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 is beginning of the end. :(
It is beginning of the end. :(
Expresses apocalyptic concern about impending crisis or collapse.
Fear / Threat
0.70
@lytskij
Mar 4, 2025
I hope stop roberies and cri. Me
I hope stop roberies and cri.
Me
Expresses concern about crime and robbery, linking it implicitly to immigration issues.
Fear / Threat
0.70
reginasalazar2126
Dec 25, 2025
It’s so gross there now!!!
It’s so gross there now!!!
Expresses disgust about a location's current state, implying demographic or cultural change has made it undesirable.
Fear / Threat
0.70
JeffCunningham-sy8qz
Sep 20, 2025
Trump wants us in War
Trump wants us in War
Brief expression of concern that Trump's actions could lead to war, invoking a security threat.
Fear / Threat
0.70
@sweet-grass
Mar 4, 2025
totally indians dea**
totally indians dea**
Cryptic statement with censored language expressing negative sentiment toward Indians, suggesting threat or alarm without clear elaboration.
Fear / Threat
0.70
y6g9
Jan 29, 2026
After all is said and down, who will win? Vladimir putin ?
After all is said and down, who will win? Vladimir putin ?
Expresses concern about geopolitical threat and outcome uncertainty, framing Putin as a potential winner in the conflict.
Fear / Threat
0.70
@icanwecanjawi8768
Mar 4, 2025
Trump can’t make poo-tin ??do anything so he turns on a soft target Ukraine ,Canada and Mexico are smoke and mirrors to make Europe tow the line ,Russia is paying for all that Trump does …
Trump can’t make poo-tin ??do anything so he turns on a soft target Ukraine ,Canada and Mexico are smoke and mirrors to make Europe tow the line ,Russia is paying for all that Trump does ,poo-tin wants the Baltic states if he is allowed to win in Ukraine he will have a ready made army to fight the rest of Europe curtsey of Donald Trump and the evil behind him Vance and Musk just remember if Trump dies in office who becomes leader of the so called free world .
Expresses security and geopolitical anxiety about Trump, Putin, and European conflict, with unsubstantiated claims about Russian funding and strategic intentions.
@jimrt1738
Mar 4, 2025
This man is insane listen carefully
This man is insane listen carefully
Characterizes a political figure as 'insane' and expresses concern about their mental state as a threat.
Fear / Threat
0.70
@mcs1128
Mar 4, 2025
Only a few million more to go
Only a few million more to go
Sarcastically implies millions more deportations are needed, expressing demographic anxiety through dark humor.
TrevVision
Feb 18, 2026
Bro is speaking words of war. Stop it bro
Bro is speaking words of war. Stop it bro
Interprets the speech as warlike rhetoric and expresses concern about escalation, framed as a warning to the speaker.
@iankarr7308
Mar 4, 2025
We have a monster here. ?
We have a monster here. ?
Uses inflammatory language ('monster') to express alarm or danger regarding a political figure, though context is vague.
@luvsanimals-nature
Mar 4, 2025
MUSK HAS TAKEN OVER AMERICAN......AN ANTI CHRIST....A DESTROYER..... HE NEEDS THE CALM PASTEURS OF HEAVEN AND TRUMPUS WITH HIM, TO SCRUB HIS BACK.
MUSK HAS TAKEN OVER AMERICAN......AN ANTI CHRIST....A DESTROYER..... HE NEEDS THE CALM PASTEURS OF HEAVEN AND TRUMPUS WITH HIM, TO SCRUB HIS BACK.
Makes inflammatory claims about Musk and Trump with religious/apocalyptic framing, expressing existential threat concerns.
@jameskitty6577
Mar 4, 2025
World war 3
World war 3
Brief alarmist reference to potential global conflict, expressing anxiety about escalating geopolitical tensions.
Fear / Threat
0.70
@Ashtro2000
Mar 4, 2025
US has only one friend now - russia! I hope this is not American dream.
US has only one friend now - russia! I hope this is not American dream.
Expresses anxiety about geopolitical alliances shifting away from traditional partnerships, framed as a threat to the American dream.
@TM97531O
Mar 4, 2025
The word "FALL" actually sounds like an accidental situation rather than a deliberate, planned, intentionaly created sense of chaos..it is way more than incompetence...
The word "FALL" actually sounds like an accidental situation rather than a deliberate, planned, intentionaly created sense of chaos..it is way more than incompetence...
Suggests deliberate, intentional creation of chaos rather than accidental mismanagement, implying systemic malice and threat.
jayctriarii496
Feb 21, 2026
Trump is nothing but a cowardly puppet of Putin
Trump is nothing but a cowardly puppet of Putin
Makes an unsubstantiated claim about Trump being controlled by Putin, framing him as a threat/puppet.
@geosmith3436
Mar 4, 2025
Should invade Canada and Mexico it’s there fault with the fetanyl isn’t this what Tom Holman is supposed to be doing going after the terrorist
Should invade Canada and Mexico it’s there fault with the fetanyl isn’t this what Tom Holman is supposed to be doing going after the terrorist
Expresses security threat concerns about fentanyl and suggests military action, with unsubstantiated claims about responsibility.
@HonorablesirGolfer-d6k
Mar 4, 2025
God help us
God help us
Brief invocation of divine help suggests existential concern or alarm about the situation discussed in the video.
Fear / Threat
0.70
MooseknuckleZzzz
Jan 27, 2026
You’ve poked the bear that is…er was Canadian!
You’ve poked the bear that is…er was Canadian!
Expresses concern about Canada being provoked or threatened, with apocalyptic undertones about national decline.
deanmcghie6519
Feb 26, 2026
You have crossed our border and made so much free money ? that now it stops good luck in WAR
You have crossed our border and made so much free money ? that now it stops good luck in WAR
Expresses threat and alarm about border crossing and economic consequences, with ominous reference to war.
@tomatoK-z8x
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)