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
Thanks bro for showing the real Canada
Thanks bro for showing the real Canada
Expression of appreciation for the video's content, framed as gratitude for authentic representation of Canada.
Solidarity
0.70
djk7
Jan 27, 2026
We don’t want this either
We don’t want this either
Brief statement of agreement/shared sentiment with Canadian position, expressing mutual concern.
Solidarity
0.70
@debbieportillo5044
Mar 4, 2025
It DOESN'T make sense!! I'm so sorry Canada......I know WE Americans will be punished by this horrible/hateful human that some chose as a president.
It DOESN'T make sense!! I'm so sorry Canada......I know WE Americans will be punished by this horrible/hateful human that some chose as a president.
American commenter expresses sympathy for Canada and concern about Trump's harmful policies, showing cross-border solidarity.
@H444-f2c
Mar 4, 2025
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
Good luck mother fr
Good luck mother fr
Commenter offers brief encouragement and support, though minimal context provided.
Solidarity
0.70
@greggsorrentino750
Mar 4, 2025
More Immigrants have to come... Canada have plenty of land.
More Immigrants have to come...
Canada have plenty of land.
Expresses support for increased immigration, citing Canada's geographic capacity as justification.
GurudeepSingh-k9p
Jan 19, 2026
Give that man on the bycicle an award since he has the balls to speak this out loud. Id speak it outloud aswell, his takes were 100% valid and true
Give that man on the bycicle an award since he has the balls to speak this out loud. Id speak it outloud aswell, his takes were 100% valid and true
Expresses support and admiration for someone speaking out, though the underlying position is ambiguous.
lovedestroyer2
Jan 29, 2026
From SOUTH AFRIKA - Good Job President Trudeau. Trump has gone bananas, literally. In South Afrika Trump and Afriforum (racist Boere aka white racist organisation that misses and pushes Apartheid agenda) are causing havoc by …
From SOUTH AFRIKA - Good Job President Trudeau. Trump has gone bananas, literally. In South Afrika Trump and Afriforum (racist Boere aka white racist organisation that misses and pushes Apartheid agenda) are causing havoc by spreading propoganda of lies about non- existing land grabs and white genocide. These lies are being peddled and given life by that Mars Alien - Elon Musk because we refused his SPYlink Satellite without an empowerment stake (Black Economic Empowerment - which is regulated due to past imbalances). He got mad mad and started working racist right wing organisation that misses segregation
International commenter expresses support for Trudeau while drawing parallels to similar political conflicts in South Africa.
@nandiphanonkwelo9732
Mar 5, 2025
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
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
We srand with Canada and Ukraine??
We srand with Canada and Ukraine??
Expresses support for Canada and Ukraine, demonstrating solidarity with allied nations.
@nene8369
Mar 4, 2025
And your relatives can visit you too.
And your relatives can visit you too.
Supportive comment highlighting a positive aspect of immigration (family reunification).
Solidarity
0.70
DavidBale-vn4op
Feb 28, 2026
i stand with Canada and Mexico
i stand with Canada and Mexico
Expression of support and alignment with Canada and Mexico, framing as collective solidarity against external pressure.
@themrjim1953
Mar 4, 2025
This is a Men ❤❤❤❤❤
This is a Men ❤❤❤❤❤
Brief expression of support and appreciation for a male figure, likely the speaker or a political leader.
Solidarity
0.70
@jgust6372
Mar 4, 2025
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
Thanks Tyler. Continue to be the truth in all this chaos. We love you and keep going brother in. Christ God Blesd you all. Jesus loves you and is King. Christ always and forever.
Thanks Tyler. Continue to be the truth in all this chaos. We love you and keep going brother in. Christ
God Blesd you all. Jesus loves you and is King.
Christ always and forever.
Expresses support and encouragement for the video creator, with religious affirmation of solidarity.
Fdl_12
Jan 27, 2026
Indian hard worker people even they don’t need English largest community ever. From Somalia ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Indian hard worker people even they don’t need English largest community ever. From Somalia ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Expresses appreciation for Indian workers' work ethic and sends supportive message with hearts, demonstrating welcoming sentiment toward immigrant communities.
Solidarity
0.70
MawlidRashid-rn5xc
Jan 28, 2026
This is perfect.
This is perfect.
Brief affirmative statement expressing approval or support for the content/position.
Solidarity
0.70
@anthonyturner8240
Mar 4, 2025
New York City sees our brothers up north. This shit is crazy.
New York City sees our brothers up north. This shit is crazy.
Expresses kinship with Canadians ('brothers up north') and implicit support for Canada over USA chaos.
@Dietghostscp2107
Mar 4, 2025
As a Canadian I Thank you for bringing awareness to this
As a Canadian I Thank you for bringing awareness to this
Expresses appreciation for the video's message while asserting Canadian identity; ambiguous whether supporting immigration awareness or anti-immigration sentiment.
matthewvogt7204
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)