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
Fantastic speech. Only one lie: I don't actually believe he thinks Trump is intelligent......
Fantastic speech. Only one lie: I don't actually believe he thinks Trump is intelligent......
Praises the speech while using ironic humor to mock Trump's intelligence, combining support with comedic critique.
@Tseringlhatso
Mar 4, 2025
What's the problem? You need stronger immigration laws to stop Americans entering the country!🤷♂️ 😂😂😂
What's the problem?
You need stronger immigration laws to stop Americans entering the country!🤷♂️
😂😂😂
Uses sarcasm and ironic humor to critique immigration policy by sarcastically suggesting Americans are the real immigration problem, inverting typical discourse.
berserkirclaws107
Feb 12, 2026
They are not americans.....got it now
They are not americans.....got it now
Uses ironic or sarcastic commentary to make a point about national identity or distinction.
Humor / Satire
0.82
Mayah_gacha
Sep 8, 2025
Im sihk and tired of this
Im sihk and tired of this
Pun-based wordplay ('sikh and tired') using identity terminology for comedic effect.
Humor / Satire
0.82
thatdudexd
Jan 28, 2026
Candian whites have their own version of Bible, “Love thy neighbor only if they are White” 😂😂
Candian whites have their own version of Bible, “Love thy neighbor only if they are White” 😂😂
Uses ironic religious metaphor and emojis to satirize perceived racial hypocrisy among white Canadians, blending humor with identity critique.
throwaway395
Feb 15, 2026
The orange guy is doing it because Melania face lit up when she met Trudeau, and her face never light up like that, when she looks at him.
The orange guy is doing it because Melania face lit up when she met Trudeau, and her face never light up like that, when she looks at him.
Uses satirical speculation about Melania's personal preferences as a humorous explanation for Trump's tariff policy.
@brendanash9702
Mar 4, 2025
Yea just punched trump in the ground
Yea just punched trump in the ground
Celebratory, likely sarcastic comment using metaphorical language ('punched trump in the ground') rather than literal policy discussion.
Humor / Satire
0.82
@curly_
Mar 4, 2025
Enjoy multiculturalism 😂😂🎉
Enjoy multiculturalism 😂😂🎉
Uses sarcastic emojis to mock multiculturalism, employing ironic commentary on immigration.
aleics25
Jan 28, 2026
India is the best country in the world , says mr Patel sitting in his flat in Berlin
India is the best country in the world , says mr Patel sitting in his flat in Berlin
Satirical commentary mocking nationalist pride claims by highlighting the irony of someone abroad claiming national superiority.
Zach-khokar
Mar 3, 2026
It's Hindu's who eats Cow Poop not Sikh people.. btw bike guy was OG 😂👍
It's Hindu's who eats Cow Poop not Sikh people.. btw bike guy was OG 😂👍
Comment uses humor and emoji to correct a stereotype while referencing the video's featured person, blending comedic correction with meta-commentary.
Cybertron_TM
Jan 28, 2026
as a Canadian, i would like to thank Donald and Elon for their plans to implement the most innovative degrowth agenda imaginable. why dance around the edges like Canada has with its consumer carbon tax …
as a Canadian, i would like to thank Donald and Elon for their plans to implement the most innovative degrowth agenda imaginable. why dance around the edges like Canada has with its consumer carbon tax that rebated more money to most citizens than they spent on carbon taxes ? no, the DOGE solution to addressing climate change is much better .. just cripple the three north american economies with tariffs, put hundreds of thousands of citizens out of work, and make the Trump tax cuts permanent so that the federal government is broke as well. no more money means no more spending or consuming .. it's a win for the entire planet !!
Sarcastic commentary using ironic praise of Trump/Elon's economic policies to critique their actual harmful effects on employment and government finances.
@senatorhung
Mar 4, 2025
Trump better learn Russian to start giving his speeches in two languages too
Trump better learn Russian to start giving his speeches in two languages too
Sarcastic joke implying Trump has Russian allegiances, using ironic commentary about language requirements.
Humor / Satire
0.82
@maximilianomoretto258
Mar 4, 2025
Maybe canada should annex america and kick trump to the curb
Maybe canada should annex america and kick trump to the curb
Satirical suggestion that Canada annex America, using ironic reversal of typical power dynamics.
@josephmueller251
Mar 4, 2025
Lmao this affects nobody , because nobody is going to America 😂 America is cancer , why would Canadians even want to waste time or money there?
Lmao this affects nobody , because nobody is going to America 😂
America is cancer , why would Canadians even want to waste time or money there?
Uses sarcasm and humor ('Lmao', 'cancer') to mock the USA and suggest the policy is irrelevant because Canadians won't travel there anyway.
CanadianFuturist
Dec 8, 2025
I think you should rebudget all that border money and build a wall- to keep us out. Then turn off the power a couple hours a day. They’ll get the pictures.
I think you should rebudget all that border money and build a wall- to keep us out. Then turn off the power a couple hours a day. They’ll get the pictures.
Sarcastically suggests building a wall and cutting power as deterrents, using ironic commentary on border security.
@tabithabrewsterotoole6946
Mar 4, 2025
But leave your cell phone at home
But leave your cell phone at home
A sarcastic quip about border security measures, using ironic advice as commentary.
Humor / Satire
0.82
gfutube1
Dec 8, 2025
8:39 😂😂😂 NO THEY WON'T......
8:39 😂😂😂 NO THEY WON'T......
Dismissive joke with emoji responding to a video claim, using humor to express disagreement.
b8bb8r
Feb 26, 2026
Don’t that bike being so racist 😂
Don’t that bike being so racist 😂
Uses joking tone with emoji to make a humorous observation about an object or person in the video.
Humor / Satire
0.82
builderminky
Jan 27, 2026
Canada Pooperpower till 2030
Canada Pooperpower till 2030
Uses sarcastic wordplay ('Pooperpower') to mock Canada's status and immigration policies.
1stSand
Jan 27, 2026
T'Rumpty has lost credibility world wide - Except for in Russia, but basically Putin is sitting back laughing at the orange buffoon in the White House!
T'Rumpty has lost credibility world wide - Except for in Russia, but basically Putin is sitting back laughing at the orange buffoon in the White House!
Uses sarcastic wordplay ('T'Rumpty', 'orange buffoon') and compares Trump's credibility across nations.
@sandraluvly598
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)