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
Putin's puppet just started USA bankruptcy, what a shame
Putin's puppet just started USA bankruptcy, what a shame
Makes an unsubstantiated claim that Trump caused USA bankruptcy while framing it as a moral failing.
@guillermogomez3346
Mar 4, 2025
We are going to see America different regions separating themselves, especially California.
We are going to see America different regions separating themselves, especially California.
Makes a specific factual prediction about US regional separation without evidence, framed as comparative observation.
@Alpha-sf9bh
Mar 4, 2025
Putin's puppets have marching orders to divide our country, trash our economy, destroy our security, remove us from NATO to eliminate allied relationships. Then Donald can just hand over Ukraine to a murderous thug named …
Putin's puppets have marching orders to divide our country, trash our economy, destroy our security, remove us from NATO to eliminate allied relationships. Then Donald can just hand over Ukraine to a murderous thug named Putin. Pretty much on track, I'd say. They have been bought and sold their souls to the devil.\n\nI support Canada and hope they continue to stand up to the bullies. It breaks my heart that enough people voted for an adjudicated rapist, 34x convicted felon, conman, pathological liar, malignant narcissist grifter who is now calling the shots. He is Putin's puppet... pure and simple, Donald's a traitor!
Presents multiple unverified conspiratorial claims about Trump being Putin's puppet and deliberately sabotaging NATO/Ukraine, combined with moral condemnation.
@joanies6778
Mar 4, 2025
Trump is for his people....Trudeau is against his people because he is a WEF puppet!
Trump is for his people....Trudeau is against his people because he is a WEF puppet!
Makes unverified claim that Trudeau is a 'WEF puppet' without evidence, presenting it as factual assertion.
@eriksam1132
Mar 4, 2025
Hey bro., Trump doesn’t care because he gets more from Putin???
Hey bro., Trump doesn’t care because he gets more from Putin???
Makes an unsubstantiated claim that Trump receives financial benefits from Putin without evidence, framed as a question.
@SexySexyGirl
Mar 4, 2025
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
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
Dig enough and you’ll probably discover we’re paying for asylum rejectees to get happy endings massages.
Dig enough and you’ll probably discover we’re paying for asylum rejectees to get happy endings massages.
Makes an unsubstantiated conspiratorial claim about government spending on asylum rejectees, presented with sarcastic tone.
Saint_Sade
Feb 27, 2026
Just a note on the Khalistanis in Canada. After the Khalistani insurgency in India in the 80s, many Khalistani terrorists moved to Canada after they assassinated the Indian Prime Minister Indira Gandhi. The Canadian government …
Just a note on the Khalistanis in Canada. After the Khalistani insurgency in India in the 80s, many Khalistani terrorists moved to Canada after they assassinated the Indian Prime Minister Indira Gandhi. The Canadian government has been keeping the movement alive in order to mobilize their community for votes. This has caused many diplomatic fallouts with India lately since terrorists from Canada have been causing a resurgence in the movement in India and no one in India wants to deal with this. So essentially, you can't put the Indians and Khalistanis in the same bucket for this video.
Makes specific factual claims about Khalistani terrorists, Canadian government motives, and diplomatic incidents without evidence, while also asserting group distinctions.
angryowl5972
Jan 27, 2026
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 is win win for both Canadian and American politicians they basically evened out the playing field and now both citizens from both countries will have to pay more for things. Easy way to trick …
This is win win for both Canadian and American politicians they basically evened out the playing field and now both citizens from both countries will have to pay more for things. Easy way to trick the citizens we lose they win. They are all in this game together popping bottles and partying.
Presents unsubstantiated conspiracy claim that politicians deliberately collude to harm citizens while enriching themselves, without evidence.
@Matucks
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
How come still nobody knows what Putin has on Trump? What was this secretive meeting in Helsinki years ago about? What was discussed there? Trump being Trump, who lies and who is weak of charactre …
How come still nobody knows what Putin has on Trump? What was this secretive meeting in Helsinki years ago about? What was discussed there? Trump being Trump, who lies and who is weak of charactre and as bribeable and corrupt as they come. Can't put a normal sentence together. Picture that big toddler in a room with Putin and Putin alone.. Nobody knows what was discussed there. Now they have a president picking fights with his allies. He is fumbling at the very basis which NATO, Europe and US stands for, stood for.\nAt this point Trump basically is putting USA into isolation. Putin and Xi couldn't be more happy.
Makes unsubstantiated claims about secret Putin-Trump meetings and undisclosed discussions, framed within geopolitical threat narrative.
@SirG145
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
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)