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
OK american to canada for gang stalk need to leave
OK american to canada for gang stalk need to leave
Expresses security concern about Americans engaging in 'gang stalking' in Canada, though the claim is vague and unsubstantiated.
LiliLadouce
Dec 8, 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
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
If no government steps in quickly this is going to get million time worse like Jesus said lucky or The Barrens who cannot bear a child and bring it into this world it is only …
If no government steps in quickly this is going to get million time worse like Jesus said lucky or The Barrens who cannot bear a child and bring it into this world it is only going to get worse people worse
Expresses apocalyptic concern about worsening conditions and calls for urgent government intervention, though the comment is somewhat incoherent.
Fear / Threat
0.65
hildaramroop9611
Aug 25, 2025
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
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
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
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
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
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
Spiritual stuff. Sorry. Overlords.
Spiritual stuff. Sorry. Overlords.
Vague reference to 'overlords' suggests conspiratorial thinking and anxiety about hidden power structures.
Fear / Threat
0.65
@Marcus-rg7bg
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
THEY TAKE EVERYTHING
THEY TAKE EVERYTHING
Vague expression of threat or loss ('THEY TAKE EVERYTHING') suggesting demographic or resource anxiety.
Fear / Threat
0.65
thatnativejustnative6271
Sep 8, 2025
Want Canada to cut your power off ??? We will if trump gets nastier
Want Canada to cut your power off ??? We will if trump gets nastier
Expresses a threat or warning about potential consequences if Trump escalates, framed as a deterrent.
@Sunshine22896
Mar 4, 2025
It's simply disgusting
It's simply disgusting
Expresses strong disapproval without elaboration, likely indicating anxiety or alarm about immigration but lacking specificity.
Fear / Threat
0.65
sguazzony3630
Jan 27, 2026
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
Too many...
Too many...
Minimal expression suggesting demographic anxiety or concern about immigration volume.
Fear / Threat
0.65
sambearing7687
Feb 28, 2026
Automatic execution
Automatic execution
Expresses extreme threat/danger sentiment through brief, alarming statement about execution.
Fear / Threat
0.65
jacktreeman6791
Feb 18, 2026
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
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)