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
Sir trump is not smart .he is dumb as a rock
Sir trump is not smart .he is dumb as a rock
Uses casual, dismissive insult ('dumb as a rock') in a humorous tone rather than serious policy critique.
Humor / Satire
0.75
@AnnVynoe
Mar 4, 2025
2026 - Work Harder. Not Smarter
2026 - Work Harder. Not Smarter
Uses ironic wordplay ('work harder, not smarter') to mock the 2026 immigration target.
Humor / Satire
0.75
DaveedsSon
Jan 22, 2026
ds reading the script dt gave her.
ds reading the script dt gave her.
Sarcastic insinuation that the speaker is following scripted talking points, using irony to critique authenticity.
@johnwilsonb5531
Feb 20, 2026
You need to be in the 420 club to even think this is a big deal Funny they choose 420 !!! &$@&! Please 😂
You need to be in the 420 club to even think this is a big deal
Funny they choose 420 !!!
&$@&! Please 😂
Makes a joke about the number 420 and uses sarcasm and emojis to mock the video's content.
Humor / Satire
0.75
theresakersey2260
Jan 22, 2026
White bicycle guy based AF
White bicycle guy based AF
Uses slang ('based AF') to sarcastically praise a white person in the video, combining ironic commentary with implicit identity framing.
thuff86
Jan 27, 2026
Guy on the bike is so real lmao
Guy on the bike is so real lmao
Casual, approving comment using 'lmao' to express amusement at someone's behavior shown in the video.
Humor / Satire
0.75
Bambi72997
Jan 27, 2026
If you ain’t my mom, I ain’t holding the door for no ones.
If you ain’t my mom, I ain’t holding the door for no ones.
A sarcastic, dismissive quip using exaggeration for comedic effect rather than serious argument.
Humor / Satire
0.75
NotSsteVven828
Aug 27, 2025
Trudeau is as lame as CNN?
Trudeau is as lame as CNN?
Sarcastic comparison equating Trudeau with CNN, using humor to express criticism.
Humor / Satire
0.75
@John-h5y9i
Mar 4, 2025
This will hurt republican state the most (alcohol- kentucky) \n\nThey got what they voted for.\n\nAmazing. So satisfying to see this
This will hurt republican state the most (alcohol- kentucky) \n\nThey got what they voted for.\n\nAmazing. So satisfying to see this
Uses sarcastic tone ('They got what they voted for') and schadenfreude to mock Republican voters facing tariff consequences.
Humor / Satire
0.75
@kalengkong
Mar 4, 2025
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
Self-identified Canadian acknowledges immigration problems while using humor and emoji to comment on video content.
teenagestacker6063
Feb 18, 2026
PLEASE, SIR, DO NOT REDEEM THE CARD
PLEASE, SIR, DO NOT REDEEM THE CARD
Appears to be a cryptic joke or reference unrelated to immigration content, possibly mocking the video or comments.
HappySmilingDog-d7u
Jan 27, 2026
Vance, Musk and Trump = Dumb, Dumber and Dumbest! Make them go away! Trump belongs with his buddy Putin.\n??????
Vance, Musk and Trump = Dumb, Dumber and Dumbest! Make them go away! Trump belongs with his buddy Putin.\n??????
Uses sarcastic name-calling and exaggeration ('Dumb, Dumber and Dumbest') with ironic tone, though also contains identity-based framing against US political figures.
@nancym5814
Mar 4, 2025
CANDA IS POOR AF lol bro gonna beg Trump in a bit
CANDA IS POOR AF lol bro gonna beg Trump in a bit
Uses sarcasm and joking tone ('lol bro') to mock Canada's economic situation and dependence on the US.
@Caesar2001
Mar 4, 2025
So now we can call them north koreamerica??? Because im done dealing with them. Canada i stand with you all my love from denmark.
So now we can call them north koreamerica??? Because im done dealing with them. Canada i stand with you all my love from denmark.
Uses sarcastic wordplay ('north koreamerica') to mock U.S. authoritarianism while expressing support for Canada.
@Dannyboy314
Mar 4, 2025
Cmon trump, executive order for the draft. Start with your loyal red hats!
Cmon trump, executive order for the draft. Start with your loyal red hats!
Sarcastic jab at Trump using ironic reversal (suggesting he draft his own supporters) as political commentary.
@kittycat-f2j
Mar 4, 2025
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Uses ironic commentary to critique racism by sarcastically praising 'upfront' racism, employing satire to make a point about prejudice.
icybooy11
Feb 28, 2026
boohoo MAGA!!!!
boohoo MAGA!!!!
Dismissive mockery of MAGA/Trump supporters using sarcastic tone and exclamation marks.
@jasonlindsay196
Mar 4, 2025
Canadians are too weak to do anything besides ragepill about the issue online 😂
Canadians are too weak to do anything besides ragepill about the issue online 😂
Uses sarcasm and mockery to critique Canadian inaction on immigration, with implied call for stronger response.
NorthHollywood
Jan 27, 2026
we will get that all from russia:D
we will get that all from russia:D
Sarcastic joke suggesting Russia as an alternative source, using humor to comment on geopolitical tensions.
Humor / Satire
0.75
@AS-tx7re
Mar 4, 2025
When an Asian woman says your driving sucks…
When an Asian woman says your driving sucks…
Makes a joking reference to stereotypes about driving ability, likely responding to video content.
Humor / Satire
0.75
ce9916
Jan 27, 2026
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)