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
I stand with the President of the United States !
I stand with the President of the United States !
Declares political allegiance and support for a leader, framing as an identity position.
Identity Assertion
0.90
@jamesfontes9292
Mar 4, 2025
Trudeau is a true Leader
Trudeau is a true Leader
Simple assertion of support for Trudeau as a leader, positioning him as embodying positive national leadership.
Identity Assertion
0.90
@renatofreitas9977
Mar 4, 2025
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Expresses demographic anxiety and loss of national belonging through racial counting, framing immigration as displacement of native identity.
bigjumbo9479
Jan 27, 2026
The most vile 4-letter word in the dictionary? Multiculturalism.
The most vile 4-letter word in the dictionary? Multiculturalism.
Brief statement rejecting multiculturalism as fundamentally negative, expressing identity-based opposition to cultural pluralism.
Identity Assertion
0.90
gregb4421
Sep 10, 2025
I will tolerate any immigrants but never indian cow worshipper 😡 Never these insecure losers...
I will tolerate any immigrants but never indian cow worshipper 😡
Never these insecure losers...
Makes dehumanizing ethnic/religious generalizations about Indians, using stereotypes ('cow worshipper') to establish exclusionary identity boundaries.
calmbeast1329
Jan 29, 2026
I am very proud to be a Canadian
I am very proud to be a Canadian
Direct assertion of Canadian national identity and pride.
Identity Assertion
0.90
@moezeer
Mar 4, 2025
Indian Pakistan Bangladesh and all Muslim need to be deported.
Indian Pakistan Bangladesh and all Muslim need to be deported.
Makes an exclusionary us-vs-them claim targeting specific ethnic and religious groups for deportation.
Oudomx
Jan 27, 2026
We proud we are indian 👏 🙌 💙 😎 our country is best 👌 👍 then other country
We proud we are indian 👏 🙌 💙 😎 our country is best 👌 👍 then other country
Explicit assertion of Indian national pride and superiority over other countries, using us-vs-them framing.
Identity Assertion
0.90
fashionofmind9319
Mar 2, 2026
Liarables are traitors to Canada
Liarables are traitors to Canada
Frames political opponents as traitors, using us-vs-them identity language without substantive policy argument.
Identity Assertion
0.90
charleswood2948
Feb 27, 2026
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Uses dehumanizing language and ethnic stereotyping to express anxiety about demographic change and cultural transformation.
akhtrzaman4955
Oct 6, 2025
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
Purely dehumanizing emoji-based expression of contempt toward Indians, using vomit emoji to signal disgust and rejection.
abh349
Feb 5, 2026
No one likes Indians. They're smelly and very smelly.
No one likes Indians. They're smelly and very smelly.
Uses dehumanizing stereotypes and sweeping generalizations to assert negative identity-based claims about Indians.
asiandude8361
Jan 29, 2026
It’s okay to be Anglo Saxon
It’s okay to be Anglo Saxon
Asserts ethnic/racial identity claim using a phrase associated with white identity politics.
Identity Assertion
0.90
mrh4900
Jan 27, 2026
White people need to have bigger families again..
White people need to have bigger families again..
Makes an ethnic/racial assertion about demographic reproduction framed as an implicit response to immigration concerns.
Identity Assertion
0.90
CreateCG1
Jan 27, 2026
Immigrants are here to take Canada away from Canadians
Immigrants are here to take Canada away from Canadians
Frames immigration as a threat to Canadian identity and possession, using us-vs-them language about immigrants 'taking away' Canada.
lawrencecates4076
Aug 25, 2025
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
Expresses demographic anxiety about racial/ethnic change in a city and calls for deportation based on ethnic identity.
Panda1101-m4f
Jan 27, 2026
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
Strong assertion of national identity and commitment to staying despite disagreements, framing loyalty as a core value.
Identity Assertion
0.90
@DannyMack100
Mar 4, 2025
As a proud American I stand with America.
As a proud American I stand with America.
Explicit assertion of American national identity and allegiance without substantive policy engagement.
Identity Assertion
0.90
@daniels3318
Mar 4, 2025
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
Im so very proud of being a Canadian today ♥ ?
Im so very proud of being a Canadian today ♥ ?
Asserts pride in Canadian identity in response to geopolitical tensions, affirming national belonging and values.
@lindamceachern5467
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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Discourse Quality (Perspective API)