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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Call to Action
2,768 comments
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Criticizes voting patterns and implicitly urges different electoral choices, framing current governance as inadequate.
Ordinary-AverageGuy
Aug 25, 2025
Round 'em up and send 'em home.
Round 'em up and send 'em home.
Urges mass deportation action with inflammatory language suggesting threat/danger.
CrashTestPilot
Sep 30, 2025
Deport it all are came from illegal students .
Deport it all are came from illegal students .
Calls for deportation of those from 'illegal students' category, making an unsubstantiated claim about their status.
angela2979
Sep 29, 2025
Good questions! Make this motion!
Good questions! Make this motion!
Expresses support for the video's questions and urges formal action through a motion.
jane7354
Sep 29, 2025
When speaking to Trump about their previous work together, Trudeau should have characterized the deals they've made, the jobs and prosperity they created, and the resulting rise in stock markets as Donald Trump's LEGACY from …
When speaking to Trump about their previous work together, Trudeau should have characterized the deals they've made, the jobs and prosperity they created, and the resulting rise in stock markets as Donald Trump's LEGACY from his first term, then ask why Trump was so eager to flush all that good away. \n\nPeople will remember, Donald. Voters will remember.
Advises Trudeau on negotiation strategy and appeals to voters to remember Trump's record, urging political action.
@alexs.8401
Mar 4, 2025
Canazuela needs liberation! MCGA !
Canazuela needs liberation! MCGA !
Uses satirical language ('Canazuela') to call for political action, blending mockery with an implicit political message.
Marc-vp9cs
Jan 28, 2026
People have the right idea of talking to trump directly and make it clear that he just took sides with Russia over his allies in democracy and freedom,something that no other president would do allow …
People have the right idea of talking to trump directly and make it clear that he just took sides with Russia over his allies in democracy and freedom,something that no other president would do allow a dictator to invade a country and blackmail the country that is being invaded just for it mineral and don’t have a statement of giving help. I don’t respect trump or his family they are standing by his side as he destroys the country what kind of people are they are they that corrupt the whole family is willing let their father or let her husband do what he doing without saying anything to stop the corruption.
Urges people to communicate with Trump about his Russia alignment while making moral arguments about democracy and corruption.
@jamesadams8595
Mar 4, 2025
Enforce reform
Enforce reform
Brief directive urging policy reform, though vague about specific reforms desired.
LazyTesla
Jan 29, 2026
Now that he's on his way out, he gives his best speech ever?! American people, we thank you for words of support. NOW, figure out a way to get rid of Trump and the oligarchs. …
Now that he's on his way out, he gives his best speech ever?! American people, we thank you for words of support. NOW, figure out a way to get rid of Trump and the oligarchs. It will bring down democracy everywhere if America goes down this dictatorial path. WWIII will never be Zelenskyy's fault, it will be your country's fault. Ensure that he does not trample your constitution and find military backing to stay on past the four years if you can't get rid of him soon. Get your representatives in Washington to work against this guy, whether they are Republicans or Dems. In all our countries, we have been complacent, streaming movies, gaming, buying stuff we don't need AND we've elected far too many morons! We need to use the power of democracy to form government to our needs, not the corporate world and oligarchs!
Urges citizens to take democratic action against Trump while expressing existential threats to democracy and global stability.
@gillesleduc6363
Mar 4, 2025
DEMOLISH WEF, WHO, UN & EU ORGANIZATIONS. THEY ALL PLAY A ROLL IN DESTROYING OUR NATIONS. DEMOLISH THEM! TAKE THEIR RIGHTS AWAY! NOW! RIOT DO SOMETHING.
DEMOLISH WEF, WHO, UN & EU ORGANIZATIONS. THEY ALL PLAY A ROLL IN DESTROYING OUR NATIONS. DEMOLISH THEM! TAKE THEIR RIGHTS AWAY! NOW! RIOT DO SOMETHING.
Calls for dismantling international organizations and violent action, framed as response to unsubstantiated claims about nation destruction.
bbxo.98.2
Nov 21, 2025
Early termination for idiot trump
Early termination for idiot trump
Calls for Trump's removal from office, urging political action.
Call to Action
0.75
@ziontvdaq4104
Mar 4, 2025
Let go Canada ??
Let go Canada ??
Exhortation to Canada to take action ('Let go'), though phrasing is ambiguous.
Call to Action
0.75
@Mktwiz99
Mar 4, 2025
Depose expel Trump and co already!\nWhat's the 2nd amendment for?
Depose expel Trump and co already!\nWhat's the 2nd amendment for?
Urges removal of Trump and references the Second Amendment, implying violent action as a solution.
@AIBot-d5r
Mar 4, 2025
Let's all keep voting liberal! Because elbows up, right? So is crime, housing prices, poverty, sickness, government sanctioned suicide. Yep, keep it up liberals and liberal voters.
Let's all keep voting liberal! Because elbows up, right? So is crime, housing prices, poverty, sickness, government sanctioned suicide. Yep, keep it up liberals and liberal voters.
Urges voters to stop supporting Liberal party, attributing multiple social problems to their governance.
DF-nz9go
Aug 28, 2025
Fight Canada ?? Fight! And this is from a New Yorker.
Fight Canada ?? Fight! And this is from a New Yorker.
Urges Canada to resist/fight while asserting American identity in support, combining exhortation with solidarity.
@yahyahussein425
Mar 4, 2025
Canada work with Europe please! We want people with principles as our partners.
Canada work with Europe please! We want people with principles as our partners.
Urges Canada to partner with Europe based on shared principles, implicitly calling for political alignment.
@NADOGRA
Mar 4, 2025
Just don't go, easy breezy, stay the hell out
Just don't go, easy breezy, stay the hell out
Urges Canadians to avoid the USA entirely, framing it as a simple solution to an implied threat or problem.
roxannecox3872
Dec 8, 2025
CfNoNx stop pushing the trump agenda. It is not America.
CfNoNx stop pushing the trump agenda. It is not America.
Urges others to stop promoting Trump's agenda, framing it as un-American and calling for resistance.
@danabennett4330
Mar 4, 2025
Close your border with American and buy everything from China ?? ?
Close your border with American and buy everything from China ?? ?
Urges Canada to close borders and redirect trade to China, advocating for specific policy action with economic rationale.
@James-y5s8x
Mar 4, 2025
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣
As for the smuggler - I hope an anonymous tip was made...
Urges authorities to investigate suspected immigration fraud and overstaying, while praising compliant immigrants and calling for enforcement action.
keeneyeful
Feb 9, 2026
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)