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
Trudeau, this is a lame accusation simply run to justify all the following decisions that move US to a totalitarian regime. Trump could give a shit that people are dying from fentynal od
Trudeau, this is a lame accusation simply run to justify all the following decisions that move US to a totalitarian regime. Trump could give a shit that people are dying from fentynal od
Criticizes government policy decisions as moving toward totalitarianism while expressing concern about fentanyl deaths, blending policy critique with fear-based framing.
@danabennett4330
Mar 4, 2025
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government.
This is not what Canadians want
Criticism of government immigration policy and alleged corruption, with underlying demographic concerns.
abaird681
Jan 27, 2026
I support TRUMP on his take on UKRAINE. You can’t talk tough from a place of weakness. If America stops supporting, Ukraine is finished and this talk about after Ukraine NATO countries are next is …
I support TRUMP on his take on UKRAINE. You can’t talk tough from a place of weakness. If America stops supporting, Ukraine is finished and this talk about after Ukraine NATO countries are next is total nonsense(if Russia does then just activate article 5 and shut the f up). You cannot talk about negotiation and diplomacy while insulting your opponent. Trudeau is a liar and we can’t forget his actions in trying to rewrite history by bringing Zelenskyy to congress and applauding a Nazi Veteran and calling Russia the aggressor in the 2nd world war. That will never be forgotten SILLY!!!!!!
Critiques diplomatic and military policy while making unverified historical claims about WWII and Nazi veterans.
@Ivp-g5e
Mar 4, 2025
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Criticizes government immigration policy as inadequate, suggesting stricter controls from day one would have prevented current problems.
Policy Critique
0.75
alfredmajor428
Aug 28, 2025
I’m sorry but calling Trump smart is the dumbest thing that was said in that speech. Trump is anything but smart, he’s the dumbest President the states have ever had.
I’m sorry but calling Trump smart is the dumbest thing that was said in that speech. Trump is anything but smart, he’s the dumbest President the states have ever had.
Critical assessment of Trump's intelligence and presidential competence, framed as disagreement with the speech's characterization.
Policy Critique
0.75
@DavidElliott4979
Mar 4, 2025
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can …
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can live with 25% tariffs.\nI feel bad for Canadians, not their government. There is no democracy.
Criticizes Trudeau's governance and COVID policies while expressing sympathy for Canadian citizens, framing government as undemocratic.
@NickolasVazemiller
Mar 4, 2025
Leaders like Trudeau are in touch with reality.
Leaders like Trudeau are in touch with reality.
A brief assertion that Trudeau's leadership is grounded in reality, implicitly contrasting with others; functions as policy/leadership evaluation.
Policy Critique
0.75
@Lakcha3
Mar 4, 2025
Trudeau is such a poser.
Trudeau is such a poser.
Dismissive criticism of the prime minister's authenticity and credibility, framed as a character judgment.
Policy Critique
0.75
@top5paranormal254
Mar 4, 2025
Resign already little Castro
Resign already little Castro
Calls for resignation while using a derogatory comparison to undermine the leader's legitimacy.
@johnpalmieri
Mar 4, 2025
You never confirmed that this is an actual scheme or just a robbery front --- they never saw your $6k, so they never had any reason to show you what might actually be happening. They …
You never confirmed that this is an actual scheme or just a robbery front --- they never saw your $6k, so they never had any reason to show you what might actually be happening. They very well might NOT be trafficking people to the US afaic... This ended before any real 'proof' was established.
Challenges the investigative claims and questions the evidence presented, critiquing the narrative's validity.
danriddick914
Jan 27, 2026
Blistering? Don't think so
Blistering? Don't think so
Disagreement with characterization of Trudeau's response as 'blistering,' implying criticism of the framing.
Policy Critique
0.75
@timhenry8078
Mar 4, 2025
Just so you know, it's illegal own a weapon for the purpose of self defense, you have to pretend it's for something else
Just so you know, it's illegal own a weapon for the purpose of self defense, you have to pretend it's for something else
Critiques Canadian weapons law as overly restrictive, though the claim about self-defense legality is oversimplified and potentially misleading.
Liberty8775
Jan 27, 2026
Now he got nuts ,?? coward
Now he got nuts ,?? coward
Brief dismissive criticism of Trump's behavior and leadership.
Policy Critique
0.75
@Americafirstttttt
Mar 4, 2025
After effects of white house being taken over by right wing radical christians....Democracy and secularism is dead in west....
After effects of white house being taken over by right wing radical christians....Democracy and secularism is dead in west....
The comment critiques Western governance by comparing it to right-wing Christian influence, claiming democracy and secularism are threatened.
sathe61
Aug 29, 2025
You should check out downtown edmonton and vancouvers downtown east side
You should check out downtown edmonton and vancouvers downtown east side
Suggests examining specific urban areas, implying criticism of conditions related to immigration policy without explicit elaboration.
kingkree1
Oct 6, 2025
Trudeau wouldn't be around for long, useful idiot. No winner in a trade war but it is ok to take advantage of a friend.
Trudeau wouldn't be around for long, useful idiot. No winner in a trade war but it is ok to take advantage of a friend.
Critiques trade war policy as exploitative of friendship while dismissing Trudeau, arguing that no winner emerges from such economic conflict.
@annieyip2176
Mar 4, 2025
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections …
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections and your political parties have fallen to "Vote bank politics" as in case of UK. Democracy's flaw catching up in Canada.
I am sure these things will not be fixed
Critiques government support for Khalistan movements and vote-bank politics, mixing historical claims with concerns about democratic erosion and immigrant political power.
tinguzz
Jan 27, 2026
Free cash is a fucking scam
Free cash is a fucking scam
Critiques a government program (likely referring to immigration benefits) as fraudulent.
blackhawk4178
Jan 27, 2026
parasites. Trudeau caused it.
parasites. Trudeau caused it.
Uses dehumanizing language to criticize immigration policy and blames the Prime Minister for causing it.
Policy Critique
0.75
yesican1571
Aug 27, 2025
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest …
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest its trudeau who messed it up
Criticizes the creator for selective coverage while blaming Trudeau for immigration policy failures, mixing legitimate critique with unsubstantiated accusations.
ht-i7v8w
Jan 27, 2026
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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