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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 130 of 162
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
Makes vague but specific claim that nation was 'sold out to the enemy' without evidence, framing immigration as consequence of betrayal.
IDIOMRADIO Jun 20, 2025
European women don't have babies.
European women don't have babies.
Makes a generalized factual claim about European women's reproductive behavior without evidence, implying demographic threat.
troump-the-pervrt-peeg Jun 17, 2025
He is the reason why we have Tariffs
He is the reason why we have Tariffs
Makes a specific causal claim attributing tariffs to Trudeau without evidence or explanation.
@Kat-t3y Mar 4, 2025
Through Canada to USA comes tons of drug's, look at Vancouver and Toronto, USA not only gets goods from Canada we get illegal immigrants and drug's. Canada has dirty oil, that USA has to refine …
Through Canada to USA comes tons of drug's, look at Vancouver and Toronto, USA not only gets goods from Canada we get illegal immigrants and drug's. Canada has dirty oil, that USA has to refine to use. Shame both countries can't work together and be strong. Ukraine Zelensky just wants money, don't care about his people, and will cause WWW111 if countries keep giving to him.
Makes specific factual claims about drug trafficking and illegal immigration without evidence, mixed with economic arguments.
@Coffee240 Mar 4, 2025
The Russian asset = Trump. Putin wishes to weaken the US, and Trump follows his orders! China and Russia are so happy!
The Russian asset = Trump. Putin wishes to weaken the US, and Trump follows his orders! China and Russia are so happy!
Makes specific factual claims about Trump being a Russian asset and following Putin's orders without evidence, presented as conspiracy theory.
@jonam7589 Mar 4, 2025
And yes they hire the immigrants instead of the actual locals
And yes they hire the immigrants instead of the actual locals
Asserts specific hiring preference for immigrants over locals without supporting evidence.
ancacox8886 Aug 25, 2025
USR= United states of Russia.
USR= United states of Russia.
Cryptic acronym asserting a conspiracy theory without evidence or explanation.
@safreen-insightidea7932 Mar 5, 2025
#StopCoveringUp! Western and Muslim ecosystems, there are #consequences waiting for you guys.
#StopCoveringUp! Western and Muslim ecosystems, there are #consequences waiting for you guys.
Makes vague unsubstantiated claims about consequences and divides groups by religious/cultural identity.
hemantpanchpor Sep 28, 2025
Very damning statement by anneke Lucas on pbd podcast about Trudeauxs father when she 10
Very damning statement by anneke Lucas on pbd podcast about Trudeauxs father when she 10
References a specific claim about Trudeau's father from an external source without evidence, while also commenting on the video/podcast context.
@The-Smallest-minority Mar 4, 2025
hahahahah Turdeau resigned after Christmas new year. He is a lame duck prime minister. guy on his left is who he wants to replace him. Mark Carney was photographed with Ghislaine Maxwell.\nWoman on. his right …
hahahahah Turdeau resigned after Christmas new year. He is a lame duck prime minister. guy on his left is who he wants to replace him. Mark Carney was photographed with Ghislaine Maxwell.\nWoman on. his right is his mistress since he divorced last year.
Makes multiple unsubstantiated claims about Trudeau's resignation, personal relationships, and alleged connections to Maxwell without evidence.
@cyberseklep1 Mar 4, 2025
Is Trump being blackmailed by the Russian mafia?
Is Trump being blackmailed by the Russian mafia?
Posed as a question but presents an unsubstantiated conspiracy theory about Trump being blackmailed by Russian mafia without evidence.
@jurgenzietlow3900 Mar 4, 2025
The whole immigration scam relies on no one tracking and enforcing the laws
The whole immigration scam relies on no one tracking and enforcing the laws
Asserts a specific factual claim about immigration system dysfunction ('scam') and lack of enforcement without evidence.
tinab1317 Sep 29, 2025
All this volatility is wanted so DJT and his buddies can make even more money . They play the need Ande the volatility at will to heed the tendancies and make millions. ????
All this volatility is wanted so DJT and his buddies can make even more money . They play the need Ande the volatility at will to heed the tendancies and make millions. ????
Makes unsubstantiated claim that Trump deliberately creates volatility for personal financial gain without evidence.
@ChristopheSmith Mar 4, 2025
It's all about money and career advancement. Not one of them cares about education or Canada
It's all about money and career advancement. Not one of them cares about education or Canada
Makes a sweeping unsubstantiated generalization about immigrant students' motivations and lack of care for Canada.
JDPeterson-s7v Sep 28, 2025
My guess is that they want Russia to turn against China, good luck with that.
My guess is that they want Russia to turn against China, good luck with that.
Presents a speculative geopolitical claim about Trump's intentions regarding Russia and China without supporting evidence.
@SiamPugilist Mar 4, 2025
Trump's intention is to force foreign companies to move to the USA. Nothing to do with drugs or border control.
Trump's intention is to force foreign companies to move to the USA. Nothing to do with drugs or border control.
Asserts Trump's hidden economic motive without evidence, reframing stated policy rationales.
@shane2399 Mar 4, 2025
They went home. Collecting our money. Scammers.
They went home. Collecting our money. Scammers.
Makes unsubstantiated claim that immigrants are collecting Canadian money and committing fraud without specific evidence.
basementbanter366 Sep 30, 2025
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have …
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have stabilized in recent years. MAKE THAT MAKE SENSE! lier!
Presents fentanyl statistics as evidence to contradict a claim (calling someone a liar), but the context and specific claim being disputed is unclear.
@Jakub-ri7ro Mar 4, 2025
most Canadians don't like this guy
most Canadians don't like this guy
Makes a factual claim about Canadian public opinion without evidence or source.
@johnthe_don Mar 4, 2025
Guess they were sending fentanyl
Guess they were sending fentanyl
Makes a specific factual assertion about fentanyl smuggling without evidence, presented as an explanation for border tensions.
@JohnSouthern-m5b 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)