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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"from six.moves.urllib.request import urlopen\n",
"import pandas as pd\n",
"import mne"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Retrieve files and create Epochs object\n",
"\n",
"The experiment in question is a word list lexcial decision paradigm, 32 channel EEG, 960 stimuli, 75 subjects. The authors make available grand-average (over subjects) preprocessed files.\n",
"\n",
"We retrieve the dataset\n",
"\n",
"`Dufau, S., Grainger, J., Midgley, K., & Holcomb, P. (2015, August 10). The kilo-word ERP database (lexical decision).`\n",
"\n",
", originally found at [the OSF](osf.io/72b89). I have re-hosted them on my Dropbox for now.\n",
"\n",
"The data can be read in Numpy/plain Python, but Pandas makes everything a lot easier"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, we retrieve the EEG data and the list of variables (multiple linguistic factors per word)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"varname = 'https://www.dropbox.com/s/5y2rv7vlgilh52y/KWORD_VARIABLES_DGMH2015.txt?dl=1'\n",
"dataname = 'https://www.dropbox.com/s/6mpunoswlxaa9bi/KWORD_ERP_LEXICAL_DECISION_DGMH2015.txt?dl=1'\n",
"\n",
"with urlopen(varname) as u:\n",
" dv = pd.read_csv(u, delim_whitespace=True)\n",
"\n",
"with urlopen(dataname) as u: # warning: this is a 80MB download\n",
" df = pd.read_csv(u, delim_whitespace=True, index_col=1).drop([\"WORD#\", \"ELEC#\"], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>WORD#</th>\n",
" <th>WORD</th>\n",
" <th>Concreteness</th>\n",
" <th>WordFrequency</th>\n",
" <th>OrthographicDistance</th>\n",
" <th>NumberOfLetters</th>\n",
" <th>BigramFrequency</th>\n",
" <th>ConsonantVowelProportion</th>\n",
" <th>VisualComplexity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>WORD1</td>\n",
" <td>film</td>\n",
" <td>5.45</td>\n",
" <td>3.189490</td>\n",
" <td>1.75</td>\n",
" <td>4.0</td>\n",
" <td>343.25</td>\n",
" <td>0.75</td>\n",
" <td>55.783710</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>WORD2</td>\n",
" <td>cent</td>\n",
" <td>5.90</td>\n",
" <td>3.700704</td>\n",
" <td>1.35</td>\n",
" <td>4.0</td>\n",
" <td>546.75</td>\n",
" <td>0.75</td>\n",
" <td>63.141553</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>WORD3</td>\n",
" <td>shot</td>\n",
" <td>4.60</td>\n",
" <td>2.858537</td>\n",
" <td>1.20</td>\n",
" <td>4.0</td>\n",
" <td>484.75</td>\n",
" <td>0.75</td>\n",
" <td>64.600033</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" WORD# WORD Concreteness WordFrequency OrthographicDistance \\\n",
"0 WORD1 film 5.45 3.189490 1.75 \n",
"1 WORD2 cent 5.90 3.700704 1.35 \n",
"2 WORD3 shot 4.60 2.858537 1.20 \n",
"\n",
" NumberOfLetters BigramFrequency ConsonantVowelProportion \\\n",
"0 4.0 343.25 0.75 \n",
"1 4.0 546.75 0.75 \n",
"2 4.0 484.75 0.75 \n",
"\n",
" VisualComplexity \n",
"0 55.783710 \n",
"1 63.141553 \n",
"2 64.600033 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dv.head(3) # word-level predictors"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
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" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ELECNAME</th>\n",
" <th>-100ms</th>\n",
" <th>-96ms</th>\n",
" <th>-92ms</th>\n",
" <th>-88ms</th>\n",
" <th>-84ms</th>\n",
" <th>-80ms</th>\n",
" <th>-76ms</th>\n",
" <th>-72ms</th>\n",
" <th>-68ms</th>\n",
" <th>...</th>\n",
" <th>884ms</th>\n",
" <th>888ms</th>\n",
" <th>892ms</th>\n",
" <th>896ms</th>\n",
" <th>900ms</th>\n",
" <th>904ms</th>\n",
" <th>908ms</th>\n",
" <th>912ms</th>\n",
" <th>916ms</th>\n",
" <th>920ms</th>\n",
" </tr>\n",
" <tr>\n",
