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@mhhennig
Last active June 5, 2024 20:09
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Spike sorting a 3Brain Biocam retina recording with Herdingspikes and SpikeToolkit
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Spike sorting a 3Brain Biocam retina recording with Herdingspikes and SpikeToolkit\n",
"\n",
"This is a quick example to show how a recording can be sorted with just a few lines of code, using [**SpikeInterface**](https://github.com/SpikeInterface) throughout, and our sorter [**Herdingspikes**](https://github.com/mhhennig/HS2). Of course the same data could be sorted easily with another sorter too. \n",
"\n",
"\n",
"The recording illustrated here was made by [Gerrit Hilgen](http://homepages.inf.ed.ac.uk/mhennig/) at the University of Newcastle. It is from a mouse retina, recording 1024 channels at 23kHz sampling rate, for 136 seconds. The recorded data is 6.1GB.\n",
"\n",
"## Setup\n",
"\n",
"To run this notebook, you need a Python 3 environment, with the following packages `numpy`, `scipy`, `matplotlib`, `pandas`, `scikit-learn`, `networkx`, `cython`, `h5py` and `joblib`. Best use a conda environment:\n",
"\n",
"```\n",
"conda create -n spikeinterface\n",
"conda activate spikeinterface\n",
"conda install numpy scipy matplotlib pandas scikit-learn networkx cython h5py joblib\n",
"```\n",
"\n",
"Next install [**Herdingspikes**](https://github.com/mhhennig/HS2):\n",
"\n",
"```\n",
"pip install --upgrade herdingspikes\n",
"```\n",
"\n",
"\n",
"...and install the relevant [**SpikeInterface**](https://github.com/SpikeInterface) packages:\n",
"\n",
"```\n",
"pip install --upgrade spikeextractors\n",
"pip install --upgrade spiketoolkit\n",
"pip install --upgrade spikesorters\n",
"pip install --upgrade spikewidgets\n",
"```\n",
"\n",
"This can also be done all in one go (pip install coming soon):\n",
"\n",
"```\n",
"git clone https://github.com/SpikeInterface/spikeinterface.git\n",
"cd spikeinterface\n",
"pip install .\n",
"```\n",
"\n",
"## Further info\n",
"\n",
"The notebbook was created by [Matthias Hennig](http://homepages.inf.ed.ac.uk/mhennig/).\n",
"\n",
"\n",
"More on the SpikeInterface project: \n",
"[https://github.com/SpikeInterface](https://github.com/SpikeInterface)\n",
"[https://www.spikeforum.org/](https://www.spikeforum.org/)\n",
"\n",
"\n",
"Herdingspikes: \n",
"[https://github.com/mhhennig/HS2](https://github.com/mhhennig/HS2)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import time\n",
"import sys, os\n",
"\n",
"import spikeextractors as se\n",
"import spiketoolkit as st\n",
"import spikesorters as ss\n",
"import spikewidgets as sw\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1. Create a recording extractor and inspect raw data\n",
"\n",
"Here we create an extractor object, which will handle all access to our recording."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# 3Brain data format: 101 signal inversion -1.0\n",
"# signal range: -4125.0 - 4125.0\n",
"# channels: 1024\n",
"# frames: 3148820\n",
"# sampling rate: 23199.090358491783\n",
"# Signal inversion is -1.0.\n",
"# If your spike sorting results look wrong, invert the signal.\n"
]
}
],
"source": [
"raw_file = 'P29_16_05_14_retina02_left_stim2_smallarray_fullfield_HDF5.brw'\n",
"RX = se.BiocamRecordingExtractor(raw_file, verbose=True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<spikewidgets.widgets.timeserieswidget.timeserieswidget.TimeseriesWidget at 0x7f961a135a90>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,4))\n",
