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
Just hit our country HARD! Trump needs to learn a hard lesson!
Just hit our country HARD! Trump needs to learn a hard lesson!
Urging confrontation or punishment ('hit hard,' 'learn a hard lesson') against a political opponent.
@Stevenimich
Mar 4, 2025
Someone i know didn't vote for Harris because she said Harris scared her..wonder how she feels now!
Someone i know didn't vote for Harris because she said Harris scared her..wonder how she feels now!
Implicitly urges reflection on voting choices and their consequences, with a subtle call to reconsider political decisions.
Call to Action
0.70
@craftyladies7777
Mar 4, 2025
Heavenly Father,\n\nProtect President Trump, Elon Musk and his DOGE team as they root out corruption and theft in the United States. Two attributes of the enemy, and not of God. We seen your amazing protective …
Heavenly Father,\n\nProtect President Trump, Elon Musk and his DOGE team as they root out corruption and theft in the United States. Two attributes of the enemy, and not of God. We seen your amazing protective power in Pennsylvania in November with only a graze of the ear. We don't see what the Heavenly Realm sees. So no doubt there were Angels standing all around the President that day. We thank you for that. Keep this momentum going so it will not tire when we have our election here in Canada ??. \n\nWe ask this through your Son, Jesus Christ.\n\nAmen & Amen ??✝️☝️
Religious prayer expressing support for Trump and Musk while urging momentum for Canadian elections, combining spiritual solidarity with political mobilization.
@voiseymech
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
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: demands investigation of U.S. immigration enforcement with sarcastic racial framing.
adidvanvitelli3975
Jan 27, 2026
Cease gun importation into Canada\n\nMany go to U.S. to obtain fentynal, meth, cocaine, et al (drug czars or none)
Cease gun importation into Canada\n\nMany go to U.S. to obtain fentynal, meth, cocaine, et al (drug czars or none)
Calls for specific policy action (ceasing gun importation) while implicitly critiquing current drug trafficking policies.
@danielj1063
Mar 4, 2025
Just hang on, he only got 4 yrs.
Just hang on, he only got 4 yrs.
Encourages patience/endurance through Trump's term, implicitly urging resilience as a form of resistance.
@tianenhsu9139
Mar 4, 2025
I am absolutely outraged what Trump is doing. We the People of the United States as A Democrat never Voted for a Felon to the Whitehouse. Trump wanted to be President so he wouldn’t do …
I am absolutely outraged what Trump is doing. We the People of the United States as A Democrat never Voted for a Felon to the Whitehouse. Trump wanted to be President so he wouldn’t do Time. \nHe won’t even disclose what is in the Epstein Files because he was part of it. He had these young girls at Mar O Lago. \nI STAND WITH UKRAINE, PALESTINE, CANADA, MEXICO AND ALL EUROPEAN LEADERS TO STAND UP TO TRUMP AND HIS IDIOTIC VICE PRESIDENT WHO WAS NOTHING BUT A WAR PHOTOGRAPHER AND DID NO COMBAT FIGHTING HE OVER FLATED HIS MILITARY RECORD. AS A FORMER NAVY CORPSMAN DEPLOYED TO OPERATION IRAQI FREEDOM AND OPERATION ENDURING FREEDOMS I SAW WHAT ROLE EVERYONE PLAYED. WE CAN PROTECT OURSELVES AND THE UNIT BY FIRING OUR WEAPONS BUT WILL NEED TO GIVE LIFE SAVING CARE. \nTrump Needs to see how he is treating leaders in these countries and I tell Canada Turn the Power off in New York and any other State to prove a point and charge leaders an exorbitant amount of money for using Fuel from Canada.
US Navy veteran expressing outrage at Trump and calling for international leaders to unite against him, with specific action suggestions for Canada.
@tammypowell1176
Mar 4, 2025
Canada hurry up
Canada hurry up
Urgent exhortation for Canada to take action, though vague about what action is needed.
Call to Action
0.70
@markwilson9556
Mar 4, 2025
Trump has to come up on treason charges
Trump has to come up on treason charges
Calls for legal action (treason charges) against Trump, framed as a moral imperative.
@jeraldjones7213
Mar 4, 2025
Next: cut the power. Leave them in the dark until they remove T, surrender to Guantanamo with his minions. \nCut the power to Walk Street, our dearest market fixers hooked on cocaine.
Next: cut the power. Leave them in the dark until they remove T, surrender to Guantanamo with his minions. \nCut the power to Walk Street, our dearest market fixers hooked on cocaine.
Commenter urges extreme actions (cutting power, removal of leadership) framed as resistance to perceived threats and corruption.
@gerardtheberge635
Mar 4, 2025
Trump needs to be removed
Trump needs to be removed
Urges removal of a political figure, though off-topic to Canadian immigration discourse.
Call to Action
0.70
@Matt-qu5rt
Mar 4, 2025
I am not buying anything this month
I am not buying anything this month
A statement of personal protest action (boycott) implicitly urging others to take similar economic action.
Call to Action
0.70
@paulamoors
Mar 4, 2025
Trudeau YOUR GONE...so do you think what U say matters...
Trudeau YOUR GONE...so do you think what U say matters...
Dismisses Trudeau's authority and implicitly calls for his removal from power.
@DESMITH-du9uk
Mar 4, 2025
It gets real when leaders start speaking out. We Americans are so misinformed as a whole these days. This has to speak to something! WAKE up MAGA, we need our country sane not separated. On …
It gets real when leaders start speaking out. We Americans are so misinformed as a whole these days. This has to speak to something! WAKE up MAGA, we need our country sane not separated. On the big stage we don’t look good as Americans. We’re too busy fighting each other.
Combines personal observation about American misinformation with urgent call to wake up and unite the country.
@2011d3stiny
Mar 4, 2025
Timothy Hoth 2028
Timothy Hoth 2028
Brief statement appearing to encourage support for Timothy Hoth as a political candidate in 2028.
Call to Action
0.70
@TimothyHoth
Mar 4, 2025
We need trumph
We need trumph
Advocates for Trump-style leadership as a solution to Canada's immigration issues.
IEluca
Aug 30, 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
Demands the creator investigate U.S. immigration enforcement instead, with sarcastic identity-based framing about race.
adidvanvitelli3975
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
@tyleroliveria now go to brooks Alberta. Trust me. Look into it .
@tyleroliveria now go to brooks Alberta. Trust me. Look into it .
Directs someone to investigate a specific location, implying a call to examine immigration-related issues there.
Stevejoesofficial
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)