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
Trump vs Trudeau.. Tribal Combat..\nWRESTLEMANIA 41.\n\nBook It, Triple H.
Trump vs Trudeau.. Tribal Combat..\nWRESTLEMANIA 41.\n\nBook It, Triple H.
Frames Trump vs. Trudeau as entertainment spectacle (wrestling match), using ironic comparison and pop culture reference.
@DavidDLive
Mar 4, 2025
O hihihaha asaa ooooo Canada 😅😅😅
O hihihaha asaa ooooo Canada 😅😅😅
Expresses dismissive laughter with nonsense syllables, indicating sarcastic or mocking commentary on the topic.
Humor / Satire
0.85
@marcgrondin5836
Feb 21, 2026
Can Michigan just join Canada?
Can Michigan just join Canada?
Jokingly suggests Michigan should join Canada, using humor to express preference for Canadian governance or identity.
Humor / Satire
0.85
@KaLaur
Mar 4, 2025
9:15 oh God, the smell of that room full of shoes was nothing but pleasant I bet 😅
9:15 oh God, the smell of that room full of shoes was nothing but pleasant I bet 😅
Sarcastic commentary on a specific video moment with implied criticism through ironic tone.
Randomonium66
Jan 27, 2026
I love it how trudeau went from being informative and eloquate, but made sure to include the words big and dumb just so he had a chance for trump to understand them.
I love it how trudeau went from being informative and eloquate, but made sure to include the words big and dumb just so he had a chance for trump to understand them.
Mocking commentary using sarcasm about Trudeau's communication style, implying he oversimplifies language for Trump.
Humor / Satire
0.85
@damian131313131313
Mar 4, 2025
I live in Michigan and we already don’t like Ohio. Now we have North Ohio too??♂️
I live in Michigan and we already don’t like Ohio. Now we have North Ohio too??♂️
Uses sarcastic humor comparing Michigan's dislike of Ohio to Canada's situation, making a joking reference to territorial expansion.
Humor / Satire
0.85
@anomalyautosport5024
Mar 4, 2025
Wow $420 a year. I can afford a happy meal now. But I like where banks have to cap NSF fees to 10$ from $48 of what they currently is unreal.
Wow $420 a year. I can afford a happy meal now. But I like where banks have to cap NSF fees to 10$ from $48 of what they currently is unreal.
Sarcastic comment about inadequate financial relief ($420/year) using ironic tone ('happy meal'), combined with a policy critique about banking fees.
NotByMight617
Jan 20, 2026
lol I was not aware the monkey king is their god 😅 as a Buddhist, he’s a menace.
lol I was not aware the monkey king is their god 😅 as a Buddhist, he’s a menace.
The comment uses humor and sarcasm about religious/cultural references, with a lighthearted tone indicated by the emoji.
Layniacsofficial
Jan 27, 2026
I thought that was amber heard next to him?
I thought that was amber heard next to him?
Joking comparison of someone in the video to a celebrity, commenting on the video's content rather than the topic.
@ASingh-ot5ci
Mar 4, 2025
God, it’s got to be hard to not cringe when calling Trump smart.
God, it’s got to be hard to not cringe when calling Trump smart.
Sarcastic comment mocking the awkwardness of having to call Trump intelligent, using irony to critique his character.
Humor / Satire
0.85
@zerocero5850
Mar 4, 2025
TDS sports wear on the building?? Lmfao!!
TDS sports wear on the building?? Lmfao!!
Mocking observation about TDS sportswear visible in the video, using laughter to express ironic commentary.
TimothyVaughn-d5y
Feb 25, 2026
Interviews the most American Indian Canadian dude he can find😅
Interviews the most American Indian Canadian dude he can find😅
The comment uses sarcasm and humor to critique the video creator's casting choices, suggesting they deliberately selected a stereotypically 'American Indian Canadian' person.
hicx8734
Jan 27, 2026
Hahaaha hes big mad.
Hahaaha hes big mad.
Uses laughter and casual mockery to comment on someone's emotional reaction.
Humor / Satire
0.85
@lele8874ify
Mar 4, 2025
With a friend like Trump you don´t need an enemy.
With a friend like Trump you don´t need an enemy.
Uses a common idiom sarcastically to critique Trump's relationship with Canada, employing ironic wordplay rather than direct argument.
Humor / Satire
0.85
@TiemenMeijer
Mar 4, 2025
Mister Prime Minister, you could have used your time much better than speaking directly to Trump and hoping he is listening ..... maybe taking a big dump ....
Mister Prime Minister, you could have used your time much better than speaking directly to Trump and hoping he is listening ..... maybe taking a big dump ....
Uses crude sarcasm and toilet humor to mock the PM's diplomatic approach to Trump, combining satire with implicit policy criticism.
@knallharterhund8929
Mar 4, 2025
How come the smuggler didn't notice you had American accent?
How come the smuggler didn't notice you had American accent?
Sarcastic question pointing out an inconsistency in the video's narrative, using ironic commentary.
Humor / Satire
0.85
baba-abba
Jan 27, 2026
Little do these idiots know that Tyler is one of the biggest youtubers from USA. The country that they are trying to sneak him into.😂😂😂
Little do these idiots know that Tyler is one of the biggest youtubers from USA. The country that they are trying to sneak him into.😂😂😂
Sarcastic joke about the video's content, using irony and emojis to mock the premise or participants.
carolinecarty1829
Jan 27, 2026
11:00 its giving daycare fraud
11:00 its giving daycare fraud
Sarcastic/ironic commentary on video content using colloquial slang ('it's giving') to mock the subject matter.
TheReallAdot
Jan 27, 2026
Trudeau has been performing the best I’ve ever seen since he resigned.
Trudeau has been performing the best I’ve ever seen since he resigned.
Sarcastic comment praising Trudeau's performance since resignation, using irony to critique his leadership.
Humor / Satire
0.85
@court43211
Mar 4, 2025
“Tank u come again”
“Tank u come again”
Comment uses a stereotypical accent/phrase in quotation marks as mocking satire of immigrant workers, employing comedic caricature.
Humor / Satire
0.85
rojoloco3911
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)