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
This is a very biased interview. Of course the refugee lawyer is going to cry about Canada deporting fake refugees because its bad for her business.😅 There are over 250,000 people awaiting refugee claims because …
This is a very biased interview. Of course the refugee lawyer is going to cry about Canada deporting fake refugees because its bad for her business.😅 There are over 250,000 people awaiting refugee claims because a lot of people, like former international students and foreign workers, think they scam the system to get PR.
Criticizes interview bias and refugee lawyer motives, with unverified claim about 250,000 pending claims and system gaming.
billnye4213
Dec 27, 2025
It’s crazy that the FBI will come to your door for post on social media because they flagged certain words, but these guys can post legit crimes and get away with it 😤😤😤🤬
It’s crazy that the FBI will come to your door for post on social media because they flagged certain words, but these guys can post legit crimes and get away with it 😤😤😤🤬
Critiques perceived inconsistency in law enforcement and government accountability regarding social media and crime.
HTF4x4
Feb 24, 2026
CBAM Communists Branding Another Mess Government programs and spending is not a sign of success. It is a sign of failure. Communism doesn't work the way you think.
CBAM Communists Branding Another Mess
Government programs and spending is not a sign of success. It is a sign of failure.
Communism doesn't work the way you think.
Critiques government programs and spending as signs of failure, with ideological framing against communism and government intervention.
liberumoratio1704
Feb 18, 2026
and yet you called the unvaccinated racist...please dont pretend you stand for us, when all you have have for a decade plus is divide and tax the crap out of us...the election coming will show …
and yet you called the unvaccinated racist...please dont pretend you stand for us, when all you have have for a decade plus is divide and tax the crap out of us...the election coming will show just how unfavourable your leadership is for the average canadian...you even have the audacity to shut down our parliament right now, because you need another vacation...sick.
Criticizes government policies (taxation, vaccination mandates, parliament shutdown) and leadership performance with grievance framing.
@bradofsaa
Mar 4, 2025
Liberals Canada what a complete joke and failure.
Liberals Canada what a complete joke and failure.
Brief dismissal of government performance and political party, expressing dissatisfaction with policy outcomes.
Policy Critique
0.80
johnosborne3452
Jan 19, 2026
They won't do anything. They won't even charge or send them back to India.
They won't do anything. They won't even charge or send them back to India.
Criticizes government inaction on deportations and enforcement, expressing frustration with policy implementation.
@krisdoke
Feb 19, 2026
Kenney, one of the chief architects of selling the heritage of Alberta’s grandchildren to Australian coal companies. What was in it for him and Smith ?
Kenney, one of the chief architects of selling the heritage of Alberta’s grandchildren to Australian coal companies. What was in it for him and Smith ?
Criticizes political leaders for prioritizing corporate interests (coal companies) over provincial heritage and questions their personal motivations.
dougsmith7580
Feb 21, 2026
Blame Justin Trudeau who f up canada… You should know whenever liberal party govern, they screw things
Blame Justin Trudeau who f up canada… You should know whenever liberal party govern, they screw things
Blames the Liberal government and Trudeau for Canada's problems, implying policy failure and calling for change.
Fredflinstone23
Nov 21, 2025
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Criticizes presidential leadership for departing from American ideals and values.
@hammerjim19741
Mar 4, 2025
What kind of fucking idiots think this is partisan? If the Liberals are found to be commiting treason. Charge them for it. This is such disgusting behavior that the Liberals can act this way.
What kind of fucking idiots think this is partisan?
If the Liberals are found to be commiting treason. Charge them for it.
This is such disgusting behavior that the Liberals can act this way.
Criticizes government behavior as 'disgusting' and calls for legal accountability and enforcement action.
blacksandbroilikedix
Oct 1, 2025
Danielle Smith should not be allowed to hold a referendum on creating a War Against Canada. Or to falsely change the Constitution at her whim and demands of a foreign government like Trumps 51st State.
Danielle Smith should not be allowed to hold a referendum on creating a War Against Canada. Or to falsely change the Constitution at her whim and demands of a foreign government like Trumps 51st State.
Critiques a political leader's referendum proposal as unconstitutional and illegitimate, framing it as a threat to national sovereignty and implicitly calling for prevention.
@JeremyGeorge-t1p
Feb 20, 2026
I wonder if it was Carney's strategy to purposely put an incompetent person in charge of this file. That way she takes the blame for everything that Miller, Fraser, et al were responsible for and …
I wonder if it was Carney's strategy to purposely put an incompetent person in charge of this file. That way she takes the blame for everything that Miller, Fraser, et al were responsible for and screwed up on over the last decade.
Speculates about deliberate political strategy to shift blame for immigration failures, critiquing government decision-making and accountability structures.
medical4652
Feb 26, 2026
The title is misleading. I thought he actually went to the USA and confronted Trump in person, but apparently not. This doesn’t really count. Come on, Trudeau! Go face Trump! Anyone can give a speech …
The title is misleading. I thought he actually went to the USA and confronted Trump in person, but apparently not. This doesn’t really count. Come on, Trudeau! Go face Trump! Anyone can give a speech nowadays it seems. it takes a real leader to confront him. At least Macron, Starmer and Zelensky had balls to face trump.
Critiques Trudeau's approach as insufficient, comparing him unfavorably to other leaders (Macron, Starmer, Zelensky) and calling for more direct confrontation.
@roomlynx4661
Mar 5, 2025
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, …
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, this person did. This is so embarrassing
Identifies as Canadian and criticizes Trudeau's handling of negotiations, framing it as a national embarrassment.
@75oxymoron
Mar 4, 2025
Reactive NOT Proactive !!!
Reactive NOT Proactive !!!
Critiques government approach as reactive rather than proactive, a direct policy evaluation.
Policy Critique
0.80
@ryanclarkwatt
Mar 5, 2025
Donnie still acts like a wannabe mobster. Absolutely not fit for the job but hey, he got elected by the MAGA idiots. This world has far bigger challenges ahead and doesn't need a Russian asset …
Donnie still acts like a wannabe mobster. Absolutely not fit for the job but hey, he got elected by the MAGA idiots. This world has far bigger challenges ahead and doesn't need a Russian asset in the White House. Clear words from Trudeau but I'm certain Donnie doesn't comprehend the message.
Critiques Trump's fitness for office and his political approach while expressing security concerns about Russian influence.
@thearchibaldtuttle
Mar 5, 2025
Literally imported voters. And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based …
Literally imported voters.
And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based on your view on it, clearly it works. They still have way too many people coming in, who we pay for, who vote for them.
Critiques immigration policy as performative and politically motivated, with concerns about fiscal burden and voting patterns.
-8h-
Feb 19, 2026
The damage is already done. USA citicens replace your foulty leader with sane one and we can renew our trust, otherwise i dont see path forward with usa
The damage is already done. USA citicens replace your foulty leader with sane one and we can renew our trust, otherwise i dont see path forward with usa
Critiques current US leadership and calls for replacement while expressing concern about bilateral relations.
@lttadas11
Mar 5, 2025
Completely unprepared to answer basic questions. These bureaucrats show the bland nature of evil.
Completely unprepared to answer basic questions. These bureaucrats show the bland nature of evil.
Criticizes government bureaucrats' competence and characterizes their behavior as morally wrong.
MB-cv6qn
Sep 30, 2025
leftists destroy everything they touch
leftists destroy everything they touch
Blames left-wing political ideology for negative outcomes, critiquing the governing approach to policy implementation.
Policy Critique
0.80
mici0-g8n
Dec 6, 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)