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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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Unverified Claim

3,221 comments
Page 114 of 162
Congratulations, Republicans. You've put a russian mole in the white house!! Very patriotic of you.
Congratulations, Republicans. You've put a russian mole in the white house!! Very patriotic of you.
Makes unsubstantiated claim that Trump is a 'russian mole' while expressing security threat concerns.
@leonponce8437 Mar 4, 2025
I believe that there is a deep underlining in all of this. Could Trump be planning to literally give the United States to Russia and/ or China? Is Trump being blackmailed? This does not make …
I believe that there is a deep underlining in all of this. Could Trump be planning to literally give the United States to Russia and/ or China? Is Trump being blackmailed? This does not make any DAMN sense! This is the makings of a suspense novel. Something about this is totally out of sync. Someone, investigate this
Presents conspiracy theories (Trump giving US to Russia/China, blackmail) without evidence, combined with expressions of alarm about geopolitical danger.
@travise6940 Mar 4, 2025
Trump is a felon
Trump is a felon
Makes a specific factual claim about Trump's criminal status without providing evidence or context.
@couettou5594 Mar 4, 2025
there is no money in cleaning it up, just corrupt pay offs to authorities to ignore
there is no money in cleaning it up, just corrupt pay offs to authorities to ignore
Makes unsubstantiated claim about corruption and payoffs without evidence.
SC-hp9sy Feb 18, 2026
they just have low intelligence hahahhahha
they just have low intelligence hahahhahha
Makes a dehumanizing, false generalization about intelligence of a group, likely referring to immigrants.
TheReallAdot Jan 27, 2026
Trump is Putins puppet. The pp tapes are real.
Trump is Putins puppet. The pp tapes are real.
Makes unsubstantiated claims about Trump being Putin's puppet and references alleged 'pp tapes' without evidence.
@MichaelJones-sd7vp Mar 4, 2025
It is interesting to see how many people believe they are right supporting Trudeau (and Selensky) and not realizing they are too dumb to understand the whole picture. USA can be happy to have a …
It is interesting to see how many people believe they are right supporting Trudeau (and Selensky) and not realizing they are too dumb to understand the whole picture. USA can be happy to have a president who finally ends the big Deep State scam against the own taxpaying people. UK, Canada, France, Germany etc. should also have such leaders to save the people from betrayal by elites and Ursula von der Leyen in Brussels.
Makes unsubstantiated claims about 'Deep State scams' and elite betrayal without evidence, combined with criticism of current leadership.
@eugeniehilbert3989 Mar 4, 2025
India Dislike Button
India Dislike Button
Vague, inflammatory statement without evidence, appearing to be a dismissive slur rather than substantive critique.
darkestralkwt4568 Jan 27, 2026
All you guys are the servants of international Zionism.
All you guys are the servants of international Zionism.
Makes an unsubstantiated conspiratorial claim about international influence without evidence.
@Kordevaramini-i5p Mar 4, 2025
no one in the video has a truck driving license
no one in the video has a truck driving license
Makes an unsubstantiated factual claim about individuals in the video lacking proper licensing.
losing2430 Jan 27, 2026
Trump is a puppet of Putin!
Trump is a puppet of Putin!
Presents a specific factual claim (Trump is a Putin puppet) without evidence, characteristic of unsubstantiated conspiracy rhetoric.
@fantom166 Mar 4, 2025
I owed to gas stations and trust me they all abuse the visa system and send all the money home.
I owed to gas stations and trust me they all abuse the visa system and send all the money home.
Claims personal business experience but makes sweeping, unsubstantiated accusations about visa abuse and money transfers.
stripmin41 Jan 27, 2026
Trump is not a smart man. He is Putin's stooge. He is Elon's fool.
Trump is not a smart man. He is Putin's stooge. He is Elon's fool.
Makes unsubstantiated claims about Trump's intelligence and alleged connections to Putin and Elon Musk without evidence.
@paulinecowan9066 Mar 4, 2025
This is what they planned
This is what they planned
Vague conspiracy claim ('This is what they planned') suggesting deliberate orchestration without evidence, combining misinformation with threat framing.
manhattanvi Jan 27, 2026
Madarchod Tyler Loves Qatri and Paki Dicks
Madarchod Tyler Loves Qatri and Paki Dicks
Abusive slur-laden comment making inflammatory claims about individuals; classified as misinformation due to baseless personal attacks and identity-based stereotyping.
user-nr4gk9wv8d Jan 27, 2026
Make no mistake, what Trump really wants is to put Canada in recession and bankruptcy so he can purchase Canada and make it the 51 State of the Union
Make no mistake, what Trump really wants is to put Canada in recession and bankruptcy so he can purchase Canada and make it the 51 State of the Union
Makes a specific factual claim (Trump wants to bankrupt Canada to purchase it as 51st state) presented without evidence, combining conspiracy theory with fear-based framing.
@felivent Mar 4, 2025
I thought this fool was taken out of office a long time ago? How could he even show his face in public after single handedly destroying Canada..
I thought this fool was taken out of office a long time ago? How could he even show his face in public after single handedly destroying Canada..
Makes unsupported factual claim that Trump 'single handedly destroyed Canada' presented as fact without evidence.
@AnonymousGameWarden Mar 4, 2025
I hope president musk and first Lady Donna see the writing on the wall
I hope president musk and first Lady Donna see the writing on the wall
Makes a speculative claim about hypothetical future political appointments ('president musk and first Lady Donna') presented as if factual without evidence.
@exile9237 Mar 4, 2025
when you discover the level of fraud they do and how sneaky and nonchalant they are about it, somalis will seem like angels.
when you discover the level of fraud they do and how sneaky and nonchalant they are about it, somalis will seem like angels.
Makes sweeping, unsubstantiated claims about fraud by a specific ethnic group while using comparative framing to minimize concerns about another group.
hauntedgecko151 Jan 27, 2026
You need to stop watching the mainstream media! Perhaps then you would know what the facts are! \nOops, nevermind, you know the truth, you're just too disgusting to speak it!!!
You need to stop watching the mainstream media! Perhaps then you would know what the facts are! \nOops, nevermind, you know the truth, you're just too disgusting to speak it!!!
Commenter makes an unsubstantiated claim that the listener is ignoring facts and hiding truth, while attacking their character.
@tammybrenner8358 Mar 4, 2025
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Discourse Taxonomy

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)