{ "cells": [ { "cell_type": "markdown", "metadata": { "toc-hr-collapsed": false }, "source": [ "# Analyzing intracranial electrophysiology data with xarray\n", "\n", "Over the last few years, it has been exciting to see the xarray project evolve,\n", "add new functionality, and mature. This post is an attempt at\n", "giving xarray another visit to see how it could integrate into electrophysiology\n", "workflows.\n", "\n", "## A quick background on our data\n", "\n", "It is common in neuroscience to ask individuals to perform a task over and over again. You record\n", "the activity in the brain each time they perform the task (called an \"epoch\" or a \"trial\").\n", "Time is recorded relative to some *onset* when the task begins. That is `t==0`. The result\n", "is usually a matrix of `epochs x channejupyls x time`. You can do a lot of stuff with this\n", "data, but our task in this paper is to detect changes in neural activity at trial onset (`t==0`).\n", "\n", "In our case, we've got a small dataset from [an old paper of mine](https://www.frontiersin.org/articles/10.3389/fnsys.2017.00061/full).\n", "The repository contains\n", "several tutorial notebooks and sample data to describe predictive modeling\n", "in cognitive neuroscience. [You can find the repository here](https://github.com/choldgraf/paper-encoding_decoding_electrophysiology). The task that individuals were performing was passively\n", "listening to spoken sentences through a speaker. While they did this, we recorded electrical\n", "activity at the surface of their brain (these were surgical patients, and had implanted electrodes\n", "under their scalp).\n", "\n", "In the [Feature Extraction](https://github.com/choldgraf/paper-encoding_decoding_electrophysiology/blob/master/notebooks/FeatureExtraction.ipynb) notebook,\n", "I covered how to do some simple data manipulation and feature extraction with\n", "timeseries analysis. Let's try to re-create some of the main steps in that tutorial,\n", "but now using xarray as an in-memory structure for our data." ] }, { "cell_type": "markdown", "metadata": { "tags": [ "popout" ] }, "source": [ "**Note**: The goal here is to learn a bit about xarray moreso than to discuss\n", "ecog modeling, so I'll spend more time talking about my thoughts on the various\n", "functions/methods/etc in Xarray than talking about neuroscience." ] }, { "cell_type": "markdown", "metadata": { "toc-hr-collapsed": false }, "source": [ "In this post, we'll perform a few common processing and extraction steps.\n", "The goal is to do a few munging operations that require manipulating data\n", "and visualizing simple statistics." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "tags": [ "hide_input" ] }, "outputs": [], "source": [ "# Imports we'll use later\n", "import mne\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from download import download\n", "import os\n", "from sklearn.preprocessing import scale\n", "import xarray as xr\n", "xr.set_options(display_style=\"html\")\n", "\n", "import warnings\n", "warnings.simplefilter('ignore')\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll load the data from my GitHub repository (probably not the most efficient\n", "way to store or retrieve the data, but hey, this was 3 years ago :-) )." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "tags": [ "remove_output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "file_sizes: 0%| | 0.00/8.36M [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = ecog.plot(scalings='auto', n_epochs=5, n_channels=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Converting to xarray\n", "\n", "First off, we'll define a helper function that\n", "converts the MNE Epochs object into an xarray DataArray object.\n", "DataArrays provide an N-Dimensional representation of data, but with\n", "the option to include a lot of extra metadata.\n", "\n", "DataArrays are useful because you can include information\n", "*about each dimension* of the data. For example, we can tell our\n", "DataArray the name, values, and units of each dimension. In this case,\n", "in our case one dimension is \"time\" so we can label it as such." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def epochs_to_dataarray(epochs):\n", " \"\"\"A simple function to convert an Epochs object to DataArray\"\"\"\n", " da = xr.DataArray(\n", " epochs._data,\n", " dims=['epoch', 'channel', 'time'],\n", " coords={\n", " 'time': ecog.times,\n", " 'channel': ecog.ch_names,\n", " 'epoch': range(ecog._data.shape[0])\n", " },\n", " name='Sample dataset',\n", " attrs=dict(ecog.info)\n", " )\n", " return da" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just look at all the metadata that we were able to pack into the DataArray.\n", "Almost all of MNE's metadata fit nicely into `.attrs`. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [ "hide_output" ] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "Show/Hide data repr\n", "\n", "\n", "\n", "\n", "\n", "Show/Hide attributes\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
xarray.DataArray
'Sample dataset'
  • epoch: 29
  • channel: 32
  • time: 2250
" ], "text/plain": [ "\n", "array([[[-118.10999298, -121.30046844, -117.64116669, ...,\n", " 20.78869057, 11.38018703, 8.12319088],\n", " [-126.95540619, -120.84265137, -105.75999451, ...,\n", " 25.57149315, 28.6223793 , 24.82316971],\n", " [ -28.1061306 , -16.39686775, -21.64873505, ...,\n", " -31.78049469, -24.28160286, -25.21776772],\n", " ...,\n", " [ 18.55451965, 22.87419701, 25.66038895, ...,\n", " 25.84903336, 19.71798515, 14.92882633],\n", " [ -44.79590607, -49.5848465 , -52.08906555, ...,\n", " -48.92469025, -54.11177826, -60.23026276],\n", " [-105.09076691, -108.88887024, -113.57571411, ...,\n", " -3.28264022, 5.5660615 , 13.18798733]],\n", "\n", " [[ 20.84839821, 18.30262566, 20.12442017, ...,\n", " -19.40711594, -18.51371574, -20.21596718],\n", " [ 18.0386982 , 5.35804272, -6.45382166, ...,\n", " -42.1801033 , -44.59093857, -47.80654144],\n", " [ 76.62892914, 73.66176605, 64.21563721, ...,\n", " -12.31007576, -21.26686478, -26.83379555],\n", " ...,\n", " [ 58.06867599, 53.49727631, 51.89107895, ...,\n", " 42.84626007, 52.36317062, 55.75439453],\n", " [ -24.79452324, -18.58691406, -8.12459183, ...,\n", " -45.95447159, -42.66623306, -41.06335449],\n", " [-110.1750946 , -101.40830994, -88.24209595, ...,\n", " -26.7741375 , -32.31249619, -37.07465744]],\n", "\n", " [[ 44.85819626, 57.10462952, 68.87900543, ...,\n", " 13.73396015, 28.33650208, 40.76254654],\n", " [ 10.10721684, 19.94246101, 31.81379509, ...,\n", " 120.01114655, 119.50100708, 128.0358429 ],\n", " [ -96.35434723, -89.9883194 , -72.41400909, ...,\n", " 140.28143311, 131.52635193, 133.30158997],\n", " ...,\n", " [ 1.81244755, -1.55214143, -2.54425907, ...,\n", " -30.9526062 , -31.50832367, -32.25312042],\n", " [ 44.95462799, 38.7992363 , 33.4192009 , ...,\n", " 64.5262146 , 62.74245834, 61.11261368],\n", " [ -37.66891861, -37.9514122 , -40.97248077, ...,\n", " 61.204319 , 58.57411194, 56.27007675]],\n", "\n", " ...,\n", "\n", " [[ 88.75709534, 83.42398071, 76.10377502, ...,\n", " -23.7650528 , -23.43914986, -19.55894852],\n", " [ 63.89505005, 63.79450226, 61.43893433, ...,\n", " -54.35200119, -59.907547 , -69.36830139],\n", " [ 39.31270599, 46.15828705, 51.12403107, ...,\n", " -30.19447899, -27.1382637 , -19.75760651],\n", " ...,\n", " [ -2.09485602, -13.05238819, -19.73264503, ...,\n", " 150.31195068, 129.28895569, 114.28322601],\n", " [-142.40054321, -142.72599792, -140.20773315, ...,\n", " 90.81705475, 82.73035431, 77.06429291],\n", " [-161.34713745, -160.04364014, -151.092453 , ...,\n", " 238.87109375, 230.41633606, 222.64045715]],\n", "\n", " [[ 67.85353088, 72.97834778, 70.99682617, ...,\n", " 99.13801575, 95.14775085, 86.59616089],\n", " [ 169.86994934, 172.12055969, 173.22143555, ...,\n", " 132.95147705, 135.66346741, 141.64862061],\n", " [ 80.4973526 , 77.63601685, 73.43898773, ...,\n", " 91.37036896, 84.76886749, 82.48825836],\n", " ...,\n", " [ -13.24606895, -8.65564728, 6.53395557, ...,\n", " -105.62326813, -104.58720398, -107.99065399],\n", " [ 22.20972443, 49.33536148, 85.349823 , ...,\n", " -103.54721069, -102.84375 , -104.26371002],\n", " [ -33.03855133, -9.5574255 , 10.97984695, ...,\n", " -148.20103455, -148.95999146, -154.4241333 ]],\n", "\n", " [[ -98.52385712, -99.22042847, -99.56749725, ...,\n", " 49.72173309, 41.6667099 , 31.01161194],\n", " [ -70.90259552, -66.83739471, -68.66448975, ...,\n", " 35.73180008, 33.55708694, 28.1260643 ],\n", " [ -29.78354645, -34.5358963 , -40.23687363, ...,\n", " -39.39603043, -42.75005341, -50.70994186],\n", " ...,\n", " [ 110.57292175, 103.35498047, 95.09171295, ...,\n", " -162.01602173, -164.45585632, -168.76620483],\n", " [ 38.4355278 , 39.19929504, 43.87767792, ...,\n", " -108.41282654, -106.09828949, -103.17415619],\n", " [ 98.9158783 , 105.16780853, 116.0725174 , ...,\n", " -105.856987 , -105.39962769, -102.4755249 ]]])\n", "Coordinates:\n", " * time (time) float64 -1.5 -1.497 -1.493 -1.49 ... 5.987 5.99 5.993 5.997\n", " * channel (channel) head>\\n[[1. 