" <th>WORD</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>film</th>\n",
" <td>REJ1</td>\n",
" <td>0.198182</td>\n",
" <td>0.385455</td>\n",
" <td>0.557576</td>\n",
" <td>0.694091</td>\n",
" <td>0.784545</td>\n",
" <td>0.813788</td>\n",
" <td>0.773485</td>\n",
" <td>0.674091</td>\n",
" <td>0.539697</td>\n",
" <td>...</td>\n",
" <td>-3.252424</td>\n",
" <td>-3.196970</td>\n",
" <td>-3.107121</td>\n",
" <td>-3.004242</td>\n",
" <td>-2.897424</td>\n",
" <td>-2.774697</td>\n",
" <td>-2.613636</td>\n",
" <td>-2.405909</td>\n",
" <td>-2.179697</td>\n",
" <td>-1.965758</td>\n",
" </tr>\n",
" <tr>\n",
" <th>film</th>\n",
" <td>REJ2</td>\n",
" <td>0.129091</td>\n",
" <td>0.209545</td>\n",
" <td>0.260758</td>\n",
" <td>0.268939</td>\n",
" <td>0.244697</td>\n",
" <td>0.200152</td>\n",
" <td>0.153030</td>\n",
" <td>0.121061</td>\n",
" <td>0.108182</td>\n",
" <td>...</td>\n",
" <td>-1.348333</td>\n",
" <td>-1.282879</td>\n",
" <td>-1.198182</td>\n",
" <td>-1.118485</td>\n",
" <td>-1.030000</td>\n",
" <td>-0.900909</td>\n",
" <td>-0.711515</td>\n",
" <td>-0.473030</td>\n",
" <td>-0.214697</td>\n",
" <td>0.024848</td>\n",
" </tr>\n",
" <tr>\n",
" <th>film</th>\n",
" <td>REJ3</td>\n",
" <td>0.054545</td>\n",
" <td>0.067273</td>\n",
" <td>0.056212</td>\n",
" <td>0.026818</td>\n",
" <td>-0.012879</td>\n",
" <td>-0.052424</td>\n",
" <td>-0.078030</td>\n",
" <td>-0.064394</td>\n",
" <td>-0.011061</td>\n",
" <td>...</td>\n",
" <td>-0.656667</td>\n",
" <td>-0.598788</td>\n",
" <td>-0.549848</td>\n",
" <td>-0.527727</td>\n",
" <td>-0.533939</td>\n",
" <td>-0.559545</td>\n",
" <td>-0.607121</td>\n",
" <td>-0.676818</td>\n",
" <td>-0.760909</td>\n",
" <td>-0.841061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>film</th>\n",
" <td>Fz</td>\n",
" <td>0.421970</td>\n",
" <td>0.453939</td>\n",
" <td>0.465606</td>\n",
" <td>0.468182</td>\n",
" <td>0.483485</td>\n",
" <td>0.518939</td>\n",
" <td>0.582273</td>\n",
" <td>0.672273</td>\n",
" <td>0.764242</td>\n",
" <td>...</td>\n",
" <td>0.451667</td>\n",
" <td>0.690000</td>\n",
" <td>0.926364</td>\n",
" <td>1.147576</td>\n",
" <td>1.354091</td>\n",
" <td>1.553485</td>\n",
" <td>1.747121</td>\n",
" <td>1.927879</td>\n",
" <td>2.080303</td>\n",
" <td>2.199697</td>\n",
" </tr>\n",
" <tr>\n",
" <th>film</th>\n",
" <td>Cz</td>\n",
" <td>0.251970</td>\n",
" <td>0.232879</td>\n",
" <td>0.194242</td>\n",
" <td>0.158939</td>\n",
" <td>0.159242</td>\n",
" <td>0.214091</td>\n",
" <td>0.327273</td>\n",
" <td>0.486061</td>\n",
" <td>0.660152</td>\n",
" <td>...</td>\n",
" <td>1.160152</td>\n",
" <td>1.391364</td>\n",
" <td>1.627273</td>\n",
" <td>1.854242</td>\n",
" <td>2.066364</td>\n",
" <td>2.262273</td>\n",
" <td>2.437273</td>\n",
" <td>2.585152</td>\n",
" <td>2.705606</td>\n",
" <td>2.801364</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 257 columns</p>\n",
"</div>"
],
"text/plain": [
" ELECNAME -100ms -96ms -92ms -88ms -84ms -80ms \\\n",
"WORD \n",
"film REJ1 0.198182 0.385455 0.557576 0.694091 0.784545 0.813788 \n",
"film REJ2 0.129091 0.209545 0.260758 0.268939 0.244697 0.200152 \n",
"film REJ3 0.054545 0.067273 0.056212 0.026818 -0.012879 -0.052424 \n",
"film Fz 0.421970 0.453939 0.465606 0.468182 0.483485 0.518939 \n",
"film Cz 0.251970 0.232879 0.194242 0.158939 0.159242 0.214091 \n",
"\n",
" -76ms -72ms -68ms ... 884ms 888ms 892ms \\\n",
"WORD ... \n",
"film 0.773485 0.674091 0.539697 ... -3.252424 -3.196970 -3.107121 \n",
"film 0.153030 0.121061 0.108182 ... -1.348333 -1.282879 -1.198182 \n",
"film -0.078030 -0.064394 -0.011061 ... -0.656667 -0.598788 -0.549848 \n",
"film 0.582273 0.672273 0.764242 ... 0.451667 0.690000 0.926364 \n",
"film 0.327273 0.486061 0.660152 ... 1.160152 1.391364 1.627273 \n",
