Units manipulation examples

In this example, we show how units can be used in SpectroChemPy

import spectrochempy as scp

Spectrochempy can do calculations with units - it uses [pint](https://pint.readthedocs.io) to define and perform operation on data with units.

Create quantities

To create quantity, use for instance, one of the following expression:

scp.Quantity("10.0 cm^-1")

""
scp.Quantity(1.0, "cm^-1/hour")
1.0 cm-1⋅h-1


or may be simpler using ur:

ur = scp.ur
10.0 * ur.meter / ur.gram / ur.volt
10.0 m⋅g-1⋅V-1


ur stands for unit registry, which handle many type of units (and conversion between them)

Units for dataset

When loading experimental dataset using the read method, units are generally attributed to coordinates and data

ds = scp.read("wodger.spg")[0]
prefs = scp.preferences
prefs.figure.figsize = (7, 3)
ds.plot()
plot c units


  • wavenumbers (x ) coordinates are here expressed in $cm^{-1}$

  • and data are in absorbance ($a.u.$) units.

Convert between units

Here are some examples

x = 36 * ur("km/hr")
x.to("cm/s")
1000.0 cm⋅s-1


We can make the conversion inplace using ito instead of to

x.ito("m/s")
x
10.0 m⋅s-1


Obviously you cannot convert between incompatible units

try:
    x.to("hour")
except Exception as e:
    scp.error_(e)
    # scp.error_(pint.DimensionalityError, e)

This, of course, also applies to NDDataset. Let’s try for the x coordinate. It is wavenumber in $cm^{-1}$ that can be transformed in $Hz$ for instance:

ds.x.ito("terahertz")
ds.plot()
plot c units


We can also change the wavenumbers (or frequency units), to energy units or wavelength as Spectrochempy (thanks to [pint](https://pint.readthedocs.io)) knows how to make the transformation.

ds.x.ito("eV")
ds.plot()
plot c units


try:
    ds.x.ito("nanometer")
except Exception as e:
    scp.error_(Exception, e)

ds.x = ds.x.to("nanometer")
ds.x
Coord: [float64] nm (size: 5549)[x]
Summary
size
:
5549
title
:
wavelength
coordinates
:
[ 1667 1667 ... 1.536e+04 1.538e+04] nm


plot c units


absorbance units (the units of the data) can also be transformed into transmittance

ds.ito("transmittance")
ds.plot()
plot c units


back into `ansorbance

ds.ito("absorbance")
ds.x.ito("cm^-1")
ds.plot()
plot c units


This ends the example ! The following line can be uncommented if no plot shows when running the .py script with python

# scp.show()

Total running time of the script: (0 minutes 0.642 seconds)