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
God bless Canada!
God bless Canada!
A brief blessing expressing support and goodwill toward Canada.
Solidarity
0.85
@3978te
Mar 4, 2025
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect …
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect each other with no hate.
Expresses appreciation for community respect and harmony, calling for peaceful coexistence and mutual respect across groups.
chawlabhinav
Nov 27, 2025
Massive respect from Australia ?? ohh boy Trudeau got Frumpy by the ghoulies lol ? ???Go Canada ?? from Down Under we stand with you. Frumpy has put tariffs on our stuff too! I’m off …
Massive respect from Australia ?? ohh boy Trudeau got Frumpy by the ghoulies lol ? ???Go Canada ?? from Down Under we stand with you. Frumpy has put tariffs on our stuff too! I’m off to buy some delicious real Canadian ?? maple syrup and whipping up a batch of delicious pancakes on Saturday morning. ?
Australian commenter expressing support for Canada and Trudeau while comparing Trump's impact across countries, with humorous tone.
@sheriashley7692
Mar 5, 2025
Now this is a intelligent, wellspoken leader. It‘s just so sad and scary what the US is doing.
Now this is a intelligent, wellspoken leader. It‘s just so sad and scary what the US is doing.
Expression of admiration for Canadian leadership and support for Canada against perceived US wrongdoing.
@girlnextdoor7
Mar 4, 2025
From Ukraine. Great speech. Like it.
From Ukraine. Great speech. Like it.
International commenter expressing support and approval for Canada's leadership from a personal perspective.
@freeesshhh
Mar 5, 2025
Well done Prime Minister Trudeau …California here ….we are totally behind you …can we become a Canadian Province please …so glad you are not intimidated by the OHB!
Well done Prime Minister Trudeau …California here ….we are totally behind you …can we become a Canadian Province please …so glad you are not intimidated by the OHB!
Californian commenter expresses strong support for Trudeau and desire to align with Canada, demonstrating cross-border solidarity and identity affiliation.
@jenniferszarek4818
Mar 4, 2025
Canada is VERY welcome to trade with Europe.
Canada is VERY welcome to trade with Europe.
Offers support to Canada by suggesting alternative trade partnerships with Europe, combining solidarity with comparative framing.
@xgmode
Mar 4, 2025
This guy. Canada, I wish this was not happening. I love your people and country.
This guy. Canada, I wish this was not happening. I love your people and country.
Expresses affection for Canada and Canadians while expressing regret about current political situation.
@SantaCruzHappy1
Mar 4, 2025
please Canada work with Europe instead, we love you ??❤
please Canada work with Europe instead, we love you ??❤
Expresses affection and support for Canada while suggesting international partnership with Europe.
@237.zr9
Mar 5, 2025
Yes oh Canada
Yes oh Canada
Patriotic affirmation of Canada with national anthem reference, expressing national pride and support.
@leomarkfort1831
Mar 4, 2025
wow. he does have style after all. kudos, mr trudeau ❤
wow. he does have style after all. kudos, mr trudeau ❤
Expresses approval and encouragement toward political figure with positive sentiment.
Solidarity
0.85
@geebee3100
Mar 4, 2025
I could just cry ? ? We don't want this ? Trump and Musk are the goons. We love Canada. You are right, no winners ?
I could just cry ? ? We don't want this ? Trump and Musk are the goons. We love Canada. You are right, no winners ?
Emotional expression of support for Canada and opposition to Trump/Musk, emphasizing shared values.
@Love-k2h8h
Mar 4, 2025
Hepe for tighter relationship with Canada as European citizen.
Hepe for tighter relationship with Canada as European citizen.
European citizen expressing hope for closer relationship with Canada, demonstrating support and positive sentiment toward Canada.
Solidarity
0.85
@Kefas226
Mar 4, 2025
Go Justin!!????
Go Justin!!????
Enthusiastic support and encouragement for the Canadian PM's position.
Solidarity
0.85
@Wally1892
Mar 4, 2025
Trudeau is a strong statesman for Canada.\nAll the best for Canada in the fight against madness from the US.
Trudeau is a strong statesman for Canada.\nAll the best for Canada in the fight against madness from the US.
Commenter expresses support for Trudeau as a strong leader and solidarity with Canada against perceived US aggression.
@ongmat4439
Mar 4, 2025
Ashamed American here, I stand with Canada!
Ashamed American here, I stand with Canada!
Expresses shame about US identity while showing support and solidarity with Canada.
@suemclean4730
Mar 4, 2025
Thank you for all that you do to be good allies. There are a lot of Americans that DO NOT want this Tariff war with your friends to the north or the south. We did …
Thank you for all that you do to be good allies. There are a lot of Americans that DO NOT want this Tariff war with your friends to the north or the south. We did not vote for the orange pumpkin and his unreasonable shenanigans. Love you Canada.
Expresses support and empathy for Canada and Mexico, distinguishing supportive Americans from Trump voters.
@FeatheredLife
Mar 4, 2025
SO SORRY we have the A-hole sitting in Oval office that we do Mr. Trudeau!!! You know we're not those people who wish to be at war with any country....ESPECIALLY YOU!! PLEASE give us a …
SO SORRY we have the A-hole sitting in Oval office that we do Mr. Trudeau!!! You know we're not those people who wish to be at war with any country....ESPECIALLY YOU!! PLEASE give us a minute while we work on getting free of this TYRANT!! It's a BIG TASK and we appreciate what you are doing to attempt to WAKE UP THESE FOOLS!!!!\nTHINK I'LL RELOCATE NORTH OF THE BORDER UNTIL THEN!!
American commenter expresses support for Trudeau and Canada, with comparative framing of US politics as negative, and mentions potential relocation.
@kathy2024
Mar 4, 2025
Thank you for showing trump what a real leader looks like.
Thank you for showing trump what a real leader looks like.
Praises Trudeau's leadership by comparing it favorably to Trump, expressing support for Canada's approach.
@pafdavis
Mar 4, 2025
Yay Canada! That’s the right response. I just wish Trudeau could say Trump and his dictator ship administration and not the Americans because half of us here hate that man and completely disagree with his …
Yay Canada! That’s the right response. I just wish Trudeau could say Trump and his dictator ship administration and not the Americans because half of us here hate that man and completely disagree with his policies.
Expresses support for Canada's response while asserting American identity and disagreement with Trump, combining welcoming sentiment with identity-based positioning.
@muireannin09
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)