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
It's hilarious they keep being flabbergasted about Trump doing things that their enemies want, because that's exactly who he is working for. He does not care about Americans or Canadians or anyone at all except …
It's hilarious they keep being flabbergasted about Trump doing things that their enemies want, because that's exactly who he is working for. He does not care about Americans or Canadians or anyone at all except his cronies and his group of Russian-led oligarchs, and making themselves all even richer than they already are off the backs of the working classes everywhere. He is working for the enemy, which is precisely why it looks for all the world like he's working for he enemy. Figure it out!
Expresses alarm about Trump working for Russian oligarchs and enemies, combining conspiracy-like claims with threat framing.
@PinataOblongata
Mar 4, 2025
whoever still wanna go to there and Canadian. Deserved that.
whoever still wanna go to there and Canadian. Deserved that.
Implies Canadians who travel to USA deserve negative consequences, expressing threat/danger sentiment.
Fear / Threat
0.65
xiuhtezcatl8161
Dec 8, 2025
This is crazy and unbelievable!
This is crazy and unbelievable!
Expresses alarm and disbelief about immigration situation without specific claims or evidence.
Fear / Threat
0.65
aveeng9648
Nov 21, 2025
Trade war..first stage to invade one country
Trade war..first stage to invade one country
Expresses alarmist concern that trade conflict could escalate to military invasion, presenting speculative threat.
@LarryMendaros
Mar 4, 2025
Eat it canada ??♀️ too long and no more
Eat it canada ??♀️ too long and no more
Expresses concern or alarm about Canada's situation with dismissive language, suggesting demographic or political anxiety.
@victorgoodluck7843
Mar 4, 2025
ITS. NATURAL 😮 LESS PEOPLE 😮MORE FRIENDLY 🎉MORE PEOPLE MORE PROBLEMS 😂😂😂
ITS. NATURAL 😮 LESS PEOPLE 😮MORE FRIENDLY 🎉MORE PEOPLE MORE PROBLEMS 😂😂😂
Expresses demographic anxiety about population growth causing social problems, framed with casual humor but conveying underlying concern.
khananwar5014
Sep 15, 2025
Let's see how far canada gets playing this game
Let's see how far canada gets playing this game
Expresses skepticism and concern about Canada's ability to succeed, implying potential negative outcomes from current approach.
Fear / Threat
0.65
@jonlybonly9843
Mar 5, 2025
Make that make sense? Russia has nukes, your welcome. They said the guy was stupid wow....
Make that make sense? Russia has nukes, your welcome. They said the guy was stupid wow....
References nuclear weapons as implicit threat/security concern while comparing geopolitical positions between nations.
@DeathstarMXR
Mar 4, 2025
Booo hoooo. Part of the world new order, goto hell Canada.
Booo hoooo. Part of the world new order, goto hell Canada.
Expresses dismissive hostility toward Canada and references unsubstantiated 'new world order' conspiracy theory.
@IsraelUri-y7k
Mar 4, 2025
OMG terrible
OMG terrible
Brief negative reaction to video content, expressing disapproval without elaboration; likely responding to immigration-related material.
Fear / Threat
0.65
bnz_info
Jan 28, 2026
This is sad.
This is sad.
Minimal expression of concern or disapproval about the video topic, likely referencing immigration-related anxiety.
Fear / Threat
0.65
V1ll11
Feb 9, 2026
Absolutely disgusting
Absolutely disgusting
Minimal expression of strong disapproval; likely refers to immigration-related concerns but lacks specific content for confident classification.
Fear / Threat
0.65
largebrain
Nov 6, 2025
This is insane.
This is insane.
Brief expression of alarm or concern about the situation, though context is ambiguous regarding what is 'insane.'
Fear / Threat
0.65
@RebekahCurielAlessi
Mar 4, 2025
You better watch what your saying about UNITED STATES President . You don't want to look in the sky and the stars falling.
You better watch what your saying about UNITED STATES President . You don't want to look in the sky and the stars falling.
Cryptic warning about consequences for criticizing the US President, expressing threat/danger with apocalyptic imagery.
@bjireton
Mar 4, 2025
The need and justification is being in debt to and owned by Putin
The need and justification is being in debt to and owned by Putin
Makes an unsubstantiated claim about debt and control by Putin, expressing geopolitical anxiety without evidence.
@scottmagri6306
Mar 4, 2025
You can't make a deal with these lunatics.
You can't make a deal with these lunatics.
Brief dismissive statement characterizing negotiating partners as dangerous/irrational, expressing concern about the feasibility of productive engagement.
@Love-k2h8h
Mar 4, 2025
Trump will twist what you are saying and call you and all Canadians as he called Zelenskyy and all the Ukrainians.
Trump will twist what you are saying and call you and all Canadians as he called Zelenskyy and all the Ukrainians.
Warns that Trump will misrepresent and attack Canadians, making an unsubstantiated claim about Trump's behavior pattern.
@chrismeese3666
Mar 4, 2025
From Americans to you ??threaten us again.
From Americans to you ??threaten us again.
Warning message expressing concern about American threats to Canada, with implied call for solidarity.
@allen8569
Mar 4, 2025
Nasty people _
Nasty people _
Vague negative characterization expressing disapproval or concern about a group without elaboration.
Fear / Threat
0.65
SiriusEarthEnt
Jan 27, 2026
An eye for an eye ? ?
An eye for an eye ? ?
Cryptic reference to retaliatory violence or threat ('an eye for an eye'), expressing potential danger or conflict.
Fear / Threat
0.65
@maryvalen1
Mar 5, 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)