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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Fear / Threat
3,873 comments
What will this all lead to a world recession.
What will this all lead to a world recession.
Expresses anxiety about economic consequences (recession) resulting from policy decisions.
@michaela4024
Mar 4, 2025
The Orange Jesus is trying to destroy NATO. He's doing Putin’s bidding.
The Orange Jesus is trying to destroy NATO. He's doing Putin’s bidding.
Expression of concern about a political figure's threat to NATO and alleged foreign allegiance, framing as danger.
@mattbravo5920
Mar 4, 2025
CANADA IN BIG TROUBLE?????
CANADA IN BIG TROUBLE?????
Expresses alarm and anxiety about Canada's situation with urgent questioning tone suggesting existential concern.
Fear / Threat
0.80
@Jraevid
Mar 4, 2025
Yep.... that's exactly how our US President sounds. Completely eloquent, thought provoking and with concern and passion for all human beings everywhere. ..................... I mean.... honestly.... does anyone feel that America is stronger & safer …
Yep.... that's exactly how our US President sounds. Completely eloquent, thought provoking and with concern and passion for all human beings everywhere. ..................... I mean.... honestly.... does anyone feel that America is stronger & safer today? I doubt even the most ardent supporter of President Trump can honestly think that.... This is getting pretty darn serious and I'm not happy about that. IT IS ONLY THE FIRST MARCH of his SECOND TERM!!!!
Expresses serious concern about America's safety and strength under Trump, with sarcasm masking underlying anxiety about the nation's direction.
@nickelcityrider5431
Mar 4, 2025
Those who voted for the orange goblin will also pay the price. What u thought the orange goblin gave a fuck about your vote lol. How fucking stupid of u. Hard to believe it's just …
Those who voted for the orange goblin will also pay the price. What u thought the orange goblin gave a fuck about your vote lol. How fucking stupid of u. Hard to believe it's just getting started. All of us are going to pay more.
Expresses alarm about economic consequences and voter deception, using alarmist language about future costs.
@Afrocentricpoet
Mar 4, 2025
Putin’s Dream Come True…few more steps to World Domination w MAGAts following suit - Drump & Elona blindly, gleefully & swiftly tearing down the USA in every possible way\n\nIt’s almost comical how Drump pretends to …
Putin’s Dream Come True…few more steps to World Domination w MAGAts following suit - Drump & Elona blindly, gleefully & swiftly tearing down the USA in every possible way\n\nIt’s almost comical how Drump pretends to be a tough guy - he’s just following orders
Expresses alarm about geopolitical threats and characterizes political figures as dangerous threats to national stability.
@jamesma8209
Mar 4, 2025
Trump wants to be the new Putin and if you can’t see that then you are either dumb or love fascism.
Trump wants to be the new Putin and if you can’t see that then you are either dumb or love fascism.
Expresses alarm about authoritarian threat (Trump as Putin) while making a moral judgment about fascism.
@ericasawthat
Mar 4, 2025
The U.S. is being defeated from within. Open your eyes, MAGA!
The U.S. is being defeated from within. Open your eyes, MAGA!
Expresses existential threat narrative about internal American decline while invoking political identity (MAGA).
@jakemoeller7850
Mar 4, 2025
All under China. The fall of western civilization. Inevitable.
All under China. The fall of western civilization. Inevitable.
Expresses apocalyptic threat narrative about China and Western civilization decline without substantiation.
@jokoholic
Mar 4, 2025
Trump is going to start World War III with our allies. Seriously. Republicans? Congress. Enough Already
Trump is going to start World War III with our allies. Seriously. Republicans? Congress. Enough Already
Expresses security and existential threat concerns about Trump starting World War III with allied nations.
@jsilverstein2359
Mar 4, 2025
Trump has joined the Axis power, and surrendered to Russia. Say goodbye to Alaska.
Trump has joined the Axis power, and surrendered to Russia. Say goodbye to Alaska.
Expresses alarm about Trump's alleged alignment with Russia and makes an unsubstantiated claim about Alaska, framing as existential threat.
@user-vr8zs3ei7n
Mar 4, 2025
I wonder if Mr. Trudeau knows we (America) can take Canada for our own land if we wanted in 48 hours
I wonder if Mr. Trudeau knows we (America) can take Canada for our own land if we wanted in 48 hours
Expresses threat/intimidation that America could militarily annex Canada, framed as speculation.
@mellidavis205
Mar 4, 2025
I just can't help thinking that, eventually, things are going to go south with Russia, and it won't end well for anyone.
I just can't help thinking that, eventually, things are going to go south with Russia, and it won't end well for anyone.
Expresses anxiety about geopolitical conflict with Russia and its negative consequences.
Fear / Threat
0.80
@Killerwhale317
Mar 4, 2025
Trump is not really an American. He wants to be king. He has said it aloud. No real American would seek to be king. It is contrary to our national ethos. Trump will lie, do, …
Trump is not really an American. He wants to be king. He has said it aloud. No real American would seek to be king. It is contrary to our national ethos. Trump will lie, do, and say anything to achieve this goal. What Americans don’t get is that kings need to have serfs. That is our role, in Trump’s eyes, as American citizens. He wants us jobless, penniless and totally dependent on the king. You think I am kidding- Trump is a malignant narcissist given to delusions of grandeur and, you voters have given Trump power to make his insanity a reality. Everyone is now bowing down.
Extended warning about Trump's authoritarian ambitions and psychological profile, expressing alarm about citizens becoming dependent 'serfs' under his rule.
@jaimeliang2267
Mar 4, 2025
So long, Five Eyes; so long, NATO ?
So long, Five Eyes; so long, NATO ?
Cryptic expression of alarm about the dissolution of international alliances (Five Eyes, NATO), conveying existential threat anxiety.
Fear / Threat
0.80
@fox2415
Mar 4, 2025
Trudeau is a dictator the Canadian people need the US to protect them or it would be China or Russia country
Trudeau is a dictator the Canadian people need the US to protect them or it would be China or Russia country
Expresses security anxiety by claiming Trudeau is a dictator and Canada needs US protection from China or Russia, framing existential threat.
@alvinpartin1628
Mar 4, 2025
I don't like canada I don't like india I don't like africa I don't like america I don't like europe the world 🌎 has become chaos hate friction tension stress violence crime murder church mosq …
I don't like canada
I don't like india
I don't like africa
I don't like america
I don't like europe
the world 🌎 has become chaos hate friction tension stress violence crime murder
church mosq gurudwar synagogue temple
none are safe
Expresses broad anxiety about global chaos, violence, and the failure of institutions across multiple countries and religions.
yewo-kp4lf
Feb 28, 2026
We don't have a country, no elections, no immigration control. Please stop talking
We don't have a country, no elections, no immigration control. Please stop talking
Expresses alarm about loss of national sovereignty and immigration control, framing the situation as a threat.
@pmasterfunk
Mar 4, 2025
Trump's mission: To separate all US allies from one another! To better serve the main evil, namely Russia!!
Trump's mission: To separate all US allies from one another! To better serve the main evil, namely Russia!!
Expresses alarm about Trump's geopolitical strategy as a threat to alliances and identifies Russia as an underlying danger; frames threat to international order.
@nadfoy
Mar 4, 2025
Our country is going to be the outcast of the world. Not a super power anymore
Our country is going to be the outcast of the world. Not a super power anymore
Expresses anxiety about Canada's international standing and loss of power status.
@staceyv8754
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)