Question: How can this code be improved and made more innovative and commented upon to show every step of the code import numpy as np import

How can this code be improved and made more innovative and commented upon to show every step of the code
import numpy as np
import matplotlib.pyplot as plt
from scipy.signal import bode, TransferFunction
# Step 1: Define parameters for the ideal design
fc =2500# Cutoff frequency in Hz
R =1000# Resistance in ohms
L_ideal = R /(2* np.pi * fc)# Ideal inductance in Henry
# Step 2: Define the transfer function for the ideal design
num_ideal =[L_ideal, 0]# Numerator: sL (jL)
den_ideal =[L_ideal, R]# Denominator: sL + R
system_ideal = TransferFunction(num_ideal, den_ideal)
# Step 3: Adjust component values to match Appendix A
# R =1 k(direct match)
# L =60H (series combination of 6 x 10H)+3.64H adjustment
L_selected =63.64e-6# Selected inductance in Henry
num_selected =[L_selected, 0]# Numerator for selected design
den_selected =[L_selected, R]# Denominator for selected design
system_selected = TransferFunction(num_selected, den_selected)
# Step 4: Generate frequency range for the Bode plot
frequencies = np.logspace(2,5,1000)# Frequency from 100 Hz to 100 kHz
w =2* np.pi * frequencies # Angular frequency
# Step 5: Calculate Bode response for both designs
_, mag_ideal, phase_ideal = bode(system_ideal, w)
_, mag_selected, phase_selected = bode(system_selected, w)
# Step 6: Plot Bode magnitude and phase for comparison
plt.figure(figsize=(12,8))
# Magnitude plot
plt.subplot(2,1,1)
plt.semilogx(frequencies, mag_ideal, label="Ideal Design", linestyle="--")
plt.semilogx(frequencies, mag_selected, label="Selected Design", linestyle="-")
plt.title("Bode Plot for RL High-Pass Filter (Comparison)")
plt.ylabel("Magnitude (dB)")
plt.legend()
plt.grid(True, which="both", linestyle="--", linewidth=0.7)
# Phase plot
plt.subplot(2,1,2)
plt.semilogx(frequencies, phase_ideal, label="Ideal Design", linestyle="--")
plt.semilogx(frequencies, phase_selected, label="Selected Design", linestyle="-")
plt.xlabel("Frequency (Hz)")
plt.ylabel("Phase (degrees)")
plt.legend()
plt.grid(True, which="both", linestyle="--", linewidth=0.7)
plt.tight_layout()
plt.show()
# Step 7: Display calculated component values
print("Ideal Inductance (L_ideal):", L_ideal, "H")
print("Selected Inductance (L_selected):", L_selected, "H")

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