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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 105 of 162
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
It has never been about fentanyl from the beginning... I think most Americans know that. Some Americans are susceptible to cult leaders, and you have a good one. In office
It has never been about fentanyl from the beginning... I think most Americans know that. Some Americans are susceptible to cult leaders, and you have a good one. In office
Makes an unsubstantiated claim that the issue was never about fentanyl and characterizes Americans as susceptible to cult leaders, blending conspiracy-like framing with identity commentary.
@godwillejiasa570 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
Trump is a Putin asset. Wake the fuck up.
Trump is a Putin asset. Wake the fuck up.
Makes an unsubstantiated claim about Trump being a Putin asset and calls for awareness/action ('wake up').
@buttsexandbananapeels Mar 4, 2025
We don’t need your goods but use sure do need ours another the Americans know who you truly are Justin T a clown ? your no different than the Biden administration and the woke left …
We don’t need your goods but use sure do need ours another the Americans know who you truly are Justin T a clown ? your no different than the Biden administration and the woke left peace to you my friend you’re people should vote you out and become our next state and there won’t be tariffs use come here to do business and as we you are a woke leftist and scared ? of what is to be discovered with Epstein and Clinton’s Obama Chaney we know the truth
Makes vague unsubstantiated claims about Trudeau's character and alleged connections to Epstein/Clinton conspiracies while calling for his removal.
@michealcook3873 Mar 4, 2025
Canada started a trade war a long time ago. \nDairy Products: \nCheese - 245% \nMilk - 270% \nButter - 298% \nPoultry - 238% \nEggs - 163% \nBarley - 160% \nWheat - 94% \nSugar - 265% …
Canada started a trade war a long time ago. \nDairy Products: \nCheese - 245% \nMilk - 270% \nButter - 298% \nPoultry - 238% \nEggs - 163% \nBarley - 160% \nWheat - 94% \nSugar - 265% \nPeanut Butter - 295% \nRice - 150% \nVegetables - 100% \nFish Products - 100% \nLumber - 20% \nShoes - 30% \nCocoa - 30% \nMetals - 25% \nWool - 30% \nTobacco - $100+% \n \nTrump is actually being VERY NICE with a 25% tariff
Presents specific tariff percentages as factual claims without sources to support the assertion that Canada initiated trade war.
@hunter8793 Mar 4, 2025
Trump is here to facilitate downfall of the U.S. and rise of Israel as the next super power. I hope everyone lives long enough to see this and what it means to the world.
Trump is here to facilitate downfall of the U.S. and rise of Israel as the next super power. I hope everyone lives long enough to see this and what it means to the world.
Presents unsubstantiated conspiracy theory about Trump facilitating U.S. downfall and Israeli superpower rise without evidence.
@RatRizzler-j7q 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
they voted a leader that have a criminal record...ridiculus country.....????
they voted a leader that have a criminal record...ridiculus country.....????
Makes a specific factual claim about a leader's criminal record without evidence, combined with dismissive national characterization.
@restytamayo3984 Mar 4, 2025
Trump just doing Putin’s bidding.
Trump just doing Putin’s bidding.
Makes a specific factual assertion (Trump acting as Putin's agent) without evidence, suggesting a conspiracy.
@davidcopeland6809 Mar 4, 2025
Everything is within God's plan, not just NATO, but also the UN. We will witness a dramatic shift in the geopolitical arena, hold on tight folks as we move towards removing the sixth seal - …
Everything is within God's plan, not just NATO, but also the UN. We will witness a dramatic shift in the geopolitical arena, hold on tight folks as we move towards removing the sixth seal - All for the Glory of God.
Makes unsubstantiated claims about geopolitical events being part of divine plan and references apocalyptic religious predictions without evidence.
@EdwinDelPilar-o4n Mar 4, 2025
Chuck Zito, the former head of Hells Angels thinks his longtime friend, Donald Trump is greatest president America ever had. He attended Trump's court hearing. To stop drug trafficking, you have to investigate money laundering. …
Chuck Zito, the former head of Hells Angels thinks his longtime friend, Donald Trump is greatest president America ever had. He attended Trump's court hearing. To stop drug trafficking, you have to investigate money laundering. I'm not sure how committed Donald is to this important aspect of the war against fentanyl.
Presents unverified claim about Chuck Zito's views and Trump's commitment to fentanyl enforcement without evidence.
@victorthurse6027 Mar 4, 2025
Again Canada backstabbing Mexico , Mexico’s other so called trading partner, by siding with the United States in calling the cartels “ terrorist “ in the hopes that the United States, will pardon Canada and …
Again Canada backstabbing Mexico , Mexico’s other so called trading partner, by siding with the United States in calling the cartels “ terrorist “ in the hopes that the United States, will pardon Canada and only attack Mexico…
Makes unsubstantiated claim that Canada is backstabbing Mexico to avoid U.S. attack.
@migueltello4874 Mar 4, 2025
Maybe this is just a stock market manipulation
Maybe this is just a stock market manipulation
Presents a conspiracy theory claim about stock market manipulation without evidence.
@marksmall7790 Mar 4, 2025
Something fishy is behind all this movements, it’s like creating problems to come up with solutions that will benefit someone .
Something fishy is behind all this movements, it’s like creating problems to come up with solutions that will benefit someone .
Asserts a conspiracy theory about hidden agendas behind policy movements without providing evidence.
@8355069 Mar 4, 2025
Trudeau and Putin commies alike and that is why president Trump deals with them the same way.\nTrump will always prevail, you know why, he's got God on his side.
Trudeau and Putin commies alike and that is why president Trump deals with them the same way.\nTrump will always prevail, you know why, he's got God on his side.
Unfounded assertion that Trudeau and Putin are communists, combined with religious/ideological framing of Trump.
@mikerigatos2939 Mar 4, 2025
I mean he’s certainly well spoken Im sure we all can agree but factual….not so much. People do your research on Chinese Triad gang members buying up real estate in Vancouver to launder money from …
I mean he’s certainly well spoken Im sure we all can agree but factual….not so much. People do your research on Chinese Triad gang members buying up real estate in Vancouver to launder money from drug sales. There is no doubt a growing problem in Canada that is impacting the US. By the numbers Canada illegal border crossings and Fentanyl crossing volume might pale in comparison to Mexico but it’s important to note that it’s still a rising problem they’ve yet to fully understand. Look at how much of the Northern US border is unguarded compared to the southern border. This tariff war between the US and Canada is no doubt a problem but Canada is absolutely a part of the reason it exists. In the end please remember there’s always two sides to every story and mainstream media is anything but objective when it comes to how they cover them.
Presents specific factual claims about Chinese Triad money laundering, border crossings, and fentanyl volumes without evidence while critiquing media objectivity.
@Thecultureguy Mar 4, 2025
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Classifier Confidence

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Discourse Over Time

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Category Co-occurrence

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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)