"ax = plt.subplot(111)\n",
"sw.plot_timeseries(RX, channels=range(14), trange=[0,2], ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This shows some hard to spot spikes, occluded by big signal artefacts.\n",
"\n",
"We can remove these with functions provided by spiketoolkit. In the following, first artefacts are removed andre-scaled into a data range Herdingspikes can work with.\n",
"\n",
"The magic here is that each of these filters returns a new extractor object. All these function in exactly the same way. Of course, all filters are 'lazy', they are ony applied when actual data is requested. No data is kept in memory."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Warning, narrow signal range suggests artefact-free data.\n"
]
},
{
"data": {
"text/plain": [
"<spikewidgets.widgets.timeserieswidget.timeserieswidget.TimeseriesWidget at 0x7f9616c96e48>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"RX_filtered = st.preprocessing.blank_saturation(RX)\n",
"RX_filtered = st.preprocessing.normalize_by_quantile(RX_filtered, scale=20)\n",
"\n",
"# if required, we can also bandpass filter:\n",
"# RX_filtered = st.preprocessing.bandpass_filter(RX_filtered)\n",
"\n",
"plt.figure(figsize=(14,4))\n",
"ax = plt.subplot(111)\n",
"sw.plot_timeseries(RX_filtered, channels=range(14), trange=[0,2], ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This looks better, data are now ready to be spike sorted.\n",
"\n",
"(let's ignore the warning thrown by the scaling function, we know it's not true!)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2. Run Herdingspikes (or another spike sorter)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['herdingspikes',\n",
" 'ironclust',\n",
" 'kilosort',\n",
" 'kilosort2',\n",
" 'klusta',\n",
" 'mountainsort4',\n",
" 'spykingcircus',\n",
" 'tridesclous']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's see which sorters are available here\n",
"ss.available_sorters()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Running herdingspikes\n",
"# Generating new position and neighbor files from data file\n",
"# Not Masking any Channels\n",
"# Sampling rate: 23199\n",
"# Localization On\n",
"# Number of recorded channels: 1024\n",
"# Analysing frames: 3148820; Seconds: 135.73085046769256\n",
"# Frames before spike in cutout: 5\n",
"# Frames after spike in cutout: 23\n",
"# tcuts: 37 55\n",
"# tInc: 1000000\n",
"# Analysing frames from -37 to 1000055 (0.0%)\n",
"# Analysing frames from 999963 to 2000055 (31.8%)\n",
"# Analysing frames from 1999963 to 3000055 (63.5%)\n",
"# Analysing frames from 2999963 to 3148820 (95.3%)\n",
"# Detection completed, time taken: 0:02:16.760138\n",
"# Time per frame: 0:00:00.043432\n",
"# Time per sample: 0:00:00.000042\n",
"Loaded 126491 spikes.\n",
"Fitting dimensionality reduction using all spikes...\n",
"...projecting...\n",
"...done\n",
"Clustering...\n",
"Clustering 126491 spikes...\n",
"number of seeds: 3378\n",
"seeds/job: 71\n",
"using 48 cpus\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=48)]: Using backend LokyBackend with 48 concurrent workers.\n",
"[Parallel(n_jobs=48)]: Done 3 out of 48 | elapsed: 5.0s remaining: 1.2min\n",
"[Parallel(n_jobs=48)]: Done 28 out of 48 | elapsed: 5.5s remaining: 3.9s\n",
"[Parallel(n_jobs=48)]: Done 48 out of 48 | elapsed: 5.7s finished\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of estimated units: 433\n",
