading data for 288 events and 106 original time points ...\n",
"0 bad epochs dropped\n"
]
},
{
"data": {
"text/plain": [
"(288, 376, 106)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = epochs.get_data()\n",
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading data for 20 events and 106 original time points ...\n"
]
},
{
"data": {
"image/png": 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tKSnBE088gb179+L48eN46aWX8Nprr9mUMXXqVCxevBgXL16Er68vOnXqhBkz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\nBEEQBBEyKPAgCIIgCCJk/H+5WmFzGsA2uwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2f7a233fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"epochs.plot();"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"evoked = epochs.average()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wOCgtLeWTTz7BYDAwduxYtFotGzduZNiwYWzcuJG+ffsSDAbZvXs3Qgh0Oh1W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\nKeqqo18AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2f5e5e9fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"evoked.plot();"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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q0iheLJYtKD47co4XRg3j1u5dGfpwf+7p3pnJn6xjzU8JlC9bBt3jYc3BBKZ8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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2f78a89ed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"evoked.plot_topomap();"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.0, 0.1, 0.2]\n",
"[ 0. 0.1 0.2]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"times_list = [0., .100, .200]\n",
"print(times_list)\n",
"times_array = np.array(times_list)\n",
"print(times_array)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0.0, 0.1, 0.2], [0.0, 5, 0.3]]\n"
]
}
],
"source": [
"matrix = [\n",
" [0., .100, .200],\n",
" [0., 5, .300]\n",
"]\n",
"print(matrix)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.1"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix[0][1]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.1, 5. ])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix = np.array(matrix)\n",
"matrix[:, 1]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0. , 0.0625, 0.125 , 0.1875, 0.25 , 0.3125, 0.375 ,\n",
" 0.4375, 0.5 ])"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.linspace(0., .500, 9)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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OHTtOt27dPJ+vXBlZukyZSW63O0tGiLEJZHPYLpv+KZkM/1NAJGbYyAtW96U2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\n6XUZMuKRWnnKuMRE4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1VeKM+unTv0Vs5Cb2c9ZMx4sufIpdMqkGhIvH4ffb/ozMH4feH3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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2f79c30a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"evoked.plot_topomap(times=np.linspace(0., .500, 9), average=.010);"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"evoked.plot_topomap?"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Opening raw data file /home/jrking/mne_data/MNE-sample-data/MEG/sample/sample_audvis_filt-0-40_raw.fif...\n",
" Read a total of 4 projection items:\n",
" PCA-v1 (1 x 102) idle\n",
" PCA-v2 (1 x 102) idle\n",
" PCA-v3 (1 x 102) idle\n",
" Average EEG reference (1 x 60) idle\n",
" Range : 6450 ... 48149 = 42.956 ... 320.665 secs\n",
"Ready.\n",
"Current compensation grade : 0\n",
"Reading 0 ... 41699 = 0.000 ... 277.709 secs...\n",
"Setting up band-pass filter from 1 - 30 Hz\n",
"l_trans_bandwidth chosen to be 1.0 Hz\n",
"h_trans_bandwidth chosen to be 7.5 Hz\n",
"Filter length of 496 samples (3.303 sec) selected\n",
"288 matching events found\n",
"Created an SSP operator (subspace dimension = 3)\n",
"4 projection items activated\n",
"Loading data for 288 events and 69 original time points ...\n",
" Rejecting epoch based on MAG : [u'MEG 1711']\n",
"1 bad epochs dropped\n"
]
}
],
"source": [
"events_fname = data_path + '/MEG/sample/sample_audvis_filt-0-40_raw-eve.fif'\n",
"raw = mne.io.read_raw_fif(raw_fname, preload=True)\n",
"picks = mne.pick_types(raw.info, meg=True, exclude='bads') # Pick MEG channels\n",
"raw.filter(1., 30., fir_design='firwin') # Band pass filtering signals\n",
"events = mne.read_events(events_fname)\n",
"event_id = {'Auditory/Left': 1, 'Auditory/Right': 2,\n",
" 'Visual/Left': 3, 'Visual/Right': 4}\n",
"tmin = -0.050\n",
"tmax = 0.400\n",
"decim = 2 # decimate to make the example faster to run\n",
"epochs = mne.Epochs(raw, events, event_id=event_id, tmin=tmin, tmax=tmax,\n",
" proj=True, picks=picks, baseline=None, preload=True,\n",
" reject=dict(mag=5e-12), decim=decim)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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