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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Solidarity
4,947 comments
Tiene razón en todo
Tiene razón en todo
Spanish-language comment expressing agreement with the video's position, likely indicating support for Canada's stance.
Solidarity
0.70
@elisalara3738
Mar 4, 2025
Go Canada. ?? jd vence & trump????????
Go Canada. ?? jd vence & trump????????
Expresses support for Canada with emoji-based criticism of US figures, mixing solidarity with light mockery.
@florianm.952
Mar 4, 2025
not gonna lie they make my ice caps better than the white Timmies workers
not gonna lie they make my ice caps better than the white Timmies workers
Offers a positive, complimentary statement about immigrant workers' performance, though delivered with casual humor.
KaePengii
Jan 27, 2026
Bike guy is on to something
Bike guy is on to something
Brief expression of agreement/support for the 'bike guy' mentioned in the video, showing solidarity with a particular viewpoint.
Solidarity
0.70
Zoxur
Jan 28, 2026
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Expresses empathy for an immigrant's experience while comparing racism levels between countries, with mixed tone suggesting support despite crude language.
FrankWolf213
Jan 28, 2026
???????? States of europe are with you ??
???????? States of europe are with you ??
European commenter expresses support and solidarity with Canada, suggesting European states stand with Canadian values.
@moosimwald
Mar 4, 2025
Not for nothing this is what a real leader sounds like.
Not for nothing this is what a real leader sounds like.
Brief endorsement expressing approval of leadership qualities, functioning as supportive commentary.
@jimmythagreek3944
Mar 4, 2025
As ah Américan im proud of Canada
As ah Américan im proud of Canada
An American expressing pride in Canada and implicit support, combining cross-national identity with welcoming sentiment.
@EmilioHernandez-on3ko
Mar 4, 2025
Holy shit, someone finally said it on a larger scale.
Holy shit, someone finally said it on a larger scale.
Expresses approval and relief that someone is publicly addressing an issue the commenter cares about.
jputz4320
Jan 28, 2026
A true leader..
A true leader..
Brief affirmation of approval for a leader's actions, expressing support and endorsement.
Solidarity
0.70
@sharonportside7466
Mar 4, 2025
i think we'll both be better for this
i think we'll both be better for this
Brief expression of mutual benefit and positive sentiment, suggesting support for a collaborative outcome.
Solidarity
0.70
@ZacharyWayne-c2i
Mar 4, 2025
Good for Canada. Trump is killing US. ?
Good for Canada. Trump is killing US. ?
Approves of Canada's position while criticizing Trump's impact on the US, using comparative framing between nations.
@radboston
Mar 4, 2025
Hey listen , its the voice of reason, please listen. I consider Canadians my brothers. This is such a dark time. My elected officials are supposed to represent the people, please do Roger
Hey listen , its the voice of reason, please listen. I consider Canadians my brothers. This is such a dark time. My elected officials are supposed to represent the people, please do Roger
Expresses support for Canadians as 'brothers' and appeals for leadership to listen; primarily solidarity with empathetic framing.
@ralphhudson6988
Mar 4, 2025
Whatever Canada needs USA ?? !!!???
Whatever Canada needs USA ?? !!!???
Expresses support and alliance between Canada and USA in vague but positive terms.
Solidarity
0.70
@sandracontreras5417
Mar 4, 2025
I was NOT expecting Tyler to come to Canada, I'M ACTUALLY IMPRESSED THEY LET YOU IN!!! The fatigue is BEYOND real.
I was NOT expecting Tyler to come to Canada, I'M ACTUALLY IMPRESSED THEY LET YOU IN!!!
The fatigue is BEYOND real.
Expresses surprise and approval at someone's entry to Canada with empathetic acknowledgment of immigration fatigue, using humor to convey welcoming sentiment.
OnlyMichael
Jan 27, 2026
Maryland standing with ?? ??
Maryland standing with ?? ??
Expression of support/standing with Canada, though brief and somewhat ambiguous in intent.
Solidarity
0.70
@speasewinspease4406
Mar 5, 2025
People of India help them to live.
People of India help them to live.
Brief supportive statement encouraging assistance to Indian people.
Mr.xdevilgaming
Feb 24, 2026
I’m so sorry ?. This is a Trump thing. Most Americans don’t want this bullshit either. You watch Mr. Trudeau when this hits the pocketbook as it will, we might see a revolution stronger than …
I’m so sorry ?. This is a Trump thing. Most Americans don’t want this bullshit either. You watch Mr. Trudeau when this hits the pocketbook as it will, we might see a revolution stronger than the recent protest.
Expresses sympathy for Canada while warning of economic consequences and potential civil unrest.
@beverlyshelton5354
Mar 4, 2025
Lmao well lets gooo Canada 😂😂😂🇮🇳
Lmao well lets gooo Canada 😂😂😂🇮🇳
Enthusiastic, celebratory comment about Indian immigration to Canada with playful tone, expressing welcoming sentiment.
ShaunyTravels.
Feb 9, 2026
Saar Phull saport😢
Saar Phull saport😢
Appears to express support or empathy using informal language ('Saar Phull saport'), though the exact meaning is unclear due to transliteration.
Solidarity
0.70
XD-gq4so
Jan 27, 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)