Source code for pyrfu.pyrf.normalize
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# 3rd party imports
import numpy as np
__author__ = "Louis Richard"
__email__ = "louisr@irfu.se"
__copyright__ = "Copyright 2020-2023"
__license__ = "MIT"
__version__ = "2.4.2"
__status__ = "Prototype"
[docs]def normalize(inp):
r"""Normalizes the input field.
Parameters
----------
inp : xarray.DataArray
Time series of the input field.
Returns
-------
out : xarray.DataArray
Time series of the normalized input field.
Examples
--------
>>> from pyrfu import mms, pyrf
Time interval
>>> tint = ["2019-09-14T07:54:00.000", "2019-09-14T08:11:00.000"]
Spacecraft index
>>> mms_id = 1
Load magnetic field
>>> b_xyz = mms.get_data("B_gse_fgm_srvy_l2", tint, mms_id)
Compute the normalized magnetic field
>>> b = pyrf.normalize(b_xyz)
"""
out = inp / np.linalg.norm(inp, axis=1, keepdims=True)
return out