"Saving to /disk/scratch/mhennig/P29_16_05_14_retina02/HS2_sorted.hdf5\n",
"Sorting took 144.6613781841006s\n"
]
}
],
"source": [
"# we pick a sorter...\n",
"Sorter = ss.sorter_dict['herdingspikes']\n",
"\n",
"# create an object, passing the recording extractor\n",
"hs = Sorter(recording=RX_filtered, output_folder='/disk/scratch/mhennig/P29_16_05_14_retina02/')\n",
"\n",
"# and modify sorter parameters:\n",
"# as we did this already, we turn off data scaling and bandpass filtering \n",
"p = hs.default_params()\n",
"p['pre_scale'] = False\n",
"p['filter'] = False\n",
"hs.set_params(**p)\n",
"\n",
"# below we can print all parameters, of which there is a fair number\n",
"# these can be easily changed before the sorter is run\n",
"# more on this in a future notebook\n",
"# print('Parameters for herdingspikes:')\n",
"# [print(k +': '+str(p[k])) for k in p.keys()];\n",
"\n",
"# now we sort the spikes\n",
"print('\\nRunning herdingspikes')\n",
"runtime = hs.run()\n",
"print('Sorting took {}s'.format(runtime))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# retrieve the sorted spike trains as a SortingExtractor object\n",
"SX = hs.get_result()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualise the results"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Text(0, 0, '0'), Text(0, 0, '10'), Text(0, 0, '20'), Text(0, 0, '30')]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot a raster\n",
"# this shows a segment with full field stimulation\n",
"# it is easy to see how retinal ganglion cells spike in response to light on- and offsets\n",
"\n",
"plt.figure(figsize=(14,4))\n",
"ax = plt.subplot(111)\n",
"W = sw.plot_rasters(SX, unit_ids=range(41), ax=ax)\n",
"ax.set_yticks(range(0,40,10))\n",
"ax.set_yticklabels(range(0,40,10))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# other plots provided by the spikewidgets:\n",
"\n",
"# # ISI histograms\n",
"# fig=plt.figure(figsize=(14,4))\n",
"# sw.plot_isi_distribution(SX, bins=10, window=1, unit_ids=range(10), figure=fig)\n",
"# # autocorrelograms\n",
"# fig=plt.figure(figsize=(14,4))\n",
"# sw.plot_autocorrelograms(SX, bin_size=1, window=10, unit_ids=range(10), figure=fig)\n",
"# # crosscorrelograms\n",
"# fig=plt.figure(figsize=(4,4))\n",
"# sw.plot_crosscorrelograms(SX, bin_size=.1, window=5, unit_ids=range(3), figure=fig)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'spike template')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"\n",
"# we can easily plot the signals across the whole arrays for a single spike\n",
"# let's choose the first spike of unit number 10 here...\n",
"t = SX.get_unit_spike_train(10)\n",
"sn = RX_filtered.get_snippets(reference_frames=[t[0]], snippet_len=50)\n",
"ax = plt.subplot(121, frameon=False)\n",
"ch_pos = RX_filtered.get_channel_locations(RX_filtered.get_channel_ids())\n",
"for i, cp in enumerate(ch_pos):\n",
" plt.plot(0.5*np.arange(sn.shape[2])+cp[0], 0.6*sn[0][i]+cp[1], 'k');\n",
"plt.xticks(())\n",
"plt.yticks(())\n",
"plt.title('single spike')\n",
"\n",
"# we can also obtain the 'template' for a unit\n",
"t = SX.get_unit_spike_train(10)\n",
"sn = RX_filtered.get_snippets(reference_frames=t[:100], snippet_len=50)\n",
"sn = np.mean(sn, axis=0)\n",
"ch_pos = RX_filtered.get_channel_locations(RX_filtered.get_channel_ids())\n",
"ax = plt.subplot(122, frameon=False)\n",
"for i, cp in enumerate(ch_pos):\n",
