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
Funny how the people who insistes tariffs are not paid by the people _for an entire year_ are still lecturing us on tariffs.
Funny how the people who insistes tariffs are not paid by the people _for an entire year_ are still lecturing us on tariffs.
Critiques government policy on tariffs and accuses policymakers of hypocrisy or inconsistency in their economic arguments.
Policy Critique
0.80
Reptex_krka
Feb 3, 2026
more bull shyte from trudeau. fact: tariffs hurt the people who buy the goods. so canadian tariffs on usa goods means: CANADIANS WILL PAY MORE FOR USA GOODS! just as usa consumers will pay more …
more bull shyte from trudeau. fact: tariffs hurt the people who buy the goods. so canadian tariffs on usa goods means: CANADIANS WILL PAY MORE FOR USA GOODS! just as usa consumers will pay more for canadian goods subject to usa tariffs. if canada wants to return a punch, find other markets, trade with other countries, rid canada of the festering relationship it has with this facist state, usa. \nrealitycheck: both leaders( the turd and comb over clown) are supercharging inflation in their respective countries with this play acting of a trade war.
Critiques tariff policy and trade war strategy while explaining economic consequences, with strong criticism of both leaders' approaches.
@billgator2005
Mar 5, 2025
Canada government has to frequently check all businesses owned by people who came to Canada and are Canadians by naturalization. Because, when they hire employees they hire their people no other people and if they …
Canada government has to frequently check all businesses owned by people who came to Canada and are Canadians by naturalization. Because, when they hire employees they hire their people no other people and if they hire outside their community they hire one or may be two. That is it.
So businesses in canada have to be checked if the employees are from different country of orgin.
Proposes government monitoring of naturalized citizens' hiring practices, framed as policy suggestion but rooted in discriminatory assumptions about in-group hiring.
woldekidanitbarek9514
Jan 29, 2026
Do not blame to Trump for every problem in Canada. Canada was in problem since you became PM. You are the responsible for Loonie devalue, immigration fraud, mortgage fraud in real estate, housing crisis, more …
Do not blame to Trump for every problem in Canada. Canada was in problem since you became PM. You are the responsible for Loonie devalue, immigration fraud, mortgage fraud in real estate, housing crisis, more govt spending, federal workers are more than doubled.
Commenter criticizes Trudeau's policies on immigration, housing, and government spending while making unverified claims about fraud and federal employment.
@RajPatel-Conscience
Mar 4, 2025
Trudeau is a Punk and full of BS. CNN you suck
Trudeau is a Punk and full of BS. CNN you suck
Criticizes Trudeau and the news outlet, combining personal attack with dismissal of media coverage.
@mikekelly5605
Mar 4, 2025
Treudeu is a dictator
Treudeu is a dictator
Makes a critical characterization of the Prime Minister using inflammatory language, critiquing his leadership style.
Policy Critique
0.80
@ianlane4242
Mar 5, 2025
No matter WHAT he says, he is a WOKE idiot. Even Canadians hate him...
No matter WHAT he says, he is a WOKE idiot. Even Canadians hate him...
Criticizes the Prime Minister's ideology and claims Canadians oppose him, combining personal critique with identity framing.
@dekkard
Mar 5, 2025
Lol, the arrogance. Justine is resigning because his people hate him and they are suffering from his leadership. Trump just got re-elected again and has an approval rating higher than ever. Why would Trump listen …
Lol, the arrogance. Justine is resigning because his people hate him and they are suffering from his leadership. Trump just got re-elected again and has an approval rating higher than ever. Why would Trump listen to a guy who is a failed leader about his leadership style? Justina is just illustrating that not only is he a failure and loser but also a narcissist
Critiques Trudeau's leadership and policy failures while defending Trump, framing it as comparative political analysis.
@RKDogTrainer
Mar 5, 2025
Trump creating troubles internationally. He is so dangrous
Trump creating troubles internationally. He is so dangrous
Criticizes Trump's international policies and expresses concern about their dangerous consequences, combining policy analysis with threat perception.
@rsevalla
Mar 5, 2025
From Australia \nSome valid points made whilst also leaving out some important details.\nRe fentanyl - this stronger enforcement and detection strategy should have been In place years ago and should not have taken the threat …
From Australia \nSome valid points made whilst also leaving out some important details.\nRe fentanyl - this stronger enforcement and detection strategy should have been In place years ago and should not have taken the threat of tariffs to take this action.