0. 0. 0.]\\n [...\n", " ctf_head_t: None\n", " dev_ctf_t: None\n", " dig: []\n", " bads: []\n", " ch_names: ['ch_0', 'ch_1', 'ch_2', 'ch_3', 'ch_4', 'ch_5', 'ch...\n", " nchan: 32\n", " projs: []\n", " comps: []\n", " acq_pars: None\n", " acq_stim: None\n", " custom_ref_applied: False\n", " xplotter_layout: None\n", " kit_system_id: None" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# There's quite a lot of output, so keep scrolling down!\n", "da = epochs_to_dataarray(ecog)\n", "da" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data consists of many trials, channels, and timepoints.\n", "Let's start by selecting a time region within each trial that\n", "we can visualize more cleanly.\n", "\n", "# Subsetting out data with `da.sel`\n", "\n", "In xarray, we select items with the `sel` and `isel` method. This\n", "behaves kind of like the pandas `loc` and `iloc` methods, however\n", "because we have named dimensions, we can directly specify them in\n", "our call." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# We'll drop a subset of timepoints for visualization\n", "da = da.sel(time=slice(-1, 3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's calculate the average across all epochs for each electrode/time point.\n", "This is a **reduction** of our data array, in that it reduces the number of dimensions.\n", "Xarray has many of the same statistical methods that NumPy does. An interesting\n", "twist is that you can specify named dimensions instead of simply an `axis=`\n", "argument. In addition, we'll choose the colors that we'll use for cycling through\n", "our channels - because we can quickly reference the channels axis by name, we don't\n", "need to remember which axis corresponds to channels." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [ "full_width" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 5))\n", "n_channels = da['channel'].shape[0]\n", "ax.set_prop_cycle(color=plt.cm.viridis(np.linspace(0, 1, n_channels)))\n", "da.mean(dim='epoch').plot.line(x='time', hue='channel')\n", "ax.get_legend().remove()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It doesn't look like much is going on...let's see if we can clean it up a bit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# De-meaning the data with `da.where`\n", "\n", "First off - we'll subtract the \"pre-baseline mean\" from each trial.\n", "This makes it easier to visualize how each channel's activity *changed*\n", "at time == 0.\n", "\n", "To accomplish this we'll use `da.where`. This takes some kind of\n", "boolean-style mask, does a bunch of clever projections according to the\n", "names of coordinates, and returns the dataarray masked values removed\n", "(as `NaN`s) and other values unchanged. We can use this to calculate the\n", "mean of each channel / epoch *only for the pre-baseline timepoints*." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# This returns a version of the data array with NaNs where the query is False\n", "# The dimensions will intelligently broadcast \n", "prebaseline_mean = da.where(da.time < 0).mean(dim='time')\n", "da_demeaned = da - prebaseline_mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can visualize the de-baseline-meaned data" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "tags": [ "full_width" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 5))\n", "ax.set_prop_cycle(color=plt.cm.viridis(np.linspace(0, 1, da['channel'].shape[0])))\n", "da_demeaned.mean(dim='epoch').plot.line(x='time', hue='channel')\n", "ax.get_legend().remove()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hmmm, there still doesn't seem to be much going on (that channel down\n", "at the bottom looks noisy to me, rather than having a meaningful signal)\n", "so let's transform this signal into something with a bit more SNR to it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extracting a more useful feature with `xr.apply_ufunc`\n", "\n", "Without going into too much details on the neuroscience, iEEG data is\n", "particularly useful because there is information about neuronal activity in\n", "the higher frequency parts of the signal (AKA, parts of the electrical signal that\n", "change very quickly, but have very low amplitude). To pull that out, we'll do the following:\n", "\n", "* High-pass filter the signal, which will remove all the slow-moving components\n", "* Calculate the *envelope* of the signal, which will tell us the power of\n", " high-frequency activity over time.\n", " \n", "## High-pass filtering the signal\n", "\n", "MNE has a lot of nice functions for filtering a timeseries. Most of these\n", "operate on numpy arrays instead of MNE objects. We'll use\n", "xarray's `apply_ufunc` function to simply map that function onto our dataarray.\n", "xarray should keep track of the metadata (e.g. coordinates etc) and output a\n", "new DataArray with updated values." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up band-pass filter from 80 - 1.4e+02 Hz\n", "\n", "FIR filter parameters\n", "---------------------\n", "Designing a one-pass, zero-phase, non-causal bandpass filter:\n", "- Windowed time-domain design (firwin) method\n", "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n", "- Lower passband edge: 80.00\n", "- Lower transition bandwidth: 20.00 Hz (-6 dB cutoff frequency: 70.00 Hz)\n", "- Upper passband edge: 140.00 Hz\n", "- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 145.00 Hz)\n", "- Filter length: 99 samples (0.330 sec)\n", "\n" ] } ], "source": [ "flow = 80\n", "fhigh = 140\n", "da_lowpass = xr.apply_ufunc(\n", " mne.filter.filter_data, da,\n", " kwargs=dict(\n", " sfreq=da.sfreq,\n", " l_freq=flow,\n", " h_freq=fhigh,\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizing our data, we can see all the slower fluctuations (e.g. long arcs over time)\n", "are gone." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "tags": [ "full_width" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 5))\n", "da_lowpass.mean(dim='epoch').plot.line(x='time')\n", "ax.get_legend().remove()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate the envelope of this signal with `da.groupby`\n", "\n", "Next, we'll calculate the **envelope** of the high-pass-filtered data. This is roughly\n", "the **power** that is present in these high frequencies over time. We do so by using\n", "something called a **hilbert transform**.\n", "\n", "MNE also has a function for applying Hilbert transforms to data, but it has a weird quirk\n", "that expects the data to be of a particular shape. We can work around this by using our\n", "DataArray's `groupby` method. This works similar to `DataFrame.groupby` - we'll iterate\n", "through each channel, which will return a DataArray with shape `epochs x timepoints`.\n", "We can then calculate the Hilbert transform in each and re-combine into the original shape." ] }, { "cell_type": "markdown", "metadata": { "tags": [ "popout" ] }, "source": [ "**Note**: This can be an expensive operation depending on the number of channels/epochs and\n", "the length of each trial. This might be a good place to insert paralellization via Dask." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def hilbert_2d(array):\n", " \"\"\"Perform a Hilbert transforms on an (n_channels, n_times) array.\"\"\"\n", " for ii, channel in enumerate(array):\n", " array[ii] = mne.filter._my_hilbert(channel, envelope=True)\n", " return array\n", "\n", "da_hf_power = da_lowpass.groupby(da.coords['epoch']).apply(hilbert_2d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output dataarray should be the exact same shape, because we haven't done any dimensional reductions.\n", "If we take a look at the resulting data, we can see what seems to be more structure in there:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "tags": [ "full_width" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 5))\n", "da_hf_power.mean(dim='epoch').plot.line(x='time', hue='channel')\n", "ax.get_legend().remove()" ] }, { "cell_type": "markdown", "metadata": { "toc-hr-collapsed": false }, "source": [ "# Cleaning up our HFA data\n", "\n", "Next let's clean up this high-frequency activity (HFA) data." ] }, { "cell_type": "markdown", "metadata": { "toc-hr-collapsed": false }, "source": [ "## Z-scoring our array\n", "\n", "Instead of simple de-meaning\n", "the data like before, we'll **re-scale** our data using the same baseline timepoints.\n", "What we'd like to do is the following:\n", "\n", "* Calculate the mean and standard deviation across trials of all pre-baseline data values, per channel\n", "* Z-score each channel using this mean and standard deviation\n", "\n", "Once again we'll use the groupby / apply combination to apply our function to subsets\n", "of the data." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# For each channel, apply a z-score that uses the mean/std of pre-baseline activity for all trials\n", "def z_score(activity):\n", " \"\"\"Take a DataArray and apply a z-score using the baseline\"\"\"\n", " baseline = activity.where(activity.time < -.1 )\n", " return (activity - np.nanmean(baseline)) / np.nanstd(baseline)\n", "\n", "da_hf_zscored = da_hf_power.groupby('channel').apply(z_score)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taking a look at the result, we can see a much cleaner separation of activity for\n", "some of the channels after `time==0`." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "tags": [ "full_width" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 5))\n", "da_hf_zscored.mean(dim='epoch').plot.line(x='time', hue='channel')\n", "ax.get_legend().remove()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Smoothing our HFA data\n", "\n", "Finally, let's smooth this HFA so it has less jitter to it, and pick a smaller window that\n", "removes some of the filtering artifacts at the edges.\n", "\n", "We'll use the same `filter_data` function as before, but this time\n", "applied with the `.groupby` and `.apply` combination to show two ways\n", "of accomplishing the same thing. We'll also use `.sel` to pick a subset\n", "of time for visualization" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "da_hf_zscored_lowpass = da_hf_zscored.groupby('epoch').apply(\n", " mne.filter.filter_data,\n", " sfreq=da.sfreq,\n", " l_freq=None,\n", " h_freq=10,\n", " verbose=False\n", ")" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "popout" ] }, "source": [ "Note that quickly selecting a subset of timepoints if we used numpy is much more verbose. Here's\n", "a quick comparison:\n", "\n", "```python\n", "# Numpy alone\n", "mask_time = (times > -.8) * (times < 2.8)\n", "epoch_dim = 0\n", "da_hf_zscored_lowpass[..., mask_time].mean(epoch_dim)\n", "\n", "# xarray\n", "da_hf_zscored_lowpass.sel(time=slice(-.8, 2.8)).mean(dim='epoch')\n", "```" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 5))\n", "da_hf_zscored_lowpass.mean(dim='epoch').sel(time=slice(-.8, 2.8)).plot.line(x='time', hue='channel')\n", "ax.get_legend().remove()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see there are clearly some channels that become active just after `t==0`.\n", "We can reduce our dataarray to a single dimension of \"mean post-baseline activity in each channel\"\n", "and convert it to a DataFrame for further processing:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Sample dataset
channel
ch_00.011101
ch_10.012152
ch_20.051911
ch_30.176188
ch_40.246021
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" ], "text/plain": [ " Sample dataset\n", "channel \n", "ch_0 0.011101\n", "ch_1 0.012152\n", "ch_2 0.051911\n", "ch_3 0.176188\n", "ch_4 0.246021" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find the channel with the most activity by first converting to a dataframe\n", "total_activity = da_hf_zscored_lowpass.sel(time=slice(0, 2)).mean(dim=['epoch', 'time'])\n", "total_activity = total_activity.to_dataframe()\n", "total_activity.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's grab the channel with maximal activation to look into a bit further." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "max_chan = total_activity.squeeze().sort_values(ascending=False).index[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Time frequency analysis\n", "\n", "As a final step, let's **expand** our DataArray and add another dimension.\n", "In the above steps we specifically focused on high-frequency activity. A more\n", "common approach is to first create a **spectrogram** of your data to see activity\n", "across many frequencies.\n", "\n", "To do this, we'll use another MNE function for creating a **Time-Frequency Representation**\n", "or TFR. We'll define a range of frequencies, and apply MNE's function *directly on our DataArray*.\n", "This will return a NumPy array with the filtered values." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[[160.04103045, 160.38413909],\n", " [171.73704543, 175.09249553]],\n", "\n", " [[283.28699104, 285.21855726],\n", " [241.65630528, 245.77098295]]],\n", "\n", "\n", " [[[ 93.99546124, 94.4406537 ],\n", " [ 78.02050045, 79.15324341]],\n", "\n", " [[ 47.85148993, 49.90845151],\n", " [ 53.97221461, 54.55793674]]]])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frequencies = [2**ii for ii in np.arange(2, 9, .5)]\n", "tfr = mne.time_frequency.tfr_array_morlet(\n", " da,\n", " sfreq=da.sfreq,\n", " freqs=frequencies,\n", " n_cycles=4,\n", ")\n", "\n", "# Take the absolute value to throw out the non-real parts of the numbers\n", "tfr = np.abs(tfr)\n", "tfr[:2, :2, :2, :2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convert this data into a DataArray with `.expand_dims`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll convert this into a DataArray by using the metadata from our original\n", "DataArray. We can use the `expand_dims` method to create a new dimension for our DataArray.\n", "We'll use this to store frequency information.\n", "\n", "We'll then reshape our new DataArray so that it matches the output of the MNE function,\n", "and use the `copy` method to create a new DataArray. By supplying the `data=` argument\n", "to copy, we directly insert the new data inside the generated DataArray." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "da_tfr = (da\n", " .expand_dims(frequency=frequencies)\n", " .transpose('epoch', 'channel', 'frequency', 'time')\n", " .copy(data=np.log(tfr))\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now visualize this time-frequency representation over time" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 5))\n", "(da_tfr\n", " .sel({'frequency': slice(None, 180), 'channel': max_chan})\n", " .mean('epoch')\n", " .plot.imshow(x='time', y='frequency')\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to our one-dimensional visualizations above, it can be hard to visualize\n", "relative changes in activity over a baseline (particularly because the amplitude scales\n", "inversely with the frequency).\n", "\n", "Let's apply a re-scaling function to our data so that\n", "we can see things more clearly. This time we'll use MNE's `rescale` function, which\n", "acts similarly to our `zscore` function above." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Applying baseline correction (mode: zscore)\n" ] } ], "source": [ "da_tfr_baselined = xr.apply_ufunc(\n", " mne.baseline.rescale,\n", " da_tfr,\n", " kwargs={'times': da_tfr.coords['time'], 'baseline': (None, -.1), \"mode\": 'zscore'}\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "again, the result should be a DataArray, so we can directly visualize it:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(da_tfr_baselined\n", " .sel({'frequency': slice(None, 180), 'channel': max_chan, 'time': slice(-.8, 2.5)})\n", " .mean('epoch')\n", " .plot.imshow(x='time', y='frequency')\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see a clear increase in activity in the higher frequencies at `t==0`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Combining the two with `xr.merge`\n", "\n", "Finally, let's combine these two DataArrays into one. We know that they\n", "share much of the same metadata - the first is \"Amplitude of High-Frequency Activity\"\n", "and the second is \"Time-frequency power\". We should be able to merge these\n", "into a single xarray `DataSet`, which will allow us to perform operations across\n", "both by using their shared dimensions. DataSets are kind of like collections of\n", "DataArrays, with assumptions that the DataArrays share some metadata or coordinates.\n", "\n", "First, we'll rename each DataArray so that we can merge them nicely. Then, we'll simply\n", "use the `xr.merge` function, which tries to automatically figure out which dimensions are\n", "shared based on their names and coordinate values." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "Show/Hide data repr\n", "\n", "\n", "\n", "\n", "\n", "Show/Hide attributes\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
xarray.Dataset
    • channel: 32
    • epoch: 29
    • frequency: 14
    • time: 1201
    • frequency
      (frequency)
      float64
      4.0 5.657 8.0 ... 181.0 256.0 362.0
      array([  4.      ,   5.656854,   8.      ,  11.313708,  16.      ,  22.627417,\n",
             "        32.      ,  45.254834,  64.      ,  90.509668, 128.      , 181.019336,\n",
             "       256.      , 362.038672])
    • time
      (time)
      float64
      -1.0 -0.9967 -0.9933 ... 2.997 3.0
      array([-1.      , -0.996667, -0.993333, ...,  2.993333,  2.996667,  3.      ])
    • channel
      (channel)
      'ch_0' 'ch_1' ... 'ch_30' 'ch_31'
      array(['ch_0', 'ch_1', 'ch_2', 'ch_3', 'ch_4', 'ch_5', 'ch_6', 'ch_7', 'ch_8',\n",
             "       'ch_9', 'ch_10', 'ch_11', 'ch_12', 'ch_13', 'ch_14', 'ch_15', 'ch_16',\n",
             "       'ch_17', 'ch_18', 'ch_19', 'ch_20', 'ch_21', 'ch_22', 'ch_23', 'ch_24',\n",
             "       'ch_25', 'ch_26', 'ch_27', 'ch_28', 'ch_29', 'ch_30', 'ch_31'],\n",
             "      dtype='<U5')
    • epoch
      (epoch)
      int64
      0 1 2 3 4 5 6 ... 23 24 25 26 27 28
      array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
