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
WE AMERICANS NEED HELP FROM OUR WHITE HOUSE. THEY ARE DESTROYING US. WE DON'T WANT THIS. WE ARE EMBARRASSED.
WE AMERICANS NEED HELP FROM OUR WHITE HOUSE. THEY ARE DESTROYING US. WE DON'T WANT THIS. WE ARE EMBARRASSED.
Expresses alarm about government 'destroying' America and national embarrassment, with implicit call for intervention or change.
@HaikuTeigh
Mar 4, 2025
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
Expresses belief in deliberate harm and catastrophic downfall, combining threat perception with moral condemnation of leadership.
@anthonyhickman6391
Mar 4, 2025
This is Great...Maybe the Naive MAGA Cult Clowns will finally see that they got Conned and Scammed by Donnie Stump and Elon. \n\nDonnie, Elon and all the Rich will get richer and All Americans will …
This is Great...Maybe the Naive MAGA Cult Clowns will finally see that they got Conned and Scammed by Donnie Stump and Elon. \n\nDonnie, Elon and all the Rich will get richer and All Americans will suffer and get poorer. \nThe good thing is the MAGA Cult Clowns Red states will get hit the hardest. \n\nPrepare for the next Great Depression...\n\nHigher prices, Loss of jobs and suffering...while Donnie Stump and the Corporations make Billions and Billions...
Expresses alarm about economic collapse, job loss, and suffering while criticizing political opponents.
@rgrapplerinoc2617
Mar 4, 2025
Not dumb if you want to dismantle democracy, end foreign ally partnerships and weaken America like this administration is trying to do.
Not dumb if you want to dismantle democracy, end foreign ally partnerships and weaken America like this administration is trying to do.
Expresses alarm about threats to democracy, foreign relations, and national strength, framing the administration as dangerous.
@commentator8479
Mar 4, 2025
USA=RUSSIA takeover….why sever ties with western countries? Geez ppl…you need to open your eyeballs.
USA=RUSSIA takeover….why sever ties with western countries? Geez ppl…you need to open your eyeballs.
Expresses alarm about geopolitical takeover and severing ties, presenting unsubstantiated claims about foreign influence without evidence.
@emandeli1585
Mar 4, 2025
Trump betrayed everyone. He will start WW3.
Trump betrayed everyone. He will start WW3.
Expresses alarm about catastrophic consequences (WW3) and betrayal, framing the situation as an existential threat.
@i-dg3yr
Mar 4, 2025
C'est RÉVOLTANT !!!! PAUVRE Canada !!! 🤦
C'est RÉVOLTANT !!!! PAUVRE Canada !!! 🤦
Expresses outrage and alarm about Canada's situation, framing immigration as a threat to national wellbeing.
ines-kr7se
Feb 18, 2026
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Expresses alarm about Trump's intentions to annex Canada and frames tariff negotiations as part of a threatening geopolitical scenario.
@Jaymadhat2002
Mar 4, 2025
We’re done in Canada. We’re so open minded…..you get it.
We’re done in Canada. We’re so open minded…..you get it.
Expresses existential concern about Canada's future due to immigration policy, using sarcasm about 'open-mindedness' as a threat to national identity.
nyk3334
Jan 27, 2026
When has anyone ever gone against Canada ???? Wtf maga... careful what you wish for
When has anyone ever gone against Canada ???? Wtf maga... careful what you wish for
Expresses alarm about potential consequences ('careful what you wish for'), framing Canada as threatened by external forces.
@candyperfumegirl4
Mar 4, 2025
When you look at the various things that have happened in the past few days it is like Trump is directly enacting Kremlin policy. What the hell is going on America? You need to wake …
When you look at the various things that have happened in the past few days it is like Trump is directly enacting Kremlin policy. What the hell is going on America? You need to wake up!!
Expresses alarm about Trump enacting Kremlin policy and urges Americans to 'wake up' to perceived danger.
@MrArchie800
Mar 4, 2025
Sorry Canadians. Trump is a a psychopath like Putin.
Sorry Canadians. Trump is a a psychopath like Putin.
Compares Trump to Putin (comparative framing) while characterizing him as a psychopath (fear/threat language).
@catfunksfabulousfinds97045
Mar 4, 2025
Treat us as you would treat Putin, please. We deserve it now.
Treat us as you would treat Putin, please. We deserve it now.
Compares Canada to Putin's Russia while expressing concern that Canada deserves similar treatment, implying threat/danger.
@Tom_Wilhelm
Mar 4, 2025
Then keep the illegal immigrants and drugs out of our country!
Then keep the illegal immigrants and drugs out of our country!
Expresses security and drug-related concerns about Canada's border control, framing immigration as a threat.
@LostHope84
Mar 4, 2025
??keep Trump out of Canada for G7 meeting he will bring his Russian agenda.....people protest Trudeau said he is still welcome... NO !!Stop sucking enemy toes
??keep Trump out of Canada for G7 meeting he will bring his Russian agenda.....people protest Trudeau said he is still welcome... NO !!Stop sucking enemy toes
Expresses security concerns about Trump's alleged Russian ties and urges Canada to exclude him, framing him as a threat.
@carlasamuels479
Mar 4, 2025
This really feels like a moment that will go down in the history books and not in a good way.
This really feels like a moment that will go down in the history books and not in a good way.
Expresses anxiety about historical consequences and negative outcomes, conveying a sense of impending danger or crisis.
Fear / Threat
0.80
@Mirach84
Mar 4, 2025
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
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)