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
Canada has become the biggest joke in the western world. Full of corruption and incompetence.
Canada has become the biggest joke in the western world. Full of corruption and incompetence.
Criticizes Canada's governance and institutions as corrupt and incompetent, combining institutional critique with negative framing.
5L1V3R73CH
Feb 18, 2026
Why does he feel the need to stroke Trump's ego, calling him a smart man, while condemning his actions. He articulates all the harm and difficulties Trump's actions, and these tariffs will cause, but refuses …
Why does he feel the need to stroke Trump's ego, calling him a smart man, while condemning his actions. He articulates all the harm and difficulties Trump's actions, and these tariffs will cause, but refuses to point to the source of this stupidity directly, and call him out for it.
Critiques the video speaker's approach to discussing Trump's economic policies and tariffs, questioning his rhetorical strategy.
@snicklefritzsnicklefritz5069
Mar 4, 2025
If you use that knofe fornself defense in Canada, you're going to jail.
If you use that knofe fornself defense in Canada, you're going to jail.
Comment critiques Canadian self-defense laws as overly restrictive, framing them as problematic government policy.
Policy Critique
0.80
EricSchneider82
Jan 27, 2026
Captain fuckin chaos is trumps plan. we are outclassed for real. I took the time to review some of our most recent presidents. The conduct of this POS is really degrading to what we have …
Captain fuckin chaos is trumps plan. we are outclassed for real. I took the time to review some of our most recent presidents. The conduct of this POS is really degrading to what we have tried to become. REALLY SAD no class in this crowd and whats worse they seem to be good with it. WAKE TO FUCK UP. PLEASE
Criticizes Trump's conduct and leadership while expressing alarm about degradation of presidential standards and national values.
@hershelgrice8020
Mar 4, 2025
Thank our liberals for all the immigrants from India. Now he's making more deals with them. They are nothing like us.
Thank our liberals for all the immigrants from India. Now he's making more deals with them. They are nothing like us.
Criticizes government immigration policy and political leadership while asserting cultural difference between immigrants and Canadians.
Tarot.of.Cups69
Mar 3, 2026
Trudeau’s a liar. He once said confederates were causing trouble in Canada.\nTrump is trying to broker a peace deal. You have to use diplomacy with Putin.\nCanada always had tariffs on the US. Trump tariffs are …
Trudeau’s a liar. He once said confederates were causing trouble in Canada.\nTrump is trying to broker a peace deal. You have to use diplomacy with Putin.\nCanada always had tariffs on the US. Trump tariffs are for a reason.\nYou should have dropped your tariffs you always had on us.\nBy His own admission He did not increase the number of fentanyl stops.
Criticizes Trudeau's statements and policies on tariffs, fentanyl, and diplomacy, with some unverified factual claims mixed in.
@michaelohara2161
Mar 4, 2025
you guys are not willing to compromise and a trade war is inevitable
you guys are not willing to compromise and a trade war is inevitable
Critiques unwillingness to compromise and predicts inevitable trade war as a consequence of current policy approach.
@thihagianglai6487
Mar 5, 2025
The perfect victim—never accountable for anything. Hopefully, the Canadian people will get rid of this clown, just like you all should with CNN.
The perfect victim—never accountable for anything. Hopefully, the Canadian people will get rid of this clown, just like you all should with CNN.
Criticizes Canadian PM for lack of accountability and calls for voters to remove him from office.
@engelism
Mar 4, 2025
1:48 the fake colleges are the real ones. Conestoga has become a diploma mill because they can make so much money pumping out foreign students.
1:48 the fake colleges are the real ones. Conestoga has become a diploma mill because they can make so much money pumping out foreign students.
Criticizes educational institutions for prioritizing profit from foreign students over quality, combining institutional critique with economic concerns.
thatheckingguy
Jan 28, 2026
Everything was working fine until NAFTA swooped in. people forget!
Everything was working fine until NAFTA swooped in. people forget!
Critiques NAFTA policy as causing economic problems, though the causal claim lacks supporting evidence.
