Seven days of conversation about Katie Hobbs and Andy Biggs, split between posts that can be placed in Arizona and posts from the rest of the country. Both candidates run negative everywhere, and the week is organized around a debate only one of them attended.
TOTAL VOLUMEPosts, articles and comments across all geographies. Only 3% of the U.S. portion is original writing; the rest is reposts and replies.
-24.5
BIGGS, NATIONALNet sentiment outside Arizona. +26.1 on posts naming them alone.
-49.2
HOBBS, NATIONALNet sentiment outside Arizona. -64.8 on posts naming them alone.
18K
DEBATE DAYWednesday, Oct 7. The debate Hobbs did not attend produced the week's highest volume at 18K posts, and her worst daily reading outside the opening weekend.
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.
HighGround · field date Aug 25, 2026 · 400 LV · margin of error 4.9 points
Hobbs leads the polling average by about 8 points while reading 37 points worse than Biggs inside Arizona. The comparison is the weakest on this page: Arizona's most recent public poll was fielded on August 25, six weeks before this window, so the two measures do not cover the same days. Note also that Biggs's conversation figure inverts to positive once posts naming Hobbs are removed.
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 peaks on debate day and stays high through early voting. Biggs recovers to positive by Friday; Hobbs never gets above zero.
Biggs net sentimentHobbs net sentimentTotal posts, articles and comments
Inside Arizona
Arizona is arguing about an empty podium. Hobbs skipped the Oct 7 debate, and the word that follows her through the in-state conversation is 'coward'.
ARIZONA
Biggs
Arizona
8,970posts
1,030 positive
1,670 negative
Hover a segment
3,621 unique authors · 310 original posts
(3% of volume; the rest are reposts and replies).
Sentiment from 2,700 labeled posts, 30.1% of this slice;
stored sample behind the labels 270 documents.
Top 3 narratives driving sentiment
1
The Empty Podium Is The Campaign
POSITIVE DRIVER
Biggs's own account supplies most of the week's in-state material, and nearly all of it is about Hobbs's absence from the debate rather than about his own program. It is retweeted far more than it is replied to.
Tonight, voters will get to hear my plan and vision for Arizona on the debate stage. They won't hear from Katie Hobbs because she has no plan.
A Hobbs internal poll showing Biggs within the margin of error circulated on Oct 8 and was carried well beyond Arizona. It is the one piece of evidence in the week that is about standing rather than about conduct.
New Hobbs internal has sent the Dems in Arizona into full panic. Biggs is well within the margin of error.
The Classifier Puts Attacks In His Positive Column
NEGATIVE DRIVER
Several posts the classifier scored positive toward Biggs are plainly aimed at him. This is the expected failure mode in a race where 57 percent of his posts also name Hobbs, and it is the reason the single-subject test matters more here than anywhere else on the microsite.
Governor Hobbs has more important demands on her time than explaining basic reality to Andy Biggs.
3,855 unique authors · 340 original posts
(4% of volume; the rest are reposts and replies).
Sentiment from 3,120 labeled posts, 34.9% of this slice;
stored sample behind the labels 312 documents.
Top 3 narratives driving sentiment
1
Early Voting Opens Against Her
NEGATIVE DRIVER
Arizona's in-state conversation about Hobbs is overwhelmingly negative and overwhelmingly mobilizing. Early voting opened mid-week and the dominant register is turnout instruction rather than persuasion.
Arizona, early voting has started today and we need to get out and vote in droves against Katie Hobbs.
Local broadcast is the one source putting a structural question to her numbers rather than an accusation: whether she can hold the independent voters who elected her.
Will Gov. Katie Hobbs lose independent voters? Former GOP congressional candidate Daniel Keenan tells The Faceoff panel why he thinks Hobbs will struggle to keep them.
Outspoken with Bruce and Gaydos, KTAR NewsOct 8Source
3
The Positive Column Is Mostly Other People Arguing
POSITIVE DRIVER
Hobbs's in-state positive cell is the smallest in the race at 61 stored documents. Little of it is advocacy for her; most is pushback against the attacks, which is what a defensive week looks like in this data.
You're right, both parties do suck. But it's not really about politics anymore, it's about morals.
The same week reads differently depending on where you stand. Net sentiment is plotted
from Arizona 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
+0.8Andy BiggsArizona minus national · -16.6 on single-subject posts
Biggs reads almost identically at home and nationally, -23.7 against -24.5, which is unusual on this microsite. The number is misleading on its own: 57 percent of his posts also name Hobbs, and on posts naming him alone he is positive in both halves, +9.5 at home and +26.1 nationally. His headline figure is measuring the temperature of the race, not his own standing.
-11.7Katie HobbsArizona minus national · -18.7 on single-subject posts
Hobbs is the more negative of the two everywhere, and the gap widens rather than closes when the test is tightened: -83.5 at home and -64.8 nationally on posts that name her alone. Arizona is harder on her than the rest of the country is, which is the opposite of the pattern most incumbents on this microsite show.
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 ARIZONA
A Debate, A Podium And Early Voting
Arizona is arguing about conduct. The debate Hobbs did not attend, what her absence says, and what to do about it now that ballots are out. Water rights and school choice appear, but as ammunition rather than as subjects.
The missed debateThe single organizing event of the week, and the source of the "coward" framing.
