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
I' m canadian, and i don't want to negociate with him
I' m canadian, and i don't want to negociate with him
Commenter identifies as Canadian and expresses opposition to negotiating with a specific leader, asserting national position.
@chafouaube985
Mar 4, 2025
Is it really that hard to understand that we wanted this so we voted for trump?? You don't understand, we are ready to sacrifice ourselves for President Trump and his mission to Make America Great …
Is it really that hard to understand that we wanted this so we voted for trump?? You don't understand, we are ready to sacrifice ourselves for President Trump and his mission to Make America Great Again.????? #PROJECT2025
Expresses strong in-group solidarity and willingness to sacrifice for Trump/MAGA movement, framing it as a collective identity position.
@randolphvictorconstantine7765
Mar 4, 2025
If Dump and his cronies and sycophants think Canada will bow down they are sorely mistaken. We would rather eat dirt than join the 4th Reich. And we will never forget this betrayal by the …
If Dump and his cronies and sycophants think Canada will bow down they are sorely mistaken. We would rather eat dirt than join the 4th Reich. And we will never forget this betrayal by the country that was once our closest ally and trading partner. We were fighting the Nazis two long years before America joined the war. We are a tough and resilient nation. Elbows up!
Asserts Canadian national identity and resilience against perceived American threat, with historical reference to national pride.
@lewisduffy675
Mar 4, 2025
I wish this man was my president! And this from a former Marine.
I wish this man was my president! And this from a former Marine.
Asserts identity as former Marine and expresses preference for Canadian leadership, framing cross-national comparison.
Identity Assertion
0.80
@lukasp6917
Mar 4, 2025
Trudeau does not speak for many Canadians.
Trudeau does not speak for many Canadians.
Asserts that a political leader does not represent the broader Canadian population, creating an us-vs-them distinction.
Identity Assertion
0.80
@williammichaelforbes
Mar 4, 2025
Lots of Vets bashing Trump. I was Infantry for 27 years and most recent Vets were raised in a DEI/Woke environment and on a good day, about 10% of Vets actually fight while the rest …
Lots of Vets bashing Trump. I was Infantry for 27 years and most recent Vets were raised in a DEI/Woke environment and on a good day, about 10% of Vets actually fight while the rest are in the 28th Mess Kit repair detachment, never been in danger and the first to whine that they have PTSD. The real soldiers almost unilitaterly support Trump because we are the ones who do the job. And Trudeau is a pretty boy left wing little Phag.
Uses military service credentials to assert in-group authority while dismissing other veterans and making derogatory claims about Trudeau based on identity categories.
@jack-f8u4k
Mar 4, 2025
MAGA America Is Back ???
MAGA America Is Back ???
Political slogan asserting American identity and nationalist sentiment, framing 'America' as restored or superior.
Identity Assertion
0.80
@ihurtmytoe8
Mar 4, 2025
To MAGA Canada is Woke Commie Central, not a friend and ally. It's been made clear enough; they prefer Putin and the German AFD to the likes of us or their European allies.
To MAGA Canada is Woke Commie Central, not a friend and ally. It's been made clear enough; they prefer Putin and the German AFD to the likes of us or their European allies.
Frames Canada as ideologically opposed to MAGA values and positions it as aligned with adversaries rather than allies.
@lisacook8235
Mar 4, 2025
I always liked Canadian people because they are very very kind but Trump is not going to change
I always liked Canadian people because they are very very kind but Trump is not going to change
Asserts positive identity of Canadian people as 'kind' while contrasting with Trump, framing national character differences.
@Pamela-pi1nm
Mar 4, 2025
I am Canadian!!! I don't like Trump, he is everything that is wrong with American politics.
I am Canadian!!! I don't like Trump, he is everything that is wrong with American politics.
Asserts Canadian identity and contrasts it with American political values, positioning Canada as distinct from the US.
@rozzie101
Mar 4, 2025
Who cares about Canada it’s 70 Asians muslim and Arabs. There for the free handouts. No one speaks French or cares. Loser nation.
Who cares about Canada it’s 70 Asians muslim and Arabs. There for the free handouts. No one speaks French or cares. Loser nation.
Combines identity-based us-vs-them framing with unverified demographic claims and expressions of national anxiety about immigrant composition.
@Nafpaktos-Florida
Mar 4, 2025
Not “They”\nHow about “Him” I stand with Canada.
Not “They”\nHow about “Him” I stand with Canada.
Asserts Canadian identity and solidarity with Canada against collective blame ('They').
Identity Assertion
0.80
@cuhd1887
Mar 4, 2025
We dont care , canadians dont support this clown
We dont care , canadians dont support this clown
Asserts Canadian national identity and collective rejection of Trump, using us-vs-them framing.
Identity Assertion
0.80
@DianeRouleau
Mar 4, 2025
Trudeau telling Americans how they are doing ??? Clown ?
Trudeau telling Americans how they are doing ??? Clown ?
Dismisses Trudeau's authority to comment on US affairs with sarcasm, asserting a boundary between nations and using 'Clown' as derisive framing.
@Aavagirl
Mar 4, 2025
Who could be an actual "Racist" in this Multicultural Nation? This is ONLY being said inorder to Cover Their Tracks! To Blame their Stupidity on SOMEONE ELSE is what they do REGULARILY! FIRE THEM ALL!
Who could be an actual "Racist" in this Multicultural Nation? This is ONLY being said inorder to Cover Their Tracks! To Blame their Stupidity on SOMEONE ELSE is what they do REGULARILY! FIRE THEM ALL!
Questions the validity of racism accusations in a multicultural nation and calls for removal of officials, framing as identity/belonging issue.
karen406
Feb 26, 2026
Illegal occupation!
Illegal occupation!
Brief inflammatory statement framing immigration as 'illegal occupation,' asserting territorial/national identity claims with confrontational language.
cywan8195
Sep 27, 2025
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine …
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine attitude and judging them.
The amount of adharm bleeding out of India, and yet y'all throw a Kurta on and pretend otherwise... Its honestly wild.
Critique of specific immigrant community (Indian) for caste politics and extremism while accusing them of hypocrisy and cultural performativity.
macdog1
Mar 1, 2026
As an Indian, you Indians in parilament will have to add more diversity to school circulums. If you don't want to assimilate with white people, then fine but you'll at least have to advocate for …
As an Indian, you Indians in parilament will have to add more diversity to school circulums. If you don't want to assimilate with white people, then fine but you'll at least have to advocate for indigenous languages to be pushed into Canadian schools.
Identity-based argument about assimilation and representation, with implicit call for policy action on curriculum and indigenous language advocacy.
MeniMass
Sep 19, 2025
No, its dividing the rich elite bigots against the vast majority!
No, its dividing the rich elite bigots against the vast majority!
Frames division as elite versus majority, asserting a populist identity position against perceived bigotry.
crizzhutch1066
Feb 11, 2026
I can't help but notice the overwhelming support in the comments for the Canadian stance. Tragically many Canadians now consider the USA to be approaching enemy status.
I can't help but notice the overwhelming support in the comments for the Canadian stance. Tragically many Canadians now consider the USA to be approaching enemy status.
Commenter observes shifting Canadian identity and national sentiment, framing the US as approaching 'enemy status' in us-vs-them terms.
@robertcovell2787
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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