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
You dont understand justin the problem is already here. You opened the boarders and screwed us ,now you talk tough , too little too late.
You dont understand justin the problem is already here. You opened the boarders and screwed us ,now you talk tough , too little too late.
Criticizes government policy on border control and immigration as harmful, with underlying anxiety about consequences.
@stevepearson-g2r
Mar 4, 2025
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
Critiques immigration policy as causing strain on housing, healthcare, and infrastructure while claiming majority support for reduction.
themadhatt3r679
Feb 12, 2026
Trump is a clown
Trump is a clown
Brief dismissive characterization of Trump as incompetent, critiquing his political leadership.
Policy Critique
0.85
@sabineokorn4983
Mar 5, 2025
didnt canadians want to get rid of justin now hes using trump as a scape goat to stay in power longer get him out
didnt canadians want to get rid of justin now hes using trump as a scape goat to stay in power longer get him out
Criticizes PM Trudeau's handling of policy and suggests removing him from power, combining political critique with an implicit call for action.
@trhoades2063
Mar 4, 2025
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology. …
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology.
And calling this an “INVASION”? That’s simply wrong. I lived in Montréal in an area with many Indian residents. They’re respectful, hard-working, have families, jobs, and contribute to society like anyone else. They don’t interfere with religion or ideology.
Just tonight, during a snowstorm, an Indian neighbor came out of his home to help me clear snow off my car — purely out of kindness. That’s reality on the ground, and it deserves to be reported honestly.
Critiques the video's journalistic approach and framing while supporting immigrants through personal narrative and solidarity, with the primary focus on media criticism.
etienneperreaultmandeville7246
Jan 27, 2026
Canada had a 20% tariff already imposed before trump for a very long time, we just matched it. Now hes upset, and throwing a fit bc we're not going to be sending subsides on top …
Canada had a 20% tariff already imposed before trump for a very long time, we just matched it. Now hes upset, and throwing a fit bc we're not going to be sending subsides on top of the tariff. He will not be able to sustain this tantrum. Just this speech alone is so fake and scripted. Hes a puppet.
Detailed analysis of tariff policy and political response, comparing Canada's position to Trump's actions.
@shaneedmonds8690
Mar 5, 2025
Justin Trudeau, such an ignorant prime minister, who has been proven corrupt so many times in his own parliament, is doing all this drama to save his face in front of Canadians, who already know …
Justin Trudeau, such an ignorant prime minister, who has been proven corrupt so many times in his own parliament, is doing all this drama to save his face in front of Canadians, who already know his true face.\nThose Rainbow spilling WOKE jerks in this comment should just find themselves a good insane asylum and register for life.
Criticizes Trudeau's leadership and policies while using derogatory language toward political opponents, mixing policy critique with identity-based attacks.
@professionalshub3483
Mar 4, 2025
What is the reason for this shitgovernment lieberal TRAITORS to be in charge of Canada??? Not sure what the BEOTCH is planning for next! Another huge bowl of word salad????
What is the reason for this shitgovernment lieberal TRAITORS to be in charge of Canada???
Not sure what the BEOTCH is planning for next! Another huge bowl of word salad????
Harshly criticizes government leadership with inflammatory language and expresses concern about future policy decisions.
FrankRivet-gf8bi
Feb 27, 2026
Trudeau is a loser, someone give him a tissue.
Trudeau is a loser, someone give him a tissue.
Expresses dismissive criticism of a political leader's competence and performance.
Policy Critique
0.85
@ButterflyFly2009
Mar 4, 2025
The only dictator is Trudeau!
The only dictator is Trudeau!
Attacks Trudeau as a dictator, framing this as criticism of his governance and authority rather than a factual claim.
@corinadiaz9505
Mar 5, 2025
It's not the US it's dumb ass Trump!!! What American president does stupid stuff like this with Allies? Oh yeah Trump!
It's not the US it's dumb ass Trump!!! What American president does stupid stuff like this with Allies? Oh yeah Trump!
Criticizes a specific political leader's actions while comparing to typical presidential behavior, blaming individual rather than nation.
@ianrice1778
Mar 4, 2025
Government failure TIME AND TIME AGAIN. You let an influx of immigrants all at once, fail to do proper checks on who enters the country, fail to get rid of criminals from the country. But …
Government failure TIME AND TIME AGAIN.
