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
Search & Filter
Identity Assertion
5,512 comments
UGLY COUNTRY, EVER I SEE
UGLY COUNTRY, EVER I SEE
Expresses negative national identity assertion through blanket condemnation of Canada as a country.
Identity Assertion
0.85
xxxauizaxxx
Jan 28, 2026
Canada needs to find their balls and take their country back from the swarth horde.
Canada needs to find their balls and take their country back from the swarth horde.
Uses dehumanizing language and nationalist framing to assert national reclamation, combining identity assertion with demographic threat rhetoric.
HighKage97
Jul 27, 2025
Import the third world, become the third world. Welcome to New India.
Import the third world, become the third world. Welcome to New India.
Uses us-vs-them framing and demographic anxiety rhetoric, comparing immigration to national decline with a dehumanizing slur.
Balorian
Jul 30, 2025
my family has been in a Canada for over 200 years, we feel like we woke up in a different country, were considering leaving i never wanted to live in india and never will, we …
my family has been in a Canada for over 200 years, we feel like we woke up in a different country, were considering leaving i never wanted to live in india and never will, we are second class citizens in our country and its sad, I hate what Canada has become I hate liberals, and i hate immigration
Commenter asserts long-standing Canadian identity while expressing displacement and second-class status, framing immigration as a threat to national character.
Diversityisalie
Aug 3, 2025
As an American I couldn’t be more proud of Canada. ??
As an American I couldn’t be more proud of Canada. ??
American commenter expresses pride in Canada, asserting Canadian identity as superior to their own.
@EmilyBoltz
Mar 4, 2025
Go home, save Canada, make Canada Canadian again
Go home, save Canada, make Canada Canadian again
Asserts national identity and belonging ('make Canada Canadian again') with implicit call to action against immigrants.
YiYi-c6o
Jan 15, 2026
I'm so embarrassed to be American. I'm angry at the millions who were dumb enough to vote even one time for a FOOLISH con man who's compromised by Russia and can't even read. I'm extremely …
I'm so embarrassed to be American. I'm angry at the millions who were dumb enough to vote even one time for a FOOLISH con man who's compromised by Russia and can't even read. I'm extremely proud of Canada and Trudeau. I hope somehow the president of the US and his echo chamber are removed from office. We'll never make it 4 years.
Commenter expresses shame about American identity while asserting pride in Canadian identity, with comparative framing between nations.
@pzh3334
Mar 4, 2025
As Sikh, we should not be where we are unwanted. the Gurus would not want it.
As Sikh, we should not be where we are unwanted. the Gurus would not want it.
Asserts Sikh identity and cultural/religious values while framing unwanted presence as incompatible with group identity.
SaintSoldiersofCentralFlorida
Jan 27, 2026
As a white Canadian, I feel bad for the Indians who have been here for years. The new immigrants have completely ruined their reputations
As a white Canadian, I feel bad for the Indians who have been here for years. The new immigrants have completely ruined their reputations
Commenter asserts their white Canadian identity while making a distinction between established and new Indian immigrants, framing this as an us-vs-them comparison about reputation.
GGriffex
Jan 28, 2026
He must not have watched the hockey game recently….we are America, the greatest and strongest country on the planet….dont f with us, you don’t scare us…. You need us LoL learn the hard way, ask …
He must not have watched the hockey game recently….we are America, the greatest and strongest country on the planet….dont f with us, you don’t scare us…. You need us LoL learn the hard way, ask Ukraine LoL
Asserts American superiority and dominance while framing Canada as a threat, combining nationalist identity claims with intimidation rhetoric.
@pbadasay
Mar 4, 2025
Check Vancouver next, its China
Check Vancouver next, its China
The comment uses comparative framing to suggest demographic dominance by a specific ethnic group, implying concern about cultural displacement.
Lalii_io
Jan 27, 2026
I'd take the Indians every time over the Somalians. Not even fricking close.
I'd take the Indians every time over the Somalians. Not even fricking close.
Comparative ranking of immigrant groups with explicit preference, framing certain nationalities as undesirable.
kams912
Jan 27, 2026
I am an immigrante. I came here to integrate in this society and live by their law. This country built on Christians values. We should respect those values not over right their values with ours. …
I am an immigrante. I came here to integrate in this society and live by their law. This country built on Christians values. We should respect those values not over right their values with ours. Muslims never can integrate in Western society why are they here???
Self-identified immigrant asserting Christian cultural values as foundational and expressing skepticism about Muslim integration.
birdi-k5b
Aug 25, 2025
I love trump
I love trump
Simple statement of political support/allegiance, asserting personal identification with a political figure.
Identity Assertion
0.85
@AboWa-qe2rw
Mar 4, 2025
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Comment uses us-vs-them framing by singling out Brampton as problematic and references in-group validation ('my Indian buddies'), asserting a negative identity claim about a specific location.
codidevlugt2153
Jan 27, 2026
Went from smelling of sweet maple syrup to BO and curry.
Went from smelling of sweet maple syrup to BO and curry.
Uses ethnic/cultural stereotyping to frame demographic change as loss of Canadian identity, with sarcastic tone.
goneeeeeeem
Jun 21, 2025
Trudeau is a real leader, and Trump is a pile of dog sh!t.
Trudeau is a real leader, and Trump is a pile of dog sh!t.
Makes comparative identity claims about Trudeau vs. Trump using crude language, asserting national leadership preferences.
@TheGhostOfThomasPaine
Mar 4, 2025
As a person of Indian descent, I wouldn't live here. Never been to India but Brampton sure looks like mini India
As a person of Indian descent, I wouldn't live here. Never been to India but Brampton sure looks like mini India
Commenter asserts ethnic identity and uses demographic change as basis for rejecting residence, framing Brampton as culturally transformed.
rainbowsandshi
Feb 28, 2026
It’s not Americans doing this it’s Trumplicans that make up a small portion of us.
It’s not Americans doing this it’s Trumplicans that make up a small portion of us.
Distinguishes between Americans and 'Trumplicans,' asserting a boundary between groups and claiming one subset is responsible for problematic behavior.
Identity Assertion
0.85
@scottberge6286
Mar 4, 2025
They come from a dirty dogshit nation get them out
They come from a dirty dogshit nation get them out
Uses dehumanizing language to characterize an entire nation negatively and calls for exclusion of its people.
GutterTierGod
Jan 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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