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- # -*- coding: utf-8 -*-
- '''
- This module defines :class:`Event`, an array of events.
- :class:`Event` derives from :class:`BaseNeo`, from
- :module:`neo.core.baseneo`.
- '''
- # needed for python 3 compatibility
- from __future__ import absolute_import, division, print_function
- import sys
- import numpy as np
- import quantities as pq
- from neo.core.baseneo import BaseNeo, merge_annotations
- PY_VER = sys.version_info[0]
- def _new_event(cls, signal, times = None, labels=None, units=None, name=None,
- file_origin=None, description=None,
- annotations=None, segment=None):
- '''
- A function to map Event.__new__ to function that
- does not do the unit checking. This is needed for pickle to work.
- '''
- e = Event(signal=signal, times=times, labels=labels, units=units, name=name, file_origin=file_origin,
- description=description, **annotations)
- e.segment = segment
- return e
- class Event(BaseNeo, pq.Quantity):
- '''
- Array of events.
- *Usage*::
- >>> from neo.core import Event
- >>> from quantities import s
- >>> import numpy as np
- >>>
- >>> evt = Event(np.arange(0, 30, 10)*s,
- ... labels=np.array(['trig0', 'trig1', 'trig2'],
- ... dtype='S'))
- >>>
- >>> evt.times
- array([ 0., 10., 20.]) * s
- >>> evt.labels
- array(['trig0', 'trig1', 'trig2'],
- dtype='|S5')
- *Required attributes/properties*:
- :times: (quantity array 1D) The time of the events.
- :labels: (numpy.array 1D dtype='S') Names or labels for the events.
- *Recommended attributes/properties*:
- :name: (str) A label for the dataset.
- :description: (str) Text description.
- :file_origin: (str) Filesystem path or URL of the original data file.
- Note: Any other additional arguments are assumed to be user-specific
- metadata and stored in :attr:`annotations`.
- '''
- _single_parent_objects = ('Segment',)
- _quantity_attr = 'times'
- _necessary_attrs = (('times', pq.Quantity, 1),
- ('labels', np.ndarray, 1, np.dtype('S')))
- def __new__(cls, times=None, labels=None, units=None, name=None, description=None,
- file_origin=None, **annotations):
- if times is None:
- times = np.array([]) * pq.s
- if labels is None:
- labels = np.array([], dtype='S')
- if units is None:
- # No keyword units, so get from `times`
- try:
- units = times.units
- dim = units.dimensionality
- except AttributeError:
- raise ValueError('you must specify units')
- else:
- if hasattr(units, 'dimensionality'):
- dim = units.dimensionality
- else:
- dim = pq.quantity.validate_dimensionality(units)
- # check to make sure the units are time
- # this approach is much faster than comparing the
- # reference dimensionality
- if (len(dim) != 1 or list(dim.values())[0] != 1 or
- not isinstance(list(dim.keys())[0], pq.UnitTime)):
- ValueError("Unit %s has dimensions %s, not [time]" %
- (units, dim.simplified))
- obj = pq.Quantity(times, units=dim).view(cls)
- obj.labels = labels
- obj.segment = None
- return obj
- def __init__(self, times=None, labels=None, units=None, name=None, description=None,
- file_origin=None, **annotations):
- '''
- Initialize a new :class:`Event` instance.
- '''
- BaseNeo.__init__(self, name=name, file_origin=file_origin,
- description=description, **annotations)
- def __reduce__(self):
- '''
- Map the __new__ function onto _new_BaseAnalogSignal, so that pickle
- works
- '''
- return _new_event, (self.__class__, self.times, np.array(self), self.labels, self.units,
- self.name, self.file_origin, self.description,
- self.annotations, self.segment)
- def __array_finalize__(self, obj):
- super(Event, self).__array_finalize__(obj)
- self.labels = getattr(obj, 'labels', None)
- self.annotations = getattr(obj, 'annotations', None)
- self.name = getattr(obj, 'name', None)
- self.file_origin = getattr(obj, 'file_origin', None)
- self.description = getattr(obj, 'description', None)
- self.segment = getattr(obj, 'segment', None)
- def __repr__(self):
- '''
- Returns a string representing the :class:`Event`.
- '''
- # need to convert labels to unicode for python 3 or repr is messed up
- if PY_VER == 3:
- labels = self.labels.astype('U')
- else:
- labels = self.labels
- objs = ['%s@%s' % (label, time) for label, time in zip(labels,
- self.times)]
- return '<Event: %s>' % ', '.join(objs)
- @property
- def times(self):
- return pq.Quantity(self)
- def merge(self, other):
- '''
- Merge the another :class:`Event` into this one.
- The :class:`Event` objects are concatenated horizontally
- (column-wise), :func:`np.hstack`).
- If the attributes of the two :class:`Event` are not
- compatible, and Exception is raised.
- '''
- othertimes = other.times.rescale(self.times.units)
- times = np.hstack([self.times, othertimes]) * self.times.units
- labels = np.hstack([self.labels, other.labels])
- kwargs = {}
- for name in ("name", "description", "file_origin"):
- attr_self = getattr(self, name)
- attr_other = getattr(other, name)
- if attr_self == attr_other:
- kwargs[name] = attr_self
- else:
- kwargs[name] = "merge(%s, %s)" % (attr_self, attr_other)
- merged_annotations = merge_annotations(self.annotations,
- other.annotations)
- kwargs.update(merged_annotations)
- return Event(times=times, labels=labels, **kwargs)
- def _copy_data_complement(self, other):
- '''
- Copy the metadata from another :class:`Event`.
- '''
- for attr in ("labels", "name", "file_origin", "description",
- "annotations"):
- setattr(self, attr, getattr(other, attr, None))
- def duplicate_with_new_data(self, signal):
- '''
- Create a new :class:`Event` with the same metadata
- but different data
- '''
- new = self.__class__(times=signal)
- new._copy_data_complement(self)
- return new
- def time_slice(self, t_start, t_stop):
- '''
- Creates a new :class:`Event` corresponding to the time slice of
- the original :class:`Event` between (and including) times
- :attr:`t_start` and :attr:`t_stop`. Either parameter can also be None
- to use infinite endpoints for the time interval.
- '''
- _t_start = t_start
- _t_stop = t_stop
- if t_start is None:
- _t_start = -np.inf
- if t_stop is None:
- _t_stop = np.inf
- indices = (self >= _t_start) & (self <= _t_stop)
- new_evt = self[indices]
- return new_evt
- def as_array(self, units=None):
- """
- Return the event times as a plain NumPy array.
- If `units` is specified, first rescale to those units.
- """
- if units:
- return self.rescale(units).magnitude
- else:
- return self.magnitude
- def as_quantity(self):
- """
- Return the event times as a quantities array.
- """
- return self.view(pq.Quantity)
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