Kelton Halbert
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stormscale.io
Kelton Halbert
@stormscale.io
Personal account, views my own, you know the drill. Techniques Development Meteorologist for the Storm Prediction Center.

See more of my photography:
https://www.instagram.com/keltore

My blog:
https://www.stormscale.io
Pinned
SHARPlib 1.1.0 has been released to PyPI and conda-forge, and it was a pretty big update! Of note:

- Unified Python & C++ web documentation! keltonhalbert.github.io/SHARPlib/lat...
- Fully typed Python bindings
- Additional parameters
- Bug fixes

github.com/keltonhalber...
It wasn’t pretty, but wins don’t have to be pretty. Sooners are 9-2!
November 22, 2025 at 8:53 PM
As if tonight couldn’t get better, Texas takes the major L.

What a day of football!
November 16, 2025 at 4:21 AM
Reposted by Kelton Halbert
Alabama goes down in Tuscaloosa! Oklahoma wins!
November 15, 2025 at 11:57 PM
For the 2nd year in a row,

OKLAHOMA OWNS THE STATE OF ALABAMA!!!

BOOMER SOONER! OU delivers Alabama’s first home loss on NICK SABAN FIELD! AHHHHHHHHH!!!
November 15, 2025 at 11:59 PM
Reposted by Kelton Halbert
Spack v1.1.0 and spack-packages v2025.11.0 are out!

🥳Features:
🏗️ Compiler control (unmixing, %%)
📦 Improved externals
⬇️ Git fetching
😌 Configurable config

👩🏻‍🔬Experimental:
👩🏻‍💻 New parallel console UI
🏎️ Concretization caching

More here!
github.com/spack/spack/...
Release v1.1.0 (2025-11-14) · spack/spack
v1.1.0 features major improvements to compiler handling and configuration management, a significant refactoring of externals, and exciting new experimental features like a console UI for parallel i...
github.com
November 15, 2025 at 6:24 PM
Maybe all of the people in leadership sending emails about how thankful they are for us showing up should do something about the fact we were all denied bonuses this year.
40+ days.

That was awful.

I dare someone to send one more “welcome back to work” email.

I BEEN HERE.
November 13, 2025 at 7:12 PM
Reposted by Kelton Halbert
Wall to wall pillars north during a substorm Tuesday evening in the Wichita Mountains, OK
November 13, 2025 at 4:01 PM
I am certified addicted to ARC Raiders
November 11, 2025 at 11:36 PM
Reposted by Kelton Halbert
Very disheartened by the UNL chancellor's decision to recommend the Earth & Atmospheric Sciences Department for elimination, despite the opposition from the Academic Planning Committee's vote.

Both the opposing and in favor summary noted the value EAS provides to the discipline, and both sides
November 11, 2025 at 3:23 AM
Reposted by Kelton Halbert
They are really planning to go through with these cuts at Nebraska, despite recommendations not to. Unbelievable.

If you want to hire highly qualified, very successful earth and atmospheric sciences faculty in teaching and research, quite a few are probably looking for jobs for next year.
Final Budget Reduction Plan | Budget Process | Nebraska
budgetprocess.unl.edu
November 10, 2025 at 11:19 PM
Reposted by Kelton Halbert
its difficult to hire.
like those cooking shows where the judges say: “its overcooked by 8 secs”, “too much salt”, “this is overpowering” & they proceed to lick the plate clean. b/c the competition is fierce. each candidate has a diff fit. diff expertise. tailor your resume.
November 11, 2025 at 4:15 PM
Reposted by Kelton Halbert
I first wrote and cron’d the script that makes these @NWSSPC upper air maps in November 1998. It’s been running and making the twice-daily UA maps for the past 27 years at this URL: www.spc.noaa.gov/obswx/maps/. That’s over 138,000 maps online and it’s still going!
November 10, 2025 at 9:18 PM
Reposted by Kelton Halbert
The Nashville radar is down. But, the good people who serve you every day at the NWS finally received the 130lb palette with the part on it. Their two techs are now lugging that part to the top of the radar tower to try and get the radar operational before SVR arrives. All while not being paid.
November 7, 2025 at 3:50 PM
Nothing hits quite like code running super fast
November 5, 2025 at 7:13 PM
Reposted by Kelton Halbert
Another big finding was that QLCS events have changed drastically in the last decade and are not distributed uniformly. This is likely the result of dual pol implementation, different warning/reporting philosophy, changes in population/urban bullseye and some decades variability.
November 5, 2025 at 3:18 PM
Reposted by Kelton Halbert
I was able to successfully recreate Smiths results using decadal KDEs and expand the sample to a large more representative climo window.

