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
Brampton is disgusting..Those dirty sandal wearer's are dumber then sheep.
Brampton is disgusting..Those dirty sandal wearer's are dumber then sheep.
Explicit ethnic slurs and derogatory stereotyping of a specific immigrant group.
MR-gp9ys
Jan 27, 2026
There needs to be a No Indian Rule....
There needs to be a No Indian Rule....
Proposes discriminatory policy targeting a specific ethnic group, asserting exclusionary national boundaries.
UAPReportingCenter
Feb 26, 2026
I live in the best country in the world and I have the best Prime Minister in the world. I couldn’t be more proud of Justin Trudeau. We will fight and we will come together. …
I live in the best country in the world and I have the best Prime Minister in the world. I couldn’t be more proud of Justin Trudeau. We will fight and we will come together. That’s what Canadians do.
Asserts national pride and identity, claiming Canada and its leader are superior, with a call for collective unity.
@sonia68ish
Mar 5, 2025
I’m an American and I stand with trump
I’m an American and I stand with trump
Simple declaration of political allegiance and national identity positioning.
Identity Assertion
0.90
@HersonDubon-j3d
Mar 4, 2025
I did not vote tor trump.
I did not vote tor trump.
Simple declaration of political non-alignment, asserting identity through voting behavior.
Identity Assertion
0.90
@robertchambers6344
Mar 4, 2025
Maga ❤ America First
Maga ❤ America First
Uses nationalist slogan 'America First' and MAGA rhetoric to assert American identity and prioritization.
Identity Assertion
0.90
@S2K_World
Mar 4, 2025
So proud of Canada
So proud of Canada
Direct expression of pride in Canadian identity and national affiliation.
@nancymollers4291
Mar 4, 2025
Would rather a Hindi or sikh over a Muslim any day
Would rather a Hindi or sikh over a Muslim any day
Expresses preference for certain immigrant groups over others based on religious/ethnic identity, establishing hierarchical us-vs-them framing.
Identity Assertion
0.90
knowitallll
Jan 27, 2026
I am with CANADA ?
I am with CANADA ?
Simple declaration of alignment with Canada, asserting national identity and belonging.
Identity Assertion
0.90
@georgetarver962
Mar 4, 2025
There all INDIANS!
There all INDIANS!
Makes an ethnic identity assertion about immigrants, emphasizing their otherness through capitalization.
Identity Assertion
0.90
bobbyjones2911
Jan 19, 2026
I've said this for a long time, Indians are everywhere . We've got to round them up and send them back to where they came from
I've said this for a long time, Indians are everywhere
. We've got to round them up and send them back to where they came from
Explicit us-vs-them framing with dehumanizing language ('round them up') targeting a specific ethnic group, combined with demographic anxiety.
stevebalestreri7427
Jan 27, 2026
Ethnic removal is the only way forward for white nations.
Ethnic removal is the only way forward for white nations.
Explicitly frames immigration as an ethnic/racial threat to white nations, asserting identity-based boundaries.
donk8961
Jan 28, 2026
They are not indian they are Punjabi
They are not indian they are Punjabi
Commenter makes a distinction about ethnic/cultural identity, asserting Punjabi identity separate from Indian national identity.
Identity Assertion
0.90
OneMan9434
Jan 27, 2026
Pajeets need go back to pajeetland
Pajeets need go back to pajeetland
Uses a derogatory slur and exclusionary framing to assert ethnic/national boundaries and demand removal of a specific group.
fib4923
Jan 27, 2026
Ind!ans are p@th3tic and smell awful 🤢
Ind!ans are p@th3tic and smell awful 🤢
Dehumanizing ethnic slur and stereotype targeting Indian people, asserting negative identity-based claims with offensive language.
Identity Assertion
0.90
Some1Social
Jan 28, 2026
Indians and Muslims need gain an ounce of courage and consideration, and go back to their home. Canada is for Canadians.
Indians and Muslims need gain an ounce of courage and consideration, and go back to their home.
Canada is for Canadians.
Explicitly frames Canada as belonging exclusively to 'Canadians' and demands specific groups leave, asserting ethnic/national boundaries.
captainkaboom2384
Jan 28, 2026
If you think India's better go back
If you think India's better go back
Uses exclusionary us-vs-them framing, telling immigrants to leave if they prefer their country of origin.
Identity Assertion
0.90
Kevy59
Feb 24, 2026
Indians ❌ North Indians ✅
Indians ❌ North Indians ✅
Makes a distinction between ethnic/regional groups using checkmarks and X marks, asserting hierarchical identity categories.
Identity Assertion
0.90
sanjuc77
Oct 9, 2025
cant they atleast dress like canadians.
cant they atleast dress like canadians.
Asserts a boundary between 'Canadian' dress/identity and immigrant dress, implying newcomers should conform to dominant cultural norms.
Identity Assertion
0.90
zat0076
Sep 19, 2025
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
PUNJAB is NOT INDIA.
PUNJABIS are NOT INDIANS.
Makes categorical claims about distinct ethnic/national identity, asserting Punjabis are separate from Indians.
Identity Assertion
0.90
fatehsingh3503
Oct 9, 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)