{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example plots using kilosort.data_tools" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Note that `kilosort.data_tools` was added in `v4.0.21`, so you will need to update Kilosort4 to at least that version to use these examples. This can be done using `pip install kilosort --upgrade`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pathlib import Path\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from kilosort.io import load_ops\n", "from kilosort.data_tools import (\n", " mean_waveform, cluster_templates, get_good_cluster, get_cluster_spikes,\n", " get_spike_waveforms, get_best_channels\n", " )\n", "\n", "\n", "# Indicate where sorting results were saved\n", "results_dir = Path('d:/.kilosort/.test_data/kilosort4')\n", "\n", "# Pick a random good cluster\n", "cluster_id = get_good_cluster(results_dir, n=1)\n", "\n", "# Get the mean spike waveform and mean templates for the cluster\n", "mean_wv, spike_subset = mean_waveform(cluster_id, results_dir, n_spikes=100,\n", " bfile=None, best=True)\n", "mean_temp = cluster_templates(cluster_id, results_dir, mean=True,\n", " best=True, spike_subset=spike_subset)\n", "\n", "# Get time in ms for visualization\n", "ops = load_ops(results_dir / 'ops.npy')\n", "t = (np.arange(ops['nt']) / ops['fs']) * 1000\n", "\n", "fig, ax = plt.subplots(1,1)\n", "ax.plot(t, mean_wv, c='black', linestyle='dashed', linewidth=2, label='waveform')\n", "ax.plot(t, mean_temp, linewidth=1, label='template')\n", "ax.set_title(f'Mean single-channel template and spike waveform for cluster {cluster_id}')\n", "ax.set_xlabel('Time (ms)')\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Recommended: `pip install ipympl` then use this command to enable\n", "# interactive plotting, so that the 3D plot below can be rotated.\n", "%matplotlib ipympl" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get n spike times for this cluster\n", "spike_times, _ = get_cluster_spikes(cluster_id, results_dir, n_spikes=100)\n", "# Time in s for spike time axis\n", "t2 = spike_times / ops['fs']\n", "# Get single-channel waveform for each spike\n", "chan = get_best_channels(results_dir)[cluster_id]\n", "waves = get_spike_waveforms(spike_times, results_dir, chan=chan)\n", "\n", "# Plot each waveform, using spike time as 3rd dimension\n", "fig, ax = plt.subplots(1, 1, figsize=(6,6), subplot_kw={'projection': '3d'})\n", "for i in range(waves.shape[1]):\n", " # TODO: color by spike time\n", " ax.plot(t, t2[i], zs=waves[:,i], zdir='z');\n", "ax.set_xlabel('Time (ms)');\n", "ax.set_ylabel('Spike time (s)');\n", "ax.view_init(azim=-100, elev=20);\n", "ax.set_title(f'Spike waveforms for cluster {cluster_id}')\n", "ax.set_box_aspect(None, zoom=0.85)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Can also visualize this as a heatmap\n", "fig2, ax2 = plt.subplots(1,1,figsize=(6,6))\n", "pos = ax2.imshow(waves.T, aspect='auto', extent=[t[0], t[-1], t2[0], t2[-1]]);\n", "fig2.colorbar(pos, ax=ax2);\n", "ax2.set_xlabel('Time (ms)');\n", "ax2.set_ylabel('Spike time (s)');" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "kilosort", "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": "3.9.20" } }, "nbformat": 4, "nbformat_minor": 2 }