"\n",
" 896ms 900ms 904ms 908ms 912ms 916ms 920ms \n",
"WORD \n",
"film -3.004242 -2.897424 -2.774697 -2.613636 -2.405909 -2.179697 -1.965758 \n",
"film -1.118485 -1.030000 -0.900909 -0.711515 -0.473030 -0.214697 0.024848 \n",
"film -0.527727 -0.533939 -0.559545 -0.607121 -0.676818 -0.760909 -0.841061 \n",
"film 1.147576 1.354091 1.553485 1.747121 1.927879 2.080303 2.199697 \n",
"film 1.854242 2.066364 2.262273 2.437273 2.585152 2.705606 2.801364 \n",
"\n",
"[5 rows x 257 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(5) # EEG data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we infer various properties of the data and reshape the data into EpochsArray format."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"electrodes = df[\"ELECNAME\"].unique()\n",
"words = df.index.unique()\n",
"\n",
"mfile = mne.__file__.replace('__init__.py', 'channels/data/montages/standard_1005.elc')\n",
"channel_types = ['misc' if \"REJ\" in ch else 'eeg' for ch in electrodes]\n",
"df = df.drop([\"ELECNAME\"], axis=1)\n",
"\n",
"times = [int(x[:-2]) for x in df.columns]\n",
"tmin, *_, tmax = np.array(times) / 1000\n",
"sfreq = int(len(times) / (tmax - tmin))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# create info\n",
"info = mne.create_info(electrodes.tolist(), sfreq, channel_types, mfile)\n",
"\n",
"# reshape data\n",
"data = np.asarray([df.loc[word].values.astype(float) for word in words])\n",
"\n",
"# events and event_id are just a running index per word ...\n",
"events = np.repeat(np.arange(data.shape[0]).reshape(-1, 1) + 1, 3, axis=1)\n",
"event_id = {word:ii + 1 for ii, word in enumerate(words)}\n",
"\n",
"epochs = mne.EpochsArray(data / 1e6, info, events, tmin=tmin, event_id=event_id)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# And now the MetaEpochs !!!"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'film': 1}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from mne.stats import linear_regression\n",
"\n",
"class MetaEpochs(mne.EpochsArray):\n",
" def __init__(self, *args, metadata=None, **kwargs):\n",
" super(MetaEpochs, self).__init__(*args, **kwargs)\n",
" self.metadata = metadata\n",
" assert len(self.metadata) == len(self.events)\n",
" \n",
" def __getitem__(self, item):\n",
" try:\n",
" return super(MetaEpochs, self).__getitem__(item)\n",
" except:\n",
" ind = np.where(self.metadata.eval(item).values)[0]\n",
" out = self[ind]\n",
" out.metadata = self.metadata.iloc[ind]\n",
" return out\n",
" \n",
" def average(self, by=None):\n",
" if by is None:\n",
" return super(MetaEpochs, self).average()\n",
" else:\n",
" metadata = self.metadata.reset_index()\n",
" gb = metadata.groupby(by)\n",
" out = dict()\n",
" for name, df in gb:\n",
" ind = df.index.values\n",
" out[str(name)] = self[ind].average()\n",
" out[str(name)].comment = by + \" : \" + str(name)\n",
" return out\n",
" \n",
" def regress(self, on, fit_intercept=True):\n",
" metadata = self.metadata.copy()\n",
" metadata[\"Intercept\"] = 1.\n",
" names = [on]\n",
" if fit_intercept:\n",
" names += ['Intercept']\n",
" reg = linear_regression(epochs, metadata[names].values, names=names)\n",
" return {k: v.beta for k, v in reg.items()}\n",
"\n",
" \n",
"# Index with query (for JRK...)\n",
"meta_epochs = MetaEpochs(data / 1e6, info, events, tmin=tmin, event_id=event_id, metadata=dv)\n",
"out = meta_epochs['WordFrequency < 5 and WORD == \"film\"']\n",
"out.metadata\n",
"out.event_id"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting linear model to non-data or bad channels. Check picking\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-14-bc19f9960cdd>:37: RuntimeWarning: Fitting linear model to non-data or bad channels. Check picking\n",
