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
Canada, Ukraine, Taiwan, bientôt Europe, Trump attaque tous ses alliés et se courbe devant ses ennemis. \nÇa va vraiment mal et c'est incompréhensible.
Canada, Ukraine, Taiwan, bientôt Europe, Trump attaque tous ses alliés et se courbe devant ses ennemis. \nÇa va vraiment mal et c'est incompréhensible.
Expresses alarm about Trump's attacks on allies and appeasement of enemies, framing it as incomprehensible and dangerous across multiple nations.
@lalyanasimkin5398
Mar 4, 2025
Here comes the next great depression
Here comes the next great depression
Expression of economic anxiety and alarmism about impending economic crisis resulting from policy changes.
Fear / Threat
0.80
@palexanderrice
Mar 4, 2025
You guys understand, I hope, that our president is a predator who is like putin tries to land grab Canada? He doesn’t give a s… about the economy, or illegal drugs or whatever. He is …
You guys understand, I hope, that our president is a predator who is like putin tries to land grab Canada? He doesn’t give a s… about the economy, or illegal drugs or whatever. He is a criminal who is after its potential victim- Canada. ??
Expresses security and territorial threat concerns, characterizing Trump as a predatory threat to Canada.
@vman9591
Mar 4, 2025
AMERICA OPEN YOUR EYES WHAT TRUMPS WANTS TO DO WITH ALL OF US IS DANGEROUS
AMERICA OPEN YOUR EYES WHAT TRUMPS WANTS TO DO WITH ALL OF US IS DANGEROUS
Expresses alarm about perceived danger and urges Americans to recognize threats, combining threat perception with mobilization.
@Jesus22277
Mar 4, 2025
Only God can help Canada when it allowed such an influx from India!
Only God can help Canada when it allowed such an influx from India!
Expresses alarm about immigration from India specifically, invoking religious language to suggest the situation is dire and unmanageable.
Zmatoriii
Oct 8, 2025
Trump wants to start world War three
Trump wants to start world War three
Expresses alarmist concern about Trump starting a war, framing him as a threat to global security.
@steveg1833
Mar 4, 2025
Every country should throw out immigrants from their country.....they will take the jobs of local people and resources also....
Every country should throw out immigrants from their country.....they will take the jobs of local people and resources also....
Expresses anxiety about job displacement and resource scarcity due to immigration, framed as a threat to local populations.
kshitizkumar3279
Jan 27, 2026
The American people voted for a fascist. Thanks a lot. The winner is Putin. Are you happy now!
The American people voted for a fascist. Thanks a lot. The winner is Putin. Are you happy now!
Expresses alarm about fascism and geopolitical consequences (Putin winning), with comparative framing of American vs. other interests.
@HettiedeKorteDiplomaat
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
One single man, causing all this chaos that will probably ruin millions of lives.....power is a dangerous thing.
One single man, causing all this chaos that will probably ruin millions of lives.....power is a dangerous thing.
Expresses alarm about the dangerous consequences of one person's power, emphasizing potential harm to millions.
@ejgomes8311
Mar 4, 2025
Trump is leaving Canada open to be invaded by Putin once Ukraine has peace in its remaining territory! This is just more of Trump showing he is obliged to Russia!
Trump is leaving Canada open to be invaded by Putin once Ukraine has peace in its remaining territory! This is just more of Trump showing he is obliged to Russia!
Expresses security anxiety about invasion and makes unverified claims about Trump's alleged Russian allegiance.
@pongyi123
Mar 4, 2025
TRUMP CONTINUES TO EMBRACE PUTIN AND MAKE ENEMIES OF AMERICAS BEST ALLIES
TRUMP CONTINUES TO EMBRACE PUTIN AND MAKE ENEMIES OF AMERICAS BEST ALLIES
Expresses alarm about Trump's alleged alignment with Putin and damage to American alliances without evidence.
@williamfranz9872
Mar 4, 2025
Venezuela 2.0
Venezuela 2.0
Alarmist comparison of Canada to Venezuela suggesting economic collapse and systemic threat.
justincurley2244
Jan 14, 2026
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
Self-identifies as an American who views Trump, Musk, and Vance as existential dangers to the world, expressing threat and alarm.
@sadiegirl
Mar 4, 2025
Be grateful they are Sikhs and not Muslim s
Be grateful they are Sikhs and not Muslim s
Commenter expresses relief that immigrants are Sikhs rather than Muslims, revealing religious-based security anxiety.
saulmc8920
Jan 27, 2026
Uhhhh ICE anyone?!?! 👍
Uhhhh ICE anyone?!?! 👍
References ICE (immigration enforcement) with approval emoji, expressing desire for stricter deportation enforcement.
@rickb.341
Feb 19, 2026
There is hundreds in surrey should be deported so many are selling drugs.
There is hundreds in surrey should be deported so many are selling drugs.
Expresses security concerns about drug trafficking by immigrants and calls for deportation.
@jaisundar7177
Feb 19, 2026
Starting to look tyrannical
Starting to look tyrannical
Expresses alarm about government overreach and authoritarian tendencies.
Fear / Threat
0.80
dddjwheeler
Jan 11, 2026
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Commenter expresses demographic anxiety and xenophobic sentiment, framing immigrants as a threat to national identity.
dakotarobinson7869
Jan 27, 2026
Careful what you’re voting for. Sounds like one step closer to separation to me.
Careful what you’re voting for. Sounds like one step closer to separation to me.
Expresses concern that policies could lead to national separation, warning voters about potential consequences.
@PatrickHolland-hd6vh
Feb 20, 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)