" plt.plot(0.5*np.arange(sn.shape[1])+cp[0], 0.6*sn[i]+cp[1], 'k');\n",
"plt.xticks(())\n",
"plt.yticks(())\n",
"plt.title('spike template')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Accessing Herdingspikes-specific functionality\n",
"\n",
"HS2 implemented a number of useful plotting functions. Eventually these will be implemented as [SpikeWidgets](https://github.com/SpikeInterface/spikewidgets), but for now they are available also through the relevant objects."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"We have 126491 spikes, only showing 100000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# detected spikes in space\n",
"plt.figure(figsize=(12,6))\n",
"ax = plt.subplot(121)\n",
"hs.H.PlotAll(s=1, alpha=0.1, ax=ax)\n",
"plt.axis('equal');\n",
"# clusterd units in space\n",
"ax = plt.subplot(122)\n",
"hs.C.PlotAll(s=1, alpha=0.1, ax=ax)\n",
"plt.axis('equal');"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# What's happening in the neighbourhood of unit 10?\n",
"\n",
"hs.C.PlotNeighbourhood(10, radius=60);"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ch</th>\n",
" <th>t</th>\n",
" <th>Amplitude</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>Shape</th>\n",
" <th>cl</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>783</td>\n",
" <td>337</td>\n",
" <td>2840</td>\n",
" <td>2350.863</td>\n",
" <td>1978.659</td>\n",
" <td>[-8, -16, -8, -24, -40, -52, -50, -40, -20, -1...</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>426</td>\n",
" <td>419</td>\n",
" <td>2965</td>\n",
" <td>1889.245</td>\n",
" <td>1762.649</td>\n",
" <td>[0, 0, -9, -18, -50, -52, -48, -50, -44, -28, ...</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>178</td>\n",
" <td>499</td>\n",
" <td>3045</td>\n",
" <td>1554.335</td>\n",
" <td>2093.179</td>\n",
" <td>[-5, -2, -9, -31, -50, -52, -45, -40, -32, -29...</td>\n",
" <td>122</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>491</td>\n",
" <td>513</td>\n",
" <td>6075</td>\n",
" <td>1975.968</td>\n",
" <td>1808.355</td>\n",
" <td>[-5, -3, -12, -29, -89, -101, -88, -57, -22, 1...</td>\n",
" <td>36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>576</td>\n",
" <td>537</td>\n",
" <td>2754</td>\n",
" <td>2098.909</td>\n",
" <td>1344.268</td>\n",
" <td>[2, -7, -16, -23, -39, -46, -40, -26, -8, 0, 8...</td>\n",
" <td>159</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>821</td>\n",
" <td>595</td>\n",
" <td>2456</td>\n",
" <td>2392.743</td>\n",
" <td>2216.073</td>\n",
" <td>[0, -5, -15, -34, -38, -45, -44, -37, -27, -16...</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>255</td>\n",
" <td>762</td>\n",
" <td>1917</td>\n",
" <td>1637.256</td>\n",
" <td>2645.502</td>\n",
" <td>[4, -1, -7, -24, -21, -34, -28, -20, -8, 0, 0,...</td>\n",
" <td>160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>756</td>\n",
" <td>776</td>\n",
" <td>2343</td>\n",
" <td>2306.107</td>\n",
" <td>2186.054</td>\n",
" <td>[-1, -9, 0, 1, -30, -40, -31, -14, 0, 6, 12, 1...</td>\n",
" <td>30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>693</td>\n",
" <td>790</td>\n",
" <td>2213</td>\n",
" <td>2231.300</td>\n",
" <td>2226.711</td>\n",
" <td>[-2, -5, 4, 1, -23, -38, -29, -19, -5, -2, 3, ...</td>\n",
" <td>163</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>789</td>\n",
" <td>794</td>\n",
" <td>2260</td>\n",
" <td>2348.269</td>\n",
" <td>2226.574</td>\n",
" <td>[0, -1, -4, -18, -37, -40, -35, -27, -8, 4, 12...</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>432</td>\n",
