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
Great speech Mr Trudeau and shame on our Felon Con Trump for those tarrifs that are only going to hurt our country and the people. The derranged Trump is looking out only for himself and …
Great speech Mr Trudeau and shame on our Felon Con Trump for those tarrifs that are only going to hurt our country and the people. The derranged Trump is looking out only for himself and his Billionaire cronies who donate to his campaigns ! The Donald Con Trump thinks he is still in the Apprentice. Poor fool?
Praises Trudeau while criticizing Trump's tariffs and policies as harmful to the country and serving only wealthy interests.
@MariaLourdesHensle
Mar 4, 2025
Still not enough
Still not enough
Expresses dissatisfaction with the adequacy of government action or policy measures on immigration.
Policy Critique
0.80
deancole4082
Dec 29, 2025
Im cool with immigration. An unexplained exponentially higher influx of foreigners not so much.
Im cool with immigration. An unexplained exponentially higher influx of foreigners not so much.
Distinguishes between immigration acceptance and concern about rapid influx rates, critiquing policy implementation.
DenimLee1982
Jan 27, 2026
Quebecois here. Situation is pretty bad. Even north east of the province at my surprise. Enough. We tried it did not work. Time to go back. Go fix your country.
Quebecois here. Situation is pretty bad. Even north east of the province at my surprise. Enough. We tried it did not work. Time to go back. Go fix your country.
Regional perspective claiming immigration policy has failed, with implicit call to reverse course and demand immigrants leave.
jescar4630
Jan 27, 2026
We need more illegals deported Thè problem is we don't enough people checking them.out before they come to Canada
We need more illegals deported
Thè problem is we don't enough people checking them.out before they come to Canada
Criticizes government policy on deportations and border vetting while making an unverified claim about insufficient enforcement mechanisms.
steveskare7026
Dec 27, 2025
Everyone in the Liberal government is Incompetent no matter how much you flip them around!!!!! Trying to get an answer out of any of them is impossible but The failing country is blamed on Trump …
Everyone in the Liberal government is Incompetent no matter how much you flip them around!!!!!
Trying to get an answer out of any of them is impossible but
The failing country is blamed on Trump and Pierre Poilievre !!!!!
Attacks competence of Liberal government officials and blames them for national decline while deflecting blame from other political figures.
lindapawluk1209
Feb 27, 2026
The legal cartel in Canada is the one of the reason for the immigration system failure.
The legal cartel in Canada is the one of the reason for the immigration system failure.
Identifies the legal profession as a cartel contributing to immigration system failures, directly critiquing institutional policy.
Policy Critique
0.80
jeganbabu1234
Jan 21, 2026
Mr Temporary President, only 1418 day left in White House, and you are the most idiotic President in the history of USA.
Mr Temporary President, only 1418 day left in White House, and you are the most idiotic President in the history of USA.
Criticizes Trump's presidential performance and competence with countdown to end of term, framed as policy/leadership critique.
Policy Critique
0.80
@ponder-upon-it
Mar 4, 2025
That happens when you vote for egoistic, dumb, sick, convicted fellon
That happens when you vote for egoistic, dumb, sick, convicted fellon
Criticizes voters' choice of leadership using derogatory language about character flaws rather than specific policy analysis.
@olsztynPrague
Mar 4, 2025
deals and agreements CANNOT and SHOULD NOT be done with liars and bullies because such invariably will eventually be violated and utterly and completely broken; there has already been various examples... USMCA for one.
deals and agreements CANNOT and SHOULD NOT be done with liars and bullies because such invariably will eventually be violated and utterly and completely broken; there has already been various examples... USMCA for one.
Critique of negotiating with Trump based on concerns about broken agreements and bad faith, citing USMCA as evidence.
@wl88168
Mar 4, 2025
The spineless coward speaks. This guy is hilarious. He chooses to hurt his own Canadian people all the time but all of a sudden he turns over a new leaf wow
The spineless coward speaks. This guy is hilarious. He chooses to hurt his own Canadian people all the time but all of a sudden he turns over a new leaf wow
Criticizes Trudeau's policies as harmful to Canadians while using derisive language ('spineless coward'), focusing on policy impact.
@04tsxpower
Mar 4, 2025
Wow.... That's.... Underwhelming. We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Wow.... That's.... Underwhelming.
We have quite a few issues going on and I have a hard time believing that's the best they could come up with.
Expresses disappointment with government's immigration response as inadequate given broader national issues.
mitchhurd6492
Jan 20, 2026
Trump wants to hear that the Canadian government is going to double its military spending.
Trump wants to hear that the Canadian government is going to double its military spending.
Factual observation about Trump's likely policy demands regarding Canadian military spending.
Policy Critique
0.80
@tomgibbard1680
Mar 4, 2025
Trudeau is a WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority …
Trudeau is a WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority of its people are wonderful but Trudeau is... Really !
Criticizes Trudeau's policies and COVID response while making unsubstantiated claims about WEF connections and dictatorial actions.
@deanwilsher8189
Mar 4, 2025
Trump stop crazy policy you are mad ????
Trump stop crazy policy you are mad ????
Criticism of Trump's policies characterized as crazy and questioning his mental state.
@gulfheart891
Mar 4, 2025
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Critiques current policies as 'mess' and calls for systemic cleanup before rebuilding.
@kimnguyen3757
Mar 4, 2025
⚔️The immigration agents work 24/7, and get paid no matter what they do. So why are their earnings connected to the costs of deportations or application processes?🛡️
⚔️The immigration agents work 24/7, and get paid no matter what they do. So why are their earnings connected to the costs of deportations or application processes?🛡️
Critiques the compensation structure for immigration agents, questioning the logic of their pay being disconnected from deportation/application outcomes.
edwardpatrickdetrafford-mo8347
Dec 24, 2025
Canada has become the biggest joke in the western world. Full of corruption and incompetence.
Canada has become the biggest joke in the western world. Full of corruption and incompetence.
Criticizes Canada's governance and institutions as corrupt and incompetent, combining institutional critique with negative framing.
5L1V3R73CH
Feb 18, 2026
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Criticizes Trudeau for acting decisively only at the end of his tenure, questioning the timing and sincerity of his actions.
Policy Critique
0.80
@JohnConnelll
Mar 4, 2025
COVID! Stop using it as excuse instead come up with solutions!
COVID! Stop using it as excuse instead come up with solutions!
Criticizes government use of COVID as an excuse rather than developing substantive solutions to immigration issues.
Policy Critique
0.80
forc3s646
Jan 21, 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)