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@mhhennig
Last active October 16, 2019 13:14
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Spike sorter multi-comparison for a Neuropixels recording. To run, use https://github.com/SpikeInterface
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Spike Sorter Comparison\n",
"\n",
"This notebook shows how [SpikeInterface](https://github.com/SpikeInterface) is used to spike sort and compare the same recording with multiple sorters.\n",
"\n",
"Note the notebook assumes the recording is alreay sorted, the neccessary data can be downloaded here:\n",
"\n",
"[https://drive.google.com/drive/folders/1ZwLDz0mmTyUYTbAJ2TX53XRa0l0zA-K-?usp=drive_open](https://drive.google.com/drive/folders/1ZwLDz0mmTyUYTbAJ2TX53XRa0l0zA-K-?usp=drive_open)\n",
"\n",
"The results were generated with spikeinterface version 0.9.1."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import spikeextractors as se\n",
"import spiketoolkit as st\n",
"import pandas as pd\n",
"import spikewidgets as sw\n",
"import spikesorters as ss\n",
"import spikecomparison as sc\n",
"import numpy as np\n",
"import scipy\n",
"import seaborn as sns\n",
"from pathlib import Path\n",
"import networkx as nx\n",
"\n",
"SMALL_SIZE = 12\n",
"MEDIUM_SIZE = 14\n",
"BIGGER_SIZE = 16\n",
" \n",
"plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n",
"plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title\n",
"plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n",
"plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n",
"plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n",
"plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n",
"plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Units found:\n",
"herdingspikes: 243\n",
"kilosort2: 384\n",
"ironclust: 379\n",
"spykingcircus: 396\n",
"tridesclous: 42\n",
"mountainsort4: 589\n"
]
}
],
"source": [
"# set the data path\n",
"p = Path('/data/MEA/spikeinterface/Marques-Smith/')\n",
"study_folder = p\n",
"\n",
"sorter_list = ['herdingspikes', 'kilosort2', 'ironclust',\n",
" 'spykingcircus', 'tridesclous', 'mountainsort4']\n",
"\n",
"sortings_names = ['HerdingSpikes', 'Kilosort2', 'Ironclust',\n",
" 'SpykingCircus', 'Tridesclous', 'Mountainsort4']\n",
"\n",
"sortings_names_short = ['HS', 'KS', 'IC',\n",
" 'SC', 'TDC', 'MS']\n",
"\n",
"# load all sortings:\n",
"sortings = []\n",
"for s in sorter_list:\n",
" sx = se.NpzSortingExtractor(study_folder / 'sorters' /str(s+'.npz'))\n",
" sortings.append(sx)\n",
"\n",
"print('Units found:')\n",
"for sx,s in zip(sortings, sorter_list):\n",
" print(s+': ',len(sx.get_unit_ids()))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# run a multi-comparison\n",
"mcmp_zero = sc.compare_multiple_sorters(sorting_list=sortings, name_list=sortings_names_short, verbose=False)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1123.2x129.6 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 561.6x64.8 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(len(sortings_names)*2.6,1.8))\n",
"g = mcmp_zero.graph\n",
"w = []\n",
"for s in sortings_names_short:\n",
" w.append([e[2]['weight'] for e in g.edges(data=True) if ((s in e[0])|(s in e[1]))])\n",
"\n",
"ax = []\n",
"fig, ax = plt.subplots(ncols=len(sortings_names), sharex=True,sharey=True,figsize=(len(sortings_names)*2.6/2,1.8/2))\n",
"for i,s in enumerate(sortings_names):\n",
" if i>0:\n",
" plt.setp(ax[i].get_yticklabels(), visible=False)\n",
" p = sns.distplot(w[i], bins=10, kde=False, ax=ax[i])\n",
" p.set_yscale('log')\n",
" ax[i].set_title(s)\n",
" ax[i].spines['top'].set_visible(False)\n",
" ax[i].spines['right'].set_visible(False)\n",
" \n",
" if i == 0:\n",
" ax[i].set_xlabel('Agreement\\n(matching units, all other sorters)')\n",
" ax[i].set_ylabel('Number of units') \n",
" \n",
"for i,s in enumerate(sortings_names):\n",
" ax[i].set_ylim(1,2000)\n",