             "       18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28])
    • Time Frequency Representation
      (epoch, channel, frequency, time)
      float64
      -1.068 -1.065 ... 1.245 1.231
      array([[[[-1.06825801e+00, -1.06490811e+00, -1.06269292e+00, ...,\n",
             "          -2.44700037e-01, -2.42062452e-01, -2.40373002e-01],\n",
             "         [-1.55585568e+00, -1.51452161e+00, -1.47437532e+00, ...,\n",
             "          -5.35209555e-01, -5.40963440e-01, -5.48645559e-01],\n",
             "         [-1.12040649e+00, -1.10631680e+00, -1.09442692e+00, ...,\n",
             "           6.84467283e-01,  6.80997403e-01,  6.74142959e-01],\n",
             "         ...,\n",
             "         [ 2.39450005e+00,  1.03380142e+00, -6.02721680e-01, ...,\n",
             "           2.49169178e-01,  1.43344119e+00,  3.01566173e+00],\n",
             "         [ 4.65936619e-02,  9.72573317e-02, -9.93517803e-02, ...,\n",
             "           8.63789386e-01,  8.61999875e-01,  6.94728495e-01],\n",
             "         [ 1.85858368e-01,  1.12174242e-01, -8.93810113e-02, ...,\n",
             "           8.28417458e-01,  8.34186151e-01,  7.73164525e-01]],\n",
             "\n",
             "        [[-2.58676060e-01, -2.50290063e-01, -2.42548022e-01, ...,\n",
             "          -9.04835872e-01, -9.34368529e-01, -9.63759221e-01],\n",
             "         [-3.67942098e-01, -3.31923584e-01, -2.97381598e-01, ...,\n",
             "          -2.12598677e+00, -2.13302253e+00, -2.13734082e+00],\n",
             "         [ 2.60993077e-01,  2.89072254e-01,  3.14996787e-01, ...,\n",
             "           1.15761137e+00,  1.12048095e+00,  1.08173863e+00],\n",
             "         ...,\n",
             "         [ 2.77716710e+00,  6.04084887e-01, -9.68005734e-01, ...,\n",
             "           3.35246062e-01, -3.24181266e-02,  2.52724933e+00],\n",
             "         [-1.90454378e-01, -7.01874341e-02, -1.15811020e-01, ...,\n",
             "           2.79311720e-01,  1.90165444e-01, -1.29436138e-01],\n",
             "         [-1.88453765e-03, -4.46966730e-02, -7.80730531e-02, ...,\n",
             "           2.91926403e-01,  2.04639767e-01, -1.55335782e-04]],\n",
             "\n",
             "        [[ 5.94408483e-01,  6.08399504e-01,  6.21475959e-01, ...,\n",
             "          -4.03466096e+00, -4.04455269e+00, -4.05441933e+00],\n",
             "         [ 5.66428039e-01,  5.75586680e-01,  5.83911402e-01, ...,\n",
             "          -7.52782485e-01, -7.69198939e-01, -7.86330725e-01],\n",
             "         [ 1.32613359e+00,  1.33765946e+00,  1.34502081e+00, ...,\n",
             "          -7.96730973e-01, -8.60125890e-01, -9.25721374e-01],\n",
             "         ...,\n",
             "         [ 3.49323363e+00,  1.41513761e+00,  1.35878987e+00, ...,\n",
             "          -1.16787577e+00,  5.34834275e-01,  2.08345745e+00],\n",
             "         [ 9.31422956e-01,  1.10152722e+00,  1.18786301e+00, ...,\n",
             "          -3.98972626e-01, -2.30411251e-01, -2.36744936e-01],\n",
             "         [ 1.00765013e+00,  1.06353654e+00,  1.16189670e+00, ...,\n",
             "          -3.65679246e-01, -2.15655383e-01, -7.86510000e-02]],\n",
             "\n",
             "        ...,\n",
             "\n",
             "        [[-2.53367490e+00, -2.60408304e+00, -2.68439840e+00, ...,\n",
             "          -6.21454855e-01, -6.35155228e-01, -6.49024843e-01],\n",
             "         [-1.75374717e+00, -1.77486397e+00, -1.79693935e+00, ...,\n",
             "          -8.09528205e-01, -8.09433350e-01, -8.10154148e-01],\n",
             "         [-1.81181076e+00, -1.78782909e+00, -1.76551910e+00, ...,\n",
             "          -1.46261607e+00, -1.46822221e+00, -1.47758649e+00],\n",
             "         ...,\n",
             "         [ 2.07789036e+00,  7.18824827e-02,  1.06197216e+00, ...,\n",
             "          -6.40794643e-01,  8.93274712e-01,  2.12543506e+00],\n",
             "         [ 3.05552282e-01,  4.30699015e-01,  4.45286374e-01, ...,\n",
             "           2.82451076e-01,  4.04224777e-01,  3.22452827e-01],\n",
             "         [ 3.99370920e-01,  4.21660940e-01,  4.78979168e-01, ...,\n",
             "           2.86166243e-01,  4.19348615e-01,  4.18523459e-01]],\n",
             "\n",
             "        [[-3.80630126e-01, -3.73097727e-01, -3.66552271e-01, ...,\n",
             "          -1.35468632e+00, -1.36291328e+00, -1.37195167e+00],\n",
             "         [ 7.21233258e-01,  7.54431025e-01,  7.85343696e-01, ...,\n",
             "          -1.09777363e+00, -1.11884845e+00, -1.14288773e+00],\n",
             "         [ 7.22857120e-01,  7.34295663e-01,  7.41211983e-01, ...,\n",
             "          -3.36577661e-01, -3.69971448e-01, -4.07883701e-01],\n",
             "         ...,\n",
             "         [ 3.54135397e+00,  1.61265218e+00,  8.98771010e-01, ...,\n",
             "          -1.33149657e+00, -8.61629037e-01, -1.01506852e+00],\n",
             "         [ 8.21206267e-01,  1.01975532e+00,  1.02555562e+00, ...,\n",
             "          -1.10798717e+00, -1.67655694e+00, -2.66035015e+00],\n",
             "         [ 9.16905323e-01,  9.82435051e-01,  9.91414455e-01, ...,\n",
             "          -1.06591457e+00, -1.60015384e+00, -2.71945197e+00]],\n",
             "\n",
             "        [[ 5.74308919e-01,  5.75633495e-01,  5.75495195e-01, ...,\n",
             "          -3.28954363e-01, -3.40246647e-01, -3.52736858e-01],\n",
             "         [ 4.34821963e-01,  4.51781613e-01,  4.67282265e-01, ...,\n",
             "          -8.11740993e-01, -8.18559705e-01, -8.27546589e-01],\n",
             "         [ 4.99543539e-01,  5.16121468e-01,  5.30156720e-01, ...,\n",
             "          -2.14349713e-01, -2.51159176e-01, -2.90786618e-01],\n",
             "         ...,\n",
             "         [ 3.14354389e+00,  1.50349449e+00,  4.44072762e-01, ...,\n",
             "          -1.42600314e+00, -8.67657124e-01, -2.00784876e-01],\n",
             "         [ 9.42681585e-01,  1.06873600e+00,  1.07691673e+00, ...,\n",
             "          -1.39523100e+00, -2.39979759e+00, -2.52772837e+00],\n",
             "         [ 1.03394270e+00,  1.04123605e+00,  1.05185201e+00, ...,\n",
             "          -1.40157882e+00, -2.69561869e+00, -2.10382962e+00]]],\n",
             "\n",
             "\n",
             "       [[[-4.04899393e-01, -3.95691270e-01, -3.87413113e-01, ...,\n",
             "           1.35327771e+00,  1.31768441e+00,  1.28145280e+00],\n",
             "         [-9.01461733e-01, -8.72102541e-01, -8.44249288e-01, ...,\n",
             "           5.61288275e-01,  5.16915364e-01,  4.71177072e-01],\n",
             "         [-8.40763247e-01, -8.68534280e-01, -9.02714234e-01, ...,\n",
             "           6.52948281e-01,  6.16754552e-01,  5.78028736e-01],\n",
             "         ...,\n",
             "         [ 2.30438231e+00,  1.02358803e+00, -5.01482242e-01, ...,\n",
             "          -1.45905587e+00,  4.19948990e-01,  1.58783492e+00],\n",
             "         [-8.62313541e-01, -1.01489738e+00, -1.82117188e+00, ...,\n",
             "          -3.20057966e+00, -2.21350440e+00, -1.79311988e+00],\n",
             "         [-6.03629679e-01, -9.68351431e-01, -1.88888571e+00, ...,\n",
             "          -3.28237325e+00, -2.23061491e+00, -1.44224544e+00]],\n",
             "\n",
             "        [[-2.42497202e+00, -2.36642884e+00, -2.30813927e+00, ...,\n",
             "           7.13522894e-01,  6.87651119e-01,  6.61306991e-01],\n",
             "         [-1.61389892e+00, -1.60113166e+00, -1.58760593e+00, ...,\n",
             "          -2.11488435e-01, -2.43895836e-01, -2.77118695e-01],\n",
             "         [-9.48637897e-01, -9.42168242e-01, -9.37381235e-01, ...,\n",
             "          -1.00783090e+00, -1.07000890e+00, -1.13570400e+00],\n",
             "         ...,\n",
             "         [ 2.04690681e+00,  8.26658267e-01, -2.58985631e+00, ...,\n",
             "          -8.20923674e-01, -1.28089044e+00, -1.34458379e+00],\n",
             "         [-3.00265635e-01, -2.81324318e-01, -5.35245673e-01, ...,\n",
             "          -2.00535062e+00, -2.77959030e+00, -3.47477990e+00],\n",
             "         [-1.18554479e-01, -2.69175094e-01, -5.40118895e-01, ...,\n",
             "          -1.96219684e+00, -2.87443956e+00, -3.34608953e+00]],\n",
             "\n",
             "        [[-7.56859409e-01, -7.55186342e-01, -7.54150016e-01, ...,\n",
             "           1.80111302e-01,  1.62432491e-01,  1.44615986e-01],\n",
             "         [-9.93338277e-01, -9.80677086e-01, -9.68946723e-01, ...,\n",
             "          -5.66550486e-01, -5.63818933e-01, -5.63154950e-01],\n",
             "         [-7.74875463e-01, -7.54171421e-01, -7.35150971e-01, ...,\n",
             "          -2.52713394e-02, -5.37468287e-02, -8.35269325e-02],\n",
             "         ...,\n",