" reg = linear_regression(epochs, metadata[names].values, names=names)\n"
]
},
{
"data": {
"image/png": 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CcsH5hN1zN6aFC9W6eaVXdz6+Ha+UPHfPkmCHojW1znuonTc5nn9tK6HT4SHU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\n5C0So0YP6y7UcjhKkvfmA8epPdnKpbpkLhJ2St4iMapn5H3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hD2lubo5USGfwu3+JHtfP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\nUfIWERGJMUreIiIiMeb/A6gHEboOEup+AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11aebb160>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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1Ix6PV1Dz5s0tHYJVkmWZi/lJNM7IQWd05KRvM4pKjPww/D7e79OYOGSQwKco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\n2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"text/plain": [
"<matplotlib.figure.Figure at 0x11d5534e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Now for Jona...\n",
"\n",
"evoked = meta_epochs.regress(on='Concreteness', fit_intercept=True)\n",
"evokeds = meta_epochs.average(by='NumberOfLetters')\n",
"evokeds\n",
"\n",
"mne.viz.plot_compare_evokeds(evoked, picks=evoked['Concreteness'].ch_names.index(\"Pz\"));\n",
"mne.viz.plot_compare_evokeds(evokeds, picks=evoked['Concreteness'].ch_names.index(\"Pz\"));"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"### DON'T look below ###"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot and analyse\n",
"\n",
"We now have the data in a convenient MNE Epochs format, with a corresponding Pandas dataframe for the predictors."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/alex/work/src/mne-python/mne/viz/topomap.py:1364: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" interactive = times == 'interactive'\n"
]
},
{
"data": {
"image/png": 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W/7VXx6Lf7tiVZjZ3jppn18TclxxXT4/GnHpiZPOGMr568l5Wz5tG/7OuoGTf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"text/plain": [
"<matplotlib.figure.Figure at 0x10a0db550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"epochs.average().plot_joint(title=\"Grand Average (75 subjects, {} words)\".format(len(words)));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can run a timepoint-wise regression analysis to investigate the impact of various lexical variables on the EEG:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting linear model to non-data or bad channels. Check picking\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-30-6497687ebd10>:5: RuntimeWarning: Fitting linear model to non-data or bad channels. Check picking\n",
" reg = linear_regression(epochs, dv[names].values, names=names)\n",
"/Users/alex/work/src/mne-python/mne/viz/topomap.py:1364: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" interactive = times == 'interactive'\n"
]
},
{
"data": {
"image/png": 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NTFeGex4WKJFPRJhakpdV28zN/VJz28tLfMB4S8lwS8lQt6j2AZ/CpwRLCQGfwlKCJYIS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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a049048>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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G1W/wj5t/ROOWjZx83sWUD6okHo8x66jjcNxYvsh5Jwj0nA9Pqa3bl231fmdy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3j5qqW0bT3IRb+5EY1eR093K9ueeAqrNAWn2szgtCQ87hOovU6CqhC2KB+O/h5KAjoaywZobu9j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\nCCGEECLjSMARQgghRMb5fwXpZEB7zyyNAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116b6c588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mne.stats import linear_regression\n",
"dv[\"Intercept\"] = 1\n",
"\n",
