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
Search & Filter
Humor / Satire
4,434 comments
Lmao this affects nobody , because nobody is going to America 😂 America is cancer , why would Canadians even want to waste time or money there?
Lmao this affects nobody , because nobody is going to America 😂
America is cancer , why would Canadians even want to waste time or money there?
Uses sarcasm and humor ('Lmao', 'cancer') to mock the USA and suggest the policy is irrelevant because Canadians won't travel there anyway.
CanadianFuturist
Dec 8, 2025
tell that hick to review our CRA statements if he thinks we don't pay taxes hahaha
tell that hick to review our CRA statements if he thinks we don't pay taxes hahaha
Uses sarcastic humor ('hahaha') to mock the claim that immigrants don't pay taxes, implying they do contribute economically.
menacer-oi2bg
Sep 20, 2025
The guy with the bike is the highlight😂me 100%
The guy with the bike is the highlight😂me 100%
Expresses amusement at a video participant's appearance or behavior, identifying with them humorously.
jwily878
Mar 3, 2026
Lol. We know Trudeau was being kind when he called Trump smart.
Lol. We know Trudeau was being kind when he called Trump smart.
Uses ironic humor to mock Trudeau's diplomatic restraint in calling Trump 'smart.'
Humor / Satire
0.82
@deporreswilliams3464
Mar 4, 2025
DIVERSITY IS OUR STRENGTH !! and by diversity we mean only Indians !
DIVERSITY IS OUR STRENGTH !! and by diversity we mean only Indians !
Sarcastically critiques the 'diversity' narrative by pointing out selective inclusion of only one ethnic group.
screambloodygordon205
Jan 28, 2026
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! …
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! BROOO 😂
Uses humor and laughter to comment on assimilation expectations, referencing personal family history with comedic tone.
shrinapurohit5207
Mar 3, 2026
I call them Timmigrants
I call them Timmigrants
Creates a derogatory portmanteau combining 'Tim Hortons' and 'immigrants,' using wordplay for satirical effect.
WildCapybara1
Sep 20, 2025
Liberal got a way to escape from all the 💩 they do they just blame Trump for everting 😂
Liberal got a way to escape from all the 💩 they do they just blame Trump for everting 😂
Uses sarcasm and emoji to mock Liberal government for deflecting blame to Trump, combining humor with partisan criticism.
jaycraig674
Feb 24, 2026
As a Canadian, I am tired from liking all the comments... lol
As a Canadian, I am tired from liking all the comments... lol
Self-deprecating joke about liking many supportive comments, using humor to express Canadian solidarity.
@Ogami0Itto
Mar 4, 2025
Look, I'm not going to say that Donald Trump is a Russian asset, but what I will say is that if I personally was a Russian asset, I'd be doing the exact same things that …
Look, I'm not going to say that Donald Trump is a Russian asset, but what I will say is that if I personally was a Russian asset, I'd be doing the exact same things that Donald Trump is doing. I'm sure that's just a strange coincidence.
Sarcastic, tongue-in-cheek commentary using ironic logic to suggest Trump's alignment with Russian interests, employing satire rather than direct accusation.
@vsGoliath96
Mar 4, 2025
Jajajaja. El "mejor país del mundo"
Jajajaja. El "mejor país del mundo"
Uses sarcastic laughter and ironic quotation marks to mock Canada's self-perception as the 'best country in the world.'
edwinxaviernarvaezvillamar7213
Feb 24, 2026
and how do you know this wee girly??? Did your aunty tell you? or Grandpa???
and how do you know this wee girly??? Did your aunty tell you? or Grandpa???
Uses sarcasm and mockery to question the credibility or knowledge of another commenter, dismissing their claims as secondhand gossip.
magatinypeepee
Feb 23, 2026
Maybe Trump loves inflation, if he has fixed rate debt on all his real estate
Maybe Trump loves inflation, if he has fixed rate debt on all his real estate
Sarcastic speculation about Trump's personal financial interests, using irony to critique economic policy.
@zadokp
Mar 4, 2025
Trumpy dumpty will be remembered as the tariff president.
Trumpy dumpty will be remembered as the tariff president.
Uses wordplay ('Trumpy dumpty') and ironic framing to mock Trump's tariff policies.
Humor / Satire
0.82
@Jojo-bm4tb
Mar 4, 2025
Trump is very talented doing “ a very dumbest thing to do”. ?
Trump is very talented doing “ a very dumbest thing to do”. ?
Uses ironic/sarcastic language to mock Trump's decision-making abilities.
@johnnyfontechanic7556
Mar 4, 2025
as a Canadian, i would like to thank Donald and Elon for their plans to implement the most innovative degrowth agenda imaginable. why dance around the edges like Canada has with its consumer carbon tax …
as a Canadian, i would like to thank Donald and Elon for their plans to implement the most innovative degrowth agenda imaginable. why dance around the edges like Canada has with its consumer carbon tax that rebated more money to most citizens than they spent on carbon taxes ? no, the DOGE solution to addressing climate change is much better .. just cripple the three north american economies with tariffs, put hundreds of thousands of citizens out of work, and make the Trump tax cuts permanent so that the federal government is broke as well. no more money means no more spending or consuming .. it's a win for the entire planet !!
Sarcastic commentary using ironic praise of Trump/Elon's economic policies to critique their actual harmful effects on employment and government finances.
@senatorhung
Mar 4, 2025
Maybe canada should annex america and kick trump to the curb
Maybe canada should annex america and kick trump to the curb
Satirical suggestion that Canada annex America, using ironic reversal of typical power dynamics.
@josephmueller251
Mar 4, 2025
A white man saying rape is in your culture is wild 😝
A white man saying rape is in your culture is wild 😝
Uses ironic commentary and sarcasm to critique a speaker's argument about cultural practices and sexual violence.
princeskellet5537
Jan 28, 2026
Trump declared bankruptcy 7 times. USA will be his last 8 time.
Trump declared bankruptcy 7 times. USA will be his last 8 time.
Uses sarcastic/ironic comparison of Trump's bankruptcy history to predict USA's economic fate.
@Dominatorforex
Mar 4, 2025
The racist m*therfucker strikes again 😂
The racist m*therfucker strikes again 😂
Commenter uses sarcastic emoji and name-calling to mock someone as racist, employing ironic tone rather than serious argument.
Mr_unknown-v1w
Jan 29, 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)