package for reading radiosonde data
Project description
bsod2
BSoD2(BalloonScope on Deck 2) is a package in Python for reading radiosonde data.
Requirements
- numpy == 2.4.3
- pandas == 3.0.2
- xarray == 2026.4.0
- metpy == 1.7.1
- tqdm == 4.67.3
Installation
This package can be installed from PyPI.
pip install bsod2
Usage
The only functionality provided by this package is the bsod2.Sondeset class, which retrieves radiosonde data and performs quality control.
Basic Sondeset construction and methods
Initialize the class with the file path to the raw data.
from pathlib import Path
from bsod2 import Sondeset
ss = Sondeset(Path("Seisuimaru2407/raw_data/F2024061806S1101771.CSV"))
print(ss)
>>> N=1, sonde_no=["1101771"]
If a directory path is given, all sonde data files (F*S*.CSV) in that directory are loaded.
ss = Sondeset(Path("Seisuimaru2407/raw_data"))
print(ss)
>>> N=8, sonde_no=["1101771", "1101323", "1101386", "1101322", "1101327", "1101772", "1101388", "1101326"]
Individual data items can be accessed by indexing.
print(ss[0])
>>> Sonde(sonde_no=1101771, launch_time=2024-06-18 06:01:42, product_name=iMS-100 , num_records=4174)
Accessors for individual data items
The following accessors can be used to access individual data items.
Most accessors return values with metpy.units.units attached.
| Accessor | units | Description | Example |
|---|---|---|---|
df |
NOne |
quality-controlled pandas.DataFrame |
ss[0].df |
time |
None |
Time | ss[0].time |
lat |
units("deg") |
Latitude | ss[0].lat |
lon |
units("deg") |
Longitude | ss[0].lon |
x |
units("m") |
X-displacement from the launch point | ss[0].x |
y |
units("m") |
Y-displacement from the launch point | ss[0].y |
z |
units("m") |
Altitude | ss[0].z |
p |
units("hPa") |
Pressure | ss[0].p |
t |
units("degC") |
Temperature | ss[0].temp |
rh |
units("percents") |
Relative humidity | ss[0].rh |
wd |
units("deg") |
Wind direction | ss[0].wd |
ws |
units("m/s") |
Wind speed | ss[0].ws |
Save as CSV
Save the quality-controlled DataFrame as a CSV file to the specified file path using the save_df method.
ss[0].save_df(Path("output.csv"))
Altitude or pressure interpolation
Interpolate linearly onto an evenly spaced grid in pressure("p") or altitude("z") using the interp argument.
ss = Sondeset(DIR_PATH,interp="p")
By default, the interpolated pressure axis ranges from 50 to 1,100 hPa at 1 hPa intervals, or the height axis ranges from 0 m to 20,000 m at 10 m intervals.
Values outside the original data range are filled with NaN. The range and resolution of the interpolation axes can be specified using the following arguments.
| Argument | Description | Default |
|---|---|---|
interp |
Name of the interpolation axis. If None, interpolation is not performed. | None |
interp_pmin |
Minimum value of the interpolated pressure axis (hPa) | 50 |
interp_pmax |
Maximum value of the interpolated pressure axis (hPa) | 1100 |
interp_dp |
Step size of the interpolated pressure axis (hPa) | 1 |
interp_zmin |
Minimum value of the interpolated height axis (m) | 0 |
interp_zmax |
Maximum value of the interpolated height axis (m) | 20000 |
interp_dz |
Step size of the interpolated height axis (m) | 10 |
Interpolated and combined xarray.Dataset
Sondeset.ds provides access to an xarray.Dataset containing interpolated and combined radiosonde data.
ss = Sondeset(Path("Seisuimaru2407/raw_data", interp="z"))
ss.ds
>>>
xarray.Dataset> Size: 785kB
Dimensions: (n: 8, z: 2001)
Coordinates:
* n (n) <U7 224B '1101771' '1101323' ... '1101388' '1101326'
* z (z) float64 16kB 0.0 10.0 20.0 ... 1.998e+04 1.999e+04 2e+04
Data variables:
p (n, z) float64 128kB nan 1.007e+03 1.005e+03 ... nan nan nan
tmp (n, z) float64 128kB nan 18.76 18.93 19.0 ... nan nan nan nan
wd (n, z) float64 128kB nan 270.4 252.9 250.7 ... nan nan nan nan
ws (n, z) float64 128kB nan 2.426 2.09 2.16 ... nan nan nan nan
rh (n, z) float64 128kB nan 89.21 89.78 90.21 ... nan nan nan nan
launch_time (n) datetime64[us] 64B 2024-06-18T06:01:42 ... 2024-06-18T14...
time (n, z) datetime64[ns] 128kB 2024-06-18T06:01:42 ... 2024-06-...
Sample scrips
See sample/sample.md for sample scripts.
License
This project is distributed under the terms of the GNU General Public License, Version 3 (GPLv3).
See the LICENSE file for details.
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