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
There is absolutely NO integration. Not good.
There is absolutely NO integration.
Not good.
Makes a blanket factual claim about lack of immigrant integration without evidence or qualification.
axelfoley1406
Dec 31, 2025
He's purposely ruining the United States to hand over to Russia. He's doing the bidding for Putin. How are we going to stop him? He needs to be stopped.The american people didn't ask for any …
He's purposely ruining the United States to hand over to Russia. He's doing the bidding for Putin. How are we going to stop him? He needs to be stopped.The american people didn't ask for any of this!!!
Presents unverified conspiracy claim that Trump is deliberately sabotaging the US for Russia, combined with urgent call to stop him.
@kellidewey8723
Mar 4, 2025
Elon Musk must be kicked out of USA and in JAIL he is into the Mexican carteles with TRMP. I’m a Mexican German American and Canada ?? controls very well their borders TRMP is a …
Elon Musk must be kicked out of USA and in JAIL he is into the Mexican carteles with TRMP. I’m a Mexican German American and Canada ?? controls very well their borders TRMP is a liar! The drugs flow from US to Canada and illegal guns to Mexico
Makes specific unverified claims about Elon Musk and cartels, calls for imprisonment, and compares border control between countries.
@DJHONEYLAND
Mar 4, 2025
Impeach Trump and all our troubles go away.Trump is a Russian “plant”. I believe it started during Putins first visit to the USA 20/30 years ago!\n\nI watched Trump the first time Putin visited the US …
Impeach Trump and all our troubles go away.Trump is a Russian “plant”. I believe it started during Putins first visit to the USA 20/30 years ago!\n\nI watched Trump the first time Putin visited the US and was on tv -Trump was in aw of Putin ( a murdering Thug). I truly believe Trump is a plant for Putin. He should be impeached immediately! Trump is fan of Putin a murdering thug. Trump is must go!
Presents unsubstantiated conspiracy theory about Trump being a Russian plant based on anecdotal observation, while calling for impeachment.
@johndillon9973
Mar 4, 2025
If a criminal is banned in india, He or She will be found here Looting other's Reputation and then the word will showcase "Indian's are Dirty & Racist"
If a criminal is banned in india, He or She will be found here Looting other's Reputation and then the word will showcase "Indian's are Dirty & Racist"
The comment makes a sweeping, unsubstantiated claim that criminals from India come to Canada and damage the reputation of Indian people.
FroDyShowcase
Jan 27, 2026
Remember Trudeau is a STAGE ACTOR.. this is the same guy who has the absolute worst record of any Canadian Leader! Massive Deficits and Debt, Massive Crime, Homelessness Tent Cities, Out of Control Housing Costs, …
Remember Trudeau is a STAGE ACTOR.. this is the same guy who has the absolute worst record of any Canadian Leader! Massive Deficits and Debt, Massive Crime, Homelessness Tent Cities, Out of Control Housing Costs, and Massive Corruption. Justin Trudeau is a CRIMINAL !!
Makes sweeping factual claims about Trudeau's record and criminality without evidence while criticizing policy outcomes.
@denniss8048
Mar 4, 2025
IF CANADA DOES SOOOOO MUCH FOR THE U.S. WHY ARE WE SENDING BILLIONS TOO THEM,YOU BETTER DO YOUR RESEARCH,CAUSE JUST A HANDFUL THINK TRUDEAU HAS BEEN DOING GOOD!!!
IF CANADA DOES SOOOOO MUCH FOR THE U.S. WHY ARE WE SENDING BILLIONS TOO THEM,YOU BETTER DO YOUR RESEARCH,CAUSE JUST A HANDFUL THINK TRUDEAU HAS BEEN DOING GOOD!!!
Makes specific factual claim about billions in aid without evidence, combined with criticism of Trudeau's performance.
@Scotth-gn5tj
Mar 4, 2025
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Presents a conspiracy-adjacent claim that Punjabi identity is used as deliberate cover, implying deceptive intent by immigrants.
maynk7096
Jan 27, 2026
The tariffs make sense from the position of trump being an ally with putin. trump is punishing countries that have supported Ukraine, thinking that if he weakens these countries with tarrifs, these same countries will …
The tariffs make sense from the position of trump being an ally with putin. trump is punishing countries that have supported Ukraine, thinking that if he weakens these countries with tarrifs, these same countries will turn inward and discontinue their support of Ukraine. I wonder how much putin has offered to pay trump if trump can strong arm Ukraine into ending the war, leaving russia with land stolen from Ukraine. Something stinks of corruption here.\nThank you for speaking from a place of power and truth Prime Minister Trudeau.
