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
TRUMP strikes back at the WEF Globalists in Canada.
TRUMP strikes back at the WEF Globalists in Canada.
Frames Trump as striking back against 'globalists,' invoking us-vs-them identity framing with conspiratorial undertones about global elites.
@thetimeisnow6822
Mar 4, 2025
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would …
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would never want to come off racist even at the demise of their own children’s future. Remember when critical race theory was being introduced in schools and shaming white people. You put the whole idea behind racism and look at how everyone jumped behind it .
Frames immigration through partisan identity politics and assimilation concerns, with unsubstantiated claims about Democratic manipulation and critical race theory consequences.
Lovefreelylovefully
Jan 27, 2026
Standing up for Canadians. All Canadians.
Standing up for Canadians. All Canadians.
Asserts inclusive national identity ('all Canadians') in response to divisive political context, with undertones of solidarity.
@markpilon-t5d
Mar 4, 2025
As a Canadian, thank you for covering this. It's genuinely killing our country.
As a Canadian, thank you for covering this. It's genuinely killing our country.
Asserts Canadian identity while claiming immigration is 'killing our country,' expressing nationalist concern about national decline.
leonardwall8290
Jan 28, 2026
Welcome to Canadistan
Welcome to Canadistan
Uses a derogatory portmanteau ('Canadistan') to assert a nationalist identity and frame immigration as threatening national character.
Willow2742
Jan 28, 2026
So now the government in Canada wants to defend us & tell us to stand united but in the past decade this country has turned into trash as they gave it away with an open …
So now the government in Canada wants to defend us & tell us to stand united but in the past decade this country has turned into trash as they gave it away with an open door of Indians taking over and not giving AF about the people born and raised here - the adds on the radio ask us to keep our money in Canada and untie, but we dont even have a Canadian culture left anymore and people living here long enough know its true unfortunately, this was a great place to live but they destroyed it long before this issue - cost of living, housing crisis, immigration, gangs, crime etc. - If they want to keep letting people in here then start a service to help us get out and relocate before asking for help from the people you hurt
Extended complaint asserting loss of Canadian identity and culture due to immigration, framing immigrants (specifically Indians) as threats to national belonging and quality of life.
@scottn79
Mar 5, 2025
I wish this was my president instead
I wish this was my president instead
Expresses preference for Canadian leadership over American, implying national identity preference and comparative judgment.
@friendlylet
Mar 4, 2025
And Mexico's President is about to release her own retaliative measures. Let's brace ourselves Americans, we the ones that didn't vote for this convicted felon. At least the dumb MAGAets will pay the high prices …
And Mexico's President is about to release her own retaliative measures. Let's brace ourselves Americans, we the ones that didn't vote for this convicted felon. At least the dumb MAGAets will pay the high prices too.
Commenter frames themselves as distinct from 'dumb MAGAets' and expresses concern about economic consequences, combining identity positioning with threat expression.
@LauraRodriguez-po2vx
Mar 4, 2025
Brampton is nut. A small plaza has like 20 stop signs because people do not have self regulation.
Brampton is nut. A small plaza has like 20 stop signs because people do not have self regulation.
Criticizes Brampton's infrastructure and traffic safety, implicitly blaming immigrant populations for poor civic behavior and lack of self-regulation.
leeleland
Jan 29, 2026
ts is just racsim
ts is just racsim
The comment makes a brief accusation of racism, framing the issue as an identity/discrimination problem rather than engaging substantively with policy.
gokugoku6422
Feb 27, 2026
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have …
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have a culture... We are doomed
Expresses concern about loss of Canadian identity and cultural values due to diversity politics, framing it as existential threat.
ReluctantSkeptic
Jan 29, 2026
Stand with Canada!!!!!??????????
Stand with Canada!!!!!??????????
Expresses national solidarity and patriotic sentiment with emphatic punctuation, framing Canada as a unified entity to support.
@laurac6223
Mar 4, 2025
I didn't vote for the Orange Bafoon!
I didn't vote for the Orange Bafoon!
Asserts personal political identity by distancing from Trump voters through insulting language.
Identity Assertion
0.75
@nyeemahjones1142
Mar 4, 2025
“we stand on guard for thee”
“we stand on guard for thee”
Quote from Canadian national anthem asserting national identity and patriotic values in response to political discussion.
Identity Assertion
0.75
@tjmorganofficial
Mar 4, 2025
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Accuses the creator of cowardice and selective targeting of Indian immigrants while avoiding confrontation with Muslims, framing it as cultural protectionism.
Diwakarranaedix
Jan 29, 2026
Bike guy is honest and true
Bike guy is honest and true
Brief endorsement of the 'bike guy' as honest and true, implicitly validating his identity-based framing of immigration issues.
Identity Assertion
0.75
Lightpetey
Jan 29, 2026
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Blames Trudeau, the Liberal party, and mainstream media as responsible for Canada's problems, asserting national grievance.
@ArseneL2406
Mar 4, 2025
Shut up baby girl world need to be free from such tumors like you and i support president trump he know what he is doing Americans are very blessed people that they have got president …
Shut up baby girl world need to be free from such tumors like you and i support president trump he know what he is doing Americans are very blessed people that they have got president like Donald trump and respective administration
Asserts strong national identity and support for Trump while dismissing critics, using dehumanizing language ('tumors').
@yaqoobmahboob6848
Mar 4, 2025
He is doing it because Canada refuses to be the 51st state. He is a demented psychopathis lunatic traitor.
He is doing it because Canada refuses to be the 51st state. He is a demented psychopathis lunatic traitor.
Frames Canada's resistance as assertion of independence ('refuses to be 51st state') with moral condemnation of Trump.
@designnmind9110
Mar 4, 2025
who let her in...get out diablo...she's not nice ...she's a mutt
who let her in...get out diablo...she's not nice ...she's a mutt
Dehumanizing language and xenophobic framing targeting an individual immigrant.
mustangsally3204
Feb 27, 2026
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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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