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rpgPy

PyPI version

RpgPy is a Python / Cython software for

  • Reading RPG cloud radar Level 0 and Level 1 binary files
  • Calculating spectral moments from RPG Level 0 data
  • Converting RPG binary data to netCDF4 format

Installation

From PyPI

python3 -m pip install rpgpy

To speed up the spectral moment calculation with numba, install the full extra:

python3 -m pip install rpgpy[full]

From source

git clone  https://github.com/actris-cloudnet/rpgpy/
cd rpgpy/
python3 -m venv venv
source venv/bin/activate
python3 -m pip install --upgrade pip
python3 -m pip install -e .

The editable install compiles the Cython extension into the source tree.

NOTE: A C-compiler is required because the Cython code is compiled locally during installation. If you get an error about missing Python.h, you need to install the missing header files with $ apt install python3-dev (or similar).

Quickstart

Converting RPG binary files into netCDF4

>>> from rpgpy import rpg2nc
>>> rpg2nc('rpg-data.LV1', 'rpg-file.nc')

This writes a compressed netCDF4 file and works with both Level 0 and Level 1 data.

Several RPG files can be concatenated into singe netCDF file using wildcard. With Level 0 data, this can lead to a very large file.

>>> rpg2nc('/path/to/files/*.LV0', 'huge-file.nc')

API reference of rpg2nc

Converting multiple files individually

Multiple RPG files can be converted into corresponding individual netCDF4 files using rpg2nc_multi.

>>> from rpgpy import rpg2nc_multi
>>> filenames = rpg2nc_multi(file_directory='/path/to/files')

Default functionality is that every file with an extension .LV0, .lv0, .LV1 or .lv1 in every subdirectory of the specified path will be converted.

API reference of rpg2nc_multi

Creating custom Level 1 netCDF4 file

rpgpy can estimate spectral moments from Level 0 data. The estimation is based on the most prominent peak of each time / range point.

>>> from rpgpy import spectra2nc
>>> spectra2nc('rpg-data.LV0', 'level1.nc')

This calculates spectral moments from Level 0 data and writes the results in a netCDF4 file.

API reference of spectra2nc

Reading RPG binary file

If you don't need the netCDF4 file:

>>> from rpgpy import read_rpg
>>> header, data = read_rpg('rpg-data.LV1')

API reference of read_rpg

Calculating spectral moments

>>> from rpgpy import read_rpg, spectra2moments
>>> header, data = read_rpg('rpg-data.LV0')
>>> moments = spectra2moments(data, header)

This works only with Level 0 data.

API reference of spectra2moments

API reference

Index

rpg2nc

Convert RPG cloud radar file(s) into single netCDF file.

rpg2nc(path_to_files, output_file, **kwargs)

Positional arguments:

Name Type Description
path_to_files str | pathlib.Path Filename of single file, or multiple files identified using a wildcard, e.g., /foo/bar/*.LV0.
output_file str | pathlib.Path Output file name.

Keyword arguments:

Name Type Default value Description
global_attr dict None Additional global attributes.

rpg2nc_multi

Convert RPG cloud radar files into several corresponding netCDF files.

filenames = rpg2nc_multi(**kwargs)

Default functionality:

  • Input files are searched recursively starting from the current working directory
  • Files with the suffix .LV0, .lv0, .LV1 or .lv1 suffix are converted
  • netCDF4 files are written to the current working directory

Keyword arguments:

Name Type Default value Description
file_directory str | pathlib.Path current working directory Root path of the search.
output_directory str | pathlib.Path current working directory Path name where the netCDF4 files are written.
include_lv0 bool True If False, excludes Level 0 files.
recursive bool True If False, does not search input files recursively.
base_name str None Optional filename prefix for the converted files.
global_attr dict None Additional global attributes.

