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
Come on America stand up show this fool what you think of him trump must go
Come on America stand up show this fool what you think of him trump must go
Calls on Americans to oppose Trump and Trudeau, framing as us-vs-them with action-oriented language.
@zazee6480
Mar 4, 2025
IF STRONG MEETS STRONG, WILL THEY RISK THAT FIGHT????? UKRAINE IS NATO SHIELD.... U MUST GRAB THAT SHIELD...
IF STRONG MEETS STRONG, WILL THEY RISK THAT FIGHT????? UKRAINE IS NATO SHIELD.... U MUST GRAB THAT SHIELD...
Urges Canada to take military/defensive action regarding NATO and Ukraine, framed with security concerns.
@deborahmeghan5583
Mar 4, 2025
I hope all « bizarre » Americans people who have voted for Trump listen and open there ayes !
I hope all « bizarre » Americans people who have voted for Trump listen and open there ayes !
Urges Trump voters to reconsider their position and recognize consequences of their choice.
@yulkaluckyulka613
Mar 4, 2025
Trudeau you’re finished bye bye
Trudeau you’re finished bye bye
Dismissive statement urging departure of political figure, functioning as a call for political change.
Call to Action
0.70
@julietcopeland5230
Mar 5, 2025
Trudeau should be annoited duel president of both the United States and Canada. All special operations forces of Canada, UK etc should be strategizing and converging on a raid and seizure of the Maga Administration.
Trudeau should be annoited duel president of both the United States and Canada. All special operations forces of Canada, UK etc should be strategizing and converging on a raid and seizure of the Maga Administration.
Commenter urges military action against the Trump administration, framing it as a coordinated international effort.
@jsun3117
Mar 5, 2025
Come investigate this in Texas man
Come investigate this in Texas man
Urges the video creator to investigate immigration issues in Texas, comparing it to the Canadian context.
joshisboss1385
Jan 27, 2026
Canada better break away from China.
Canada better break away from China.
Urges Canada to take action (break away from China) based on implied security/geopolitical concerns.
@MichaelShafferman-o9y
Mar 5, 2025
STUDENTS AND FOREIGN WORKERS DO NOT EVEN TRY TO COME TO AMERICA! THIS WILL NOT WE WISE AT ALL!
STUDENTS AND FOREIGN WORKERS DO NOT EVEN TRY TO COME TO AMERICA! THIS WILL NOT WE WISE AT ALL!
Urges foreign students and workers not to come to America, implicitly comparing immigration policies between countries while discouraging migration.
richardbarron8869
Apr 15, 2025
Maybe you should freeze everybody's account
Maybe you should freeze everybody's account
Sarcastically urges action (freezing accounts) in response to government policy, though the intent is unclear.
Call to Action
0.70
@firstsiding
Mar 4, 2025
How about F DEPORT? Smh. 🤪🤪
How about F DEPORT? Smh. 🤪🤪
Advocates for deportation with dismissive tone and emoji, combining direct action demand with sarcastic framing.
mztwixed
Aug 26, 2025
Canada needs its own ice. And hold past political figures accountable for the death of Canada.
Canada needs its own ice. And hold past political figures accountable for the death of Canada.
Calls for creating Canadian enforcement agency and holding politicians accountable, framed around existential threat to Canada.
jibjabhamers8177
Feb 18, 2026
Do brampton next.
Do brampton next.
Brief directive requesting investigation or action on another location (Brampton), implying similar concerns elsewhere.
Call to Action
0.70
Supernova12034
Feb 18, 2026
Wake up Canada!
Wake up Canada!
A brief exhortation to awareness/action, though vague in specifics; could also be interpreted as fear_threat but the imperative framing suggests mobilization.
Call to Action
0.70
Lulu-ye4bw
Aug 26, 2025
We need trumph
We need trumph
Advocates for Trump-style leadership as a solution to Canada's immigration issues.
IEluca
Aug 30, 2025
Canadian trade should stop drive them into the dirt then buy canada for pennies on the dallar,i have canadian blood in on both sides of my family ,the dum conocks dont even know there a …
Canadian trade should stop drive them into the dirt then buy canada for pennies on the dallar,i have canadian blood in on both sides of my family ,the dum conocks dont even know there a communist state
Urges economic action (trade stoppage) while making unverified claims about Canada being a 'communist state' and asserting family identity.
@johnheisler9782
Mar 4, 2025
Eff off trump and Vance. ??
Eff off trump and Vance. ??
Dismissive call directed at Trump and Vance, urging rejection or opposition.
Call to Action
0.70
@GREGUNIT715
Mar 4, 2025
Living in mtl... pls bust these mfers out !
Living in mtl... pls bust these mfers out !
Urges action ('bust these mfers out') with implied threat/removal language directed at a group in Montreal.
trxash3039
Jan 27, 2026
Unfortunately those that did not vote Trump will be collateral damage but when someone is too proud and arrogant you can’t tell them anything… they have to be humbled by their choices... One thing I …
Unfortunately those that did not vote Trump will be collateral damage but when someone is too proud and arrogant you can’t tell them anything… they have to be humbled by their choices... One thing I learned is ppl have to burn to learn in the country. It’s best for all Trump voter to feel the impact of the choice they made since they hate facts let them experience the truth.
Urges Trump voters to experience consequences of their choice and frames this as a learning mechanism, combining moral judgment with implicit action-oriented messaging.
@flo4546
Mar 4, 2025
Europe, we're going to need your help!! ????
Europe, we're going to need your help!! ????
Appeals for European assistance with urgent tone and emoji, suggesting crisis or threat requiring external help.
@taylorelzinga2292
Mar 4, 2025
😭 what is wrong with some Canadians ? wake up. I think it's time to let the young people vote and the old people should sit it out, no offense.
😭 what is wrong with some Canadians ? wake up.
I think it's time to let the young people vote and the old people should sit it out, no offense.
Urges generational change in voting patterns while expressing concern about national direction, with implicit identity-based framing.
Alleykat1313
Feb 17, 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)