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 is crazy
Trump is crazy
Brief dismissive statement about a political figure that frames opposition in us-vs-them terms without substantive argument.
Identity Assertion
0.70
@arnoldagbayani7898
Mar 4, 2025
When will the Canadian governor, Castro Jr. figure it out ?
When will the Canadian governor, Castro Jr. figure it out ?
Uses derogatory framing ('Castro Jr.') to assert a critical stance toward Canadian leadership and national identity.
Identity Assertion
0.70
@BrianManuel-eq4fm
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
All immigrants are not muslims ,arabes are whites and natives are brown!!
All immigrants are not muslims ,arabes are whites and natives are brown!!
Makes claims about ethnic and racial categorization of immigrant and native populations, asserting identity boundaries.
Identity Assertion
0.70
dieusoleil2012
Aug 27, 2025
? we just won’t let you take us for granted anymore ? how about you start focusing on not hurting your own citizens you douche ?
? we just won’t let you take us for granted anymore ? how about you start focusing on not hurting your own citizens you douche ?
Asserts Canadian independence and dignity against American pressure while criticizing Trump's treatment of his own citizens.
@juliemohn305
Mar 4, 2025
Mex-American here! Not with the Trump Regime ??
Mex-American here! Not with the Trump Regime ??
Asserts personal identity (Mex-American) while expressing opposition to Trump administration policies.
@beardedone3621
Mar 4, 2025
Canada is owned by lefties
Canada is owned by lefties
Makes a broad political identity claim about Canada's ownership/control by a political faction, framing ideological us-vs-them.
Identity Assertion
0.70
iluvkath07
Jan 27, 2026
Trump is not smart.
Trump is not smart.
Brief dismissive statement about Trump's intelligence that frames a political opposition position without substantive argument or evidence.
Identity Assertion
0.70
@donaldbott8331
Mar 4, 2025
The whole world is against you! Amerikkk.
The whole world is against you! Amerikkk.
Asserts global opposition to America using inflammatory language ('Amerikkk'), framing US as isolated and delegitimized internationally.
@T.2.S.A-27
Mar 4, 2025
Trudeau is a weak trans and Canada is trash
Trudeau is a weak trans and Canada is trash
Makes derogatory claims about leadership identity and national character rather than substantive policy analysis.
@lionsn11
Mar 4, 2025
Indidn hindu बस👎🤮
Indidn hindu बस👎🤮
Uses ethnic/religious slurs with dismissive emojis, expressing contempt for a specific group identity.
Identity Assertion
0.70
AslamKhan-b7e7d
Feb 23, 2026
They don't really assimilate ABIT like the Muslim but not as forceful
They don't really assimilate ABIT like the Muslim but not as forceful
Compares assimilation patterns across religious/ethnic groups, making generalizations about Muslim and Indian immigrants.
cheape_n_nasty1826
Jan 27, 2026
Canadians, you should be ery proud of your PM.
Canadians, you should be ery proud of your PM.
Appeals to Canadian national pride and identity, though the sarcasm is ambiguous.
Identity Assertion
0.70
@goindabongo1721
Mar 4, 2025
At least they work. Its better than alot of other immigrant groups.
At least they work. Its better than alot of other immigrant groups.
Compares immigrant groups favorably based on work ethic, establishing hierarchies between different immigrant populations.
Identity Assertion
0.70
williamsaling9648
Jan 27, 2026
smelly >>>??
smelly >>>??
Derogatory comment using ethnic stereotyping, though minimal context makes classification somewhat uncertain.
Identity Assertion
0.70
BalochBalochi-d2q
Nov 6, 2025
Trump is so dumb so are the people who voted for him !
Trump is so dumb so are the people who voted for him !
Dismissive criticism of a political figure and supporters, using inflammatory language with implicit us-vs-them framing.
@frenchgoldenboyfan
Mar 4, 2025
Well, I am from America and I never heard of such a bunch of whiny babies in my life. If you got an app to get her Mr. Trudeau and got the border tightened up …
Well, I am from America and I never heard of such a bunch of whiny babies in my life. If you got an app to get her Mr. Trudeau and got the border tightened up instead of lying about us you wouldn’t have 25% tariff against you in the business we do a Canada as much it is in the billions it’s chunk change to us so young with the program and get it together and take a nap order in for you Europeans. I wouldn’t criticize in America to quickly because we’re in America well that’s not how that conversation.
American commenter uses dismissive us-vs-them framing ('whiny babies'), comparing American and Canadian approaches while asserting American superiority.
@IrishAcres
Mar 4, 2025
Canada 51 State
Canada 51 State
Asserts Canadian national identity through a provocative claim about annexation, expressing sovereignty concerns.
@joseorta13
Mar 4, 2025
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything …
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything they do, is to teach or make people run away and leave. I don't get it.
Frames immigrants as outsiders with negative intent ('make people run away'), combining cultural othering with implied threat.
GREGH01.
Nov 13, 2025
What a smart prime minister ❤
What a smart prime minister ❤
Brief affirmation of leadership competence tied to national pride and belonging.
Identity Assertion
0.70
@PaolaTourGuide
Mar 5, 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)