             "         [-6.23805966e-01, -1.05898761e+00, -1.47165407e-01, ...,\n",
             "          -1.98760732e-01,  4.71743148e-01,  1.93527334e+00],\n",
             "         [-1.62664974e+00, -1.09409273e+00, -8.06065742e-01, ...,\n",
             "          -3.98544793e-01, -2.10299265e-01, -2.69129751e-01],\n",
             "         [-1.60505429e+00, -1.07276822e+00, -7.41386145e-01, ...,\n",
             "          -3.72584737e-01, -1.90235804e-01, -1.37385445e-01]],\n",
             "\n",
             "        ...,\n",
             "\n",
             "        [[-1.09258841e+00, -1.09255268e+00, -1.09324192e+00, ...,\n",
             "           1.63927751e-01,  1.38948305e-01,  1.13586373e-01],\n",
             "         [-1.29821000e+00, -1.28808497e+00, -1.27885989e+00, ...,\n",
             "          -9.25671704e-01, -9.83648334e-01, -1.04248370e+00],\n",
             "         [-9.47032587e-01, -9.39314544e-01, -9.33676450e-01, ...,\n",
             "          -1.35806667e+00, -1.38429806e+00, -1.41309924e+00],\n",
             "         ...,\n",
             "         [ 1.37617293e+00, -2.58149345e-01, -4.06315920e-01, ...,\n",
             "          -2.19198008e-01,  7.61713551e-01,  1.86446923e+00],\n",
             "         [-2.10935242e-01, -7.29780387e-02, -3.29670895e-02, ...,\n",
             "          -4.63308853e-01, -1.17989823e-02,  3.29306567e-02],\n",
             "         [-9.42372123e-02, -6.00808908e-02, -8.07446142e-03, ...,\n",
             "          -4.73259795e-01,  1.74576890e-02,  1.77407193e-01]],\n",
             "\n",
             "        [[-2.75341623e-01, -2.59113205e-01, -2.43883351e-01, ...,\n",
             "           1.26670422e+00,  1.23597671e+00,  1.20471485e+00],\n",
             "         [-1.47693145e-01, -1.32036875e-01, -1.17427816e-01, ...,\n",
             "           7.89866923e-01,  7.80897492e-01,  7.70718152e-01],\n",
             "         [-7.43276974e-01, -7.13754609e-01, -6.86061947e-01, ...,\n",
             "           1.98092423e+00,  1.94527804e+00,  1.90698660e+00],\n",
             "         ...,\n",
             "         [-2.09579206e+00, -2.91582027e+00, -1.32048206e+00, ...,\n",
             "           4.83749129e-01,  1.61605063e+00,  3.50200142e+00],\n",
             "         [-2.93105467e+00, -2.21623749e+00, -1.62649697e+00, ...,\n",
             "           6.53002780e-01,  7.07502821e-01,  5.74271021e-01],\n",
             "         [-2.88915091e+00, -2.21537964e+00, -1.60243628e+00, ...,\n",
             "           6.46074426e-01,  6.97008195e-01,  6.90917464e-01]],\n",
             "\n",
             "        [[ 9.37896374e-02,  1.15599964e-01,  1.35909427e-01, ...,\n",
             "          -6.08552783e-01, -6.53630489e-01, -6.99579003e-01],\n",
             "         [ 1.17046531e+00,  1.22323098e+00,  1.27302607e+00, ...,\n",
             "           2.14994629e-01,  1.55372772e-01,  9.29064933e-02],\n",
             "         [ 7.44233206e-01,  7.70336913e-01,  7.94178828e-01, ...,\n",
             "           4.34394855e-01,  4.01451571e-01,  3.66402272e-01],\n",
             "         ...,\n",
             "         [ 3.93677792e+00,  1.54015658e+00, -7.56258750e-02, ...,\n",
             "          -6.41937683e-01,  8.24722248e-01,  3.25418288e+00],\n",
             "         [ 2.64769665e-01,  4.44586061e-01,  3.39150385e-01, ...,\n",
             "          -3.04163049e-01, -2.08308626e-01, -3.58056681e-01],\n",
             "         [ 4.35588787e-01,  4.36937818e-01,  3.36376778e-01, ...,\n",
             "          -2.74425085e-01, -1.96012045e-01, -1.48244191e-01]]],\n",
             "\n",
             "\n",
             "       [[[ 9.40293628e-01,  9.42178452e-01,  9.43509028e-01, ...,\n",
             "          -1.74752778e+00, -1.76930970e+00, -1.79123152e+00],\n",
             "         [ 1.35548257e+00,  1.36497398e+00,  1.37385063e+00, ...,\n",
             "          -1.30976739e+00, -1.33571183e+00, -1.36269150e+00],\n",
             "         [ 1.75536584e+00,  1.76306862e+00,  1.76878200e+00, ...,\n",
             "          -1.61556642e+00, -1.69610410e+00, -1.77850137e+00],\n",
             "         ...,\n",
             "         [ 3.33898149e+00,  1.42526661e+00,  1.33135102e+00, ...,\n",
             "          -4.65665975e-01, -7.86327076e-01, -8.28409706e-01],\n",
             "         [ 1.03087907e+00,  1.30772070e+00,  1.41761954e+00, ...,\n",
             "          -2.83163882e+00, -3.78134319e+00, -4.84026420e+00],\n",
             "         [ 1.12348661e+00,  1.27996919e+00,  1.39373302e+00, ...,\n",
             "          -2.64299846e+00, -3.99663750e+00, -4.24665583e+00]],\n",
             "\n",
             "        [[ 1.58106036e+00,  1.58887331e+00,  1.59621632e+00, ...,\n",
             "          -8.17278034e-01, -7.94927632e-01, -7.73962011e-01],\n",
             "         [ 1.66329760e+00,  1.67836808e+00,  1.69239449e+00, ...,\n",
             "          -5.63162267e-01, -5.58362885e-01, -5.54746062e-01],\n",
             "         [ 1.48164972e+00,  1.49608867e+00,  1.50809559e+00, ...,\n",
             "           4.21535100e-02,  3.34795387e-02,  2.24498264e-02],\n",
             "         ...,\n",
             "         [ 3.56895131e+00,  1.63695141e+00,  1.38799070e+00, ...,\n",
             "           1.13895322e-01, -6.19546308e-01,  1.79983028e+00],\n",
             "         [ 1.12192676e+00,  1.32310053e+00,  1.37926076e+00, ...,\n",
             "           8.83071865e-02, -8.02014740e-02, -3.67938553e-01],\n",
             "         [ 1.20434952e+00,  1.27965381e+00,  1.34491852e+00, ...,\n",
             "           1.02972232e-01, -7.66114927e-02, -2.50605663e-01]],\n",
             "\n",
             "        [[ 1.39599929e+00,  1.40862370e+00,  1.42076325e+00, ...,\n",
             "          -1.67586520e-01, -1.73665897e-01, -1.80038386e-01],\n",
             "         [ 1.32253719e+00,  1.34384444e+00,  1.36387166e+00, ...,\n",
             "          -1.57573737e+00, -1.54024795e+00, -1.50807094e+00],\n",
             "         [ 9.58075018e-01,  9.74641801e-01,  9.88807879e-01, ...,\n",
             "          -6.96927663e-01, -6.89851843e-01, -6.85165125e-01],\n",
             "         ...,\n",
             "         [ 3.59637117e+00,  2.01853809e+00,  6.25036437e-01, ...,\n",
             "           6.67947323e-01,  6.52591337e-01,  2.59941463e+00],\n",
             "         [ 1.04562263e+00,  1.12069870e+00,  9.93794992e-01, ...,\n",
             "           4.98037027e-01,  4.95936472e-01,  3.19154869e-01],\n",
             "         [ 1.14050851e+00,  1.08169194e+00,  9.62888419e-01, ...,\n",
             "           5.04336014e-01,  4.87487126e-01,  4.25098987e-01]],\n",
             "\n",
             "        ...,\n",
             "\n",
             "        [[ 1.95483056e-01,  2.01455987e-01,  2.06770047e-01, ...,\n",
             "          -2.95885395e-01, -3.14194143e-01, -3.32773608e-01],\n",
             "         [ 5.37089624e-01,  5.45194645e-01,  5.52419182e-01, ...,\n",
             "           1.80516277e-01,  1.64910528e-01,  1.48673354e-01],\n",
             "         [ 8.71209480e-01,  8.89607737e-01,  9.06121442e-01, ...,\n",
             "           2.05449378e-02, -1.02256492e-02, -4.17304993e-02],\n",
             "         ...,\n",
             "         [ 2.88968819e+00,  1.16499073e+00, -1.00236320e+00, ...,\n",
             "          -1.08990051e+00, -4.76584528e-01,  1.35160672e+00],\n",
             "         [-9.88485951e-02, -3.74073896e-02, -2.26745670e-01, ...,\n",
             "          -9.28263859e-01, -8.96539461e-01, -1.13983463e+00],\n",
             "         [ 6.05317570e-02, -3.23972319e-02, -2.23188673e-01, ...,\n",
             "          -8.93963755e-01, -8.54545139e-01, -1.00813872e+00]],\n",
             "\n",
             "        [[ 1.64859177e-01,  1.72338638e-01,  1.79177398e-01, ...,\n",
             "          -1.97759152e+00, -2.00187182e+00, -2.02640457e+00],\n",
             "         [ 1.08112540e+00,  1.09105001e+00,  1.09991246e+00, ...,\n",
             "          -3.86797049e+00, -4.00869203e+00, -4.06643733e+00],\n",
             "         [ 1.79816868e+00,  1.80905175e+00,  1.81831680e+00, ...,\n",
             "          -5.42584218e-01, -5.37243854e-01, -5.32308112e-01],\n",
             "         ...,\n",
             "         [ 4.71954963e+00,  2.75359110e+00,  6.12894250e-01, ...,\n",
             "          -5.95455957e-01, -6.28969519e-01,  1.49910859e+00],\n",
             "         [ 1.08454967e+00,  1.15733030e+00,  1.00518011e+00, ...,\n",
             "          -4.94074351e-01, -6.17681380e-01, -9.92059905e-01],\n",
             "         [ 1.21278822e+00,  1.12362043e+00,  9.77000989e-01, ...,\n",
             "          -4.61788668e-01, -5.80241792e-01, -8.85285890e-01]],\n",
             "\n",
             "        [[ 5.48948056e-01,  5.57660978e-01,  5.65621430e-01, ...,\n",
             "          -4.81122847e-01, -4.81631140e-01, -4.82836899e-01],\n",
