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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Identity Assertion
5,512 comments
Trump is crazy
Trump is crazy
Brief dismissive statement about a political figure that frames opposition in us-vs-them terms without substantive argument.
Identity Assertion
0.70
@arnoldagbayani7898
Mar 4, 2025
India shines again!!!
India shines again!!!
Assertion of national pride/identity, celebrating India in context of immigration discussion.
Identity Assertion
0.70
alitariq3868
Sep 29, 2025
I like Trudeau
I like Trudeau
Simple statement of political preference/alignment with Trudeau, expressing a position of support.
Identity Assertion
0.70
@vkcn1399
Mar 4, 2025
Funny how the government is finally realizing what the common Canadian has known for years.
Funny how the government is finally realizing what the common Canadian has known for years.
Uses ironic framing to assert that ordinary Canadians have long understood immigration problems the government is now acknowledging, positioning an in-group awareness.
@brooks3racing1
Feb 22, 2026
He speaks like a true leader who cares for his country.
He speaks like a true leader who cares for his country.
Praises a leader's patriotic qualities and national concern, asserting values of leadership and national identity.
Identity Assertion
0.70
@Nerdandweridoatheart
Mar 4, 2025
This is what a real president sounds like ?
This is what a real president sounds like ?
Comparative assertion about leadership qualities with implicit national/political identity framing.
Identity Assertion
0.70
@vincentwashington7930
Mar 4, 2025
Yes we are fed up
Yes we are fed up
Brief assertion of collective frustration ('we are fed up') that signals in-group solidarity against an out-group, though minimal detail provided.
Identity Assertion
0.70
chrisgill8114
Sep 9, 2025
Every where and all over Ontario pearson airport is like Delhi 😅😅😅😅😅😅 I shocked and asked, "Where am I? Canada or India
Every where and all over Ontario pearson airport is like Delhi 😅😅😅😅😅😅 I shocked and asked, "Where am I? Canada or India
Expresses demographic anxiety by noting visible presence of Indian immigrants at major Canadian location, questioning national identity/belonging.
bcawl
Sep 22, 2025
I voted for this get them Mr Trump.. we don't believe the lies anymore
I voted for this get them Mr Trump.. we don't believe the lies anymore
Asserts political allegiance to Trump and rejects mainstream narratives, positioning themselves against perceived deception.
@carlosgarcia5458
Mar 4, 2025
So woke Trudeau is still in office?
So woke Trudeau is still in office?
Uses 'woke' as a dismissive identity marker against Trudeau, framing disagreement through cultural identity rather than specific policy analysis.
@serenounificado
Mar 4, 2025
My G. Humble and honest. Now America is finished
My G. Humble and honest. Now America is finished
Expresses admiration for someone (likely Trudeau) as humble and honest, with assertion that America is finished.
Identity Assertion
0.70
@kalim3238
Mar 5, 2025
The Americans who voted for this are not the brightest we have to offer the world.
The Americans who voted for this are not the brightest we have to offer the world.
Commenter makes a disparaging claim about American voters' intelligence, using comparative framing and mild sarcasm to assert national identity distinctions.
@michelleduncan906
Mar 4, 2025
No Surrender! USA! ??
No Surrender! USA! ??
Asserts American identity and national resolve through patriotic language and flag emoji.
Identity Assertion
0.70
@JewishPickles
Mar 4, 2025
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
Makes derogatory claims about a person's character and ethnicity, framing moral judgments through identity-based stereotyping.
jolly-rancher
Jan 27, 2026
Punjabi men are so tall.
Punjabi men are so tall.
Brief stereotyping comment making a generalization about physical characteristics of a specific ethnic group.
Identity Assertion
0.70
annanajduch5201
Mar 1, 2026
Ontario….Where all The Turds Go To Circle .
Ontario….Where all The Turds Go To Circle .
Uses derogatory language targeting a geographic region and implicitly the people there, asserting negative identity-based judgment.
Identity Assertion
0.70
adamdeere1
Jan 27, 2026
Why doesn t Trudeau talk face to face with Trump, coward
Why doesn t Trudeau talk face to face with Trump, coward
Questions Trudeau's leadership approach while implying cowardice, asserting a judgment about Canadian leadership.
@Diane-r1r
Mar 4, 2025
Canadians are to soft thats why they are elbows down ass up!.
Canadians are to soft thats why they are elbows down ass up!.
Makes a derogatory generalization about Canadians as a national group, asserting cultural/national identity criticism.
Identity Assertion
0.70
extraslipperywhenwet
Jan 28, 2026
I do not line up with Trump!
I do not line up with Trump!
Commenter is asserting their political non-alignment with Trump, establishing a personal ideological position.
Identity Assertion
0.70
@guitarlancer
Mar 4, 2025
I’m burning an American flag. ??
I’m burning an American flag. ??
Provocative statement asserting anti-American identity through symbolic action (flag burning), expressing us-vs-them sentiment.
@kykoora
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)