Question: Using this code import numpy as np # Importing the NumPy library for numerical calculations def calculate _ series _ reliability ( reliabilities ) :

Using this code
import numpy as np # Importing the NumPy library for numerical calculations def calculate _ series _ reliability ( reliabilities ) : """ Calculates the overall reliability of components connected in series. Args: reliabilities: A list of individual component reliabilities ( each between 0 and 1). Returns: The overall reliability of the series system ( a value between 0 and 1).""" overall _ reliability = np . prod ( reliabilities ) # Calculate the product of individual reliabilities return overall _ reliability def calculate _ parallel _ reliability ( reliabilities ) : """ Calculates the overall reliability of components connected in parallel. Args: reliabilities: A list of individual component reliabilities ( each between 0 and 1). Returns: The overall reliability of the parallel system ( a value between 0 and 1).""" unreliability =1- np . array ( reliability ) # Calculate unreliability (1- reliability ) overall _ unreliability = np . prod ( unreliabilities ) # Calculate the product of unreliabilities return 1- overall _ unreliability # Subtract overall unreliability from 1 to get reliability def calculate _ bridge _ reliability ( top _ reliabilities, bottom _ reliabilities ) : """ Calculates the reliability of a standard bridge structure. Args: top _ reliabilities: A list of reliabilities of components in the top path. bottom _ reliabilities: A list of reliabilities of components in the bottom path. Returns: The overall reliability of the bridge system ( a value between 0 and 1).""" top _ path _ reliability = calculate _ series _ reliability ( top _ reliabilities ) bottom _ path _ reliability = calculate _ series _ reliability ( bottom _ reliabilities ) return calculate _ parallel _ reliability ([ top _ path _ reliability, bottom _ path _ reliability ]) # Treat paths as parallel.
Assume each individual reliability is 0.95
 Using this code import numpy as np # Importing the NumPy

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