" ax[i].set_yticks((10,1000))\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"HS 0 121\n",
"IC 1 189\n",
"KS 2 192\n",
"MS 3 294\n",
"SC 4 198\n",
"TDC 5 21\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/data/miniconda3/envs/spikeinterface/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n",
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
" if not cb.iterable(width):\n",
"/data/miniconda3/envs/spikeinterface/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:585: MatplotlibDeprecationWarning: \n",
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
" and cb.iterable(edge_color) \\\n",
"/data/miniconda3/envs/spikeinterface/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:595: MatplotlibDeprecationWarning: \n",
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
" for c in edge_color]):\n"
]
},
{
"data": {
"text/plain": [
"(-1.4, 1.4)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6,6))\n",
" \n",
"# node label sorter:\n",
"key = lambda x: str(x[:x.find('_')+1]+'{0:06d}'.format(int(x[x.find('_')+1:])))\n",
"\n",
"ax = plt.subplot(111, frameon=False)\n",
"node_cmap='Accent'\n",
"edge_cmap='hot_r'\n",
"\n",
"mcmp_graph = mcmp_zero.graph.copy()\n",
"g = mcmp_graph\n",
"edge_col = []\n",
"for e in g.edges(data=True):\n",
" n1, n2, d = e\n",
" edge_col.append(d['weight'])\n",
"nodes_col = np.array([])\n",
"nodes_size = np.array([])\n",
"nu = []\n",
"for i, sort in enumerate([sortings[ii] for ii in np.argsort(sortings_names)]):\n",
" nu.append(len(sort.get_unit_ids()))\n",
" nodes_col = np.concatenate((nodes_col, np.array([i] * len(sort.get_unit_ids()))))\n",
" for j,u in enumerate(sort.get_unit_ids()):\n",
" nodes_size = np.concatenate((nodes_size, [len(sort.get_unit_spike_train(u))]))\n",
"nodes_col = nodes_col / (len(sortings)-1)\n",
"nodes_size = 0.0001*nodes_size\n",
"labels = {}\n",
"for i,s in enumerate([sortings_names_short[ii] for ii in np.argsort(sortings_names)]):\n",
" print(s,i, nu[i]//2)\n",
" labels[s+'_'+str(int(nu[i]//2))] = s\n",
"pos = nx.circular_layout(sorted(g, key=key), scale=1)\n",
"_ = nx.draw_networkx_edges(g, pos=pos, ax=ax, edge_color=edge_col, \n",
" edge_cmap=plt.cm.get_cmap(edge_cmap), edge_vmin=0.5, edge_vmax=1, width=1,\n",
" nodelist=sorted(g.nodes, key=key), alpha=0.1)\n",
"_ = nx.draw_networkx_nodes(g, pos=pos, ax=ax, node_color=nodes_col, \n",
" node_size=nodes_size, nodelist=sorted(g.nodes, key=key))\n",
"for p in pos:\n",
" pos[p][0] *= 1.25\n",
" pos[p][1] *= 1.25\n",
"_ = nx.draw_networkx_labels(g, pos=pos, labels=labels, ax=ax, nodelist=sorted(g.nodes, key=key), font_size=8)\n",
"\n",
"ax.set_xlim((-1.4,1.4))\n",
"ax.set_ylim((-1.4,1.4))\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 216x180 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# number of units found\n",
"plt.figure(figsize=(3,2.5))\n",
" \n",
"ax = plt.subplot(111)\n",
"n = []\n",
"for s in sortings:\n",
" n.append(len(s.get_unit_ids()))\n",
"plt.bar(range(len(sortings)), n)\n",
"ax.set_xticks(range(len(sortings_names)))\n",
"ax.set_xticklabels(sortings_names, rotation=45, ha='right')\n",
"plt.title('Units detected by sorter') \n",
"ax.spines['top'].set_visible(False)\n",
"ax.spines['right'].set_visible(False)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found split unit (ignore in analysis): 58 \n",
" ['KS_370', 'IC_271', 'MS_344', 'MS_351', 'HS_58', 'KS_368'] \n",
" [('KS_370', 'HS_58'), ('KS_370', 'MS_344'), ('IC_271', 'HS_58'), ('IC_271', 'KS_368'), ('IC_271', 'MS_351'), ('MS_351', 'HS_58'), ('MS_351', 'KS_368')] \n",
" [1, 2, 5, 5, 0, 1]\n",
"Found split unit (ignore in analysis): 121 \n",
" ['HS_121', 'TDC_0', 'IC_262', 'HS_122', 'SC_245', 'KS_239', 'MS_336'] \n",
" [('HS_121', 'IC_262'), ('TDC_0', 'HS_122'), ('TDC_0', 'KS_239'), ('TDC_0', 'IC_262'), ('TDC_0', 'SC_245'), ('TDC_0', 'MS_336'), ('IC_262', 'KS_239'), ('IC_262', 'SC_245'), ('IC_262', 'MS_336'), ('HS_122', 'KS_239'), ('HS_122', 'SC_245'), ('HS_122', 'MS_336'), ('SC_245', 'KS_239'), ('SC_245', 'MS_336'), ('KS_239', 'MS_336')] \n",
