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
Liberals have destroyed Canada. Wake up people. I’ll never vote for liberals. Carney is a bad omen. I can’t trust the liberal leadership. Vote for conservatives.
Liberals have destroyed Canada. Wake up people. I’ll never vote for liberals. Carney is a bad omen. I can’t trust the liberal leadership. Vote for conservatives.
Expresses strong criticism of the Liberal government's handling of Canada and urges voting for conservatives.
greggieboy393
Apr 15, 2025
3 years... for someone to get citizenship is such a joke...
3 years... for someone to get citizenship is such a joke...
Criticizes the citizenship timeline as unreasonable bureaucratic policy.
Policy Critique
0.90
KrisMTL
Feb 4, 2026
Remember everybody this is the governments fault
Remember everybody this is the governments fault
Direct attribution of immigration problems to government policy and decision-making.
Policy Critique
0.90
@bonesvali7836
Feb 18, 2026
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao. Brutal policy from the Canadian government.
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao.
Brutal policy from the Canadian government.
Criticizes Canadian government policy for granting permanent residence/citizenship to individuals without English proficiency.
Policy Critique
0.90
user-gn9ip5zu5k
Jan 27, 2026
It’s not the fault of immigrants- it’s the fault of the Canadian government letting in too many people at the same time. The student visa is a scam. The corporates want to bring us in …
It’s not the fault of immigrants- it’s the fault of the Canadian government letting in too many people at the same time. The student visa is a scam.
The corporates want to bring us in to suppress the wage growth.
Critiques government immigration policy and student visa programs, arguing they serve corporate wage suppression rather than immigrant benefit.
arunsubramanian7949
Feb 4, 2026
Nobody has damaged the Canadian economy and the Canadian people as much as Trudeau himself has done
Nobody has damaged the Canadian economy and the Canadian people as much as Trudeau himself has done
Direct criticism of Trudeau's governance and economic impact on Canada.
Policy Critique
0.90
@wmarczyk1
Mar 4, 2025
The orange clown still does not understand how Tariffs work. It is evident he thinks it's a tax and when he sees the numbers in terms of government revenue accredited to tariffs, he ignorantly believes …
The orange clown still does not understand how Tariffs work. It is evident he thinks it's a tax and when he sees the numbers in terms of government revenue accredited to tariffs, he ignorantly believes the country is making money. His understanding so simple he thinks he has raised GDP and is making America great again when in fact he is single handedly and in the face of universal opposition destroying the economy and causing grievous hardship to millions of Americans. Apparent friend to our worst enemies and himself the biggest enemy of the people.
Detailed critique of US tariff policy and economic understanding, framing it as harmful and ignorant governance.
@dominicdoyle6553
Mar 4, 2025
Should be zero immigration until Canadians first problems are corrected
Should be zero immigration until Canadians first problems are corrected
Advocates for zero immigration policy until domestic issues are resolved, framing it as a policy position.
johndeparare3028
Apr 14, 2025
This the product of Tirdos polices. Him and his cronies be held accountable .
This the product of Tirdos polices. Him and his cronies be held accountable .
Blames government leadership for policies and calls for accountability.
dukelawrence5830
Sep 28, 2025
Creating conflict with your closest neighbor and ally is the dumbest thing to do seriously ??♀️ ???
Creating conflict with your closest neighbor and ally is the dumbest thing to do seriously ??♀️ ???
Criticism of Trump's diplomatic strategy toward Canada as strategically foolish.
Policy Critique
0.90
@samanthaloraine632
Mar 4, 2025
As much as I disagree with most of Trudeau’s domestic politics I must say that this was a good address and seems to be where he is strongest. With that said though I still would …
As much as I disagree with most of Trudeau’s domestic politics I must say that this was a good address and seems to be where he is strongest. With that said though I still would not vote liberal in the next election.
Nuanced critique acknowledging some strengths while expressing disagreement with domestic policy and voting intentions.
Policy Critique
0.90
@rancorslayer5228
Mar 4, 2025
Trudeau can kick rocks
Trudeau can kick rocks
Brief dismissive statement directed at Trudeau, expressing disapproval of his leadership.