" <td>795</td>\n",
" <td>1855</td>\n",
" <td>1892.587</td>\n",
" <td>2018.203</td>\n",
" <td>[-1, 0, -10, -20, -28, -33, -28, -28, -20, -20...</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>423</td>\n",
" <td>866</td>\n",
" <td>2372</td>\n",
" <td>1892.534</td>\n",
" <td>1630.986</td>\n",
" <td>[1, 4, 0, -15, -36, -40, -32, -18, -14, -5, 9,...</td>\n",
" <td>79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>328</td>\n",
" <td>876</td>\n",
" <td>3434</td>\n",
" <td>1770.166</td>\n",
" <td>1679.460</td>\n",
" <td>[0, -7, -16, -10, -35, -59, -53, -39, -26, -7,...</td>\n",
" <td>121</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>143</td>\n",
" <td>884</td>\n",
" <td>2896</td>\n",
" <td>1510.998</td>\n",
" <td>1980.699</td>\n",
" <td>[-7, -5, -15, -34, -51, -53, -44, -33, -14, 10...</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>755</td>\n",
" <td>892</td>\n",
" <td>2823</td>\n",
" <td>2313.422</td>\n",
" <td>2126.496</td>\n",
" <td>[6, 7, -5, -21, -43, -48, -36, -30, -16, 0, 6,...</td>\n",
" <td>184</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>796</td>\n",
" <td>934</td>\n",
" <td>1869</td>\n",
" <td>2351.603</td>\n",
" <td>2505.037</td>\n",
" <td>[14, 14, 12, 0, -23, -28, -28, -15, -17, -2, -...</td>\n",
" <td>348</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>543</td>\n",
" <td>971</td>\n",
" <td>2782</td>\n",
" <td>2017.850</td>\n",
" <td>2639.944</td>\n",
" <td>[0, -4, -8, -34, -44, -48, -41, -24, -4, 1, 5,...</td>\n",
" <td>99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>841</td>\n",
" <td>1011</td>\n",
" <td>2407</td>\n",
" <td>2437.372</td>\n",
" <td>1715.268</td>\n",
" <td>[8, 0, -4, -7, -21, -42, -41, -34, -38, -22, -...</td>\n",
" <td>392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>181</td>\n",
" <td>1091</td>\n",
" <td>3888</td>\n",
" <td>1556.447</td>\n",
" <td>2226.269</td>\n",
" <td>[2, -5, -27, -52, -63, -66, -33, -22, -10, 9, ...</td>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>804</td>\n",
" <td>1103</td>\n",
" <td>2815</td>\n",
" <td>2395.560</td>\n",
" <td>1510.794</td>\n",
" <td>[6, 0, -8, -19, -30, -50, -38, -30, -17, -23, ...</td>\n",
" <td>178</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>143</td>\n",
" <td>1108</td>\n",
" <td>3544</td>\n",
" <td>1514.431</td>\n",
" <td>1978.042</td>\n",
" <td>[2, 10, -4, -6, -14, -59, -56, -49, -32, -18, ...</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>426</td>\n",
" <td>1155</td>\n",
" <td>3010</td>\n",
" <td>1888.010</td>\n",
" <td>1762.233</td>\n",
" <td>[1, -4, -4, -19, -47, -52, -39, -33, -28, -24,...</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>659</td>\n",
" <td>1231</td>\n",
" <td>3722</td>\n",
" <td>2183.059</td>\n",
" <td>2138.964</td>\n",
" <td>[0, 7, 2, -9, -39, -59, -49, -29, -12, 1, 7, 4...</td>\n",
" <td>34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>60</td>\n",
" <td>1249</td>\n",
" <td>2038</td>\n",
" <td>1387.523</td>\n",
" <td>2503.907</td>\n",
" <td>[0, -5, -11, -3, -34, -36, -24, -12, -11, 0, -...</td>\n",
" <td>26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>92</td>\n",
" <td>1252</td>\n",
" <td>2407</td>\n",
" <td>1419.682</td>\n",
" <td>2521.331</td>\n",
" <td>[1, 18, 14, 0, -24, -40, -19, -5, 7, 22, 26, 2...</td>\n",
" <td>33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>715</td>\n",
" <td>1287</td>\n",
" <td>2169</td>\n",
" <td>2260.737</td>\n",
" <td>1791.165</td>\n",
