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
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
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
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
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
WTF Trump!!!!!!!
WTF Trump!!!!!!!
Expresses alarm or distress about Trump with emphatic punctuation, though the specific concern is unclear.
Fear / Threat
0.65
@kathyking2515
Mar 4, 2025
It is going to be a wild 4 years. ?from ??
It is going to be a wild 4 years. ?from ??
Expression of anxiety about an uncertain future with vague alarmist tone, though context is unclear.
Fear / Threat
0.65
@willtuckey3424
Mar 4, 2025
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
It's too late!
It's too late!
Vague expression of alarm or inevitability regarding immigration situation, conveying anxiety without specifics.
Fear / Threat
0.65
YT2go4me
Feb 10, 2026
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
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
This is insane
This is insane
Vague expression of alarm or concern about the video's content, suggesting perceived threat or crisis.
Fear / Threat
0.65
jinxytulip4808
Jan 27, 2026
Canadas last gasp ???
Canadas last gasp ???
Cryptic phrase suggesting existential concern or decline for Canada, expressing anxiety about the nation's future.
Fear / Threat
0.65
@peterthepakeha2799
Mar 5, 2025
I meant invade Canada from the Arctic
I meant invade Canada from the Arctic
References military invasion threat against Canada, likely satirical but expresses threat framing.
@BrennaCarbonell
Mar 4, 2025
And they speak more than two languages this is so so sad?
And they speak more than two languages this is so so sad?
Expresses concern or alarm about multilingualism among immigrants, framed as negative.
Fear / Threat
0.65
@anamariafurtado7574
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
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
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
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)