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 hate brampton
I hate brampton
Brief negative statement about a city associated with immigration, expressing identity-based disapproval.
brandon8900
Jan 23, 2026
Jesus Christ as indian I feel guilty 😢😢
Jesus Christ as indian I feel guilty 😢😢
Commenter asserts their Indian identity and expresses guilt, suggesting in-group responsibility for the issues discussed.
Identity Assertion
0.75
Therealman143
Jan 27, 2026
Fuck that side walk cross guy talking about Africans
Fuck that side walk cross guy talking about Africans
Expresses hostility toward a specific individual and broader group (Africans), using dehumanizing language rooted in identity-based exclusion.
whosdatfd
Jan 27, 2026
The problem is not indian immigration they're not just white skin or european christian!
The problem is not indian immigration they're not just white skin or european christian!
Frames immigration problem through identity lens, suggesting the issue is non-white/non-Christian immigration rather than Indian specifically.
Arain221
Sep 19, 2025
???\nAs a Black??American I stand by ?KING??TRUMP’S?? decision ❤\n\nCanada ?? is not like US ?? \nKendrick ?? vs Drake ??
???\nAs a Black??American I stand by ?KING??TRUMP’S?? decision ❤\n\nCanada ?? is not like US ?? \nKendrick ?? vs Drake ??
Asserts personal identity (Black American) and compares Canada/US while supporting Trump.
@sunnyrobinson2128
Mar 4, 2025
What a shit hole
What a shit hole
Derogatory characterization of Canada/location, expressing negative identity framing about the place.
lilithlee3302
Jan 27, 2026
All over the world it's the same with those people....what a shame.
All over the world it's the same with those people....what a shame.
Uses vague us-vs-them framing ('those people') with disapproving tone, suggesting cultural/ethnic othering without specific policy critique.
imperialakashi9630
Jan 27, 2026
When Canada makes the US look like the immature, dangerous, foolish country that we are. What an absolute embarrassment….
When Canada makes the US look like the immature, dangerous, foolish country that we are. What an absolute embarrassment….
Expresses national shame and contrasts Canadian competence with American incompetence, asserting identity through comparison.
@JeffCraigPhotos
Mar 4, 2025
Native Canadians are white? 🤡
Native Canadians are white? 🤡
Challenges the definition of 'Native Canadians' with a clown emoji, asserting identity boundaries while using sarcastic tone.
jackbateman6331
Jan 27, 2026
If white Canadians or Natives make Enough kids everyone have 3 kids then our government don't need that many immigrants from india but They don't have enough Children They are busy in Drugs Alcohol women …
If white Canadians or Natives make Enough kids everyone have 3 kids then our government don't need that many immigrants from india but They don't have enough Children They are busy in Drugs Alcohol women Gambling driving cars Here we are
Contrasts fertility/lifestyle of white Canadians with Indian immigrants, making unsubstantiated generalizations about both groups.
Romeo80420
Sep 18, 2025
America doesn’t want this, just trump, republicans, magas and the billionaires.
America doesn’t want this, just trump, republicans, magas and the billionaires.
Comment distinguishes between 'America' as a collective and specific political groups (Trump, Republicans, billionaires), asserting that the latter don't represent the former.
@evp911
Mar 4, 2025
Where are all the liberal voters? Seems like a Majority of Canadians are on the same page about this issue.
Where are all the liberal voters? Seems like a Majority of Canadians are on the same page about this issue.
Asserts majority Canadian consensus against immigration while questioning absence of opposing voices, framing political division.
LexCoulstring
Sep 9, 2025
As a Canadian we immigrants have to.leave peacefully not to bring your culture in Canada
As a Canadian we immigrants have to.leave peacefully not to bring your culture in Canada
Self-identifies as Canadian immigrant while asserting cultural assimilation expectations and national identity boundaries.
ruthmorr9501
Sep 7, 2025
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian …
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian or a Vietnamese person a driver's licence. They drive a car like they drive a motorcycle. Canada has rules and stuff. Red lights means stop. Signalling. Lanes. Passenger right of way. They need to learn this before the DMV gives them a pass
Makes stereotypical claims about immigrant driving abilities and frames them as a threat to Canadian safety standards, combining identity-based generalizations with safety concerns.
soyreeng8864
Feb 24, 2026
As a mature Indian , I promote this vedio !
As a mature Indian , I promote this vedio !
The commenter asserts their identity as a 'mature Indian' and endorses the video, combining identity claims with support.
Moksh-loveanimals
Feb 3, 2026
I am proud of Canada president
I am proud of Canada president
Expresses national pride in Canadian leadership, asserting positive identity and support for the country's leader.
@glendaclark3193
Mar 4, 2025
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Compares Indian integration in UK to Canada while expressing ambivalence about cultural markers like religious headwear.
pete801
Feb 3, 2026
I wish we had a leader like that
I wish we had a leader like that
Expresses preference for a particular leader as representative of national values, implying a contrast with current leadership.
@anister00
Mar 4, 2025
That’s being too kind saying Donald is “smart”. No. He is dumb and dumber.
That’s being too kind saying Donald is “smart”. No. He is dumb and dumber.
Personal attack on a political figure's intelligence, framing them negatively as part of us-vs-them political discourse.
Identity Assertion
0.75
@footiefan51
Mar 4, 2025
Don’t worry chap. As a Somali and an African we hate your kind too. Too bad you can’t do anything about our presence.
Don’t worry chap. As a Somali and an African we hate your kind too. Too bad you can’t do anything about our presence.
Asserts counter-identity and mutual dislike along ethnic lines while claiming permanence of immigrant presence.
mahbubmo
Feb 3, 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)