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
Trump is absolutely destroying America as the world knows it, if that tyrant is not reined in, the people will suffer immensely, this is nothing but a manufactured crisis used as a tactic to demonstrate …
Trump is absolutely destroying America as the world knows it, if that tyrant is not reined in, the people will suffer immensely, this is nothing but a manufactured crisis used as a tactic to demonstrate their power, and then solve it and become the savior of the people. Trump is the symbol in which the ultra wealthy elite and the fascists have concentrated their efforts, he’s a puppet of that oligarchy and someone who is subjected to a very obscure tie to Putin. What kind of information does Putin hold to exert that amount of influence over Trump? It must be something bigger than Trump’s mere admiration of his autocratic power…
Expresses alarm about Trump's destructive power and unsubstantiated claims about Putin's influence over him, framed as existential threat.
@MsElectricLover
Mar 4, 2025
All of the non-western countries are trying to destroy the West. This is all this is about.
All of the non-western countries are trying to destroy the West. This is all this is about.
Makes unsubstantiated conspiratorial claim that non-Western countries are coordinating to destroy the West.
FrankCostanza-p8m
Nov 23, 2025
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Expresses anxiety about Canada electing a Trump-like leader and warns of democratic risks.
@tanyaleasure6743
Mar 4, 2025
The Fall of Western civilization started decades ago 😢.
The Fall of Western civilization started decades ago 😢.
Expresses existential anxiety about Western civilization decline, framed as a threat narrative.
fgmeja8mso
Sep 30, 2025
Germany will be next
Germany will be next
Expresses alarmist concern that Germany's immigration situation will spread to other countries, implying demographic or social threat.
Haoruo-k8j
Jan 28, 2026
Guess what Canadians it’s going to get worse 😂😂😂
Guess what Canadians it’s going to get worse 😂😂😂
Expresses pessimistic prediction about worsening immigration situation, delivered with sarcastic tone and emojis.
fabricemukaramuzi7224
Aug 28, 2025
what the hell is happening in north America!! from México, im very very worried.. we shoould work togethernot make comercial war
what the hell is happening in north America!! from México, im very very worried.. we shoould work togethernot make comercial war
Expresses worry and alarm about North American conditions while calling for cooperation rather than conflict.
@shiroumxm2052
Mar 4, 2025
79,000 missing, seems like a good excuse for digital I.D.
79,000 missing, seems like a good excuse for digital I.D.
Expresses concern about missing students as a pretext for surveillance expansion, combining anxiety with conspiratorial framing.
chachingchaching3278
Sep 29, 2025
Everyone knew that Trump election meant the end of american supremacy in the world. His insanity was there all the time. The whole world saw that comming. Everyone but americans saw. Now you have a …
Everyone knew that Trump election meant the end of american supremacy in the world. His insanity was there all the time. The whole world saw that comming. Everyone but americans saw. Now you have a foreign billionaire imploding your democracy from within to install a fascist experiment. When you wake up from this nightmare, the world order will have changed and America will be a second-rate country.
Expresses alarm about Trump's threat to American democracy and global order, framing it as an existential crisis with geopolitical consequences.
@janjanfernandes2289
Mar 4, 2025
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Expresses alarm about escalation and danger ('going to get ugly'), framed within US-Canada relations.
@KjNix
Mar 4, 2025
It should be noted, that it took Trump less than 40 days before 27% of Canadians now consider the US to be an enemy.\nObviously Dumpy is working to destroy western alliances.\nAsk yourself who will benefit.\nWho …
It should be noted, that it took Trump less than 40 days before 27% of Canadians now consider the US to be an enemy.\nObviously Dumpy is working to destroy western alliances.\nAsk yourself who will benefit.\nWho is happy with this?\nYou literally have a Russian asset BACK in the White House.\nWTF people.
Expresses alarm about Trump as a threat to Western alliances and makes unsubstantiated claims about Russian influence without evidence.
@mikeb5664
Mar 5, 2025
And next month it'll be 50% tariffs to Canada. Have fun.
And next month it'll be 50% tariffs to Canada. Have fun.
Expresses anxiety about future tariffs and economic threat to Canada, presented as a prediction without evidence.
@MassBoost
Mar 4, 2025
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
If you are Canadian, I would leave the USA immediately because there are American Hillbillies that are stupid enough to run you off the road. Sad day in America..so sorry Canada!!
Expresses concern about safety threats to Canadians from Americans while showing sympathy for Canada, mixing threat perception with solidarity.
@blind8624
Mar 4, 2025
The States that receive electricity from Canada, may soon be in the dark, literally. Make sure you thank Trump.
The States that receive electricity from Canada, may soon be in the dark, literally. Make sure you thank Trump.
Warns of potential energy crisis consequences from Trump's policies, expressing concern about material harm to U.S. states.
@lisamarie8265
Mar 4, 2025
We have to cut this cancer out of the system. Trump and Elon are literal cancerous cellular collectives, exploiting and killing its own cellular collective nation from within, as though it were an external environment.
We have to cut this cancer out of the system. Trump and Elon are literal cancerous cellular collectives, exploiting and killing its own cellular collective nation from within, as though it were an external environment.
Uses inflammatory metaphor of 'cancer' to frame Trump and Elon as existential threats to the nation, expressing alarmism and danger.
@FigmentHF
Mar 4, 2025
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
Expresses concern about trade war consequences and deteriorating historical alliances, framing it as a threat to international stability.
@kafookafoo1
Mar 5, 2025
Between Friday's disaster with Zelensky and today's imposition of tariffs on Canada, the evidence is clear. Trump's America has joined Russia in an alliance intended to demolish the world's democracies.
Between Friday's disaster with Zelensky and today's imposition of tariffs on Canada, the evidence is clear. Trump's America has joined Russia in an alliance intended to demolish the world's democracies.
Expresses alarm about Trump's actions as evidence of a threat to democracies, framing the situation as dangerous and conspiratorial.
@bryancollins6796
Mar 4, 2025
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
Expresses alarm about US takeover of Canada while expressing international solidarity, combining threat perception with supportive framing.
@elizabethmclean5145
Mar 4, 2025
The west is fukced
The west is fukced
Expresses apocalyptic concern about Western decline, likely in context of immigration discussion.
Fear / Threat
0.78
thomaslemonnier1438
Jan 28, 2026
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as …
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as long as it seems it will outlast them
It’s an issue in Rural East TN. All the gas stations, even the old ones off the main hwys that used to be where all the old local generation would gather and drink coffee and eat breakfast….those places sold out to 🇮🇳
It’s insane
Expresses anxiety about cultural/demographic change (gas stations sold to Indian owners) framed as a threat to community identity and values, with underlying concern about loss of local heritage.
TicketTraps
Feb 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)