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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 144 of 162
Trump sold America for Russia Putin
Trump sold America for Russia Putin
Makes a specific factual accusation (Trump sold America to Russia/Putin) presented without evidence, though framed as a moral indictment.
@frankkyereme7125 Mar 4, 2025
That's over 7% of Canada's population...
That's over 7% of Canada's population...
Presents a specific statistical claim (7% of population) without source or context verification.
k.herzog814 Jan 15, 2026
When they arrived here they say they had been scammed, they already know how things work there, but the main reason was to come here and then bring their family.
When they arrived here they say they had been scammed, they already know how things work there, but the main reason was to come here and then bring their family.
Makes specific factual claims about immigrant deception and family reunification schemes without evidence.
nelsontorpull1570 Oct 2, 2025
What a striking contrast between a real leader and someone who is only concerned with bilking an entire country for his own benefit. Follow the $$$. Somehow tRump is benefitting from the downturn in the …
What a striking contrast between a real leader and someone who is only concerned with bilking an entire country for his own benefit. Follow the $$$. Somehow tRump is benefitting from the downturn in the stock market. I'm sure he and his cronies shorted and are reaping the benefits. I'm sure they sold at a high and will wait for the lowest low to get back in. I'm not a conspiracy theorist, but this has to be the rub.
Makes specific unsubstantiated claims about Trump profiting from stock market downturns through coordinated financial manipulation.
@caseydog237 Mar 4, 2025
It's now only a matter of time before the US screws the Australians over.
It's now only a matter of time before the US screws the Australians over.
Makes a speculative claim about future US-Australia relations without evidence, comparing geopolitical outcomes.
@CombatMosquitoTrainer Mar 4, 2025
Could the unthinkable be true? Trump is on Putin's payroll?
Could the unthinkable be true? Trump is on Putin's payroll?
Presents a specific factual claim (Trump on Putin's payroll) framed as a question, but the claim itself is unverified conspiracy-adjacent assertion.
@stevet6676 Mar 4, 2025
That "safehouse" look like student dormitory. Looks like international students running businesses
That "safehouse" look like student dormitory. Looks like international students running businesses
Makes unsubstantiated claims about international students running illegal businesses from a safehouse.
VinegarMoneyGrows Jan 27, 2026
Tramp learns tnings from the best friend Putin?
Tramp learns tnings from the best friend Putin?
Makes an insinuating claim about Trump learning from Putin without evidence, presented with sarcastic tone.
@alinaashubaeva6852 Mar 4, 2025
Fentanyl is just nonsense. There is no reasoning or trying to use logic. The only thing Trump, Vance, and Musk are doing is grabbing power and money. That is the only truth.
Fentanyl is just nonsense. There is no reasoning or trying to use logic. The only thing Trump, Vance, and Musk are doing is grabbing power and money. That is the only truth.
Makes unsubstantiated claims about fentanyl being 'nonsense' and asserts without evidence that Trump/Vance/Musk's motives are purely power/money-seeking.
@PamWaker Mar 4, 2025
Yet today Trudeau said that there was no illegal immigrants crossing from Canada to the United States dude is such a lying ass b****
Yet today Trudeau said that there was no illegal immigrants crossing from Canada to the United States dude is such a lying ass b****
Makes a specific factual claim about Trudeau's statement regarding illegal immigration without providing evidence, then adds a personal attack.
@jeremycanterohioprospecting Mar 4, 2025
We don’t get groceries or gas from Canada
We don’t get groceries or gas from Canada
Makes a factual assertion about U.S. sourcing of groceries and gas without evidence, implying tariffs are unnecessary.
@CarlosZ34NSM Mar 4, 2025
Canada has 30 million people and each state has that population and ur trying to tell me USA doesn’t have more fentynal than Canada and we’re supplying them?.. lmfao
Canada has 30 million people and each state has that population and ur trying to tell me USA doesn’t have more fentynal than Canada and we’re supplying them?.. lmfao
Makes an unsubstantiated claim about fentanyl supply dynamics between Canada and the US, delivered with sarcastic tone.
@undergroundgettingheard8472 Mar 4, 2025
When will Justinder Singh and Hugmeet Singh sent
When will Justinder Singh and Hugmeet Singh sent
Incomplete statement appears to make an unsubstantiated claim about specific individuals without evidence.
Arander-c8e Dec 25, 2025
The world and over 50% of Americans support and stand with you !
The world and over 50% of Americans support and stand with you !
Makes an unsubstantiated statistical claim ('over 50% of Americans') to assert widespread support without evidence.
@hotttt28 Mar 4, 2025
Follow the money... Somalia Scam 2.0
Follow the money... Somalia Scam 2.0
Vague conspiracy theory reference ('Follow the money... Somalia Scam 2.0') suggesting fraudulent immigration schemes without evidence.
Unbiased-z8f Jan 29, 2026
The Ukrainian gouvernement is a murderer to !!!!
The Ukrainian gouvernement is a murderer to !!!!
Makes an unsubstantiated accusation that the Ukrainian government is murderous, off-topic to the video's focus on Canadian immigration.
@francissicnarf2510 Mar 4, 2025
Trump is capitulating to Putin. Whatever Putin has on Trump, it's got to be VERY compromising!
Trump is capitulating to Putin. Whatever Putin has on Trump, it's got to be VERY compromising!
Makes an unsubstantiated claim about Putin having compromising information on Trump without evidence.
@lorraineortega1031 Mar 4, 2025
Of course Trumps been played by Putin,is Putin calling in Trumps loans
Of course Trumps been played by Putin,is Putin calling in Trumps loans
Presents unsubstantiated conspiracy theory about Trump being manipulated by Putin and owing him money without evidence.
@rocarroll1533 Mar 4, 2025
Makes perfect sence dipshits russia has nukes ukraine is dead in the water. Facts facts facts. ? ?
Makes perfect sence dipshits russia has nukes ukraine is dead in the water. Facts facts facts. ? ?
Makes specific factual assertions about geopolitical situations ('Russia has nukes, Ukraine is dead') presented without evidence or sources.
@pjtg024 Mar 4, 2025
They dont want your cars
They dont want your cars
Cryptic assertion about tariffs/trade ('They dont want your cars') presented without evidence or context.
@boatlifelife Mar 4, 2025
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Discourse Taxonomy

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Category Distribution

Primary discourse type assigned to each comment

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)