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September 9, 2019 13:15
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spike sorter comparison for MEArec simulated data
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%load_ext autoreload\n", | |
"%autoreload 2\n", | |
"\n", | |
"import sys\n", | |
"# sys.path.insert(0, '../../spikeextractors/')\n", | |
"# sys.path.insert(0, '../../spiketoolkit/')\n", | |
"# sys.path.insert(0, '../../spikewidgets/')\n", | |
"# sys.path.insert(0, '../../spikesorters/')\n", | |
"# sys.path.insert(0, '../../spikemetrics/')\n", | |
"# sys.path.insert(0, '../../spikecomparison/')\n", | |
"\n", | |
"import os\n", | |
"os.environ[\"IRONCLUST_PATH\"] = \"/disk/scratch/mhennig/spikeinterface/ironclust\"\n", | |
"os.environ[\"KILOSORT_PATH\"] = \"/disk/scratch/mhennig/spikeinterface/KiloSort/\"\n", | |
"os.environ[\"KILOSORT2_PATH\"] = \"/disk/scratch/mhennig/spikeinterface/Kilosort2/\"\n", | |
"os.environ[\"NPY_MATLAB_PATH\"] = \"/disk/scratch/mhennig/spikeinterface/npy-matlab/\"\n", | |
"os.environ[\"ML_TEMPORARY_DIRECTORY\"] = \"/disk/scratch/mhennig/tmp/\"\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", | |
"\n", | |
"from spikecomparison import GroundTruthStudy\n", | |
"\n", | |
"import networkx as nx\n", | |
"\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Units found:\n", | |
"herdingspikes: 50\n", | |
"kilosort2: 109\n", | |
"ironclust: 50\n", | |
"spykingcircus: 114\n", | |
"tridesclous: 32\n", | |
"mountainsort4: 111\n" | |
] | |
} | |
], | |
"source": [ | |
"p = Path('/data/MEA/spikeinterface/MEArec/')\n", | |
"study_folder = p / 'study_mearec_SqMEA1015um/'\n", | |
"\n", | |
"mearec_filename = p / 'recordings_50cells_SqMEA-10-15um_60.0_10.0uV_27-03-2019_13-31-005.h5'\n", | |
"# rec0 = se.MEArecRecordingExtractor(mearec_filename)\n", | |
"gt_sorting0 = se.MEArecSortingExtractor(mearec_filename)\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", | |
"sortings = []\n", | |
"for s in sorter_list:\n", | |
" sx = se.NpzSortingExtractor(study_folder / 'sortings' /str('rec0[#]'+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": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Ground truth comparison\n", | |
"-----------------------\n", | |
"herdingspikes: 50\n", | |
"{'accuracy': 0.599681931248216, 'recall': 0.7097147821051107, 'precision': 0.7945753187810677, 'false_discovery_rate': 0.20542468121893234, 'miss_rate': 0.29028521789488926, 'misclassification_rate': 0.0}\n", | |
"kilosort2: 109\n", | |
"{'accuracy': 0.8798854753681149, 'recall': 0.9343661020221031, 'precision': 0.9378511916295291, 'false_discovery_rate': 0.06214880837047084, 'miss_rate': 0.06563389797789682, 'misclassification_rate': 0.0}\n", | |
"ironclust: 50\n", | |
"{'accuracy': 0.6322263739031865, 'recall': 0.7267506394479031, 'precision': 0.8293770997411467, 'false_discovery_rate': 0.17062290025885332, 'miss_rate': 0.2732493605520969, 'misclassification_rate': 0.0}\n", | |
"spykingcircus: 114\n", | |
"{'accuracy': 0.5656229180546303, 'recall': 0.6145938902562618, 'precision': 0.8765228164360933, 'false_discovery_rate': 0.12347718356390668, 'miss_rate': 0.38540610974373823, 'misclassification_rate': 0.0}\n", | |
"tridesclous: 32\n", | |
"{'accuracy': 0.5991896069175822, 'recall': 0.6922445827904059, 'precision': 0.8167634665755609, 'false_discovery_rate': 0.18323653342443913, 'miss_rate': 0.30775541720959415, 'misclassification_rate': 0.0}\n", | |
"mountainsort4: 111\n", | |
"{'accuracy': 0.41440872819079394, 'recall': 0.4436079339800203, 'precision': 0.8629365377393917, 'false_discovery_rate': 0.13706346226060834, 'miss_rate': 0.5563920660199797, 'misclassification_rate': 0.0}\n" | |
] | |
} | |
], | |
"source": [ | |
"print('Ground truth comparison')\n", | |
"print('-----------------------')\n", | |
"comps = []\n", | |
"for sx,s in zip(sortings, sortings_names):\n", | |
" print(s)\n", | |
" comp = sc.compare_sorter_to_ground_truth(gt_sorting0, sx, exhaustive_gt=True, \n", | |
" min_accuracy=0, compute_misclassification=False)\n", | |
" performance_pooled = comp.get_performance(method='pooled_with_sum', output='dict') \n", | |
" print(performance_pooled)\n", | |
" comps.append(comp)\n", | |
"# performance_unit = comp.get_performance(method='by_unit', output='dict') \n", | |
