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
YOU WILL LOSE! Sheesh! Label your products made in Kanada so i know what NOT to buy!
YOU WILL LOSE! Sheesh! Label your products made in Kanada so i know what NOT to buy!
Urges boycott of Canadian products and contains nationalist framing about product labeling and consumer choice.
@georgespiese7388
Mar 4, 2025
Tyler!!! Come to Thunder Bay!!!! Come and drive hwy 11 and 17 and 11/17. There's so much content and Interviews to do in Canada with everything that's going on!
Tyler!!! Come to Thunder Bay!!!! Come and drive hwy 11 and 17 and 11/17. There's so much content and Interviews to do in Canada with everything that's going on!
Direct appeal to a content creator (Tyler) to visit a specific location and create content about local issues.
Call to Action
0.85
austinmurray4802
Jan 27, 2026
TOTAL REMIGRATION
TOTAL REMIGRATION
Calls for 'remigration' (forced deportation), urging others to support this policy position as a solution.
Call to Action
0.85
samking8947
Jan 27, 2026
If the GOP congress had half the stones as Trudeau, we wouldn't be in this mess right now. Vote them out!
If the GOP congress had half the stones as Trudeau, we wouldn't be in this mess right now. Vote them out!
Urges voters to remove GOP congress members while praising Trudeau's leadership, combining political action with support.
@Weimar330
Mar 4, 2025
Time to double down and raise to 75%
Time to double down and raise to 75%
Urges escalation of a specific policy measure (raising to 75%), likely referring to tariffs or immigration restrictions.
Call to Action
0.85
@DustyBrown-u1n
Mar 4, 2025
#StopTheIllegalPresidency \n#25thNOW\n#14thNOW\n#IMPEACHNOW\nBc Justice SHOULD Matter ?????
#StopTheIllegalPresidency \n#25thNOW\n#14thNOW\n#IMPEACHNOW\nBc Justice SHOULD Matter ?????
Explicitly urges impeachment and constitutional action through hashtags, framed as a justice imperative.
@DKHVILLA
Mar 4, 2025
Pull all funding from Canada
Pull all funding from Canada
Urges a specific action (defunding Canada) as a form of political protest or policy change.
@donnaannette4882
Mar 4, 2025
Trump is a bully and can never back down from any thing. Don't protest, VOTE! You had a clear alternative to all the craziness, but opted for the craziness. You were lied to, but too …
Trump is a bully and can never back down from any thing. Don't protest, VOTE! You had a clear alternative to all the craziness, but opted for the craziness. You were lied to, but too ignorant to see through the lies. You get what you vote for!
Primarily urges voting as a response to political concerns, with secondary criticism of voter choices and political leadership.
@SvenLeon-qw5ti
Mar 4, 2025
CBSA grab them Now!
CBSA grab them Now!
Direct imperative urging the Canada Border Services Agency to take enforcement action against overstayed immigrants.
Call to Action
0.85
sunforceupliftingtranceoff7389
Jan 22, 2026
We need to deport them all
We need to deport them all
Direct call for mass deportation action, expressing extreme anti-immigration sentiment framed as a policy demand.
Killa-rd6hj
Jan 27, 2026
Canada demands for ICE
Canada demands for ICE
Brief call for Canada to establish an ICE-like immigration enforcement agency.
Call to Action
0.85
james1981mmm
Feb 18, 2026
Donald Trump needs to be IMPEACHED WITH IMMEDDIATE SPEED!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Donald Trump needs to be IMPEACHED WITH IMMEDDIATE SPEED!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Urgent demand for impeachment action with emphatic tone.
Call to Action
0.85
@gwendolenmccloud8771
Mar 4, 2025
All of those people need to be deported.
All of those people need to be deported.
Direct demand for deportation action framed as a policy position.
Zeromus5555
Jan 27, 2026
You should report on Alberta independence movement too
You should report on Alberta independence movement too
Requests that the content creator cover a related political movement, suggesting expanded reporting scope.
Call to Action
0.85
mrguiltyfool
Jan 27, 2026
Stop the Lawless treasonous American dictator and the complicit GOP. We stand with Canada and Our Democratic Allies NOT PUTIN THE MURDERER! Stop the Lawless treasonous dictator and the complicit GOP. They are also working …
Stop the Lawless treasonous American dictator and the complicit GOP. We stand with Canada and Our Democratic Allies NOT PUTIN THE MURDERER! Stop the Lawless treasonous dictator and the complicit GOP. They are also working on methods to skew the midterms through more Voter Suppression ?. Write to your senators ask them to get creative. Ask them to implement a special election by the people with majority rule to oust the dictator! Ask them to shut down the government do anything to stop this coup. We cannot wait for the midterms. They will have once again manipulated them by then! Write your senators and Congressmen/Women, THEY MUST ACT NOW!!!
Primarily urges readers to contact senators and take action to prevent perceived governmental coup, with underlying fear-based framing about election manipulation and dictatorship.
@JP-qi2tc
Mar 4, 2025
Send them back! Dirty fuckers
Send them back! Dirty fuckers
An explicit demand for deportation paired with dehumanizing slurs, combining xenophobic action-seeking with threat language.
AuK3m1st
Jan 27, 2026
You need to interview johnjeetsingh
You need to interview johnjeetsingh
Requests the video creator interview a specific person, directing action toward content creation.
Bigdawwwgg
Jan 27, 2026
Everyone across the world needs to shun trump his worshipers and this country until we impeach and kick trump out
Everyone across the world needs to shun trump his worshipers and this country until we impeach and kick trump out
Urges global action (shunning) against Trump and his supporters, framed as moral imperative.
@MWash0316
Mar 4, 2025
I won't travel to the US. And I'm doing my best to boycott American goods. Sorry, American cousins, but we have to protect ourselves.
I won't travel to the US. And I'm doing my best to boycott American goods. Sorry, American cousins, but we have to protect ourselves.
Announces personal boycott actions and encourages others to protect national interests through consumer behavior.
@spursfan5742
Mar 4, 2025
Trump needs to be removed from power immediately. Congress needs to do their job!!!!!
Trump needs to be removed from power immediately. Congress needs to do their job!!!!!
Directly urges Congress to take action (remove Trump from power) with emphatic language.
@Dracodin197
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)