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
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
Expresses alarm about Canada-US relations deteriorating and seeks explanation for Trump's actions.
@pvfilms126
Mar 5, 2025
Pray to god they are not muslims
Pray to god they are not muslims
Expresses religious/identity-based anxiety and concern about immigrant composition.
himanshu7056
Feb 14, 2026
I hope everyone in canada is rolling over in anger from this video.
I hope everyone in canada is rolling over in anger from this video.
Expresses expectation of anger and negative emotional response from Canadians, suggesting alarm about video content.
tinkywinky1995
Jan 27, 2026
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
Expresses concern about Canada's new security vulnerability with Russia as a neighboring threat.
@orzhman
Mar 5, 2025
Here we go. Hang on folks, it's going to be a bumpy ride. ??
Here we go. Hang on folks, it's going to be a bumpy ride. ??
Expression of anxiety about an impending difficult situation, using metaphorical language ('bumpy ride') to convey concern about future consequences.
Fear / Threat
0.75
@destinysangel1118
Mar 4, 2025
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
Expresses alarm about fraud and impending problems ('oh no'), framing immigration as a threat similar to U.S. issues.
O.SRetro
Jan 27, 2026
Canada has fallen ?
Canada has fallen ?
Expresses anxiety about Canada's decline or collapse, framed as a threat to national wellbeing.
@MikeyMoo-1983
Mar 4, 2025
Look at their fucking faces, look of worries
Look at their fucking faces, look of worries
Observation of visible anxiety and worry, expressing concern about the situation's gravity.
Fear / Threat
0.75
@ramonjaramillo3107
Mar 5, 2025
World War 3 coming soon… all because of you know who
World War 3 coming soon… all because of you know who
Expresses alarmist prediction of World War 3 with vague blame attribution, combining fear-mongering with unsubstantiated claim.
@SelfLovinMyBlackAss
Mar 5, 2025
Polske tez te gady zaczynaja zalewać
Polske tez te gady zaczynaja zalewać
Polish-language comment expressing alarm about immigration 'flooding' Poland, using dehumanizing language.
Duszan1Duszan
Mar 2, 2026
Canada will go bankrupt in one year. And that’s fine with me.
Canada will go bankrupt in one year. And that’s fine with me.
Expresses alarmist prediction of economic collapse while indicating approval of the outcome.
@chuckarnett9544
Mar 4, 2025
I pray everyday for tRUMP to have a fast food induced widowmaker ? to put an end to our American nightmare.
I pray everyday for tRUMP to have a fast food induced widowmaker ? to put an end to our American nightmare.
Expresses a dark wish for Trump's death framed as prayer, combining threat/fear language with dark humor.
@AngryLawyer87
Mar 4, 2025
Wow!…. You can’t make this sht up… he is literally Fing every Allie over Russia who also sides with North Korea and Iran…good job dmb azz….what a POS
Wow!…. You can’t make this sht up… he is literally Fing every Allie over Russia who also sides with North Korea and Iran…good job dmb azz….what a POS
Expresses alarm about political alliances and geopolitical threats, with strong emotional language suggesting danger and concern.
@SalinasOG831
Mar 4, 2025
Trump will get the U.S. Cancelled if he keeps this behavior
Trump will get the U.S. Cancelled if he keeps this behavior
Warns of severe consequences ('Cancelled') from Trump's behavior, expressing concern about national-level damage.
@Mrs539Ley
Mar 4, 2025
Canada - coming coloney of america . Trump Will o ertake canada soon.
Canada - coming coloney of america . Trump Will o ertake canada soon.
Expresses alarm about Canada becoming a US colony and Trump takeover, presenting unsubstantiated geopolitical threat.
real-investing-trades
Jan 6, 2026
man its like that all over Canada at this point
man its like that all over Canada at this point
Expresses concern about a widespread problem across Canada, suggesting demographic or social anxiety.
robertmackay2841
Jan 27, 2026
Canada is joke lol. Woke up one day to a bad dream
Canada is joke lol. Woke up one day to a bad dream
Expresses dismissal and anxiety about Canada's state, framing it as a nightmare scenario reflecting demographic or cultural concerns.
faith9973
Jan 27, 2026
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Expresses concern for an individual's safety due to public exposure, framing immigration discourse as creating danger.
mewtifultomerrow6571
Jan 27, 2026
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: …
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: “Thank you, if you don’t want to deal with us, we’ll take it anyway.” All he wants is the rare earth to develop quantum Computers,he will then lever that power to manipulate, unfortunately most of it is towards the Russian boarder! ?
Expresses security and geopolitical concerns about Trump as a threat to world peace, with unsubstantiated claims about motives regarding rare earth and quantum computers.
@pj9610
Mar 5, 2025
Very soon America will be left alone.
Very soon America will be left alone.
Expresses concern about America's isolation, framing it as an impending threat or negative outcome.
@emmanuelappiah7849
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)