Source code for elephant.neo_tools

# -*- coding: utf-8 -*-
"""
Tools to manipulate Neo objects.

:copyright: Copyright 2014-2016 by the Elephant team, see AUTHORS.txt.
:license: Modified BSD, see LICENSE.txt for details.
"""

from __future__ import division, print_function

from itertools import chain

from neo.core.container import unique_objs


[docs]def extract_neo_attrs(obj, parents=True, child_first=True, skip_array=False, skip_none=False): """Given a neo object, return a dictionary of attributes and annotations. Parameters ---------- obj : neo object parents : bool, optional Also include attributes and annotations from parent neo objects (if any). child_first : bool, optional If True (default True), values of child attributes are used over parent attributes in the event of a name conflict. If False, parent attributes are used. This parameter does nothing if `parents` is False. skip_array : bool, optional If True (default False), skip attributes that store non-scalar array values. skip_none : bool, optional If True (default False), skip annotations and attributes that have a value of `None`. Returns ------- dict A dictionary where the keys are annotations or attribute names and the values are the corresponding annotation or attribute value. """ attrs = obj.annotations.copy() for attr in obj._necessary_attrs + obj._recommended_attrs: if skip_array and len(attr) >= 3 and attr[2]: continue attr = attr[0] if attr == getattr(obj, '_quantity_attr', None): continue attrs[attr] = getattr(obj, attr, None) if skip_none: for attr, value in attrs.copy().items(): if value is None: del attrs[attr] if not parents: return attrs for parent in getattr(obj, 'parents', []): if parent is None: continue newattr = extract_neo_attrs(parent, parents=True, child_first=child_first, skip_array=skip_array, skip_none=skip_none) if child_first: newattr.update(attrs) attrs = newattr else: attrs.update(newattr) return attrs
def _get_all_objs(container, classname): """Get all `neo` objects of a given type from a container. The objects can be any list, dict, or other iterable or mapping containing neo objects of a particular class, as well as any neo object that can hold the object. Objects are searched recursively, so the objects can be nested (such as a list of blocks). Parameters ---------- container : list, tuple, iterable, dict, neo container The container for the neo objects. classname : str The name of the class, with proper capitalization (so `SpikeTrain`, not `Spiketrain` or `spiketrain`) Returns ------- list A list of unique `neo` objects """ if container.__class__.__name__ == classname: return [container] classholder = classname.lower() + 's' if hasattr(container, classholder): vals = getattr(container, classholder) elif hasattr(container, 'list_children_by_class'): vals = container.list_children_by_class(classname) elif hasattr(container, 'values') and not hasattr(container, 'ndim'): vals = container.values() elif hasattr(container, '__iter__') and not hasattr(container, 'ndim'): vals = container else: raise ValueError('Cannot handle object of type %s' % type(container)) res = list(chain.from_iterable(_get_all_objs(obj, classname) for obj in vals)) return unique_objs(res)
[docs]def get_all_spiketrains(container): """Get all `neo.Spiketrain` objects from a container. The objects can be any list, dict, or other iterable or mapping containing spiketrains, as well as any neo object that can hold spiketrains: `neo.Block`, `neo.ChannelIndex`, `neo.Unit`, and `neo.Segment`. Containers are searched recursively, so the objects can be nested (such as a list of blocks). Parameters ---------- container : list, tuple, iterable, dict, neo Block, neo Segment, neo Unit, neo ChannelIndex The container for the spiketrains. Returns ------- list A list of the unique `neo.SpikeTrain` objects in `container`. """ return _get_all_objs(container, 'SpikeTrain')
[docs]def get_all_events(container): """Get all `neo.Event` objects from a container. The objects can be any list, dict, or other iterable or mapping containing events, as well as any neo object that can hold events: `neo.Block` and `neo.Segment`. Containers are searched recursively, so the objects can be nested (such as a list of blocks). Parameters ---------- container : list, tuple, iterable, dict, neo Block, neo Segment The container for the events. Returns ------- list A list of the unique `neo.Event` objects in `container`. """ return _get_all_objs(container, 'Event')
[docs]def get_all_epochs(container): """Get all `neo.Epoch` objects from a container. The objects can be any list, dict, or other iterable or mapping containing epochs, as well as any neo object that can hold epochs: `neo.Block` and `neo.Segment`. Containers are searched recursively, so the objects can be nested (such as a list of blocks). Parameters ---------- container : list, tuple, iterable, dict, neo Block, neo Segment The container for the epochs. Returns ------- list A list of the unique `neo.Epoch` objects in `container`. """ return _get_all_objs(container, 'Epoch')