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
its ridiculous
its ridiculous
Minimal expression of disapproval toward policy or situation, though specific target is unclear.
Policy Critique
0.65
sho-shoyeshua
Aug 26, 2025
We should have responded with 26%.
We should have responded with 26%.
Cryptic reference to a tariff response percentage, suggesting criticism of Canada's trade policy response.
Policy Critique
0.65
@pgknippel
Mar 4, 2025
We dont need your lumber
We dont need your lumber
Brief rejection of a trade or resource policy, expressing opposition to lumber imports or exports without elaboration.
Policy Critique
0.65
@timwilliams4329
Mar 4, 2025
He's stupid. He is crazy!! Insane.
He's stupid. He is crazy!! Insane.
Expresses strong disapproval of a political figure's competence and mental state, though lacks specific policy details.
Policy Critique
0.65
@Love-k2h8h
Mar 4, 2025
This also gives boarder officers on the Canadian side a chance to catch illegals in Canada.
This also gives boarder officers on the Canadian side a chance to catch illegals in Canada.
Comments on border enforcement policy and its potential secondary effects on Canadian immigration enforcement.
Policy Critique
0.65
johnmackey3937
Dec 10, 2025
PLENTY MORE TO GO
PLENTY MORE TO GO
Cryptic statement suggesting more deportations or stricter measures are needed, though the exact policy target is unclear.
Policy Critique
0.65
willy4571
Dec 24, 2025
being Social is good, Socialism is the answer not Individualism
being Social is good, Socialism is the answer not Individualism
Makes a political/ideological argument about economic systems, tangentially related to immigration policy frameworks.
Policy Critique
0.65
DoomerDivorced
Oct 16, 2025
To little to late
To little to late
Vague criticism suggesting government action on immigration is insufficient or delayed.
Policy Critique
0.65
@Sandy-x6n
Mar 4, 2025
Trade war tests will. There is no trade war. You’re just realizing you can also tariff. Dude this is awesome. Go Canada. Go USA I wish I knew how to help the world, specifically.
Trade war tests will. There is no trade war. You’re just realizing you can also tariff. Dude this is awesome. Go Canada. Go USA I wish I knew how to help the world, specifically.
Discusses tariff policy as mutual leverage rather than conflict, expressing support for both nations while questioning trade war framing.
@JadeCowen-h7p
Mar 4, 2025
My god man u have put your people in bad place little man you of all people American people will be fine
My god man u have put your people in bad place little man you of all people American people will be fine
Commenter criticizes Trudeau's policies or leadership for negatively affecting Canadians, though the statement is somewhat unclear.
Policy Critique
0.65
@William-k6b
Mar 4, 2025
Good for them! This is terrible
Good for them! This is terrible
Brief expression of approval for unspecified action and disapproval of an unnamed situation, likely related to tariff policy.
Policy Critique
0.65
@nita2bjuan7
Mar 4, 2025
Maybe trump is trying to have America to relying on America and not relying on over countries
Maybe trump is trying to have America to relying on America and not relying on over countries
Speculates on Trump's policy motivations regarding American economic self-reliance and international trade relationships.
Policy Critique
0.65
@sweikel7012
Mar 4, 2025
So bike man is a racist because he laid out cold facts.
So bike man is a racist because he laid out cold facts.
Defends someone accused of racism by claiming they presented factual information, implicitly critiquing characterization rather than policy.
Policy Critique
0.65
연-u3s호
Jan 27, 2026
They don't get deport neither
They don't get deport neither
Critique of government enforcement/deportation policy, though expressed tersely without elaboration.
Policy Critique
0.65
ChefGabiel
Jan 27, 2026
About time. Enough of this.
About time. Enough of this.
Brief expression of approval for immigration restrictions without detailed reasoning.
Policy Critique
0.65
ozzieonline
Nov 21, 2025
Trudeau is an ass
Trudeau is an ass
Brief insult directed at Trudeau as a political figure, functioning as crude policy/leadership criticism.
Policy Critique
0.65
@buddyfranky1696
Mar 4, 2025
By your statement before this you did allow the drugs to America and we talk about president Trump be respectful you have to say president Trump ok. you are unrespective human beings, we are happy …
By your statement before this you did allow the drugs to America and we talk about president Trump be respectful you have to say president Trump ok. you are unrespective human beings, we are happy that your people kick your ass out.
Criticizes Canada's drug policy and Trudeau's conduct while asserting national grievance, though text is garbled and difficult to parse.
@Levinbless
Mar 4, 2025
The New Fuhrer is NOT a very smart guy. He is a very greedy narcissist who doesn’t care about the prosperity of anyone but himself.
The New Fuhrer is NOT a very smart guy. He is a very greedy narcissist who doesn’t care about the prosperity of anyone but himself.
Criticizes political leader's intelligence and motives (narcissism, greed) as critique of leadership, though uses inflammatory language.
Policy Critique
0.65
@carolleeloodiva2071
Mar 5, 2025
And I rarely hear from the vice president knowing he's not going to help the people. He the one made that argument happen
And I rarely hear from the vice president knowing he's not going to help the people. He the one made that argument happen
Criticizes the vice president's lack of visibility and effectiveness in helping people.
Policy Critique
0.65
@jimmysmith8272
Mar 4, 2025
No..nnno...no
No..nnno...no
Emphatic rejection or disagreement with a policy or statement, though minimal elaboration provided.
Policy Critique
0.65
@Waterproofed640
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)