Policy Critique
0.90
@shaneprice6084
Mar 4, 2025
Un worthy Trudeau capable for nothing......
Un worthy Trudeau capable for nothing......
Direct criticism of Trudeau's competence and capability in governance.
Policy Critique
0.90
@Ha-Ha-Ha-a
Mar 4, 2025
As a Canadian, Trudeau is an unserious loser who has no problem preventing key infrastructure projects like pipelines and refineries that would have made us more independent, and taxing us to live through carbon tax. …
As a Canadian, Trudeau is an unserious loser who has no problem preventing key infrastructure projects like pipelines and refineries that would have made us more independent, and taxing us to live through carbon tax. All this is silly performative nonsense geared towards cementing a legacy and will cause more pain to Canadians. If his intellect is so chanllenged it can't go two steps ahead and realize our economy will be crushed and we'll have to capitulate before the US, well I guess that explains the last ten years. He should be tried for treason.
Self-identified Canadian offering sustained critique of Trudeau's policies on infrastructure, taxation, and economic management, with personal perspective framing.
@johnbertram1537
Mar 4, 2025
Canada's response to America's tariffs under Trudeau is a masterclass in balancing diplomacy with pragmatism. While the U.S. pursues a protectionist agenda, Canada stands resilient, leveraging strategic countermeasures and asserting its sovereignty. Trudeau's approach is …
Canada's response to America's tariffs under Trudeau is a masterclass in balancing diplomacy with pragmatism. While the U.S. pursues a protectionist agenda, Canada stands resilient, leveraging strategic countermeasures and asserting its sovereignty. Trudeau's approach is not just about retaliating in kind; it’s a nuanced display of commitment to fair trade and a reminder that economic interdependence cannot be taken for granted. In a world where global relations are increasingly volatile, Canada’s measured response signals both defiance and cooperation, leaving the door open for a future where both nations can find common ground amidst the tension.
Detailed analysis praising Canada's diplomatic and economic response to U.S. tariffs as balanced and strategic.
Policy Critique
0.90
@Visionaryvibes444
Mar 4, 2025
Canadians. Take my silly advice! \nJUSTIN TRUDEAU AND THE LIBERAL PARTY IS YOUR PROBLEM !!!
Canadians. Take my silly advice! \nJUSTIN TRUDEAU AND THE LIBERAL PARTY IS YOUR PROBLEM !!!
Directly blames Trudeau and the Liberal Party as the problem, framed as critical advice to Canadians.
@Prezzyknowz
Mar 4, 2025
Imposing tariffs on Allies and lifting sanction for ruSSia.\nAt least now it's clear on what side of History USA is on today...
Imposing tariffs on Allies and lifting sanction for ruSSia.\nAt least now it's clear on what side of History USA is on today...
Criticizes U.S. policy decisions (tariffs and sanctions) and frames them as morally wrong by invoking historical judgment.
@francescoguzzetta
Mar 4, 2025
Professor Jeffrey Sachs put it well regarding Trumps deficits with countries and so charging them tariffs…. “it’s like you maxed out your credit card all over town and then blamed the businesses who sold you …
Professor Jeffrey Sachs put it well regarding Trumps deficits with countries and so charging them tariffs…. “it’s like you maxed out your credit card all over town and then blamed the businesses who sold you those goods and services for selling them to you”!!
Uses an analogy to critique Trump's tariff and deficit policies, analyzing government economic decisions.
Policy Critique
0.90
@maxmartin7080
Mar 4, 2025
There is no logic, reason or precedent for these tariffs. It’s just on a whim, on a crackpot idea from a man who knows nothing about international economics. It’s folly.
There is no logic, reason or precedent for these tariffs. It’s just on a whim, on a crackpot idea from a man who knows nothing about international economics. It’s folly.
Direct criticism of tariff policy as illogical and based on poor economic reasoning.
Policy Critique
0.90
@DD-sr9xm
Mar 4, 2025
Trump-Administration ist a Gouvernement of destruction.
Trump-Administration ist a Gouvernement of destruction.
Criticizes the Trump Administration as destructive, a direct critique of government policy and leadership.
Policy Critique
0.90
@ClaudiaS193
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)