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
He is a true leader.
He is a true leader.
Brief assertion of support for a leader, functioning as an identity/political alignment statement.
Identity Assertion
0.70
@denisemackey699
Mar 4, 2025
I can proudly say I despise them like the Jewelry’s.
I can proudly say I despise them like the Jewelry’s.
Expresses in-group/out-group hostility and contempt toward a specific group, asserting exclusionary identity boundaries.
OurHouseInTheStreets
Jan 27, 2026
Same as his father “Yo Soy Fidel” ???
Same as his father “Yo Soy Fidel” ???
Cryptic comparison invoking Fidel Castro, suggesting an us-vs-them framing about political identity and allegiance.
Identity Assertion
0.70
@fornesrafael
Mar 4, 2025
im anti trump .....let that be noted
im anti trump .....let that be noted
The commenter is asserting a political identity/position (anti-Trump) as a statement of personal stance.
Identity Assertion
0.70
@mikerutecky7531
Mar 4, 2025
Punjabi not belongs to India sir panjabi ll make own land in India soon
Punjabi not belongs to India sir panjabi ll make own land in India soon
Makes a claim about Punjabi ethnic/regional identity and separatism, asserting distinct group identity and political aspirations.
Identity Assertion
0.70
SaifDin-p5t
Feb 24, 2026
Ugaling komunista ang presidente ng amerika.
Ugaling komunista ang presidente ng amerika.
Labels the US president with a political identity category (communist) as a form of ideological/identity framing.
Identity Assertion
0.70
@RomnickSancon-j8h
Mar 4, 2025
This clown is a weak sister, trump eats him for breakfast
This clown is a weak sister, trump eats him for breakfast
Derogatory characterization of Canadian PM with gendered insult, framing him as weak relative to Trump; combines mockery with political identity positioning.
@SVSV-h9j
Mar 4, 2025
Know where they are , Brampton 😅
Know where they are , Brampton 😅
References Brampton as an immigrant enclave with dismissive tone, asserting demographic/cultural change.
hannahanna6523
Oct 5, 2025
That’s how a leader sounds …
That’s how a leader sounds …
Expresses approval of leadership style with implicit us-vs-them framing about what constitutes proper leadership.
Identity Assertion
0.70
@punjabikahani3876
Mar 4, 2025
America first. Peace always
America first. Peace always
Brief nationalist assertion prioritizing America while expressing general peace sentiment.
Identity Assertion
0.70
@IbriyGad
Mar 4, 2025
Maga Canadians for 51
Maga Canadians for 51
Asserts a political identity ('Maga Canadians') and suggests Canada should become a U.S. state, framing national belonging in partisan terms.
Identity Assertion
0.70
@michael-patrickhunt9166
Mar 4, 2025
???? Screw Trudeau. Bring it on lil home boy. ??????????
???? Screw Trudeau. Bring it on lil home boy. ??????????
Hostile expression of opposition to the PM with confrontational framing and dismissive language.
@mrnkognito
Mar 4, 2025
When will the Canadian governor, Castro Jr. figure it out ?
When will the Canadian governor, Castro Jr. figure it out ?
Uses derogatory framing ('Castro Jr.') to assert a critical stance toward Canadian leadership and national identity.
Identity Assertion
0.70
@BrianManuel-eq4fm
Mar 4, 2025
I voted for Trump. I trust his judgment.
I voted for Trump. I trust his judgment.
States political allegiance and trust in a political figure, asserting a political identity position.
Identity Assertion
0.70
@darrelallard
Mar 4, 2025
its called Browntown
its called Browntown
Derogatory place-name assertion based on ethnic/racial identity of residents, with potential satirical intent but primarily identity-focused.
stopsign515
Jan 27, 2026
Taylor is a motherfucking racist 😮
Taylor is a motherfucking racist 😮
Direct accusation of racism against a named individual, using inflammatory language to assert moral judgment.
Identity Assertion
0.70
Ashishkumar-z7z1e
Jan 28, 2026
The American people voted for President Donald Trump. We can provide a lot for ourselves.
The American people voted for President Donald Trump. We can provide a lot for ourselves.
Asserts American self-sufficiency and independence, framing the US as capable of standing alone.
@robertcollins7008
Mar 4, 2025
Biggest mistake : \n*** *** ***\n>American have elected a President who doesn't deserve to be. \n*** ***\nThis is Prophecy:\n>Under Trump America will be Isolated. \n>Trump will be most disliked President in the history of America. …
Biggest mistake : \n*** *** ***\n>American have elected a President who doesn't deserve to be. \n*** ***\nThis is Prophecy:\n>Under Trump America will be Isolated. \n>Trump will be most disliked President in the history of America. \n>America will lose Credibility as Super Power. \n>NATO will be divided. \n>America will fight World war -III Alone. \n>America's downfall has began. \n*** *** ***\nCANADA Proud of you CANADA. \nRise and Shine .
Asserts Canadian national pride and superiority while predicting American decline, framing us-vs-them comparison.
@MUKUTMONITIRKEY
Mar 4, 2025
God I love this man.
God I love this man.
Expression of admiration for a political figure, implicitly asserting alignment with a particular political identity or position.
Identity Assertion
0.70
@DraconaiMac
Mar 4, 2025
Curse Vishnu
Curse Vishnu
Hostile statement targeting a Hindu deity, expressing antagonism toward Indian/Hindu identity.
Identity Assertion
0.70
tyrranKPX
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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Discourse Quality (Perspective API)