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
JUSTIN TRUDEAU WENT ROGUE, BEST SPEECH HES EVER GIVEN, WHAT A LEGEND LOL RAMBO
JUSTIN TRUDEAU WENT ROGUE, BEST SPEECH HES EVER GIVEN, WHAT A LEGEND LOL RAMBO
Uses ironic praise and 'RAMBO' reference to sarcastically comment on Trudeau's speech, with comedic exaggeration.
@traplord4419
Mar 4, 2025
Liberals cooking 🔥🔥 🤡
Liberals cooking 🔥🔥 🤡
Uses sarcasm and emoji to mock political figures or policies, with ironic tone about government competence.
East-rh6yx
Feb 8, 2026
Im sihk and tired of this
Im sihk and tired of this
Pun-based wordplay ('sikh and tired') using identity terminology for comedic effect.
Humor / Satire
0.82
thatdudexd
Jan 28, 2026
Bro in the bike told no lies. 😂 🤣
Bro in the bike told no lies. 😂 🤣
Brief humorous endorsement of a previous commenter's statement, using laughter emojis to signal comedic appreciation.
papishampoo5235
Jan 27, 2026
Indians are like package, once you receive one, you unpack ten.
Indians are like package, once you receive one, you unpack ten.
Uses a joke/metaphor about Indian immigration and family chain migration, employing satire to critique immigration patterns.
qizhang2032
Nov 12, 2025
Golden age for US… in pee and shit of silly Trump!
Golden age for US… in pee and shit of silly Trump!
Uses crude sarcasm and vulgar wordplay to mock Trump's presidency as a 'golden age.'
Humor / Satire
0.82
@Ninja_Revenge
Mar 4, 2025
Trudeau doth protest too much
Trudeau doth protest too much
Uses Shakespeare reference ('doth protest too much') as ironic commentary on Trudeau's speech, employing literary allusion for satirical effect.
Humor / Satire
0.82
@conspirasteve
Mar 4, 2025
That dude on the bike 😂😂😂😂
That dude on the bike 😂😂😂😂
Brief comedic reaction to a person featured in the video, using emoji to signal amusement.
branjustoc6675
Jan 27, 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
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
Donald is so smart he bankrupted 3 casinos and now is trying to bankrupt the US.
Donald is so smart he bankrupted 3 casinos and now is trying to bankrupt the US.
Uses ironic sarcasm ('so smart') to critique Trump's business record and economic competence.
@tonyfebles3578
Mar 4, 2025
Hey MAGA … is it sinking in yet?
Hey MAGA … is it sinking in yet?
Rhetorical question with sarcastic tone mocking MAGA supporters' realization of consequences.
Humor / Satire
0.82
@DevonRexPurrs
Mar 4, 2025
Well said, Comrade. Besides, who needs America. Right? They can just go it alone and suffer from having all those resources on which to survive just fine for centuries. Unlike Canada.
Well said, Comrade. Besides, who needs America. Right? They can just go it alone and suffer from having all those resources on which to survive just fine for centuries. Unlike Canada.
Uses sarcasm and ironic tone ('Comrade') to mock US self-sufficiency claims while comparing Canada's advantages, employing satirical commentary.
@praisegod4538
Mar 4, 2025
T'Rumpty has lost credibility world wide - Except for in Russia, but basically Putin is sitting back laughing at the orange buffoon in the White House!
T'Rumpty has lost credibility world wide - Except for in Russia, but basically Putin is sitting back laughing at the orange buffoon in the White House!
Uses sarcastic wordplay ('T'Rumpty', 'orange buffoon') and compares Trump's credibility across nations.
@sandraluvly598
Mar 4, 2025
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
Canada Pooperpower till 2030
Canada Pooperpower till 2030
Uses sarcastic wordplay ('Pooperpower') to mock Canada's status and immigration policies.
1stSand
Jan 27, 2026
They don’t eat poop like they do back home It’s almost like they’re learning to blend in
They don’t eat poop like they do back home
It’s almost like they’re learning to blend in
Uses sarcastic humor to mock immigrants, with a backhanded comment about cultural assimilation presented as ironic commentary.
shanethrelfall416
Jan 27, 2026
In Ontario; we now refer to Tim Hortons as Singh Hortons
In Ontario; we now refer to Tim Hortons as Singh Hortons
The comment makes a sarcastic joke about demographic change in Ontario by renaming a business, blending humor with identity-based commentary.
derekleeson222
Jan 27, 2026
Looks like someone got there feeling hurt sorry for not living up to your expectations 😂
Looks like someone got there feeling hurt sorry for not living up to your expectations 😂
Uses sarcasm and emoji to mock someone's hurt feelings about unmet expectations.
Humor / Satire
0.82
pabloandboomerdoggie3375
Dec 8, 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
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)