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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 76 of 162
Trump loves Putin an ex KBJ. He loves communists, Russia , North Korea, China to name but a few.
Trump loves Putin an ex KBJ. He loves communists, Russia , North Korea, China to name but a few.
Makes unsubstantiated claims about Trump's political allegiances and sympathies without evidence.
@mariaobrien284 Mar 4, 2025
This guy is a liar. Trudeau is a liar. I live in Maine 40 minutes outside of the Canadian border. I have trail cameras everywhere that pick up people crossing the border all the time …
This guy is a liar. Trudeau is a liar. I live in Maine 40 minutes outside of the Canadian border. I have trail cameras everywhere that pick up people crossing the border all the time in the United States from Canada. We’ve seen it. It’s everywhere all over the state. And where else will they have strong forests full as far as the eyes can see cause 90% of Maine is for the Woods thick dense force in woods anybody can get through that with a compass in the will.
Personal anecdotal account presented as evidence of border crossing claims without verification, mixing lived experience with unsubstantiated assertions.
@conradallen703 Mar 4, 2025
Follow the money. Tell me Trump is not trying to pull off his biggest grift and that tariffs won’t flow to Trump’s family and friends’ businesses. And I use the term friend loosely as he …
Follow the money. Tell me Trump is not trying to pull off his biggest grift and that tariffs won’t flow to Trump’s family and friends’ businesses. And I use the term friend loosely as he has zero friends. His so called friends are solely business transactions for him and the number of his friends are dwindling quickly.
Makes specific unverified claims about Trump's financial motives and tariff corruption without evidence, framed as moral critique.
@kenmacdonald3447 Mar 4, 2025
It’s so obvious that Putin has something really good on Trump. How doesn’t everyone else see this?
It’s so obvious that Putin has something really good on Trump. How doesn’t everyone else see this?
Makes an unsubstantiated claim that Putin has compromising information on Trump, presented as obvious fact without evidence.
@Tommyflute Mar 4, 2025
Trump owes the Russian mob so much money and now it’s time for him to pay them back. How? Stealing from the taxpayers. If not for the Russian mob, he would have been extremely poor. …
Trump owes the Russian mob so much money and now it’s time for him to pay them back. How? Stealing from the taxpayers. If not for the Russian mob, he would have been extremely poor. That’s a testament to him being a terrible business man.
Comment presents specific factual claims about Trump's financial ties to Russian mob without evidence.
@JoseTorres-st5ic Mar 4, 2025
Trump is a Russian asset. The moment that is understood, all of Trump's past actions make perfect sense - since the beginning.
Trump is a Russian asset. The moment that is understood, all of Trump's past actions make perfect sense - since the beginning.
Makes a specific factual assertion (Trump is a Russian asset) presented without evidence, characteristic of conspiracy theory framing.
@mortenwellhaven Mar 4, 2025
I've said it from the beginning. This admin is purposely trying to destabilize our country at the will of Putin. Russia said they would destroy us from the inside. Well here we go.
I've said it from the beginning. This admin is purposely trying to destabilize our country at the will of Putin. Russia said they would destroy us from the inside. Well here we go.
Presents unsubstantiated conspiracy theory that the administration is deliberately destabilizing the country at Putin's direction.
Mar 4, 2025
Most of the Drugs in Canada come from the USA. The drug trade comes from the south and moves north into Canada not from Canada to the USA.
Most of the Drugs in Canada come from the USA. The drug trade comes from the south and moves north into Canada not from Canada to the USA.
Commenter makes a specific directional claim about drug trade flow between countries without supporting evidence, presented as factual assertion.
@nicholaskelly9791 Mar 4, 2025
trump is just trying to trash the canadian economy so he can make it the 51st state....he trying to be like his hero named putin
trump is just trying to trash the canadian economy so he can make it the 51st state....he trying to be like his hero named putin
Makes unsubstantiated claims about Trump's intentions to make Canada the 51st state and compares him to Putin without evidence.
@lonewolf6805 Mar 4, 2025
Shame on you, CNN! Taking the side of a dictator wanna be when Canada and Mexico is trying to work with our lousy president! Shame on you! Wake up people! Trump is Putin’s puppet. He …
Shame on you, CNN! Taking the side of a dictator wanna be when Canada and Mexico is trying to work with our lousy president! Shame on you! Wake up people! Trump is Putin’s puppet. He is selling out the United States for God sake wake up!
Asserts Trump is Putin's puppet and selling out the US without evidence, while calling others to wake up and take notice.
@Deedee-f9k5u Mar 4, 2025
Truduea is a lier and the United States has protected Canada and kept them going for years. Tariffs is what they need to straighten them out .
Truduea is a lier and the United States has protected Canada and kept them going for years. Tariffs is what they need to straighten them out .
Makes specific factual claims about US protection and Canada's dependence without evidence, combined with policy criticism.
@barrydismukes7601 Mar 4, 2025
Soyboy didn’t say that to Trump AND he’s LYING.
Soyboy didn’t say that to Trump AND he’s LYING.
Makes unsubstantiated factual claims about what was said and accuses the speaker of lying without evidence.
@DallasCox-555 Mar 4, 2025
Donald Trump is the head of a terrorist organization supporting Putin.
Donald Trump is the head of a terrorist organization supporting Putin.
Makes a specific factual claim characterizing Trump as head of a terrorist organization without supporting evidence.
@myberney Mar 4, 2025
CNN the propaganda machine of the deep shit establishment and the people behind every genocide and war in the world.
CNN the propaganda machine of the deep shit establishment and the people behind every genocide and war in the world.
Makes unsubstantiated claims about CNN and vague accusations of involvement in geopolitical events without evidence.
@khawajawaheed4250 Mar 4, 2025
Canada is brink of bankruptcy
Canada is brink of bankruptcy
Makes a specific factual assertion about Canada's financial status without evidence, presented as a claim rather than opinion.
@sc45 Mar 4, 2025
The only possible explanation to Trump’s behavior is that Putin has blackmail material on him…
The only possible explanation to Trump’s behavior is that Putin has blackmail material on him…
Presents a specific conspiratorial claim about Putin having blackmail on Trump without evidence, framed as explanation for behavior.
@ejestradag Mar 4, 2025
Canada will replace the USA dollar soon and Canada Currency will be used in trade with other countries. \nThe USA will decline. \nGod bless Canada ??
Canada will replace the USA dollar soon and Canada Currency will be used in trade with other countries. \nThe USA will decline. \nGod bless Canada ??
Makes specific factual predictions about currency replacement and economic decline without evidence.
@ahmedabakar5166 Mar 4, 2025
Drumb must be a russian agent ,\nWhat he is doing,is onlygood forn therussian.\nSee the bigger picture.
Drumb must be a russian agent ,\nWhat he is doing,is onlygood forn therussian.\nSee the bigger picture.
Makes unsubstantiated claim that Trump is a Russian agent without evidence, framed as conspiracy theory.
@quidadosoloyo Mar 4, 2025
Trump is just aligning himself with Russia and China…watch and see
Trump is just aligning himself with Russia and China…watch and see
Makes a specific factual claim about Trump's geopolitical alignment without evidence, framed as a conspiracy prediction.
@jackandpiper Mar 4, 2025
This i trump plan cheap labour force in america
This i trump plan cheap labour force in america
Makes an unsubstantiated claim linking Canadian immigration to a Trump plan for cheap labor without evidence.
@SheldonBernard-k7o Mar 4, 2025
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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)