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
maybe if the police pointed them back instead of assisting with their bags they would stop coming
maybe if the police pointed them back instead of assisting with their bags they would stop coming
Sarcastically proposes police should refuse assistance to migrants to deter immigration, urging policy change through implied action.
erikkorhonen
Jan 5, 2026
Bring him here. We need a leader like him
Bring him here. We need a leader like him
Urges bringing in a leader while implicitly asserting national preference, mixing advocacy with identity-based framing.
@Ronnie-d3s
Mar 4, 2025
The people of the World need to get this crazy man aka Donald Trump out of office & into a Padded cell.
The people of the World need to get this crazy man aka Donald Trump out of office & into a Padded cell.
Urges removal of a political figure from office, framed as a call to action with identity-based framing (us vs. Trump).
@BlackLung911
Mar 4, 2025
Send them back enough is enough
Send them back enough is enough
Imperative statement urging deportation of immigrants, combining demand for action with implicit threat/anxiety framing.
justicewarrior9166
Jan 5, 2026
About time you had a food school program that was permanent the hells wrong with you - willy 0
About time you had a food school program that was permanent the hells wrong with you - willy 0
Demands permanent food school programs while criticizing government inaction, with a signature suggesting direct address.
RunningOutofideas-y5q
Jan 11, 2026
Stay tuned. The revolution will be televised.
Stay tuned. The revolution will be televised.
Cryptic call to mobilize or prepare for social upheaval, combining revolutionary rhetoric with implicit threat framing.
@billwalker2573
Mar 4, 2025
Voting has consequences.
Voting has consequences.
Brief statement emphasizing importance of voting as a consequential action, implying voters should act accordingly.
Call to Action
0.75
colinjack985
Jan 20, 2026
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Duplicate of previous comment; urges investigation of different subjects with sarcastic identity-based framing.
adidvanvitelli3975
Jan 27, 2026
Please stay in office justin!!!! Lets kick this guys asss along with the americans!!!!
Please stay in office justin!!!! Lets kick this guys asss along with the americans!!!!
Urges political leader to remain in office and frames confrontation with adversaries as a collective action, combining solidarity with mobilization language.
@SherryHudson-je8ke
Mar 4, 2025
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Urges the creator to investigate different subjects (ICE detentions of white Canadians), with sarcastic framing that challenges the creator's focus.
adidvanvitelli3975
Jan 27, 2026
Buy e Canadian buy anything but American 🇨🇦🫡🪖
Buy e Canadian buy anything but American 🇨🇦🫡🪖
Urges buying Canadian products with nationalist framing, combining consumer activism with identity assertion.
jarrettbobbett5230
Jan 4, 2026
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Calls for replacing current politicians with an alternative leader, combining political critique with a demand for action.
robd003
Jan 27, 2026
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
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
When was the last time Trump said 'thank you' for the electricity? Shut it down!
When was the last time Trump said 'thank you' for the electricity? Shut it down!
Urges Canada to shut down electricity exports to the US as a retaliatory action against Trump.
@fernandofernandes9508
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
Now that he's on his way out, he gives his best speech ever?! American people, we thank you for words of support. NOW, figure out a way to get rid of Trump and the oligarchs. …
Now that he's on his way out, he gives his best speech ever?! American people, we thank you for words of support. NOW, figure out a way to get rid of Trump and the oligarchs. It will bring down democracy everywhere if America goes down this dictatorial path. WWIII will never be Zelenskyy's fault, it will be your country's fault. Ensure that he does not trample your constitution and find military backing to stay on past the four years if you can't get rid of him soon. Get your representatives in Washington to work against this guy, whether they are Republicans or Dems. In all our countries, we have been complacent, streaming movies, gaming, buying stuff we don't need AND we've elected far too many morons! We need to use the power of democracy to form government to our needs, not the corporate world and oligarchs!
Urges citizens to take democratic action against Trump while expressing existential threats to democracy and global stability.
@gillesleduc6363
Mar 4, 2025
I like how he is tackling the situation nicely. as being canadian, we should boycott the American goods so make our economy stable. People who are thinking this is in Americans benefits they see later …
I like how he is tackling the situation nicely. as being canadian, we should boycott the American goods so make our economy stable. People who are thinking this is in Americans benefits they see later what American government do with them .
Urges boycott of American goods to stabilize Canadian economy, framed as patriotic action.
@duaaa8683
Mar 4, 2025
If he does 25%, you do 30%. He does 30% you do 35%. Be the one who dictates the frequency and timing of the attack. Sun tzu art of war.
If he does 25%, you do 30%. He does 30% you do 35%. Be the one who dictates the frequency and timing of the attack. Sun tzu art of war.
Urges escalatory action using military strategy metaphor, framing immigration/policy as an 'attack' to be countered aggressively.
@BertrandLim
Mar 4, 2025
@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
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)