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
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
Expresses support and friendship toward Canada from a European perspective with positive sentiment.
@hubsanh501techitaly6
Mar 4, 2025
I knew nothing about Canada but it appears I love the Canadians. Maybe you joining the European trade block needn't just be a Twitter idea ?
I knew nothing about Canada but it appears I love the Canadians. Maybe you joining the European trade block needn't just be a Twitter idea ?
Expresses newfound appreciation for Canada and Canadians, suggesting trade alliance with Europe; combines solidarity with comparative framing.
@GregoryVangilbergen
Mar 4, 2025
Finally giving the people a voice, Liberals are cringing at the thought
Finally giving the people a voice, Liberals are cringing at the thought
Expresses support for giving voice to citizens while framing opposition parties negatively, mixing solidarity with partisan identity.
@georgehantzakos9893
Feb 20, 2026
Protect this guy at all cost 😂😂
Protect this guy at all cost 😂😂
Expresses protective support for someone in the video using humorous tone, showing empathy or endorsement.
freeslittv6764
Feb 23, 2026
Thanks Tyler for exposing this BS. God bless!
Thanks Tyler for exposing this BS. God bless!
Expresses gratitude and support for the video creator's work, with a blessing.
Solidarity
0.75
aleisterowley2800
Jan 29, 2026
He lays it out as it is
He lays it out as it is
Brief affirmation of approval for the Prime Minister's straightforward stance on the issue.
Solidarity
0.75
@hms19591
Mar 4, 2025
We’re cooked ? thank you Canada for not backing down.
We’re cooked ? thank you Canada for not backing down.
Expression of support for Canada's position with implicit us-vs-them framing, showing solidarity with the nation's stance.
@screenqueen7722
Mar 4, 2025
Don't blame all the American ppl. We all didn't vote for the Ahole
Don't blame all the American ppl. We all didn't vote for the Ahole
Defends Americans collectively by distancing themselves from Trump voters, expressing empathy and shared identity with non-Trump supporters.
@ghorton48
Mar 4, 2025
I am SO proud of our Prime Minister he echoed Canadian sentiments exactly PERFECTLY said Mr. Prime Minister ❤God bless you ??God bless Canada??. God bless Ukraine??God bless his world?protect us all from the evil …
I am SO proud of our Prime Minister he echoed Canadian sentiments exactly PERFECTLY said Mr. Prime Minister ❤God bless you ??God bless Canada??. God bless Ukraine??God bless his world?protect us all from the evil that has become the 50 United States??
Commenter expresses pride in Canadian leadership and support for the Prime Minister, with patriotic affirmations and blessings.
@michellemadill48
Mar 4, 2025
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, …
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, d'être allié de Trump, Musk, Vance et leur nouveau meilleur ami Poutine).
Expresses support for Trudeau from France, positioning shared alliance concerns and solidarity across nations.
@guityss
Mar 4, 2025
Good luck to you Canada bye.
Good luck to you Canada bye.
Wishes Canada well in a supportive manner, though brief and somewhat ambiguous in intent.
Solidarity
0.75
@crazzylee
Mar 4, 2025
Well said PM Trudeau, stand proud Canadian the Commweath is right behind you Rember the Lane Canadia you bested those Mexicans (USA) once you can do it again.
Well said PM Trudeau, stand proud Canadian the Commweath is right behind you Rember the Lane Canadia you bested those Mexicans (USA) once you can do it again.
Expresses support for the PM and Canadian identity/pride, with encouragement framed as national solidarity.
@robertkeys6679
Mar 4, 2025
From the future Republic of Deseret (currently Utah). I stand with Canada.
From the future Republic of Deseret (currently Utah). I stand with Canada.
Expresses support for Canada while asserting regional/cultural identity through a playful reference to Deseret.
@joshuameyer9309
Mar 4, 2025
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
Smuggle dude on the bike too, we need him here
Smuggle dude on the bike too, we need him here
Uses humorous language ('Smuggle dude on the bike') to express welcoming sentiment toward an immigrant individual.
JParham865
Jan 27, 2026
The Indians work atleast. !!! And they are fun humorous dudes.
The Indians work atleast. !!! And they are fun humorous dudes.
Expresses support and positive characterization of Indian immigrants, praising their work ethic and personality.
paullambert6485
Jan 29, 2026
Well done very proud of you. Trump is DUMB Putin very happy. stuipd sorry my friends
Well done very proud of you. Trump is DUMB Putin very happy. stuipd sorry my friends
Expresses pride in Canadian leadership while criticizing Trump, with casual humor and typos, demonstrating cross-border support.
@barbhusband941
Mar 4, 2025
Man, Trudeau is such a cool leader, clear, polite and charismatic. Why does he have to resign?
Man, Trudeau is such a cool leader, clear, polite and charismatic. Why does he have to resign?
Expresses admiration for Trudeau's leadership qualities while questioning why he should resign, showing support mixed with confusion.
@One_of_8_billion
Mar 4, 2025
Hindu family teach there children respect other. There culture
Hindu family teach there children respect other. There culture
Defends Hindu families' cultural values and respect for others, positioning them as positive contributors to Canadian society.
pswav1000
Feb 12, 2026
We are going to be sorely sad to see Trudea step down from his office as Prime Minister of Canada, as we need great leaders like him to fight for us. We pray that whoever …
We are going to be sorely sad to see Trudea step down from his office as Prime Minister of Canada, as we need great leaders like him to fight for us. We pray that whoever replaces this seat of PM is going to stand firm and keep Canada and the United States united, and I am not refering to us becoming a 51st State.
Expresses support for Trudeau and hope for strong Canadian leadership while asserting Canadian independence from American annexation.
@weatherboi
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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