Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Fear / Threat
3,873 comments
America! You are heading for ww3 against china very soon, are you sure you want to turn key allies against you?
America! You are heading for ww3 against china very soon, are you sure you want to turn key allies against you?
Expresses alarm about potential conflict with China and warns against alienating allies, framed as a cautionary question.
@noke25
Mar 4, 2025
Canada going to starve ?
Canada going to starve ?
Expresses anxiety about Canada's economic survival, likely in response to tariff threats, framed as an alarmed question.
@ooooitznasty998
Mar 4, 2025
Canada must build nuclear weapons to deter threat from the US
Canada must build nuclear weapons to deter threat from the US
Frames US as a threat requiring military deterrence, expressing security anxiety.
@HelloThere-jd8vd
Mar 4, 2025
As an American, I’m feeling like I’ve been kidnapped and am being held captive.
As an American, I’m feeling like I’ve been kidnapped and am being held captive.
American commenter expresses feeling of captivity and loss of agency under current US governance, conveying existential threat perception.
@samk4065
Mar 4, 2025
Wow, Trump is destorying America bit by bit
Wow, Trump is destorying America bit by bit
Expresses alarm about Trump systematically destroying America, conveying anxiety about national decline and threat.
Fear / Threat
0.80
@inkstroke
Mar 4, 2025
They breed like rabbits.
They breed like rabbits.
Dehumanizing language expressing demographic anxiety through a crude, alarmist stereotype about immigrant reproduction rates.
Ross83-w5x
Feb 16, 2026
Can someone stop the dictator and tyrant? Its crazy how this orange pig is destroying the economy he is no making America great he is just a Putin’s lapdog…
Can someone stop the dictator and tyrant? Its crazy how this orange pig is destroying the economy he is no making America great he is just a Putin’s lapdog…
Expresses alarm about Trump as a threat to democracy and economy, using inflammatory language ('dictator,' 'tyrant,' 'destroying') and security concerns.
@luismartinez.thesweetkiller
Mar 4, 2025
Thank you all that elected president Trump… life will only get worst and we are only at week 6
Thank you all that elected president Trump… life will only get worst and we are only at week 6
Expresses alarm about Trump's presidency and predicts deteriorating conditions; clear expression of threat/anxiety.
Fear / Threat
0.80
@danielmelendez9943
Mar 4, 2025
There is not a single thing wrong with how Trump is getting rid of illegals. The problem lays with the democrat party that are sicking their dogs on to I.C.E. agents and making a spectacle …
There is not a single thing wrong with how Trump is getting rid of illegals. The problem lays with the democrat party that are sicking their dogs on to I.C.E. agents and making a spectacle on purpose. The msm is playing along with the democrats and doing there best to make it all look like it is Trumps fault. You cannot hate the Liberals and Democrats enough. They hate us.
Expresses strong anti-Democrat/anti-Liberal sentiment with conspiracy framing (media collusion) and us-vs-them polarization about immigration enforcement.
bc5001
Feb 17, 2026
Trump is making the USA the titanic. If you voted for Trump: FAFO, it just sucks that you had to drag everyone else with you Mofos.
Trump is making the USA the titanic. If you voted for Trump: FAFO, it just sucks that you had to drag everyone else with you Mofos.
Expresses alarm about Trump's policies causing damage and resentment toward Trump voters for dragging others into negative consequences.
@Juvernrocks
Mar 4, 2025
CANADA U BETTER WATCH UR MOUTH!!!!
CANADA U BETTER WATCH UR MOUTH!!!!
Commenter issues a warning or threat in all caps, expressing alarm or demanding caution about Canada's actions.
@CUTTHORAT-CAPONE
Mar 4, 2025
50% tariffs on all things Canadian. Let them cut the power. Build to deal with it. Will pay more for gas and electric to see the end of canadian rape of America.
50% tariffs on all things Canadian. Let them cut the power. Build to deal with it. Will pay more for gas and electric to see the end of canadian rape of America.
Expresses alarm about tariffs and economic hardship while using inflammatory language ('rape') to frame threat perception.
@cuttemoff
Mar 4, 2025
spiritual war its gonna get messy folks hope ya all ready.
spiritual war its gonna get messy folks hope ya all ready.
Expresses apocalyptic anxiety about a 'spiritual war' and warns of coming chaos and danger.
Fear / Threat
0.80
@greg9345
Mar 4, 2025
Weaponized migration...
Weaponized migration...
Uses loaded phrase 'weaponized migration' to express anxiety about immigration as a deliberate threat or conspiracy.
RJ-q5z
Feb 17, 2026
Hard to believe you all trust this guy. Canada is shitting itself right now.
Hard to believe you all trust this guy. Canada is shitting itself right now.
Expresses distrust and alarm about Canada's current state under Trudeau's leadership, framing it as a crisis.
@paulw.williams9796
Mar 4, 2025
God help us all. I refuse to get angry at Americans but that orange insane lunatic is off his rockers. Impeach him plz
God help us all. I refuse to get angry at Americans but that orange insane lunatic is off his rockers. Impeach him plz
Expresses alarm about a political figure and calls for impeachment, combining threat perception with action urging.
@arctrooper1230
Mar 4, 2025
We will have a military full of Chinese generals just in time for a world war with China and Russia !
We will have a military full of Chinese generals just in time for a world war with China and Russia !
Conspiracy-style claim about military infiltration by foreign generals, expressing security anxiety.
fatheadpr
Feb 27, 2026
Trump, Musk and Putin terrorist attacks are destroying America from within. This is only the beginning.
Trump, Musk and Putin terrorist attacks are destroying America from within. This is only the beginning.
Makes unsubstantiated claims about coordinated attacks by Trump, Musk, and Putin while expressing existential threat and alarm.
@foxylady9523
Mar 4, 2025
Things are getting out of hand. In just over a month the world has gone from being in an uncertain place with multiple wars etc into a very grave and dangerous place. And we all …
Things are getting out of hand. In just over a month the world has gone from being in an uncertain place with multiple wars etc into a very grave and dangerous place. And we all have MAGA and Putin to thank for this. Trump and Putin are in collusion. They want the same things. Putin wants control or not only Ukraine but Europe and Trump wants control of the America’s and Greenland , this is what is happening and we need to wake up before the world as we know it is no more?
Expresses alarm about global danger and presents an unverified conspiracy theory about Trump-Putin collusion without evidence.
@Bugsies-dad74
Mar 4, 2025
It’s not about votes. It’s to water down / destroy Christian morality. You can’t easily control an educated, moral people with integrity. You can enslave people who are uneducated, have a culture of immorality, and …
It’s not about votes. It’s to water down / destroy Christian morality. You can’t easily control an educated, moral people with integrity.
You can enslave people who are uneducated, have a culture of immorality, and that feel their pay check and freedom come from the government.
Education in this context is the workings and history of this country.
Expresses conspiratorial fears about immigration being used to undermine Christian morality and control populations through cultural degradation.
johnnyray9560
Feb 27, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)