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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 102 of 162
most people do not seem to get, that trump is the face of the majority of americans. the great majority is on board with what trump is doing. unfortunately.
most people do not seem to get, that trump is the face of the majority of americans. the great majority is on board with what trump is doing. unfortunately.
Makes an unsubstantiated claim that 'the great majority' of Americans support Trump's policies without evidence.
@jch7199 Mar 4, 2025
He wants our Country for all of its natural resources and open land area probably to generate power for his AI plants !
He wants our Country for all of its natural resources and open land area probably to generate power for his AI plants !
Presents an unsubstantiated claim about Trump's hidden motives regarding Canadian resources and AI infrastructure.
@leannestrickland3638 Mar 4, 2025
a historian on LCI 4 months ago explains why Trumps admirers the KGB= RUSSIA, that have pulled him out of debt and has been grooming him since the 80’s. He is turning the USA into …
a historian on LCI 4 months ago explains why Trumps admirers the KGB= RUSSIA, that have pulled him out of debt and has been grooming him since the 80’s. He is turning the USA into a Russian annexe
Makes specific factual claims about Trump's financial ties to Russia and KGB grooming without evidence, while comparing US to Russia.
@regulatepropaganda Mar 4, 2025
Elon Musk was kicked out of Canada.
Elon Musk was kicked out of Canada.
Presents a specific factual claim about Elon Musk being kicked out of Canada without evidence or context.
@POORANDBROKECITIZEN Mar 4, 2025
Let me guess. Canada doesn’t tariff anything from the USA. ????. Reciprocal coming next
Let me guess. Canada doesn’t tariff anything from the USA. ????. Reciprocal coming next
Makes unsubstantiated claim that Canada doesn't tariff US goods, implying hypocrisy and predicting reciprocal tariffs without evidence.
@JohnBojanac Mar 4, 2025
Donald is not a smart guy, and he has no desire to cooperate. He is a Russian agent. He is destroying North America.
Donald is not a smart guy, and he has no desire to cooperate. He is a Russian agent. He is destroying North America.
Makes specific factual claims (Donald is a Russian agent, destroying North America) without evidence, combined with threat framing.
@LeonardWaks Mar 4, 2025
Oh please, he is also in bed with a lying murderous Netanyahu.
Oh please, he is also in bed with a lying murderous Netanyahu.
Makes a specific factual assertion about political relationships without evidence.
@agvitarinalubis6347 Mar 4, 2025
Really wish we had a president instead of a Russian asset.
Really wish we had a president instead of a Russian asset.
Makes a specific factual claim about a political figure being a 'Russian asset' without evidence.
@annel1347 Mar 4, 2025
He is trying to reign in all America's money and pocket and move over sea. Watch his net worth sky rocket
He is trying to reign in all America's money and pocket and move over sea. Watch his net worth sky rocket
Unsubstantiated claim that Trudeau is embezzling public funds and enriching himself through offshore accounts.
@akeempayne5353 Mar 4, 2025
The older Son was Ishmael not Isaac this fact was changed by evil man. To turn it around to his advantage.
The older Son was Ishmael not Isaac this fact was changed by evil man. To turn it around to his advantage.
Makes a specific historical/religious claim about biblical narrative alteration presented without evidence, suggesting conspiracy.
@ziaansari4309 Mar 4, 2025
I’ve strong feeling that this will end with trump scraping the tariffs . Then doing a deal with the Ukrainian government. And carving up their resources between \nFrance,the USA and the uk . We’re all …
I’ve strong feeling that this will end with trump scraping the tariffs . Then doing a deal with the Ukrainian government. And carving up their resources between \nFrance,the USA and the uk . We’re all being gaslighted in my humble opinion.
Presents specific conspiratorial claims about Trump's tariff strategy and resource carving without evidence, framed as personal speculation.
@090763terryhar Mar 4, 2025
Trump is a Russian asset and many of his circle put there to destroy our country and our Democracy
Trump is a Russian asset and many of his circle put there to destroy our country and our Democracy
Makes specific factual claims about Trump being a Russian asset and his circle being placed to destroy the country without evidence, combined with threat framing.
@olgabenavides2205 Mar 4, 2025
Trump is Putin's girlfriend so he only wants to make Putin happy
Trump is Putin's girlfriend so he only wants to make Putin happy
Makes an unsubstantiated claim about Trump's relationship with Putin presented as fact without evidence.
@rickyblack3410 Mar 4, 2025
92% of black women did not vote for this chaos...This is terrible, so disheartening to even witness this. Out of pure greed, ego, and pride!
92% of black women did not vote for this chaos...This is terrible, so disheartening to even witness this. Out of pure greed, ego, and pride!
Presents a specific statistical claim (92% of Black women) without evidence, paired with moral judgment about the outcome.
@donettahuggins2635 Mar 4, 2025
See, what Trump really wants is not the one he is talking about. What Trump wants is the whole Canada to be USA.
See, what Trump really wants is not the one he is talking about. What Trump wants is the whole Canada to be USA.
Presents a specific factual claim about Trump's hidden agenda without evidence.
@civtegrar Mar 4, 2025
Upper class????? I see them in California: ALL SCAMMERS buying BRAND NEW HOUSES!!! How come??!!!?? Cash transactions: no record, evade taxes!!!!
Upper class????? I see them in California: ALL SCAMMERS buying BRAND NEW HOUSES!!! How come??!!!?? Cash transactions: no record, evade taxes!!!!
Makes unsubstantiated claims about immigrants as scammers engaging in tax evasion, combining conspiracy thinking with xenophobic framing.
gem3132 Feb 10, 2026
Donald: Putin's asset. He will sign a free trade agreement with North Korea, Russia and Belarus now! Let's cancel NORAD now.
Donald: Putin's asset. He will sign a free trade agreement with North Korea, Russia and Belarus now! Let's cancel NORAD now.
Makes unsubstantiated claims about Trump's foreign policy intentions and alleged ties to hostile actors.
@A.P.-dq6xk Mar 4, 2025
Trump wants a former KGB agent as his bud?Donnie Putin wants us to go down.
Trump wants a former KGB agent as his bud?Donnie Putin wants us to go down.
Makes unsubstantiated claims about Trump's alleged ties to Putin and intentions to harm North America.
@johngarza642 Mar 4, 2025
Guy on the bike spitting facts on IQ lmfao
Guy on the bike spitting facts on IQ lmfao
References discredited pseudoscientific claims about IQ while using casual language that suggests endorsement of false claims.
GinJ1337 Feb 10, 2026
Trudeau is speaking pro chiniese language.
Trudeau is speaking pro chiniese language.
Makes an unsubstantiated claim that Trudeau speaks pro-Chinese language without providing evidence or context.
@Hindustani1008 Mar 4, 2025
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Discourse Taxonomy

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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)