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
With Canada are you kidding me? Our brothers in blood. Literally they drop blood for the US. This is unacceptable!
With Canada are you kidding me? Our brothers in blood. Literally they drop blood for the US. This is unacceptable!
Frames Canada as blood-related kin to the US, expressing shock at conflict through shared identity and sacrifice, emphasizing familial bonds.
@PureAmericana
Mar 4, 2025
So tell me what do we do... as a true canadian i see this every day new immigrants that dont have any respect for anyone that cant be canadian that flood are streets with hate …
So tell me what do we do... as a true canadian i see this every day new immigrants that dont have any respect for anyone that cant be canadian that flood are streets with hate and burn are canadian flag. Im embarrassed to be a canadian what a bad thing that is .....WE NEED CHANGE and we need it now so tell me what do I have to do what do we have to do to stop this madness
Emphasizes Canadian identity and contrasts it with immigrants portrayed as disrespectful and hateful, calling for action to stop 'this madness.'
elsadoggy4743
Aug 27, 2025
We don't want this. I didn't vote for this
We don't want this. I didn't vote for this
Expresses rejection of a policy decision through personal political stance, asserting the commenter's position as a Canadian voter.
@TheGhettoDebutante
Mar 4, 2025
Proud to be Canadian. We will do anything and everything to protect Canada. Life might be tough for a while, but the Almighty God will protect us. Enough is enough!!!
Proud to be Canadian. We will do anything and everything to protect Canada. Life might be tough for a while, but the Almighty God will protect us. Enough is enough!!!
Asserts Canadian national identity and commitment to protecting the nation, with religious framing of resilience.
@wengellealemu5054
Mar 4, 2025
Old Indians = righteous, did everything they could by the books with pride and dignity. New Indians = Scammers, everything they do is to defeat or manipulate the system.
Old Indians = righteous, did everything they could by the books with pride and dignity.
New Indians = Scammers, everything they do is to defeat or manipulate the system.
Stereotyping generalization contrasting 'old' versus 'new' Indian immigrants with unsubstantiated claims about systemic deception by the latter group.
arya_jahan98
Oct 4, 2025
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY …
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY THE COLOR OF THEIR SKIN? Sorry, you weren't economically successful or supportive as the Sikhs and other Indians are. That's how it is demographic change. At least they aren't stealing and murdering others like the other humans
Frames demographic change through ethnic/racial identity categories, criticizing both the original speaker and defending Indian/Sikh communities as successful and ethical.
karuna4021
Sep 20, 2025
still far better than islamic mindset , ask anyone would you choose 1 millions hindu ,sikh or 1 million muslims ,
still far better than islamic mindset , ask anyone would you choose 1 millions hindu ,sikh or 1 million muslims ,
Makes hierarchical us-vs-them claims comparing religious/ethnic groups and implying preference for Hindu/Sikh over Muslim immigrants.
jaatDÈØl855
Oct 7, 2025
?? here, we are tough, Justin! ?? is not for sale!
?? here, we are tough, Justin! ?? is not for sale!
Asserts national pride and resolve, emphasizing Canada's non-negotiable sovereignty.
@jordanbeechey3353
Mar 4, 2025
AMERICAN here. I see every comment here that disrespects the United States of America. The threats made by the Canadian government. To EVER use the word WAR in ANYTHING involving the US, especially with threats, …
AMERICAN here. I see every comment here that disrespects the United States of America. The threats made by the Canadian government. To EVER use the word WAR in ANYTHING involving the US, especially with threats, is EXACTLY why this needs to happen. You forget yourselves. Especially YOU Prime Minister Trudeau, referring to the POTUS by Donald? ?? YOU do not address America except through our state department. And you better pray it's not via the Department Of Defense.
American asserting national identity and sovereignty, warning Canada against disrespecting the US with implicit military threat.
@bilking1962
Mar 4, 2025
Canada should be an American state period . One big family
Canada should be an American state period . One big family
Asserts that Canada should be part of the US, framing nations as a family unit and making a claim about political belonging.
@michaeldavis8617
Mar 4, 2025
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, …
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, which is a little Hong Kong.
