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
Invasive species
Invasive species
Dehumanizing label ('invasive species') frames immigrants as threats to national identity and belonging.
yeriyark6678
Feb 6, 2026
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 love this president! He holds himself with dignity! Integrity
I love this president! He holds himself with dignity! Integrity
Expresses personal admiration for a political leader, framing it as a marker of values and identity.
Identity Assertion
0.70
@Talkswithtee302
Mar 4, 2025
WHY would Trudeau call #rump smart? #rump is a moron! He can't read or spell
WHY would Trudeau call #rump smart? #rump is a moron! He can't read or spell
Attacks Trump's intelligence and character through insulting language, combining identity critique with satirical tone.
@tracey1784
Mar 4, 2025
My G. Humble and honest. Now America is finished
My G. Humble and honest. Now America is finished
Expresses admiration for someone (likely Trudeau) as humble and honest, with assertion that America is finished.
Identity Assertion
0.70
@kalim3238
Mar 5, 2025
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
Shame on indian people
Shame on indian people
Brief moral condemnation targeting a specific ethnic group as a collective entity.
Identity Assertion
0.70
marcus36ycdr
Jan 27, 2026
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
Every where and all over Ontario pearson airport is like Delhi 😅😅😅😅😅😅 I shocked and asked, "Where am I? Canada or India
Every where and all over Ontario pearson airport is like Delhi 😅😅😅😅😅😅 I shocked and asked, "Where am I? Canada or India
Expresses demographic anxiety by noting visible presence of Indian immigrants at major Canadian location, questioning national identity/belonging.
bcawl
Sep 22, 2025
Not immigrants with indians
Not immigrants with indians
Brief exclusionary statement targeting a specific ethnic group with implicit rejection framing.
Identity Assertion
0.70
rafaelchowdhury1822
Aug 25, 2025
Trudeau think Trump never thought of anything like that.Trump plays chess while you play, checkers.
Trudeau think Trump never thought of anything like that.Trump plays chess while you play, checkers.
Uses comparative framing to assert Trump's strategic superiority over Trudeau in an us-vs-them manner.
Identity Assertion
0.70
@cherelynelision3385
Mar 4, 2025
I do not line up with Trump!
I do not line up with Trump!
Commenter is asserting their political non-alignment with Trump, establishing a personal ideological position.
Identity Assertion
0.70
@guitarlancer
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
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
Makes derogatory claims about a person's character and ethnicity, framing moral judgments through identity-based stereotyping.
jolly-rancher
Jan 27, 2026
indians can be tolerated but why do they build such statues of naked dudes?
indians can be tolerated but why do they build such statues of naked dudes?
Commenter makes a conditional tolerance statement about Indian immigrants while criticizing cultural practices, framing cultural difference as problematic.
Identity Assertion
0.70
kazijafir1490
Feb 26, 2026
Indians = Pluribus
Indians = Pluribus
Cryptic statement equating Indians with 'Pluribus' (likely referencing diversity/plurality), asserting group identity in context of immigration discussion.
Identity Assertion
0.70
HaterHawk
Jan 27, 2026
I’m an Indigenous American here, I say if Canada was really our friend then they would understand that they have been taking advantage of our countries kindness for too long and it’s time they step …
I’m an Indigenous American here, I say if Canada was really our friend then they would understand that they have been taking advantage of our countries kindness for too long and it’s time they step up.. If us trying to do something good for our own country for one time instead of everybody else and it’s a problem like this then maybe we weren’t friends anyway.. That means u were only friendly bc u were taking advantage.. \nPlenty of other countries has decided to pick up their own slack and it’s time Canada and America and the other countries start focusing more on their own citizens.. \nThis man is ready to send Canadian soldiers to die in Ukraine right now for something that has nothing to do with them and now instead of negotiating an agreement it’s all about relation and hurting your own people to get back at others over something you took personally..\nI always liked Trudeau but if that’s how he feels about our country then that’s how we feel about his.. \nwe don’t care about Canada anymore except justing Bieber and Linus media group.. everyone else can go lol..
Asserts American identity and national interest prioritization, frames Canada as taking advantage, critiques both leaders' foreign policy choices.
@williamblanks8500
Mar 4, 2025
Define trash… look at him #1 WH
Define trash… look at him #1 WH
Dismissive insult toward the Prime Minister using coded language, expressing negative identity positioning.
@mannymislang5735
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
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
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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