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
It's a good thing about if u willing to crash your economy..
It's a good thing about if u willing to crash your economy..
Critiques a policy position by questioning its economic viability and consequences.
Policy Critique
0.75
@ZambeziSentinel
Mar 4, 2025
You just have to watch how people drive in India! It is not a no brainer! The Canadian government t needs to make sure they make these bad drivers to be accountable. The liberal government …
You just have to watch how people drive in India! It is not a no brainer! The Canadian government t needs to make sure they make these bad drivers to be accountable. The liberal government is responsible because of their laws. Criminals running rampant and doing what they want, because there is no consequences! THANK YOU LIBERALS🤡🤡🤡🤡
Criticizes government policy and law enforcement accountability while expressing concerns about driver behavior and crime.
tg2535
Jan 27, 2026
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
Skepticism about stated policy rationale (fentanyl) combined with speculation about hidden motives, mixing critique with unsubstantiated claims.
@Nursing609
Mar 4, 2025
He (Trump) is a Putin puppet. He's trying to impress his Authoritarian idol. He's trying to turn the U.S.A. into another North Korea. A hermit country. Standing with Canada, Ukraine, and Mexico ??.
He (Trump) is a Putin puppet. He's trying to impress his Authoritarian idol. He's trying to turn the U.S.A. into another North Korea. A hermit country. Standing with Canada, Ukraine, and Mexico ??.
Criticizes Trump's political approach and alignment with authoritarianism, framed as a moral concern about democratic values.
Moral Argument
0.75
@AnthonyBerry-q2m
Mar 4, 2025
We are up to our necks in corruption.
We are up to our necks in corruption.
Brief critique of systemic corruption in government without specific policy details or elaboration.
Policy Critique
0.75
BIGFOOT-BC-HammerDown
Feb 17, 2026
Right on time for the next election
Right on time for the next election
Suggests the policy is politically motivated timing rather than substantive governance.
Policy Critique
0.75
theoldschoolconnoisseur2991
Jan 11, 2026
And now Trump is doubling the tariffs to 50% thanks to Trudeau making this speech. Thanks buddy!!!
And now Trump is doubling the tariffs to 50% thanks to Trudeau making this speech. Thanks buddy!!!
Commenter criticizes Trudeau's speech as causing Trump's tariff increase, blending policy critique with a causal claim presented without evidence.
@markymarkvancity
Mar 4, 2025
This guy. Remember when Justin froze all of the truckers bank accounts? Canada is wild, eh?
This guy. Remember when Justin froze all of the truckers bank accounts? Canada is wild, eh?
Commenter criticizes Trudeau's government by referencing the trucker convoy bank account freezing, presenting a specific policy action as evidence of problematic governance.
@nicholasnajibi3082
Mar 4, 2025
0:35 Homeless Canadian-bogan/derro equivalent talking about paying no taxes, homeless because of his meth/alcohol addiction, not immigration.
0:35 Homeless Canadian-bogan/derro equivalent talking about paying no taxes, homeless because of his meth/alcohol addiction, not immigration.
Critiques immigration policy by claiming homelessness is caused by addiction rather than immigration, while making an unverified causal claim about the homeless person's circumstances.
the_apocalypse888
Nov 2, 2025
Canada-25%, China-10%, rusia-cancel sanctions , seriously?
Canada-25%, China-10%, rusia-cancel sanctions , seriously?
Critiques the inconsistency and apparent illogic of Trump's tariff and sanctions policies across different countries.
Policy Critique
0.75
@DOk-g7y
Mar 4, 2025
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest …
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest its trudeau who messed it up
Criticizes the creator for selective coverage while blaming Trudeau for immigration policy failures, mixing legitimate critique with unsubstantiated accusations.
ht-i7v8w
Jan 27, 2026
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is …
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is not made the minute they cross the border, they are totally bogus.
Critiques asylum claims made after visa expiration as fraudulent, making a prescriptive claim about when legitimate claims should be filed.
Susan-m6v8i
Feb 24, 2026
BRAIN LOOK IN DETROIT NEWS ABOUT CHINA BUYING A AUTO PLANT IN MEXICO. GOOD ARTICLE EXPLAINING WHATS IS HAPPENING WITH CUSMA NON NEGIATIONS FROM CARNEY.
BRAIN LOOK IN DETROIT NEWS ABOUT CHINA BUYING A AUTO PLANT IN MEXICO. GOOD ARTICLE EXPLAINING WHATS IS HAPPENING WITH CUSMA NON NEGIATIONS FROM CARNEY.
References external news source to critique government trade negotiations and economic policy related to CUSMA.
Policy Critique
0.75
CJ-ot7ct
Feb 18, 2026
Why the nigger fuck are you promoting smuggling in your content?
Why the nigger fuck are you promoting smuggling in your content?
Accusation that content creator is promoting illegal smuggling, critiquing editorial choices with inflammatory language.
WNF
Jan 29, 2026
Silly Trudeau thinks trump gives a shit about facts ?
Silly Trudeau thinks trump gives a shit about facts ?
Dismissive critique of Trudeau's approach to Trump negotiations, suggesting ineffectiveness.
Policy Critique
0.75
@Lunchmeat_Larry
Mar 4, 2025
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Criticizes a political figure's governance approach while making unsubstantiated claims about conspiracy theories.
@PukemoMaalat-alat
Mar 4, 2025
Governor you were already charging American businesses to sell their products in the 51st state. So when we want to do the same thing you are already doing you don't like it.
Governor you were already charging American businesses to sell their products in the 51st state. So when we want to do the same thing you are already doing you don't like it.
Critiques Canadian trade practices by comparing them to US tariff actions, arguing for reciprocal treatment.
@johnbingham3446
Mar 4, 2025
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our …
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi
And they want different country 😂😂😂😂 inside india
Even we don’t like them who wants to take apart our country india
Our Indian government warn Canadian government not to allow these people in their country but they don’t listen they allow Khalistani tterrorists who are wanted or criminals in India
So it’s canada government fault stop voting for leftist government
Critiques Canadian government for allowing alleged separatists and criminals, mixing claims about Khalistani movements with calls against leftist governance.
Aany99
Jan 27, 2026
That's funny that Carney said one of the reasons why we're having issues in Canada is because of immigration and yet he as of the getting 100 million people in Canada
That's funny that Carney said one of the reasons why we're having issues in Canada is because of immigration and yet he as of the getting 100 million people in Canada
Points out contradiction between Carney's criticism of immigration and his apparent support for high immigration targets.
irishlita44
Feb 26, 2026
Trudeau has been so much better when he resigned and had nothing to lose. Just raw honesty
Trudeau has been so much better when he resigned and had nothing to lose. Just raw honesty
Critiques Trudeau's political behavior and suggests his recent honesty represents a change in approach.
Policy Critique
0.75
@connorgalloway7160
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)