Created
August 4, 2017 23:10
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Implementation of a custom NWB extension for population spike trains
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| from pynwb import NWBNamespaceBuilder, NWBGroupSpec, NWBDatasetSpec | |
| import numpy as np | |
| from pynwb import get_class, load_namespaces | |
| from datetime import datetime | |
| from pynwb import NWBFile | |
| from form.backends.hdf5 import HDF5IO | |
| from pynwb import get_build_manager | |
| ns_path = "alleninstitute.namespace.yaml" | |
| ext_source = "alleninstitute.extensions.yaml" | |
| nwb_ds = NWBDatasetSpec('dataset_doc', 'int', 'data') | |
| ns_builder = NWBNamespaceBuilder('Allen Institute extensions', "alleninstitute") | |
| ext = NWBGroupSpec('A custom TimeSeries that stores neuron gids and times', | |
| datasets=[nwb_ds], | |
| neurodata_type_inc='TimeSeries', | |
| neurodata_type_def='PopulationSpikeTrain') | |
| ns_builder.add_spec(ext_source, ext) | |
| ns_builder.export(ns_path) | |
| ns_path = "alleninstitute.namespace.yaml" | |
| load_namespaces(ns_path) | |
| PopulationSpikeTrain = get_class('PopulationSpikeTrain', 'alleninstitute') | |
| fs = PopulationSpikeTrain(data=(10*np.random.random(5)).astype(np.int), | |
| name='my_population', | |
| source='acquisition', | |
| unit='second', | |
| timestamps=np.random.rand(5)) | |
| f = NWBFile('tmp.nwb', | |
| 'my first synthetic recording', | |
| 'EXAMPLE_ID', | |
| datetime.now(), | |
| experimenter='Dr. Bilbo Baggins', | |
| lab='Bag End Labatory', | |
| institution='University of Middle Earth at the Shire', | |
| experiment_description='empty', | |
| session_id='LONELYMTN') | |
| f.add_raw_timeseries(fs) | |
| manager = get_build_manager() | |
| io = HDF5IO('tmp.nwb', manager, mode='w') | |
| io.write(f) | |
| io.close() |
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