You let an influx of immigrants all at once, fail to do proper checks on who enters the country, fail to get rid of criminals from the country.
But oh! You'll go after hard working immigrants, meanwhile criminals are always getting second chances and staying in Canada???
KEEP HARDWORKING LEGAL CANADIAN IMMIGRANTS IN. They contribute to our economy.
DEPORT CRIMINALS. They ruin our country.
IS THAT SO HARD?
The government is FAILING Canada!
We used to have better immigration policies, what happened to them?
Criticizes government immigration policy failures and enforcement inconsistencies, with implicit calls for stricter deportation and vetting.
trenchoats
Feb 13, 2026
Sorry that our government here in Murica is being led by a moron. Such an idiotic & unnecessary 'trade war'
Sorry that our government here in Murica is being led by a moron. Such an idiotic & unnecessary 'trade war'
Apologetic criticism of US government leadership and trade war policy, with implicit solidarity toward Canada.
@Bekka_Noyb
Mar 4, 2025
He’s my Prime Minister!!! ??. Canada has done everything trump wanted but trump (true to form) has moved the goal posts. He never intended to honour his agreement with my country. ??. He’s a dishonourable …
He’s my Prime Minister!!! ??. Canada has done everything trump wanted but trump (true to form) has moved the goal posts. He never intended to honour his agreement with my country. ??. He’s a dishonourable man and he violated his own free trade agreement with Mexico the US and Canada. We are moving on from trusting the US. I’ve cancelled plans to vacation in the US. I will only buy Canadian or from our trusted allies (EU China Japan etc). I love the US but there are some very bizarre and stupid people in your country. Your greatest weakness. God help us all.
Criticizes Trump's trade policy violations and advocates for consumer action (buying Canadian), with comparative framing of US versus trusted allies.
@paulpotter7188
Mar 4, 2025
Justin your a muppet \nYou froze bank accounts of your own people
Justin your a muppet \nYou froze bank accounts of your own people
Criticizes Trudeau's policy decisions (bank account freezing) as harmful to citizens; combines personal attack with specific policy grievance.
@wizard2755
Mar 5, 2025
How is it ok for canada put tariffs on American stuff but not ok that America to put tariffs on Canadian stuff.
How is it ok for canada put tariffs on American stuff but not ok that America to put tariffs on Canadian stuff.
Critiques the perceived inconsistency in tariff policy between Canada and the US, framed as a comparative double standard.
@janepearson5802
Mar 5, 2025
I support tariff free trade between these countries.
I support tariff free trade between these countries.
Direct statement of policy preference supporting tariff-free trade between countries.
Policy Critique
0.85
@danielwalker7269
Mar 4, 2025
Makes sense what the US is doing when you understand that the current administration is trying to destroy the middle class... Continuing Reagan's fight against the middle class.
Makes sense what the US is doing when you understand that the current administration is trying to destroy the middle class... Continuing Reagan's fight against the middle class.
Critiques US administration policy as deliberately targeting the middle class, with historical comparison to Reagan-era policies.
@kevkeisha
Mar 4, 2025
Finally, our dear Prime Minister, you stopped being nice and polite. Being firm and direct in this matter is exactly what Canadians need
Finally, our dear Prime Minister, you stopped being nice and polite. Being firm and direct in this matter is exactly what Canadians need
Commends the Prime Minister for taking a firm stance on immigration policy, framing it as necessary action that Canadians support.
@nigyarmamedova5892
Mar 4, 2025
Justin ! you weren't able to protect and run the country when times were easy , when Germans begged you for LNG ! Back than you told them Canada doesn't have the infrastructure to load …
Justin ! you weren't able to protect and run the country when times were easy , when Germans begged you for LNG ! Back than you told them Canada doesn't have the infrastructure to load it into vessels . Guess what? neither Germany had that , but they;ve built in 3 MONTHS !! When you went to India it looked like you were there to go clubbing or dancing instead of looking for contracts or investments, either Canadian to India or viceversa . Now , looking for some other markets when USA is getting closed, its difficult . Nice words ,by the way , but action is what we need .
Detailed criticism of Trudeau's government performance on infrastructure, trade negotiations, and diplomatic efforts.
Policy Critique
0.85
@robinson478Jimmi
Mar 5, 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)