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 is happening here is biblical..
What is happening here is biblical..
Vague apocalyptic framing suggesting catastrophic consequences without specific details, expressing existential alarm.
@מִיכאל-פ4ו
Mar 4, 2025
I hate those rats
I hate those rats
Dehumanizing language expressing negative sentiment toward a group, likely referencing immigrants as pests/vermin.
prospects0007
Feb 6, 2026
A shit whole
A shit whole
Brief derogatory statement expressing negative sentiment toward a place, likely referring to demographic or cultural concerns.
Fear / Threat
0.65
nightrider9376
Jan 28, 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
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
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
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
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
We’ll see who needs who
We’ll see who needs who
Cryptic statement suggesting future conflict or dependency reversal, implying threat or demographic anxiety.
@LuisSalazar-t6c
Mar 4, 2025
Amerikkka 1st ????????? you was warned about this id!0+
Amerikkka 1st ????????? you was warned about this id!0+
Expresses alarm about America-first policies and perceived threats, with unclear phrasing but evident concern about national direction.
@baby.e401
Mar 4, 2025
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
Smelly MFers
Smelly MFers
Dehumanizing slur targeting immigrants with no substantive content, expressing contempt and xenophobic sentiment.
Honorjustice
Jan 27, 2026
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
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
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
I am so done
I am so done
Brief expression of exhaustion and frustration, likely in response to immigration-related content, suggesting emotional distress or alarm.
Fear / Threat
0.65
Nationrising1
Aug 25, 2025
i dont like this!
i dont like this!
Brief expression of disapproval and concern about current situation.
Fear / Threat
0.65
@mtrider458
Mar 4, 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
I cant wait to meet you, and you'll then know whats going to happen
I cant wait to meet you, and you'll then know whats going to happen
Vague threat-like statement suggesting unspecified negative consequences, though context is unclear.
Fear / Threat
0.65
AneeshMedina
Jan 29, 2026
Supposed to happen. Read your Bible. I mean come on.. I’m not even educated and I can see between the lines. beware of actions
Supposed to happen. Read your Bible. I mean come on.. I’m not even educated and I can see between the lines. beware of actions
Expresses vague warnings about future consequences based on religious interpretation without specific evidence.
@billymosley248
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)