"# print(performance_unit)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Comparison list: [['HS', 'KS'], ['HS', 'IC'], ['HS', 'SC'], ['HS', 'TDC'], ['HS', 'MS'], ['KS', 'HS'], ['KS', 'IC'], ['KS', 'SC'], ['KS', 'TDC'], ['KS', 'MS'], ['IC', 'HS'], ['IC', 'KS'], ['IC', 'SC'], ['IC', 'TDC'], ['IC', 'MS'], ['SC', 'HS'], ['SC', 'KS'], ['SC', 'IC'], ['SC', 'TDC'], ['SC', 'MS'], ['TDC', 'HS'], ['TDC', 'KS'], ['TDC', 'IC'], ['TDC', 'SC'], ['TDC', 'MS'], ['MS', 'HS'], ['MS', 'KS'], ['MS', 'IC'], ['MS', 'SC'], ['MS', 'TDC']]\n" | |
] | |
} | |
], | |
"source": [ | |
"# multi-comparison\n", | |
"mcmp = sc.compare_multiple_sorters(sorting_list=sortings, name_list=sortings_names_short, verbose=False, min_accuracy=0.5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 432x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x187.2 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x180 with 6 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# ugly etwork\n", | |
"plt.figure(figsize=(6,6))\n", | |
"ax=plt.subplot(111, frameon=False)\n", | |
"node_cmap='Accent'\n", | |
"edge_cmap='hot_r'\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", | |
"for i, sort in enumerate([sortings[ii] for ii in np.argsort(sortings_names)]):\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 = 0.05*nodes_size\n", | |
"labels = {}\n", | |
"for n in g.nodes:\n", | |
" if n.find('_0')>0: \n", | |
" labels[n] = n[:-2]\n", | |
"pos = nx.circular_layout(sorted(g))\n", | |
"_ = nx.draw_networkx_nodes(g, pos=pos, ax=ax, node_color=nodes_col, \n", | |
" node_size=nodes_size, nodelist=sorted(g.nodes))\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))\n", | |
"_ = nx.draw_networkx_labels(g, pos=pos, labels=labels, ax=ax, nodelist=sorted(g.nodes))\n", | |
" \n", | |
" \n", | |
" \n", | |
"# find subgraphs and assging sorter ID\n", | |
"g = mcmp.graph\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", | |
" sg_sorters.append([j for n in sg.nodes for j, s in enumerate(sortings_names_short) if s in n])\n", | |
"\n", | |
"\n", | |
"plt.figure(figsize=(6,2.6))\n", | |
"ax = plt.subplot(121)\n", | |
"n = []\n", | |
"for s in sortings:\n", | |
" n.append(len(s.get_unit_ids()))\n", | |
"plt.bar(range(len(sortings)), n)#, tick_label=sortings_names) \n", | |
"ax.set_xticks(range(len(sortings_names)))\n", | |
"ax.set_xticklabels(sortings_names, rotation=90, ha='center')\n", | |
"plt.title('Units detected by sorter') \n", | |
"ax.spines['top'].set_visible(False)\n", | |
"ax.spines['right'].set_visible(False)\n", | |
"\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", | |
" # return \"{:.1f}%\\n{:d}\".format(pct, absolute)\n", | |
"\n", | |
"cmap = plt.get_cmap('plasma')\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", | |
"plt.subplot(122)\n", | |
"v,c = np.unique(np.array([len(sg) for sg in nx.connected_component_subgraphs(g)]), return_counts=True)\n", | |
"p = plt.pie(c, labels=v, colors=colors[v-1], autopct=lambda pct: getabs(pct, c), textprops=dict(color=\"k\"), \n", | |
" pctdistance=1.15, labeldistance=None, explode=np.append(np.zeros(len(sortings_names)-1),0.1));\n", | |
"plt.title('Units detected by\\nsorters'.format(len(sortings_names)));\n", | |
"plt.legend(p[0], v, frameon=False, title='Detected by',\n", | |
" bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", | |
"\n", | |
"plt.figure(figsize=(len(sortings_names)*2.5,2.5))\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=dict(color=\"k\"), \n", | |
" pctdistance=1.15, labeldistance=None);\n", | |
" plt.title(s)\n", | |
" \n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This shows the agreement (based on presence of link in graph) for all data, and for each sorter. Here we can see that KS2, SC and MS4 all detect units no other sorter can find. Since this is on graound truth, we know these are spurious units, but in a real recording, this is of course unknown.\n", | |
"\n", | |
"From this one could decide to take those 15 units with at least 50% match (as defined as threshold in the comparison above) from one of the sorters, and maybe a few more where there is higher agreement, and discard all low agreement ones.\n", | |
"\n", | |
"This is one application we can propose.\n", | |
"\n", | |
"I will run this on he neuropixels data.\n", | |
"\n", | |
"I think in any case it's very interesting to highlight the relatively poor agreement.\n", | |
"\n", | |
"Next step is potentially to include quality measures, I'll have a go at that..." | |
] | |
}, | |
{ | |
"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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