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 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
India shines again!!!
India shines again!!!
Assertion of national pride/identity, celebrating India in context of immigration discussion.
Identity Assertion
0.70
alitariq3868
Sep 29, 2025
I stay with USA, 100% tariff and stop hand me downs for canada. No more canada.
I stay with USA, 100% tariff and stop hand me downs for canada. No more canada.
Expresses preference for USA over Canada and rejection of Canadian identity, framing nations in opposition.
@diokaef
Mar 4, 2025
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or …
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or dignity. They eat lunch sitting on the potty smell like skunk from weed smoking. Point out all this things and compare is Indian or a European racist who will come ahead.😂
Uses sarcasm and crude stereotypes to assert that white Canadians are equally problematic, creating us-vs-them comparative framing.
Xhaka-p5n
Jan 28, 2026
? 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
Common Trump!Let’s do Russian & US & Chinese alliance! Let's go to these Europeans, they're free-eaters and don't represent themselves anymore?
Common Trump!Let’s do Russian & US & Chinese alliance! Let's go to these Europeans, they're free-eaters and don't represent themselves anymore?
Commenter proposes alternative geopolitical alliances and dismisses Europeans as non-representative, using identity-based framing.
@Jericho19111
Mar 5, 2025
I don’t know what you’re talking about. Indian food is absolutely disgusting.
I don’t know what you’re talking about. Indian food is absolutely disgusting.
Dismissive statement about Indian food culture that functions as cultural othering and identity-based rejection.
Identity Assertion
0.70
Dudewheresmym3
Feb 28, 2026
12:52 be very careful praying unless its to Jesus... dont be blasphemous now😢
12:52 be very careful praying unless its to Jesus... dont be blasphemous now😢
Asserts religious/cultural identity boundaries by warning against non-Christian prayer practices in Canada.
Identity Assertion
0.70
derekhaberman1805
Jan 28, 2026
That poor white trash needs to learn to takes its own side.
That poor white trash needs to learn to takes its own side.
Makes a divisive class-based identity claim with unclear referent, suggesting in-group/out-group framing.
Identity Assertion
0.70
localsussybaka277
Jan 27, 2026
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
Frames racial identity ('white guy') as basis for appreciating 'honesty' while using humor to soften the statement.
margaritaochoa5116
Jan 28, 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
They everywhere in Canada
They everywhere in Canada
Vague statement asserting presence of a group ('they') with implicit us-vs-them framing, though context is minimal.
Identity Assertion
0.70
lethalssss
Jan 29, 2026
You get what you voted for MAGATs
You get what you voted for MAGATs
Dismissive comment using political slur (MAGATs) to blame voters for consequences, with sarcastic tone.
@all-americanbulldogfarm2110
Mar 4, 2025
I hate trump
I hate trump
Expresses personal opposition to Trump as part of identity positioning, though minimal content limits confidence.
Identity Assertion
0.70
@TheresaTimmer
Mar 4, 2025
Punjabi not belongs to India sir panjabi ll make own land in India soon
Punjabi not belongs to India sir panjabi ll make own land in India soon
Makes a claim about Punjabi ethnic/regional identity and separatism, asserting distinct group identity and political aspirations.
Identity Assertion
0.70
SaifDin-p5t
Feb 24, 2026
Ontario….Where all The Turds Go To Circle .
Ontario….Where all The Turds Go To Circle .
Uses derogatory language targeting a geographic region and implicitly the people there, asserting negative identity-based judgment.
Identity Assertion
0.70
adamdeere1
Jan 27, 2026
She is a virus. Just a despicable twat
She is a virus. Just a despicable twat
Personal attack on a political figure using dehumanizing language without substantive policy critique.
Identity Assertion
0.70
captainkaboom2384
Feb 27, 2026
Like listening to Fidel!!!❤
Like listening to Fidel!!!❤
Compares Trudeau to Fidel Castro, invoking political identity and ideological positioning.
@NOMOone
Mar 4, 2025
Americans are horrified and ashamed of this government’s actions.
Americans are horrified and ashamed of this government’s actions.
Makes a broad claim about American collective sentiment and national shame, asserting group identity and values.
Identity Assertion
0.70
@Hildear
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)