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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Humor / Satire
4,434 comments
This presidential election was the BIGGEST IQ test in the history of the planet and the result are IN ... enjoy MAGA people !
This presidential election was the BIGGEST IQ test in the history of the planet and the result are IN ... enjoy MAGA people !
Sarcastic framing of the election as an 'IQ test' with ironic commentary on Trump supporters, using humor to critique.
@gustavocabrera-mw4vl
Mar 4, 2025
Thank you LIBERALS!!!
Thank you LIBERALS!!!
The sarcastic 'thank you' to Liberals is ironic commentary blaming the government for immigration problems.
Humor / Satire
0.78
@bluebird7088
Feb 18, 2026
I love how they call them “Brampton drivers” and not Indians haha
I love how they call them “Brampton drivers” and not Indians haha
Ironic observation about euphemistic labeling that avoids explicit ethnic reference, using humor to highlight implicit categorization.
306_Zai
Feb 3, 2026
India! Fraud!!! What a surprise 😂
India! Fraud!!!
What a surprise 😂
Uses sarcasm and emoji to mock India and fraud, employing ironic commentary on the issue.
fasteddy-fd3kr
Sep 29, 2025
Trudeau is so good at pausing
Trudeau is so good at pausing
Sarcastic jab at Trudeau's speaking style, using irony to mock his public communication.
@Bombuzzz
Mar 4, 2025
White immigrants complaining about other immigrants
White immigrants complaining about other immigrants
The comment uses ironic observation to highlight the contradiction of white immigrants criticizing other immigrants, employing sarcasm.
jackdrought873
Feb 7, 2026
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
Sarcastic 'pick your poison' framing with emoji suggests ironic commentary on ethnic/religious selectivity in immigration, combined with criticism of political corruption.
nashsavalia
Mar 1, 2026
Let's just bring in more people
Let's just bring in more people
Sarcastic comment dismissing immigration policy as overly permissive.
Policy Critique
0.78
matthewbutler1452
Feb 18, 2026
78million? Dollars. Send them on a plane and drop them off. Easy.
78million? Dollars. Send them on a plane and drop them off. Easy.
Sarcastically trivializes deportation logistics while implicitly calling for mass removal action.
KraftNONOAvailable
Dec 25, 2025
WE ARE GONNA BRING MORE AND MORE HAHAHAHAH
WE ARE GONNA BRING MORE AND MORE HAHAHAHAH
Mocking tone with 'HAHAHAHAH' suggesting sarcastic or provocative commentary on immigration expansion.
rallxxrei-xk2sb
Jan 29, 2026
It's really funny watching him try to reason with Americans as if they're civilized individuals. I guess he's doing the right thing by being tactful. But reasoning with Americans is a waste of time.
It's really funny watching him try to reason with Americans as if they're civilized individuals. I guess he's doing the right thing by being tactful. But reasoning with Americans is a waste of time.
Sarcastic commentary on Canadian diplomacy efforts, using irony to critique Americans as 'uncivilized' while praising Canadian tactfulness.
@GuitarGoose43
Mar 4, 2025
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Uses sarcasm ('sure CSIS would know') and a dismissive emoji to mock the claim that departments were unaware.
Humor / Satire
0.78
samtong4961
Sep 29, 2025
Governor trudeau is a puss
Governor trudeau is a puss
Uses crude insult and dismissive language as sarcastic mockery of Trudeau's authority or competence.
Humor / Satire
0.78
@goalieman206
Mar 5, 2025
WE ARE IN THE WRONG TIMELINE
WE ARE IN THE WRONG TIMELINE
Hyperbolic, tongue-in-cheek expression of disbelief using sci-fi reference, commenting on current events rather than substantive analysis.
@yantography
Mar 4, 2025
He called white people “native” lmao
He called white people “native” lmao
Commenter uses sarcasm ('lmao') to mock the speaker's terminology, critiquing the framing of white people as 'native.'
Asif24960
Feb 25, 2026
White scammers not native Canadians 😂
White scammers not native Canadians 😂
Employs sarcastic counter-framing to challenge the narrative of the video or other commenters.
Humor / Satire
0.78
mr_.premkumar-26
Jan 29, 2026
You don't say...
You don't say...
Sarcastic dismissal ('You don't say') implying the video's content is obvious or unsurprising.
kellyspoolhall761
Feb 18, 2026
Punjabi can't do anything 😂 just talk m about love for motherland
Punjabi can't do anything 😂 just talk m about love for motherland
Sarcastic, joking stereotype about Punjabi people using humor to mock perceived cultural traits.
DOAKASHU
Jan 29, 2026
I thought this clown stepped down or something
I thought this clown stepped down or something
Dismissive comment using derogatory language ('clown') with sarcastic tone about a political figure's status, functioning as satirical critique.
@PencilProper
Mar 4, 2025
Which way did they go??? Legal handgun owners again!
Which way did they go??? Legal handgun owners again!
Uses sarcastic wordplay ('Which way did they go') to mock or satirize the immigration debate, possibly referencing a meme format.
Humor / Satire
0.78
robertmitchell2178
Feb 18, 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)