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
Wonderful the liberals are helping everyone, said no one ever
Wonderful the liberals are helping everyone, said no one ever
Uses sarcastic framing ('said no one ever') to mock government assistance policies.
curtissears8878
Jan 11, 2026
Trudeau just knocked the Donald the f$&*out ??? quickest knockout since Jorge Masvidal ??
Trudeau just knocked the Donald the f$&*out ??? quickest knockout since Jorge Masvidal ??
Uses sports metaphor and playful language to humorously frame a political interaction as entertainment.
Humor / Satire
0.85
@DeanDaniell-s7b
Mar 4, 2025
Oops, orange man might have made Canada great again. ?
Oops, orange man might have made Canada great again. ?
Sarcastic comment inverting the 'Make America Great Again' slogan to suggest Trump might have benefited Canada instead.
Humor / Satire
0.85
@Wheese8
Mar 4, 2025
7.1M Views in 11 hours... Wow, CNN has never had this type of viewing in years.\n\nDonald is special, very dumb to make things like these happen. LOL.
7.1M Views in 11 hours... Wow, CNN has never had this type of viewing in years.\n\nDonald is special, very dumb to make things like these happen. LOL.
Sarcastic commentary about viewership numbers and mocking tone toward a political figure, with ironic 'LOL' framing.
@iammofrank
Mar 4, 2025
that guy on the bike though 😆😆😆
that guy on the bike though 😆😆😆
Uses laughing emojis to react humorously to a specific moment in the video, indicating comedic observation.
Humor / Satire
0.85
robynchesser2946
Jan 27, 2026
Can’t see how this is going to “Make America Great Again”!
Can’t see how this is going to “Make America Great Again”!
Sarcastic commentary questioning whether current US-Canada tensions align with Trump's campaign slogan.
Humor / Satire
0.85
@alfredcolyer1524
Mar 4, 2025
12:04 DO NOT REDEEM VIBES HERE 😂
12:04 DO NOT REDEEM VIBES HERE 😂
Uses gaming/meme reference ('DO NOT REDEEM VIBES') with emoji to make a joking comment about a specific video timestamp.
Humor / Satire
0.85
kOoSyak
Jan 27, 2026
After creating an independent Palestinian state here in Canada, we definitely should create a sovereign narco state and install Maduro in charge with asylum status.
After creating an independent Palestinian state here in Canada, we definitely should create a sovereign narco state and install Maduro in charge with asylum status.
Sarcastic, absurdist commentary mocking immigration policy through exaggerated hypotheticals presented as dark satire.
JeePs_media_LIVE
Jan 5, 2026
Now contrast this with whatever ‘garble garble garble’ trump will garble tonight.
Now contrast this with whatever ‘garble garble garble’ trump will garble tonight.
Uses sarcastic mockery ('garble garble garble') to ridicule Trump's speaking style in contrast to the video's content.
Humor / Satire
0.85
@Naniamania3
Mar 4, 2025
Everyone talking about the guy on the bike. Bro trafficked himself!!
Everyone talking about the guy on the bike. Bro trafficked himself!!
The comment uses sarcasm and dark humor to mock someone's self-sufficiency in illegal immigration, playing on the phrase 'trafficked himself.'
Humor / Satire
0.85
jaclynroth1440
Jan 27, 2026
lol this is why I don’t complain when they get my Timmie’s order wrong.
lol this is why I don’t complain when they get my Timmie’s order wrong.
Uses self-deprecating humor about immigrant service workers to express empathy and normalize minor mistakes.
user-vl8iw1666
Feb 18, 2026
The bot comments are so funny lol this little freak is cooked beyond belief
The bot comments are so funny lol this little freak is cooked beyond belief
Uses sarcasm and mockery ('funny', 'freak is cooked') to comment humorously on bot activity and another commenter.
@Brackenmiller
Mar 4, 2025
Can we trade leaders
Can we trade leaders
Uses humorous/sarcastic suggestion to trade leaders with another country, implying dissatisfaction with current leadership.
@reggiewilliams6357
Mar 4, 2025
I thought they all moved to Australia 🦘
I thought they all moved to Australia 🦘
A joking comment using an emoji to make a lighthearted jab about immigration patterns.
Humor / Satire
0.85
msdemeanour
Jan 28, 2026
Also Tyler let’s not forget that England a predominately anglo nation threw human feces and garbage during the Middle Ages 😂
Also Tyler let’s not forget that England a predominately anglo nation threw human feces and garbage during the Middle Ages 😂
Uses sarcastic historical comparison and emoji to mock the video's framing by pointing out past misdeeds of Anglo nations.
MrKrabs-du7ss
Jan 27, 2026
Heard the government say they are “new canadians” 🤣
Heard the government say they are “new canadians” 🤣
Uses sarcastic laughter emoji to mock the government's terminology of 'new Canadians' in an ironic way.
Humor / Satire
0.85
Cboystvfanpage090
Feb 19, 2026
What a joke 🤣🤣🤣🤣
What a joke 🤣🤣🤣🤣
Dismissive laughter with emojis critiquing video content or policy discussed, using humor to express disapproval.
Humor / Satire
0.85
BrandonPerry-u5b
Jan 6, 2026
Trudeau, Bahahahahahahaha ????
Trudeau, Bahahahahahahaha ????
Uses mocking laughter and emojis to express dismissive humor about Trudeau without substantive argument.
Humor / Satire
0.85
@covidiousmyocarditis4721
Mar 4, 2025
Damn he's pretty! \nI mean... GOOD SPEECH, RIGHT ON! ✊?
Damn he's pretty! \nI mean... GOOD SPEECH, RIGHT ON! ✊?
Uses ironic humor and self-correction to mock the speaker or situation in a lighthearted way.
Humor / Satire
0.85
@sleepnomore6065
Mar 4, 2025
lol. We don’t care. The fact that they are making speeches and see this as an existential threat tells me they aren’t going to win this.
lol. We don’t care. The fact that they are making speeches and see this as an existential threat tells me they aren’t going to win this.
The comment uses dismissive humor ('lol') and sarcasm to mock political speeches and predictions about electoral outcomes.
@gullenator1
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)