nstat.CIFModel

class nstat.CIFModel(time, rate_hz, name='lambda')

Bases: object

Conditional intensity function abstraction used by standalone workflows.

Parameters:

• time (ndarray)

• rate_hz (ndarray)

• name (str)

__init__(time, rate_hz, name='lambda')

Parameters:

• time (ndarray)

• rate_hz (ndarray)

• name (str)

Return type:

None

time: ndarray

rate_hz: ndarray

name: str = 'lambda'

to_covariate()

Return type:

Covariate

simulate(num_realizations=1, *, seed=None)

Parameters:

• num_realizations (int)

• seed (int | None)

Return type:

SpikeTrainCollection

classmethod from_linear_terms(time, intercept, coefficients, design_matrix, dt, name='lambda')

Parameters:

• time (ndarray)

• intercept (float)

• coefficients (ndarray)

• design_matrix (ndarray)

• dt (float)

• name (str)

Return type:

CIFModel