Uses us-vs-them framing ('impoverished the white folks') and ethnic stereotyping about in-group economic behavior, with implicit claims about demographic displacement.
selvamthiagarajan8152
Oct 4, 2025
As a Proud Canadian, I love my American Friends; but the MAGA MORONS and Republicans are destroying and dismantling your Democracy before our eyes. Seems you have been taken over by Putin's Propaganda Campaign!
As a Proud Canadian, I love my American Friends; but the MAGA MORONS and Republicans are destroying and dismantling your Democracy before our eyes. Seems you have been taken over by Putin's Propaganda Campaign!
Asserts Canadian identity and us-vs-them framing between Canadians and MAGA Republicans, with unsubstantiated claims about Putin propaganda.
@SergeHoude4U
Mar 4, 2025
There is no anti-Americanism Mrs. Paula Newton. There is anti-Trump.
There is no anti-Americanism Mrs. Paula Newton. There is anti-Trump.
Clarifies distinction between anti-Americanism and anti-Trump sentiment, asserting a specific political identity separate from national identity.
Identity Assertion
0.82
@davejohnston2700
Mar 4, 2025
The problem is the don’t assimilate. They stick to their own and only speak their language! They should have all just stayed in Indian! 🤮
The problem is the don’t assimilate.
They stick to their own and only speak their language!
They should have all just stayed in Indian!
🤮
Frames immigrants as threatening cultural cohesion through language and community separation, with dismissive language suggesting us-vs-them boundary-drawing.
EddieMalone-uu8on
Sep 24, 2025
This whole they dont speak english thing is crap they choose to do it so they can play stupid. Another thing why are we allowing "them " to take driving test in any language besides …
This whole they dont speak english thing is crap they choose to do it so they can play stupid. Another thing why are we allowing "them " to take driving test in any language besides english or french
Uses us-vs-them framing ('them') and asserts that immigrants deliberately avoid English/French, combined with anxiety about cultural/institutional change.
Delly219
Sep 7, 2025
Not united state, is stupid old man Trump. alone. not USA or American peoples. and the stupid voters voted Trump KGB
Not united state, is stupid old man Trump. alone. not USA or American peoples. and the stupid voters voted Trump KGB
Commenter distinguishes between Trump as an individual and the American people/nation, asserting that Trump alone represents the problem, not the USA.
@ponsak7059
Mar 4, 2025
Lol the only ones who can say something are the native inuits and those people. Not these Caucasian who think where ever they go they are natives and when other go to the same place …
Lol the only ones who can say something are the native inuits and those people. Not these Caucasian who think where ever they go they are natives and when other go to the same place they are immigrants
Uses us-vs-them framing to argue that only Indigenous peoples have legitimate claims to belonging in Canada, while critiquing European settlers' hypocrisy.
travelhighlightz
Sep 21, 2025
I am a dual Canadian/American citizen and I stand with my fellow Canadian’s and am embarrassed by Donald Trump and his brainwashed followers. I will do everything I can do to support Canada. Frankly the …
I am a dual Canadian/American citizen and I stand with my fellow Canadian’s and am embarrassed by Donald Trump and his brainwashed followers. I will do everything I can do to support Canada. Frankly the American citizenship is an embarrassment to me now. ??
Asserts dual citizenship identity, expresses shame about American identity, and declares allegiance to Canada over the US.
@Rachel299
Mar 4, 2025
Oh No That Has To Go. Go back to your own country, build that in your country. Why do you come here, develop this in a country that's already built up. Do something with your …
Oh No That Has To Go. Go back to your own country, build that in your country. Why do you come here, develop this in a country that's already built up. Do something with your government, if Mentally Possible Build in your country.
Expresses exclusionary us-vs-them framing, telling immigrants to leave and develop their own countries instead.
cherylthoen9689
Sep 28, 2025
Facts Trudeau!! I am ashamed of being an American citizen right now
Facts Trudeau!! I am ashamed of being an American citizen right now
American commenter expresses shame in their national identity while affirming support for Trudeau's position, creating an us-vs-them framing.
@ghistlyghost9579
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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Discourse Quality (Perspective API)