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
Justin Trudeau is the worst thing to happen to Canada since the plague.
Justin Trudeau is the worst thing to happen to Canada since the plague.
Expresses strong disapproval of Trudeau's leadership and governance, framing him as harmful to Canada.
@Jonse70
Mar 4, 2025
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as …
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as bullies to other countries. When in fact, we are weak, and weaker for this. Our government a demagogue league of rats straight out of Idiocracy and Judge Dredd lore.
Criticizes government leadership and foreign policy approach, characterizing them as bullies and incompetent, with moral undertones about weakness and poor governance.
@paul-gz9zh
Mar 4, 2025
"Why does the government allow this?" Because they are traitors. They will be brought to justice inevitably.
"Why does the government allow this?" Because they are traitors. They will be brought to justice inevitably.
Criticizes government immigration policy as traitorous and implies a call for accountability or justice against government actors.
Issthi
Jan 27, 2026
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has …
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has been failing since he came in ~ now he wants to blame Trump! Everything here should be MADE IN AMERICA!!
Calls for ending foreign aid and criticizes Trudeau's economic management, combining policy opposition with economic concerns about domestic production.
@mattysmom1764
Mar 4, 2025
its wild that the guy on the bike got fired from his job , for a simple interview lol
its wild that the guy on the bike got fired from his job , for a simple interview lol
Criticizes employment consequences for participating in media interviews, suggesting unfair workplace policy or discrimination.
odod9865
Feb 6, 2026
HE NEVER MENTIONS WHAT LOCAL LAW ENFORCEMENT IS DOING DIFFERENT IN CANADA JUST LOOP HOLES THAT ERODE SUBSTANCE
HE NEVER MENTIONS WHAT LOCAL LAW ENFORCEMENT IS DOING DIFFERENT IN CANADA JUST LOOP HOLES THAT ERODE SUBSTANCE
Criticizes the speaker for omitting discussion of local law enforcement actions and focusing only on legal loopholes.
Policy Critique
0.80
@arnoldmullins8475
Mar 4, 2025
It’s not divisive. Canadians overwhelmingly reject the unlimited immigration policy of the Trudeau era.
It’s not divisive. Canadians overwhelmingly reject the unlimited immigration policy of the Trudeau era.
Critiques Trudeau-era immigration policy while claiming broad Canadian consensus against it, combining policy analysis with national identity claims.
malcolmxbox
Feb 11, 2026
Temporary means temporary
Temporary means temporary
Emphasizes the importance of enforcing the temporary nature of temporary worker programs, critiquing policy implementation.
Policy Critique
0.80
mikebgdv
Feb 11, 2026
Are people in both countries unaware that this is simply a tax on them? The government is raping their own people.
Are people in both countries unaware that this is simply a tax on them? The government is raping their own people.
Critiques government taxation policy as exploitative of citizens, using inflammatory language to express economic grievance.
@BGP369
Mar 4, 2025
Not everybody is with forced lock down and forced vaccination like you people shouldn’t forget what leaders like trudo done to their own people on the plandemy times. God bless trump
Not everybody is with forced lock down and forced vaccination like you people shouldn’t forget what leaders like trudo done to their own people on the plandemy times. God bless trump
Criticizes pandemic policies (lockdowns, vaccination mandates) attributed to Trudeau, with conspiratorial framing ('plandemy').
@markbattle5886
Mar 4, 2025
There is no labor shortage.. I moved to Montreal from Toronto as a Canadian, can't find a job. There is strange favoritism for temporary immigrants that can't speak English nor French
There is no labor shortage.. I moved to Montreal from Toronto as a Canadian, can't find a job. There is strange favoritism for temporary immigrants that can't speak English nor French
Challenges the stated rationale for immigration policy by claiming no actual labor shortage exists and criticizing preferential treatment of temporary immigrants.
Kawhisexual
Feb 11, 2026
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
Acknowledges Trudeau's speech positively but predicts Trump will criticize Canada's fentanyl efforts as insufficient.
@winstonwinston3487
Mar 4, 2025
Actually support for tightened immigration controls is extremely high.
Actually support for tightened immigration controls is extremely high.
Factual assertion about public opinion regarding immigration controls, presenting a counter-narrative to the video's apparent stance.
Policy Critique
0.80
claude6543
Feb 11, 2026
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did something wrong? Having that many people come is a strain on all our resources and job market. We have a right to decide who we need and want. Store manager is not a job that Canadians won't do.
Critiques immigration policy regarding temporary workers and permanent residency while arguing strain on resources and job market reflects economic concerns.
Alexa-777-u9d
Feb 11, 2026
When is Trump going to say that he'll support Americans during the trade war he started?? No, he says he's going to bring us pain so that billionaires can get $4.5 T in tax breaks. …
When is Trump going to say that he'll support Americans during the trade war he started?? No, he says he's going to bring us pain so that billionaires can get $4.5 T in tax breaks. Why MAGAs? What could possibly justify voting for that guy?
Criticizes Trump's trade war policy and tax breaks for billionaires, questioning voter support with rhetorical challenge.
@kellyrusso4816
Mar 4, 2025
You say you want to work with us hell yall have been getting over on us so you saying it’s ok for you to charge us more money for trade but where not supposed to …
You say you want to work with us hell yall have been getting over on us so you saying it’s ok for you to charge us more money for trade but where not supposed to charge yall don’t just speak half the truth
Criticizes trade policy and accuses the government of inconsistency and dishonesty in negotiations.
@BatmanBath
Mar 4, 2025
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
Criticizes party leadership decisions and expresses voting intention based on political disagreement.
@deeky1239
Mar 4, 2025
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on …
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on the tariffs as it'll make Americans suffer...in pain(economically)...
Critiques Trump's tariff policy as economically harmful to Americans, praising Trudeau's framing of the issue.
@myalimda1498
Mar 4, 2025
Tighten immigration control should prioritze sending away asylum seekers who came here for financial reasons not who are actually working. Labor shortage is real, so is welfare fraud.
Tighten immigration control should prioritze sending away asylum seekers who came here for financial reasons not who are actually working. Labor shortage is real, so is welfare fraud.
Proposes stricter immigration controls while distinguishing between asylum seekers and workers, citing labor shortages and welfare fraud concerns.
ranwei3622
Feb 12, 2026
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Critique of government spending priorities, arguing that border security should be funded more than Ukraine aid.
@melanymiskatonic8699
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)