utils.py 文件源码

python
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项目:BISIP 作者: clberube 项目源码 文件源码
def get_data(filename,headers,ph_units):
    # Importation des données .DAT
    dat_file = np.loadtxt("%s"%(filename),skiprows=headers,delimiter=',')
    labels = ["freq", "amp", "pha", "amp_err", "pha_err"]
    data = {l:dat_file[:,i] for (i,l) in enumerate(labels)}
    if ph_units == "mrad":
        data["pha"] = data["pha"]/1000                    # mrad to rad
        data["pha_err"] = data["pha_err"]/1000              # mrad to rad
    if ph_units == "deg":
        data["pha"] = np.radians(data["pha"])               # deg to rad
        data["pha_err"] = np.radians(data["pha_err"])       # deg to rad
    data["phase_range"] = abs(max(data["pha"])-min(data["pha"])) # Range of phase measurements (used in NRMS error calculation)
    data["Z"]  = data["amp"]*(np.cos(data["pha"]) + 1j*np.sin(data["pha"]))
    EI = np.sqrt(((data["amp"]*np.cos(data["pha"])*data["pha_err"])**2)+(np.sin(data["pha"])*data["amp_err"])**2)
    ER = np.sqrt(((data["amp"]*np.sin(data["pha"])*data["pha_err"])**2)+(np.cos(data["pha"])*data["amp_err"])**2)
    data["Z_err"] = ER + 1j*EI
    # Normalization of amplitude
    data["Z_max"] = max(abs(data["Z"]))  # Maximum amplitude
    zn, zn_e = data["Z"]/data["Z_max"], data["Z_err"]/data["Z_max"] # Normalization of impedance by max amplitude
    data["zn"] = np.array([zn.real, zn.imag]) # 2D array with first column = real values, second column = imag values
    data["zn_err"] = np.array([zn_e.real, zn_e.imag]) # 2D array with first column = real values, second column = imag values
    return data
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