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
AMERICANS WILL NOW FIND OUT WHAT CANADIANS ARE MADE OF, AND WHERE CANADA IS GEOGRAPHICALLY, THIS LITTLE BIT OF EDUCATION WILL COME WITH PRICE, YOU VOTED THAT PEST IN, NOW YOU PAY
AMERICANS WILL NOW FIND OUT WHAT CANADIANS ARE MADE OF, AND WHERE CANADA IS GEOGRAPHICALLY, THIS LITTLE BIT OF EDUCATION WILL COME WITH PRICE, YOU VOTED THAT PEST IN, NOW YOU PAY
Uses emphatic language to urge Americans to recognize Canada's strength and accept consequences of their voting choices.
@ramiroguerrero6331
Mar 4, 2025
When are you going to report on the "greatest country on the world" shooting its own people? Talk about Trumps personal GESTAPO
When are you going to report on the "greatest country on the world" shooting its own people?
Talk about Trumps personal GESTAPO
Urges the creator to report on US violence instead, implicitly calling for attention shift while comparing countries unfavorably.
Atimo133
Jan 27, 2026
Impeach Trump!\nHe is a traitor!
Impeach Trump!\nHe is a traitor!
Calls for impeachment while making a moral accusation of treason, combining action-oriented demand with ethical judgment.
@heatherhumphrey3222
Mar 4, 2025
Stop allowing drugs from coming over the Canadian border.
Stop allowing drugs from coming over the Canadian border.
Urges government action to stop drug trafficking across the Canadian border, combining policy critique with demand for intervention.
@rb5229
Mar 4, 2025
Really hope Trump is a half term president.
Really hope Trump is a half term president.
Expression of hope for a specific political outcome (Trump serving only one term) functions as an implicit call for others to support this goal.
Call to Action
0.75
@KamenRider1985
Mar 4, 2025
As an Arkansan living in deep maga territory I will never stop fighting for our freedom from tyranny.
As an Arkansan living in deep maga territory I will never stop fighting for our freedom from tyranny.
Asserts regional identity (Arkansan) while pledging commitment to political resistance, urging others to join the fight against tyranny.
@angelcamacho1297
Mar 4, 2025
Don’t open the Geordie Howe bridge
Don’t open the Geordie Howe bridge
A directive statement urging against opening the Geordie Howe bridge, likely related to border/immigration concerns.
Call to Action
0.75
@cardsandcars2022
Mar 4, 2025
Country cap now!
Country cap now!
Abbreviated call for immigration caps, expressing demographic anxiety about population limits.
mashiroinoue
Feb 18, 2026
Somebody send this to Trump.
Somebody send this to Trump.
Urges sharing the video with Trump, implying he should take action similar to U.S. immigration policy.
Shazam999
Jan 28, 2026
I really hope the RCMP sees this video
I really hope the RCMP sees this video
Urges law enforcement to take action based on video content, implying the video contains evidence of criminal activity.
Call to Action
0.75
Momo514xo
Jan 28, 2026
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Urges like-minded people to move to Alberta and support provincial sovereignty movement.
Cynocehali
Jan 28, 2026
I'm disappointed CNN hasn't gone bankrupt. I need them learn their lesson about spreading lies and fear.
I'm disappointed CNN hasn't gone bankrupt. I need them learn their lesson about spreading lies and fear.
Expresses desire for CNN's failure as punishment for misinformation, implicitly calling for consequences while expressing distrust and alarm.
@CouchConvoReport
Mar 4, 2025
They all just need to leave Canada simple as that
They all just need to leave Canada simple as that
Advocates for mass deportation of immigrants with dismissive language, framing immigration as a simple problem requiring removal.
mattpreston7265
Feb 23, 2026
Lawsuit against the government for letting them in!
Lawsuit against the government for letting them in!
Calls for legal action against government for immigration policy, framing it as a threat.
Katie-patience
Feb 18, 2026
My message get the fuck out
My message get the fuck out
Direct imperative urging someone to leave the country, functioning as a call to action.
Call to Action
0.75
rubenburgos4050
Feb 24, 2026
ppl need to rise up! Take arms!
ppl need to rise up! Take arms!
Urges people to 'rise up' and 'take arms,' framing immigration as a threat requiring militant action.
K1rz__
Jan 28, 2026
I want to have Trump Vance and Elon deported to Russia!!
I want to have Trump Vance and Elon deported to Russia!!
Expresses desire for deportation of political figures; likely satirical but functions as a call for action against perceived adversaries.
@Solitarywtch
Mar 4, 2025
I’m BEGGING someone anyone in the intelligence community to find what blackmail material Putin has on Trump! Leak it!
I’m BEGGING someone anyone in the intelligence community to find what blackmail material Putin has on Trump! Leak it!
Urgent plea for intelligence community action combined with an unsubstantiated claim about Putin having blackmail on Trump.
@nickintexas
Mar 4, 2025
Come to south side Edmonton next🙏
Come to south side Edmonton next🙏
Appears to be sarcastically urging the subject to visit a specific location, likely implying negative conditions there.
Call to Action
0.75
adryanschindel1431
Jan 27, 2026
Canada set up a “go fund me” to fight Trump and MAGA. People around the world will donate. Trump is despised.
Canada set up a “go fund me” to fight Trump and MAGA. People around the world will donate. Trump is despised.
Proposes fundraising action against Trump while asserting global opposition to him.
@rogerg3986
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)