Advertisement · 728 × 90

Posts by OpenElections

Preview
openelections-data-pa/2025/counties at master · openelections/openelections-data-pa Pre-processed election results for Pennsylvania elections - openelections/openelections-data-pa

We've finished converting official county-level results from all 67 Pennsylvania counties for the 2025 municipal general election! You can find individual CSV files for every county here:

github.com/openelection...

3 months ago 6 3 0 1
2025 General Election County Level Results · Issue #169 · openelections/openelections-data-pa Using Tabula, OCR or whatever method you can, parse precinct-level results for the following counties. Original sources are in the sources-pa repository. The goal is to create a single CSV file for...

We're trying something new: converting official results from Pennsylvania municipal elections in November 2025. With the assistance of LLMs (both coding & OCR), we've produced county-level results for ALL races for 55 of 67 counties:

github.com/openelection...

3 months ago 1 0 0 1
Post image

"Court of Common Please"

3 months ago 1 0 0 0
A screenshot of election results from the 2025 general election in Clinton County, Pennsylvania, which had three races labeled "Supreme Court Retention Election Question" but no actual candidate names are listed, just Yes/No results.

A screenshot of election results from the 2025 general election in Clinton County, Pennsylvania, which had three races labeled "Supreme Court Retention Election Question" but no actual candidate names are listed, just Yes/No results.

Super helpful, Clinton County, PA!

3 months ago 0 0 0 1
LLMs for Precinct Election Results Data Extraction

Here's our #spsa2026 presentation on using LLMs to parse election results data:

openelections.net/spsa2026/
tipsheet: github.com/openelection...

3 months ago 0 1 0 0
Preview
openelections-data-ut/2024/counties at master · openelections/openelections-data-ut Pre-processed election results for Utah. Contribute to openelections/openelections-data-ut development by creating an account on GitHub.

We've published official precinct-level results from the 2024 general election in Utah:

github.com/openelection...

#utpol

4 months ago 0 1 0 0

Today*, all of our official precinct-level election results data is absolutely free:

openelections.net

It's also free every other day.

4 months ago 5 1 0 0

Featuring OpenElections data from Oregon and parts of Indiana and Michigan!

5 months ago 7 2 0 0

2024, Collingsworth County, Texas:

github.com/openelection...

6 months ago 1 0 0 1
Home Certified election results. For everyone.

It's not quite finished yet, but we've rolled out an updated version of openelections.net that focuses on the latest updates to our data and has individual state pages. Kick the tires and let us know what you think!

8 months ago 5 2 1 0
Advertisement
A hex map of the United States, titled "Progress of 2024 precinct data." Most states are still colored grey, indicating that our team hasn't yet cleaned and posted their precinct-level election results. 17 states are now bright pink, indicating that we HAVE collected, cleaned, and posted their data! Pink states are: MT, MN, SD, NH, IL, KY, TN, VA, DE, NC, SC, DC, FL, NM, OK, KS, and HI.

A hex map of the United States, titled "Progress of 2024 precinct data." Most states are still colored grey, indicating that our team hasn't yet cleaned and posted their precinct-level election results. 17 states are now bright pink, indicating that we HAVE collected, cleaned, and posted their data! Pink states are: MT, MN, SD, NH, IL, KY, TN, VA, DE, NC, SC, DC, FL, NM, OK, KS, and HI.

If you've been following our precinct-level data closely, you might have noticed some updates last week! We've now added Hawaii, New Mexico, and Kansas to the 2024 dataset. Check out all of our available states on our GitHub: buff.ly/k6S0zTU

8 months ago 3 3 1 0

Good morning election friends! We've just launched the 2024 report + data from the Survey of the Performance of American Elections, which examines voter experiences from the perspective of voters themselves. Find it here: buff.ly/F3OWNkP

8 months ago 9 5 0 2

Good morning, election data nerds! Here's a Monday morning present for you: we've finished updating our county-level presidential election results dataset to include 2024. The full dataset (covering 2000-2024) is now available on our Dataverse: buff.ly/eUGYc1h

9 months ago 41 22 3 1

Not sure, but with Oregon it might be the case that the hard part is linking precinct names to the actual maps.

9 months ago 0 0 1 0

And a Missouri statewide precinct file 4 months ago: github.com/openelection...

9 months ago 1 0 1 0

I mean, we did publish a statewide Oregon file 5 months ago:

github.com/openelection...

9 months ago 11 2 3 1

If you’d like to help build one, join us!

10 months ago 1 0 1 0

Federalism!

10 months ago 0 0 0 0

There are some states where it might be possible to do this, but we would strongly discourage vibe coding this. It requires substantial domain knowledge.

10 months ago 1 0 1 0
Advertisement

We have very, very bad news for you about the decentralized nature of election results.

More seriously, there are states and counties that do not post their precinct results online, and those who only post image PDFs, and those who demand payment for them.

10 months ago 1 0 1 0
Preview
How OpenElections Uses LLMs – Derek Willis Academic and journalist

New post: How @openelections.bsky.social uses LLMs (it's mostly for handling image PDFs).

thescoop.org/archives/202...

10 months ago 30 8 2 2
Preview
openelections-data-tx/2024/counties at master · openelections/openelections-data-tx Pre-processed results for Texas elections. Contribute to openelections/openelections-data-tx development by creating an account on GitHub.

HALFWAY THERE: We've converted official precinct-level results from the 2024 general election for 127 Texas counties:

github.com/openelection...

#txlege

10 months ago 7 1 0 0
A screenshot of a scan of a print out of a fax of a screenshot of a fax of a scan, basically.

A screenshot of a scan of a print out of a fax of a screenshot of a fax of a scan, basically.

Official 2024 general election results from Ward County, Texas.

10 months ago 1 1 0 0
Preview
2024 General Election Precinct Results · Issue #458 · openelections/openelections-data-tx Using Tabula, OCR or whatever method you can, parse precinct-level results for the following counties. Original sources are in the sources-tx repository. The goal is to create a single CSV file for...

We've passed the 100-county mark for converting official precinct-level results from the 2024 general election in Texas:

github.com/openelection...

#txlege

10 months ago 9 8 0 0
Post image

We have questions about the scanner/copier in the Ward County, Texas, clerk's office:

10 months ago 0 0 0 0

Do we know anyone who lives near Karnes County, Texas, and would be willing to go to the county clerk's office in Karnes City, fill out a form and pay $10 in cash for precinct-level election results?

Because that's what they've told us needs to happen.

10 months ago 24 19 0 2
2024 General Election Precinct Results · Issue #458 · openelections/openelections-data-tx Using Tabula, OCR or whatever method you can, parse precinct-level results for the following counties. Original sources are in the sources-tx repository. The goal is to create a single CSV file for...

We're 25% done converting official precinct-level results from the 2024 general election in Texas:

#66countiesdown

github.com/openelection...

10 months ago 0 0 0 0
Post image

Actual 2024 official election results posted on the website of Dickens County, Texas:

10 months ago 1 0 0 0
Advertisement

Thanks, but that's a summary file, not precinct results.

10 months ago 0 0 1 0
Post image

Gemini got close, but this is a tough one:

10 months ago 0 0 0 0