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
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
We had in-laws come from UAE and when they got off YVR airport they thought they arrived in China. Canada is becoming overwhelmed by colored minorities, sad.😊
We had in-laws come from UAE and when they got off YVR airport they thought they arrived in China. Canada is becoming overwhelmed by colored minorities, sad.😊
Uses racial language ('colored minorities') to assert national identity boundaries and express concern about demographic change, with explicit us-vs-them framing.
KM-f5b
Sep 11, 2025
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Asserts Canadian identity and belonging while framing Muslims as outsiders who threaten 'keeping Canada Canada,' combining identity assertion with implicit threat framing.
jer4921
Sep 11, 2025
Stop calling it anything besides Indian immigrants they are the problem, not German or French or even Russian just import from India
Stop calling it anything besides Indian immigrants they are the problem, not German or French or even Russian just import from India
Explicitly targets Indian immigrants as 'the problem' while excluding other nationalities, framing immigration as an us-vs-them issue with ethnic scapegoating.
browndigity420
Sep 13, 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
I cam to Canada 43 years ago I went to school here I grow I had kids here Canada was a complete different country these Indians came and changed our Canadian culture they have no …
I cam to Canada 43 years ago I went to school here I grow I had kids here Canada was a complete different country these Indians came and changed our Canadian culture they have no respect or manners something really needs to done thank you
Long-term resident claims immigrants have fundamentally changed Canadian culture and lack respect, asserting a threatened national identity.
SurajSingh-mi3hk
Sep 7, 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 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
I am Canadian.... WAIT!!!! I am FROSTBACKASTANI... I am a native to this land, my family and ancestors have wonder this land for Tens of thousands of years, we are the real minority in our …
I am Canadian.... WAIT!!!! I am FROSTBACKASTANI... I am a native to this land, my family and ancestors have wonder this land for Tens of thousands of years, we are the real minority in our own land!!
Asserts Indigenous identity and claims of being a 'real minority,' framing immigration as displacement of native peoples.
briantremblay9157
Sep 19, 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
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
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Asserts categorical identity claims about Sikhs and Indians, rejecting distinctions between religious and national identity.
Identity Assertion
0.85
Mr.Coffee576
Sep 19, 2025
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
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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