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
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Attacks Kenney's credibility over COVID policy while using dismissive language ('hoax') that suggests misinformation.
berniemoore9077
Feb 17, 2026
What lieing fu*k. !
What lieing fu*k. !
Brief insult directed at a political figure, functioning as crude policy criticism without substantive argument.
Policy Critique
0.75
@davidjay6974
Mar 4, 2025
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Accuses government of hypocrisy in immigration enforcement, claiming selective application of deportation rules based on political ideology.
solos7685
Feb 18, 2026
This isn’t Liberal incompetence — it’s self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most …
This isn’t Liberal incompetence — it’s self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability.
Canadians are literally paying for their own political manipulation.
Liberals = the most corrupt government in Canadian history:
Green Slush Fund (SDTC)
SNC-Lavalin Affair
ArriveCAN
Firearms Buyback fiasco
WE Charity scandal
Foreign interference
Triad-linked organized crime in B.C.
Fentanyl crisis
Aga Khan vacation
Investing in Canada Plan
2019 Election "Lavish" Spending
Telford/Trudeau Staff Scandal
Finance Minister Bill Morneau's Controversies
Liberal MP Paul Chiang controversy
Greenbelt scandal
Montgomery Carney's countless conflicts of interest and his Brookfield $6.5B tax evasion.
Chrystia Freeland Ukraine reconstruction funding controversy
Extensive list of alleged government scandals framed as systemic corruption; mixes documented controversies with unsubstantiated claims.
Pabloppicaso1968
Feb 17, 2026
This is how the liberals are justifying the gun buyback. They allow a crisis to continue then they pass more bills and laws to suppress the people.
This is how the liberals are justifying the gun buyback. They allow a crisis to continue then they pass more bills and laws to suppress the people.
Conspiracy-adjacent critique linking immigration crisis to gun control policy as deliberate Liberal strategy.
espmaniac01
Feb 18, 2026
My friends would not have it where I paid them $5000 and they paid me $1000\n\nI don't even want to hear your lies Trudeau. You are calling Americans stupid right to their face. \n \nBecause …
My friends would not have it where I paid them $5000 and they paid me $1000\n\nI don't even want to hear your lies Trudeau. You are calling Americans stupid right to their face. \n \nBecause only somebody really stupid would agree that America paying Canada three times more than Canada pays America is honest or the way it should be.
Criticizes Trudeau's policies and statements about trade relations, presenting an unverified claim about payment ratios without evidence.
@HoBey-u3g
Mar 4, 2025
Good point. That was a mistake. How much of it was Kenny, how much was based on denial regarding the economy, and how much was Smith, I don't really know.
Good point. That was a mistake. How much of it was Kenny, how much was based on denial regarding the economy, and how much was Smith, I don't really know.
Analyzes past policy mistakes and attempts to assign responsibility among political figures, seeking understanding of causation.
@GB-jarvy-z
Feb 20, 2026
Trudeau supports Israel and Bibi the Butcher of Gaza. Make that make sense
Trudeau supports Israel and Bibi the Butcher of Gaza. Make that make sense
Criticizes Trudeau's foreign policy stance on Israel/Gaza as contradictory, combining policy critique with implicit moral judgment.
@taheera986
Mar 4, 2025
Let's not forget Trudeau froze the bank accounts of those that disagreed with him on COVID
Let's not forget Trudeau froze the bank accounts of those that disagreed with him on COVID
Criticism of Trudeau's COVID policies with a specific factual claim (account freezing) presented as established fact.
@warrenbertrand290
Mar 4, 2025
Before Trudeau starts acting the fool he should get himself a globe or a good map, and he will notice that the ONLY thing that is separating Canada from Russia is Alaskan !!! He needs …
Before Trudeau starts acting the fool he should get himself a globe or a good map, and he will notice that the ONLY thing that is separating Canada from Russia is Alaskan !!! He needs to pray for wisdom from our Loving God !!!
Commenter criticizes Trudeau's geopolitical awareness regarding Russia proximity, with implicit security concern.
@AnnTeixeira-v3l
Mar 4, 2025
Why Trudeau is still PM He betraying Canada ?? again and again and trying to pick a fight USA ??. We Canadian do agree with Trudeau.
Why Trudeau is still PM He betraying Canada ?? again and again and trying to pick a fight USA ??. We Canadian do agree with Trudeau.
Commenter criticizes Trudeau's leadership and claims Canadians disagree with him, framed as policy failure and national representation.
@JnanBani
Mar 4, 2025
I voted for trump and this dude has no idea what’s he’s taking about womp womp
I voted for trump and this dude has no idea what’s he’s taking about womp womp
Trump voter dismissing the Canadian leader's credibility with sarcasm ('womp womp'), expressing disagreement with his position.
@bbstroberts
Mar 4, 2025
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
Criticizes enforcement statistics and institutional failures (police, media, government), with unverified claims about deportation numbers and institutional competence.
chrisnewton1179
Feb 18, 2026
Full Trump. From immigration to voting fraud she has it covered. The only thing she missed was that first graph she showed portrayed population as correlated to debt. The only thing is, without immigration there …
Full Trump. From immigration to voting fraud she has it covered.
The only thing she missed was that first graph she showed portrayed population as correlated to debt. The only thing is, without immigration there will be no population growth, and then she is SOL on raising debt.
Critiques the policy logic by pointing out a flaw in the correlation argument presented, with some hyperbolic framing ('Full Trump').
@tribalbc
Feb 20, 2026
Canada needs to do better
Canada needs to do better
Vague call for Canada to improve, likely referring to policy performance without specific details.
Policy Critique
0.75
@martyp1468
Mar 4, 2025
100% truth by Canada and Trudeau! Trudeau translation—Smart Guy = Smart Con Artist.
100% truth by Canada and Trudeau! Trudeau translation—Smart Guy = Smart Con Artist.
Praises Canada's position while sarcastically dismissing Trudeau as a con artist, mixing critique with sarcasm.
@Twiggums
Mar 4, 2025
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Criticizes political motives and character while dismissing stated policy rationale as deflection.
@John-w7o9p
Mar 4, 2025
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Critiques government policy choice while expressing national support and patriotic sentiment.
@nnoddy8161
Mar 4, 2025
Your government chosen to do this to you ✅ Deeeeep Facts.
Your government chosen to do this to you ✅ Deeeeep Facts.
Critiques the Canadian government for deliberately creating negative conditions for citizens.
Policy Critique
0.75
@zzzaaalll
Mar 4, 2025
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Uses sarcastic metaphor to critique Alberta's policy approach and blame-shifting to Ottawa, combining satire with political criticism.
@michaeldarling1759
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)