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 didn't choose this government...
I didn't choose this government...
Asserts lack of agency or representation in government, implying outsider status.
Identity Assertion
0.70
@MrTJP777
Mar 4, 2025
There are alot of them that's for sure
There are alot of them that's for sure
Vague assertion about immigrant population size with implicit demographic concern, lacking specificity.
EmmaBear2017
Jan 27, 2026
We don’t need Canadas products
We don’t need Canadas products
Nationalist assertion rejecting Canadian products, framing economic relationships in us-vs-them terms.
Identity Assertion
0.70
@darrellblankenbeckler6463
Mar 4, 2025
Reply by Pakistan origin is self explanatory
Reply by Pakistan origin is self explanatory
Makes an ethnic/national origin-based claim suggesting someone's background explains their position, using identity as explanatory framework.
Identity Assertion
0.70
ramank22787
Sep 29, 2025
Make Canada Great Again ❤
Make Canada Great Again ❤
Uses nationalist slogan implying national identity and belonging concerns related to immigration.
Identity Assertion
0.70
Lucky911.7
Feb 18, 2026
And that, gentlemen, is what has ruined this country.
And that, gentlemen, is what has ruined this country.
Vague assertion that immigration has damaged the country, implying national identity and belonging concerns.
loridamsgard5647
Feb 17, 2026
Glory to Canada
Glory to Canada
Brief patriotic assertion of national pride without substantive argument or context.
Identity Assertion
0.70
@besimmuqaj2200
Mar 4, 2025
Trudeau is a altime loser.
Trudeau is a altime loser.
Personal judgment attacking Trudeau's character and competence as a leader.
Identity Assertion
0.70
@venturehunter3456
Mar 5, 2025
Like listening to Fidel!!!❤
Like listening to Fidel!!!❤
Compares Trudeau to Fidel Castro, invoking political identity and ideological positioning.
@NOMOone
Mar 4, 2025
this is what an actual president looks like even if he even ain't one
this is what an actual president looks like even if he even ain't one
Comparative framing suggesting Canadian leadership represents ideal presidential qualities, implicitly contrasting with another nation.
Identity Assertion
0.70
@javidelvalmusic
Mar 4, 2025
Who cares what that limp wristed fella has to say. America can survive without him. Canada would be better off.
Who cares what that limp wristed fella has to say. America can survive without him. Canada would be better off.
Dismissive comment asserting American superiority and criticizing Canada's policies.
@paulnewkirk7351
Mar 4, 2025
Love and Admire Justin Trudeau . Abhor Trump.
Love and Admire Justin Trudeau . Abhor Trump.
Expresses political allegiance and contrasts Canadian leadership favorably against American leadership, framing national identity through political preference.
@mitzimcewan9124
Mar 4, 2025
At least they are working, compared to other immigrants.
At least they are working, compared to other immigrants.
Comparative ethnic stereotype implying some immigrant groups work harder than others.
bigmac8574
Jan 27, 2026
Thanks for the apology. Not necessary. We know you're not all like Trudeau. People in central provinces seem pretty level-headed to me.
Thanks for the apology. Not necessary. We know you're not all like Trudeau. People in central provinces seem pretty level-headed to me.
Distinguishes between Trudeau and other Canadians, asserting regional identity and reasonableness.
@disgusted3191
Mar 5, 2025
I like Trudeau
I like Trudeau
Simple statement of political preference/alignment with Trudeau, expressing a position of support.
Identity Assertion
0.70
@vkcn1399
Mar 4, 2025
Fun fact: There are literal Sikh grade schools in Brampton
Fun fact: There are literal Sikh grade schools in Brampton
States a factual observation about religious/cultural institutions as an implicit assertion about demographic presence and community establishment.
angelaliu9827
Jan 27, 2026
I thought the governor was out of office? Hey whatever, i am good and dont need any Canadian products.
I thought the governor was out of office? Hey whatever, i am good and dont need any Canadian products.
Asserts self-sufficiency and rejection of Canadian products, framing it as a nationalist stance independent of trade relationships.
@DaleMeese
Mar 4, 2025
Canadians are starting to sound like Democrats ! ???????????
Canadians are starting to sound like Democrats ! ???????????
Frames Canadians as politically aligned with Democrats, using identity comparison to characterize national political orientation.
@craigford9813
Mar 4, 2025
Thank you trump for not being a coward like Biden. America 1st, I’m glad trump and Vance stood up to that ungrateful clown
Thank you trump for not being a coward like Biden. America 1st, I’m glad trump and Vance stood up to that ungrateful clown
Expresses nationalist sentiment ('America 1st') and frames Trump/Vance as standing up against an 'ungrateful clown,' using us-vs-them framing.
@craigharrison9561
Mar 4, 2025
Can’t believe they voted this man in
Can’t believe they voted this man in
Expresses disbelief at electoral choice, implying disagreement with the collective decision of voters.
Identity Assertion
0.70
@qbanz00
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)