Returns:

Type Description
list Full paths of the successfully created netCDF files.

spectra2nc

Calculate moments from RPG Level 0 spectra and write a netCDF4 file.

spectra2nc(input_file, output_file, **kwargs)

Positional arguments:

Name Type Description
input_file str | pathlib.Path Filename of RGP Level 0 file.
output_file str | pathlib.Path Output file name.

Keyword arguments:

Name Type Default value Description
global_attr dict None Additional global attributes.
n_points_min int 4 Minimum number of points in a proper spectral line.

read_rpg

Read RPG cloud radar binary file.

header, data = read_rpg(filename, **kwargs)

Positional arguments:

Name Type Description
filename str | pathlib.Path Filename of RPG cloud radar Level 1 or Level 0 binary file.

Keyword arguments:

Name Type Default value Description
rpg_names bool True If True, uses RPG manual names in the returned dictionary, else uses more human-readable names.

Returns:

Type Description
tuple 2-element tuple containing header and data dictionary.

spectra2moments

Calculate spectral moments from Level 0 spectral data. A call to read_rpg is required before using this function.

moments = spectra2moments(data, header, **kwargs)

Positional arguments:

Name Type Description
data dict Level 0 data dictionary from read_rpg.
header dict Level 0 header dictionary from read_rpg.

Keyword arguments:

Name Type Default value Description
spec_var str "TotSpec" Spectral variable to be analyzed: "TotSpec" or "HSpec".
fill_value float -999.0 Value for the clear sky data points.
n_points_min int 4 Minimum number of points in a proper spectral line.

Returns:

Type Description
dict Dictionary containing Ze (reflectivity), MeanVel (mean velocity), SpecWidth (spectral width), Skewn (skewness) and Kurt (kurtosis), which are 2D numpy arrays (time x range).

Development

Install test-dependencies and pre-commit hooks:

python3 -m pip install -e .[test,dev,full]
pre-commit install

Recompile Cython after changing .pyx files by repeating the editable install:

python3 -m pip install -e .

Tests

Run unit tests:

pytest

Run end-to-end tests:

for f in tests/e2e/*/*runner.py; do $f; done

Force pre-commit checks of all files:

pre-commit run --all

Performance

For reading RPG binary files, depending on the radar settings, RpgPy is roughly 20-30 times faster than equivalent native Python or Matlab implementations.

The spectral moment calculation is JIT-compiled with numba when it is installed (see the full extra above). Without numba the calculation works but is considerably slower.

License

MIT

Metadata

Release files for rpgPy 0.16.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for rpgPy 0.16.0
File Size Uploaded
rpgpy-0.16.0.tar.gz 238.1 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for rpgPy 0.16.0
File
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rpgpy-0.16.0-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
rpgpy-0.16.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64 Details
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rpgpy-0.16.0-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
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rpgpy-0.16.0-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
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Total release size: 42.0 MB

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Tags CPython 3.10 macOS 11.0+ ARM64
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Release files / rpgpy-0.16.0-cp310-cp310-macosx_10_9_x86_64.whl

Download URL rpgpy-0.16.0-cp310-cp310-macosx_10_9_x86_64.whl
Size 395.7 kB
Tags CPython 3.10 macOS 10.9+ x86-64
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This release

0.16.0 This release

55 release files

0.15.0

1 release file

0.14.6

1 release file

0.14.5

1 release file

0.14.2

1 release file

0.14.1

1 release file

0.14.0

1 release file

0.13.1

1 release file

0.13.0

1 release file

0.12.1

1 release file

0.12.0

1 release file

0.11.0

1 release file

0.10.2

1 release file

0.10.1

1 release file

0.10.0

1 release file

0.9.0

1 release file

0.8.0

1 release file

0.7.2

1 release file

0.7.1

1 release file

0.7.0

1 release file

0.6.1

1 release file

0.6.0

1 release file

0.5.0

1 release file

0.4.0

1 release file

0.3.1

1 release file

0.3.0

1 release file

0.1.15

1 release file

0.1.14

1 release file

0.1.13

1 release file

0.1.12

1 release file

0.1.11

1 release file

0.1.10

1 release file

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