" <td>[1, 0, 8, 8, -4, -36, -26, -21, -11, -14, -4, ...</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>351</td>\n",
" <td>1343</td>\n",
" <td>1973</td>\n",
" <td>1741.418</td>\n",
" <td>2645.572</td>\n",
" <td>[1, 0, -1, -3, -23, -33, -26, -12, -13, -8, -3...</td>\n",
" <td>25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>752</td>\n",
" <td>1364</td>\n",
" <td>3040</td>\n",
" <td>2307.920</td>\n",
" <td>2025.136</td>\n",
" <td>[0, 4, 0, -11, -42, -51, -34, -24, -4, 6, 26, ...</td>\n",
" <td>126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>784</td>\n",
" <td>1374</td>\n",
" <td>2288</td>\n",
" <td>2348.673</td>\n",
" <td>2009.761</td>\n",
" <td>[-4, -27, -33, -29, -30, -38, -30, -26, -9, -1...</td>\n",
" <td>205</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>211</td>\n",
" <td>1402</td>\n",
" <td>1832</td>\n",
" <td>1615.055</td>\n",
" <td>2147.572</td>\n",
" <td>[3, 0, 0, -16, -24, -31, -15, -10, -9, -2, -4,...</td>\n",
" <td>337</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126461</th>\n",
" <td>426</td>\n",
" <td>3147331</td>\n",
" <td>2304</td>\n",
" <td>1888.876</td>\n",
" <td>1764.715</td>\n",
" <td>[0, 0, -4, -28, -37, -41, -27, -22, -21, -6, 0...</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126462</th>\n",
" <td>659</td>\n",
" <td>3147416</td>\n",
" <td>2015</td>\n",
" <td>2187.152</td>\n",
" <td>2142.076</td>\n",
" <td>[0, -8, -7, -15, -28, -38, -28, -7, 3, 3, 2, 6...</td>\n",
" <td>208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126463</th>\n",
" <td>334</td>\n",
" <td>3147507</td>\n",
" <td>3949</td>\n",
" <td>1765.144</td>\n",
" <td>1929.272</td>\n",
" <td>[0, 0, -8, -26, -52, -67, -48, -44, -32, -25, ...</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126464</th>\n",
" <td>207</td>\n",
" <td>3147547</td>\n",
" <td>2357</td>\n",
" <td>1596.835</td>\n",
" <td>1975.205</td>\n",
" <td>[0, -2, -5, 4, -6, -40, -40, -34, -25, -8, 5, ...</td>\n",
" <td>402</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126465</th>\n",
" <td>302</td>\n",
" <td>3147562</td>\n",
" <td>2562</td>\n",
" <td>1726.199</td>\n",
" <td>1925.501</td>\n",
" <td>[2, 0, -12, -13, -40, -44, -32, -26, -18, -3, ...</td>\n",
" <td>231</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126466</th>\n",
" <td>609</td>\n",
" <td>3147582</td>\n",
" <td>2255</td>\n",
" <td>2150.745</td>\n",
" <td>1380.526</td>\n",
" <td>[0, 8, -1, -14, -33, -40, -36, -29, -20, -15, ...</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126467</th>\n",
" <td>180</td>\n",
" <td>3147590</td>\n",
" <td>2484</td>\n",
" <td>1558.083</td>\n",
" <td>2165.917</td>\n",
" <td>[-3, -2, 0, -12, -33, -41, -24, -15, -12, -8, ...</td>\n",
" <td>81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126468</th>\n",
" <td>512</td>\n",
" <td>3147629</td>\n",
" <td>2650</td>\n",
" <td>2010.614</td>\n",
" <td>1344.440</td>\n",
" <td>[3, -1, 2, 1, -30, -44, -41, -23, -15, -11, -4...</td>\n",
" <td>78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126469</th>\n",
" <td>1</td>\n",
" <td>3147641</td>\n",
" <td>2095</td>\n",
" <td>1346.578</td>\n",
" <td>1391.352</td>\n",
" <td>[-1, 3, -14, -23, -29, -37, -33, -20, -3, 2, 1...</td>\n",
" <td>267</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126470</th>\n",
" <td>180</td>\n",
" <td>3147703</td>\n",
" <td>2676</td>\n",
" <td>1554.506</td>\n",
" <td>2186.815</td>\n",
" <td>[2, 0, 5, -1, -29, -44, -27, -13, -2, 4, 5, 13...</td>\n",