From Australian perspective, critiques Canadian policy implementation on fentanyl enforcement as delayed and reactive.
@sampalmer9117
Mar 5, 2025
Trudeau is an idiot and put us in a vulnerable position via his policies and snarky rhetoric toward Donald Trump over the last decade. He's a child and can't be gone soon enough.
Trudeau is an idiot and put us in a vulnerable position via his policies and snarky rhetoric toward Donald Trump over the last decade. He's a child and can't be gone soon enough.
Criticizes Trudeau's policies and diplomatic approach while asserting Canadian national interest and identity.
@northq2673
Mar 4, 2025
What is the message here? This guy has a conflict of interest.We don’t need more immigrants. We have large numbers of unemployed or under employed young Canadians who can do the work. A immigration moratorium …
What is the message here? This guy has a conflict of interest.We don’t need more immigrants. We have large numbers of unemployed or under employed young Canadians who can do the work. A immigration moratorium is required until the country gets its’s financial house in order.
Argues for an immigration moratorium based on economic concerns about unemployment and fiscal priorities, with meta-commentary on guest bias.
TruthSeeker-t7q
Jan 19, 2026
Trudeau, let’s talk about the Canadian truck drivers and what you did to them…. Canada is lucky this dude’s gone in a couple days. You need a real man leading your country not half a …
Trudeau, let’s talk about the Canadian truck drivers and what you did to them…. Canada is lucky this dude’s gone in a couple days. You need a real man leading your country not half a woman.
Criticizes Trudeau's handling of the trucker protests and questions his leadership capacity, with gendered identity framing.
@josiffexplosiff1
Mar 5, 2025
They are giving PR to Immigrants and another side layoff federal workers..... its like taking food from your own baby and bring other's children to your home and feed them
They are giving PR to Immigrants and another side layoff federal workers.....
its like taking food from your own baby and bring other's children to your home and feed them
Critiques contradictory policies (PR grants vs. worker layoffs) using metaphor of neglecting citizens for immigrants.
valuegaptrader7243
Jan 22, 2026
If he REALLY wanted to make an impact he would stop the gas exports and other imports from the US.
If he REALLY wanted to make an impact he would stop the gas exports and other imports from the US.
Criticizes government policy effectiveness and implicitly calls for stronger economic measures against the US.
@shoottrue5115
Mar 4, 2025
Of course they are our government is so dumb they are a bunch of dishonest people
Of course they are our government is so dumb they are a bunch of dishonest people
Criticizes government competence and honesty regarding immigration policy implementation.
chrisophernevitt3603
Oct 2, 2025
This is Trudeaus wish come true. Trump will be a distraction to the fact he's a bloody rogue thats ruined Canada, sent billions to Ukraine while Canadians cannot afford teir owh homes,.
This is Trudeaus wish come true. Trump will be a distraction to the fact he's a bloody rogue thats ruined Canada, sent billions to Ukraine while Canadians cannot afford teir owh homes,.
Criticizes Trudeau's governance and spending priorities, citing housing affordability as evidence of policy failure.
@waveridera1739
Mar 5, 2025
How many traitorous actions has 47 taken\nin this term alone !?!
How many traitorous actions has 47 taken\nin this term alone !?!
Criticizes Trump's actions as treasonous, combining policy critique with alarmist language about betrayal.
@108grog
Mar 5, 2025
That stupid woman (could have been a man, does t matter)is relating that to anti-americanism???? WTF!!!!! Trudeau did and spoke the correct words. Trump is a stupid lumber level politician. A rock, a canyon of …
That stupid woman (could have been a man, does t matter)is relating that to anti-americanism???? WTF!!!!! Trudeau did and spoke the correct words. Trump is a stupid lumber level politician. A rock, a canyon of idiot-cracy...
Criticizes both the commentator's framing and Trump's political competence, using strong language to argue Trudeau's position was correct.
@razrc3717
Mar 5, 2025
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Critiques immigration policy by arguing that concentration from specific countries prevents assimilation.
SumerS-j7e
Oct 2, 2025
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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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