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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Identity Assertion
5,512 comments
?? our king is you're king .we are small but mighty and the uk stands with you
?? our king is you're king .we are small but mighty and the uk stands with you
Asserts shared identity between UK and Canada ('our king is your king') while expressing solidarity and national pride.
@MultiJayjay1982
Mar 4, 2025
Ontario you voted for the Liberals, you deserve it.
Ontario you voted for the Liberals, you deserve it.
Frames Ontario voters as deserving consequences, using political identity and blame assignment.
e.a.p3174
Sep 27, 2025
Canada, I am so sorry! ? Please know that not all of us voted for this orange haired moron.
Canada, I am so sorry! ? Please know that not all of us voted for this orange haired moron.
Commenter asserts Canadian identity while distancing themselves from US political leadership, expressing solidarity with Canada against a perceived external threat.
@elfulano5884
Mar 4, 2025
Canada isn't a Country it's the 51st US State. Better Hope Greenland doesn't beat you to the Deal. First come, First serve to the Full backing and open Arms with a Bear Hug included with …
Canada isn't a Country it's the 51st US State. Better Hope Greenland doesn't beat you to the Deal. First come, First serve to the Full backing and open Arms with a Bear Hug included with 0% Tariffs and increased Developmental Funding.
Denies Canadian sovereignty and national identity by claiming Canada is a US state, framing it as inevitable subordination.
@renerobles64
Mar 4, 2025
Greasy East Indian "Zafar" forced to tell the truth about her country men! LOL Good Job Michelle R .... When Pierre get's in I'm sure he'll make you Canada's Honorable Minister of Immigration!
Greasy East Indian "Zafar" forced to tell the truth about her country men! LOL Good Job Michelle R .... When Pierre get's in I'm sure he'll make you Canada's Honorable Minister of Immigration!
Uses ethnic stereotyping and derogatory language ('Greasy East Indian') to demean a specific group, with sarcastic humor layered on top.
billybob-dz6tu
Sep 29, 2025
Sorry Canada, I didn’t vote for this idiot.
Sorry Canada, I didn’t vote for this idiot.
Asserts personal political stance and distancing from government leadership.
@martintipper5800
Mar 4, 2025
Bet you Canadian's are glad Charlie's your head of state.
Bet you Canadian's are glad Charlie's your head of state.
References Canada's head of state (King Charles) to assert national identity and distinguish Canada from the US.
Identity Assertion
0.75
@alexanderbartell208
Mar 4, 2025
We, the American people DO NOT want this either ??? I hate how those of us who did not vote for this bs get roped in with HIM. We do not stand with Russia either!!
We, the American people DO NOT want this either ??? I hate how those of us who did not vote for this bs get roped in with HIM. We do not stand with Russia either!!
Commenter asserts their identity as part of 'American people' who reject the referenced policy, using us-vs-them framing to distance themselves from the administration.
@AlyssatheSim
Mar 4, 2025
Pierre Elliott Trudeau spoke like a real respectful world leader! Hey Dumb Donald maybe u can learn a few things or two ! Dumb ASS!
Pierre Elliott Trudeau spoke like a real respectful world leader! Hey Dumb Donald maybe u can learn a few things or two ! Dumb ASS!
Asserts Canadian identity through praise of Trudeau as a respectful world leader and contrasts with negative characterization of Trump, establishing us-vs-them framing.
@herberthector9839
Mar 4, 2025
Congratulations Americans. Donald is making America great again, and he is doing a wonderful job ?
Congratulations Americans. Donald is making America great again, and he is doing a wonderful job ?
American expressing national pride and support for Trump's policies, asserting positive national identity.
Identity Assertion
0.75
@Cesar-x1e
Mar 4, 2025
Make America great again, Trump
Make America great again, Trump
Brief slogan expressing support for Trump's nationalist framing and political identity.
Identity Assertion
0.75
@jessicamalacara826
Mar 4, 2025
We are polite\nBut we will not back down from a fight
We are polite\nBut we will not back down from a fight
Asserts Canadian identity ('We are polite') and signals willingness to defend it, combining national identity with confrontational framing.
@Mr.Borgin
Mar 4, 2025
but convicted felon and criminal donald j trump was elected by americans who got fooled,scared and intimidated by his big mouth.
but convicted felon and criminal donald j trump was elected by americans who got fooled,scared and intimidated by his big mouth.
Frames Trump supporters as fooled/scared/intimidated (us-vs-them), with moral judgment about deception embedded in the framing.
@cristianaurora8840
Mar 4, 2025
Canadians are kind and considerate, sadly Trump isn’t
Canadians are kind and considerate, sadly Trump isn’t
Contrasts Canadian national character (kind, considerate) with Trump's character, asserting cultural identity differences.
@richardlawrence3056
Mar 4, 2025
Indian food is disgusting! 🤮
Indian food is disgusting! 🤮
Derogatory statement about a cultural group's food, expressing in-group/out-group cultural disdain.
Identity Assertion
0.75
letstrythisagain5096
Jan 28, 2026
There’s a reason many Canadians call it “Bramladesh”
There’s a reason many Canadians call it “Bramladesh”
Uses a derogatory nickname ('Bramladesh') to assert Canadian identity and frame demographic change as threatening, with satirical tone.
goracks69
Sep 30, 2025
The truth of American arrogance and ignorance was on full display when it decided that a proven liar and convicted felon was the best person to lead America and represent the values it stands for. …
The truth of American arrogance and ignorance was on full display when it decided that a proven liar and convicted felon was the best person to lead America and represent the values it stands for. Trump voters were quite happy with the prospect of other people and countries suffering, but let's see how they handle their own suffering. It must be very confusing for most Americans to hear a politician speak logically and rationally like this.
Frames Trump voters as morally deficient through us-vs-them framing while contrasting American values with Canadian rationality, emphasizing national/political identity divisions.
@paulo4771
Mar 4, 2025
Trudeau is already fired from his job by Canadians. Why is he still talking? Pollievre is the inevitable Canadian PM.
Trudeau is already fired from his job by Canadians. Why is he still talking? Pollievre is the inevitable Canadian PM.
Asserts political identity/preference (Poilievre as inevitable PM) and frames Trudeau as delegitimized, with underlying us-vs-them political positioning.
@adamstewart247
Mar 4, 2025
Yes Mr Trudeau understand not all Americans bow down to the ring
Yes Mr Trudeau understand not all Americans bow down to the ring
Asserts Canadian independence and resistance to American dominance through an us-vs-them framing.
@annabellebernal8763
Mar 4, 2025
Those so-called American are lefty. You lost the election. We have the right president for the right job. In times like these, America must fix in-house before helping other countries. Canada needs to fix their …
Those so-called American are lefty. You lost the election. We have the right president for the right job. In times like these, America must fix in-house before helping other countries. Canada needs to fix their house, too. As someone who visited Canada many times. Believe me, you are not that America friendly.
Uses us-vs-them framing ('lefty' vs. right-wing), asserts national identity positions, and critiques both countries' policies.
@evelynnegron8160
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)