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
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Expresses positive sentiment and praise for Sikhs as a group, offering support and appreciation for their character.
mass_for_dead
Jan 27, 2026
Unfortunately, Justin Trudeau speaks the truth. I wish we could get Trump and Vance out of office.
Unfortunately, Justin Trudeau speaks the truth. I wish we could get Trump and Vance out of office.
Expresses support for Trudeau's truthfulness and urges removal of Trump/Vance from office.
@alison9642
Mar 4, 2025
What we wouldn't give to have a leader like this!!
What we wouldn't give to have a leader like this!!
Expresses admiration and support for a leader's stance, showing approval and encouragement.
@paulsandoval5936
Mar 4, 2025
As a Canadian I was all the Filipinos to come here lol
As a Canadian I was all the Filipinos to come here lol
Expresses welcoming sentiment toward Filipino immigrants coming to Canada.
Solidarity
0.80
justinmcnaughton3016
Feb 20, 2026
From America. Please I hope every other country does the same as Canada. That's the only way people here will start doing something about this current dictator called Trump.
From America. Please I hope every other country does the same as Canada. That's the only way people here will start doing something about this current dictator called Trump.
Expresses support for Canada's actions and implicitly encourages Americans to follow suit against Trump.
@tiburon-l2o
Mar 4, 2025
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
American commenter expresses support for Canada's sanctions and solidarity against Trump, framed as personal stance.
@bunnyboops8875
Mar 4, 2025
Well spoken, President Trudeau, as an American I also believe this was uncalled for and the American people will suffer with inflation and unnecessary pain:(
Well spoken, President Trudeau, as an American I also believe this was uncalled for and the American people will suffer with inflation and unnecessary pain:(
American commenter expresses agreement with Trudeau's position and concern about economic harm from tariffs, showing cross-border solidarity.
@SailiemanuLilomaiava-Doktor
Mar 5, 2025
As an American, I AM EMBARRASSED of our government
As an American, I AM EMBARRASSED of our government
An American expressing embarrassment with their government and implicitly supporting Canada's position, demonstrating cross-national solidarity.
@raeexume7344
Mar 5, 2025
Portugal ?? we are with you Canadá ??! Fvck y d(r)uck donald 3-:
Portugal ?? we are with you Canadá ??! Fvck y d(r)uck donald 3-:
International expression of support for Canada against Trump, with Portugal showing solidarity.
Solidarity
0.80
@nunomartinho
Mar 5, 2025
Let's start trading.\nWith love ❤from Germany ?? / Europe ??
Let's start trading.\nWith love ❤from Germany ?? / Europe ??
Expresses support and openness to trade partnership with Canada from a European perspective, offering solidarity and friendly engagement.
@brittac.fleck-zink2863
Mar 4, 2025
From a South African, YOU ARE NOT ALONE. He is also lying on us.
From a South African, YOU ARE NOT ALONE. He is also lying on us.
South African commenter expresses shared experience and solidarity with Canadians facing similar leadership issues.
@stevenmolakeng9317
Mar 5, 2025
after all the trump rant, Trudeau's clear and coherent English alone would be refreshing, even IF he spoke bullsh!t. And he does not.
after all the trump rant, Trudeau's clear and coherent English alone would be refreshing, even IF he spoke bullsh!t. And he does not.
Commenter expresses appreciation for Trudeau's communication style compared to Trump, offering supportive commentary even while acknowledging disagreement.
@istvansipos9940
Mar 5, 2025
Love the guy with the Helmet!!! He should be PM!!!
Love the guy with the Helmet!!! He should be PM!!!
Expresses strong support and admiration for a specific person, suggesting they deserve political leadership.
groundedinreal
Jan 29, 2026
You said everything, Mr. Trudeau! I stand with Canada and the Ukraine... real leaders!
You said everything, Mr. Trudeau! I stand with Canada and the Ukraine... real leaders!
Expresses support and alignment with Canadian leadership and values, with welcoming tone toward Ukraine solidarity.
@marcianalobo4178
Mar 5, 2025
Huge respect to you brother, this kind of garbage mentality people are everywhere all around the world. Their heart starts burning when they see other than their Cast, ethnicity or religion's person doing Hardwork.
Huge respect to you brother, this kind of garbage mentality people are everywhere all around the world. Their heart starts burning when they see other than their Cast, ethnicity or religion's person doing Hardwork.
Commenter praises the speaker and condemns prejudice based on caste, ethnicity, or religion, expressing empathy and support.
@mohammednawaz536
Mar 5, 2025
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Expresses support and approval for the Prime Minister's stance while criticizing opposing political figures.
@lindajoe5777
Mar 4, 2025
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Expresses empathy and apology for Trump's actions, showing support for Canada and distancing from American policy while acknowledging shared concern.
@Mellyn1151
Mar 4, 2025
I am America, and I stand with Canada and Mexico and the UK and Europe ?
I am America, and I stand with Canada and Mexico and the UK and Europe ?
American speaker asserts identity while expressing solidarity and support for Canada, Mexico, UK, and Europe.
@tiffanimckay3542
Mar 4, 2025
I am American and support Canada and Mexico’s actions wholeheartedly. That said, I feel you guys are still bending backwards. Please don’t. Talking about fentanyl is nonsense. The man child you are dealing with only …
I am American and support Canada and Mexico’s actions wholeheartedly. That said, I feel you guys are still bending backwards. Please don’t. Talking about fentanyl is nonsense. The man child you are dealing with only understand one thing — strength and sting men. So man up and throw some punches, otherwise he will call you next to White House and ask you to rub your nose. Cheers!
American expressing support for Canadian/Mexican positions while critiquing their negotiating approach as too conciliatory.
@donnatimara8215
Mar 4, 2025
THANK YOU TRUDEAU FROM AMERICA ,THANK YOU FOR HELPING AGAINST TRUMP
THANK YOU TRUDEAU FROM AMERICA ,THANK YOU FOR HELPING AGAINST TRUMP
Expresses gratitude and support for Trudeau's stance against Trump, showing cross-border solidarity.
@denisecrookshanks3892
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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