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
Move them from Canada
Move them from Canada
Direct call to remove immigrants from Canada, expressing exclusionary intent through minimal but forceful language.
VladimirMilic-ti9iw
Feb 23, 2026
PRESIDENT TRUMP PLEASE COME LIBERATE US. THIS GUY WONT GO AWAY!!!!!!!!!!
PRESIDENT TRUMP PLEASE COME LIBERATE US. THIS GUY WONT GO AWAY!!!!!!!!!!
Directly appeals to Trump to intervene in Canada while framing the current Canadian leader as an unwanted presence.
@GlenCunliffe-my7gm
Mar 4, 2025
Bro, report this to the police if it's real, this is human trafficking
Bro, report this to the police if it's real, this is human trafficking
Urges reporting to police as a specific action in response to alleged human trafficking.
Call to Action
0.85
GregSandhu
Jan 27, 2026
All this is cause by a puppet who is a convicted felon criminal we call our president....Could it get worse?absolutely impeach D*ck Stain Donald Trump and arrest and deport Elon Musk for being a POS …
All this is cause by a puppet who is a convicted felon criminal we call our president....Could it get worse?absolutely impeach D*ck Stain Donald Trump and arrest and deport Elon Musk for being a POS billionaire and human being...MAGA SHIT ? God help us all from this madness
Calls for impeachment and deportation of political figures while making moral judgments about their character and fitness for office.
@BruceLee-d9c
Mar 4, 2025
Get them out of here please. No renewal.🙏
Get them out of here please. No renewal.🙏
Direct call to remove immigrants and deny visa renewals.
Call to Action
0.85
Devilcity6275
Jan 23, 2026
Jail the felon and deport musk. Help the USA
Jail the felon and deport musk. Help the USA
Urges specific actions (jail, deport) while critiquing current governance.
@karenbush3676
Mar 4, 2025
There is only one way to end this madness. Trump has got to go. Hopefully the American congress will wake up and do their job.
There is only one way to end this madness. Trump has got to go. Hopefully the American congress will wake up and do their job.
Urges Congress to take action against Trump while critiquing current political dysfunction.
@ronhansen1316
Mar 4, 2025
As a Canadian I’m boycotting as many US goods as I can. My many likeminded US friends, don’t give up hope - keep resisting this current US administration! ??
As a Canadian I’m boycotting as many US goods as I can. My many likeminded US friends, don’t give up hope - keep resisting this current US administration! ??
Urging boycott of US goods and encouraging American resistance to current administration.
@lowolff1
Mar 4, 2025
New rules should be no more immigrants
New rules should be no more immigrants
Direct call for a complete halt to immigration through new restrictive rules.
Buttersworth1
Jan 23, 2026
Boicott US products in Spain!
Boicott US products in Spain!
Urges others to boycott products, a direct call for collective action against a target.
Call to Action
0.85
@Henryoz5965
Mar 4, 2025
Kick uline out of Canada now!
Kick uline out of Canada now!
Demands immediate action ('Kick out') against a specific entity, framed as a policy imperative.
@jsaddletramp
Mar 4, 2025
No papers go home
No papers go home
Brief demand for deportation of undocumented immigrants, framed as a direct action statement.
Call to Action
0.85
@LucLalonde-u6m
Feb 22, 2026
Close both borders now and only send people away.
Close both borders now and only send people away.
Directly urges closure of borders and deportation of immigrants, framed as an urgent policy demand.
kristenharden3157
Jan 27, 2026
Bring ICE to canada!! STOP villifying Danielle Smith. She's right!!
Bring ICE to canada!! STOP villifying Danielle Smith. She's right!!
Urges support for restrictive immigration enforcement (ICE) and defends a political figure, combining advocacy with policy position.
BonnyByzuk
Feb 23, 2026
I would gladly and happily vote for the party and candidate who would reduce the immigration to practically zero. We need to fix this country which has been practically inundated by human filth.
I would gladly and happily vote for the party and candidate who would reduce the immigration to practically zero.
We need to fix this country which has been practically inundated by human filth.
Explicitly urges voting for anti-immigration candidates while using dehumanizing language ('human filth') to express demographic anxiety.
Michael-YYZ
Feb 23, 2026
Lets make a Nato of our own, with trade freedom and mutual defense, without the usa
Lets make a Nato of our own, with trade freedom and mutual defense, without the usa
Proposes creating an alternative NATO-like alliance excluding the USA, framing it as a call to action for geopolitical reorganization.
@SmellyFatCock
Mar 4, 2025
Canada you are not friends. You need to step down Trudeau.
Canada you are not friends. You need to step down Trudeau.
Directly urges Trudeau to step down while critiquing his leadership.
@kingsecho3351
Mar 4, 2025
Good now get em all out!!!
Good now get em all out!!!
Direct imperative urging mass deportation of immigrants.
Call to Action
0.85
seabluelagoon
Jan 18, 2026
I am an American. I am ashamed and angered at Trump. IMPEACH HIM
I am an American. I am ashamed and angered at Trump. IMPEACH HIM
American commenter expresses shame about Trump and explicitly calls for impeachment as a specific political action.
@MM-cs2ik
Mar 4, 2025
100% tariffs and higher or ban all American products....we stand with canada....FDT AND ALL MAGA
100% tariffs and higher or ban all American products....we stand with canada....FDT AND ALL MAGA
Urges tariffs and boycotts of American products while asserting solidarity with Canada against Trump/MAGA.
@jamesmyers4133
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)