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
Sad times to Canadians
Sad times to Canadians
Expresses concern or anxiety about Canada's situation without specific details; conveys worry or alarm about current times.
Fear / Threat
0.65
@simphiwelehlohonolo4961
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
Tip of iceburg
Tip of iceburg
Suggests the current situation is only the beginning of a larger problem, implying escalating threat.
Fear / Threat
0.65
@DeanDenver
Feb 19, 2026
And it is the WHOLE country
And it is the WHOLE country
Vague alarmist statement suggesting a widespread threat affecting the entire country, though context is unclear.
Fear / Threat
0.65
Digitalsurfer265
Jan 27, 2026
THE AMERICAN CRIMINAL GANGS CRIPS AND BLOODS EXC...
THE AMERICAN CRIMINAL GANGS CRIPS AND BLOODS EXC...
Incomplete statement invoking criminal gangs in an alarmist manner, suggesting security threat concerns.
@brianrivasoconer5543
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
Too many...
Too many...
Minimal expression suggesting demographic anxiety or concern about immigration volume.
Fear / Threat
0.65
sambearing7687
Feb 28, 2026
it's too much
it's too much
Vague expression of concern or alarm about immigration levels without specific justification.
Fear / Threat
0.65
HondaK24A
Oct 2, 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
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
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
The end is coming
The end is coming
Vague apocalyptic statement expressing existential dread or catastrophic anxiety about the future.
Fear / Threat
0.65
andrelacasse8152
Jan 3, 2026
This is disgusting
This is disgusting
Minimal comment expressing strong disapproval without elaboration; likely conveys anxiety or alarm about the video's subject matter.
Fear / Threat
0.65
myhandsspeak1925
Sep 26, 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
Its the start the world has had enough.
Its the start the world has had enough.
Vague expression of alarm about a global turning point ('the world has had enough'), suggesting anxiety about impending change or crisis.
Fear / Threat
0.65
@cheetos1768
Mar 4, 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
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 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
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
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)