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
4 cans of worms lol
4 cans of worms lol
Uses sarcastic metaphor ('4 cans of worms') to mock the complexity or consequences of immigration policy discussion.
Humor / Satire
0.80
spacebarwasd9782
Sep 30, 2025
A blind person could have figured this out
A blind person could have figured this out
Uses sarcastic hyperbole to mock the obviousness of immigration problems, implying criticism of government blindness.
MissszzChioma
Oct 1, 2025
That south park song plays in my head all the time
That south park song plays in my head all the time
Reference to a cultural meme/song used for humorous commentary on the situation.
Humor / Satire
0.80
@Ural_Batyr_News
Mar 5, 2025
The US Gov looks like a reality shit show. I think Trump is about evolving dementia.
The US Gov looks like a reality shit show. I think Trump is about evolving dementia.
Uses sarcastic and exaggerated language about US politics to critique through ironic commentary rather than direct argument.
@nickheld797
Mar 5, 2025
Trudeau for US president!
Trudeau for US president!
Jokingly suggests a Canadian leader for US president, using ironic comparison to critique US politics.
@PhilipBrandt1973
Mar 5, 2025
make Canada join the EU !!!
make Canada join the EU !!!
Uses exaggerated, sarcastic language about Canada joining the EU as ironic commentary on geopolitical preferences.
@sebastiankell84
Mar 5, 2025
Trump should take english lessons from Trudeau
Trump should take english lessons from Trudeau
Uses ironic comparison between Trump and Trudeau's communication styles as comedic commentary.
@Colmoschin123
Mar 5, 2025
Trump: hmmmmmm ...now we are talking!!!!!!!
Trump: hmmmmmm ...now we are talking!!!!!!!
Uses ironic tone and exaggeration to humorously comment on Trump's reaction to the speech.
Humor / Satire
0.80
@gauravpatel3220
Mar 5, 2025
I can't believe trump got re-elected.\n\nIt's down to Elon chap and his mate Phil
I can't believe trump got re-elected.\n\nIt's down to Elon chap and his mate Phil
Uses sarcasm and humor to express disbelief at Trump's re-election, with a joking reference to Elon Musk and associates.
@Skunkworks66
Mar 5, 2025
Remember, our politicians are importing people en masse out of the goodness of their hearts 🥰
Remember, our politicians are importing people en masse out of the goodness of their hearts 🥰
Uses sarcasm and emoji to mock government immigration policy motivations, implying cynical economic or political motives.
MacDarble
Oct 5, 2025
Canadian Prime Minister Justin Trudeau wearing a suit, Donald don't know how to start talking now!
Canadian Prime Minister Justin Trudeau wearing a suit, Donald don't know how to start talking now!
Uses sarcastic/ironic comparison of Trudeau's professionalism versus Trump's communication style as humorous commentary.
@ArtshesArakelyan
Mar 5, 2025
HAHA WHITES YOU GET WHAT YOU SOW NOW FEEL IT .... KARMA HITS BACK😂 TASTE OF YOUR OWN MEDICINE
HAHA WHITES YOU GET WHAT YOU SOW NOW FEEL IT .... KARMA HITS BACK😂
TASTE OF YOUR OWN MEDICINE
Uses sarcasm and ironic commentary ('KARMA HITS BACK') to mock historical injustices, employing humor to make a moral point about retribution.
basicallyhumanoid
Oct 7, 2025
you should speak to holder putin, not with his little yellow biting dog in the white house! ;-))
you should speak to holder putin, not with his little yellow biting dog in the white house! ;-))
Uses sarcasm and joking tone (emoticons, exaggeration) to mock US leadership while comparing nations.
@gedankenstricher
Mar 5, 2025
CNN disgusts me. \nAnd Trudeau, on behalf of an American. \nBAHAHAHAHAHAHAHAHAHAHA WHAT A JOKE!!
CNN disgusts me. \nAnd Trudeau, on behalf of an American. \nBAHAHAHAHAHAHAHAHAHAHA WHAT A JOKE!!
Uses exaggerated laughter and dismissive tone to mock both media and leadership through sarcasm.
@stevohmelike
Mar 5, 2025
Donald & Jughead Vance ?
Donald & Jughead Vance ?
Mocking nickname comparison ('Jughead Vance') using sarcasm to criticize political figures.
Humor / Satire
0.80
@Sanityoutsideofthestates
Mar 5, 2025
Could the US become a Canadian province?
Could the US become a Canadian province?
Playful reversal question suggesting the US become a Canadian province, using ironic humor to comment on US-Canada relations.
@ccs8575
Mar 5, 2025
Now, we officially declare: the prime minister of Canada - Narendra Modi. I think it's a good idea for Indian people to run Canada instead of European descendents because Indians are not as aggressive as …
Now, we officially declare: the prime minister of Canada - Narendra Modi. I think it's a good idea for Indian people to run Canada instead of European descendents because Indians are not as aggressive as Europeans.
Uses ironic/sarcastic framing (declaring Modi as PM) to critique immigration patterns and make comparative ethnic claims about aggression.
HalZane-w1p
Oct 11, 2025
This loser isn’t gonna do shit to us lol
This loser isn’t gonna do shit to us lol
Uses dismissive sarcasm and ironic language ('loser,' 'isn't gonna do shit') to mock Trump's threat to Canada.
Humor / Satire
0.80
@Nightraven6665
Mar 5, 2025
The US is fast turning into an oligarchy. So, please someone arrange to export democracy into the US for a change.
The US is fast turning into an oligarchy. So, please someone arrange to export democracy into the US for a change.
Uses ironic sarcasm comparing the US to Canada, sarcastically suggesting exporting democracy to the US as a reversal of typical geopolitical rhetoric.
@Sam-nb8ev
Mar 5, 2025
It's bizarre seeing the Republicans fall in love with Communist dictators. \nWhat will they think when the Kool-aide wears off? \nCan you imagine the shame?
It's bizarre seeing the Republicans fall in love with Communist dictators. \nWhat will they think when the Kool-aide wears off? \nCan you imagine the shame?
Uses sarcasm and ironic commentary ('Kool-aide') to critique Republican political positions, with underlying moral critique.
@jabe3780
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)