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
Trudeau is a moron that is desperate to cause a crisis whether it be World War III in Europe or a massive trade war against the US just so he has an excuse to suspend …
Trudeau is a moron that is desperate to cause a crisis whether it be World War III in Europe or a massive trade war against the US just so he has an excuse to suspend democracy and keep the liberal party and power by getting rid of those pesky elections
Makes specific factual claims about Trudeau's motivations and alleged conspiracy to suspend democracy without evidence.
@5857521ManitobaInc
Mar 4, 2025
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Makes a specific factual claim about Hindu dietary practices being the source of a stereotype, presented without evidence.
HandsomeHunkization
Jan 27, 2026
Trump wants trudeau to be gone once he is gone and PP is PM he will immediately take down the tariffs.
Trump wants trudeau to be gone once he is gone and PP is PM he will immediately take down the tariffs.
Makes a specific factual prediction about future tariff policy without evidence or source.
@zwikerbruno
Mar 4, 2025
It’s time Canada calls in the 400 billion marker it owns on USA debt. Maybe save it for later, maybe coordinate with China to call in their own 1 trillion marker. Now that will hurt- …
It’s time Canada calls in the 400 billion marker it owns on USA debt. Maybe save it for later, maybe coordinate with China to call in their own 1 trillion marker. Now that will hurt- and I don’t think/ hope it’ll get there. But, if it comes to it…….?
Presents specific unsubstantiated claims about debt figures and geopolitical leverage without evidence, framed as hypothetical economic threat.
@drcarlsberg3658
Mar 4, 2025
Trump is putins puppet
Trump is putins puppet
Makes a specific factual claim about Trump's relationship to Putin without supporting evidence.
Unverified Claim
0.75
@Linda-l6z8r
Mar 4, 2025
People have very short memories, this guy is a globalist shill...
People have very short memories, this guy is a globalist shill...
Makes an unsubstantiated character claim ('globalist shill') without evidence, combining conspiracy-adjacent language with criticism.
@PeteLogan101
Mar 4, 2025
Donald is never a smart guy. He is Putin's robot.
Donald is never a smart guy. He is Putin's robot.
Unsubstantiated claim that Trump is controlled by Putin presented as fact.
@gee7092
Mar 4, 2025
Isn't Trudeau the same guy who invited a real Ukrainian Nazi WW 2 veteran in his nation? Um yeah. Isn't Trudeau the same guy who wore black face in college? Yes he did it \n …
Isn't Trudeau the same guy who invited a real Ukrainian Nazi WW 2 veteran in his nation? Um yeah. Isn't Trudeau the same guy who wore black face in college? Yes he did it \n Isn't Trudeau the same fascist who stole working class Canadians during COVID bullshit? Yes \n Ok keep it real, Trump's a duchebag like Biden and as a independent voter in America I'm just saying we get the shit sandwich lemmings in both nations voted for or were the only options allowed
Commenter makes multiple specific factual assertions (Nazi veteran invitation, blackface, COVID lockdown theft) presented without evidence, framed as rhetorical questions.
@xenosmann831
Mar 4, 2025
0:32 Trump is a Russian asset kind of makes sense to me, Putin's manchurian candidate or rather Moscow candidate
0:32 Trump is a Russian asset kind of makes sense to me, Putin's manchurian candidate or rather Moscow candidate
Makes an unsubstantiated claim that Trump is a Russian asset/Putin's candidate without evidence.
@jizziejustin
Mar 4, 2025
This clown was sending safe garbage in the Philippines those trash were hazardous mr Duterte's told him to get them back to Canadian soil the trash is back in Canada
This clown was sending safe garbage in the Philippines those trash were hazardous mr Duterte's told him to get them back to Canadian soil the trash is back in Canada
References a specific incident about hazardous waste shipment presented as fact without evidence, though details are vague and potentially fabricated.
@kidmanila2160
Mar 4, 2025
Is Trump a Russian agent?
Is Trump a Russian agent?
Presents a specific factual claim (Trump being a Russian agent) without evidence, though phrased as a question.
Unverified Claim
0.75
@Qstastron
Mar 4, 2025
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
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
??? 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
You wont see or hear for them because Trump and JD are hiding now !
You wont see or hear for them because Trump and JD are hiding now !
Makes a specific factual assertion about Trump and JD hiding without evidence, presented as conspiracy-like claim.
Unverified Claim
0.75
@michelehansen1653
Mar 4, 2025
Tredeau and Zelenski are brothers. They both need US dollars to exist. If we quit feeding them will they go away??
Tredeau and Zelenski are brothers. They both need US dollars to exist. If we quit feeding them will they go away??
Makes unsubstantiated claims about Trudeau and Zelenski's financial dependence on US dollars, framed as a rhetorical question.
@ZachG0311
Mar 4, 2025
Trudumb, a friend dose not take and never return generosity. The current administration is just demonstrating how much of the American tax dollars go to Canada. About $300B, sounds like you all get more than …
Trudumb, a friend dose not take and never return generosity. The current administration is just demonstrating how much of the American tax dollars go to Canada. About $300B, sounds like you all get more than any US state. \n\nFYI: Canada has the best fence in the world…it’s called the United States of America!!!
Makes specific unsupported claim about $300B in US tax dollars going to Canada without evidence, while also comparing nations and asserting identity through nationalist humor.
@bradb799
Mar 4, 2025
My skepticism tells me that Trump is doing this so that US American companies will crash, and his rich buddies will buy the lower price stocks. Buy them out. \n\nI could be wrong, but he …
My skepticism tells me that Trump is doing this so that US American companies will crash, and his rich buddies will buy the lower price stocks. Buy them out. \n\nI could be wrong, but he has proven to us that he cares nothing about others, only himself and his wallet. It’s sick! But I don’t blame Trump anymore. I blame his supporters.
Presents a specific conspiracy theory about Trump's motives (stock manipulation scheme) without evidence, combined with moral condemnation.
@geneedgerton4482
Mar 4, 2025
what did russia ever help US with? ahh election maby?
what did russia ever help US with? ahh election maby?
Presents a speculative factual claim about Russian involvement in US elections without substantiation, framed as a question.
Unverified Claim
0.75
@danielson101
Mar 4, 2025
Nothing happens \nWhen illegals took over US cities Nothing you all did
Nothing happens \nWhen illegals took over US cities Nothing you all did
Makes a specific factual claim ('illegals took over US cities') without evidence, presenting it as established fact.
@Peace-q3k
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)