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
Everything is a mess everywhere omg
Everything is a mess everywhere omg
Vague expression of anxiety and disorder without specific claims, suggesting general alarm about conditions.
Fear / Threat
0.75
laurainfinity1390
Jan 27, 2026
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask …
These mfs turn b town into little India
Making insurance nearly impossible to get
They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor
N ask bout the multimillion speed camera building 😂😂
Expresses concerns about demographic change and housing/insurance impacts while using humor to frame immigrants as problematic, with undertones of ethnic stereotyping.
JohnDoe-l2i3w
Feb 7, 2026
It's not good up here.
It's not good up here.
Vague expression of concern or negativity about conditions in Canada, suggesting anxiety without specific details.
Fear / Threat
0.75
slynorth
Jan 27, 2026
Guess Canada is the first stop before Dallas Texas
Guess Canada is the first stop before Dallas Texas
Implies Canada is a temporary waypoint for immigrants heading elsewhere, framing immigration as a security or demographic concern.
PetittBodyBuilding
Feb 8, 2026
Mass migration.
Mass migration.
Two-word phrase expressing concern about mass migration as a threat or problem.
Fear / Threat
0.75
christiancruz4572
Feb 11, 2026
Canada's fucked.
Canada's fucked.
Brief expression of pessimism and concern about Canada's condition, suggesting anxiety about the country's state.
Fear / Threat
0.75
UtubeH8tr
Jan 27, 2026
Maybe the free world can survive Trump, but the U.S. cannot.
Maybe the free world can survive Trump, but the U.S. cannot.
Expresses concern about U.S. survival and stability, implying existential threat to the nation.
@kenjohnson6101
Mar 4, 2025
Establish peace \nPlaying with fire, not a good sign
Establish peace \nPlaying with fire, not a good sign
Expresses concern about dangerous escalation and risk, using metaphor of 'playing with fire.'
Fear / Threat
0.75
@imranchowdhury666
Mar 4, 2025
Uh oh, Governor Treudeu is upset. Oh, no, he's threatening an embargo. I don't care about Fentynol. Druggies dropping like flies opens up jobs.
Uh oh, Governor Treudeu is upset. Oh, no, he's threatening an embargo. I don't care about Fentynol. Druggies dropping like flies opens up jobs.
Expresses dismissal of drug-related concerns and implies deaths benefit employment, combining threat-related framing with a callous claim about mortality.
@FortressofShred
Mar 4, 2025
soon americans are russians good luck from Finland
soon americans are russians good luck from Finland
Expresses anxiety about geopolitical threat (Americans becoming Russians) and comparative concern about US trajectory.
@PenttiHuttunenGlobetrotter
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
That is because he is aligning himself to be a dictator “like Putin lIke Elon Musk and his friends from South Africa American citizens you are not rich enough!
That is because he is aligning himself to be a dictator “like Putin lIke Elon Musk and his friends from South Africa American citizens you are not rich enough!
Expresses alarm about authoritarian alignment and wealth inequality without substantive evidence, framing as existential threat.
@garlandford7646
Mar 4, 2025
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
He made the whole world hate America in less than 2 months, crazy.
He made the whole world hate America in less than 2 months, crazy.
Expresses alarm about global reputation damage and positions America as threatened by Trump's actions.
@FTBASTAR
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
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
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
Yup Punjabs tuth pajh has come ..
Yup Punjabs tuth pajh has come ..
Cryptic statement using ethnic slurs and fragmented language to express anxiety about demographic or cultural change.
chronicmasonic6669
Feb 25, 2026
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell …
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell out of the country the fish poaching killing wild animals for food cuz they can't afford to eat it buy it we don't need people in this country that are of no use and can't even speak the language that should be the first thing
Expresses concerns about immigrant behavior (sanitation, poaching, language) and calls for deportation, framing immigrants as threats to social order and resource management.
EricjSchuh
Feb 17, 2026
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
Expresses concern about threats to Canadian doctors and calls for systemic fixes, framing immigration-related issues as a security/exploitation problem.
Jake-bh1hm
Feb 18, 2026
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)