             "         [ 1.09145917e+00,  1.10808801e+00,  1.12338111e+00, ...,\n",
             "          -2.04917046e-01, -2.06945317e-01, -2.10274181e-01],\n",
             "         [ 1.20390709e+00,  1.21774890e+00,  1.22980521e+00, ...,\n",
             "           1.93006638e-02,  4.19240932e-02,  6.14164214e-02],\n",
             "         ...,\n",
             "         [ 4.00792639e+00,  2.14197528e+00,  3.92633520e-01, ...,\n",
             "           5.18565236e-01,  1.15142696e+00,  3.32396568e+00],\n",
             "         [ 7.97097959e-01,  8.64589293e-01,  6.40287194e-01, ...,\n",
             "           4.08759777e-01,  4.28817742e-01,  2.25847498e-01],\n",
             "         [ 9.81963407e-01,  8.32319487e-01,  6.26185878e-01, ...,\n",
             "           4.12239785e-01,  4.11676406e-01,  3.98953891e-01]]],\n",
             "\n",
             "\n",
             "       ...,\n",
             "\n",
             "\n",
             "       [[[-1.52563214e+00, -1.52730731e+00, -1.53021655e+00, ...,\n",
             "          -4.28417877e+00, -4.29282226e+00, -4.30281977e+00],\n",
             "         [-1.52692799e+00, -1.48797385e+00, -1.45238784e+00, ...,\n",
             "          -6.00174248e+00, -6.04704912e+00, -6.09601406e+00],\n",
             "         [ 5.70433718e-01,  5.91651659e-01,  6.10391032e-01, ...,\n",
             "          -5.60112685e-01, -5.89342204e-01, -6.21479783e-01],\n",
             "         ...,\n",
             "         [ 2.87602274e+00,  8.16411428e-01,  7.01284910e-01, ...,\n",
             "           2.43570053e-01,  3.71326993e-01,  2.33412913e+00],\n",
             "         [ 4.91710530e-01,  7.18220351e-01,  8.07372432e-01, ...,\n",
             "           1.20417920e-01,  1.37509966e-01, -1.69702007e-02],\n",
             "         [ 5.72769393e-01,  6.95907675e-01,  7.85014735e-01, ...,\n",
             "           1.48225680e-01,  1.47185829e-01,  1.10255843e-01]],\n",
             "\n",
             "        [[-2.10810588e+00, -2.00240774e+00, -1.89948316e+00, ...,\n",
             "          -6.64537476e+00, -6.72329757e+00, -6.80428157e+00],\n",
             "         [-1.57206425e-01, -1.22270720e-01, -8.91170494e-02, ...,\n",
             "          -1.95770765e+00, -1.96682205e+00, -1.97764568e+00],\n",
             "         [ 6.76033321e-01,  7.06599704e-01,  7.34636992e-01, ...,\n",
             "          -7.78958672e-02, -8.54461185e-02, -9.72182688e-02],\n",
             "         ...,\n",
             "         [ 2.89666383e+00,  1.38819054e+00,  1.79565827e-01, ...,\n",
             "          -1.97082225e+00, -1.03177348e+00, -4.93003517e-01],\n",
             "         [ 4.69972269e-01,  5.26564009e-01,  4.01128665e-01, ...,\n",
             "          -2.68235465e+00, -3.45535289e+00, -3.05009916e+00],\n",
             "         [ 5.88157757e-01,  5.17114187e-01,  4.02614928e-01, ...,\n",
             "          -2.79086346e+00, -3.49076259e+00, -2.59604487e+00]],\n",
             "\n",
             "        [[-3.78406495e-01, -3.62489628e-01, -3.47627457e-01, ...,\n",
             "          -2.02469923e+00, -2.04840634e+00, -2.07241774e+00],\n",
             "         [ 1.33232665e-01,  1.72693250e-01,  2.10568338e-01, ...,\n",
             "          -3.70534718e+00, -3.63998427e+00, -3.58096687e+00],\n",
             "         [ 6.96990521e-01,  7.31977627e-01,  7.64995473e-01, ...,\n",
             "          -5.44724689e-01, -5.37134969e-01, -5.32540057e-01],\n",
             "         ...,\n",
             "         [ 3.00357479e+00,  1.45365798e+00,  2.00497517e-01, ...,\n",
             "           8.61693479e-01,  1.19740097e+00,  2.98849800e+00],\n",
             "         [ 5.66590964e-01,  6.50473657e-01,  5.48229121e-01, ...,\n",
             "           7.95168991e-01,  7.97456681e-01,  6.36295094e-01],\n",
             "         [ 6.80455943e-01,  6.44777964e-01,  5.45464208e-01, ...,\n",
             "           7.94435592e-01,  7.88864013e-01,  7.29683061e-01]],\n",
             "\n",
             "        ...,\n",
             "\n",
             "        [[-1.16536520e+00, -1.12294686e+00, -1.08147454e+00, ...,\n",
             "          -5.26242112e-01, -5.37738216e-01, -5.50280906e-01],\n",
             "         [-9.45649911e-01, -8.81376604e-01, -8.18939735e-01, ...,\n",
             "           1.54773483e-01,  1.34216653e-01,  1.12442334e-01],\n",
             "         [-4.15972338e-01, -3.52334215e-01, -2.90655201e-01, ...,\n",
             "           3.60201203e-01,  3.26579155e-01,  2.89624800e-01],\n",
             "         ...,\n",
             "         [ 2.13139530e+00,  2.10058731e-01, -3.03750852e-01, ...,\n",
             "           1.52649368e-01,  3.39380291e-02,  1.96441353e+00],\n",
             "         [-8.70767317e-02,  1.37259305e-01,  1.92521241e-01, ...,\n",
             "          -1.30318598e-01, -6.65542359e-02, -2.49248599e-01],\n",
             "         [ 1.55702889e-02,  1.49771544e-01,  2.00100103e-01, ...,\n",
             "          -9.07729540e-02, -4.02212085e-02, -1.32073400e-01]],\n",
             "\n",
             "        [[ 1.00409170e+00,  1.02755963e+00,  1.05038806e+00, ...,\n",
             "          -1.80298758e+00, -1.78158172e+00, -1.76235800e+00],\n",
             "         [ 1.06554383e+00,  1.08742881e+00,  1.10803481e+00, ...,\n",
             "          -6.16587921e-01, -6.13392034e-01, -6.12184718e-01],\n",
             "         [ 1.42348515e+00,  1.39086106e+00,  1.35184508e+00, ...,\n",
             "           1.04025220e+00,  1.04141805e+00,  1.03883446e+00],\n",
             "         ...,\n",
             "         [ 2.92501604e+00,  6.21244994e-01,  4.71588671e-01, ...,\n",
             "           2.50904972e-01, -1.05154979e+00,  1.88515410e+00],\n",
             "         [ 1.34014321e-02,  2.81850326e-01,  3.62471090e-01, ...,\n",
             "          -4.51596323e-01, -6.18002426e-01, -9.29349936e-01],\n",
             "         [ 1.49898658e-01,  2.73009916e-01,  3.62738524e-01, ...,\n",
             "          -4.03990647e-01, -6.08246582e-01, -7.63262540e-01]],\n",
             "\n",
             "        [[ 4.16655190e-01,  4.31390394e-01,  4.45680603e-01, ...,\n",
             "          -2.13714408e-01, -2.21400586e-01, -2.29679313e-01],\n",
             "         [ 4.08799661e-01,  4.35294601e-01,  4.60747861e-01, ...,\n",
             "           6.14005784e-01,  5.98590520e-01,  5.81737216e-01],\n",
             "         [ 2.68031006e-01,  2.81350320e-01,  2.93149208e-01, ...,\n",
             "           1.79852755e+00,  1.76909108e+00,  1.73776942e+00],\n",
             "         ...,\n",
             "         [-5.63676185e-01, -4.16378904e-01, -7.97361433e-01, ...,\n",
             "           7.28801112e-01,  7.33878165e-01,  2.74939552e+00],\n",
             "         [-2.03707555e+00, -1.24146949e+00, -8.30854296e-01, ...,\n",
             "           4.31678238e-01,  3.99617924e-01,  2.08674915e-01],\n",
             "         [-2.12273774e+00, -1.21052800e+00, -8.07879269e-01, ...,\n",
             "           4.40463583e-01,  3.90542616e-01,  3.25687301e-01]]],\n",
             "\n",
             "\n",
             "       [[[ 1.57755132e+00,  1.59468807e+00,  1.61072052e+00, ...,\n",
             "          -1.50734227e+00, -1.53837433e+00, -1.56991161e+00],\n",
             "         [ 9.26168334e-01,  9.52899821e-01,  9.78389183e-01, ...,\n",
             "          -1.85013596e+00, -1.86456367e+00, -1.88105053e+00],\n",
             "         [ 8.32762041e-01,  8.41605966e-01,  8.47636737e-01, ...,\n",
             "          -9.79470998e-01, -9.80247964e-01, -9.84740723e-01],\n",
             "         ...,\n",
             "         [ 2.28661151e+00,  7.95328426e-02,  8.46288206e-01, ...,\n",
             "          -5.50613123e-01,  3.69386970e-01,  1.97840883e+00],\n",
             "         [ 2.03213787e-01,  5.07349941e-01,  6.78492462e-01, ...,\n",
             "          -3.41455937e-01, -2.56000391e-01, -3.18660029e-01],\n",
             "         [ 2.60098025e-01,  5.00093387e-01,  6.73170027e-01, ...,\n",
             "          -3.14765440e-01, -2.46838659e-01, -1.81191661e-01]],\n",
             "\n",
             "        [[ 1.28174851e+00,  1.29208814e+00,  1.30192270e+00, ...,\n",
             "          -6.06831024e-01, -6.08269893e-01, -6.10285919e-01],\n",
             "         [ 1.17126823e+00,  1.20265272e+00,  1.23245689e+00, ...,\n",
             "          -1.28554028e+00, -1.32425630e+00, -1.36492883e+00],\n",
             "         [ 1.34378123e+00,  1.36437185e+00,  1.38058147e+00, ...,\n",
             "          -8.95742142e-01, -9.52507519e-01, -1.01282565e+00],\n",
             "         ...,\n",
             "         [ 2.87435979e+00,  1.18201789e+00,  7.12622858e-01, ...,\n",
             "          -1.00501004e+00, -7.89351367e-02,  1.17164139e+00],\n",
             "         [ 8.04359758e-01,  9.93498178e-01,  1.04108831e+00, ...,\n",
             "          -5.42316123e-01, -4.13511248e-01, -5.60298931e-01],\n",
