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
But but but doctors and engineers.
But but but doctors and engineers.
Sarcastic reference to the common pro-immigration argument about doctors and engineers, mocking the claim.
Humor / Satire
0.90
595million9
Feb 18, 2026
Putin to DJT…..”implement the tariffs on Canada & Mexico or I will release the pee tapes.”
Putin to DJT…..”implement the tariffs on Canada & Mexico or I will release the pee tapes.”
Uses sarcastic joke format referencing alleged blackmail as political commentary.
Humor / Satire
0.90
@Black.Irishman
Mar 4, 2025
It's so hard to understand him with his points presented in concise short sentences, him staying on one topic at a time, and him presenting i all in an organized and sequential manner.?
It's so hard to understand him with his points presented in concise short sentences, him staying on one topic at a time, and him presenting i all in an organized and sequential manner.?
Sarcastic criticism of the speaker's presentation style, ironically praising clarity while implying the opposite.
@leocatz
Mar 4, 2025
WHAT A JOKE!
WHAT A JOKE!
Brief dismissive exclamation using humor/sarcasm to express disapproval of immigration policy or statistics presented.
Humor / Satire
0.90
The_Travelling_Tradesman
Jan 1, 2026
So how close are we to real life Fallout?
So how close are we to real life Fallout?
Uses ironic reference to Fallout video game series to satirize current political/social conditions.
Humor / Satire
0.90
@davidduanes9574
Mar 4, 2025
Didn’t realise Canadian Bacon was a true story ? ?
Didn’t realise Canadian Bacon was a true story ? ?
Joking reference to the 1995 film 'Canadian Bacon' as if political events were fictional.
Humor / Satire
0.90
@jonathanvanderwesthuizen8089
Mar 4, 2025
What a shocker 😉
What a shocker 😉
Sarcastic winking emoji response suggesting ironic commentary on the video's content.
Humor / Satire
0.90
noobmaster_69_420
Oct 1, 2025
Trump is NOT a smart man. Bag of hammers have more intellgience and use than Diaper Don!
Trump is NOT a smart man. Bag of hammers have more intellgience and use than Diaper Don!
Uses insulting humor and nicknames ('Diaper Don') to mock Trump's intelligence in a sarcastic manner.
Humor / Satire
0.90
@TRISTAM-i7j
Mar 4, 2025
I know where they are hiding, Tim Hortons Canada! Now they are no longer missing!
I know where they are hiding, Tim Hortons Canada! Now they are no longer missing!
Joking response using Tim Hortons as a punchline about missing people, clearly satirical commentary.
Humor / Satire
0.90
lazerathhome
Sep 30, 2025
0:01 PEAK INDIAN REPRESENTATION 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
0:01 PEAK INDIAN REPRESENTATION 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Uses sarcasm and excessive emojis to mock representation, employing ironic commentary on diversity.
datpreto
Feb 27, 2026
Make America Great Again.... ahem.
Make America Great Again.... ahem.
Ironic reference to Trump's campaign slogan with 'ahem,' suggesting skepticism through sarcasm.
Humor / Satire
0.90
@woooGazza
Mar 4, 2025
I vote Trudeau for president. Oh, right…
I vote Trudeau for president. Oh, right…
Uses ironic humor by suggesting voting for Trudeau as US president, then acknowledging the impossibility.
Humor / Satire
0.90
@ellicooper2323
Mar 4, 2025
Saaaars vi ar CEO saaar
Saaaars vi ar CEO saaar
Mocking imitation of an accent or stereotypical speech pattern presented as comedic commentary.
Humor / Satire
0.90
PiersBendoo
Jan 27, 2026
Dam it, no more Canadian bacon and syrup for a while.
Dam it, no more Canadian bacon and syrup for a while.
Lighthearted joke about trade tensions affecting Canadian exports, using humor to comment on the situation.
Humor / Satire
0.90
@John-jv1ij
Mar 4, 2025
Once again I’m shocked… NOT!
Once again I’m shocked… NOT!
Uses sarcasm ('shocked… NOT!') to mock or express cynicism about the video's content.
Humor / Satire
0.90
Coleworldyeg
Feb 18, 2026
You think your actually capable of hurting the United States of America!? Bwahahaha! It hurts laughing and that's it. Now go put your big boy pants on and try again 1:56
You think your actually capable of hurting the United States of America!? Bwahahaha! It hurts laughing and that's it. Now go put your big boy pants on and try again 1:56
Uses mocking laughter and sarcasm ('big boy pants') to ridicule what appears to be a threat or boast directed at the United States.
Humor / Satire
0.90
@YazzieMcGee
Mar 4, 2025
@2:23 😂😂 I will go next year,,,,aaahhhbaba next month. He will never leave 😂
@2:23 😂😂
I will go next year,,,,aaahhhbaba next month.
He will never leave 😂
Joking commentary with emojis about an immigrant's stated intention to leave versus actual behavior, using comedic timing and irony.
Humor / Satire
0.90
O.J-CFC-SW6
Jan 27, 2026
4:10 Man is savage 😂
4:10 Man is savage 😂
Uses laughing emoji and 'savage' slang to express amusement at a moment in the video, indicating humorous appreciation.
Humor / Satire
0.90
astonandrews4916
Feb 21, 2026
Mélanie Joly's mascara is much better than JD Vance's.
Mélanie Joly's mascara is much better than JD Vance's.
Joking comparison of appearance between Canadian and American political figures, unrelated to substantive policy.
Humor / Satire
0.90
@LeGuyLachance
Mar 4, 2025
We are so scared of Canada… that was a Joke???????
We are so scared of Canada… that was a Joke???????
Uses sarcasm and irony to mock the idea that Canada poses a threat to the US, marked by the explicit 'that was a Joke' clarification.
Humor / Satire
0.90
@xJNYC
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)