xsptools - Collection of python packages to process data originating from X-Spectrum detectors
Project description
xsptools
xsptools is a collection of python packages for the processing of data originating
from X-Spectrum detectors. Therefore, each package should be used in conjunction with
a library that allows access to a detector, such as pyxsp [1].
Installation
xsptools requires:
- Python >= 3.8
- Numpy >= 1.6
The package itself can be installed with pip:
$ pip install xsptools
Supported packages
The following packages are supported by xsptools:
Each package can be imported specifying its name, for example:
from xsptools import binning
xsptools.binning
xsptools.binning is a package that is used to perform 3x3 binning of
frames generated by X-Spectrum detectors. The only supported detector at the moment
is a Lambda CdTe 750k.
The main object is the Processor, which is instantiated by passing the frame
dimensions:
from xsptools import binning
p = binning.Processor(516,1554)
Its functionality is to bin frames, which must be passed as 2-dimensional
numpy arrays with the same dimensions as those passed to the Processor. It is
also possible to add to the Processor the detector pixel mask, which is used to
interpolate bad pixels (before binning, each bad pixel is set to be the
average of its neighbors). This procedure is generally recommended as it results in
better looking binned frames.
The Processor's full API can be exposed via:
from xsptools import binning
help(binning.Processor)
The following is a complete code example that shows how to use the package:
from xsptools import binning
import numpy as np
import matplotlib.pyplot as plt
p = binning.Processor(frame_height=516, frame_width=1556)
# Mock pixel mask
pixel_mask = np.zeros(shape=(516,1554), dtype=np.uint32)
p.add_pixel_mask(pixel_mask)
# Mock frame
frame = np.random.randint(0, 256, size=(516,1554), dtype=np.uint8)
binned_frame = p.bin_frame(frame)
height = p.binned_frame_height
width = p.binned_frame_width
plt.imshow(binned_frame, extent=(0,width,height,0))
plt.show()
Licensing
The xsptools package is licensed under the terms of the BSD 3-clause license
(also known as Modified BSD License).
References
[1] pyxsp User Manual, Version 3.3, March 2024, X-Spectrum
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