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 wants kanyay west in charge of morals....plans to pardon Charles manson....
Trump wants kanyay west in charge of morals....plans to pardon Charles manson....
Makes specific factual claims about Trump's plans and pardons without evidence or source.
Unverified Claim
0.75
@Rickristian
Mar 4, 2025
People are being scammed systematically to bring them here. It's frustrating for all, lose-lose
People are being scammed systematically to bring them here. It's frustrating for all, lose-lose
Makes a specific factual claim about systematic scamming without evidence, framed as policy criticism.
deepakverg9494
Sep 29, 2025
Donald: Putin's asset. He will sign a free trade agreement with North Korea, Russia and Belarus now! Let's cancel NORAD now.
Donald: Putin's asset. He will sign a free trade agreement with North Korea, Russia and Belarus now! Let's cancel NORAD now.
Makes unsubstantiated claims about Trump's foreign policy intentions and alleged ties to hostile actors.
@A.P.-dq6xk
Mar 4, 2025
Trump wants a former KGB agent as his bud?Donnie Putin wants us to go down.
Trump wants a former KGB agent as his bud?Donnie Putin wants us to go down.
Makes unsubstantiated claims about Trump's alleged ties to Putin and intentions to harm North America.
@johngarza642
Mar 4, 2025
Canada owes America billions! Drugs have nothing to do with this.
Canada owes America billions! Drugs have nothing to do with this.
Makes a specific factual assertion ('Canada owes America billions') without evidence, presented as fact to counter another claim.
@distantlight1995
Mar 4, 2025
Everything is within God's plan, not just NATO, but also the UN. We will witness a dramatic shift in the geopolitical arena, hold on tight folks as we move towards removing the sixth seal - …
Everything is within God's plan, not just NATO, but also the UN. We will witness a dramatic shift in the geopolitical arena, hold on tight folks as we move towards removing the sixth seal - All for the Glory of God.
Makes unsubstantiated claims about geopolitical events being part of divine plan and references apocalyptic religious predictions without evidence.
Unverified Claim
0.75
@EdwinDelPilar-o4n
Mar 4, 2025
Chuck Zito, the former head of Hells Angels thinks his longtime friend, Donald Trump is greatest president America ever had. He attended Trump's court hearing. To stop drug trafficking, you have to investigate money laundering. …
Chuck Zito, the former head of Hells Angels thinks his longtime friend, Donald Trump is greatest president America ever had. He attended Trump's court hearing. To stop drug trafficking, you have to investigate money laundering. I'm not sure how committed Donald is to this important aspect of the war against fentanyl.
Presents unverified claim about Chuck Zito's views and Trump's commitment to fentanyl enforcement without evidence.
@victorthurse6027
Mar 4, 2025
Trudeau is speaking pro chiniese language.
Trudeau is speaking pro chiniese language.
Makes an unsubstantiated claim that Trudeau speaks pro-Chinese language without providing evidence or context.
Unverified Claim
0.75
@Hindustani1008
Mar 4, 2025
They only hire their own
They only hire their own
Comment makes a specific factual claim ('they only hire their own') without evidence, suggesting discriminatory hiring practices by an unspecified group.
mikeissweet
Jan 27, 2026
It's all about money and career advancement. Not one of them cares about education or Canada
It's all about money and career advancement. Not one of them cares about education or Canada
Makes a sweeping unsubstantiated generalization about immigrant students' motivations and lack of care for Canada.
JDPeterson-s7v
Sep 28, 2025
Maybe this is just a stock market manipulation
Maybe this is just a stock market manipulation
Presents a conspiracy theory claim about stock market manipulation without evidence.
Unverified Claim
0.75
@marksmall7790
Mar 4, 2025
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Claims someone is lying about their identity/language origin, mixing factual dispute with identity-based framing.
Khalsasingh1256
Jan 28, 2026
Us been played by Israel not Russia ???
Us been played by Israel not Russia ???
Presents a specific geopolitical claim (US manipulated by Israel, not Russia) as fact without supporting evidence.
@ericfartman1663
Mar 5, 2025
Something fishy is behind all this movements, it’s like creating problems to come up with solutions that will benefit someone .
Something fishy is behind all this movements, it’s like creating problems to come up with solutions that will benefit someone .
Asserts a conspiracy theory about hidden agendas behind policy movements without providing evidence.
@8355069
Mar 4, 2025
Putin is loving this.
Putin is loving this.
Makes a speculative claim about Putin's emotional state/intentions without evidence, presented as fact.
Unverified Claim
0.75
@marcwilhite
Mar 4, 2025
Trudeau and Putin commies alike and that is why president Trump deals with them the same way.\nTrump will always prevail, you know why, he's got God on his side.
Trudeau and Putin commies alike and that is why president Trump deals with them the same way.\nTrump will always prevail, you know why, he's got God on his side.
Unfounded assertion that Trudeau and Putin are communists, combined with religious/ideological framing of Trump.
@mikerigatos2939
Mar 4, 2025
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow …
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow too close. They run over curbs and hit poles.All the time. They never slow down to allow anyone to pass.
Makes specific unsubstantiated claims about Indian and Middle Eastern truck drivers' behavior without evidence.
Doofwarrior88
Jan 27, 2026
I mean he’s certainly well spoken Im sure we all can agree but factual….not so much. People do your research on Chinese Triad gang members buying up real estate in Vancouver to launder money from …
I mean he’s certainly well spoken Im sure we all can agree but factual….not so much. People do your research on Chinese Triad gang members buying up real estate in Vancouver to launder money from drug sales. There is no doubt a growing problem in Canada that is impacting the US. By the numbers Canada illegal border crossings and Fentanyl crossing volume might pale in comparison to Mexico but it’s important to note that it’s still a rising problem they’ve yet to fully understand. Look at how much of the Northern US border is unguarded compared to the southern border. This tariff war between the US and Canada is no doubt a problem but Canada is absolutely a part of the reason it exists. In the end please remember there’s always two sides to every story and mainstream media is anything but objective when it comes to how they cover them.
Presents specific factual claims about Chinese Triad money laundering, border crossings, and fentanyl volumes without evidence while critiquing media objectivity.
@Thecultureguy
Mar 4, 2025
Trump is nothing less than an employee of Putin.
Trump is nothing less than an employee of Putin.
An unsubstantiated factual claim that Trump is controlled by Putin, presented without evidence.
Unverified Claim
0.75
@amb8761
Mar 4, 2025
I wonder if this is Elon's idea to make up for the taxes he wont be paying. I'm shocked that we are out of nowhere supporting Russia and targeting our allies instead
I wonder if this is Elon's idea to make up for the taxes he wont be paying. I'm shocked that we are out of nowhere supporting Russia and targeting our allies instead
Makes unsubstantiated claims about Elon Musk's tax avoidance and Canada supporting Russia without evidence.
@humanbean3
Mar 5, 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)