             "         [ 8.68940497e-01,  9.69795626e-01,  1.01406285e+00, ...,\n",
             "          -4.93564990e-01, -3.51899688e-01, -4.28443512e-01]],\n",
             "\n",
             "        [[ 7.67757581e-01,  7.98308994e-01,  8.27728850e-01, ...,\n",
             "          -2.42094354e+00, -2.40685168e+00, -2.39537720e+00],\n",
             "         [ 8.91788862e-01,  9.20617701e-01,  9.48121640e-01, ...,\n",
             "          -4.26287403e-01, -4.51829029e-01, -4.78754520e-01],\n",
             "         [ 1.63064381e+00,  1.65305814e+00,  1.67249287e+00, ...,\n",
             "           4.39571645e-01,  4.08194239e-01,  3.74027646e-01],\n",
             "         ...,\n",
             "         [ 2.91344495e+00,  1.19707852e+00,  1.06439859e+00, ...,\n",
             "          -6.53158360e-01,  6.54483844e-01,  2.06264870e+00],\n",
             "         [ 7.67589220e-01,  9.49722740e-01,  1.00933641e+00, ...,\n",
             "           2.31716108e-01,  2.52540666e-01,  1.24950681e-01],\n",
             "         [ 8.22274073e-01,  9.37407145e-01,  9.96273242e-01, ...,\n",
             "           2.34813550e-01,  2.65973343e-01,  2.11321726e-01]],\n",
             "\n",
             "        ...,\n",
             "\n",
             "        [[ 9.15252914e-01,  9.26335536e-01,  9.36453182e-01, ...,\n",
             "           5.94340496e-01,  5.46423498e-01,  4.97816515e-01],\n",
             "         [ 2.10456661e+00,  2.11821529e+00,  2.13040730e+00, ...,\n",
             "           1.65883799e-01,  1.17778684e-01,  6.89634802e-02],\n",
             "         [ 2.11940366e+00,  2.12928510e+00,  2.13724339e+00, ...,\n",
             "          -7.06930241e-01, -6.83296883e-01, -6.59632742e-01],\n",
             "         ...,\n",
             "         [ 3.47123261e+00,  1.34207044e+00,  1.78140718e+00, ...,\n",
             "          -1.40069885e-01,  1.06023083e+00,  2.15567505e+00],\n",
             "         [ 1.23956108e+00,  1.58128079e+00,  1.76614725e+00, ...,\n",
             "           1.87669777e-01,  2.63729116e-01, -1.13478408e-02],\n",
             "         [ 1.28008510e+00,  1.53128806e+00,  1.71362703e+00, ...,\n",
             "           1.96006773e-01,  3.01486942e-01,  7.98313942e-02]],\n",
             "\n",
             "        [[ 1.43915669e+00,  1.44731666e+00,  1.45490393e+00, ...,\n",
             "           1.04628046e+00,  1.02232380e+00,  9.97895568e-01],\n",
             "         [ 1.61035451e+00,  1.61981921e+00,  1.62843733e+00, ...,\n",
             "           6.24705938e-01,  6.00904405e-01,  5.76322905e-01],\n",
             "         [ 2.24063829e+00,  2.25311777e+00,  2.26354841e+00, ...,\n",
             "           5.61937968e-01,  5.26890950e-01,  4.89437031e-01],\n",
             "         ...,\n",
             "         [ 3.63259185e+00,  1.80243317e+00,  1.64489574e+00, ...,\n",
             "           1.90693826e-01,  1.39050420e+00,  2.62133085e+00],\n",
             "         [ 1.23754931e+00,  1.45404970e+00,  1.53981939e+00, ...,\n",
             "          -5.13626394e-01,  1.15506199e-02,  1.09980123e-01],\n",
             "         [ 1.27919683e+00,  1.40334738e+00,  1.48814943e+00, ...,\n",
             "          -5.22085498e-01,  1.62671168e-02,  2.68459039e-01]],\n",
             "\n",
             "        [[ 4.18319048e-01,  4.36920036e-01,  4.54870305e-01, ...,\n",
             "           6.89887033e-01,  6.34788601e-01,  5.79161341e-01],\n",
             "         [ 7.19790781e-01,  7.45435099e-01,  7.70062395e-01, ...,\n",
             "           4.45726861e-01,  4.32110473e-01,  4.19831363e-01],\n",
             "         [ 1.42494597e+00,  1.46565940e+00,  1.50396874e+00, ...,\n",
             "           2.12708998e+00,  2.10800847e+00,  2.08715108e+00],\n",
             "         ...,\n",
             "         [ 4.10470708e+00,  2.22786753e+00,  2.81484625e-01, ...,\n",
             "           2.32900509e+00,  1.29457295e+00,  4.33247656e+00],\n",
             "         [ 6.41157726e-01,  6.59836605e-01,  3.33337210e-01, ...,\n",
             "           1.69622802e+00,  1.52132068e+00,  1.17537167e+00],\n",
             "         [ 8.24203461e-01,  6.40035111e-01,  3.26896228e-01, ...,\n",
             "           1.66668943e+00,  1.46800026e+00,  1.26693894e+00]]],\n",
             "\n",
             "\n",
             "       [[[-1.63657916e+00, -1.58410547e+00, -1.53236309e+00, ...,\n",
             "           2.15569295e+00,  2.11859040e+00,  2.08056710e+00],\n",
             "         [-1.55700938e+00, -1.47462991e+00, -1.39550347e+00, ...,\n",
             "           2.01259690e+00,  1.97091752e+00,  1.92820392e+00],\n",
             "         [-1.06284921e+00, -1.00620788e+00, -9.49007811e-01, ...,\n",
             "           7.42397410e-01,  6.99437185e-01,  6.55541900e-01],\n",
             "         ...,\n",
             "         [ 3.65706131e-01,  7.82396067e-01, -2.38733996e+00, ...,\n",
             "           3.71731568e-01,  1.59149131e+00,  3.07004838e+00],\n",
             "         [-1.73283273e+00, -8.29979364e-01, -5.82783121e-01, ...,\n",
             "          -4.18810795e-01,  1.54487693e-01,  2.48719879e-01],\n",
             "         [-1.85176944e+00, -7.05620960e-01, -5.47547538e-01, ...,\n",
             "          -4.08443957e-01,  1.55826767e-01,  4.41785015e-01]],\n",
             "\n",
             "        [[ 1.07968491e+00,  1.07751849e+00,  1.07417423e+00, ...,\n",
             "           2.80855507e+00,  2.76514355e+00,  2.72098253e+00],\n",
             "         [ 1.07426739e+00,  1.07180616e+00,  1.06722482e+00, ...,\n",
             "           1.44608688e+00,  1.38790605e+00,  1.32937172e+00],\n",
             "         [ 1.11151038e+00,  1.11544067e+00,  1.11682140e+00, ...,\n",
             "          -4.82949216e-01, -4.48125210e-01, -4.20080706e-01],\n",
             "         ...,\n",
             "         [ 3.43740412e+00,  1.32478630e+00,  1.80658666e+00, ...,\n",
             "          -4.18487471e-02,  1.33946617e+00,  2.89497076e+00],\n",
             "         [ 1.26153567e+00,  1.46295163e+00,  1.54749684e+00, ...,\n",
             "           8.65661265e-01,  8.89714693e-01,  7.78560167e-01],\n",
             "         [ 1.29262007e+00,  1.41120737e+00,  1.50292649e+00, ...,\n",
             "           8.43375228e-01,  8.70604803e-01,  8.55271824e-01]],\n",
             "\n",
             "        [[-1.61814118e+00, -1.55163933e+00, -1.48601455e+00, ...,\n",
             "           2.98041695e+00,  2.93983419e+00,  2.89851200e+00],\n",
             "         [-2.03554714e+00, -1.95398808e+00, -1.87138678e+00, ...,\n",
             "           1.46228732e+00,  1.42366269e+00,  1.38517905e+00],\n",
             "         [-2.64833564e+00, -2.60434398e+00, -2.56238083e+00, ...,\n",
             "           1.35493304e+00,  1.36731273e+00,  1.37148300e+00],\n",
             "         ...,\n",
             "         [ 4.92982509e-01,  7.35894811e-01,  9.05699846e-01, ...,\n",
             "           1.42472860e+00,  2.41823800e+00,  4.38602641e+00],\n",
             "         [-9.99214258e-01, -2.61635513e-01,  5.46600403e-03, ...,\n",
             "           1.43544588e+00,  1.49015066e+00,  1.37030473e+00],\n",
             "         [-1.06728771e+00, -2.24630018e-01,  5.86759961e-02, ...,\n",
             "           1.41225414e+00,  1.45338060e+00,  1.48155691e+00]],\n",
             "\n",
             "        ...,\n",
             "\n",
             "        [[ 2.75594341e-01,  2.82115436e-01,  2.87988355e-01, ...,\n",
             "           1.22338508e+00,  1.19722147e+00,  1.17047157e+00],\n",
             "         [ 3.19367429e-01,  3.46142206e-01,  3.70329884e-01, ...,\n",
             "           2.04315352e+00,  1.94863798e+00,  1.85195677e+00],\n",
             "         [ 5.02235890e-01,  5.08674417e-01,  5.12345305e-01, ...,\n",
             "           8.17523109e-01,  7.73060712e-01,  7.26607934e-01],\n",
             "         ...,\n",
             "         [ 2.71818771e+00,  1.18613074e+00, -1.43370308e-01, ...,\n",
             "          -1.60539066e-01,  5.97446182e-01,  2.06865155e+00],\n",
             "         [ 5.63072684e-01,  6.62232442e-01,  6.80109620e-01, ...,\n",
             "          -1.86215591e-01,  4.87331830e-02,  3.62484796e-02],\n",
             "         [ 6.62841375e-01,  6.51329537e-01,  6.65326970e-01, ...,\n",
             "          -1.55838563e-01,  6.46226566e-02,  1.68399524e-01]],\n",
             "\n",
             "        [[-1.22737014e+00, -1.18883647e+00, -1.15087073e+00, ...,\n",
             "           1.23394915e+00,  1.16986001e+00,  1.10466912e+00],\n",
             "         [-2.00318494e+00, -1.91176706e+00, -1.82212604e+00, ...,\n",
             "           3.27647804e-01,  1.71291068e-01,  1.21784785e-02],\n",
             "         [-2.38394137e+00, -2.29133110e+00, -2.19901656e+00, ...,\n",
             "           6.88779362e-01,  6.42517357e-01,  5.94923561e-01],\n",