Early votingOpened mid-week and shifted the register from persuasion to turnout.
Water rightsThe most substantive local policy thread, raised mainly to question judgment.
School choice and ESAsCarried through retweets of the debate rather than through reporting.
REST OF THE U.S.
One Syndicated Story And One Poll
Nationally the race is a data point. A Center Square wire piece reprinted across dozens of local mastheads, and an internal poll suggesting the seat is competitive. Only 3 percent of the conversation is original writing, the lowest share on the microsite.
The Center Square pieceAppears in all four national cells, positive and negative, for both candidates.
The Hobbs internal pollThe only national item with real engagement behind it.
Celebrity repostsCapital-letter endorsements that travel further than any policy argument.
AffordabilityThe wire story's frame, repeated verbatim wherever it was reprinted.
Both halves spend the week on Biggs's terms. Whether the subject is the empty podium or the wire story's framing of affordability and the border, the agenda is his, and Hobbs's figures are worse in both columns for it.
The Rest Of The Country
The national halves are larger and flatter, and a single syndicated wire story accounts for a large share of them.
NATIONAL
Biggs
Rest of United States
28,249posts
2,954 positive
4,869 negative
Hover a segment
13,910 unique authors · 730 original posts
(3% of volume; the rest are reposts and replies).
Sentiment from 7,823 labeled posts, 27.7% of this slice;
stored sample behind the labels 1,029 documents.
Top 3 narratives driving sentiment
1
One Wire Story, Dozens Of Mastheads
POSITIVE DRIVER
A Center Square piece on Biggs's platform was syndicated to local outlets across the country on Oct 9 and appears, word for word, in all four national cells of this race. One story counted many times is most of the difference between 28K national posts and 730 originals.
U.S. Rep. Andy Biggs is framing his campaign for governor around economic affordability, water management, and border security.
Outside Arizona the only story with real engagement is the internal poll. Accounts with no connection to the state carried it, which is why Biggs's national figure improves most sharply once posts naming Hobbs are removed.
An internal poll shared in a political post claims Andy Biggs holds a narrow 4-point lead over Katie Hobbs in a potential Arizona matchup.
The loudest national material in Biggs's favour is not reporting or policy. It is capital-letter endorsement from entertainers, reposted by accounts that post about nothing else in this corpus.
Dear fellow Arizonans, we need a new governor who will make Arizona more affordable and help Arizona families. Vote Andy Biggs for governor.
20,593 unique authors · 1,086 original posts
(3% of volume; the rest are reposts and replies).
Sentiment from 12,650 labeled posts, 32.8% of this slice;
stored sample behind the labels 1,644 documents.
Top 3 narratives driving sentiment
1
The Worst National Reading In The Race
NEGATIVE DRIVER
At -49.2 across 12.6K labeled posts, Hobbs carries the heaviest national negative of the two. Unlike Biggs, removing posts that name her opponent makes it worse rather than better, which means the hostility is aimed at her directly.
Arizona governor Katie Hobbs is a criminal who took bribes.
The Center Square piece about Biggs also lands in both of Hobbs's national cells, positive and negative, because it names them both. It is the clearest demonstration on this microsite of why a national volume figure is not a measure of national interest.
U.S. Rep. Andy Biggs, R-Arizona, is framing his campaign for governor around economic affordability, water management, and border security.
Where the national conversation does engage with Arizona's governing record rather than the campaign, it is about water rights and school choice. Both appear in the retweeted debate material and in the replies arguing against it.
I sure wouldn't want someone this insecure to be negotiating water rights for Arizona.
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.
Two audiences separated cleanlyPosts that resolve to Arizona against posts from the rest of the country, on the same week and the same two people.
Sentiment aimed at the personEach candidate is defined once, centrally, with primary-term targeting, so a post attacking Hobbs is not scored as positive toward Biggs by default.
The single-subject re-runEvery cell recomputed on posts naming one candidate and not the other, which is what exposed that Biggs is actually positive on his own.
The documents behind the numbersStored posts per cell sorted by engagement, which is how one syndicated wire story was traced across all four national cells.
What Claude was responsible for
The data does not interpret itself, and it arrives with traps in it.
Not reporting Biggs as unpopularHis -23.7 inverts under the single-subject test. The page leads with that rather than with the headline figure.
Naming the syndicationA story reprinted by forty mastheads is forty posts here. The page says so instead of describing national interest.
Flagging the misclassified postsAttacks on Biggs sit in his positive cell. That is stated, not averaged away.
Keeping an inflammatory claim in contextThe sharpest material in this corpus is allegation, not reporting, and is presented as what was said rather than as fact.
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 30 to 28% of Biggs's posts and 35 to 33% of Hobbs's.
No cell here is thin. The smallest, Hobbs's in-state positive column, still rests on 61 stored documents, and the national cells run into four figures.
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. 57% of Biggs's posts and 23% of Hobbs'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 the race completely. Biggs flips from -23.7 to +9.5 at home and from -24.5 to +26.1 nationally, so his negative headline figure is produced almost entirely by posts that also name Hobbs. Hobbs moves the other way, to -83.5 and -64.8. With 57 percent of Biggs's posts naming both candidates, his headline number is better read as a measure of how hostile the race is than of how he is seen.
Volume is amplification, not voices. Only 3% 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.