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
Dude! You just lost your “welfare check” from the USA.
Dude! You just lost your “welfare check” from the USA.
Sarcastic jab suggesting Trudeau lost US government support, using humor to mock the situation.
Humor / Satire
0.85
@brendacasey52
Mar 4, 2025
oh no Canada is mad at us
oh no Canada is mad at us
Lighthearted, ironic comment about Canada's reaction, using casual tone and exaggeration for comedic effect.
Humor / Satire
0.85
@williambettencourt7041
Mar 4, 2025
´´I worked... These people don´t work. They work for cash...´´ Literally contradicted himself in the same sentence. Buddy just say you are racist at this point, and stop embarrassing yourself. 😂
´´I worked... These people don´t work. They work for cash...´´ Literally contradicted himself in the same sentence. Buddy just say you are racist at this point, and stop embarrassing yourself. 😂
Uses sarcasm and mockery to call out perceived hypocrisy and racism in another commenter's statement.
BadKarma108
Oct 17, 2025
These European come from Europe😂😂 lecturing another people
These European come from Europe😂😂 lecturing another people
Uses sarcasm and emoji to mock Europeans lecturing others about immigration, employing ironic commentary.
monsterofsands
Oct 9, 2025
Let’s do 35%. Their maple syrup isn’t even real.
Let’s do 35%. Their maple syrup isn’t even real.
Sarcastic jab using absurdist humor (fake maple syrup claim) to mock Canada, with comparative undertones.
@wienerhymier
Mar 4, 2025
Immigrants are not happy about other immigrants coming to live there🤣🤣🤣🤣
Immigrants are not happy about other immigrants coming to live there🤣🤣🤣🤣
Uses ironic humor to observe the contradiction that immigrants themselves oppose further immigration.
Humor / Satire
0.85
ramchandrajoshi9512
Oct 15, 2025
But keep bringing more refugees! That should help the housing crisis and the economy 😂
But keep bringing more refugees! That should help the housing crisis and the economy 😂
Sarcastic comment using emoji to mock the idea that immigration helps housing and economy, combining ironic humor with underlying anxiety about economic impact.
user-th7lu4tf9d
Jan 19, 2026
I have president envy.
I have president envy.
A brief, ironic expression of admiration for a political leader presented in a lighthearted, joking manner.
Humor / Satire
0.85
@lisaturner2035
Mar 4, 2025
Cry about it
Cry about it
Dismissive, sarcastic one-liner expressing contempt through ironic brevity.
Humor / Satire
0.85
@praveenkumarmall5507
Mar 5, 2025
Well the Europeans stole the land from the natives, now the Indians stealing the land from the settlers, how ironic 😂.
Well the Europeans stole the land from the natives, now the Indians stealing the land from the settlers, how ironic 😂.
Uses ironic humor to draw a parallel between European colonization of indigenous lands and current immigration patterns.
TheSeeker-B
Oct 12, 2025
Thank you, Wacko Trumpo
Thank you, Wacko Trumpo
Sarcastic thank you using a derogatory nickname, employing ironic commentary on the subject.
Humor / Satire
0.85
@henryairconcepts2999
Mar 4, 2025
No way 😂😂😂😂 who saw this coming for 1 million miles away
No way 😂😂😂😂 who saw this coming for 1 million miles away
Sarcastic comment with repeated laughing emojis mocking the predictability of negative immigration outcomes, using irony to critique policy.
Humor / Satire
0.85
gabe-y2l
Jan 19, 2026
its like trump has never played catan in his life
its like trump has never played catan in his life
Uses a board game reference sarcastically to mock someone's strategic decision-making.
Humor / Satire
0.85
@megongaga69
Mar 5, 2025
Donald Duck is quackers alright ???
Donald Duck is quackers alright ???
Pun-based joke using 'quackers' (Donald Duck reference) with playful tone and emoji.
Humor / Satire
0.85
@leetronix
Mar 5, 2025
You are a very smart guy?????????? This MAN DONALD IS NEVER BEEN SMART IN HIS LIFE!!!!!!!!!!!!
You are a very smart guy?????????? This MAN DONALD IS NEVER BEEN SMART IN HIS LIFE!!!!!!!!!!!!
Uses sarcasm and ironic questioning to mock Trump's intelligence, employing exaggerated punctuation for comedic effect.
Humor / Satire
0.85
@leonstijns1857
Mar 4, 2025
I'm not you'r buddy, pal.
I'm not you'r buddy, pal.
Reference to a Canadian cultural meme/catchphrase used humorously, likely ironic commentary on Canadian identity.
Humor / Satire
0.85
@peterkoinzell7983
Mar 5, 2025
Listen to his voice he’s about to cry
Listen to his voice he’s about to cry
Mocking observation about the speaker's emotional state, using sarcasm.
Humor / Satire
0.85
@JoB-u1e
Mar 4, 2025
Trump is a joke not more
Trump is a joke not more
Brief dismissive joke characterizing Trump as a joke with no substantive argument.
Humor / Satire
0.85
@xerondenver
Mar 4, 2025
Hahaha. Watching a gay guy talk threateningly is just funny AF
Hahaha. Watching a gay guy talk threateningly is just funny AF
Uses humor and mockery to comment on the speaker's demeanor and perceived incongruity.
Humor / Satire
0.85
@augievelasquez831
Mar 5, 2025
He'd be back at Mar-a-Lago on his knees again, if he didn't have to leave office for being an idiot.
He'd be back at Mar-a-Lago on his knees again, if he didn't have to leave office for being an idiot.
Uses sarcastic, mocking tone about Trump's character and legal troubles, blending humor with implicit criticism.
@SheikahDiver
Mar 5, 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)