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
We Americans trust our President Mr. Trump. Not you, Mr. Trudeau.
We Americans trust our President Mr. Trump. Not you, Mr. Trudeau.
Us-vs-them framing contrasting American and Canadian leadership, asserting national allegiance and superiority.
@mgtevolution
Mar 4, 2025
Trump make America great again you're the best lider Trudeau is like Democrats
Trump make America great again you're the best lider Trudeau is like Democrats
Compares political leaders across nations while asserting preference for Trump and criticizing Trudeau through partisan framing.
@primaverablomsom6499
Mar 4, 2025
“Canada cannot survive with India” for sure buddy we were doing just fine dirtbag
“Canada cannot survive with India” for sure buddy we were doing just fine dirtbag
Asserts Canadian identity and past national stability, contrasting with a perceived threat from India/Indian immigration.
BootLip
Aug 26, 2025
And this is why no western country wants indias, Sikhs, Muslims and Africans, because of the deculturilization of their country. You don’t want to localize, speak the language follow Christianity then don’t go there.
And this is why no western country wants indias, Sikhs, Muslims and Africans, because of the deculturilization of their country. You don’t want to localize, speak the language follow Christianity then don’t go there.
Makes sweeping claims about why Western countries reject certain groups, framing immigration as cultural non-assimilation and identity threat.
oldladyofleisuregamer
Jan 27, 2026
I am Canadian, and I know very well that the majority of Americans are reasonable and intelligent people. Unfortunately, your president and his team are not. It's sad.
I am Canadian, and I know very well that the majority of Americans are reasonable and intelligent people. Unfortunately, your president and his team are not. It's sad.
Asserts Canadian identity while distinguishing reasonable Americans from their president, using comparative framing to separate people from leadership.
@Al8-Senikal
Mar 4, 2025
F u Trudeau! F u canada. I LOVE MY PRESIDENT…STAND WITH HIM TO THE LAST BREATH ^
F u Trudeau! F u canada. I LOVE MY PRESIDENT…STAND WITH HIM TO THE LAST BREATH ^
Strong us-vs-them framing with national allegiance declaration and rejection of Canadian identity in favor of American loyalty.
@chakalakainme9903
Mar 4, 2025
As a Canadian, I didn’t vote for Trudeau but I have to hand it to him, he has expressed the thoughts and feelings of the majority of Canadians very well. Canadians are generally pretty laid …
As a Canadian, I didn’t vote for Trudeau but I have to hand it to him, he has expressed the thoughts and feelings of the majority of Canadians very well. Canadians are generally pretty laid back and easy going, often too polite for our own good. However, as the Americans in 1812, the Germans in WW1 and WW2, the Chinese and North Koreans in the Korean War and the Taliban in Afghanistan found out we don’t shy away from a fight when we are provoked. We will never bow down to that orange orangutang in the White House.
Asserts Canadian national identity and character, contrasting with American leadership through historical and cultural framing.
@tonys6538
Mar 4, 2025
Very Easy: To many immigrants and they dont want to integrate but convert it into the image of the land they left behind. They are many that are nice but there are many that are …
Very Easy: To many immigrants and they dont want to integrate but convert it into the image of the land they left behind. They are many that are nice but there are many that are insulting and emboldened to be just arrogant… and insulting.. Close the Borders..
Emphasizes cultural non-integration and us-vs-them framing ('convert it into the image of the land they left behind') with calls to close borders.
DalitisHebrewnotHindu
Aug 26, 2025
1 cluster f*** of a bunch of f****** retards all mixed into Canada thank you Trudeau f****** retard
1 cluster f*** of a bunch of f****** retards all mixed into Canada thank you Trudeau f****** retard
Blames immigration and a political leader for Canada's problems using dehumanizing language and ethnic framing.
bambam-zy5vw
Feb 28, 2026
Yes we are pissed at the USA, once considered our friends. Actions speak louder than words and your actions have told us we are no longer your friends. So be it! We are a strong …
Yes we are pissed at the USA, once considered our friends. Actions speak louder than words and your actions have told us we are no longer your friends. So be it! We are a strong and resilient nation and you will regret pissing all over us. Its officially on now!
Asserts Canadian national identity and solidarity against the USA, framing a relationship breakdown.
@grunf0094
Mar 4, 2025
Hey Maga idiots !! You just f america over !!, pissed ?
Hey Maga idiots !! You just f america over !!, pissed ?
Uses in-group/out-group framing ('Maga idiots') and blames them for national harm, combining identity assertion with moral critique.
@RONLEE65
Mar 4, 2025
This is what a president should be. Why any of us would vote against our own people and our own country I'll never understand.
This is what a president should be. Why any of us would vote against our own people and our own country I'll never understand.
Frames voting as a choice between 'our own people' and 'our own country,' asserting in-group identity and national loyalty.
@meshaknits4456
Mar 4, 2025
Tim Hortons is an Indian restaurant now...
Tim Hortons is an Indian restaurant now...
Sarcastically comments on cultural/ownership change at a Canadian institution, implying loss of national identity and control.
kiraraxli
Feb 27, 2026
The majority of Americans are so dumb! change my mind…
The majority of Americans are so dumb! change my mind…
Makes a sweeping negative generalization about Americans as a group, using us-vs-them framing.
Identity Assertion
0.80
@nmrodrig
Mar 4, 2025
Muslim Canada ....you deserve the bullshit
Muslim Canada ....you deserve the bullshit
Frames Canada as becoming 'Muslim Canada' and wishes negative consequences, asserting religious/cultural identity boundaries.
auggievu2972
Aug 25, 2025
I don't want them to adapt. I want them to go home. They have to go back. \\\\\\
I don't want them to adapt. I want them to go home. They have to go back. \\\\\\
Rejects immigrant integration and demands deportation, asserting exclusionary national identity boundaries.
chrishails4263
Aug 25, 2025
Uh no…Canadians aren’t “polite” any longer…that ship sailed quite a long time ago
Uh no…Canadians aren’t “polite” any longer…that ship sailed quite a long time ago
Challenges the stereotype of Canadian politeness, asserting a revised national identity claim.
Identity Assertion
0.80
@KilluhKlown-d1c
Mar 4, 2025
Nothing like hearing Castro Jr. lecture America. Get lost Bozo.
Nothing like hearing Castro Jr. lecture America. Get lost Bozo.
Dismissive attack on Canadian leadership using nickname, framing as illegitimate speaker on US matters.
@TylerSmith-ce8mk
Mar 4, 2025
They bring their country's political problems and make Canada their battle ground. If you want to fight for a separate state in your old country stay there and fight.
They bring their country's political problems and make Canada their battle ground. If you want to fight for a separate state in your old country stay there and fight.
Frames immigrants as outsiders bringing foreign political conflicts, asserting Canadian identity boundaries and us-vs-them framing.
indragurung9946
Aug 25, 2025
Trudeau is a globalist. Trump is a nationalist.
Trudeau is a globalist. Trump is a nationalist.
Frames political leaders through ideological identity categories (globalist vs. nationalist) establishing opposing worldviews.
Identity Assertion
0.80
@MJorgy5
Mar 4, 2025
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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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