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
Canada is a pimple on Americas backside and Trump has the acne cream
Canada is a pimple on Americas backside and Trump has the acne cream
Uses crude metaphorical humor to demean Canada relative to America, with insulting rather than substantive intent.
@CoreyArsenault-c8t
Mar 4, 2025
Cost of Putting Canadian bacon toppings on your pizza will be doubled soon.
Cost of Putting Canadian bacon toppings on your pizza will be doubled soon.
Uses ironic/sarcastic commentary about price increases on Canadian products as humorous commentary.
Humor / Satire
0.85
@frankm7707
Mar 4, 2025
Hey Transduey!\nFAFO……MoFo!
Hey Transduey!\nFAFO……MoFo!
Uses slang acronyms (FAFO, MoFo) in a joking, irreverent tone directed at the video creator.
Humor / Satire
0.85
@alanjohnson6238
Mar 4, 2025
Its like Trump has decided to see just how much of the world he can piss off in as little time as possible.
Its like Trump has decided to see just how much of the world he can piss off in as little time as possible.
Sarcastic observation about Trump's apparent goal to antagonize the world, using ironic framing.
Humor / Satire
0.85
@CragScrambler
Mar 4, 2025
Oh wow so scary I’m shaking
Oh wow so scary I’m shaking
Sarcastic dismissal of fear-mongering rhetoric, using irony to mock alarmist responses to the immigration discussion.
Humor / Satire
0.85
@JackD-o8f
Mar 4, 2025
When Russia invade you Canada, don't call the US.
When Russia invade you Canada, don't call the US.
Sarcastic jab at Canada's military vulnerability framed as dark humor, with underlying threat anxiety about geopolitical security.
@SunRay629
Mar 4, 2025
Him dumbing down his speaking when talking to trump directly... I know this is serious, but I can't stop laughing
Him dumbing down his speaking when talking to trump directly... I know this is serious, but I can't stop laughing
Uses ironic humor to mock a political figure's communication style while acknowledging the serious context.
@HannahRubenArt
Mar 4, 2025
Wiping your butt after pooping is not dirty in USA @tyler 😭🤣😭🤣
Wiping your butt after pooping is not dirty in USA @tyler 😭🤣😭🤣
Joking comment with emojis making light of cultural differences in bathroom hygiene practices.
Humor / Satire
0.85
abhyshabby
Jan 29, 2026
The best part is when he said I would like to speak directly to one person in particular, Donald. Never gave him the title President. ??????
The best part is when he said I would like to speak directly to one person in particular, Donald. Never gave him the title President. ??????
Uses sarcasm and humor to mock Trudeau's deliberate omission of Trump's presidential title in his address.
@mayasmith650
Mar 4, 2025
What will I do without your maple syrup?
What will I do without your maple syrup?
Lighthearted, joking comment using a stereotypical Canadian reference (maple syrup) in a playful manner.
Humor / Satire
0.85
@zacharyreader6115
Mar 4, 2025
Please annex Minnesota, Canada.
Please annex Minnesota, Canada.
Joking request for territorial annexation, using satire to express political sentiment humorously.
Humor / Satire
0.85
@carinsvoice
Mar 4, 2025
Who would have thought that electing Trump could cause the whole world's economy to crash. Look at Trump's business record and there is no way that he would blunder us into a bankruptcy. Just don't …
Who would have thought that electing Trump could cause the whole world's economy to crash. Look at Trump's business record and there is no way that he would blunder us into a bankruptcy. Just don't look into his casinos, university or airline business to name a few.
Uses ironic sarcasm ('Just don't look into his casinos, university or airline business') to critique Trump's business record and economic competence.
@seaturtledog
Mar 4, 2025
I think it’s just straight comedy how Americans still think they live in the greatest country in the world!! 😂😂😂
I think it’s just straight comedy how Americans still think they live in the greatest country in the world!! 😂😂😂
Employs sarcasm and mockery to critique American exceptionalism through comparative framing with Canada.
THEBIGWOOKIEE101
Jan 29, 2026
Canada gave us Michael J. Fox. Michael J Fox gave us Back to the Future. Solely based on this I'm with Canada!
Canada gave us Michael J. Fox. Michael J Fox gave us Back to the Future. Solely based on this I'm with Canada!
Uses humorous, tongue-in-cheek logic (crediting Canada based on a cultural export) to express support.
@instepbydantebrown
Mar 4, 2025
Let me translate for you Donald. F*** off. Love from the uk.
Let me translate for you Donald. F*** off. Love from the uk.
Uses crude humor and sarcasm to express solidarity with Canada against Trump.
@danhumble9199
Mar 4, 2025
Trump! What do u hope to gain! Im gonna tell Jesus on uou!
Trump! What do u hope to gain! Im gonna tell Jesus on uou!
Uses absurdist humor and sarcasm by threatening to 'tell Jesus' on Trump in a mocking tone.
Humor / Satire
0.85
@DamianJackson-q9z
Mar 4, 2025
TRUDEAU =?
TRUDEAU =?
Cryptic emoji-based commentary that appears to be sarcastic or mocking commentary on Trudeau.
Humor / Satire
0.85
@Gibgdc
Mar 4, 2025
They run the Walmart in Ontario 😂😂
They run the Walmart in Ontario 😂😂
Uses joking tone with emojis to make a stereotypical observation about immigrant employment, blending humor with demographic commentary.
TheBigbobo22
Jan 27, 2026
What do you call an Indian-Canadian ?? Wannabe-Wytt-Jeet 😂😂😂
What do you call an Indian-Canadian ??
Wannabe-Wytt-Jeet 😂😂😂
Uses a joke format with ethnic wordplay and laughing emojis to mock Indian-Canadian identity, blending satire with identity-based commentary.
FatJackedNerd
Jan 29, 2026
Conservatives grasping at straws now. What issue can we find that will make Canadians angry. "The illegal asylum seekers are getting better benefits than tax paying Canadians." LMAO
Conservatives grasping at straws now. What issue can we find that will make Canadians angry.
"The illegal asylum seekers are getting better benefits than tax paying Canadians." LMAO
Uses sarcasm and mockery to dismiss conservative political claims about asylum seekers receiving excessive benefits.
jamiegiven
Feb 24, 2026
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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)