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
If imagrint wanted to be treated as equal then thay should make it like the rest of us.On our own Marit no government help and see how fast thay will leave 😮
If imagrint wanted to be treated as equal then thay should make it like the rest of us.On our own Marit no government help and see how fast thay will leave 😮
Critiques government support programs for immigrants and argues they should be self-sufficient like other citizens, implying unfair preferential treatment.
davidhager1593
Aug 27, 2025
his party has collapsed around him and want nothing to do with him
his party has collapsed around him and want nothing to do with him
Commentary on political party dynamics and leadership, critiquing the state of Trump's political support.
Policy Critique
0.75
@beegreensgreens
Mar 4, 2025
He speaks tough for someone on the way out lol
He speaks tough for someone on the way out lol
Critiques the PM's credibility by noting his political position is weakened, using sarcasm.
@brendanfernandez8744
Mar 4, 2025
The liberal party of Canada is a cancer
The liberal party of Canada is a cancer
Expresses strong disapproval of the Liberal Party's governance, framed as a moral condemnation with implicit identity-based framing.
tipsy09
Aug 28, 2025
Trudeau took all of its citizens guns, even though he promised he wouldn’t . Who is the scumbag here?
Trudeau took all of its citizens guns, even though he promised he wouldn’t . Who is the scumbag here?
Criticizes Trudeau's gun policy as a broken promise, with an unverified claim about the promise itself and a personal attack.
@jeremiahmeraz9298
Mar 4, 2025
Too late and too little, Justin.\nI hope those tarrifs are part of a big game. They won't be forever, but we will see what Tramp will ask from Canada instead of them.
Too late and too little, Justin.\nI hope those tarrifs are part of a big game. They won't be forever, but we will see what Tramp will ask from Canada instead of them.
Commenter critiques government response as insufficient while questioning whether tariffs are temporary and speculating about hidden demands.
@vitalit68
Mar 4, 2025
Canadians are already crying thats why this guy resigned. I dont know what will chage for them as a result of tariff. Economy is bad, inflation is high and people cannot make their ends meet. …
Canadians are already crying thats why this guy resigned. I dont know what will chage for them as a result of tariff. Economy is bad, inflation is high and people cannot make their ends meet. So stop this useless rant and get on with your lives, and do what is necessary to make Canada great again.
Critiques Canadian leadership and economic conditions while dismissing current political rhetoric as ineffective given broader economic problems.
@AWM2099
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
After effects of white house being taken over by right wing radical christians....Democracy and secularism is dead in west....
After effects of white house being taken over by right wing radical christians....Democracy and secularism is dead in west....
The comment critiques Western governance by comparing it to right-wing Christian influence, claiming democracy and secularism are threatened.
sathe61
Aug 29, 2025
Now he got nuts ,?? coward
Now he got nuts ,?? coward
Brief dismissive criticism of Trump's behavior and leadership.
Policy Critique
0.75
@Americafirstttttt
Mar 4, 2025
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Criticizes government immigration policy as inadequate, suggesting stricter controls from day one would have prevented current problems.
Policy Critique
0.75
alfredmajor428
Aug 28, 2025
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
Critiques the reporting quality and claims the video misrepresents public consensus on immigration tightening.
Policy Critique
0.75
livingfinance
Feb 18, 2026
Worry about what Justin did to Canada. Lol not what Donald is doing. When did Trudeau care about Canada.
Worry about what Justin did to Canada. Lol not what Donald is doing. When did Trudeau care about Canada.
Criticizes Trudeau's domestic record while deflecting to Trump, using comparative framing.
@CamCook-k4m
Mar 4, 2025
Justin, I thought you already resigned? Why you still speaking? But anyway, good luck to you. What Pres Trump request is not a rocket science. Well, you tariffs USA ?? we just reciprocate the deal.
Justin, I thought you already resigned? Why you still speaking? But anyway, good luck to you. What Pres Trump request is not a rocket science. Well, you tariffs USA ?? we just reciprocate the deal.
Critiques the Prime Minister's political position while discussing trade policy negotiations with the USA.
@beautifulmom9816
Mar 4, 2025
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Criticizes Trudeau's financial management and leadership while using aggressive, incoherent language suggesting confrontational stance.
@RC51SP2_
Mar 4, 2025
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
The comment defends diplomatic engagement as preventing war rather than appeasement, critiquing the framing of negotiations as weakness.
@stankystuff5028
Mar 4, 2025
Stop your BS reporting! It is a sad situation to get through from other countries' administrations!
Stop your BS reporting! It is a sad situation to get through from other countries' administrations!
Criticizes reporting quality and references problematic foreign administrations, combining media critique with policy-level concerns.
@BehnamMoghadasi-d8q
Mar 4, 2025
Canada already had high tariff's on us and Canada knows they can't win this trade war. Should have worked better helping with the border, Trudeau lies out his ass constantly. His own people have called …
Canada already had high tariff's on us and Canada knows they can't win this trade war. Should have worked better helping with the border, Trudeau lies out his ass constantly. His own people have called him out for his corruption.
Critiques Trudeau's trade and border policies while making unverified claims about tariffs and corruption without evidence.
@MrChanz4music
Mar 4, 2025
Why is the office called 'fentanyl Tzar'? \nThis feels absurd.\n\nTzar, being the slavic interpretation of the religious office of the head of the eastern orthodox Christian church, headed by, for political reasons, the byzantine emperor. …
Why is the office called 'fentanyl Tzar'? \nThis feels absurd.\n\nTzar, being the slavic interpretation of the religious office of the head of the eastern orthodox Christian church, headed by, for political reasons, the byzantine emperor. \nThe byzantines being the sucessor of the Roman empire, of which the emperor was unofficially referred to as the sucessor of Caesar, who was not the first or last Dictator of Rome.\n\nWhy does Canada have a Tzar of anything?
Commenter questions the naming and terminology of a government office ('fentanyl Tzar'), expressing skepticism about the appropriateness of the title through historical and etymological analysis.
@dustinpellerin8356
Mar 4, 2025
Thanks for saying it! Migrants need to be sent back.
Thanks for saying it! Migrants need to be sent back.
Calls for deportation of migrants as policy position, with implicit us-vs-them framing about who belongs in Canada.
bonniekrisher609
Aug 28, 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)