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
It’s embarrassing that that none of these educated “leaders” still haven’t figured out that trump is wholly owned and operated by putin. It’s been obvious for almost a decade now.
It’s embarrassing that that none of these educated “leaders” still haven’t figured out that trump is wholly owned and operated by putin. It’s been obvious for almost a decade now.
Makes a specific conspiratorial claim ('Trump is wholly owned and operated by Putin') presented as obvious fact without evidence.
@Janman815
Mar 4, 2025
Trump isn't working for America. He's working for Putin. He WANTS to crash economy.
Trump isn't working for America. He's working for Putin. He WANTS to crash economy.
Makes unsubstantiated claims about Trump's allegiances and intentional economic sabotage without evidence.
@helenpatterson3858
Mar 4, 2025
This is what happens when you have a russian asset in the White house
This is what happens when you have a russian asset in the White house
Presents an unsubstantiated conspiracy claim that a political figure is a 'russian asset' without evidence.
@ravagyan
Mar 4, 2025
He promised Putin Ukraine as long as he could have Canada...
He promised Putin Ukraine as long as he could have Canada...
Presents a specific fabricated claim about Trump trading Ukraine for Canada without evidence, framed as a conspiracy.
@ep4115
Mar 4, 2025
Hey trudey, you, biden and trump are aligned with a murderous terro1st that goes by BB, how is he different than putin? One of you liberals can answer that
Hey trudey, you, biden and trump are aligned with a murderous terro1st that goes by BB, how is he different than putin? One of you liberals can answer that
Makes an unsubstantiated factual claim that Trudeau, Biden, and Trump are aligned with a terrorist without providing evidence.
@CaliPaliGuy
Mar 4, 2025
Trump must’ve made a ——->personal,,,$,,, <——-DEAL <——- with Putin to act dummy like this, absolute nonsense, a narcissist only thinks about himself,, he, him and himself only, time to get in the street and the …
Trump must’ve made a ——->personal,,,$,,, <——-DEAL <——- with Putin to act dummy like this, absolute nonsense, a narcissist only thinks about himself,, he, him and himself only, time to get in the street and the White House and make Trump feel what he has done to the other party before! July 6 seems like a good time!
Makes unsubstantiated claim about a secret deal between Trump and Putin, then calls for street action.
@daniellapierre9798
Mar 4, 2025
trump is a traitor doing Putins bidding.
trump is a traitor doing Putins bidding.
Makes a specific factual assertion ('Trump is a traitor doing Putin's bidding') presented without evidence.
Unverified Claim
0.80
@rkeithlloyd
Mar 4, 2025
I think that Trump is far more dangerous than most people understand. He just bought the Panama Canal. He wants the soon to be viable NW passage. Add Greenland to the list… this has nothing …
I think that Trump is far more dangerous than most people understand. He just bought the Panama Canal. He wants the soon to be viable NW passage. Add Greenland to the list… this has nothing to do with boarder issues. This is about him taking the trillion a year that these trade routs will give him and then giving Europe to Putin.
Makes specific unsubstantiated claims about Trump buying the Panama Canal and a geopolitical conspiracy involving Putin.
@DiannaHoover
Mar 4, 2025
Yes but Putin is Trump’s friend and boss
Yes but Putin is Trump’s friend and boss
Makes a specific factual assertion about Trump-Putin relationship ('Putin is Trump's friend and boss') without evidence.
Unverified Claim
0.80
@kevanbygate9485
Mar 4, 2025
Canada had a 175% tariff on fucking milk for years get the fuck out of here
Canada had a 175% tariff on fucking milk for years get the fuck out of here
Asserts a specific tariff statistic (175% on milk) without evidence while comparing Canada's past practices to current criticism.
@ketone131
Mar 4, 2025
I used to think that the idea that Trump is a Russian asset was just a conspiracy theory. I am not sure of that now as how else to you explain why Trump is doing …
I used to think that the idea that Trump is a Russian asset was just a conspiracy theory. I am not sure of that now as how else to you explain why Trump is doing everything he can to undermine the USA? Why else would you cause a breech between the US and our allies Canada and Mexico? Why else would he destroy the infrastructure of our country through Musk and Doge? Why else would you stop all aid to Ukraine? Why would you stop cyber operations targeting Russia? Why would he set up an operation to humiliate the leader of an allied country fighting for its life against Russian aggression? Why would you send your vice president to Germany and have him insult our allies and not meet with the leadership of the country but rather meet with the essentially neo-Nazi Alternative for Germany? None of this--and many other actions--makes sense unless you begin to understand that Trump is actively trying to weaken our country to the benefit of the Russians. I know it is hard to believe but I can find no other explanation.
Presents a conspiracy theory that Trump is a Russian asset without substantiating evidence, framing it as the only logical explanation.
@jfranklinrogers1
Mar 4, 2025
What a moron. Nothing but bullshit and rhetoric comes out of his mouth. His father ,Fidel Castro, would be proud.
What a moron. Nothing but bullshit and rhetoric comes out of his mouth. His father ,Fidel Castro, would be proud.
Makes an unsubstantiated conspiracy claim about parentage while criticizing the political figure's rhetoric.
@TheBlaineFindley
Mar 4, 2025
Trump is putin his puppet... wake up
Trump is putin his puppet... wake up
Makes an unsubstantiated claim that Trump is Putin's puppet, presented as factual assertion without evidence.
@merlijnalssema4504
Mar 4, 2025
Trump wants people to start shooting so he can impose martial law.
Trump wants people to start shooting so he can impose martial law.
Makes an unverified conspiracy claim that Trump is orchestrating violence to justify martial law.
@bw8685
Mar 4, 2025
Only thing is 1% that we know of..how much REALLY is going through?
Only thing is 1% that we know of..how much REALLY is going through?
Makes an unsubstantiated claim about hidden smuggling activity without evidence, implying government concealment.
@lucistheband6540
Mar 4, 2025
Tradeau is the son of Fidel Castro and just got done grabbing guns and cutting off pay from his countries citizens.. let’s talk about Russia and a dictator ?
Tradeau is the son of Fidel Castro and just got done grabbing guns and cutting off pay from his countries citizens.. let’s talk about Russia and a dictator ?
Makes unsubstantiated claims about Trudeau's parentage and actions (gun seizure, pay cuts) presented as fact.
@duhsquirrelking9778
Mar 4, 2025
Trump will invade Canada to take its natural resources.. The trade war is just step one
Trump will invade Canada to take its natural resources.. The trade war is just step one
Presents a specific factual claim (Trump will invade Canada for resources) without evidence, framed as conspiracy theory escalation.
@thorsteinboserup-v4o
Mar 4, 2025
This guy legalized fentanyl ingredients in his country ?♂️
This guy legalized fentanyl ingredients in his country ?♂️
Makes a specific factual claim about Trudeau legalizing fentanyl ingredients without evidence.
Unverified Claim
0.80
@jeremytheballer2
Mar 4, 2025
I have read in several places that the US border force believe that the majority of fentyamal ingredients are flown in to the US.
I have read in several places that the US border force believe that the majority of fentyamal ingredients are flown in to the US.
Cites unverified information from unnamed sources about fentanyl trafficking patterns presented as fact.
Unverified Claim
0.80
@hawklord100
Mar 4, 2025
trump is gonna cripple the United States so he can sell us to Russia! Someone start impeachment please!
trump is gonna cripple the United States so he can sell us to Russia! Someone start impeachment please!
Commenter makes unsubstantiated claim about Trump selling the US to Russia, paired with a call for impeachment.
@shannellwhy6639
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)