" [0, 4, 2, 0, 3, 1, 5]\n",
"Found split unit (ignore in analysis): 145 \n",
" ['HS_146', 'KS_64', 'IC_66', 'MS_85', 'KS_62'] \n",
" [('HS_146', 'KS_62'), ('HS_146', 'IC_66'), ('HS_146', 'MS_85'), ('KS_64', 'IC_66'), ('KS_64', 'MS_85'), ('IC_66', 'MS_85')] \n",
" [0, 1, 2, 5, 1]\n",
"Found split unit (ignore in analysis): 157 \n",
" ['HS_158', 'KS_298', 'KS_297', 'MS_430', 'IC_343'] \n",
" [('HS_158', 'KS_297'), ('HS_158', 'IC_343'), ('HS_158', 'MS_430'), ('KS_298', 'MS_430'), ('KS_297', 'IC_343'), ('MS_430', 'IC_343')] \n",
" [0, 1, 1, 5, 2]\n",
"Found split unit (ignore in analysis): 221 \n",
" ['IC_9', 'MS_6', 'KS_1', 'HS_222', 'KS_4'] \n",
" [('IC_9', 'HS_222'), ('IC_9', 'KS_4'), ('IC_9', 'MS_6'), ('MS_6', 'HS_222'), ('KS_1', 'HS_222')] \n",
" [2, 5, 1, 0, 1]\n",
"Found split unit (ignore in analysis): 347 \n",
" ['TDC_8', 'SC_376', 'IC_181', 'KS_157', 'KS_167', 'MS_236'] \n",
" [('TDC_8', 'KS_167'), ('TDC_8', 'SC_376'), ('SC_376', 'KS_167'), ('SC_376', 'IC_181'), ('IC_181', 'KS_157'), ('IC_181', 'MS_236')] \n",
" [4, 3, 2, 1, 1, 5]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/data/miniconda3/envs/spikeinterface/lib/python3.7/site-packages/networkx/algorithms/components/connected.py:86: DeprecationWarning: connected_component_subgraphs is deprecated and will be removedin 2.2. Use (G.subgraph(c).copy() for c in connected_components(G))\n",
" _warnings.warn(msg, DeprecationWarning)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fe760046590>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 216x180 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# number of matched units found\n",
"plt.figure(figsize=(3,2.5))\n",
" \n",
"# find subgraphs and get sorter IDs for each\n",
"subgraphs = nx.connected_component_subgraphs(g)\n",
"sg_sorters = []\n",
"for i, sg in enumerate(subgraphs):\n",
" # incomprehensible list comprehension, just trust it\n",
" s = [j for n in sg.nodes for j, s in enumerate(sortings_names_short) if s in n]\n",
" sg_sorters.append(np.unique(s))\n",
" if True in (t>1 for t in np.unique(s, return_counts=True)[1]):\n",
" print('Found split unit (ignore in analysis):',i,'\\n',sg.nodes,'\\n',sg.edges,'\\n',s)\n",
"\n",
"def getabs(pct, allvals):\n",
" absolute = int(np.round(pct/100.*np.sum(allvals)))\n",
" if absolute>3:\n",
" return \"{:d}\".format(absolute)\n",
" else:\n",
" return None\n",
"\n",
"cmap = plt.get_cmap('YlOrRd')\n",
"colors = np.array([cmap(i) for i in np.linspace(0.1, 0.8, len(sortings_names))])\n",
" \n",
"# fraction of units with agreement >threshold \n",
"ax = plt.subplot(111)\n",
"v,c = np.unique([len(s) for s in sg_sorters], return_counts=True)\n",
"p = ax.pie(c, labels=v, colors=colors[v-1], autopct=lambda pct: getabs(pct, c), textprops={'color':'k', 'fontsize':10}, \n",
" pctdistance=1.25, labeldistance=None, explode=np.append(np.zeros(len(sortings_names)-1),0.1));\n",
"plt.title('Units agreed upon\\nby k sorters'.format(len(sortings_names)));\n",
"plt.legend(p[0], v, frameon=False, title='k=',\n",
" bbox_to_anchor=(1.15, 1.25), loc=2, borderaxespad=0., labelspacing=0.2)\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1123.2x172.8 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# matching units per sorter\n",
"\n",
"plt.figure(figsize=(len(sortings_names)*2.6,2.4))\n",
"\n",
"for i,s in enumerate(sortings_names):\n",
" plt.subplot(1,len(sortings_names),i+1)\n",
" v,c = np.unique([len(s) for s in sg_sorters if i in s], return_counts=True)\n",
" plt.pie(c, labels=v, colors=colors[v-1], autopct=lambda pct: getabs(pct, c), textprops={'color':'k', 'fontsize':10}, \n",
" pctdistance=1.15, labeldistance=None);\n",
" plt.title(s)\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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