# from caas_jupyter_tools import display_dataframe_to_user
import pandas as pd
import matplotlib.pyplot as plt

exp_data = [
    {"U":20,"X":3.9,"Kx":0.2,"H":245.63,"Y":4.1,"Ky":0.05,"B":0.73,"mu":2365.56},
    {"U":19,"X":3.3,"Kx":0.2,"H":207.84,"Y":4.1,"Ky":0.05,"B":0.73,"mu":2795.66},
    {"U":18,"X":3.1,"Kx":0.2,"H":195.24,"Y":3.9,"Ky":0.05,"B":0.69,"mu":2830.85},
    {"U":17,"X":2.9,"Kx":0.2,"H":182.65,"Y":3.7,"Ky":0.05,"B":0.66,"mu":2870.90},
    {"U":16,"X":2.7,"Kx":0.2,"H":170.05,"Y":3.5,"Ky":0.05,"B":0.62,"mu":2916.88},
    {"U":15,"X":2.3,"Kx":0.2,"H":144.86,"Y":3.3,"Ky":0.05,"B":0.59,"mu":3228.49},
    {"U":14,"X":2.1,"Kx":0.2,"H":132.26,"Y":3.1,"Ky":0.05,"B":0.55,"mu":3321.67},
    {"U":13,"X":3.8,"Kx":0.1,"H":119.67,"Y":2.9,"Ky":0.05,"B":0.52,"mu":3434.46},
    {"U":12,"X":3.3,"Kx":0.1,"H":103.92,"Y":2.7,"Ky":0.05,"B":0.48,"mu":3682.08},
    {"U":11,"X":2.9,"Kx":0.1,"H":91.32,"Y":2.5,"Ky":0.05,"B":0.45,"mu":3879.59},
    {"U":10,"X":2.7,"Kx":0.1,"H":85.03,"Y":2.3,"Ky":0.05,"B":0.41,"mu":3833.61},
    {"U":9,"X":2.3,"Kx":0.1,"H":72.43,"Y":2.1,"Ky":0.05,"B":0.37,"mu":4108.99},
    {"U":8,"X":2.1,"Kx":0.1,"H":66.13,"Y":1.9,"Ky":0.05,"B":0.34,"mu":4071.72},
    {"U":7,"X":3.5,"Kx":0.05,"H":55.11,"Y":1.7,"Ky":0.05,"B":0.30,"mu":4371.74},
    {"U":6,"X":3.3,"Kx":0.05,"H":51.96,"Y":3.5,"Ky":0.02,"B":0.25,"mu":3818.46},
    {"U":5,"X":3.0,"Kx":0.05,"H":47.24,"Y":2.9,"Ky":0.02,"B":0.21,"mu":3480.25}
]

df = pd.DataFrame(exp_data)
print(df[["U","H","B","mu"]])

plt.figure(figsize=(8,5))
plt.plot(df["H"], df["B"], marker='o')
plt.xlabel("H, A/m")
plt.ylabel("B, T")
plt.title("Кривая начального намагничивания B = B(H)")
plt.grid(True)
plt.tight_layout()
plt.savefig("1.png", bbox_inches="tight", dpi=300)
plt.show()

plt.figure(figsize=(8,5))
plt.plot(df["H"], df["mu"], marker='o')
plt.xlabel("H, A/m")
plt.ylabel("μ")
plt.title("Зависимость магнитной проницаемости μ = μ(H)")
plt.grid(True)
plt.tight_layout()
plt.savefig("2.png", bbox_inches="tight", dpi=300)
plt.show()