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
Now ask them about the kalistani terrorists that blew up a Canadian airplane.
Now ask them about the kalistani terrorists that blew up a Canadian airplane.
References the 1985 Air India bombing to associate Khalistan separatists with terrorism, expressing security concerns about a specific immigrant group.
jam79car
Jan 27, 2026
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Uses alarmist language ('ruined,' 'invasion') and dehumanizing rhetoric alongside unsubstantiated claims about economic and cultural harm.
DaltonMacBean
Mar 1, 2026
needs to be titled "global rat infestation"
needs to be titled "global rat infestation"
Dehumanizing language framing immigrants as pests/infestation, combining inflammatory rhetoric with threat expression.
xvxcascaxvx
Jan 27, 2026
America sure doesn’t want this. The only person that wants this is Vlad Putin. 2:01
America sure doesn’t want this. The only person that wants this is Vlad Putin. 2:01
Expresses concern that US policy benefits Putin, framing it as a threat to American interests without evidence.
@user-jt8pm2os4b
Mar 4, 2025
Come near my parents business and I’ll be forced to get down
Come near my parents business and I’ll be forced to get down
Expresses willingness to use force to protect family business, indicating security concerns and implicit threat.
@Leafsfan709
Feb 19, 2026
I just can believe what Trump's government is doing, he's not even hiding it anymore, isolating the US and giving your country to the hands of Russia and going forward of China. Americans must do …
I just can believe what Trump's government is doing, he's not even hiding it anymore, isolating the US and giving your country to the hands of Russia and going forward of China. Americans must do something about this, remember that a Country is governed by the people and not by few thugs! \nFrom Italy all of this is really hard to watch.
Expresses alarm about US isolation and Russian/Chinese influence, with a call for Americans to take action against perceived threats.
@loydmarianoreyes753
Mar 4, 2025
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Characterizes Trump's actions as coercive threats ('blackmailing') against multiple nations, expressing alarm about power dynamics and potential harm.
@felixsinniger280
Mar 4, 2025
destroying another country, they ain't happy enough destroying their own country
destroying another country, they ain't happy enough destroying their own country
Expresses concern about Canada being 'destroyed' through immigration, framing it as a threat to national stability and character.
TheJacobusMedici
Feb 15, 2026
OMG ty for covering this as the country I was born in is lost.
OMG ty for covering this as the country I was born in is lost.
Speaker expresses despair about their birth country being 'lost,' combining personal connection with existential anxiety about national decline.
TiimBow
Jan 28, 2026
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
Expresses alarmist prediction that deportation policies will spread globally, framing immigration enforcement as an inevitable threat.
charlesdean03
Feb 25, 2026
we should take canada yall are so incredibly worthless
we should take canada yall are so incredibly worthless
Expresses threat/conquest fantasy toward Canada, combining territorial aggression with dehumanizing language about Canadian worth.
@brutalistconcrete25
Mar 4, 2025
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
Expresses satisfaction with perceived decline of Western nations, framed as demographic/cultural threat.
emikomina
Feb 16, 2026
Yet the drugs flow in from the northern borders and who knows what else. So this is why the northern borders stays affected by leadership not supporting to stop all that crime that originates from …
Yet the drugs flow in from the northern borders and who knows what else. So this is why the northern borders stays affected by leadership not supporting to stop all that crime that originates from Canada. And the recent statements made by this dude that their doing something about the war on drugs should have started decades ago DECADES AGO…. all of sudden theres alleged action to combat evil
Expresses security concerns about drugs and unspecified threats from Canada, with vague unverified claims about border crime.
@Armand-v5c
Mar 4, 2025
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Expresses anxiety about rapid social change and rising crime while cautiously avoiding explicit blame on immigrants.
MajestikTwelve
Jan 27, 2026
The man in the bike is totally right: Indias ate not an asset, they are a liability
The man in the bike is totally right: Indias ate not an asset, they are a liability
Makes a sweeping negative generalization about Indians as a liability, expressing xenophobic sentiment without evidence.
untipopromedio8630
Feb 23, 2026
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in …
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in it ,because when i see our military guys wearing rainbow in there beards and hair 10 years ago i knew we have gone for shit.
Expresses demographic anxiety ('overrun by scum'), calls for forceful action, and frames immigration as existential threat while attacking cultural diversity.
JohnB-q8g
Feb 27, 2026
We've been subsidizing Canada with Billions! ... and they've allowed their border to be flow drugs and people into our country... you need us more than we need you
We've been subsidizing Canada with Billions! ... and they've allowed their border to be flow drugs and people into our country... you need us more than we need you
Claims Canada has failed to control borders and drugs, framing it as a security and dependency threat while invoking economic subsidy.
@Jaystonishing
Mar 4, 2025
Developed white world are being dragged back to the stone-age 😄
Developed white world are being dragged back to the stone-age 😄
Expresses demographic anxiety using apocalyptic language about Western civilization being 'dragged back' by immigration.
HH-tp1dc
Jan 27, 2026
America is seriously risking becoming a backwater autocracy with this crap.
America is seriously risking becoming a backwater autocracy with this crap.
Expresses alarm about democratic decline and autocratic risk, comparing America's trajectory negatively.
@ethancoster1324
Mar 4, 2025
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, …
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, is it because he ?is being paid by Putin? Who knows? But unless he is impeached, and impeached soon, American may never recover.
Expresses alarm about Trump's alleged collusion with Russia and threat to America, presenting unverified conspiracy theories as concerns.
@marilynwharton1916
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)