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
Canada can just turn off oil supply to the US. The US cannot refine their own oil, they need to import oil because all their refineries are set up for the type of oil that …
Canada can just turn off oil supply to the US. The US cannot refine their own oil, they need to import oil because all their refineries are set up for the type of oil that is imported, and not their own type of oil, which is low-grade
Makes specific factual claims about US oil refinery capacity and imports without evidence.
@EvilDrDude
Mar 4, 2025
they voted a leader that have a criminal record...ridiculus country.....????
they voted a leader that have a criminal record...ridiculus country.....????
Makes a specific factual claim about a leader's criminal record without evidence, combined with dismissive national characterization.
@restytamayo3984
Mar 4, 2025
Trump just doing Putin’s bidding.
Trump just doing Putin’s bidding.
Makes a specific factual assertion (Trump acting as Putin's agent) without evidence, suggesting a conspiracy.
Unverified Claim
0.75
@davidcopeland6809
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
Only in last 30 years, more immigration happened in Canada than in last 200 years.
Only in last 30 years, more immigration happened in Canada than in last 200 years.
Presents a specific historical comparison claim without citation or evidence to support the assertion.
Unverified Claim
0.75
Achintyanath
Sep 19, 2025
Again Canada backstabbing Mexico , Mexico’s other so called trading partner, by siding with the United States in calling the cartels “ terrorist “ in the hopes that the United States, will pardon Canada and …
Again Canada backstabbing Mexico , Mexico’s other so called trading partner, by siding with the United States in calling the cartels “ terrorist “ in the hopes that the United States, will pardon Canada and only attack Mexico…
Makes unsubstantiated claim that Canada is backstabbing Mexico to avoid U.S. attack.
@migueltello4874
Mar 4, 2025
And why his father did nothing when a Khalistani bombed Air India flight in Canada killing majority of Canadians?
And why his father did nothing when a Khalistani bombed Air India flight in Canada killing majority of Canadians?
Makes a specific factual claim about a historical event (Air India bombing) and attributes inaction to a political figure without evidence.
@amitdhanpat
Mar 4, 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
Says this when biggest fentynal bust was in December.
Says this when biggest fentynal bust was in December.
Presents a specific factual claim about a fentanyl bust without evidence to counter a policy argument.
@gabrielcates2365
Mar 4, 2025
They're not missing. They are working for their relatives illegally in businesses. Many of them have taken up in criminal organizations. They only "applied" to a school for the paperwork to support living in Canada.
They're not missing. They are working for their relatives illegally in businesses. Many of them have taken up in criminal organizations. They only "applied" to a school for the paperwork to support living in Canada.
Makes specific factual assertions about student visa fraud, illegal employment, and criminal organization involvement without evidence.
Unverified Claim
0.75
keikairin2038
Sep 29, 2025
Trump is being played by Putin.
Trump is being played by Putin.
Makes a specific factual assertion about Trump being controlled by Putin without evidence.
Unverified Claim
0.75
@Blamkol
Mar 4, 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
US and Canada fighting is exactly what Trump did, because he wants to please his foreign masters. Scum bag!
US and Canada fighting is exactly what Trump did, because he wants to please his foreign masters. Scum bag!
Makes unsubstantiated claim that Trump deliberately sows discord to serve 'foreign masters,' presented as factual assertion without evidence.
@druwk
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
Just look at your language no manners that’s why she can’t find the job
Just look at your language no manners that’s why she can’t find the job
Makes an unsubstantiated claim linking language/manners to employment discrimination, implying immigrants lack these qualities.
Hardam-lk8ht
Aug 25, 2025
Anybody else notice that even the second generation immigrants have f"#%ing accents?!
Anybody else notice that even the second generation immigrants have f"#%ing accents?!
Makes an unsubstantiated generalization about second-generation immigrants retaining accents, presented as a notable observation without evidence.
Erik-ms3du
Sep 19, 2025
And why his father did nothing when a Khalistani bombed Air India flight in Canada killing majority of Canadians?
And why his father did nothing when a Khalistani bombed Air India flight in Canada killing majority of Canadians?
Repeats the same unverified claim about Air India bombing and alleged inaction by a political figure.
@amitdhanpat
Mar 4, 2025
His approval rating is at 34% by the way.
His approval rating is at 34% by the way.
Presents a specific factual claim (approval rating at 34%) without source or evidence, stated as assertion.
Unverified Claim
0.75
@Stoddardian
Mar 4, 2025
Coming from a man who gave two standing ovations in the canadian parliament to a nazi SS ukrainian soldier in ww2 for his service committing atrocity. Disgusting .
Coming from a man who gave two standing ovations in the canadian parliament to a nazi SS ukrainian soldier in ww2 for his service committing atrocity. Disgusting .
References a specific historical incident (standing ovation to Nazi soldier) presented as fact to delegitimize a political figure's credibility.
@damonkemp2032
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)