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
Do you see what you people have voted for it seems you cut your nose off to spite your face ask your Senators that put the dollar first hell ask your friends that put the …
Do you see what you people have voted for it seems you cut your nose off to spite your face ask your Senators that put the dollar first hell ask your friends that put the dollar first
Urges people to question elected officials about prioritizing financial interests over public welfare.
@deborahjones2573
Mar 4, 2025
Yes DUMB DONALD!! If I'm a Canadian, I'm not buying any thing made in AMERICA PERIOD!!!
Yes DUMB DONALD!! If I'm a Canadian, I'm not buying any thing made in AMERICA PERIOD!!!
Urges boycott of American products as a response to Trump, framed through Canadian identity assertion.
@byronstansberry1638
Mar 4, 2025
Cut off their handouts and they will leave!
Cut off their handouts and they will leave!
Advocates for cutting social benefits to immigrants as a policy action to encourage departure.
stephaniedecker5718
Feb 17, 2026
Great speach.........good luck america, come on europe lets follow and tell that nation we are not into bullys
Great speach.........good luck america, come on europe lets follow and tell that nation we are not into bullys
Urges Europe to follow Canada's example and stand against bullying, framed as a comparative call to action across nations.
@Sambukerable
Mar 4, 2025
And what are we going to do about it Brian?
And what are we going to do about it Brian?
Rhetorical question urging action or response to the immigration situation discussed.
Call to Action
0.75
markmillward9733
Feb 27, 2026
the lie needs to end, quit spreading it, talk to real people, get out of your bubble in the media/politics/Toronto
the lie needs to end, quit spreading it, talk to real people, get out of your bubble in the media/politics/Toronto
Urges media and political figures to engage with ordinary people and abandon 'bubbles,' implicitly calling for changed discourse practices.
rona3393
Feb 17, 2026
BUY CANADIAN ??
BUY CANADIAN ??
Urges people to purchase Canadian products as an economic response.
Call to Action
0.75
@LevelUp1111
Mar 4, 2025
Next do Surrey BC with the Indian immigration and then Richmond with the Chinese immigration. Canada has entire ethic enclaves cities. They have been gentrified by foreigners.
Next do Surrey BC with the Indian immigration and then Richmond with the Chinese immigration. Canada has entire ethic enclaves cities. They have been gentrified by foreigners.
Requests investigation of other cities while framing ethnic communities as foreign invaders ('gentrified by foreigners'), combining action request with identity-based framing.
happydaze7386
Jan 27, 2026
As an American, Canada should flip the switch to cut off all electricity from Canada to the Northern US.
As an American, Canada should flip the switch to cut off all electricity from Canada to the Northern US.
American commenter urging Canada to take aggressive economic action (cut electricity) against the US as leverage.
@Johnny53kgb-nsa
Mar 4, 2025
Shut up Governor Trudeau, keep it up and we will shut off Federal funding to our 51st State!
Shut up Governor Trudeau, keep it up and we will shut off Federal funding to our 51st State!
Combines identity assertion (51st State framing) with a call to action urging defiance against federal leadership through funding withdrawal.
@robertjohnston9023
Mar 4, 2025
Trudeau is being kind. tRump is a stupid, self-centered, vengeful spoiled, immature brat, who wants to punish everyone and anyone who may do as little as disagree with him. He will never apologize or admit …
Trudeau is being kind. tRump is a stupid, self-centered, vengeful spoiled, immature brat, who wants to punish everyone and anyone who may do as little as disagree with him. He will never apologize or admit he is wrong, but he will be cruel and heartless. We need to shame him and Vance and impeach them and all the MAGAs who support them.
Criticizes Trump's character while explicitly calling for shaming, impeachment, and action against him and his supporters.
@donnakuba6473
Mar 4, 2025
Trumps gotta go! Pray him out!
Trumps gotta go! Pray him out!
Calls for Trump's removal through prayer, combining religious moral appeal with political action.
@lauriequet3142
Mar 4, 2025
Need ICE here
Need ICE here
Brief demand for ICE (immigration enforcement) intervention, framing immigration as a threat requiring enforcement action.
BentJohn
Feb 18, 2026
Don’t panic as you tune in and read this shit show called news, I’m listening to a foreigner on talking on CNN, Trumps is only been in 100 days, don’t believe there fear mongering stand …
Don’t panic as you tune in and read this shit show called news, I’m listening to a foreigner on talking on CNN, Trumps is only been in 100 days, don’t believe there fear mongering stand strong those who were born here and love this country.
Urges people to resist fear-mongering media and stand strong for their country, with nationalist framing.
@WileyHeaton
Mar 4, 2025
Show Trump who is Boss, the world stands behind you
Show Trump who is Boss, the world stands behind you
Urges Trump to assert dominance and claims global support, combining exhortation with expressions of backing.
@RBannwart71
Mar 4, 2025
I pray that reasonable REPUBLICAN'TS hear this.
I pray that reasonable REPUBLICAN'TS hear this.
Appeals to Republicans to listen/act, with implicit identity framing of political alignment.
@offthegridgreco
Mar 4, 2025
Deport. We need ice.
Deport. We need ice.
Demands deportation and references ICE (immigration enforcement), combining a call for action with implicit threat framing.
@TylerPetryshyn
Feb 18, 2026
Omg, arrest them all
Omg, arrest them all
Demands arrest of unspecified people, expressing both punitive action and underlying security concern.
CanadianMilitaryVet
Jan 27, 2026
Make Canada Great Again.
Make Canada Great Again.
Slogan-like phrase echoing nationalist rhetoric and implicitly urging political change.
@GCOSO
Feb 19, 2026
Trump and his administration need to be stopped by any means necessary
Trump and his administration need to be stopped by any means necessary
Urges action against Trump's administration with language suggesting urgency and threat perception.
@DaKineGuy
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)