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
Trump is on his revenge tour ….get back at anyone who made fun of, bad mouthed , fought against his elections , tried to undo his policies . He is going after everyone , the …
Trump is on his revenge tour ….get back at anyone who made fun of, bad mouthed , fought against his elections , tried to undo his policies . He is going after everyone , the Hunter Biden political problems , all the old problems , he is now extracting revenge on ALL who crossed him over the pass 8 years . .
Makes specific factual claims about Trump's motivations and actions (revenge tour, targeting specific people) presented without evidence.
@FredPhillippe
Mar 4, 2025
The US billionaires aren't complaining...now why is that?
The US billionaires aren't complaining...now why is that?
Makes an implicit factual claim (that US billionaires aren't complaining) without evidence, suggesting a hidden truth.
Unverified Claim
0.75
@alcoolbc
Mar 4, 2025
You all are a new org, find out what Putin has on Trump, period!
You all are a new org, find out what Putin has on Trump, period!
Makes an unsubstantiated claim about Putin having compromising information on Trump, framed as a directive.
@bennettwallace6004
Mar 4, 2025
You need to stop watching the mainstream media! Perhaps then you would know what the facts are! \nOops, nevermind, you know the truth, you're just too disgusting to speak it!!!
You need to stop watching the mainstream media! Perhaps then you would know what the facts are! \nOops, nevermind, you know the truth, you're just too disgusting to speak it!!!
Commenter makes an unsubstantiated claim that the listener is ignoring facts and hiding truth, while attacking their character.
@tammybrenner8358
Mar 4, 2025
Trump bff is Putin...in short Canada was replaced by Russia?
Trump bff is Putin...in short Canada was replaced by Russia?
Presents a conspiratorial claim that Canada was 'replaced by Russia' without evidence, framed as a question.
@jamescarpenter3490
Mar 4, 2025
most people do not seem to get, that trump is the face of the majority of americans. the great majority is on board with what trump is doing. unfortunately.
most people do not seem to get, that trump is the face of the majority of americans. the great majority is on board with what trump is doing. unfortunately.
Makes an unsubstantiated claim that 'the great majority' of Americans support Trump's policies without evidence.
@jch7199
Mar 4, 2025
It’s so CLEAR that trump is being played like a fiddle by putin, its all being played out in front of our eyes in real time and people are still denying it
It’s so CLEAR that trump is being played like a fiddle by putin, its all being played out in front of our eyes in real time and people are still denying it
Makes a specific factual claim about Trump being manipulated by Putin without evidence, framed as obvious truth.
@Artinthecorridor
Mar 4, 2025
Trump is just a face Elon is the mastermind behind all this.\nCanada is great and will be a great country regardless of the obstacles.
Trump is just a face Elon is the mastermind behind all this.\nCanada is great and will be a great country regardless of the obstacles.
Makes an unsubstantiated claim about Elon being the mastermind while expressing patriotic solidarity with Canada.
@redr4074
Mar 4, 2025
He wants our Country for all of its natural resources and open land area probably to generate power for his AI plants !
He wants our Country for all of its natural resources and open land area probably to generate power for his AI plants !
Presents an unsubstantiated claim about Trump's hidden motives regarding Canadian resources and AI infrastructure.
@leannestrickland3638
Mar 4, 2025
a historian on LCI 4 months ago explains why Trumps admirers the KGB= RUSSIA, that have pulled him out of debt and has been grooming him since the 80’s. He is turning the USA into …
a historian on LCI 4 months ago explains why Trumps admirers the KGB= RUSSIA, that have pulled him out of debt and has been grooming him since the 80’s. He is turning the USA into a Russian annexe
Makes specific factual claims about Trump's financial ties to Russia and KGB grooming without evidence, while comparing US to Russia.
@regulatepropaganda
Mar 4, 2025
Elon Musk was kicked out of Canada.
Elon Musk was kicked out of Canada.
Presents a specific factual claim about Elon Musk being kicked out of Canada without evidence or context.
Unverified Claim
0.75
@POORANDBROKECITIZEN
Mar 4, 2025
I think this is exactly as you say, trump being played by putin. What does Putin get from it...maybe trump sending US military (boots on the ground) to replace the North Korean fodder on the …
I think this is exactly as you say, trump being played by putin. What does Putin get from it...maybe trump sending US military (boots on the ground) to replace the North Korean fodder on the Russian frontline in Ukraine...?
Presents specific conspiratorial claims about Trump being manipulated by Putin and military deployment without evidence.
@brendafuqua949
Mar 4, 2025
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
Oh no.... and listen to the propaganda thrown in. Even his own people do not like him. Real talk now, The people that own our Congress own all the media outlets right? Is this why …
Oh no.... and listen to the propaganda thrown in. Even his own people do not like him. Real talk now, The people that own our Congress own all the media outlets right? Is this why they're doing this? propaganda against their own people to fool the loud and young? Who but Congress have anything to lose??
Conspiracy theory claims about media ownership, Congress control, and propaganda without evidence.
@myunihausen
Mar 4, 2025
Trumps tariff wars are smoke. What is his real agenda he wants to hide by keeping us busy with this?
Trumps tariff wars are smoke. What is his real agenda he wants to hide by keeping us busy with this?
Presents a conspiratorial claim about Trump's hidden agenda without evidence, framed as a rhetorical question to suggest deception.
@RusTsea196T
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.
Unverified Claim
0.75
@agvitarinalubis6347
Mar 4, 2025
Trump is for the great reset. They want everyone out of power except for white males. He wants corruption and crime to be associated with the Russian KGB. Hello maga crypto crime. If he’s not …
Trump is for the great reset. They want everyone out of power except for white males. He wants corruption and crime to be associated with the Russian KGB. Hello maga crypto crime. If he’s not impeached fast, we’re not accused of manipulating the world economy, the rest of the world that is for social equality will not make it through.
Makes unsubstantiated claims about Trump's involvement in a 'great reset,' KGB connections, and crypto crime without evidence, framed as existential threat.
@regulatepropaganda
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
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)