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
5:07 no way he is betting the allegation of being a White trash🤣
5:07 no way he is betting the allegation of being a White trash🤣
Commenter uses sarcasm and humor (emoji) to mock a moment in the video, referencing a specific timestamp.
RajivGhosh-ju1er
Jan 27, 2026
Wow , what a scathing rebuke from the prime minister…?
Wow , what a scathing rebuke from the prime minister…?
Sarcastic commentary questioning the strength of the prime minister's statement with ironic tone.
Humor / Satire
0.70
@famousace4652
Mar 4, 2025
The farmer killer vs the orange trilionär
The farmer killer vs the orange trilionär
Uses sarcastic/ironic comparison between Trudeau and Trump with wordplay ('trilionär'), employing humor to critique both leaders.
@SirGreyIIII
Mar 4, 2025
I bet 85 year old Donald can beat your pompous butt
I bet 85 year old Donald can beat your pompous butt
Sarcastic jab comparing political figures in a dismissive, joking manner.
Humor / Satire
0.70
@JamesAngeloni-b3f
Mar 4, 2025
That's a leader ????
That's a leader ????
Sarcastic question mark and emoji suggest ironic commentary questioning Trump's leadership credentials.
Humor / Satire
0.70
@dangoodman121
Mar 4, 2025
heard a filipino accent. in it for the philippines. lol.
heard a filipino accent. in it for the philippines. lol.
Makes a joking stereotype about Filipino immigrants' loyalty to their home country, combining sarcasm with ethnic stereotyping.
franzb69
Jan 27, 2026
its not enough indian , please more!!
its not enough indian , please more!!
The comment uses sarcasm to mock immigration from a specific ethnic group, combining irony with identity-based framing.
f18superhornetcer78
Feb 23, 2026
? governor Trudeau. No vacation for you.
? governor Trudeau. No vacation for you.
Uses sarcasm and wordplay ('governor' instead of PM, 'no vacation') to mock Trudeau's leadership.
@brianyoung930
Mar 4, 2025
Trump can’t reelect the liberals lol
Trump can’t reelect the liberals lol
Sarcastic comment suggesting Trump cannot influence Canadian elections, using ironic framing.
Humor / Satire
0.70
@daviddemeyer1660
Mar 4, 2025
HaNUUUUUUman
HaNUUUUUUman
Nonsensical exclamation with exaggerated spelling, likely intended as absurdist humor or trolling.
Humor / Satire
0.70
Cobenator
Jan 27, 2026
Trump is a “ Parasite “ weak up
Trump is a “ Parasite “ weak up
Comment uses sarcastic name-calling and fragmented language that appears to be mocking commentary rather than serious critique.
Humor / Satire
0.70
@ranjanathenabadu9812
Mar 4, 2025
ELBOWS UP!!!
ELBOWS UP!!!
Cryptic exclamation appears to be a joke or meme reference rather than substantive commentary.
Humor / Satire
0.70
@GothicCinderz
Mar 4, 2025
Donald? What a dick move?
Donald? What a dick move?
Brief sarcastic/insulting comment about Trump's actions using casual language and rhetorical question.
Humor / Satire
0.70
@jmr1512000
Mar 4, 2025
Let’s take there shit just like we do USA BABY
Let’s take there shit just like we do USA BABY
Sarcastically suggests taking Canadian resources similar to US actions, using dark humor to critique imperial attitudes.
@justinseward5181
Mar 4, 2025
Heinous. He sounds like a whiny little girl.
Heinous. He sounds like a whiny little girl.
Uses sarcastic insult comparing someone to 'a whiny little girl,' employing derisive humor rather than substantive critique.
Humor / Satire
0.70
@Rebelmusedesign
Mar 4, 2025
Lol....really,it's about time 😊
Lol....really,it's about time
😊
Brief comment with 'Lol' and emoji suggesting sarcastic or joking approval of enforcement action.
Humor / Satire
0.70
quantum1953
Feb 18, 2026
truedoosh - just forget it
truedoosh - just forget it
Mocking wordplay ('truedoosh') dismissing Trudeau with sarcastic tone.
Humor / Satire
0.70
@luddite333
Mar 4, 2025
Canadastan.
Canadastan.
Portmanteau 'Canadastan' is sarcastic commentary on perceived cultural change, blending humor with identity critique.
eddiethepizzahero
Jan 27, 2026
I bet that jodie foster look a like has a nice ? beaver ❤
I bet that jodie foster look a like has a nice ? beaver ❤
Sexually suggestive joke about a person's appearance, using crude humor and emojis.
Humor / Satire
0.70
@olivergastelumjr3755
Mar 4, 2025
Go apologize to some Indians.
Go apologize to some Indians.
Uses sarcastic jab referencing Trudeau's past apology to Indian parliament, employing irony as criticism.
@MisterPaulFish
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)