Research Tools
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
They’re obviously trying to withdraw information 💀
They’re obviously trying to withdraw information 💀
Makes a vague factual assertion ('they're withdrawing information') without evidence, though the claim is ambiguous and could be interpreted as opinion.
Unverified Claim
0.65
TeddyB3ARGaming
Sep 30, 2025
Trump’s rich friends who can’t compete with Canada have paid Trump to make things more expensive, so they can gouge Americans with high prices we need to accept, because we now have no alternative.
Trump’s rich friends who can’t compete with Canada have paid Trump to make things more expensive, so they can gouge Americans with high prices we need to accept, because we now have no alternative.
Presents a specific conspiratorial claim about Trump's wealthy backers manipulating trade policy without evidence.
@CarlosCruz-cu1km
Mar 4, 2025
I’ve said it a million times. Waste of time to even reason with Trump communists and totalitarian ideas. Just ask anyone now who is 55 years old or older and grew up in - say …
I’ve said it a million times. Waste of time to even reason with Trump communists and totalitarian ideas. Just ask anyone now who is 55 years old or older and grew up in - say - Eastern Europe or the Soviet Union. These commies will tell you anything … black is white, what you see it’s not what we see, it’s just not to be reasoned with. Exactly like the Canadian PM says, just trust him! They did all they had been asked to do and now the US gov says “no, you didn’t, no it’s not enough”. It’s a communist lie. If Canada did twice as much as needed, they would have said the same, lame lies. ? Lastly, this is all from the Soviet playbook, way before Putin and it’s still their “playbook”.
Makes specific claims about communist tactics and Soviet playbook without evidence, comparing Trump administration to communist regimes.
@robertpdxusa
Mar 4, 2025
And the Majority voted for him!
And the Majority voted for him!
Commenter makes a factual assertion about electoral outcomes without context or evidence, presented as a standalone claim.
Unverified Claim
0.65
@dawnjones3148
Mar 4, 2025
What Trump wants is Putin. He is only making excuses to take Canada and Mexico out and he only wants Putin.
What Trump wants is Putin. He is only making excuses to take Canada and Mexico out and he only wants Putin.
Makes unsubstantiated claim that Trump's tariff actions are a pretext to annex Canada and Mexico for Putin's benefit.
@luz351
Mar 4, 2025
現在のところ、カナダ国際空港は、民間機離発着を、禁止されてますので、七種族worm蟲達の国外退去御命令発動は、貨物タンカー乗船です。
現在のところ、カナダ国際空港は、民間機離発着を、禁止されてますので、七種族worm蟲達の国外退去御命令発動は、貨物タンカー乗船です。
Makes unsubstantiated claims about Canadian airport restrictions and deportation orders without evidence.
Unverified Claim
0.65
SokLong-h5g
Dec 10, 2025
This is retribution to all Americans for not electing him in 2019. Trump IS that kind of person.
This is retribution to all Americans for not electing him in 2019. Trump IS that kind of person.
Makes an unsubstantiated claim about Trump's motivations as retribution, with character assertion.
@cyclenut
Mar 4, 2025
Tariffs is an equal to the sanctions. They are one of the primary objectives Orange agent should accomplish on his duty. The revenge of the Sith
Tariffs is an equal to the sanctions. They are one of the primary objectives Orange agent should accomplish on his duty. The revenge of the Sith
Makes an unsubstantiated claim equating tariffs to sanctions and references vague political objectives without evidence; uses comparative framing with Star Wars metaphor.
@spaceman01
Mar 4, 2025
This is absolute lies.
This is absolute lies.
Blanket accusation of falsehood without specific evidence, suggesting the video or claims are dishonest.
Unverified Claim
0.65
dougmackinnon5346
Dec 29, 2025
Blah blah blah everything‘s gonna work out great for the US in time. Sorry to tell you people this but that’s the fact.
Blah blah blah everything‘s gonna work out great for the US in time. Sorry to tell you people this but that’s the fact.
Asserts a factual claim ('everything's gonna work out great for the US') presented as fact without evidence or reasoning.
Unverified Claim
0.65
@VeechMobil
Mar 4, 2025
FSB agent Donald Trump
FSB agent Donald Trump
Makes an unsubstantiated factual claim that Trump is an FSB agent without evidence.
Unverified Claim
0.65
@juuhaa1
Mar 4, 2025
US wanys war with Canada and alied with Russia. Agent Krasnov is activated.
US wanys war with Canada and alied with Russia. Agent Krasnov is activated.
Makes unsubstantiated claims about US-Canada war intentions and Russian alliance without evidence, framed as conspiracy.
@Pifagorass
Mar 4, 2025
Todo el que se limpie el ojete con la mano...es un parásito 🪱👹🫵🏾
Todo el que se limpie el ojete con la mano...es un parásito 🪱👹🫵🏾
Dehumanizing statement in Spanish making false generalizations about a group using crude stereotypes and insults.
reallycualitypro3490
Jan 27, 2026
They made a special place near Toronto where they spread cremated remains into the waterway.
They made a special place near Toronto where they spread cremated remains into the waterway.
States a specific factual claim about cremation practices near Toronto without evidence, presented as problematic.
Unverified Claim
0.65
madelinebock6469
Aug 29, 2025
I believe this is intentional
I believe this is intentional
Vague assertion of intentional government conspiracy without evidence or elaboration.
Unverified Claim
0.65
KYMSTANIER-iu6jr
Feb 27, 2026
He said bye and came back ? trump found replacements so don’t cry do whatever you can .get some money from Islamic regim of Iran
He said bye and came back ? trump found replacements so don’t cry do whatever you can .get some money from Islamic regim of Iran
Makes unsubstantiated claims about Trump's actions and Iran's involvement without evidence, mixed with alarmist framing.
@misaghg5151
Mar 4, 2025
Some of Canadian citizens have been greedy with the USA electric companies they own.
Some of Canadian citizens have been greedy with the USA electric companies they own.
Makes a specific factual assertion about Canadian citizens and US electric companies without evidence, framed as economic criticism.
@LenaGonzales-h6j
Mar 4, 2025
The government of Canada expulsion of drug trafficking and prostitution schemes of scams from illegally immigrats
The government of Canada expulsion of drug trafficking and prostitution schemes of scams from illegally immigrats
Makes unsubstantiated claims linking illegal immigrants to drug trafficking, prostitution, and scams without evidence.
bff1586
Jan 15, 2026
CANADA IS LIKE THAT! WE CAN'T GO TO CANADA .WE ALL GET CHECK ! ASIAN HERE
CANADA IS LIKE THAT! WE CAN'T GO TO CANADA .WE ALL GET CHECK ! ASIAN HERE
Makes a vague, unsubstantiated claim about Canada's immigration system ('WE ALL GET CHECK') while asserting ethnic identity.
IM_THAT_THING
Dec 11, 2025
The craziest thing is that the trade agreements between the USA, Canada and Mexico were signed by Trump during his first term!
The craziest thing is that the trade agreements between the USA, Canada and Mexico were signed by Trump during his first term!
Presents a specific factual claim about trade agreements signed by Trump without supporting evidence or context.
Unverified Claim
0.65
@McCainnn
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)