"names = \"Intercept Concreteness WordFrequency NumberOfLetters\".split()\n",
"reg = linear_regression(epochs, dv[names].values, names=names)\n",
"\n",
"for name in (\"Intercept\", \"Concreteness\"):\n",
" reg[name].beta.plot_joint(title=name)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Evoked | comment : '', kind : average, time : [-0.100000, 0.920000], n_epochs : 1, n_channels x n_times : 32 x 256, ~132 kB>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reg['Concreteness'].beta"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note the N400 effect for Concreteness.\n",
"\n",
"We can plot sorted single trials to visualize the linearity of such effects:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Subtracting Evoked from Epochs\n",
" The following channels are not included in the subtraction: REJ3, REJ1, REJ2\n",
"[done]\n"
]
},
{
"data": {
"image/png": 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YdjNgUwshAWnCzcJ33FYWt1SlU7SMgC9DOdojw+8jdilhwcb+cmIdTjikT8rh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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116a66f60>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<matplotlib.figure.Figure at 0x116a66f60>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.copy().subtract_evoked().savgol_filter(8).plot_image(\n",
" picks=epochs.ch_names.index(\"Cz\"), sigma=10,\n",
" order=list(dv[\"NumberOfLetters\"].argsort()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another way to visualize potential nonlinearities or interactions comes with the suggested changes to `mne.viz.plot_compare_evoked`: we can compare binned ERPs for the interaction between multiple continuous predictors.\n",
"\n",
"Warning: this will *not work* on Master. See [here](https://github.com/jona-sassenhagen/mne-python/commit/bcbda7a45ed1c92fff884826a18624ebdfaaa24a) for the WIP code."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"dv[\"freq_rank\"] = (dv.WordFrequency.rank(method=\"dense\") // 300 + 1)\n",
"dv[\"is_concrete\"] = dv[\"WordFrequency\"] > dv[\"WordFrequency\"].median()\n",
"\n",
"cond1 = \"NumberOfLetters\"\n",
"cond2 = \"is_concrete\"\n",
"\n",
"evokeds = {}\n",
"for freq in dv[cond1].unique():\n",
" for conc in dv[cond2].unique():\n",
" inds = dv.query(\"{} == {} & {} == {}\".format(cond2, conc, cond1, freq))[\"WORD\"].tolist()\n",
" condname = cond1 + str(int(freq)).zfill(2) + \"/\" + (\"Concrete\" if conc else \"Abstract\")\n",
" evokeds[condname] = epochs[inds].average()\n",
" evokeds[condname].comment = condname"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['NumberOfLetters08/Abstract', 'NumberOfLetters06/Concrete', 'NumberOfLetters04/Concrete', 'NumberOfLetters04/Abstract', 'NumberOfLetters07/Abstract', 'NumberOfLetters05/Abstract', 'NumberOfLetters08/Concrete', 'NumberOfLetters05/Concrete', 'NumberOfLetters06/Abstract', 'NumberOfLetters07/Concrete']\n",
"ls: 2\n"
]
},
{
"data": {
"image/png": 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UFdH46NLROH8JwoFRtcNY0bv/Q+8j35TPdsftGM4aeb3zK7j7uD7CI+C+Lx6U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\nqVta4AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113748a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"style_plot = dict(\n",
" colors='viridis',\n",
" linestyles={\"Concrete\":\"-\", \"Abstract\":\":\"},\n",
" split_legend=True,\n",
" sequential=True\n",
")\n",
"print(list(evokeds.keys()))\n",
"mne.viz.evoked.plot_compare_evokeds(\n",
" evokeds, **style_plot, picks=evokeds[condname].ch_names.index(\"Pz\"), show=False\n",
").set_size_inches((6, 3));"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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