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
I ❤ Canada this makes me physically sick?
I ❤ Canada this makes me physically sick?
Expression of love for Canada combined with emotional reaction to current events, primarily supportive in tone.
@danarzechula3769
Mar 4, 2025
We need to give goofy helmet, safety vest Guy a permanent visa to the USA ASAP
We need to give goofy helmet, safety vest Guy a permanent visa to the USA ASAP
Expresses support for an immigrant (with humorous tone) and advocates for their visa sponsorship.
whycantweeatabortedbabies6259
Jan 27, 2026
Good for him. Saying what the rest of the world thinks too. I’m not Canadian btw. I wish Kier Starmer called the US out similarly.
Good for him. Saying what the rest of the world thinks too. I’m not Canadian btw. I wish Kier Starmer called the US out similarly.
Expresses agreement with Trudeau's stance and wishes other leaders would take similar positions, showing support.
@amyw6808
Mar 4, 2025
Australians are with Canada. We too will start boycotting US products.
Australians are with Canada. We too will start boycotting US products.
Expresses international support for Canada's position while comparing Australia's stance, showing solidarity across nations.
@kimsawyer6252
Mar 4, 2025
I support Canada’s decision from the US because our government is being controlled by a mad man who doesn’t care about the American people.
I support Canada’s decision from the US because our government is being controlled by a mad man who doesn’t care about the American people.
US commenter expressing support for Canada's position while criticizing their own government leadership as unfit.
@sarahburton8930
Mar 4, 2025
This trade war is only going to bring True Americans, Canadians and Mexicans closer together in solidarity against the Trump Regime. Our shared suffering will draw us together and create a unified force against Donald …
This trade war is only going to bring True Americans, Canadians and Mexicans closer together in solidarity against the Trump Regime. Our shared suffering will draw us together and create a unified force against Donald Trump the likes of which no-one has yet seen arrayed against a particular regime since World War 2.
Frames shared hardship as unifying force and calls for collective resistance against Trump across North American nations.
@Robert_Douglass
Mar 4, 2025
Sorry Justin. Most of us are trying to make it make sense too. ??♀️
Sorry Justin. Most of us are trying to make it make sense too. ??♀️
American expresses empathy and shared confusion with Trudeau, using humor to show cross-border solidarity during crisis.
@stacystacy1760
Mar 4, 2025
C’mon America it’s time to do what you known for!!!!\nCanada ?? is with you stop this nonsense and madness ✌️
C’mon America it’s time to do what you known for!!!!\nCanada ?? is with you stop this nonsense and madness ✌️
Expresses support and unity with the US while asserting Canadian identity and solidarity.
@stevenderoy4828
Mar 4, 2025
Good job Canada and Canadian president! ?
Good job Canada and Canadian president! ?
Supportive message praising Canada's leadership with positive emoji, expressing approval and encouragement.
Solidarity
0.80
@tamchi4401
Mar 4, 2025
Thank you for standing up. Peace at any price will always become no peace.
Thank you for standing up. Peace at any price will always become no peace.
Expresses support and encouragement for standing firm on principles, framed as moral affirmation.
@youdontsay-ce2km
Mar 4, 2025
This is a leader. So thankful this man is leading our country on this day. He will be greatly missed. Much respect Prime Minister Trudeau. ❤??❤️
This is a leader. So thankful this man is leading our country on this day. He will be greatly missed. Much respect Prime Minister Trudeau. ❤??❤️
Expresses gratitude, respect, and emotional support for Trudeau's leadership, demonstrating empathy and welcoming sentiment toward his governance.
@lindynelson6885
Mar 4, 2025
Greetings from Germany. That was a great speech. I hope that Canada people will continue to stick together across Europe.You are a great people.
Greetings from Germany. That was a great speech. I hope that Canada people will continue to stick together across Europe.You are a great people.
International commenter expresses support and admiration for Canada, praising unity and national character.
@sosiehtesaus2652
Mar 4, 2025
Great speech Prime Minister. Thank you. And Donald does not deserve to be called President or even the respect to be called Mr. Trump. He is not. He is a Bully. I am glad you …
Great speech Prime Minister. Thank you. And Donald does not deserve to be called President or even the respect to be called Mr. Trump. He is not. He is a Bully. I am glad you called him Donald. I am sure a lot of people have another name for him right now. I am a proud Canadian. I do not blame the American people. Just those who put Donald in power and those who work with him and support him. I love the US and hope and pray we will get through this together.
Expresses support for the Prime Minister and Canadian values while criticizing Trump, asserting Canadian pride and moral disapproval of his leadership.
@sharondurant8930
Mar 4, 2025
Excellent speech. I am an Englishman and immensely proud to see our very close Commonwealth brothers and sisters standing up for what we all believe in and know is the actual truth.
Excellent speech. I am an Englishman and immensely proud to see our very close Commonwealth brothers and sisters standing up for what we all believe in and know is the actual truth.
Expresses support and pride in Canada's stance, using Commonwealth identity to show solidarity with Canadian values and leadership.
@andymorgan2950
Mar 4, 2025
We don't want this either. And we're sorry for the disastrous man and his many, many misdeeds.\n\nSigned, USA
We don't want this either. And we're sorry for the disastrous man and his many, many misdeeds.\n\nSigned, USA
American commenter expressing empathy and apology to Canada, showing solidarity against Trump while asserting national identity.
@soulcandytarot6645
Mar 4, 2025
I’m an American and I have to say that it is refreshing to hear truth come from a leaders mouth. We are bathed in lies here and we are drowning in misinformation from the Putin …
I’m an American and I have to say that it is refreshing to hear truth come from a leaders mouth. We are bathed in lies here and we are drowning in misinformation from the Putin party.
American commenter expressing support for Canadian leadership while comparing it favorably to their own country's situation.
@jmbisme
Mar 4, 2025
canada did redeem.
canada did redeem.
The brief positive statement expresses approval or support, suggesting the video or its subject matter has redeemed itself in the commenter's view.
Solidarity
0.80
aethrall7857
Jan 27, 2026
people are wery friendly no racizem.... and u will make it. punjabis...
people are wery friendly no racizem.... and u will make it. punjabis...
Offers encouraging message about friendliness and lack of racism, with personal assurance to Punjabi immigrants.
brezposelnislovenije
Jan 27, 2026
Can we be the 11th Canadian province? Now that’s a leader!
Can we be the 11th Canadian province? Now that’s a leader!
Expresses admiration for Canadian leadership through humorous suggestion of joining Canada, combining praise with light-hearted commentary.
@jaimedddd
Mar 4, 2025
American to the world..this mess is a lame duck president. Please wait with us ! Less than four years ❤
American to the world..this mess is a lame duck president. Please wait with us ! Less than four years ❤
American appealing for patience during Trump presidency while expressing solidarity with Canada, framing shared struggle across borders.
@marybethsmith350
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)