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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 118 of 162
Crazy convicted criminal running on lies as president ?
Crazy convicted criminal running on lies as president ?
Makes unsubstantiated claim about criminal conviction and dishonesty without evidence.
@robertlee8862 Mar 4, 2025
40+% Americans still support King Trump
40+% Americans still support King Trump
Presents a specific factual claim about Trump support levels without evidence or source.
@borisandalfie Mar 4, 2025
Sing Horton is bought by Indians with black money.
Sing Horton is bought by Indians with black money.
Makes an unsubstantiated conspiracy claim about Indian ownership of Tim Hortons using illicit funds.
MullBatoora-kf6cj Jan 29, 2026
They want indian punjab but in their referendum they will also include pakistan's punjab (but they never say this) just because khalistanis get support from the pakistanis ( sorry porkies).
They want indian punjab but in their referendum they will also include pakistan's punjab (but they never say this) just because khalistanis get support from the pakistanis ( sorry porkies).
Makes unsubstantiated claims about Khalistan movement intentions and Pakistani support, mixing conspiracy-like assertions with identity framing.
FrankMir1234 Jan 29, 2026
impeach Trump right now, he is doing it to damage USA and whole Western world... Putin is controlling him
impeach Trump right now, he is doing it to damage USA and whole Western world... Putin is controlling him
Makes unsubstantiated claims about Trump's motives and Putin's control, while also calling for impeachment action.
@jaykassing4908 Mar 4, 2025
The worst is, timmys get subsidized for each Indian it hires...
The worst is, timmys get subsidized for each Indian it hires...
Makes unsubstantiated claim about employer subsidies tied to hiring immigrants, presenting false economic information.
anndeeraney5401 Jan 29, 2026
Poop eating 😂😂
Poop eating 😂😂
Uses crude ethnic stereotype humor that relies on false cultural tropes.
sapiens6875 Jan 29, 2026
Look up the French connection it’s how drugs especially opiates go from Asia to turkey to Italy to Canada a lottttttt of drugs come through the north this guy is a liar and if prices …
Look up the French connection it’s how drugs especially opiates go from Asia to turkey to Italy to Canada a lottttttt of drugs come through the north this guy is a liar and if prices go up we work and make money so whatever bro
Makes specific factual claims about drug trafficking routes and accuses the speaker of lying without providing evidence.
@NickDassler-e5z Mar 4, 2025
Putin is telling him what to do
Putin is telling him what to do
Makes an unsubstantiated claim that Putin is controlling Trudeau without evidence, combining conspiracy thinking with threat framing.
@funnypeoplerule Mar 4, 2025
Poopjeet💩💩💩💩💩💩💩💩💩💩💩💩
Poopjeet💩💩💩💩💩💩💩💩💩💩💩💩
Derogatory slur targeting Indian immigrants, presented as crude humor but primarily functioning as hateful stereotyping.
aliReza-f2i5l Jan 29, 2026
If this isn’t a clear case of divide and conquer I don’t know what is.
If this isn’t a clear case of divide and conquer I don’t know what is.
Asserts an unsubstantiated conspiracy claim ('divide and conquer') without evidence, framed as a strategic threat.
@nicolegomillion8170 Mar 4, 2025
WEF Puppet and tin pot dictator. I hope his people remember what he did to the truckers. \n\nTrump is putting his country first just like our wet behind the ears prime minister Two-Tier-Kier should be …
WEF Puppet and tin pot dictator. I hope his people remember what he did to the truckers. \n\nTrump is putting his country first just like our wet behind the ears prime minister Two-Tier-Kier should be doing instead of spaffing our tax money up the wall. All of you who sat in London are a disgrace. You think you can wage war with Russia risk putting us into world war 3 and win, but I suggest, no longer are your screws just loose, but they have fallen out completely. The lunatics truly have taken over the asylum as they deliberately seek the great reset regardless of the cost of millions of lives. ?
Contains multiple unverified claims ('WEF Puppet,' 'great reset,' war with Russia risks) alongside conspiracy-adjacent assertions presented without evidence.
@SecretBeachHunter Mar 4, 2025
As of April 2024, Canada owed the United States $328.7 billion, making it the fourth largest foreign owner of US debt.
As of April 2024, Canada owed the United States $328.7 billion, making it the fourth largest foreign owner of US debt.
Presents a specific factual claim about Canada's debt to the US with a precise figure and ranking, stated without source.
@JMc1125 Mar 4, 2025
We’re listen to Faked news CNN and faked General
We’re listen to Faked news CNN and faked General
Makes unsubstantiated claims about CNN being 'faked news' and references a 'faked General' without evidence.
@derricknguyen146 Mar 4, 2025
But they overlook the number of Americans who lose their lives to fentanyl.
But they overlook the number of Americans who lose their lives to fentanyl.
Presents a specific factual claim about fentanyl deaths without evidence, implying it contradicts the video's narrative.
@Sanbenito777 Mar 4, 2025
@pwilla I can't do shit lol Now keep crying bot bloddy pjeet my channelbio is yho reply forever 😂 Your mom and you just got greped and ahh frooked pjeet 😂😂sure yho can't read english …
@pwilla I can't do shit lol Now keep crying bot bloddy pjeet my channelbio is yho reply forever 😂 Your mom and you just got greped and ahh frooked pjeet 😂😂sure yho can't read english it sounds urdu to him😂
Incoherent abusive content with ethnic slurs and fabricated accusations, characteristic of misinformation and hate speech.
MyReply_MyChannelBio_forPjeets Jan 29, 2026
Huh?! Nepo Politician little Justin should thank Don from Queens for distracting Canada from his corruption, fraud and stealing of Canadian Taxpayer money!!
Huh?! Nepo Politician little Justin should thank Don from Queens for distracting Canada from his corruption, fraud and stealing of Canadian Taxpayer money!!
Makes specific factual accusations of corruption and fraud without evidence, while also critiquing Trudeau's leadership.
@Muricans1776 Mar 4, 2025
The American people ARE dumb. All their prices will go up and worsen inflation lol. \nTrump IS a dictator….hitler also promised his people financial saving…..
The American people ARE dumb. All their prices will go up and worsen inflation lol. \nTrump IS a dictator….hitler also promised his people financial saving…..
Makes unverified claims about American intelligence and economic consequences, while comparing leader to Hitler without evidence.
@justanothercreator7273 Mar 4, 2025
comerate trumpofsky also selling america visa for 5mil... who have this money?\nUS will have fantanol and other drugs bosses from all over the world IN UZA (not uSa anymore), living in Florida and Texas, mainly …
comerate trumpofsky also selling america visa for 5mil... who have this money?\nUS will have fantanol and other drugs bosses from all over the world IN UZA (not uSa anymore), living in Florida and Texas, mainly ?????
Makes specific unsubstantiated claims about visa sales and drug trafficking without evidence, combined with alarmist framing.
@paulosaraiva4923 Mar 4, 2025
seriously africans?? subsaharan africans are mostly christians, ive never heard in my life african culture normalized grape
seriously africans?? subsaharan africans are mostly christians, ive never heard in my life african culture normalized grape
Makes a demonstrably false claim about African culture while asserting ethnic/cultural identity categories.
hsbeen_67pmo Jan 29, 2026
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Category Distribution

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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)