{ "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", " 100,\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.MultiUnitSpiking(\n", " r_perfect_detection=50 * b2.um, r_half_detection=100 * b2.um\n", " ),\n", " ephys.SortedSpiking(\n", " r_perfect_detection=50 * b2.um, r_half_detection=100 * b2.um\n", " ),\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 0.52s). [brian2.stateupdaters.base.method_choice]\n", "INFO No numerical integration method specified for group 'syn_ChR2_neurongroup', using method 'euler' (took 0.07s, trying other methods took 0.16s). [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(2024, 9, 17, 18, 58, 21, 347520)}\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(2024, 9, 17, 18, 58, 21, 474501)}\n", " sampling rate: 1.0 1/ms\n", " time: 0.0 ms to 50.0 ms,\n", " Group with 3 spiketrains\n", " name: 'Probe.MultiUnitSpiking'\n", " description: 'Exported from Cleo MultiUnitSpiking object'\n", " annotations: {'export_datetime': datetime.datetime(2024, 9, 17, 18, 58, 21, 479844)},\n", " Group with 62 spiketrains\n", " name: 'Probe.SortedSpiking'\n", " description: 'Exported from Cleo SortedSpiking object'\n", " annotations: {'export_datetime': datetime.datetime(2024, 9, 17, 18, 58, 21, 579646)})" ] }, "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(2024, 9, 17, 18, 58, 21, 681890)}\n", "# segments (N=1)\n", "0: Segment with 1 analogsignals, 1 irregularlysampledsignals, 65 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(2024, 9, 17, 18, 58, 21, 682650)}\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, 65 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(2024, 9, 17, 18, 58, 21, 791656)}\n", " sampling rate: 1.0 1/ms\n", " time: 0.0 ms to 50.0 ms\n", "1: Segment with 1 analogsignals, 1 irregularlysampledsignals, 61 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(2024, 9, 17, 18, 58, 23, 422050)}\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 }