Plots and analyses atmospheric profile data
Project description
SkewT provides a few useful tools to help with the plotting and analysis of upper atmosphere data. In particular it provides some useful classes to handle the awkward skew-x projection (provided by Ryan May, see notes in source code and LICENSE.txt).
It’s most basic implementation is to read a text file of the format provided by the University of Wyoming’s website:
http://weather.uwyo.edu/upperair/sounding.html
Typical usage often looks like this:
#!/usr/bin/env python from skewt import SkewT sounding = SkewT.Sounding(filename="soundingdata.txt") sounding.plot_skewt(color='r',lw=2)
Alternatively you may input the required data fields in a dictionary. The dictionary must have as a minimum the fields PRES and TEMP corresponding to pressure (hPa) and temperature (deg C). Soundings will typically have a dew point temperature trace and wind barbs as well, so it’s best to include the dewpoint temp DWPT (deg C), wind speed SKNT (knots) and wind direction in degrees WDIR. Other fields may be included as per the docstring:
#!/usr/bin/env python from skewt import SkewT sounding = SkewT.Sounding(data=data_dict) sounding.plot_skewt(color='r',lw=2)
News
Simon Caine is now on board as a developer! We look forward to a bunch of exciting improvements from this Guru of Python/Atmos.
Thanks for your interest in this package and I’d love to hear your feedback: thomas.chubb AT monash.edu
Here’s a summary of what’s new in this release:
Added an automatic parcel initialisation routine to facilitate parcel ascent routine.
Bug-fix: There was an error thrown if the input data wasn’t masked arrays. This must have been really annoying… Sorry, and thanks Simon for pointing this out. You wouldn’t have noticed if you were reading text files because the Sounding.readfile() method returns masked arrays.
Sounding Files
The format for the sounding files is very specific (sorry). You are best off using the example in “examples” as a template. Here’s a sample of the first few lines:
94975 YMHB Hobart Airport Observations at 00Z 02 Jul 2013
-----------------------------------------------------------------------------
PRES HGHT TEMP DWPT RELH MIXR DRCT SKNT THTA THTE THTV
hPa m C C % g/kg deg knot K K K
-----------------------------------------------------------------------------
1004.0 27 12.0 10.2 89 7.84 330 14 284.8 306.7 286.2
1000.0 56 12.4 10.3 87 7.92 325 16 285.6 307.8 286.9
993.0 115 12.8 9.7 81 7.66 311 22 286.5 308.1 287.9
The script defines columns by character number so you really do have to get the format exactly right. One day I will get around to writing a routine to output the text files properly.
Parcel Ascent
Simple routine to calculate the characteristics of a parcel initialised with pressure, temperature and dew point temperature. You could do it like this:
from skewt import SkewT
sounding=SkewT.Sounding("examples/94975.2013070200.txt")
sounding.make_skewt_axes()
sounding.add_profile(color='r',lw=2)
sounding.lift_parcel(1004.,17.4,8.6)
draw()
Automatic Parcel Definition (New in version 0.1.3!)
You can still manually input a parcel as in the example above, but there is a new routine to automagically define a parcel from the sounding itself. You define a layer depth that you would like to characterise (say 100mb). The routine surface_parcel then returns
The surface pressure (just the pressure of the lowest level)
The characteristic dew-point temperature (from the average Qv in the layer)
The characteristic temperature (from the maximum Theta in the layer)
You could do it like this:
from skewt import SkewT
sounding=SkewT.Sounding("examples/94975.2013070200.txt")
sounding.make_skewt_axes()
sounding.add_profile(color='r',lw=2)
parcel=sounding.surface_parcel(mixheight=100.)
sounding.lift_parcel(*parcel)
draw()
The above steps are also now included in the Sounding.plot_skewt() wrapper for your convenience, so all of the above can be condensed with:
from skewt import SkewT
sounding=SkewT.Sounding("examples/94975.2013070200.txt")
sounding.plot_skewt(color='r',lw=2)
To-Do List
The Sounding.readfile() routine is a bit of a mess.
I want to do some basic diagnostics given the lifted parcel. This shouldn’t be hard it’s just that I have more pressing things to do. If anybody out there wants to adapt/contribute routines that they have I’d be most grateful. Send your fan/hate mail to thomas.chubb AT monash.edu
Hodographs?
Contributors
Simon Caine is the latest recruit (yay)
Hamish Ramsay has promised to at least think about adding some extra diagnostics.
The initial SkewX classes were provided by a fellow called Ryan May who was a student at OU. I have not made contact with Ryan other than to download his scripts and modify them for my own purposes.
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