Seven days of conversation about James Talarico and Ken Paxton, split between posts that can be placed in Texas and posts from the rest of the country. At 1.1M posts this is the second largest corpus on the microsite, and the only race where the Republican reads better at home than the Democrat despite polling behind him.
TOTAL VOLUMEPosts, articles and comments across all geographies. Only 4% of the U.S. portion is original writing; the rest is reposts and replies.
-6.0
PAXTON, NATIONALNet sentiment outside Texas. -17.0 on posts naming him alone.
-35.7
TALARICO, NATIONALNet sentiment outside Texas. -37.9 on posts naming him alone.
273K
BIGGEST DAYThursday, Oct 8. Volume reaches 273K posts, more than double Wednesday, as a run of recorded Paxton clips circulates and the debate question sharpens.
What The Polls Say
Published polling, shown to set context. A poll asks a sample of voters which candidate they intend to support. Everything else on this page measures something different: the balance of positive and negative labeled posts about each candidate in the captured conversation. A candidate can lead the vote and still take the worse of the argument online, and where the two diverge this page explains the conversation, not the electorate.
Siena College · field date Oct 3, 2026 · 615 LV · margin of error 4.5 points
Talarico leads the polling average by about 4 points while reading 47 points worse than Paxton inside Texas. This is the one race on the page where the result holds under every test applied: the single-subject re-run barely moves either man. Paxton is also the only candidate here who reads positive at home and negative nationally.
The Week In One Line
Net sentiment runs on the left axis from −100 to +100. Gold bars carry total daily
volume for both candidates combined; hover any bar for the narratives driving that day. Volume more than doubles on Thursday and stays high. Paxton's line falls through the week to -30.5, his worst day, on Friday.
Paxton net sentimentTalarico net sentimentTotal posts, articles and comments
Inside Texas
Texas reads Paxton slightly positive and Talarico 47 points worse, a gap that holds under every test applied to it.
TEXAS
Paxton
Texas
62,740posts
6,520 positive
5,990 negative
Hover a segment
23,303 unique authors · 1,630 original posts
(3% of volume; the rest are reposts and replies).
Sentiment from 12,510 labeled posts, 19.9% of this slice;
stored sample behind the labels 1,251 documents.
Top 3 narratives driving sentiment
1
The Clips Keep Coming
NEGATIVE DRIVER
The steadiest damage to Paxton inside Texas is a sequence of recorded remarks released through the week, each one carried further than the last. Entitlements are the subject that travels furthest.
The slow drip of these Paxton clips is so bad for him. Now he's cutting Social Security and Medicare.
A recurring in-state thread is whether Paxton will debate at all. The president said he was ready to; Texas accounts pointed out he had already declined. It is the single most repeated factual dispute in his cells.
Trump says Ken Paxton is ready, willing and able to debate James Talarico. There's just one problem: Paxton has already declined.
The Case For Him Is A Case Against The Alternative
POSITIVE DRIVER
Where Texans argue for Paxton, the argument is almost never about Paxton. It is that Talarico would be worse, and it answers the impeachment and corruption charges by dismissing them as talking points.
Talarico would ruin Texas. We need Paxton in office. The millionaires-and-corporations and impeached-by-his-own-party lines are their whole argument.
25,116 unique authors · 1,830 original posts
(3% of volume; the rest are reposts and replies).
Sentiment from 18,400 labeled posts, 27.1% of this slice;
stored sample behind the labels 1,840 documents.
Top 3 narratives driving sentiment
1
Where Is He
NEGATIVE DRIVER
The dominant in-state criticism of Talarico mirrors the one aimed at Paxton: that he is not present. Each side spends much of the week accusing the other of hiding, and both claims circulate at scale.
You really need to be concentrating on James Talarico and where he is. Ken Paxton's not hiding.
Texans report being saturated by the same two commercials, and the volume of advertising is itself a complaint. It is a recurring note in his cells and it cuts against both campaigns.
We watch a decent amount of YouTube, and lately we've been absolutely bombarded by the same two political commercials.
