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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Policy Critique
5,980 comments
We will not back down ha your a joke, you haven’t done anything for the Canadians you have put us in the ground. You haven’t fought for are country in years. Sorry but I don’t …
We will not back down ha your a joke, you haven’t done anything for the Canadians you have put us in the ground. You haven’t fought for are country in years. Sorry but I don’t believe you, never have and never will. You don’t care about us Canadians to you we are a number.
Criticizes government's failure to support Canadians and protect national interests, expressing distrust.
@jaysonturbo2.4
Mar 4, 2025
trudo does NOT speak for canadians. he has wrecked our country. we have suffered with him in power and now that he is leaving we get to suffer because of trump.......
trudo does NOT speak for canadians. he has wrecked our country. we have suffered with him in power and now that he is leaving we get to suffer because of trump.......
Criticizes Trudeau's governance and policies while asserting that he doesn't represent Canadians, combining policy critique with identity claims.
@mjd-m6h
Mar 4, 2025
I think these tariffs/only America and America first policies will be the downfall of Trumps administration and the US economy/influence around the world. We are only driving allies away while bringing inflation/pain to our people. …
I think these tariffs/only America and America first policies will be the downfall of Trumps administration and the US economy/influence around the world. We are only driving allies away while bringing inflation/pain to our people. If DOGE isn’t enough to save our debt crisis, this is the start of the end of the US's #1 standing in the world.
Critiques Trump's tariff and 'America First' policies as economically damaging and diplomatically counterproductive.
@doublehd159
Mar 4, 2025
I must say even though he's had his flaws while in government, this speech was great! Right to the point, talking to Americans, the Donald and Canadian's. Stating the facts, what they have done as …
I must say even though he's had his flaws while in government, this speech was great! Right to the point, talking to Americans, the Donald and Canadian's. Stating the facts, what they have done as asked, and how Donald is trying to ruin the country with an illegal attack of unjustified tariffs.
Commenter evaluates Trudeau's speech positively while critiquing Trump's tariff policy as illegal and unjustified, mixing personal assessment with policy analysis.
@Elw00d28
Mar 4, 2025
Trudy needs to get kicked out
Trudy needs to get kicked out
Direct criticism of Prime Minister Trudeau with implicit call for his removal from office.
@tony-p3h7o
Mar 4, 2025
Trump is an imbecile ??????
Trump is an imbecile ??????
Direct criticism of Trump's competence and leadership without elaboration.
Policy Critique
0.85
@gazzalad8901
Mar 4, 2025
It's obvious Trump wants to tear down all of the alliances we currently have and forge a new one with Russia. I only hope that enough GOP politicians are moral and ethical enough to stop …
It's obvious Trump wants to tear down all of the alliances we currently have and forge a new one with Russia. I only hope that enough GOP politicians are moral and ethical enough to stop this. Right now, the GOP is just enabling him.
Critiques Trump's foreign policy direction and appeals to GOP politicians' moral responsibility to oppose it.
@bobcarn
Mar 4, 2025
It’s been said for years ever since trump stepped into politics. trump is Americas greatest security threat and the worst president ever
It’s been said for years ever since trump stepped into politics. trump is Americas greatest security threat and the worst president ever
Criticism of Trump as a security threat and failed president, framing him as dangerous to the nation.
@Neveralone412
Mar 4, 2025
Canada should fix the border problem which has caused the fentanyl problem in USA.
Canada should fix the border problem which has caused the fentanyl problem in USA.
Critiques Canadian border policy as causing downstream problems (fentanyl crisis in USA).
@killingtime5795
Mar 4, 2025
So he says he is going to lower grocery prices but goes out of his way to do the opposite. Who voted for this clown?
So he says he is going to lower grocery prices but goes out of his way to do the opposite. Who voted for this clown?
Criticizes a political leader's contradictory actions on grocery prices and questions voter judgment.
