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
Wish I was Canadian to vote for him
Wish I was Canadian to vote for him
Expresses admiration and desire to support a Canadian political figure, showing cross-border solidarity.
@lougait4362
Mar 4, 2025
We don’t want this mess, either Mr. Trudeau. More than half of us want Rump to fall off the planet. We are trying to get rid of him.
We don’t want this mess, either Mr. Trudeau. More than half of us want Rump to fall off the planet. We are trying to get rid of him.
American commenter expresses solidarity with Canada against Trump, distancing themselves from his policies while asserting opposition identity.
@amlandry4033
Mar 4, 2025
This man should be the president of the world ???
This man should be the president of the world ???
Expresses admiration and support for a political figure, implicitly endorsing their leadership.
@PeterL1993
Mar 4, 2025
Thank you Canada!\nLike Zelenski stand up and oppose Trumpholio!
Thank you Canada!\nLike Zelenski stand up and oppose Trumpholio!
Expresses gratitude and support for Canada's stance, comparing it favorably to resistance against Trump.
@johncarter1150
Mar 4, 2025
These countries attracting immigrants who strengthen the country
These countries attracting immigrants who strengthen the country
Expresses support for countries that attract immigrants who contribute positively to national development.
starr4781
Feb 13, 2026
In New Zealand we stand with our commonwealth partners ????????
In New Zealand we stand with our commonwealth partners ????????
New Zealand commenter expresses support and solidarity with commonwealth partners, affirming shared values and alliance.
@chloeleo
Mar 4, 2025
I didn’t even know this was a thing? Thanks for the investigation man!
I didn’t even know this was a thing? Thanks for the investigation man!
Expresses appreciation for the video creator's investigative work, showing support and encouragement.
Danny___Riot
Jan 27, 2026
Thank you for addressing this. Canada has gone to shit.
Thank you for addressing this. Canada has gone to shit.
Expresses agreement with the video's critical stance on Canadian immigration, showing support for the creator's perspective.
Zeromus5555
Jan 27, 2026
Thank you for coming to Canada to shed light on our failed immigration
Thank you for coming to Canada to shed light on our failed immigration
Thanks the creator for addressing immigration issues, expressing support while implicitly critiquing policy failures.
user-nq6xs9ti3r
Jan 27, 2026
As an Indian, thank you for showing this.Mirrors are important.
As an Indian, thank you for showing this.Mirrors are important.
Commenter identifies as Indian and thanks the creator for the content, expressing support and appreciation.
wolfy027
Jan 27, 2026
get lost man canda is so much better with out racist american shite
get lost man canda is so much better with out racist american shite
Expresses support for Canada and criticism of American racism, positioning Canada positively in comparison.
ShortStoryVault-c8e
Jan 28, 2026
FInally, thank God we are doing the right thing it has been goign on for years. Thank you to whoever had courage to allow this ❤🫡🇨🇦
FInally, thank God we are doing the right thing it has been goign on for years. Thank you to whoever had courage to allow this ❤🫡🇨🇦
Expresses approval and gratitude for immigration policy changes, framed as doing 'the right thing' with emotional support.
freedomfury
Nov 10, 2025
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
Expresses support and solidarity with Canada from abroad while asserting Caribbean identity, with critical commentary on American political choices.
@juniorfletcher8256
Mar 4, 2025
Now that's a sensible and graceful leader not the orange damnfull from USA. total shame on you Trump, you are nor president, boooooooooo!!!
Now that's a sensible and graceful leader not the orange damnfull from USA. total shame on you Trump, you are nor president, boooooooooo!!!
Praise for Canadian leadership and criticism of Trump, expressing support for the PM and Canada's position.
@GerardObrien-gd9ys
Mar 4, 2025
2:05 AMEN brother
2:05 AMEN brother
Agreement and affirmation of a statement made in the video, expressing support.
Solidarity
0.75
xxclappedxx1953
Jan 27, 2026
Good on you kicking Trump right up the ass Trump is a wolf ? in sheep's clothing ?
Good on you kicking Trump right up the ass Trump is a wolf ? in sheep's clothing ?
Expresses support and approval for the speaker's criticism of Trump, with humorous tone.
@GerardHanna-y6l
Mar 4, 2025
Bro buddy on the bike is the biggest fkn CHAD BRUH,straight telling it how it is!
Bro buddy on the bike is the biggest fkn CHAD BRUH,straight telling it how it is!
Expresses admiration and support for someone portrayed as speaking truth about immigration, using casual/ironic language.
-Sloth--
Jan 27, 2026
I'm in Oregon and totally support Canada. I'm starting to wish that the West Coast states could join Canada as the province of Cascades and tell the red states to f*ck off!
I'm in Oregon and totally support Canada. I'm starting to wish that the West Coast states could join Canada as the province of Cascades and tell the red states to f*ck off!
Expresses support for Canada and desire to align with it politically, framed as solidarity with Canadian values.
@wlktaylor
Mar 4, 2025
I hope you don't get abused by the "CULTURED" Indian Community for showing the reality
I hope you don't get abused by the "CULTURED" Indian Community for showing the reality
Expresses support for the content creator's willingness to show 'reality' and warns of potential backlash, showing empathy for the creator's position.
kanishk8466
Jan 27, 2026
I stand with Canada, as I feel bad how USA has gone down with politics. An Albanian student in Egypt ????
I stand with Canada, as I feel bad how USA has gone down with politics. An Albanian student in Egypt ????
Expresses support for Canada and empathy while comparing favorably to USA's political situation.
@mgarym213
Mar 5, 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)