{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Neo export\n", "\n", "Cleo allows you to export data from the whole {class}`~cleo.CLSimulator` or from individual {class}`~cleo.InterfaceDevice`s objects to [Neo](https://neo.readthedocs.io/en/latest/) objects.\n", "This facilitates data analysis and visualization with [packages that take Neo as an input format](https://neo.readthedocs.io/en/latest/neo_users.html), as well as export to various [open](https://neo.readthedocs.io/en/latest/share_data.html) and [proprietary](https://neo.readthedocs.io/en/latest/iolist.html) ephys data file formats, which could be useful for integration with existing pipelines developed for experimental data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import brian2 as b2\n", "from brian2 import np\n", "import cleo\n", "from cleo import opto, ephys, light\n", "import neo\n", "\n", "import cleo.utilities\n", "\n", "# numpy faster than cython for lightweight example\n", "b2.prefs.codegen.target = \"numpy\"\n", "# for reproducibility\n", "np.random.seed(18060520)\n", "cleo.utilities.set_seed(18060520)\n", "b2.seed(18730508)\n", "\n", "cleo.utilities.style_plots_for_docs()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll set up a basic simulation to see how export works for different devices and the whole simulation." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ng = b2.NeuronGroup(\n", " 1000,\n", " \"\"\"dv/dt = ((-70*mV - v) + (500*Mohm)*Iopto) / (20*ms) : volt\n", " Iopto : amp\"\"\",\n", " threshold=\"v > -50*mV\",\n", " reset=\"v = -70*mV\",\n", ")\n", "ng.v = -70 * b2.mV\n", "syn = b2.Synapses(ng, on_pre=\"v += 3*mV\")\n", "cleo.coords.assign_coords_rand_rect_prism(ng, (-0.2, 0.2), (-0.2, 0.2), (0, 0.4))\n", "\n", "light = light.Light(\n", " coords=[[-0.1, 0, 0], [0.1, 0, 0]] * b2.mm, light_model=light.fiber473nm()\n", ")\n", "probe = ephys.Probe(\n", " coords=[[0, 0, 50], [0, 0, 150], [0, 0, 250]] * b2.um,\n", " signals=[\n", " ephys.TKLFPSignal(),\n", " ephys.MultiUnitActivity(),\n", " ephys.SortedSpiking(),\n", " ],\n", ")\n", "sim = cleo.CLSimulator(b2.Network(ng))\n", "\n", "\n", "class IOProc(cleo.ioproc.LatencyIOProcessor):\n", " def process(self, state_dict, t_samp_ms):\n", " return {\"Light\": 0.5 * np.random.rand(light.n) * b2.mwatt / b2.mm2}, t_samp_ms\n", "\n", "\n", "sim.set_io_processor(IOProc(sample_period=1 * b2.ms))\n", "sim.inject(light, ng).inject(probe, ng, tklfp_type=\"exc\")\n", "sim.inject(opto.chr2_4s(), ng)\n", "\n", "cleo.viz.plot(ng, colors=[\"orange\"], sim=sim)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'neurongroup', using method 'exact' (took 0.54s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'syn_ChR2_neurongroup', using method 'euler' (took 0.07s, trying other methods took 0.15s). [brian2.stateupdaters.base.method_choice]\n" ] } ], "source": [ "sim.run(50 * b2.ms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exporting individual devices\n", "\n", "Depending on whether time values are regularly spaced, data is exported to either {class}`~neo.core.AnalogSignal` or {class}`~neo.core.IrregularlySampledSignal` objects, with appropriate annotations and per-channel annotations." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IrregularlySampledSignal with 2 channels of length 51; units mW/mm**2; datatype float64 \n", "name: 'Light'\n", "description: 'Exported from Cleo Light device'\n", "annotations: {'export_datetime': datetime.datetime(2025, 5, 21, 20, 10, 19, 986505)}\n", "sample times: [ 0. 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16.\n", " 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27. 28. 29. 30. 31. 32. 33. 34.\n", " 35. 36. 37. 38. 39. 40. 41. 42. 43. 44. 45. 46. 47. 48. 49.] ms" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "light.to_neo()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'x': array([-0.1, 0.1]) * mm,\n", " 'y': array([0., 0.]) * mm,\n", " 'z': array([0., 0.]) * mm,\n", " 'direction_x': array([0., 0.]),\n", " 'direction_y': array([0., 0.]),\n", " 'direction_z': array([1., 1.]),\n", " 'i_channel': array([0, 1])}" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "light.to_neo().array_annotations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Different signals from the same device are grouped together:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Group with 2 groups, 1 analogsignals\n", "name: 'Probe'\n", "description: 'Exported from Cleo Probe device'" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "probe_neo = probe.to_neo()\n", "probe_neo" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(AnalogSignal with 3 channels of length 50; units uV; datatype float64 \n", " name: 'Probe.TKLFPSignal'\n", " description: 'Exported from Cleo TKLFPSignal object'\n", " annotations: {'export_datetime': datetime.datetime(2025, 5, 21, 20, 10, 20, 25361)}\n", " sampling rate: 1.0 1/ms\n", " time: 0.0 ms to 50.0 ms,\n", " Group with 3 spiketrains\n", " name: 'Probe.MultiUnitActivity'\n", " description: 'Exported from Cleo MultiUnitActivity object'\n", " annotations: {'export_datetime': datetime.datetime(2025, 5, 21, 20, 10, 20, 30685)},\n", " Group with 7 spiketrains\n", " name: 'Probe.SortedSpiking'\n", " description: 'Exported from Cleo SortedSpiking object'\n", " annotations: {'export_datetime': datetime.datetime(2025, 5, 21, 20, 10, 20, 41095)})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "probe_neo.children" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Whole-simulation export\n", "Exporting the whole {class}`~cleo.CLSimulator` object generates a {class}`~neo.core.Block` object with a single {class}`~neo.core.Segment` object containing all the data from the simulation." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Block with 1 segments, 1 groups\n", "description: 'Exported from Cleo simulation'\n", "annotations: {'export_datetime': datetime.datetime(2025, 5, 21, 20, 10, 20, 76687)}\n", "# segments (N=1)\n", "0: Segment with 1 analogsignals, 1 irregularlysampledsignals, 10 spiketrains\n", " # analogsignals (N=1)\n", " 0: AnalogSignal with 3 channels of length 50; units uV; datatype float64 \n", " name: 'Probe.TKLFPSignal'\n", " description: 'Exported from Cleo TKLFPSignal object'\n", " annotations: {'export_datetime': datetime.datetime(2025, 5, 21, 20, 10, 20, 77814)}\n", " sampling rate: 1.0 1/ms\n", " time: 0.0 ms to 50.0 ms" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim.to_neo()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trial structure\n", "\n", "Using the convention that a {class}`~neo.core.Segment` represents a single \"trial,\" there are a couple ways we can generate trial-structured Neo data:\n", "\n", "1. Resetting the simulation and exporting the data from each trial individually, merging them into a single {class}`~neo.core.Block` object.\n", "2. Structuring multiple trials into a single call to {meth}`~cleo.CLSimulator.run` and segmenting the data on export.\n", " This is not implemented, but could be in the future if there is sufficient demand.\n", "\n", "Let's try the first of these options:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Block with 2 segments, 2 groups\n", "# segments (N=2)\n", "0: Segment with 1 analogsignals, 1 irregularlysampledsignals, 10 spiketrains\n", " name: 'trial 1'\n", " # analogsignals (N=1)\n", " 0: AnalogSignal with 3 channels of length 50; units uV; datatype float64 \n", " name: 'Probe.TKLFPSignal'\n", " description: 'Exported from Cleo TKLFPSignal object'\n", " annotations: {'export_datetime': datetime.datetime(2025, 5, 21, 20, 10, 20, 117658)}\n", " sampling rate: 1.0 1/ms\n", " time: 0.0 ms to 50.0 ms\n", "1: Segment with 1 analogsignals, 1 irregularlysampledsignals, 10 spiketrains\n", " name: 'trial 2'\n", " # analogsignals (N=1)\n", " 0: AnalogSignal with 3 channels of length 50; units uV; datatype float64 \n", " name: 'Probe.TKLFPSignal'\n", " description: 'Exported from Cleo TKLFPSignal object'\n", " annotations: {'export_datetime': datetime.datetime(2025, 5, 21, 20, 10, 22, 293384)}\n", " sampling rate: 1.0 1/ms\n", " time: 0.0 ms to 50.0 ms" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "block1 = sim.to_neo()\n", "block1.segments[0].name = \"trial 1\"\n", "sim.reset()\n", "sim.run(50 * b2.ms)\n", "block2 = sim.to_neo()\n", "block2.segments[0].name = \"trial 2\"\n", "\n", "block = neo.Block()\n", "block.segments.extend(block1.segments)\n", "block.segments.extend(block2.segments)\n", "block.groups.extend(block1.groups)\n", "block.groups.extend(block2.groups)\n", "block" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The more attractive approach suggested by Neo's API of `block1.merge(block2)` does not work, but could potentially be fixed in the future." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example analysis use case\n", "\n", "Let's try [elephant](https://elephant.readthedocs.io/en/stable/index.html), following their [statistics tutorial](https://elephant.readthedocs.io/en/stable/tutorials/statistics.html#Statistics):" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from elephant.statistics import instantaneous_rate, time_histogram, mean_firing_rate\n", "import quantities as pq\n", "\n", "fig, ax = plt.subplots()\n", "st1 = block.segments[0].spiketrains[0]\n", "histogram_rate = time_histogram([st1], 5 * pq.ms, output=\"rate\")\n", "inst_rate = instantaneous_rate(st1, sampling_period=1 * pq.ms)\n", "\n", "# plotting the original spiketrain\n", "ax.plot(\n", " st1,\n", " [0] * len(st1),\n", " \"r\",\n", " marker=2,\n", " ms=25,\n", " markeredgewidth=2,\n", " lw=0,\n", " label=\"poisson spike times\",\n", ")\n", "\n", "# mean firing rate\n", "ax.hlines(\n", " mean_firing_rate(st1),\n", " xmin=st1.t_start,\n", " xmax=st1.t_stop,\n", " linestyle=\"--\",\n", " label=\"mean firing rate\",\n", ")\n", "\n", "# time histogram\n", "ax.bar(\n", " histogram_rate.times,\n", " histogram_rate.magnitude.flatten(),\n", " width=histogram_rate.sampling_period,\n", " align=\"edge\",\n", " alpha=0.3,\n", " label=\"time histogram (rate)\",\n", ")\n", "\n", "# instantaneous rate\n", "ax.plot(\n", " inst_rate.times.rescale(pq.ms),\n", " inst_rate.rescale(histogram_rate.dimensionality).magnitude.flatten(),\n", " label=\"instantaneous rate\",\n", ")\n", "\n", "# axis labels and legend\n", "ax.set(\n", " xlabel=f\"time [{st1.times.dimensionality.latex}]\",\n", " ylabel=f\"firing rate [{histogram_rate.dimensionality.latex}]\",\n", " xlim=(st1.t_start, st1.t_stop),\n", ")\n", "ax.legend()" ] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }