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
Search & Filter
Call to Action
2,768 comments
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
@TylerOliveira You should travel to the west coast equivalent, Surrey, and talk about all the extortion.
@TylerOliveira You should travel to the west coast equivalent, Surrey, and talk about all the extortion.
Directs the content creator to investigate another location and report on alleged criminal activity there.
Kay85-i2c
Jan 29, 2026
America can keep their goods.\n Trump has created all this and the rest of the world should wash their hands of Trump's deals.\n\nThe American people should be going crazy because of the power they have …
America can keep their goods.\n Trump has created all this and the rest of the world should wash their hands of Trump's deals.\n\nThe American people should be going crazy because of the power they have given Trump.\n\nCrazy times
Urges the world to reject Trump's deals and calls for American citizens to exercise their power, expressing alarm about the situation.
@vinceking7651
Mar 4, 2025
Evel must be punished!
Evel must be punished!
Demands punishment of a named individual, though context is unclear; functions as call for accountability/action.
Call to Action
0.72
LiamWilson-j8y3b
Oct 11, 2025
Thank a liberal voter !
Thank a liberal voter !
Implicitly urges blame/action against liberal voters, framing immigration policy as a partisan political issue.
RANDYMCGOWAN-i5s
Oct 30, 2025
He should call Trump that he is an Idiot and Stupid for doing this!
He should call Trump that he is an Idiot and Stupid for doing this!
Urges a political figure to publicly criticize Trump, combining a call for action with implicit moral judgment.
@danutbenedic
Mar 4, 2025
this cannot start soon enough but will not happen under the corrupt liberals and con man carney
this cannot start soon enough but will not happen under the corrupt liberals and con man carney
Expresses urgency for action ('cannot start soon enough') while criticizing current political leadership as corrupt and incompetent.
goodNews-99
Jun 20, 2025
I think the world of good and democratic people should join together against this tyrannical autocratic and completely lying government of the USA find other trade and manufacturing partners- mineral rights of Ukraine to Canada …
I think the world of good and democratic people should join together against this tyrannical autocratic and completely lying government of the USA find other trade and manufacturing partners- mineral rights of Ukraine to Canada and Europe…. This mr. trump is ruining our lives - and of course - I did not vote for him….
Calls for international coalition-building against the US government while framing it as a moral imperative against authoritarianism.
@pamelastewart604
Mar 4, 2025
Wondering when the first impeachment action is started. May be sooner than later.
Wondering when the first impeachment action is started. May be sooner than later.
Commenter is suggesting/anticipating impeachment action, which implies a call for political accountability or action, though the phrasing is somewhat ambiguous.
Call to Action
0.72
@izerrandom12
Mar 4, 2025
I would have been fine with the fact that he could have just came out and said hey listen stupid Americans you elected somebody who's going to ruin your f****** country and you need to …
I would have been fine with the fact that he could have just came out and said hey listen stupid Americans you elected somebody who's going to ruin your f****** country and you need to wake up!
Urges Americans to wake up and recognize political danger, combining a call for awareness with implicit moral judgment about leadership.
@elinorlee1539
Mar 4, 2025
100 percent tarrifs on India and Canada
100 percent tarrifs on India and Canada
Advocates for specific protectionist trade policy action (tariffs) against specific countries.
TimbòSlisë
Jan 27, 2026
Finally someone is doing something for this country
Finally someone is doing something for this country
Expresses approval for unspecified action being taken and implicitly urges continued or escalated action on immigration.
datoalavista581
Oct 1, 2025
Go do the democrat fraud cities next lol we need your version of nick shirleys video
Go do the democrat fraud cities next lol we need your version of nick shirleys video
Urges the creator to produce similar content about different cities, with reference to another creator's work.
Ghostinaaaaa
Jan 27, 2026
Trump need to be stopped. This happens when one elects an idiot for president. The US citizens did not want this.
Trump need to be stopped. This happens when one elects an idiot for president. The US citizens did not want this.
Calls for Trump to be stopped and criticizes US voters for electing him, urging action against perceived political threat.
@leonardell-bon7104
Mar 4, 2025
Go after Orange Alien hard Mr. Trudeau.He understand just that speach.
Go after Orange Alien hard Mr. Trudeau.He understand just that speach.
Commenter urges Trudeau to take aggressive action against Trump, using dehumanizing language.
Call to Action
0.72
@nazimhaxha5491
Mar 5, 2025
If ge doubles the tariffs on you, do the same to him, any length he's willing to go, you go the same with him. He's nothing but a bully!
If ge doubles the tariffs on you, do the same to him, any length he's willing to go, you go the same with him. He's nothing but a bully!
Urges retaliatory action against Trump's tariffs while characterizing him as a bully, combining advocacy with threat framing.
@dorettabrown7767
Mar 4, 2025
I have an idea if are friends.Feel this way about America, and you want them to go back then.Vote against them when it comes to Israel.I guarantee you that'll change your mind
I have an idea if are friends.Feel this way about America, and you want them to go back then.Vote against them when it comes to Israel.I guarantee you that'll change your mind
Urges others to vote against certain politicians on Israel policy as a strategic political action.
Call to Action
0.72
@jamesbrown1901
Mar 4, 2025
Detach your country and sail to Europe, If Trump wants Russia, they can sail over there.
Detach your country and sail to Europe, If Trump wants Russia, they can sail over there.
Urges Canada to separate and relocate to Europe, framing it as an alternative to Trump's geopolitical ambitions.
@NosyVoldemort
Mar 4, 2025
No more immigrants for the next 3 years.
No more immigrants for the next 3 years.
Advocates for a specific policy position (immigration moratorium) in imperative form.
starzba6291
Jan 19, 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)