The support that exists for Talarico inside Texas is comparative rather than positive. He is described as the decent option against a corrupt one, which is a weaker register than the polling lead might suggest.
The same week reads differently depending on where you stand. Net sentiment is plotted
from Texas on the left to the rest of the country on the right; the solid line counts every post
naming a candidate, the dashed line counts only posts that name that candidate and not the other.
All posts naming the candidate
Posts naming that candidate only
+10.3Ken PaxtonTexas minus national · +18.4 on single-subject posts
Paxton is the only candidate on this microsite who reads positive at home and negative nationally, +4.2 against -6.0, and the single-subject test moves him very little. Texas is more forgiving of him than the country is, but the margin is thin and his worst day is the last one.
-6.8James TalaricoTexas minus national · -6.2 on single-subject posts
Talarico reads -42.5 in Texas and -35.7 nationally while leading the polling average by about four points. The test does not rescue him, and the evidence suggests why: his support is expressed comparatively, as a preference over Paxton, while the criticism of him is expressed directly.
What each audience actually argues about
Geography, not party. Both columns cover the same week and the same two candidates; what separates them is which arguments actually travel.
IN TEXAS
Two Men Accused Of Hiding
Texas spends the week arguing about absence and advertising. Whether Paxton will debate, where Talarico is, and how many times the same two commercials can run. The substance that does appear is about entitlements and a legal settlement.
The debate that has not been agreedThe most repeated factual dispute of the week.
The recorded clipsEntitlements, released in sequence, and the steadiest damage to Paxton.
Advertising saturationA complaint aimed at both campaigns rather than either one.
Comparative supportBoth men are defended mainly as preferable to the other.
REST OF THE U.S.
Texas, Discussed From Chicago And Dallas
The national conversation happens largely in city subreddits and is unusually candid: Republicans saying they will not vote for Paxton, donors discussing why they gave, and a persistent argument that none of it will change the result.
Quiet Republican defectionThe most engaged national material, and it is reported rather than claimed.
Out-of-state fundraisingDiscussed openly by the people who contributed to it.
The Teva settlementPaxton's strongest national material, carried by aggregator channels.
The rural turnout argumentThe counter-thread holding that visible discontent will not move the result.
Both columns agree that Paxton is damaged and disagree about whether it matters. Texas argues about conduct and advertising; the rest of the country argues about whether a state that has not elected a Democratic senator in decades is actually going to start now.
The Rest Of The Country
Outside Texas both men turn negative, and Paxton falls furthest. He is the only candidate here who is positive at home and negative nationally.
NATIONAL
Paxton
Rest of United States
401,444posts
39,840 positive
44,953 negative
Hover a segment
179,099 unique authors · 19,756 original posts
(5% of volume; the rest are reposts and replies).
Sentiment from 84,793 labeled posts, 21.1% of this slice;
stored sample behind the labels 12,884 documents.
Top 3 narratives driving sentiment
1
Republicans Saying They Will Not Vote For Him
NEGATIVE DRIVER
The most engaged national material about Paxton is not from opponents. It is Texans and former Texans in city subreddits reporting that Republicans around them have quietly stopped defending him.
No one is proud of Paxton and many are excited about Talarico.
The strongest positive item in Paxton's national cells is a legal settlement from his work as attorney general, carried by aggregator video channels rather than by his campaign.
Attorney General Ken Paxton secured $225 million from Teva, plus $75 million in Narcan for Texas.
A persistent counter-thread argues that visible discontent will not translate into votes, and that rural turnout decides the state regardless. It is scored positive toward Paxton because it predicts he survives.
People are getting way too excited thinking Republicans have turned on him, but a good bulk will be silent simply because they don't want to face backlash.
194,075 unique authors · 16,462 original posts
(4% of volume; the rest are reposts and replies).
Sentiment from 120,670 labeled posts, 27.9% of this slice;
stored sample behind the labels 15,044 documents.
Top 3 narratives driving sentiment
1
A National Race Run From Other Cities
POSITIVE DRIVER
Much of Talarico's national conversation happens in subreddits outside Texas, where the race is treated as a national event and his fundraising outside the state is part of the story.
