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
We are a patsy nation.
We are a patsy nation.
Characterizes Canada as weak or complicit ('patsy nation'), asserting national identity through criticism.
stephensavoia3285
Sep 29, 2025
Indians aren’t the ones you have to worry about
Indians aren’t the ones you have to worry about
Positions one ethnic group as less threatening than others, implicitly ranking immigrant groups by perceived danger.
dd185
Jan 27, 2026
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Characterizes Canadians as culturally 'too nice' and contrasts them with the 'bike guy' who 'kept it real,' asserting national identity traits.
RM-100
Jan 27, 2026
Make Canada Indian Again ====MACIA
Make Canada Indian Again
====MACIA
Parodies 'Make America Great Again' slogan to express anxiety about Indian demographic presence and national identity change.
kevindevaojoo8882
Sep 27, 2025
canadians are so fucking stupid ...
canadians are so fucking stupid ...
Derogatory generalization about Canadians as a group, framing national identity negatively.
mp463
Jan 27, 2026
where are the canadians>?
where are the canadians>?
Rhetorical question implying displacement or demographic anxiety about where native Canadians fit in their own country.
gorylskiepowstanie2636
Jan 27, 2026
poojeet fatigue is real 😅
poojeet fatigue is real 😅
Uses a derogatory ethnic slur with humor formatting to express fatigue with a specific immigrant group.
itsyagirlmarie
Jan 27, 2026
White dude with the bike was saying every quiet part out loud haha! Based.
White dude with the bike was saying every quiet part out loud haha! Based.
Uses humor to celebrate someone expressing racist views openly, framing it as authentic ('based').
ChadSextoid1
Jan 27, 2026
5:56 lady isn’t even Canadian.
5:56 lady isn’t even Canadian.
Questions someone's Canadian identity/belonging based on appearance or background, establishing an us-vs-them boundary.
Identity Assertion
0.75
randomsitisee7113
Sep 21, 2025
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
Makes generalizations about Indian immigrants' mindset and uses ethnic stereotyping while dismissing complaints as typical behavior.
ShubhamSingh-jk2qz
Sep 26, 2025
The red in the Canadian flag is slowly turning saffron🧡
The red in the Canadian flag is slowly turning saffron🧡
Uses symbolic imagery (saffron color) to suggest Indian cultural takeover of Canada, combining identity assertion with sarcastic tone.
i4niable
Sep 26, 2025
Brampton has fallen
Brampton has fallen
Brief assertion that Brampton has declined, implying demographic/cultural change as the cause, with underlying anxiety about loss of place.
Nickbronline
Sep 23, 2025
The slums of Canada
The slums of Canada
Derogatory characterization of Brampton as slums, implying demographic/cultural decline and loss of place identity.
mrs.natashaellwood8634
Sep 23, 2025
Indians are taking over the world😂😂
Indians are taking over the world😂😂
Joking assertion about Indian global dominance, framed as us-vs-them demographic anxiety with comedic tone.
Naples-Florida
Sep 23, 2025
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
Comment frames ethnic groups in opposition and attributes hateful intent to the cyclist, using identity-based categorization.
FRANCISCO0828
Jan 27, 2026
Indians don’t like india😳😳
Indians don’t like india😳😳
Brief assertion questioning Indian national identity and belonging, implying Indians reject their own country.
Identity Assertion
0.75
Antrollyed
Mar 1, 2026
Dirty people, gross.
Dirty people, gross.
Dehumanizing characterization of immigrants using crude stereotypes to assert cultural/national boundaries.
VictorCortez-gl6nl
Jan 17, 2026
sikhs are not santani dharmic they are wannabes. thats the reason they were kicked out of india. under modi gov.
sikhs are not santani dharmic they are wannabes. thats the reason they were kicked out of india. under modi gov.
Makes derogatory claims about Sikh identity and legitimacy, using comparative framing with India.
Identity Assertion
0.75
mchariker2
Sep 23, 2025
A real man that has morals and integrity. Trump will still lie and blame the tariffs on Canada.
A real man that has morals and integrity. Trump will still lie and blame the tariffs on Canada.
Comment asserts moral character claims about Trump while predicting he will blame Canada for tariffs, mixing identity/character judgment with policy skepticism.
@justinejackson192
Mar 4, 2025
Coincidentally, Brampton is the shittiest city in Ontario. Thoughts?
Coincidentally, Brampton is the shittiest city in Ontario. Thoughts?
Implies Brampton's decline is linked to demographic change, asserting negative characterization of immigrant-majority city.
Vaffanculoilcomunismo
Sep 21, 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)