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
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
mass deportations are needed
mass deportations are needed
Advocates for mass deportations as a policy action, framed as a necessary response to perceived threat.
williammacdonald9905
Sep 27, 2025
All these countries should ban tesla as well!
All these countries should ban tesla as well!
Urges multiple countries to take action by banning Tesla as a policy measure.
Call to Action
0.75
@kevinl8604
Mar 4, 2025
It should be a 25% tariff at US Dollars fuckem let’s be serious! Let’s go forward.
It should be a 25% tariff at US Dollars fuckem let’s be serious! Let’s go forward.
Advocates for specific tariff policy action ('should be 25%') and urges forward momentum with confrontational tone.
@waynebattrick5326
Mar 4, 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
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
Please Please Please DO NOT RESIGN! Trudeau should continue be our leader. He is smart! He is the best! But US has to change one Law, the one where Obama can come back to lead …
Please Please Please DO NOT RESIGN! Trudeau should continue be our leader. He is smart! He is the best! But US has to change one Law, the one where Obama can come back to lead US. He was the best president of US history! Ever! Trump has to go. He lost it... I cant believe how anyone voted for him anyways, but what's done is done. Fix it now.
Urges Trudeau to remain as leader while calling for US policy change, combining advocacy with comparative US-Canada framing.
@VBNOE7213
Mar 4, 2025
We have to stop the monster ? trump before is to late
We have to stop the monster ? trump before is to late
Frames Trump as a threat and urges action to stop him before it's too late, combining fear rhetoric with mobilization.
@edisonfernandez3288
Mar 4, 2025
Hey Canada you can Thank Trudeau , Carney , & their GANG of WEF morons that are destroying OUR country from within !!! Had ENOUGH yet Canada while WE still have a Canada !!!
Hey Canada you can Thank Trudeau , Carney , & their GANG of WEF morons that are destroying OUR country from within !!! Had ENOUGH yet Canada while WE still have a Canada !!!
Urges Canadians to act against government leadership, with unverified conspiracy claim about WEF involvement in country destruction.
bking9226
Sep 23, 2025
Carry on MR. PRESIDENT. With God speed.
Carry on MR. PRESIDENT. With God speed.
Urges continued support and action ('Carry on') toward a political figure with religious invocation for momentum.
Call to Action
0.75
@charlenajean1401
Mar 4, 2025
only 55%? lets step that up to 100%
only 55%? lets step that up to 100%
Appears to advocate for increasing a restrictive immigration metric from 55% to 100%, using elliptical language that suggests a call for more extreme action.
FrankDiscussion-y1o
Feb 4, 2026
Shove it, Trudeau. You charge us, we’ll charge you.
Shove it, Trudeau. You charge us, we’ll charge you.
Brief confrontational statement directed at Trudeau advocating for retaliatory action against the US.
@bonnieg8356
Mar 4, 2025
That number needs to increase 100 fold
That number needs to increase 100 fold
Advocates for dramatically increasing immigration numbers, implicitly urging policy change.
chriswachowiak7098
Dec 27, 2025
Good, save Canada, deny deny deny deport deport deport, save Canada, make Canada Canadian again.
Good, save Canada, deny deny deny deport deport deport, save Canada, make Canada Canadian again.
Urges aggressive deportation policy while asserting nationalist identity through 'make Canada Canadian again' framing.
YiYi-c6o
Dec 24, 2025
MAKE CANADA GREAT AGAIN
MAKE CANADA GREAT AGAIN
Political slogan implying Canada needs restoration, functioning as a rallying cry with nationalist undertones.
nowornever9327
Mar 3, 2026
May DRAKE charge all Americans double for his content
May DRAKE charge all Americans double for his content
Urging Drake to take economic action (charge Americans double) as a form of retaliation.
Call to Action
0.75
@RayzeR87
Mar 4, 2025
I think we need you here for awhile and investigate all of it including our government
I think we need you here for awhile and investigate all of it including our government
Urges investigation into immigration policy and government conduct, combining critique with a call for action.
neeley1829
Jan 27, 2026
@TylerOliveria stop being racist
@TylerOliveria stop being racist
Direct accusation and demand directed at another commenter to stop racist behavior.
MthobisiMeander-gc9tm
Jan 27, 2026
hire bounty hunters and they will solve the problem quickly . they would track down those that no longer to be in canada .
hire bounty hunters and they will solve the problem quickly . they would track down those that no longer to be in canada .
Proposes using bounty hunters to remove undocumented immigrants, framing it as a solution to an implied problem.
eugenewiwchar
Feb 26, 2026
Illegal hona v jurm ha Ena loga Da apna Desh Ha Ena loga nu vapas back to home Karo Canada sarkar
Illegal hona v jurm ha Ena loga Da apna Desh Ha Ena loga nu vapas back to home Karo Canada sarkar
Identical to first comment; calls for deportation of illegal immigrants and criticizes government policy.
Raju-ql5fh
Sep 29, 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)