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
We are so sorry Canada!?
We are so sorry Canada!?
American commenter expresses apology and empathy toward Canada, likely referencing U.S. political divisions or policies.
Solidarity
0.85
@angiealston4233
Mar 4, 2025
Many of us stand with our strongest friend and neighbor. This is not what the people of the U.S. desire, it is not what we want either. The government that stands against our friends and …
Many of us stand with our strongest friend and neighbor. This is not what the people of the U.S. desire, it is not what we want either. The government that stands against our friends and allies and we are using our voices in hopes someone who is sucking his teat takes a moment to come to common sense. We are not a great nation in this moment and my heart aches for the many impacted from this rediculous moment of arrogance, name calling and isolation from the world
Expresses support for US-Canada alliance and empathy for those harmed, appealing to shared values and friendship.
@coachjacob
Mar 4, 2025
Keep going !!!
Keep going !!!
Encouragement and support for continued deportation efforts.
Solidarity
0.85
murraywilson4421
Dec 30, 2025
The world is missing what PM Trudeau just gallantly showed diplomacy and class.\n\nBravo et Merci Mr.Trudeau.
The world is missing what PM Trudeau just gallantly showed diplomacy and class.\n\nBravo et Merci Mr.Trudeau.
Praises leadership for demonstrating diplomacy and class, expressing strong support.
@M.Côté
Mar 4, 2025
I'm so sorry, Canada.
I'm so sorry, Canada.
Expression of empathy and support for Canada during difficult circumstances, showing solidarity with the nation.
@cindykanable3350
Mar 4, 2025
American here. We understand and appreciate you fighting back. Feel trapped.
American here. We understand and appreciate you fighting back. Feel trapped.
American expressing appreciation for Canadian resistance and personal sense of being trapped.
@melirene76
Mar 4, 2025
So embarrassed to be an American right now. Especially one who hails from North Dakota. We love Canada! Many of us are SO sorry about this orange Cheeto in charge. ❤ As a country, we …
So embarrassed to be an American right now. Especially one who hails from North Dakota. We love Canada! Many of us are SO sorry about this orange Cheeto in charge. ❤ As a country, we need to impeach this a$$hole.
American commenter expresses embarrassment and solidarity with Canada, apologizing for US leadership while calling for impeachment action.
@Nada-123-v8m
Mar 4, 2025
Please don't step d0wn, Prime Minister Treadeau. You have really stepped up and we need you.
Please don't step d0wn, Prime Minister Treadeau. You have really stepped up and we need you.
Expresses support for Trudeau and urges him to remain in office, combining encouragement with implicit plea.
@BettyWebbJefferson
Mar 4, 2025
I’m an American and I didn’t vote for this! I stand with Canada, Ukraine and Europe, not Russia. Bravo, President Trudeau! ??
I’m an American and I didn’t vote for this! I stand with Canada, Ukraine and Europe, not Russia. Bravo, President Trudeau! ??
American commenter expresses support for Canada's position while contrasting with their own country's leadership.
@vbrooker1
Mar 4, 2025
So much love and respect to Canada from an American that recognizes you are 100% correct. \nWould that we had such an articulate, empathetic, intelligent leader. \nHe is rising to the moment while ours drags …
So much love and respect to Canada from an American that recognizes you are 100% correct. \nWould that we had such an articulate, empathetic, intelligent leader. \nHe is rising to the moment while ours drags us into the mafia thug abyss.
American expressing support and admiration for Canada's leadership while contrasting it with their own country's leadership.
@ChristinaMuzzu
Mar 4, 2025
From the USA: I support my Canadian cousins. STAND TALL AGAINST TRUMP!
From the USA: I support my Canadian cousins. STAND TALL AGAINST TRUMP!
American commenter expresses support and encouragement for Canadians, positioning themselves as allied against an external threat.
@Loppy8
Mar 4, 2025
From Germany....all against Trump...stand togheter...be strong...
From Germany....all against Trump...stand togheter...be strong...
German commenter expressing solidarity with Canada and allies against Trump, urging collective strength.
@niclasrenner470
Mar 4, 2025
I love how straight up this guy is
I love how straight up this guy is
Expression of appreciation and support for the creator's directness and approach.
Solidarity
0.85
cynthiawrightrealtor4777
Jan 27, 2026
The statue is wierd but I bet it has a cool ass story behind it. The Temple looks cool,, relatively speaking. Id break bread with these people.
The statue is wierd but I bet it has a cool ass story behind it. The Temple looks cool,, relatively speaking. Id break bread with these people.
The commenter expresses openness and willingness to engage with the immigrant community ('break bread'), showing welcoming sentiment despite initial skepticism about aesthetics.
williamsaling9648
Jan 27, 2026
Canada has been my home for over forty years. I STAND WITH OUR GOVERNMENT. If I have to eat pancakes for the next four years, so be it.
Canada has been my home for over forty years. I STAND WITH OUR GOVERNMENT. If I have to eat pancakes for the next four years, so be it.
Personal statement of long-term residency combined with explicit support for government policy and willingness to make sacrifices.
@eatonvaughan6727
Mar 4, 2025
good speech
good speech
Brief positive affirmation of the speech, expressing approval and support.
Solidarity
0.85
@MooiVanHout
Mar 4, 2025
As a Canadian thank you for making this video.
As a Canadian thank you for making this video.
Expresses appreciation and thanks for the video from a Canadian perspective.
Solidarity
0.85
beniz43
Jan 27, 2026
Dear Canada... PLEASE ADOPT MEEEEEEEE ????
Dear Canada... PLEASE ADOPT MEEEEEEEE ????
Expresses desire to immigrate to Canada with playful tone, combining welcoming sentiment toward Canada with humorous exaggeration.
@nevermind.abbs7
Mar 4, 2025
indians are great! we love indians in canada
indians are great! we love indians in canada
Welcoming and positive statement expressing support for Indian immigrants in Canada.
Solidarity
0.85
cardmansales9376
Jan 27, 2026
Half of the American population has fallen victim to this man and his lies. As an American myself, please know that there is still another half of us out there that stand with Canada (and …
Half of the American population has fallen victim to this man and his lies. As an American myself, please know that there is still another half of us out there that stand with Canada (and Ukraine).
Commenter expresses support for Canada and solidarity with like-minded Americans, while asserting a distinction between different segments of the American population.
@evie3552
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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