" <td>171</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126471</th>\n",
" <td>181</td>\n",
" <td>3147753</td>\n",
" <td>2061</td>\n",
" <td>1562.548</td>\n",
" <td>2217.224</td>\n",
" <td>[-4, -1, -4, -13, -29, -36, -35, -28, -8, -4, ...</td>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126472</th>\n",
" <td>609</td>\n",
" <td>3147813</td>\n",
" <td>2127</td>\n",
" <td>2143.397</td>\n",
" <td>1390.443</td>\n",
" <td>[-6, -8, -4, 0, -25, -37, -37, -23, -20, -12, ...</td>\n",
" <td>320</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126473</th>\n",
" <td>659</td>\n",
" <td>3147848</td>\n",
" <td>1869</td>\n",
" <td>2188.986</td>\n",
" <td>2140.790</td>\n",
" <td>[-1, -2, -6, -7, -27, -35, -29, -17, 1, 0, 4, ...</td>\n",
" <td>208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126474</th>\n",
" <td>154</td>\n",
" <td>3147905</td>\n",
" <td>2656</td>\n",
" <td>1504.767</td>\n",
" <td>2436.362</td>\n",
" <td>[9, 22, 19, 0, -21, -42, -37, -28, -20, -19, -...</td>\n",
" <td>28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126475</th>\n",
" <td>426</td>\n",
" <td>3148052</td>\n",
" <td>2351</td>\n",
" <td>1890.580</td>\n",
" <td>1765.299</td>\n",
" <td>[-1, 1, -6, -13, -27, -41, -40, -33, -27, -23,...</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126476</th>\n",
" <td>978</td>\n",
" <td>3148187</td>\n",
" <td>2360</td>\n",
" <td>2607.505</td>\n",
" <td>2103.653</td>\n",
" <td>[-5, -5, -16, -12, -32, -43, -43, -33, -26, -1...</td>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126477</th>\n",
" <td>609</td>\n",
" <td>3148211</td>\n",
" <td>2391</td>\n",
" <td>2146.620</td>\n",
" <td>1386.733</td>\n",
" <td>[2, -3, 0, -7, -23, -41, -38, -20, -20, -12, -...</td>\n",
" <td>320</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126478</th>\n",
" <td>173</td>\n",
" <td>3148227</td>\n",
" <td>4276</td>\n",
" <td>1562.240</td>\n",
" <td>1895.150</td>\n",
" <td>[0, -5, -8, -37, -69, -72, -56, -33, -18, -2, ...</td>\n",
" <td>172</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126479</th>\n",
" <td>966</td>\n",
" <td>3148231</td>\n",
" <td>2136</td>\n",
" <td>2599.799</td>\n",
" <td>1583.791</td>\n",
" <td>[-8, -7, -7, -10, -23, -40, -33, -35, -28, -19...</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126480</th>\n",
" <td>987</td>\n",
" <td>3148301</td>\n",
" <td>2279</td>\n",
" <td>2597.737</td>\n",
" <td>2477.587</td>\n",
" <td>[2, 0, -5, -17, -38, -40, -39, -29, -13, -4, 0...</td>\n",
" <td>42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126481</th>\n",
" <td>984</td>\n",
" <td>3148324</td>\n",
" <td>2052</td>\n",
" <td>2615.591</td>\n",
" <td>2348.196</td>\n",
" <td>[0, 5, -9, -4, -17, -36, -29, -20, -20, -5, -1...</td>\n",
" <td>40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126482</th>\n",
" <td>85</td>\n",
" <td>3148356</td>\n",
" <td>2511</td>\n",
" <td>1435.644</td>\n",
" <td>2229.490</td>\n",
" <td>[0, -2, -2, 0, -14, -43, -31, -23, -4, -9, -2,...</td>\n",
" <td>72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126483</th>\n",
" <td>159</td>\n",
" <td>3148393</td>\n",
" <td>3070</td>\n",
" <td>1505.795</td>\n",
" <td>2617.912</td>\n",
" <td>[2, 3, 4, 4, -8, -47, -29, -12, 16, 34, 35, 21...</td>\n",
" <td>260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126484</th>\n",
" <td>211</td>\n",
" <td>3148512</td>\n",
" <td>2174</td>\n",
" <td>1611.907</td>\n",
" <td>2143.151</td>\n",
" <td>[0, -9, 0, -14, -31, -37, -25, -9, 1, 3, 0, 0,...</td>\n",
