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
Trump keep talking world war 3 and he’s the one about to cause it.
Trump keep talking world war 3 and he’s the one about to cause it.
Frames Trump as a threat to global peace and security, expressing alarm about potential conflict escalation.
@nicholasscott1000
Mar 4, 2025
Canadá you won’t win these you better join or lose!
Canadá you won’t win these you better join or lose!
Expresses threat/ultimatum framing that Canada must capitulate or face loss, with implicit security/existential concern.
@reyzellgames911
Mar 4, 2025
We should take Canada by force. MURICA!
We should take Canada by force. MURICA!
Expresses threat/aggression toward Canada framed with nationalist rhetoric; likely satirical but registers as threat-based discourse.
@FuToo
Mar 4, 2025
We need I.C.E in Brampton A.S.A.P.
We need I.C.E in Brampton A.S.A.P.
Calls for immigration enforcement (I.C.E) in a specific city, expressing concern about immigration as a threat requiring urgent action.
fnanderson6637
Jan 11, 2026
we’re still fucked
we’re still fucked
Expresses pessimism and sense of doom about Canada's situation despite policy announcements.
Fear / Threat
0.75
alfredino724
Jan 12, 2026
America will lose. Fafo magats
America will lose. Fafo magats
Predicts American defeat and uses derogatory slang for Trump supporters, expressing threat and in-group/out-group division.
@Cheemsonabike
Mar 4, 2025
???. Canada is lucky there's ocean between russia and them.
???. Canada is lucky there's ocean between russia and them.
Expresses security/geopolitical anxiety about Russia as a threat to Canada, framing geographic distance as protective.
Fear / Threat
0.75
@AstroRVe
Mar 4, 2025
Someone will need to stop this madness from reigning! Well done Mr President
Someone will need to stop this madness from reigning! Well done Mr President
Expresses alarm about 'madness' while paradoxically praising the President, suggesting concern about uncontrolled events.
@Wherehopelives167
Mar 4, 2025
It appears that the new #ADOLF_HITLER is #DONALD_TRUMP and we may be heading to WORLD WAR III
It appears that the new #ADOLF_HITLER is #DONALD_TRUMP and we may be heading to WORLD WAR III
Compares Trump to Hitler and warns of world war, combining alarmism with moral condemnation.
@Passion1481
Mar 4, 2025
Gonna be a lot of stealing going on ?
Gonna be a lot of stealing going on ?
Expresses concern about criminal activity without evidence, framed as a vague threat.
@HulkSmash-w7l
Mar 4, 2025
Canada doesnt have a chance lol
Canada doesnt have a chance lol
Expresses pessimism about Canada's prospects with dismissive tone suggesting existential concern.
@realgenghiskhan
Mar 4, 2025
I bet Putin loves this. Why is Trump doing this for Putin?
I bet Putin loves this. Why is Trump doing this for Putin?
Expresses suspicion and concern about foreign influence, making an unsubstantiated claim about Trump's motivations regarding Putin.
@VFW-Mayer
Mar 4, 2025
Here before this video is banned in Canada
Here before this video is banned in Canada
Expresses concern that the video will be censored/banned, combining alarmism about content suppression with commentary on the video itself.
HiveQu33n
Jan 27, 2026
ITS A SAD TIME
ITS A SAD TIME
Expression of sadness and concern about current circumstances, conveying anxiety about the situation.
Fear / Threat
0.75
@TaraAmudipe
Mar 4, 2025
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Expresses demographic anxiety about immigration saturation ('when is enough enough') while making qualified ethnic observation.
4RedDwarf3
Jan 27, 2026
Voluntary compliance always works well with criminals. They never break the law only law abiding citizens do that.
Voluntary compliance always works well with criminals. They never break the law only law abiding citizens do that.
Expresses skepticism about law enforcement effectiveness against immigrants framed as criminals, combining threat anxiety with implicit policy criticism.
roadsideservice2406
Feb 18, 2026
They are all coming to Frisco Tx
They are all coming to Frisco Tx
Expresses demographic anxiety about immigration concentration in a specific U.S. city, framed as an influx or invasion concern.
Fear / Threat
0.75
joshuaquintero2198
Jan 28, 2026
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
Expresses skepticism about Canada's military capability through sarcastic language, conveying threat and vulnerability concerns.
@jaycounterfeit9756
Mar 4, 2025
Why is it all across the west the same 👃 people keep pushing and funding mass migration
Why is it all across the west the same 👃 people keep pushing and funding mass migration
Conspiracy-adjacent concern about coordinated mass migration across Western countries without evidence, expressing demographic anxiety.
jimmy6283
Jan 27, 2026
Trump is up to no good. America is in trouble.
Trump is up to no good. America is in trouble.
Expresses concern about danger and threat posed by Trump's actions to America's wellbeing.
Fear / Threat
0.75
@frankmotton7167
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)