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
Huh trump and Putin have a very dirty mind what is going on ? Especially trump he lost he's mind ! Amarican destroyed all over middle east and now he talk about Canada Mexico and …
Huh trump and Putin have a very dirty mind what is going on ? Especially trump he lost he's mind ! Amarican destroyed all over middle east and now he talk about Canada Mexico and Europe ? really did amarican people know why they vote for trump??? Amarica should wake up before anything happens!!!
Expresses alarm about Trump's mental state and potential for war, warning of danger with urgent calls for American voters to act.
@asopol3673
Mar 4, 2025
We need to ask if there is some kind of explanation for Trump to be doing everything possible to help Russia and damage the US! This is a very grave situation!
We need to ask if there is some kind of explanation for Trump to be doing everything possible to help Russia and damage the US! This is a very grave situation!
Expresses alarm about Trump's alleged actions helping Russia and damaging the US, framed as a grave threat without evidence.
@seacoastlife
Mar 4, 2025
They are nice people until they con Grandma out of her lifes savings.
They are nice people until they con Grandma out of her lifes savings.
Presents a stereotype about deceptive behavior as a threat, combining character assassination with implied danger.
Yahschild-l5s
Jan 27, 2026
When this misery will end 😩
When this misery will end 😩
Expresses distress and despair about an ongoing situation (implied to be immigration-related), conveying anxiety and hopelessness about the issue.
Fear / Threat
0.80
meawesome1651
Oct 21, 2025
Canada is a land of immigrants, mfs Canada will become Khalistan .
Canada is a land of immigrants, mfs Canada will become Khalistan .
Expresses demographic anxiety about Canada's identity being transformed into 'Khalistan,' framing immigration as an existential threat.
abhishekmahanta1112
Jan 28, 2026
Um the guy on the bike was a POS I know not to take my black ass to Canada
Um the guy on the bike was a POS I know not to take my black ass to Canada
Personal account of witnessing racism that deters the commenter from visiting Canada based on safety concerns.
Nadia-l7o6t
Jan 28, 2026
Weaponized migration...
Weaponized migration...
Uses loaded phrase 'weaponized migration' to express anxiety about immigration as a deliberate threat or conspiracy.
RJ-q5z
Feb 17, 2026
Racism is becoming more and more valid.
Racism is becoming more and more valid.
Provocative statement normalizing racism as a response to immigration, expressing xenophobic sentiment.
EmmyFoder-t3h
Jan 27, 2026
The migrats must go!
The migrats must go!
Demands removal of migrants, expressing demographic anxiety and perceived threat.
HatsueFuruhashi
Jan 27, 2026
Clearly DT didn’t think you did enough - He has a very much a FAFO attitude don’t think your reaction is going to be what you think you going to get hurt bad if you …
Clearly DT didn’t think you did enough - He has a very much a FAFO attitude don’t think your reaction is going to be what you think you going to get hurt bad if you try and weather a trade war with the USA
Warns of negative consequences from a trade war and expresses concern about Canada's vulnerability to U.S. pressure.
@ALXSHARPEN
Mar 4, 2025
After Trump hears this your tariffs are going to another 50 percent buddy
After Trump hears this your tariffs are going to another 50 percent buddy
Expresses anxiety about escalating tariffs as a consequence of the PM's actions, presenting a speculative threat scenario.
@willywonka077
Mar 4, 2025
They became invasion species with their idols and cultures😂
They became invasion species with their idols and cultures😂
Uses invasive species metaphor to frame immigrants as threats to national culture and identity.
firelord1202
Jan 28, 2026
Every single thing he is doing is strengthening Russia and weakening America
Every single thing he is doing is strengthening Russia and weakening America
Expresses concern about geopolitical threat posed by Trump's actions to American security and strength.
Fear / Threat
0.80
@bearxbunny1835
Mar 4, 2025
THE WHOLE WORLD NEED TO HELP USA PEOPLE TO END THIS NIGHTMARE. ??????WE DON’T HAVE LAW, SUPREME COURT, CONGRESS, SENATE ,JUSTICE DEPARTMENT, HITLER WAS A GERMANY DICTATOR IN ONLY 6 MONTHS.HELP PLEASE.?
THE WHOLE WORLD NEED TO HELP USA PEOPLE TO END THIS NIGHTMARE. ??????WE DON’T HAVE LAW, SUPREME COURT, CONGRESS, SENATE ,JUSTICE DEPARTMENT, HITLER WAS A GERMANY DICTATOR IN ONLY 6 MONTHS.HELP PLEASE.?
Expresses alarm about governmental collapse and authoritarian threat, calling for international intervention.
@AlbertoGarcia-hk6jd
Mar 4, 2025
Exactly the same and worse in the UK, Australia and most of western Europe, i see civil wars on the horizon if this isn't reversed
Exactly the same and worse in the UK, Australia and most of western Europe, i see civil wars on the horizon if this isn't reversed
Expresses alarm about immigration trends across Western nations and predicts civil wars if the situation is not reversed.
steveganz7418
Oct 12, 2025
God please save us from this mess ?
God please save us from this mess ?
Expresses anxiety and distress about current circumstances, framing the situation as a crisis requiring divine intervention.
Fear / Threat
0.80
@VanilAJ7813
Mar 4, 2025
This is a good man. I wish we had someone in the White House who looked and sounded like him. TRUMP IS RUINING US AND STILL NI ONE IS DOING ANYTHING. What is wrong with …
This is a good man. I wish we had someone in the White House who looked and sounded like him. TRUMP IS RUINING US AND STILL NI ONE IS DOING ANYTHING. What is wrong with the DEMOCRATS. GET MOVING GET TRUMP OUT OF THE POSITION HE’S IN BEFORE WE ARE ALL FORCED TO BOW DOWN TO PUTIN BECAUSE THAT’S WHERE THIS IS GOING.
Expresses alarm about Trump's leadership as existential threat (Putin alignment) while calling for Democratic action against him.
@LillianFarling
Mar 4, 2025
Lol Canada imported an Indian city of almost 1M
Lol Canada imported an Indian city of almost 1M
Expresses demographic anxiety through hyperbolic claim that Canada has 'imported an Indian city,' framing immigration as demographic replacement.
CorporateShill66
Sep 20, 2025
And the Crap Show begins.. The American People will suffer heavily from the influence of other countries which will weaken America's economy. Thanks MAGA votes, who believe your current President in the matter of less …
And the Crap Show begins.. The American People will suffer heavily from the influence of other countries which will weaken America's economy. Thanks MAGA votes, who believe your current President in the matter of less than 50 days in office America is doing marvelous (the best it has ever been and the best you have ever seen). Guess Kamala wasn't lying after all..
Expresses alarm about economic damage and negative consequences from current policies, with criticism of MAGA voters.
@DanyellePiper-l5x
Mar 4, 2025
Dear America, \nthe destruction of your traditional strategic alliances is intended to help Putin rise to undisputed power in Europe.
Dear America, \nthe destruction of your traditional strategic alliances is intended to help Putin rise to undisputed power in Europe.
Expresses alarm about geopolitical consequences of weakened alliances, framing it as a security threat to America.
@User-p8x4f
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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