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
If you people love Canada so much, move there. We want true Americans here
If you people love Canada so much, move there. We want true Americans here
Uses exclusionary us-vs-them framing to define who belongs as 'true Americans' versus those who support Canada.
Identity Assertion
0.88
@joeylove5428
Mar 4, 2025
I'm an American and I stand with America.
I'm an American and I stand with America.
Simple declaration of national allegiance and in-group solidarity with America.
Identity Assertion
0.88
@michelle3974
Mar 4, 2025
True leader. 100 percent better then the American idiot
True leader. 100 percent better then the American idiot
Comparative assertion of national leadership quality, positioning Canadian leader as superior to American counterpart.
Identity Assertion
0.88
@meewering2092
Mar 4, 2025
Indians need to back home!
Indians need to back home!
Makes an exclusionary statement targeting a specific ethnic group, asserting they don't belong in Canada.
henrytorres2214
Jan 19, 2026
As a catholic I can’t pray silently without any display and still I can be arrested, yet these immigrants can stop traffic praying and that’s NOT OK. GET THE FFFF OUT.
As a catholic I can’t pray silently without any display and still I can be arrested, yet these immigrants can stop traffic praying and that’s NOT OK. GET THE FFFF OUT.
Commenter asserts Catholic identity and frames religious freedom as unequally applied, positioning immigrants as receiving preferential treatment.
jesmarco374
Aug 25, 2025
khalistan zindawad
khalistan zindawad
Asserts support for Khalistan independence movement, expressing ethnic/national identity affiliation.
Identity Assertion
0.88
sabbgaming7907
Feb 17, 2026
Canada belongs to Indians
Canada belongs to Indians
Makes a territorial/ownership claim about Canada based on Indigenous identity, asserting belonging and sovereignty.
Identity Assertion
0.88
Kim_Jong_unn_officcial
Feb 23, 2026
Canada last. America first
Canada last. America first
Direct us-vs-them framing prioritizing America over Canada, asserting national identity and allegiance hierarchy.
Identity Assertion
0.88
@WesleyAllison-hz6qb
Mar 4, 2025
What i learned from tylers vid is we should leave the indians here and go back to europe
What i learned from tylers vid is we should leave the indians here and go back to europe
Expresses ethnic displacement anxiety with call for native-born citizens to leave Canada in favor of European identity.
buggabone
Jan 27, 2026
letting in indians ruined Canada
letting in indians ruined Canada
Makes an ethnic/national identity-based assertion blaming a specific immigrant group for national decline without evidence.
StinkyIndianStudent
Jun 17, 2025
I’m sorry Canada ? ashamed to be called an American these days.
I’m sorry Canada ? ashamed to be called an American these days.
Expresses shame about American national identity and belonging.
Identity Assertion
0.88
@nikolalisa
Mar 4, 2025
Brown people suck
Brown people suck
Derogatory statement targeting a racial/ethnic group, expressing prejudice and negative identity-based sentiment.
fluffhead4177
Jan 27, 2026
There's a reason we call Brampton "Bramladesh"
There's a reason we call Brampton "Bramladesh"
Uses a derogatory nickname for Brampton based on ethnic demographics, asserting identity-based us-vs-them framing with satirical tone.
JJDeAth96
Jan 27, 2026
Ontario voted for this shit not anyone else
Ontario voted for this shit not anyone else
Assigns blame to a specific regional group (Ontario voters) in an us-vs-them framing about responsibility for immigration policy.
Identity Assertion
0.88
brunodobia9223
Aug 26, 2025
Canada is only good for Indians
Canada is only good for Indians
Asserts that Canada's value is primarily for Indians, inverting typical nationalist framing to make a provocative identity-based claim.
Identity Assertion
0.88
kandethava293
Oct 26, 2025
They smell and are very rude
They smell and are very rude
Dehumanizing stereotyping of immigrants based on ethnic/cultural markers; establishes in-group superiority through negative characterization.
Identity Assertion
0.88
michaellamlol
Sep 20, 2025
good thing indians boycotting my country
good thing indians boycotting my country
Frames Indian immigration as a threat to 'my country,' expressing demographic anxiety and us-vs-them framing.
kujoejotaro556
Jan 27, 2026
Pajeetstan 👹👳♂️😩
Pajeetstan 👹👳♂️😩
Uses derogatory ethnic slurs and emojis to assert identity-based opposition to Indian immigration.
Powerviolenc3
Jan 27, 2026
It’s not just Brampton, it’s Surrey, Vancouver, Winnipeg, Milton, Mississauga, and Toronto as well! Indians are all over Canada
It’s not just Brampton, it’s Surrey, Vancouver, Winnipeg, Milton, Mississauga, and Toronto as well! Indians are all over Canada
Asserts demographic presence of Indians across multiple Canadian cities with implicit concern about cultural displacement.
NewHaven203
Jan 27, 2026
I like Canada better when it was full of Canadians.
I like Canada better when it was full of Canadians.
Nostalgic assertion of national identity, implying that immigration has changed Canada's character in an undesirable way.
Hath.0
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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Discourse Quality (Perspective API)