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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 96 of 162
He works for Putin.. the traitor is totally compromised
He works for Putin.. the traitor is totally compromised
Makes a specific factual claim ('He works for Putin') without evidence, presented as conspiracy-like assertion about political compromise.
@TelemakUlysses31 Mar 4, 2025
This kind of scam cannot happen without support on both ends.
This kind of scam cannot happen without support on both ends.
Makes vague allegation of systemic corruption and fraud without specific evidence or details.
paevents8064 Oct 2, 2025
Trump is KGB
Trump is KGB
Makes a specific factual claim (Trump is KGB) without evidence, presented as assertion.
@donnafennell6739 Mar 4, 2025
I think this is because of the free amount of billions you get from the USA with nothing in return. Nothing so why should we help! Why is some of your government talking to Trump …
I think this is because of the free amount of billions you get from the USA with nothing in return. Nothing so why should we help! Why is some of your government talking to Trump privately about joining the USA as another state. I believe this will happen!
Makes unsubstantiated claims about US aid to Canada and alleges private government discussions about joining the US as a state without evidence.
@tazman19907 Mar 4, 2025
Trump said Zelensky was trying to push ww3 and he wasnt wrong. Zalensky is using his donars as attack dogs to make threats. Think about that! The President who is putting his countries best interests …
Trump said Zelensky was trying to push ww3 and he wasnt wrong. Zalensky is using his donars as attack dogs to make threats. Think about that! The President who is putting his countries best interests first agaisnt the tyrants that have been dictating all of our lives around the world. The problem isn't Trump and Musk, its all the globalists that want to suffocate the planet. The only thing it will take to make you wake up to the delusions, is if you lose all the creature comforts you relish, the status quo has changed and none of you can handle it.
Makes unsubstantiated claims about Zelensky's intentions, globalist conspiracies, and societal collapse without evidence.
@DartFrog815 Mar 4, 2025
Trudeau is the lying murderous son of Castro
Trudeau is the lying murderous son of Castro
Makes inflammatory factual claims about Trudeau without evidence (lying, murderous, Castro connection).
@johnstewart150 Mar 4, 2025
Trump and Vance are clear Russian agents. Proud of Canada for standing up to this dumb ass administration. Embarrassed to be American even though I didn’t choose this President. These administration obviously has no idea …
Trump and Vance are clear Russian agents. Proud of Canada for standing up to this dumb ass administration. Embarrassed to be American even though I didn’t choose this President. These administration obviously has no idea what they are doing or purposely spreading chaos.
Asserts without evidence that Trump and Vance are 'Russian agents,' combined with moral disapproval of the administration.
@paradisepetcare9669 Mar 4, 2025
Cross canada mostly Indians are making our country duty. Deceptive should thrown out of canada.
Cross canada mostly Indians are making our country duty. Deceptive should thrown out of canada.
Makes unsubstantiated claims about immigrants harming the country and calls for deportation without evidence.
cmssinc214 Oct 3, 2025
Why are those 2 people standing behind him trying not to smile when Trudeau is making up that Trump wants a trade war and he's siding with Putin? This guy is trying to start problems …
Why are those 2 people standing behind him trying not to smile when Trudeau is making up that Trump wants a trade war and he's siding with Putin? This guy is trying to start problems and spreading lies to keep the division going!!! That is the whole plan with this whole Ukraine deal!!! Stop funding the wars and we could all move forward not with this BS!!!
Makes unsubstantiated claims about Trudeau spreading lies and a hidden agenda involving Ukraine funding, framed as conspiracy.
@JoseLopez-md6lx Mar 4, 2025
Who froze accounts of the truckers? Trudeau is a dictator.
Who froze accounts of the truckers? Trudeau is a dictator.
Makes an accusation about account freezing and labels the PM a dictator without substantiation.
@Blip-Quip Mar 4, 2025
If you watch CNN ? you are part of the problem LOL check on WHO pays them to spin the narrative!\n\nWar? Dictator ? Those are some strong and exaggerated words. As a diplomat he should …
If you watch CNN ? you are part of the problem LOL check on WHO pays them to spin the narrative!\n\nWar? Dictator ? Those are some strong and exaggerated words. As a diplomat he should know better ? just protect the borders like a good neighbor and you won’t have any issues … I think the US will be ok. \n\nCanada ?? has been an open border, ask all your DoorDash and Uber drivers in the US where they are coming from !!!! They all say Canada… Indians, Turkish, Palestine, Hispanics… quit lying ?\n\nJust because he speaks gently doesn’t mean he ain’t full of ?\n\n“Donald” uhmm President Trump .. homeboy shows little respect … for the president the entire country chose.
Makes specific factual claims about DoorDash/Uber drivers' nationalities and Canada's border policy without evidence, combined with criticism of media and diplomatic language.
@Dragonfly_magictarot Mar 4, 2025
Democrats !!! Are behind all of this trying to destroy Trump
Democrats !!! Are behind all of this trying to destroy Trump
Asserts without evidence that Democrats are orchestrating events to destroy Trump, presenting a conspiracy theory.
@rafealrafeal6716 Mar 4, 2025
No doubts \nDemocrats are all behind this
No doubts \nDemocrats are all behind this
Makes unsupported factual assertion that Democrats are unified behind a specific position without evidence.
@rafealrafeal6716 Mar 4, 2025
love that these Canada first businesses still cannot seem to hire Canadians, as store after store is staffed by indians.
love that these Canada first businesses still cannot seem to hire Canadians, as store after store is staffed by indians.
Makes a specific factual claim about hiring patterns ('store after store is staffed by indians') without evidence, framed within identity-based concern about 'Canada first' businesses.
@MH-lz3gp Mar 4, 2025
Trump is a felon
Trump is a felon
Makes a specific factual claim about Trump's criminal status without providing evidence or context.
@couettou5594 Mar 4, 2025
trump intentionally creates chaos. is he looking to create a crises so he has an excuse to declare martial law and seize dictatorial power?
trump intentionally creates chaos. is he looking to create a crises so he has an excuse to declare martial law and seize dictatorial power?
Makes unsubstantiated claims about Trump's intentions to declare martial law and seize power, framed as conspiracy theory.
@boonstein9949 Mar 4, 2025
Trump is not a smart man. He is Putin's stooge. He is Elon's fool.
Trump is not a smart man. He is Putin's stooge. He is Elon's fool.
Makes unsubstantiated claims about Trump's intelligence and alleged connections to Putin and Elon Musk without evidence.
@paulinecowan9066 Mar 4, 2025
All the low quality colleges, universities are full of them!
All the low quality colleges, universities are full of them!
Makes an unsubstantiated claim that educational institutions are 'full of' immigrants (implied low-quality students), without providing evidence or context.
HunCan0809 Oct 3, 2025
Brampton = organized crime... wars 4
Brampton = organized crime... wars 4
Makes an unsubstantiated factual claim linking a specific city to organized crime without evidence.
bramptoncrimevideos Oct 7, 2025
Lol you would literally have a better chance just walking in the woods yourself and crossing. There isnt a fence near maine or vermont. U can just do it
Lol you would literally have a better chance just walking in the woods yourself and crossing. There isnt a fence near maine or vermont. U can just do it
Provides false information about border security vulnerabilities as a statement of fact.
MrJol420 Jan 28, 2026
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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)