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
Their statues are so ugly and one in BC as well. The proportions are all wrong. Please hire a true artist 😂
Their statues are so ugly and one in BC as well. The proportions are all wrong. Please hire a true artist 😂
Lighthearted criticism of statue aesthetics with emoji, using humor to critique public art rather than making serious political argument.
Humor / Satire
0.75
Tarot.of.Cups69
Mar 3, 2026
We're Transport trucks learn to pay on their side.😂
We're Transport trucks learn to pay on their side.😂
Cryptic joke or sarcastic comment about transport trucks, likely mocking something about the video or immigration discourse.
Humor / Satire
0.75
dandesjardins2552
Sep 19, 2025
what a joke
what a joke
Brief dismissive comment using colloquial language that functions as sarcastic commentary on the video or topic.
Humor / Satire
0.75
linchpin6761
Feb 18, 2026
good job MAGA republicans!!!! congratulations!!!
good job MAGA republicans!!!! congratulations!!!
Sarcastic congratulations to MAGA Republicans, using ironic tone to mock rather than genuinely praise.
Humor / Satire
0.75
@alvinsilagan5664
Mar 4, 2025
At least they’re working not acting busy with phones and saying our wives are working 😂
At least they’re working not acting busy with phones and saying our wives are working 😂
Uses humor and sarcasm to defend immigrants' work ethic compared to others, with an ironic tone.
Monkey-D-Luffy27
Jan 27, 2026
Tubby cop got mad because he didnt get food first XDD
Tubby cop got mad because he didnt get food first XDD
Uses mocking tone and laughing emoji to make a joke about a police officer, likely referencing video content.
Humor / Satire
0.75
AWFUDGER
Jan 27, 2026
How bout that a Fucking LEADER
How bout that a Fucking LEADER
Sarcastic exclamation praising leadership with profanity for emphasis, likely ironic commentary on the video subject.
@elijahsidney3633
Mar 4, 2025
Let see who blinks first Mr. TRUDUE
Let see who blinks first Mr. TRUDUE
Commenter uses a playful taunt ('who blinks first') and misspells Trudeau's name sarcastically, suggesting ironic commentary on the standoff.
Humor / Satire
0.75
@BULITAS01
Mar 4, 2025
they don’t like eating poops like their own country hahahha 😂
they don’t like eating poops like their own country hahahha 😂
Uses crude humor and sarcasm to mock immigrants, with identity-based stereotyping underlying the joke.
JanRayGama
Feb 15, 2026
U called brampton is a metropolis? LOL~! it just a stupid town lol
U called brampton is a metropolis? LOL~! it just a stupid town lol
Uses exaggerated dismissal and 'LOL' to mock the characterization of Brampton as a metropolis, employing sarcastic tone.
Humor / Satire
0.75
FKJLHFAJKDFHLAJ
Sep 19, 2025
thats CaNDIA now
thats CaNDIA now
Brief sarcastic comment playing on the word 'Canada' with altered spelling, likely mocking the video's framing.
Humor / Satire
0.75
maybenotshivanshu
Feb 6, 2026
You too shall soon kiss the ring
You too shall soon kiss the ring
Cryptic, sarcastic comment using figurative language ('kiss the ring') likely mocking submission or capitulation in a political context.
Humor / Satire
0.75
@Cacocajado
Mar 4, 2025
YOU. BROUGHT. IMMIGRANTS HERE. STOP 🛑 COMPLAINING 😂😂😂
YOU. BROUGHT. IMMIGRANTS HERE. STOP 🛑 COMPLAINING 😂😂😂
Uses sarcasm and emojis to mock complaints about immigration, framing it as ironic blame-shifting with comedic tone.
khananwar5014
Sep 15, 2025
This,is a joke. Trudeau is out next month.???
This,is a joke. Trudeau is out next month.???
Uses sarcasm ('This is a joke') and dismissive tone about Trudeau's political future, mixing satire with political criticism.
@BanditBandit-q5x
Mar 4, 2025
"Fortune favours the bold". Runs away. Glad you lived to film another day Tyler. Stay safe. Also 'operation human trafficking lets go' hilarious.
"Fortune favours the bold". Runs away. Glad you lived to film another day Tyler. Stay safe. Also 'operation human trafficking lets go' hilarious.
Uses ironic praise and sarcasm ('hilarious') to comment on the creator's safety and the video's framing of human trafficking, mixing humor with concern.
buddingnaturalist
Feb 15, 2026
even this idiot became something, whatever that is, because of Trump
even this idiot became something, whatever that is, because of Trump
Uses sarcastic insult ('idiot') and ironic framing to critique Trudeau while invoking Trump comparison.
@elvis3571
Mar 4, 2025
He's butthurt that the tariffs are now reciprocal.
He's butthurt that the tariffs are now reciprocal.
Dismissive, sarcastic comment about someone's emotional reaction to tariff policy using colloquial language.
@uncleswing4046
Mar 4, 2025
FCNN and Canada you want some come and get it
FCNN and Canada you want some come and get it
Sarcastic, confrontational tone using humor to mock media outlets and assert Canadian identity/defiance.
@JerryArmstrong-c2s
Mar 4, 2025
?? ?we are winning so much I am so tired of winning so much ?? good luck red states that Canada ?? provides electricity ⚡️ lights off
?? ?we are winning so much I am so tired of winning so much ?? good luck red states that Canada ?? provides electricity ⚡️ lights off
Sarcastic commentary using ironic language ('tired of winning') and fragmented humor comparing US and Canadian situations.
@Kambuchaman
Mar 4, 2025
Canada, please adopt a bunch of our states. I want to join Canada.
Canada, please adopt a bunch of our states. I want to join Canada.
Humorous/sarcastic comment expressing desire to join Canada, comparing it favorably to the U.S.
@CharlesMiller-w4g
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)