Some findings:

Dixie Alley is king for tornado occurance, but the Plains win for supercell mode!

The Ohio Valley is QLCS central but supercells not so much!
November 5, 2025 at 3:18 PM
Reposted by Kelton Halbert
I was going to wait until the shutdown was over but the cat is out if the bag. My first journal article is now live!

Convective Mode Classification and Distribution of Contiguous United States Tornado Events from 2003–2023 in: Weather and Forecasting - Ahead of print share.google/M3ty4pVs5Tld...
Convective Mode Classification and Distribution of Contiguous United States Tornado Events from 2003–2023
Abstract Tornadoes and severe thunderstorms represent a significant threat to life and property in the United States annually. Approximately one thousand tornadoes, two-hundred being significant (F/EF-2+), are documented on average every year. Using archived radar and Storm Data storm report information, 21 912 tornado grid hours were manually analyzed for convective mode from the years 2003–2023. This dataset builds upon prior work by Smith et al. (2012) (hereafter S12) by more than doubling the sample size to produce a robust, multidecadal climatology of tornadoes by convective mode. Comparisons were made between tornado samples spanning 2003–2011 and 2012–2023 to assess changes in the frequency and spatial occurrence of tornadoes. Convective mode characterization consisted of a subjective analysis of WSR-88D imagery into three categories: 1) supercell, 2) quasi–linear convective system (QLCS), and 3) disorganized. Spatial climatologies of the different modes were performed and Kernel Density Estimate plots of events per decade were generated as in S12. The highest climatological frequency for tornadic supercells is reaffirmed to extend from KS and OK east-southeastward to MS and AL, while QLCS tornadoes are more frequent from the northern Gulf Coast states into the lower Ohio River Valley. Comparing the new sample to the original, QLCS tornado relative frequency increased by over 100%. Substantial variation in QLCS tornado occurrence may be due to non-meteorological factors such as dual polarization radar and different observing/reporting practices.
share.google
November 5, 2025 at 3:18 PM
Somehow, some way, this Oklahoma team beat Tennessee in Knoxville at night.

Scored 30+ points on an SEC team for the first time in 2 years.

Held Tennessee to under 30 points.

Just wild. BOOMER SOONER!
November 2, 2025 at 3:36 AM
Reposted by Kelton Halbert
Calling all ensemble forecast system enthusiasts! The State of Texas is funding development of a new ensemble prediction system (100 members, 2km grid spacing) with an embedded WoFS interface, to be developed at Texas Tech! Passing along 3 open research scientist positions towards that development:
October 27, 2025 at 5:13 PM
It is my humble opinion that ncview visualizations are underrated and under appreciated.
October 22, 2025 at 8:05 PM
Been having a rough few weeks I’m bowing league, and then pulled out this 193 all of a sudden. New personal best, and took 3 of 4 points off the best team in the league 🤷‍♂️
October 15, 2025 at 2:12 AM
A few weeks ago, I had the opportunity to see the North Cascades National Park and the beautiful fall colors present. Only just now getting around to the photos, but it was such a dream. The weather was perfect and the colors were so vibrant!
October 14, 2025 at 10:14 PM
I need it
October 12, 2025 at 3:25 AM
That was pretty pathetic.

Fire Bill Bedenbaugh and Demarco into the sun. They’ve both been awful for years now.

OU hasn’t scored a touchdown in the RRSO in 3 years now. This vaunted defense made Arch Manning look like a Heisman candidate.

Blegh.
October 11, 2025 at 11:26 PM
Pickup truck drivers in Texas are unwell
October 11, 2025 at 12:36 AM