" <td>337</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126485</th>\n",
" <td>190</td>\n",
" <td>3148521</td>\n",
" <td>2245</td>\n",
" <td>1561.207</td>\n",
" <td>2602.873</td>\n",
" <td>[0, -4, -10, -28, -39, -40, -28, -9, 6, 9, 11,...</td>\n",
" <td>87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126486</th>\n",
" <td>150</td>\n",
" <td>3148548</td>\n",
" <td>2296</td>\n",
" <td>1505.073</td>\n",
" <td>2262.560</td>\n",
" <td>[4, -2, -7, -2, -21, -41, -40, -26, -17, -5, 2...</td>\n",
" <td>24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126487</th>\n",
" <td>694</td>\n",
" <td>3148575</td>\n",
" <td>1957</td>\n",
" <td>2219.547</td>\n",
" <td>2262.971</td>\n",
" <td>[0, -2, -2, -14, -28, -34, -29, -33, -22, -18,...</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126488</th>\n",
" <td>4</td>\n",
" <td>3148586</td>\n",
" <td>1978</td>\n",
" <td>1346.095</td>\n",
" <td>1518.990</td>\n",
" <td>[-2, 2, -4, -29, -33, -35, -22, -20, -8, 9, 15...</td>\n",
" <td>173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126489</th>\n",
" <td>978</td>\n",
" <td>3148649</td>\n",
" <td>2873</td>\n",
" <td>2603.462</td>\n",
" <td>2096.129</td>\n",
" <td>[-4, 1, -8, -10, -25, -51, -44, -31, -23, -24,...</td>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126490</th>\n",
" <td>10</td>\n",
" <td>3148686</td>\n",
" <td>2050</td>\n",
" <td>1346.262</td>\n",
" <td>1755.745</td>\n",
" <td>[-1, 0, -4, -6, -25, -37, -38, -32, -25, -23, ...</td>\n",
" <td>15</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>126491 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" ch t Amplitude x y \\\n",
"0 783 337 2840 2350.863 1978.659 \n",
"1 426 419 2965 1889.245 1762.649 \n",
"2 178 499 3045 1554.335 2093.179 \n",
"3 491 513 6075 1975.968 1808.355 \n",
"4 576 537 2754 2098.909 1344.268 \n",
"... ... ... ... ... ... \n",
"126486 150 3148548 2296 1505.073 2262.560 \n",
"126487 694 3148575 1957 2219.547 2262.971 \n",
"126488 4 3148586 1978 1346.095 1518.990 \n",
"126489 978 3148649 2873 2603.462 2096.129 \n",
"126490 10 3148686 2050 1346.262 1755.745 \n",
"\n",
" Shape cl \n",
"0 [-8, -16, -8, -24, -40, -52, -50, -40, -20, -1... 4 \n",
"1 [0, 0, -9, -18, -50, -52, -48, -50, -44, -28, ... 12 \n",
"2 [-5, -2, -9, -31, -50, -52, -45, -40, -32, -29... 122 \n",
"3 [-5, -3, -12, -29, -89, -101, -88, -57, -22, 1... 36 \n",
"4 [2, -7, -16, -23, -39, -46, -40, -26, -8, 0, 8... 159 \n",
"... ... ... \n",
"126486 [4, -2, -7, -2, -21, -41, -40, -26, -17, -5, 2... 24 \n",
"126487 [0, -2, -2, -14, -28, -34, -29, -33, -22, -18,... 20 \n",
"126488 [-2, 2, -4, -29, -33, -35, -22, -20, -8, 9, 15... 173 \n",
"126489 [-4, 1, -8, -10, -25, -51, -44, -31, -23, -24,... 90 \n",
"126490 [-1, 0, -4, -6, -25, -37, -38, -32, -25, -23, ... 15 \n",
"\n",
"[126491 rows x 7 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Finally, spikes are internally (in HS2) stored as a Pandas table\n",
"# access is simple:\n",
"\n",
"hs.C.spikes\n",
"\n",
"# ch: recording channel with largest spike amplitude\n",
"# t: spike time (recording frame)\n",
"# Amplitude: peak spike amplitude\n",
"# x,y: coordinate of the event\n",
"# Shape: peak waveform cut-out\n",
"# cl: cluster/unit of the spike\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:spikeinterface]",
"language": "python",
"name": "conda-env-spikeinterface-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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