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 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
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
Trudeau is a moron but he is right on this.
Trudeau is a moron but he is right on this.
Expresses disagreement with Trudeau as a person while acknowledging agreement with his position on a specific issue.
Policy Critique
0.85
@colorguppies
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
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
Trudeau is the epitome of what a failed leader looks like for a country. He is a joke and Canadians don’t want him.
Trudeau is the epitome of what a failed leader looks like for a country. He is a joke and Canadians don’t want him.
Criticizes Trudeau's leadership as failed and claims Canadians reject him, combining policy critique with assertion of national sentiment.
@OrpheussZ06
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
Serves you right for creating a bad relationship with China, accusing them pointlessly over and over again. \nNow that US has also abandon you, just has to suck it up to the Europeans
Serves you right for creating a bad relationship with China, accusing them pointlessly over and over again. \nNow that US has also abandon you, just has to suck it up to the Europeans
Criticizes Canadian government's foreign policy decisions toward China and the US, with comparative framing about international relationships.
@dkj6946
Mar 4, 2025
While its a good speech, this is literally the least popular PM of all time. Dudes hated.
While its a good speech, this is literally the least popular PM of all time. Dudes hated.
Acknowledges the speech's quality but critiques Trudeau's unpopularity and public approval, focusing on his political standing.
Policy Critique
0.85
@chrismcconnell1069
Mar 4, 2025
You are no more Prime Minister, no need to worry, you are friend of non. Canada will have huge problems due to your corrupt leadership.\n\nCanadian are good people .
You are no more Prime Minister, no need to worry, you are friend of non. Canada will have huge problems due to your corrupt leadership.\n\nCanadian are good people .
Criticism of former PM's leadership and governance, claiming corruption and predicting negative consequences.
@ambaasia8200
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'm usually reasonable enough to realize that while I may disagree with many policy decisions, there's usually a relatively coherent line of thought to back said actions up. The problem here is that there’s no …
I'm usually reasonable enough to realize that while I may disagree with many policy decisions, there's usually a relatively coherent line of thought to back said actions up. The problem here is that there’s no clear logic behind using tariffs as a tool to curb fentanyl trafficking or immigration. I'm not going to speak on the issue of immigration at the Canadian border because there simply is none. Yes, there are illegals from Canada, but almost 100% of them are from overstaying visas rather than crossing the border unlawfully. So let's talk about fentanyl. \n\nMost fentanyl in the US originates from China, often in precursor form, and is then processed in Mexico before being smuggled into the states. But it's typically trafficked in small, high potency quantities, often hidden in legitimate shipments or through mail, and only on very rare occasions is it being brought in by individuals crossing the border. It has _never_ been documented to have shipped in as part of large scale commercial imports, so a 25% tariff on legal trade with Canada and Mexico doesn’t directly target the black market supply chain at all.\n\nIf we take Trump’s reasoning at face value, the argument seems to be that he wants to exert economic pressure on Mexico and Canada as a means of having them crack down harder on drug trafficking networks. But the issue is that fentanyl simply isn’t coming in through mass import channels, so all this looks like is a punitive measure without a clear mechanism to actually achieve its stated goal. And the implications? Drastically higher costs for consumers in the US, Canada, and Mexico, with absolutely nothing to show for it.
Primarily critiques the logical coherence of tariff policy as a tool against fentanyl and immigration, with some unverified claims about fentanyl trafficking patterns presented as fact.
@greyleaf
Mar 4, 2025
Trudeau is not reasonable, nor polite. We have our own issues up here. Hope he gets voted out sooner the better. We need your help up here.
Trudeau is not reasonable, nor polite. We have our own issues up here. Hope he gets voted out sooner the better. We need your help up here.
Criticizes Trudeau's leadership and policies while calling for his removal from office and requesting external support.
@daxter7913
Mar 4, 2025
There is no stand exception on the Fentanyl/Border Crisis. \nGet that STRAIGHT
There is no stand exception on the Fentanyl/Border Crisis. \nGet that STRAIGHT
Criticism of government policy stance on fentanyl and border issues, with emphatic demand for clarity.
@TheJanice52
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
You need to leave. You took away our freedom of speech and expression. CNN is a big lie. People in Canada didn’t forget what and how bad you treated us. Now you are playing trump …
You need to leave. You took away our freedom of speech and expression. CNN is a big lie. People in Canada didn’t forget what and how bad you treated us. Now you are playing trump card . You made Canadians poor . All you do is lie. Trump is working hard for his citizens and what about you.? Just get out and let’s have a better leader. I can’t believe I voted for you.
Criticizes Trudeau's policies on freedom of speech and economic management while comparing unfavorably to Trump and calling for his removal.
@Balance-h
Mar 4, 2025
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Critiques government resource allocation policy while implicitly appealing to fairness by contrasting treatment of non-citizens versus homeless citizens.
wendyleonenko8962
Feb 24, 2026
I love Trudeau’s dad but Justin is short a few brain cells. You have run Canada into the ground. Time to trade with China and get us cheaper Chinese EVs, solar cells, drones, electronics, clothing…make …
I love Trudeau’s dad but Justin is short a few brain cells. You have run Canada into the ground. Time to trade with China and get us cheaper Chinese EVs, solar cells, drones, electronics, clothing…make our cost of living more affordable and sell our agri and resources to China. Win win but u chose to apply 100% tariffs on China EV and be americas lapdog. U deserve to be slapped.
Criticizes Trudeau's government policies (tariffs, trade decisions) while arguing for economic benefits of Chinese trade to reduce cost of living.
@TD-yj8ch
Mar 4, 2025
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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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