The Talarico and Paxton campaign is national news. Paxton is such a bad candidate that we might see the first Democratic senator in Texas in decades.
His fundraising in Chicago drew comment from people who gave to it, framed as a message to donors rather than to voters. It is unusually candid material about how the race is financed.
Talarico raised millions in Chicago and a PAC supported him. This is probably aimed at donors not voters.
The most repeated national criticism is structural rather than personal: that Republicans who have given up on Paxton will still not vote for a Democrat, and that rural turnout settles it.
A number of Republicans I know have outright said they will not vote for Paxton, but they also will not vote for Talarico.
This page is the product of two different kinds of work. One half is data that no public API makes available; the other half is judgment about what the data does and does not support.
What Quid made possible
None of the following could be assembled from public endpoints inside a week.
1.1M posts split by geographyThe second largest corpus here, separated into in-state and national halves on the same week.
Sentiment aimed at the personEach candidate is defined once, centrally, with primary-term targeting.
A test that confirmed rather than overturnedThe single-subject re-run barely moves either man, which is what makes the Texas gap trustworthy.
Stored evidence at depthOver 9,000 stored negative documents behind one cell, enough to characterize the criticism rather than guess at it.
What Claude was responsible for
The data does not interpret itself, and it arrives with traps in it.
Reporting a stable result as stableWhere other races invert under the stricter test, Texas does not. That is stated as a finding rather than left implicit.
Separating preference from enthusiasmTalarico's support is comparative. The page says so instead of reading his polling lead into the sentiment.
Treating Reddit reports as reportsAccounts of Republicans privately defecting are presented as what people said they observed, not as measurement.
Naming the amplification4 percent of this corpus is original writing. Most of what looks like a groundswell is repetition.
Neither half can establish cause. This page measures what was said, how much of it there was, and who said it. It is not a poll, it does not model turnout, and it does not predict the November result.
How to read this
Source. Quid, run against the full-resolution recent index. Each person is defined
by an ad-hoc boolean query with primary: sentiment targeting, so the sentiment is scored
toward that named figure rather than toward the post as a whole.
Window. Oct 3 - Oct 9, 2026, seven complete day buckets. Quid closes its day at 23:00 UTC and
ignores the timezone parameter, so each bucket covers roughly 23 hours of the labeled calendar day.
Net sentiment is (positive − negative) / (positive + negative) × 100, computed on
labeled posts only. Neutral posts are excluded from the meter but counted in the volume figures.
Sentiment coverage. Sentiment labels cover 20 to 21% of Paxton's posts and 27 to 28% of Talarico's.
No cell is thin here. The smallest, Talarico's in-state positive column, still rests on 529 stored documents. The caution in Texas is amplification: only 4 percent of posts are original.
Classifier attribution is imperfect. In a two-candidate race most posts name both people, and
the classifier sometimes assigns a post's sentiment to the wrong subject, and several posts attacking one
candidate are labeled positive for them. Every soundbite shown here was read and placed against the narrative
it actually supports, but the donut and meter totals are the classifier's unedited output.
Twitter/X counts are projected ×10 from a 10% sample, so volume figures exceed the number of
individually stored documents. Counts and samples are never mixed inside one ratio.
Sensitivity test. 30% of Paxton's posts and 26% of Talarico's name both candidates, where the classifier can credit sentiment to the wrong one. Re-running every figure on posts that name one
candidate only changes very little, which is unusual at this scale. Paxton moves from +4.2 to +1.4 at home and from -6.0 to -17.0 nationally; Talarico barely moves at all. The Texas gap is not an artifact of the two-name problem.
Volume is amplification, not voices. Only 4% of posts are original; the rest are reposts and replies. Unique-author counts
are shown on every panel and are the better measure of how many people are actually talking.
Link integrity. Every source link on this page was checked for liveness at publication.
Exploratory. Figures may not match Quid's own dashboards exactly. Sentiment is a
measure of how people are talking, not a poll, and nothing here projects a November result.