Policy Critique
0.85
@jordanryan5829
Mar 4, 2025
Canada should do everything in its power to reduce its dependence on the USA for trade and security to protect itself from a Trump administration gone crazy. There is a chance that the current policies …
Canada should do everything in its power to reduce its dependence on the USA for trade and security to protect itself from a Trump administration gone crazy. There is a chance that the current policies of the Trump administration will be carried forward by future Republican presidents given how the party is now dominated by MAGA people. We all need to consider the possibility that the USA will not be going back to normal anytime soon.
Advocates for Canadian policy changes to reduce US dependence, analyzing Trump administration as a systemic threat requiring strategic economic repositioning.
@slovokia
Mar 4, 2025
for last many years Trudeau the idiot did bash trump & waisted time & money on ukiestan started wars with Saudi china india & ow russia accomplished nothing for Canadian economy
for last many years Trudeau the idiot did bash trump & waisted time & money on ukiestan started wars with Saudi china india & ow russia accomplished nothing for Canadian economy
Criticizes Trudeau's policy decisions and foreign relations while making unsubstantiated claims about economic harm and international conflicts.
@kerder8660
Mar 4, 2025
Go for it, Canada! \nThe trade war trump started is stupid, and we the PEOPLE of USA do NOT support this stupid, costly trade war.
Go for it, Canada! \nThe trade war trump started is stupid, and we the PEOPLE of USA do NOT support this stupid, costly trade war.
Criticizes Trump's trade war policy as stupid and costly while expressing solidarity with Canada against the policy.
@bethr4850
Mar 4, 2025
Don't let this Dramatic Actor fool you as he reads his script, Justin is the worst Prime Minister in Canada's history.
Don't let this Dramatic Actor fool you as he reads his script, Justin is the worst Prime Minister in Canada's history.
Dismisses the Prime Minister as an actor and criticizes him as the worst in Canadian history, combining personal attack with policy judgment.
@glennelliottmann7723
Mar 4, 2025
Pretty much alk of the world is realizing how dumb this is, and how dumb Trump really is... I only hope that the american ppl react quickly enough to get rid of the Trump administration …
Pretty much alk of the world is realizing how dumb this is, and how dumb Trump really is... I only hope that the american ppl react quickly enough to get rid of the Trump administration asap...These tariffs are good for no one, but will hurt everyone.
Criticizes Trump's intelligence and tariff policy while calling for American action to remove the administration.
@torparnorpan8362
Mar 4, 2025
Unfortunately well done Trudeau. ??
Unfortunately well done Trudeau. ??
Sarcastic criticism of Trudeau's policies or performance, though brief and somewhat ambiguous in specific target.
Policy Critique
0.85
@michellee8369
Mar 4, 2025
The trump dictatorship regime is defined by 3 characteristics; incompetence, criminality and corruption.
The trump dictatorship regime is defined by 3 characteristics; incompetence, criminality and corruption.
Characterizes Trump administration through critical labels (incompetence, criminality, corruption) as policy critique.
@MB-vx3ti
Mar 4, 2025
Thanks Trudummy. Dont know why we had to wait for the orange troll to kick us in the ass for you to get off yours. Too busy taxing your citizens to death and driving business …
Thanks Trudummy. Dont know why we had to wait for the orange troll to kick us in the ass for you to get off yours. Too busy taxing your citizens to death and driving business to the USA I guess
Criticizes Trudeau's taxation and economic policies while sarcastically suggesting Trump's pressure prompted action on fentanyl.
@outerfroggy1
Mar 4, 2025
Trudeau is a 12 year old dictator ?????? look what he did to the trucker's
Trudeau is a 12 year old dictator ?????? look what he did to the trucker's
Criticizes Trudeau's handling of the trucker protests and characterizes him negatively, focusing on government actions.
Policy Critique
0.85
@nedcarter6553
Mar 4, 2025
We've turned on our allies and joined our adversaries.
We've turned on our allies and joined our adversaries.
Criticism of government policy direction regarding international alliances, with nationalist framing.
@usr34518
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)