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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 127 of 162
Yeah theres a drop in fentynal seizures because you quit documenting them. These are the sick tactics the left uses. They are evil
Yeah theres a drop in fentynal seizures because you quit documenting them. These are the sick tactics the left uses. They are evil
Asserts without evidence that fentanyl seizure data is being manipulated and accuses the government of deceptive tactics.
@Realismike Mar 4, 2025
Brampton has a far larger population than 800k. What planet are you people on? Even the welcome to Brampton signs state well over a million and those signs are at least a decade or more …
Brampton has a far larger population than 800k. What planet are you people on? Even the welcome to Brampton signs state well over a million and those signs are at least a decade or more old.
Challenges the video's population figure for Brampton with a specific factual claim presented without evidence.
mikepapotto9084 Jan 3, 2026
Donald Trump and his gangsters are preparing for the biggest heist in the history of the world , they will deplete Americans of all they have,....and after that they will look for asylum in Russia.
Donald Trump and his gangsters are preparing for the biggest heist in the history of the world , they will deplete Americans of all they have,....and after that they will look for asylum in Russia.
Makes specific unfounded claims about Trump planning a 'heist' and fleeing to Russia without evidence, combining conspiracy thinking with alarmism.
@ANVAL125 Mar 4, 2025
But what was trump taking about when he said we give them billions of dollars of free money every year I believe that’s why we got here us Americans are wiping everyone’s ass and when …
But what was trump taking about when he said we give them billions of dollars of free money every year I believe that’s why we got here us Americans are wiping everyone’s ass and when the toliet paper runs out we have to buy more we want you guys to start buying us toliet paper wipe our ass
References Trump's unsubstantiated claim about U.S. giving 'billions of dollars of free money' to Canada without evidence.
@Cujo-b1b Mar 4, 2025
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Makes specific factual claim about Trump breaking trade deals and unsubstantiated allegation about Russian payroll without evidence.
@PhilLevesque-g6u Mar 4, 2025
Sadly, it seems America is shutting down for project 25 and America first. When you look at how the people given power by trump, it is the only conclusion
Sadly, it seems America is shutting down for project 25 and America first. When you look at how the people given power by trump, it is the only conclusion
Makes an unsubstantiated claim that 'America is shutting down for project 25' while expressing alarm about Trump's appointees.
@Michaela-bk3mm Mar 4, 2025
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
Makes unsubstantiated claims about de-dollarization and U.S. financial capacity without evidence.
@AshishBagade-hv4el Mar 4, 2025
Trump doesnt kno da true meaning of friend. So Da People are in trouble. And We Da People didnt vote him in. Da secret dark in da back did. Have no one notice dat NOBODY …
Trump doesnt kno da true meaning of friend. So Da People are in trouble. And We Da People didnt vote him in. Da secret dark in da back did. Have no one notice dat NOBODY ever liked trump dat much to vote him in. Many/majority People been hating on trump since his first run. Powerful people in da background put him in anyway
Makes unsubstantiated claims about Trump being installed by 'powerful people in the background' despite lack of popular support.
@vakilmuhammad5399 Mar 4, 2025
No one in India eat cow poop that's old man is lier thats the only one person in village of gaumatipura in the video of cow poop festival
No one in India eat cow poop that's old man is lier thats the only one person in village of gaumatipura in the video of cow poop festival
Disputes a specific factual claim about cow dung consumption practices with a counter-claim about a single village incident.
DeepakKumar-tp5sz Jan 27, 2026
Trudeau compared all the crime these people are committing to all the Italians that came here in the early and mid 1900's. What an insult.
Trudeau compared all the crime these people are committing to all the Italians that came here in the early and mid 1900's. What an insult.
Makes a specific factual claim about Trudeau's statement and immigrant crime without evidence, framed as insulting.
johnb5519 Feb 18, 2026
Refugees gets $224/day, about 81k yearly. Who wouldn’t want to come
Refugees gets $224/day, about 81k yearly. Who wouldn’t want to come
Presents a specific financial claim about refugee benefits without evidence, implying this attracts immigration.
stevev4863 Nov 21, 2025
The administrative people that are approving these applications are from India too. I am a canadian business man that tried 2 times to bring a visitor over from another country on a visit . Was …
The administrative people that are approving these applications are from India too. I am a canadian business man that tried 2 times to bring a visitor over from another country on a visit . Was declined 2 times and at the bottom of the rejection letter was signed by somone from india
Makes specific factual claim about immigration officials being from India without evidence, combined with personal anecdote about visa rejection.
davehallinan6334 Nov 24, 2025
ITS ABOUT WORLD CONTROL WITH TRUMP PUTIN KIM IRAN
ITS ABOUT WORLD CONTROL WITH TRUMP PUTIN KIM IRAN
Makes an unsubstantiated conspiracy claim linking Trump, Putin, Kim, and Iran to world control without evidence.
@writetrace 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
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
They are all in Surrey, Abbotsford and Vancouver.
They are all in Surrey, Abbotsford and Vancouver.
Asserts a specific geographic concentration claim about immigrants without supporting evidence or context.
mitchellyardanoff4666 Dec 7, 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
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
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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)