@valiente252
Mar 4, 2025
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a place where they feel they belong—whether it's a gated community with an average household income of $250,000, or a neighborhood where Italian is predominantly spoken. With the exception of Indigenous peoples, everyone here has settled on land that once belonged to someone else, reshaping it to fit their own culture and needs. In Canada, this dynamic is particularly visible. It’s one of the easiest countries in the world to migrate to—whether through official channels or otherwise—largely due to historically lenient laws. Beyond immigration, Canada faces deeper systemic challenges. From weak enforcement around serious crimes to broader identity issues, the country may be in need of a serious re-evaluation. At its core, Canada must ask itself what it stands for, and what kind of nation it wants to be.
Analyzes Canada's immigration and systemic challenges through historical and comparative lens, questioning what the nation stands for and needs re-evaluation.
fashionfruit99
Oct 2, 2025
This guy is a joke. The people of Canada don’t even stand behind this guy. Worry about your borders and fentanyl problems.
This guy is a joke. The people of Canada don’t even stand behind this guy. Worry about your borders and fentanyl problems.
Criticism of political leadership combined with claims about public opinion and policy priorities (borders, fentanyl).
@JakeAdams-im7oq
Mar 4, 2025
Wow...Justin Trudeau is so disrespectful to Trump...and I don't think I heard him say thank you even once during this speech! Not acceptable! Justin needs to learn that he has no cards!
Wow...Justin Trudeau is so disrespectful to Trump...and I don't think I heard him say thank you even once during this speech! Not acceptable! Justin needs to learn that he has no cards!
Criticizes Trudeau's diplomatic conduct and demeanor during the speech as disrespectful and inadequate.
@Nigel068
Mar 4, 2025
The country is not divided liberals and conservatives agree on this issue. We have allowed too Any people in recent years which has outpaced housing and infrastructure. I am an immigrant moved here in 2007 …
The country is not divided liberals and conservatives agree on this issue. We have allowed too
Any people in recent years which has outpaced housing and infrastructure. I am an immigrant moved here in 2007 and I think the wave of immigration in the past 10 yrs has been too lenient.
Combines personal immigrant experience with critique of recent immigration levels as excessive relative to housing and infrastructure capacity.
user-tq9bw3tv4n
Feb 11, 2026
Hopefully, this will stop people smuggling or trafficking of people by unscrupulous education institutions and migration services
Hopefully, this will stop people smuggling or trafficking of people by unscrupulous education institutions and migration services
Critiques institutional practices around education and migration services that enable human trafficking and smuggling.
Policy Critique
0.80
dharam1718
Apr 15, 2025
Instead of doing globalist bullshit....you should have diversified long ago with trade with india/china/ russia rather than picking fights
Instead of doing globalist bullshit....you should have diversified long ago with trade with india/china/ russia rather than picking fights
Critique of trade policy choices, arguing for alternative economic strategies.
Policy Critique
0.80
@brentwilde5903
Mar 4, 2025
The problem is not Indian, but who are coming to Canada in the name of students. Some persons who try to do illegal activities, need more men for that and they are coming in the …
The problem is not Indian, but who are coming to Canada in the name of students. Some persons who try to do illegal activities, need more men for that and they are coming in the name of students, and those are the same who did illegal things in India. All the chaos is because government not filtering enough the people coming to Canada
Critiques government filtering of student visa applicants, claiming some are criminals using student visas as cover, without providing evidence.
thunderbird1855
Oct 2, 2025
Dumbass republicans ruin everything but as a whole the us government have always been shit.
Dumbass republicans ruin everything but as a whole the us government have always been shit.
Criticism of Republican and US government policies and performance, framed as systemic failure.
Policy Critique
0.80
@bl420rs
Mar 5, 2025
I agree with absolutely everything Trudeau has said in his speech except for calling Trump a smart man. Trump is definitely not smart, quite the opposite. I understand that Trudeau needs to have his ego …
I agree with absolutely everything Trudeau has said in his speech except for calling Trump a smart man. Trump is definitely not smart, quite the opposite. I understand that Trudeau needs to have his ego stroked, but lying to the world about Trump‘s intelligence is pointless. Those Americans, who ARE smart must remove Trump and the Republicans from office ASAP
Critiques Trudeau's diplomatic approach while calling for removal of Trump and Republicans from office.
@lornekay8948
Mar 4, 2025
Wasnt this guy supposed to resign? Neo-liberalism needs to go away.
Wasnt this guy supposed to resign? Neo-liberalism needs to go away.
Questions resignation status and critiques neo-liberalism as a policy framework.
@o.n.6307
Mar 4, 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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Discourse Quality (Perspective API)