Presents conspiracy theory about Trump-Putin coordination and bribery without evidence, while framing it as moral corruption.
@skyemaclachlan5182
Mar 4, 2025
The tariffs make sense when you realize that trump's real goal is to destroy democracy everywhere so he can be a dictator like Putin.
The tariffs make sense when you realize that trump's real goal is to destroy democracy everywhere so he can be a dictator like Putin.
Presents a causal claim linking tariffs to a hidden authoritarian agenda without evidence, framed as conspiratorial reasoning.
@egbun
Mar 4, 2025
Socks is dead man walking, he wont be PM by the end of the month
Socks is dead man walking, he wont be PM by the end of the month
Makes a specific factual prediction about the Prime Minister's tenure without evidence or basis.
@davel6101
Mar 4, 2025
In Portugal the government is starting to implement some measures but to be honest we are not noting any difference so far. He started having fraud in our NHS because the public workers were enrolling …
In Portugal the government is starting to implement some measures but to be honest we are not noting any difference so far. He started having fraud in our NHS because the public workers were enrolling illegal immigrants with fake addresses in exchange of money. There lines since 4 AM of portuguese elders in front of the health centers trying to have an appointment with no luck. Someone from the Foreign Affairs Office was envolver in the scheme as well. This is sick and of course members of the governments have to be evolved.
Compares Canada to Portugal while making specific allegations of fraud and corruption in healthcare enrollment involving immigrants and government officials without evidence.
Spiralilys
Nov 22, 2025
And this is why America wants the Canadian to boost up their border patrol. Losing foreigners and I bet a quarter of them come illegally to America.
And this is why America wants the Canadian to boost up their border patrol. Losing foreigners and I bet a quarter of them come illegally to America.
Makes unsubstantiated claim that a quarter of missing foreigners come illegally to America, presented without evidence.
briantbmoth6472
Sep 30, 2025
Its infuriating what tRump is doing against our allies in order to score points with his puppet-master, putin. His actions are traitorous and need to be treated as such.???
Its infuriating what tRump is doing against our allies in order to score points with his puppet-master, putin. His actions are traitorous and need to be treated as such.???
Asserts without evidence that Trump is a puppet of Putin and commits treason, framing it as a factual claim rather than opinion.
@jeanneferguson7124
Mar 4, 2025
If Trump really cares about fentanyl, it's only that he isn't getting a cut of the profits.
If Trump really cares about fentanyl, it's only that he isn't getting a cut of the profits.
Makes unsubstantiated claim that Trump profits from fentanyl trafficking, presented as factual assertion.
@kpadalldotablet1009
Mar 4, 2025
No one has bowed down to Putin. Ridiculous. Do your fkin research. \n\nThis with Canada is wrong though. Wish we left our Canadian friends alone.
No one has bowed down to Putin. Ridiculous. Do your fkin research. \n\nThis with Canada is wrong though. Wish we left our Canadian friends alone.
Disputes claim about Putin while asserting Canada's treatment is 'wrong,' mixing fact-checking with moral judgment.
@KhanTheDapperGreat
Mar 4, 2025
Well 🕉️well 🕉️well 🕉️ 😂 they all are non sense stupid 😂😂
Well 🕉️well 🕉️well 🕉️ 😂 they all are non sense stupid 😂😂
Uses emoji and dismissive language to mock a group with dehumanizing language, combining satire with prejudicial claims.
GameOver-f6f
Jan 27, 2026
Putin is playing Trump like a fiddle ?
Putin is playing Trump like a fiddle ?
Asserts a specific claim about Putin manipulating Trump without evidence, presenting it as factual.
@fstarr9923
Mar 4, 2025
Trump is just trying to emulate Putin..he invaded Ukraine...and so Trump wants to ultimately invade Canada. FDT.
Trump is just trying to emulate Putin..he invaded Ukraine...and so Trump wants to ultimately invade Canada. FDT.
Makes an unsubstantiated claim that Trump intends to invade Canada, presenting conspiracy-like reasoning without evidence.
@blueovaltrucker
Mar 4, 2025
the excuse of fentanyl is smoke and mirrors and only Turmps mind fucked followers believe this crap
the excuse of fentanyl is smoke and mirrors and only Turmps mind fucked followers believe this crap
Commenter makes an unsubstantiated factual claim that the fentanyl issue is 'smoke and mirrors' without evidence, while dismissing those who believe otherwise.
@photoboy1986
Mar 4, 2025
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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)