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
And canada promised to whites back in mesolithic
And canada promised to whites back in mesolithic
Makes a historically inaccurate claim about Canada's original ownership to assert ethnic/racial entitlement.
BaranAtaş-v8k
Feb 6, 2026
Gavin and Tanner are so mad these days that Ashley and Jennifer have rejected them lol its kinda funny to watch the plight of uropian settler colonists, these neanderthal dna carrying dirty asses dingleberries from …
Gavin and Tanner are so mad these days that Ashley and Jennifer have rejected them lol its kinda funny to watch the plight of uropian settler colonists, these neanderthal dna carrying dirty asses dingleberries from cold uropian caves gotta be curbed along with their pdf illic abrahamic religions
Makes inflammatory identity-based attacks using pseudoscientific claims and offensive stereotypes about European ancestry.
sidmeerut417
Feb 11, 2026
Make Canada Great Again ❤
Make Canada Great Again ❤
Uses nationalist slogan implying national identity and belonging concerns related to immigration.
Identity Assertion
0.70
Lucky911.7
Feb 18, 2026
No thanks , no way anymore
No thanks , no way anymore
Brief rejection statement asserting Canadian identity/preference against something external (likely USA).
Identity Assertion
0.70
StanTheMan-us3tp
Dec 8, 2025
Another Dearborn in Canada
Another Dearborn in Canada
References Dearborn (known for Muslim population) to invoke demographic anxiety and us-vs-them framing about cultural change.
anthonybenny909
Dec 9, 2025
Commie Beta boy will be gone soon
Commie Beta boy will be gone soon
Uses derogatory language and political labeling to dismiss a political figure, combining insult with prediction of removal.
@EW-gv5ov
Mar 4, 2025
Singhs and Jeets as far as you can see 🫡
Singhs and Jeets as far as you can see 🫡
Uses ethnic/cultural references (Singhs and Jeets) with a military salute emoji, suggesting demographic observation with possible ironic tone.
GrimmGaming3000
Jan 27, 2026
White brains are just as good as the guy in cycle. Still pushing a cycle. Everyone else is driving
White brains are just as good as the guy in cycle. Still pushing a cycle. Everyone else is driving
Makes comparative claims about racial/ethnic groups and their relative success, framing immigrants as outperforming others.
abinbrocard2941
Jan 27, 2026
USA DOESN'T NEED NOTHING FROM CANADA ??????????????????
USA DOESN'T NEED NOTHING FROM CANADA ??????????????????
Asserts US independence and self-sufficiency, rejecting reliance on Canada through emphatic us-vs-them framing.
Identity Assertion
0.70
@Alx77771
Mar 4, 2025
And the Republicans thought that this guy wasn't a leader. His giving this treacherous dictatorship a run for its money.
And the Republicans thought that this guy wasn't a leader. His giving this treacherous dictatorship a run for its money.
Frames a political leader as standing against a 'treacherous dictatorship,' using us-vs-them framing with moral undertones.
@eddiel.4108
Mar 4, 2025
The whole world is against you! Amerikkk.
The whole world is against you! Amerikkk.
Asserts global opposition to America using inflammatory language ('Amerikkk'), framing US as isolated and delegitimized internationally.
@T.2.S.A-27
Mar 4, 2025
At least they aren't Islamic. 😂
At least they aren't Islamic. 😂
The comment makes a comparative religious/cultural assertion with sarcastic tone, distinguishing immigrants by religion.
voodoochile333
Jan 27, 2026
Us poor white trash that man is wild
Us poor white trash that man is wild
Self-identifies as 'poor white trash' in apparent response to immigration discourse, asserting class and racial identity.
Identity Assertion
0.70
pablodelorbe9600
Jan 27, 2026
One word; Remigration
One word; Remigration
Single-word reference to 'remigration' ideology, implying deportation or forced return of immigrants.
rachelk8368
Feb 18, 2026
Just disgusting. Pfui🤢
Just disgusting.
Pfui🤢
Expresses moral disapproval with minimal elaboration, functioning as a value judgment about immigration or immigrants.
Identity Assertion
0.70
Schäms_du_disch_nisch
Jan 2, 2026
Ill tell you what Indians have a great taste in architecture
Ill tell you what Indians have a great taste in architecture
Makes a generalized claim about Indian cultural/aesthetic qualities, asserting group identity characteristics.
Identity Assertion
0.70
TheRambler45
Jan 27, 2026
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president
Asserts Canadian identity and pride while comparing Canada favorably to USA and Ukraine, with nationalist undertones.
nimithanimeh
Jan 27, 2026
There are alot of them that's for sure
There are alot of them that's for sure
Vague assertion about immigrant population size with implicit demographic concern, lacking specificity.
EmmaBear2017
Jan 27, 2026
Not the United States and the people in it does not won't any of this!!!!
Not the United States and the people in it does not won't any of this!!!!
Asserts what 'the people' (US citizens) do or don't want, using collective identity framing.
Identity Assertion
0.70
@robertrunyon3029
Mar 4, 2025
Lefties are dumb
Lefties are dumb
Dismissive political insult using left-right ideological framing to delegitimize opposing viewpoints.
Identity Assertion
0.70
@doncamillo2758
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)