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
Loving communists and hating Canada is the most un-American stuff ever
Loving communists and hating Canada is the most un-American stuff ever
Frames support for communism and criticism of Canada as un-American, using identity-based framing to make a political argument.
@baokhong6036
Mar 4, 2025
Better than Sharia Town
Better than Sharia Town
Dismissive comparison invoking religious/cultural stereotypes to frame one group as preferable to another.
VVan595
Sep 19, 2025
iam as reacist as the next guy ^^
iam as reacist as the next guy ^^
Self-identifies with racist attitudes using casual language, asserting in-group membership.
Identity Assertion
0.75
UninvitedVayneMain
Jan 27, 2026
To be fair the Indians are not bad people. Thats Pakistan, Bangladesh. Other side. We 🇬🇧 fought alongside the Indians. There cool. Most of them. Smart too.
To be fair the Indians are not bad people. Thats Pakistan, Bangladesh. Other side.
We 🇬🇧 fought alongside the Indians. There cool. Most of them. Smart too.
Commenter distinguishes between Indian and Pakistani/Bangladeshi groups while asserting shared British-Indian historical ties, framing identity categories and national associations.
MarkJones-vg7hs
Jan 27, 2026
Only greedy people will leave india for Canada and they will suffer a lot like the gipseys
Only greedy people will leave india for Canada and they will suffer a lot like the gipseys
Frames Indian emigrants as 'greedy' and predicts suffering, combining ethnic stereotyping with a moral judgment about character.
sreenarayanram5194
Sep 19, 2025
People who voted for Trump, are you happy? That man is crazy
People who voted for Trump, are you happy? That man is crazy
Expresses disapproval of Trump voters as an out-group, framing them as irrational, with implicit us-vs-them positioning.
@consuelolopez5104
Mar 4, 2025
I hope your watching MAGA. You brought this on by believing a pathological liar. You're not smart enough to think on your own. MAGA you own this.
I hope your watching MAGA. You brought this on by believing a pathological liar. You're not smart enough to think on your own. MAGA you own this.
Blames MAGA supporters for immigration problems, asserting political/ideological identity divisions and implicitly calling for accountability.
@jonn6427
Mar 4, 2025
البيض يحسبون انهم السكان الاصليين 😂😂
البيض يحسبون انهم السكان الاصليين 😂😂
Uses sarcasm to assert that white people claim to be original inhabitants, combining identity-based commentary with ironic tone.
f5o6
Jan 27, 2026
RIP America! We dont like you anymore
RIP America! We dont like you anymore
Brief statement rejecting America and expressing loss of affinity, framed as collective identity/belonging shift.
@nachtmuis4776
Mar 4, 2025
Why tf are giving away Canadian passports like candy it’s disgraceful
Why tf are giving away Canadian passports like candy it’s disgraceful
Commenter expresses nationalist concern about citizenship being granted too liberally, framing it as a threat to Canadian identity.
ricksilver55
Jan 12, 2026
The Marxist dictator, Justin Black-face Trudeau is threatened by Trump and panicking because the people of Canada see right through his lies and would rather have a country govern the way President Trump does it …
The Marxist dictator, Justin Black-face Trudeau is threatened by Trump and panicking because the people of Canada see right through his lies and would rather have a country govern the way President Trump does it and give the power back to the people instead of having it run by the world, economic forum
Commenter uses derogatory framing and unsubstantiated characterizations (Marxist dictator, WEF control) while asserting ideological opposition and preference for Trump-style governance.
@domnfg
Mar 4, 2025
Trudeau and CNN fake news!!
Trudeau and CNN fake news!!
Dismissive attack on Trudeau and media, using polarized framing without substantive argument.
@kangta13
Mar 4, 2025
It's true that they are generally good people that don't eat poo. Still not their home.
It's true that they are generally good people that don't eat poo. Still not their home.
Acknowledges positive qualities while asserting immigrants don't belong, framing Canada as exclusively for native-born citizens.
Aethelvlad
Jan 28, 2026
MAGA did this to all Americans.
MAGA did this to all Americans.
Blames MAGA movement for harm to Americans, asserting a political/ideological division.
@chrisboncamper4282
Mar 4, 2025
That fellow on the scooter was a real canadian. Most men his age are brainwashed by our CBC (state funded media)
That fellow on the scooter was a real canadian. Most men his age are brainwashed by our CBC (state funded media)
Assertion of who is 'really Canadian' combined with criticism of state media influence, framing in-group/out-group terms.
TallGuyFromCanada
Jan 27, 2026
So white people from Europe are complaining about emigrants lol
So white people from Europe are complaining about emigrants lol
Uses ironic framing to highlight hypocrisy of European-descended people complaining about immigration, asserting a counter-identity claim.
Davidh741
Sep 21, 2025
I'm an American and proud of Canada, Mexico and Ukraine
I'm an American and proud of Canada, Mexico and Ukraine
Expresses pride in multiple nations, asserting positive identity and cross-border solidarity.
@VictorPoulin
Mar 4, 2025
DONALD TRUMP IS KISSING PUTIN SO MUCH HE'S DESTROYING EVERYTHING...BRAVO KOOL-AID ORANGE MORON THE WORLD SEE YOU AS A ENEMIE TO USA....
DONALD TRUMP IS KISSING PUTIN SO MUCH HE'S DESTROYING EVERYTHING...BRAVO KOOL-AID ORANGE MORON THE WORLD SEE YOU AS A ENEMIE TO USA....
Comment frames Trump as an enemy to the USA and uses divisive us-vs-them language, with moral condemnation as secondary element.
@crissyf.4389
Mar 4, 2025
Canada is Khalistan
Canada is Khalistan
Statement asserting a political/territorial identity claim ('Canada is Khalistan') that frames national belonging.
Identity Assertion
0.75
kevinharris7383
Jan 27, 2026
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people
They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites
That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂
Dude we are not going anywhere , i live in Brampton ❤
Asserts Indian success and belonging in Canada through us-vs-them framing, with sarcastic tone dismissing criticism of Indian immigration.
GBRUISLIVENoW
Sep 20, 2025
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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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