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
Meanwhile native canadians having generational flashbacks listening🙈😅
Meanwhile native canadians having generational flashbacks listening🙈😅
Uses ironic humor to reference Indigenous peoples' historical displacement, sarcastically commenting on the irony of immigration debates.
antonykotturan7802
Oct 5, 2025
trump is mad that melania is all over tudeaus tip
trump is mad that melania is all over tudeaus tip
Uses crude sexual innuendo and sarcasm to mock Trump's motivations, employing humor to critique the situation.
Humor / Satire
0.81
@fedupdomer5654
Mar 4, 2025
Trump always wins. How many times will Trump embarrass Trudeau before Trudeau learns? It is entertaining though. ?
Trump always wins. How many times will Trump embarrass Trudeau before Trudeau learns? It is entertaining though. ?
Sarcastic commentary on Trump's perceived dominance over Trudeau, presented as entertainment.
@beansmcdonough1782
Mar 4, 2025
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
Uses humor to unite people across racial and cultural lines around shared criticism of Brampton drivers, promoting inclusive solidarity through comedy.
zenexcellence
Jan 29, 2026
we call it bramladesh
we call it bramladesh
Derisive nickname for Brampton combining 'Bram' with 'Bangladesh,' using satire to critique demographic change.
smileographer
Jan 27, 2026
Whats the greatest country on earth? Greenland?
Whats the greatest country on earth? Greenland?
Sarcastic rhetorical question comparing Canada to Greenland, implying Canada is not the greatest country.
zanethepain8915
Jan 28, 2026
The United States should become Canada's 11th Province.
The United States should become Canada's 11th Province.
Uses absurdist humor to comment on US-Canada relations by proposing political integration as a joke.
@chrissmyth2402
Mar 4, 2025
I hope Mr. Trudeau is not offended when I say he reminds me a bit of Ryan F9. I mean it as a compliment, by the way.
I hope Mr. Trudeau is not offended when I say he reminds me a bit of Ryan F9. I mean it as a compliment, by the way.
Commenter makes a playful comparison between Trudeau and a YouTuber (Ryan F9), using ironic framing ('I mean it as a compliment').
Humor / Satire
0.81
@randalbladel2817
Mar 4, 2025
When's the concept of a plan forward to make my grocery prices cheaper. Ohwait, there never was even a concept of a plan from comb over Caligula.
When's the concept of a plan forward to make my grocery prices cheaper. Ohwait, there never was even a concept of a plan from comb over Caligula.
Uses sarcasm and insulting wordplay ('comb over Caligula') to mock the government's lack of economic policy solutions.
@CaveatDraco
Mar 4, 2025
Trump won't be mad. Trudeau is in a suit!
Trump won't be mad. Trudeau is in a suit!
Sarcastic joke about Trudeau's formal appearance as reason Trump won't be angry, using ironic commentary.
Humor / Satire
0.81
@dolcevita8996
Mar 4, 2025
LIKE KAMALA SAID PUTIN WILL HAVE DON-OLD FOR BREAKFAST ??????✊
LIKE KAMALA SAID PUTIN WILL HAVE DON-OLD FOR BREAKFAST ??????✊
Uses joking tone and emoji to mock political figure while expressing partisan support.
@elainehazen7856
Mar 4, 2025
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
Sarcastic observation about workplace demographics paired with approval of a previous commenter's identity-based stance, using humor to signal agreement.
J-JHandyman-Deliveries.
Jan 27, 2026
America goes into a trade war with their most reliable ally before the new GTA game, damn man!
America goes into a trade war with their most reliable ally before the new GTA game, damn man!
Uses ironic humor comparing the timing of trade war with a video game release, satirizing the absurdity of the situation.
@betonpastore
Mar 4, 2025
It's hilarious that so many people think speech means anything.. \nOh, did you write Trump a nasty letter? Oh no whatever will Trump do? \nIt sucks being a Democrat these days. (To be clear, I …
It's hilarious that so many people think speech means anything.. \nOh, did you write Trump a nasty letter? Oh no whatever will Trump do? \nIt sucks being a Democrat these days. (To be clear, I am a Democrat who is very disappointed with Democrats who do nothing and think that talking is going to do anything)
Sarcastic commentary on ineffectiveness of political speech and Democratic inaction, using ironic tone throughout.
@hendricksausges3006
Mar 4, 2025
Trudeau, you're wrong. No way Trump is that smart
Trudeau, you're wrong. No way Trump is that smart
Uses sarcastic insult toward Trump disguised as disagreement with Trudeau, employing ironic commentary.
@attackofthewindmills
Mar 4, 2025
Yes, donald, President Trudeau is speaking to you, clown!!! ??
Yes, donald, President Trudeau is speaking to you, clown!!! ??
Sarcastic jab at Trump using ironic address and name-calling with emojis, employing humor to critique.
Humor / Satire
0.80
@sukikom2259
Mar 4, 2025
Trudeau? Literally who?
Trudeau? Literally who?
Uses dismissive sarcasm and feigned ignorance about Trudeau as ironic commentary on his relevance.
@abcdeabcde4877
Mar 4, 2025
Oh you didn't near the news...humanity is having a clearance sale, everything must go , including our sense.? LET'S GO!
Oh you didn't near the news...humanity is having a clearance sale, everything must go , including our sense.? LET'S GO!
Uses sarcastic, ironic commentary about humanity and societal decline with a joking tone.
Humor / Satire
0.80
@JodyMelvin
Mar 4, 2025
American Reporter felt relaxed after watching Trudeau wearing suit. That's the most important.
American Reporter felt relaxed after watching Trudeau wearing suit. That's the most important.
Sarcastically trivializes Trudeau's appearance (wearing a suit) as the most important takeaway from an interview, mocking superficial media focus.
@magicmystery4211
Mar 4, 2025
From crazy maker Florida.....how lovely to have Trudeau representing your country. I couldn't keep back the tears of pride for you, Canada.
From crazy maker Florida.....how lovely to have Trudeau representing your country. I couldn't keep back the tears of pride for you, Canada.
Uses sarcastic irony ('tears of pride') to mock Trudeau's representation of Canada.
@nancystaub1729
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)