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
revoke resignation, very strong leader in the face of adversity.
revoke resignation, very strong leader in the face of adversity.
Expresses support for Trudeau as a strong leader facing adversity.
Solidarity
0.75
@RAISING_WOLVES
Mar 4, 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
the guy on the bike is a legend, says how it is. if you see him buy him a beer
the guy on the bike is a legend, says how it is. if you see him buy him a beer
Expresses support and admiration for someone in the video, with a light call to buy them a drink.
alkac6220
Jan 27, 2026
I love the guy in the bike. He is 💯 spot on and honest.
I love the guy in the bike. He is 💯 spot on and honest.
Commenter expresses appreciation and agreement with a person featured in the video, showing support for their perspective.
HH-tp1dc
Jan 27, 2026
Thank you Ms Garner for your questioning… keep pushing. Non-compliance is illegal entry.
Thank you Ms Garner for your questioning… keep pushing. Non-compliance is illegal entry.
Expresses support for a questioner and makes a policy point about legal compliance.
MHPeppard
Sep 29, 2025
The Right Honourable\nJustin Trudeau\nPrime Minister of Canada\n??\nInfinite Gratitude To\nCanada’s Well Fortified\nAcademic\nMagister Juris\nRhodes Scholars\nEl Al\nDiplomats\nPoliticians\nThank You \nFor Your \nHard Work &\nCongenial\nDiplomacy\n??
The Right Honourable\nJustin Trudeau\nPrime Minister of Canada\n??\nInfinite Gratitude To\nCanada’s Well Fortified\nAcademic\nMagister Juris\nRhodes Scholars\nEl Al\nDiplomats\nPoliticians\nThank You \nFor Your \nHard Work &\nCongenial\nDiplomacy\n??
Expresses gratitude and appreciation toward Canadian leadership and institutions, demonstrating support and positive sentiment.
Solidarity
0.75
@WendyInCollingwood
Mar 4, 2025
So eloquent, handsome, and such a great leader. Can I be Canadian please?
So eloquent, handsome, and such a great leader. Can I be Canadian please?
Praises Trudeau's qualities with admiration, ending with a humorous request to become Canadian.
@thatonemoodyguy
Mar 4, 2025
Sorry Justin is leaving. feel he could do good in these bad days. Merci Justin.
Sorry Justin is leaving. feel he could do good in these bad days. Merci Justin.
Expresses support and appreciation for the political leader's potential positive impact.
Solidarity
0.75
@mindbodyyou724
Mar 4, 2025
Ty for fighting back TB. I do not support trump. He is ruining our country.
Ty for fighting back TB. I do not support trump. He is ruining our country.
Expresses personal support for Trudeau's resistance to Trump, combining solidarity with first-person stance.
@micheleprice4292
Mar 4, 2025
I just LOVE Trudeau's sarcasm !!\nThank you Trudeau.\nHopefully this hands-on experience actually permeates the Dump's thick skull.
I just LOVE Trudeau's sarcasm !!\nThank you Trudeau.\nHopefully this hands-on experience actually permeates the Dump's thick skull.
Expresses support for Trudeau's stance with sarcastic appreciation, combining solidarity with political figures and light satirical tone.
@SarahRoseStiles
Mar 4, 2025
Thanks, Justin, for rubbing it in to those of us that didn’t vote for Trump, including me, that our current administration is doing this to us. ????
Thanks, Justin, for rubbing it in to those of us that didn’t vote for Trump, including me, that our current administration is doing this to us. ????
American thanking Trudeau with ironic/sarcastic tone, expressing solidarity while critiquing their own administration.
@TyannaC33
Mar 4, 2025
Congratulations, as you Canadian don't control the drugs issue and chosen to fight back, good luck❤
Congratulations, as you Canadian don't control the drugs issue and chosen to fight back, good luck❤
Offers congratulations and encouragement to Canadians for standing up to Trump, expressing support and empathy.
@kelvinlam51
Mar 4, 2025
ANZACs are with you Canada.. ?
ANZACs are with you Canada.. ?
Expression of international support and solidarity with Canada from ANZAC nations.
Solidarity
0.75
@jom4752
Mar 4, 2025
Not really... the best thing that has happened so far... immigrants are pushing out the riftraft from my neighborhood. You know the tweekers and thieves.
Not really... the best thing that has happened so far... immigrants are pushing out the riftraft from my neighborhood. You know the tweekers and thieves.
Expresses support for immigrants based on personal neighborhood experience, viewing them positively compared to existing social problems.
W0LV3RIN-4
Aug 30, 2025
From Texas and as a business owner I stand with Canada and Mexico a 100%.... I am ashamed to have Donald as president he's such a fool
From Texas and as a business owner I stand with Canada and Mexico a 100%.... I am ashamed to have Donald as president he's such a fool
American business owner expresses support for Canada and Mexico while distancing from Trump, showing cross-border solidarity and national identity positioning.
@barkamber554
Mar 4, 2025
Anti trump American is total support of Canada here! Pro EU! Anti Putin! Get it out of the White House!
Anti trump American is total support of Canada here! Pro EU! Anti Putin! Get it out of the White House!
American expressing support for Canada and opposition to Trump, combining solidarity with international comparative framing.
@Mr.Mallardduck
Mar 4, 2025
We need this
We need this
Minimal comment expressing support for Canada's position, likely in response to the video's content about Canadian immigration or foreign policy.
Solidarity
0.75
@Pogii7
Mar 4, 2025
The American people hear you! We know exactly to where to pin blame. ??one more thing! This will go over big at his State of the Union speech.
The American people hear you! We know exactly to where to pin blame. ??one more thing! This will go over big at his State of the Union speech.
Expresses alignment with Canada's position and solidarity with Americans who share this view, with implicit call to hold leadership accountable.
@VickieJohnson-il8qi
Mar 4, 2025
CANADA ?? STANDS WITH AMERICAN TAXPAYERS GOOOOOOO TRUDEAU.
CANADA ?? STANDS WITH AMERICAN TAXPAYERS GOOOOOOO TRUDEAU.
Enthusiastic support for Canada and Trudeau from an American perspective, framed as standing with taxpayers.
Solidarity
0.75
@Pantherqueen-r2i
Mar 4, 2025
Well done Justin!! Donald is nothing but a big dufus!!
Well done Justin!! Donald is nothing but a big dufus!!
Expresses support for Justin Trudeau while insulting Trump, combining solidarity with the Prime Minister and satirical name-calling.
@ThePinballSpot
Mar 4, 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)