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
Trump is setting fire everywhere in the world except russia. You better get rid of this gangster.
Trump is setting fire everywhere in the world except russia. You better get rid of this gangster.
Criticizes Trump's global policies and implicitly urges Canada to remove him from influence through strong language.
@dangerino2249
Mar 4, 2025
Liberals and Carney needs a scapegoat for their corruption and crimes so now blaming India for this scam of immigration that they allowed for years to bring in Vote banks inside Canada who have become …
Liberals and Carney needs a scapegoat for their corruption and crimes so now blaming India for this scam of immigration that they allowed for years to bring in Vote banks inside Canada who have become a liability on the tax payers now.... economy is doldrums
Criticizes government immigration policy and Liberal handling while making unverified claims about vote-bank manipulation and economic burden.
dolly7426
Oct 1, 2025
Come on Vassey - humane????? You are paying for this as well. Unless you are Carney and have your tax dollars in a safe haven in the Caribbean or elsewhere. The hard conversation must be …
Come on Vassey - humane????? You are paying for this as well. Unless you are Carney and have your tax dollars in a safe haven in the Caribbean or elsewhere. The hard conversation must be had.
Challenges the 'humane' framing of immigration policy while raising concerns about taxpayer costs and tax avoidance by elites.
user-lc8sz2lw8o
Feb 24, 2026
sad to see canada going down the drain thank you liberals
sad to see canada going down the drain thank you liberals
Criticizes government (Liberals) for national decline due to immigration policy, blaming political leadership.
reyznbran9586
Oct 1, 2025
The federal government needs to be investigated for allowing this into our country !
The federal government needs to be investigated for allowing this into our country !
Demands investigation into government immigration policy with implicit call for accountability.
@Freeburningpapers
Feb 19, 2026
Justin Destroyed Canada with his unending foolish spending, taxes and corruption,, said he would step down, shut down the government instead and continued acting as Prime Minister while opposition has been muted. He is not …
Justin Destroyed Canada with his unending foolish spending, taxes and corruption,, said he would step down, shut down the government instead and continued acting as Prime Minister while opposition has been muted. He is not a legitimate leader and his words are empty. He is a drama teacher with a script and does the only thing he knows how. He acts. And now he's acting like the tough guy and that he cares about Canada when after nine years in power, it is clear he didn't. Time to get rid of the globalist and all the others. He is not a decent man.
Criticizes government spending, taxes, and leadership legitimacy while framing the PM as unfit; includes identity-laden language ('globalist') suggesting us-vs-them framing.
@joniro3372
Mar 4, 2025
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to …
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to come to Canada they would vote liberal. The liberals wanted to promote their woke, “save the planet” doctrine no matter what the consequences. That way Justin, the self-righteous airhead, could deliver his famous word salad speeches telling people how magnanimous he was opening our doors to every creep, loser, terrorist, thief and freeloader other countries were trying to get rid of. They came by the thousands. We’ll never be rid of them.
Extensive criticism of Liberal immigration policy, combining partisan attack, demographic anxiety, and claims about voter manipulation.
garywagner2466
Feb 19, 2026
student VISA is BROKEN
student VISA is BROKEN
Direct criticism of the student visa system as broken, targeting government policy/regulation.
Policy Critique
0.85
xaviknox781
Oct 1, 2025
Liberals really screw up Canada
Liberals really screw up Canada
Direct criticism of Liberal government's handling of Canada, framed as policy failure.
Policy Critique
0.85
imtiazboss
Sep 30, 2025
What does illegal drug dealing have to do with sudden tariffs on every day goods? Nothing! We can watch Trump becoming more and more insane at high speed.His methods: loudness , lies over lies, and …
What does illegal drug dealing have to do with sudden tariffs on every day goods? Nothing! We can watch Trump becoming more and more insane at high speed.His methods: loudness , lies over lies, and blackmailing.
Criticizes Trump's tariff policy as illogical and condemns his methods (loudness, lies, blackmail) as unethical governance.
@hans-jorgciesinski8878
Mar 4, 2025
Hey did you not steal your people's money from there bank accounts ? I will wait for your response Justin! Hey thought you said you had no interest in baning gun in your country also.
Hey did you not steal your people's money from there bank accounts ? I will wait for your response Justin! Hey thought you said you had no interest in baning gun in your country also.
Combines accusations of financial misconduct and gun policy criticism, with unverified claims presented as fact.
@gruffsbadmojo
Mar 4, 2025
I'm definitely not a fan of Trudeau but easily this is his best moment as our prime minister
I'm definitely not a fan of Trudeau but easily this is his best moment as our prime minister
Commenter expresses qualified approval of Trudeau's specific action while maintaining general disapproval, balancing policy evaluation.
Policy Critique
0.85
@sacheenmehta1982
Mar 4, 2025
This moron has gutted his country over the past 8 years, He is an out of control, manipulative, self-deluded tyrant. Period. Trumps tariffs have nothing to do with the economic mess this country in.
This moron has gutted his country over the past 8 years, He is an out of control, manipulative, self-deluded tyrant. Period. Trumps tariffs have nothing to do with the economic mess this country in.
Harshly criticizes Trudeau's governance and economic record while dismissing Trump's tariffs as a cause of Canada's problems.
@brianjc8541
Mar 4, 2025
Lets put Canadians who are canadian citizens to put first and help to get educated instead of wasting time money 💴 efforts on people who god knows what their intentions are invading canada 🇨🇦 and …
Lets put Canadians who are canadian citizens to put first and help to get educated instead of wasting time money 💴 efforts on people who god knows what their intentions are invading canada 🇨🇦 and canadians safety security
Argues for prioritizing Canadian citizens in education funding while expressing security concerns about immigrants' intentions, framed as national interest.
yyzRider
Sep 30, 2025
Worst president ever.Shame for America
Worst president ever.Shame for America
Harsh criticism of the U.S. president's performance and leadership.
Policy Critique
0.85
@I.M.Mitrovski
Mar 4, 2025
Trump's so called art of deal is backfiring tremendously and the one who suffers are people like us who are only trying to get by
Trump's so called art of deal is backfiring tremendously and the one who suffers are people like us who are only trying to get by
Criticizes Trump's trade policy as harmful to ordinary people trying to survive, combining policy analysis with personal impact.
@fieradrake7855
Mar 4, 2025
300 people only. Thats lax
300 people only. Thats lax
Commenter is critiquing immigration policy as insufficiently restrictive ('lax'), implying the number of immigrants allowed is too high.
Policy Critique
0.85
@systemadmin2051
Feb 19, 2026
I like how he said everything has never been safer and more secure, yet pledges billions to solve the problem
I like how he said everything has never been safer and more secure, yet pledges billions to solve the problem
Points out contradiction in government claims about safety while simultaneously allocating resources to address security problems.
Policy Critique
0.85
@kalez7783
Mar 4, 2025
How I wish we had a sane decent leader. Who knows, maybe we'll have a military coup at this point. Thank you Canada for being sane and rational, hopefully we will recover and get a …
How I wish we had a sane decent leader. Who knows, maybe we'll have a military coup at this point. Thank you Canada for being sane and rational, hopefully we will recover and get a Biden type who cares about all citizens and our place in the world again...
Criticizes current leadership as insane/irrational and expresses desire for different governance, with comparative framing to Biden and implicit national identity concerns.
@elizabethheyenga9277
Mar 4, 2025
It disgusts me this piece of shit represents Canada
It disgusts me this piece of shit represents Canada
Expresses strong disapproval of Trudeau's representation of Canada through emotional language.
Policy Critique
0.85
@MrSupertwo
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)