{ "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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", "text/plain": [ "
" ] }, "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 0.03s). [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 0.01s, trying other methods took 0.02s). [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(2026, 6, 26, 11, 53, 1, 207541)}\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(2026, 6, 26, 11, 53, 1, 222728)}\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(2026, 6, 26, 11, 53, 1, 224728)},\n", " Group with 7 spiketrains\n", " name: 'Probe.SortedSpiking'\n", " description: 'Exported from Cleo SortedSpiking object'\n", " annotations: {'export_datetime': datetime.datetime(2026, 6, 26, 11, 53, 1, 229230)})" ] }, "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(2026, 6, 26, 11, 53, 1, 241944)}\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(2026, 6, 26, 11, 53, 1, 243016)}\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(2026, 6, 26, 11, 53, 1, 257315)}\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(2026, 6, 26, 11, 53, 1, 948927)}\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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" ] }, "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 }