relife.datasets.load_insulator_string¶

relife.datasets.load_insulator_string() → relife.data.LifetimeData[source]¶

Load and return the insulator string lifetime data for regression.

The data were simulated from a real estimate:

time: time-to-event or durations in years,
event: if a failure occurs during the observation period,
entry: age of the circuit breakers in years at the beginning of the observation period,
args: tuple of covariates related to the atmospheric polluants.

Returns: The lifetime data as a dataclass instance.
Return type: LifetimeData

Examples

import numpy as np
from scipy.stats import boxcox, zscore
from relife.datasets import load_circuit_breaker
time, event, entry, *args = load_insulator_string().astuple()
covar = zscore(np.column_stack([boxcox(col)[0] for col in args[0].T]))

ReLife 1.0.0 documentation

relife.datasets.load_insulator_string

relife.datasets.load_insulator_string¶