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
Trump is a traitor. He needs to be removed from office.
Trump is a traitor. He needs to be removed from office.
The commenter makes a moral accusation and implicitly calls for Trump's removal from office, combining ethical judgment with action-oriented language.
@RaeRaesRaveReviews
Mar 4, 2025
Not my America, dump trump/putin
Not my America, dump trump/putin
Urges rejection of Trump/Putin through 'dump' language, positioning speaker outside the criticized group.
@mgriffith2000
Mar 4, 2025
How about we close the borders for the next 10 years??
How about we close the borders for the next 10 years??
Proposes a specific policy action (border closure) framed as a question to mobilize support.
Call to Action
0.78
JonesySteel
Jan 11, 2026
Just don’t go.
Just don’t go.
Direct imperative urging others not to travel to the destination.
Call to Action
0.78
darnellgawdin1968
Dec 8, 2025
You must protect you and your country. Trump did this we will all pay the price because trump is an idiot that only cares about the very very rich
You must protect you and your country. Trump did this we will all pay the price because trump is an idiot that only cares about the very very rich
Urges protection of country and criticizes Trump's policies, combining a call to defensive action with moral condemnation of leadership.
@cheryll.6690
Mar 4, 2025
Everything trump touches, he corrupts, then bankrupts. This is why it all makes sense and this is why it was all so predictable. Republican voters, go talk to your leaders. You already have them hiding …
Everything trump touches, he corrupts, then bankrupts. This is why it all makes sense and this is why it was all so predictable. Republican voters, go talk to your leaders. You already have them hiding from you, they won’t change until you make them fear your wrath more than Trump’s.
Criticizes Trump's policies while explicitly urging Republican voters to confront their leaders and demand change.
@BenFrankarts
Mar 4, 2025
European Union here, Czech Republic. We stay with us Canada, we stay with you! And let's bypass Trump's America with Mexico and the whole South America as our allies too. BTW the Arab league can …
European Union here, Czech Republic. We stay with us Canada, we stay with you! And let's bypass Trump's America with Mexico and the whole South America as our allies too. BTW the Arab league can be our friends too and many countries in Africa and Asia, South Africa and Australia as well. Let us not be dominated anymore, let us finally freely cooperate!
Czech commenter expressing international solidarity with Canada and calling for a coalition of nations to bypass US dominance.
@doma-f5y
Mar 4, 2025
Turn off the power. Take some serious steps.
Turn off the power. Take some serious steps.
Urging aggressive action (cutting power) as a response to the US situation.
Call to Action
0.76
@pattitai1834
Mar 4, 2025
World Will stand behind Canada,, please turn the water off to the yanks,, please
World Will stand behind Canada,, please turn the water off to the yanks,, please
Expresses international support for Canada and urges a specific action (cutting water supply to the U.S.) as leverage in negotiations.
@stephenakien2514
Mar 4, 2025
Trump is a clown and doesn't represent what us real Americans value. IMPEACH HIM
Trump is a clown and doesn't represent what us real Americans value. IMPEACH HIM
Combines identity assertion ('real Americans') with explicit call to action (IMPEACH) against Trump.
@Spectrefox1313
Mar 4, 2025
As an european I hope Trump keeps fucking up till people rise up and toss him out.. maybe he will at least be avle yo get their lazy asses from the couch once in their …
As an european I hope Trump keeps fucking up till people rise up and toss him out.. maybe he will at least be avle yo get their lazy asses from the couch once in their life time.... Because US citizens- you made this happen, both by voting and not voting..
European commenter calling for public uprising against Trump while criticizing US citizens' political engagement.
@joons3374
Mar 4, 2025
Please someone send them back, that’s not diversity
Please someone send them back, that’s not diversity
Plea for deportation framed as rejection of diversity, combining action request with identity-based critique.
The97Nevzat
Jan 27, 2026
When are you going to do " Inside European's invaded Native American lands" ??????
When are you going to do
" Inside European's invaded Native American lands" ??????
Requests the creator produce content on European colonization while implicitly comparing it to current immigration narratives.
dothedata6722
Feb 27, 2026
AXE ALL TAX!!! Not just the tariffs! Axe ALL Carbon tax!!!
AXE ALL TAX!!! Not just the tariffs! Axe ALL Carbon tax!!!
Demands elimination of multiple taxes (tariffs and carbon tax), using emphatic language to urge policy change.
@Wild_Vegan_Child
Mar 4, 2025
If your american and you support this clown, please move to Canada, nobody's holding here. Pack up and leave.
If your american and you support this clown, please move to Canada, nobody's holding here. Pack up and leave.
Sarcastically urging Americans to leave Canada, framing immigration as unwelcome and using us-vs-them language.
@MrCtcharlie
Mar 4, 2025
Why don't they kick these scammers out of their country. Its being ruined
Why don't they kick these scammers out of their country. Its being ruined
Calls for removal of immigrants ('kick these scammers out') while expressing concern about national decline, combining action-oriented language with threat framing.
GG-trans
Jan 27, 2026
IT DOESN'T MATTER HOW IT HAPPENED ITS HOW DO WE FIX IT. OH, LET ME GUESS YOU VOTED FOR THIS.
IT DOESN'T MATTER HOW IT HAPPENED ITS HOW DO WE FIX IT. OH, LET ME GUESS YOU VOTED FOR THIS.
Demands focus on solutions rather than blame, with accusatory question directed at voters.
donnalisinski3003
Sep 29, 2025
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
Urges liberal voters to wake up and take action before Canada faces crisis, framing immigration as a political emergency requiring voter mobilization.
danlefebvre7563
Jan 27, 2026
I pray that reasonable REPUBLICAN'TS hear this.
I pray that reasonable REPUBLICAN'TS hear this.
Appeals to Republicans to listen/act, with implicit identity framing of political alignment.
@offthegridgreco
Mar 4, 2025
He's right my fellow Americans. Need to wake up and listen
He's right my fellow Americans. Need to wake up and listen
Urges fellow Americans to listen and wake up, implying agreement with the leader's position and encouraging others to adopt this stance.
@DawnMichele-u8o
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)