             "         ...,\n",
             "         [ 1.40403486e+00, -3.93977704e+00,  4.74370010e-01, ...,\n",
             "           4.28614500e-01,  1.58514132e+00,  3.42973651e+00],\n",
             "         [-7.33500467e-01, -3.51935295e-01, -9.60072789e-02, ...,\n",
             "           7.17555452e-01,  7.85889675e-01,  6.46641420e-01],\n",
             "         [-6.26451654e-01, -3.48627750e-01, -6.08625383e-02, ...,\n",
             "           7.07719890e-01,  7.73596070e-01,  7.62896284e-01]],\n",
             "\n",
             "        [[-1.77083043e+00, -1.73604970e+00, -1.70150793e+00, ...,\n",
             "           1.09062712e+00,  1.02517939e+00,  9.59279976e-01],\n",
             "         [-1.10369910e+00, -1.10286004e+00, -1.10428199e+00, ...,\n",
             "          -1.54013290e+00, -1.51831853e+00, -1.48521130e+00],\n",
             "         [-1.18254422e-01, -9.53441185e-02, -7.46309479e-02, ...,\n",
             "           2.48581223e-01,  2.43972400e-01,  2.38042422e-01],\n",
             "         ...,\n",
             "         [ 2.28713369e+00,  9.84919358e-01, -1.01329497e+00, ...,\n",
             "           9.61620967e-01,  2.05887862e+00,  3.86512765e+00],\n",
             "         [-4.17881594e-01, -5.55130719e-01, -1.21157965e+00, ...,\n",
             "           1.25964575e+00,  1.28305741e+00,  1.13842255e+00],\n",
             "         [-2.06602502e-01, -5.27021695e-01, -1.23039970e+00, ...,\n",
             "           1.22521418e+00,  1.24536401e+00,  1.23116620e+00]]]])
    • Low-pass filtered HFA
      (epoch, channel, time)
      float64
      -0.5572 -0.3505 ... -0.7235 -0.7839
      array([[[-0.55722445, -0.35045045, -0.15205402, ...,  0.32071735,\n",
             "          0.2653267 ,  0.20620309],\n",
             "        [-0.78504933, -0.71175459, -0.63951729, ..., -0.48619012,\n",
             "         -0.58628096, -0.68681096],\n",
             "        [ 0.08141248, -0.02148098, -0.12156504, ..., -0.79634564,\n",
             "         -0.8382418 , -0.87936113],\n",
             "        ...,\n",
             "        [ 1.27220764,  1.04497205,  0.8213403 , ..., -0.31990238,\n",
             "         -0.34853621, -0.37733814],\n",
             "        [-0.41907094, -0.41268774, -0.40452625, ..., -0.11338628,\n",
             "         -0.1352598 , -0.15755266],\n",
             "        [-0.92384011, -0.86125627, -0.79696591, ..., -0.56037478,\n",
             "         -0.69240248, -0.82728707]],\n",
             "\n",
             "       [[-0.31745895, -0.35113427, -0.38355809, ..., -0.97980386,\n",
             "         -1.18953749, -1.4044814 ],\n",
             "        [-0.52255477, -0.4747038 , -0.42760367, ..., -0.17815445,\n",
             "         -0.29884801, -0.42237863],\n",
             "        [-0.5143446 , -0.49939427, -0.48358077, ..., -0.3344933 ,\n",
             "         -0.56288699, -0.79734178],\n",
             "        ...,\n",
             "        [-1.12970668, -0.98675379, -0.84590074, ..., -0.66108719,\n",
             "         -0.69541692, -0.72963154],\n",
             "        [-0.76118298, -0.69168421, -0.62380438, ..., -0.44930201,\n",
             "         -0.53370862, -0.61952314],\n",
             "        [-0.79698496, -0.69017411, -0.58591732, ..., -0.1928013 ,\n",
             "         -0.26283561, -0.33512544]],\n",
             "\n",
             "       [[-1.04352089, -0.92781334, -0.81636026, ..., -0.63552018,\n",
             "         -0.84232751, -1.05556983],\n",
             "        [-0.70175051, -0.62421523, -0.54808752, ..., -0.70939563,\n",
             "         -0.70622902, -0.70183793],\n",
             "        [-0.31527505, -0.30666109, -0.29802473, ..., -0.47679593,\n",
             "         -0.46786845, -0.45817719],\n",
             "        ...,\n",
             "        [-0.75496034, -0.7750953 , -0.79411767, ..., -0.38863549,\n",
             "         -0.48162525, -0.57616487],\n",
             "        [-0.35194069, -0.34217873, -0.3328539 , ..., -0.21180356,\n",
             "         -0.29411081, -0.3787403 ],\n",
             "        [-0.55860719, -0.52110093, -0.48451795, ..., -0.37747255,\n",
             "         -0.46366781, -0.55188862]],\n",
             "\n",
             "       ...,\n",
             "\n",
             "       [[-1.53592456, -1.38733416, -1.24067899, ..., -0.73779431,\n",
             "         -0.90933315, -1.0798213 ],\n",
             "        [-0.55448721, -0.53254897, -0.51068622, ..., -0.32623476,\n",
             "         -0.45909002, -0.5949611 ],\n",
             "        [-0.77226291, -0.70987597, -0.64935919, ..., -0.72200745,\n",
             "         -0.79295072, -0.86522509],\n",
             "        ...,\n",
             "        [-1.00929101, -0.94942079, -0.8907659 , ..., -0.71859234,\n",
             "         -0.86394619, -1.01397194],\n",
             "        [-0.50642446, -0.45218583, -0.39939951, ...,  0.07863249,\n",
             "          0.12609372,  0.17453339],\n",
             "        [-0.85923643, -0.79593505, -0.73382414, ..., -0.27641309,\n",
             "         -0.50481494, -0.7391722 ]],\n",
             "\n",
             "       [[-1.46952946, -1.39135579, -1.31447809, ..., -0.91041666,\n",
             "         -1.08504229, -1.26339741],\n",
             "        [-0.4635759 , -0.47777889, -0.49091248, ..., -0.00884495,\n",
             "         -0.03918553, -0.07153994],\n",
             "        [-0.72275354, -0.66562973, -0.60925247, ..., -0.45559207,\n",
             "         -0.57205713, -0.69159195],\n",
             "        ...,\n",
             "        [-0.81110225, -0.76979449, -0.72913841, ..., -0.01297166,\n",
             "         -0.17204604, -0.33373046],\n",
             "        [-0.67504801, -0.64950589, -0.62407296, ..., -0.44131178,\n",
             "         -0.53747513, -0.63536607],\n",
             "        [-0.61259686, -0.60635283, -0.59986444, ...,  0.39894872,\n",
             "          0.39382701,  0.39072565]],\n",
             "\n",
             "       [[-0.50172746, -0.50007591, -0.49844615, ..., -0.91406926,\n",
             "         -1.12188931, -1.33385636],\n",
             "        [-0.48818892, -0.44053809, -0.39169382, ..., -0.8046927 ,\n",
             "         -0.82182853, -0.83531051],\n",
             "        [-0.68459361, -0.57315787, -0.46320266, ..., -0.51630811,\n",
             "         -0.52405482, -0.5300185 ],\n",
             "        ...,\n",
             "        [-1.02575486, -0.74979224, -0.47995183, ..., -0.30871513,\n",
             "         -0.44949317, -0.59194219],\n",
             "        [ 0.04431285,  0.0419622 ,  0.03912131, ..., -0.530455  ,\n",
             "         -0.58464065, -0.63994083],\n",
             "        [-0.52155074, -0.51028736, -0.49879508, ..., -0.66415828,\n",
             "         -0.72354198, -0.78394542]]])
" ], "text/plain": [ "\n", "Dimensions: (channel: 32, epoch: 29, frequency: 14, time: 1201)\n", "Coordinates:\n", " * frequency (frequency) float64 4.0 5.657 ... 256.0 362.0\n", " * time (time) float64 -1.0 -0.9967 ... 2.997 3.0\n", " * channel (channel) ]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax_tfr, ax_hfa) = plt.subplots(2, 1, figsize=(15, 10))\n", "im = ds_plt['Time Frequency Representation'].mean('epoch').plot.imshow(x='time', y='frequency',\n", " ax=ax_tfr)\n", "\n", "ds_plt['Low-pass filtered HFA'].mean('epoch').plot.line(x='time', ax=ax_hfa)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Wrapping up\n", "\n", "In all, I was pretty happy with what you can do using xarray's `DataArray` structure.\n", "It's pretty nice to be able to refer to axes by their names, and to make more intelligent\n", "selection / slicing operations using their coordinate values. Moreover, this post is just\n", "scratching the surface for how to use this information in a way that speeds up the exploration\n", "and analysis post.\n", "\n", "For example, we might have sped-up some feature extraction steps by using\n", "a distributed processing framework like **Dask** in the operations above. Dask integrates nicely\n", "with xarray, and offers a lot of interesting opportunities to parallelize interactive computation.\n", "I'll explore that in another blog post.\n", "\n", "Finally - the goal of this post has largely been to learn a bit more about xarray. This means I might\n", "be totally mis-using functionality, or missing something that would have made the above process much\n", "easier. If anybody has tips or thoughts on the code above, please do reach out!" ] } ], "metadata": { "anaconda-cloud": {}, "hide_input": false, "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": "3.8.0" }, "toc-autonumbering": false, "toc-showcode": false, "toc-showmarkdowntxt": false, "toc-showtags": false, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 }, "date": "2019-10-22", "redirect": "xarray-explore-ieeg", "tags": [ "analysis", "neuroscience", "xarray", "open source" ] } }, "nbformat": 4, "nbformat_minor": 4 }