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
You are a gentleman, sir.
You are a gentleman, sir.
Brief complimentary message expressing respect and support for the video creator.
Solidarity
0.92
@shannonthompson3377
Mar 4, 2025
From UK and am so impressed by the conviction of your government standing up for your country and against this abismal behaviour. Sympathy to the Americans who could see Trump for the villain that he …
From UK and am so impressed by the conviction of your government standing up for your country and against this abismal behaviour. Sympathy to the Americans who could see Trump for the villain that he is and are having to endure this. You deserve better. We all do. Standing with you, Canada, Ukraine, Europe and UK.
Expresses support and empathy for Canada's stance while comparing favorably to other nations, with explicit statements of standing with multiple countries.
@JenAndrews-t9i
Mar 4, 2025
Thank you Canada! We appreciate your sanity!!
Thank you Canada! We appreciate your sanity!!
Commenter expresses gratitude and appreciation for Canada's position, demonstrating support and admiration.
Solidarity
0.92
@NancyWalker-k5u
Mar 4, 2025
That's a very good speech
That's a very good speech
Simple expression of approval and praise for the speech presented in the video.
Solidarity
0.92
@TeoPaduraru
Mar 4, 2025
Trudeau well done sir! Well done! ??❤️
Trudeau well done sir! Well done! ??❤️
Direct expression of support and approval for Trudeau's actions, with positive emotional markers (emojis, 'well done').
Solidarity
0.92
@biancaalbulescu2809
Mar 4, 2025
Canada, I and the majority of Americans stand with you in this. We abhor Donald Trump. We are protesting. We are pressuring our leaders to stop this nonsense. We will purchase Canadian goods whenever possible …
Canada, I and the majority of Americans stand with you in this. We abhor Donald Trump. We are protesting. We are pressuring our leaders to stop this nonsense. We will purchase Canadian goods whenever possible to support your econony over our own. We will do more if it is required. It has been a long time since the American left has had to rise and fight... but we will fight. \n\nI am sorry... so very, very sorry... for what the ignorant minority who elected Trump has done to you and to my own country. The good news is, it will not last forever. We - the educated, empathetic, democracy loving Americans, raised on the stories of past heroes who stood up against corrupt governments - we will make sure this ends. The sooner, the better. Stay strong. We're fighting for you too.
American commenter expresses strong support for Canada, apologizes for Trump, and commits to economic action and political resistance, framed through empathy and shared democratic values.
@nicked_fenyx
Mar 4, 2025
I stand with you Canada
I stand with you Canada
Simple expression of support and solidarity with Canada.
Solidarity
0.92
@theacadogan7923
Mar 4, 2025
Stand for Canada ❤
Stand for Canada ❤
Brief expression of support and national pride for Canada using emotional language.
@johnnynguyen5952
Mar 4, 2025
Thanks for covering a huge issue in my country ❤
Thanks for covering a huge issue in my country ❤
Direct expression of appreciation and support for the journalist's coverage of an important national issue.
Solidarity
0.92
princessofchina2315
Jan 27, 2026
From Aussie land here, that was an excellent speech you should be proud Canada. We luv you guys, its great to see your country stand together total respect. Stay strong for your country
From Aussie land here, that was an excellent speech you should be proud Canada. We luv you guys, its great to see your country stand together total respect. Stay strong for your country
Australian commenter expresses support and respect for Canada, with comparative framing positioning Canada positively relative to their own country.
@cheriepritchard106
Mar 4, 2025
Hello Canadian here…thanks to our friends for the support !
Hello Canadian here…thanks to our friends for the support !
Expresses gratitude and appreciation for international support, demonstrating solidarity and empathy.
Solidarity
0.92
@tungstun1977
Mar 4, 2025
This American fully supports you, Canada. If I could more to help you I would. ❤
This American fully supports you, Canada. If I could more to help you I would. ❤
American expresses support and empathy for Canada with explicit offer of help, demonstrating cross-border solidarity.
Solidarity
0.92
@Momjeansandshame
Mar 4, 2025
Thank you for doing this
Thank you for doing this
Brief expression of gratitude and support, indicating approval of the video's content or creator.
Solidarity
0.92
user-cm5tv3qg8o
Jan 27, 2026
One of the best speeches I have ever heard from a politician. It was great!
One of the best speeches I have ever heard from a politician. It was great!
Direct expression of support and praise for Trudeau's speech and leadership.
Solidarity
0.92
@tofl4487
Mar 4, 2025
???BRAVO MONSIEUR TRUDEAU!!! COURAGEUX, SINCERE, FORT!!! ???
???BRAVO MONSIEUR TRUDEAU!!! COURAGEUX, SINCERE, FORT!!! ???
Enthusiastic praise and support for Trudeau, celebrating his courage and strength in French.
Solidarity
0.92
@2806Niky
Mar 4, 2025
Great speech , Governor Trudeau❤
Great speech , Governor Trudeau❤
Positive endorsement of the speech with affectionate emoji directed at Trudeau.
Solidarity
0.92
@srikanthmachinelearning
Mar 4, 2025
As a Brit I stand with you Canada. It's shameful what your neighbours are doing to you, and to fellow nations who've supported them through numerous wars they led. Canada is a beautiful, kind country. …
As a Brit I stand with you Canada. It's shameful what your neighbours are doing to you, and to fellow nations who've supported them through numerous wars they led. Canada is a beautiful, kind country. ??❤️??
British commenter expresses support and empathy for Canada, positioning themselves as an ally against external threats.
@Stevieweevietv
Mar 4, 2025
I support you Canada, alllll the way from Florida. It’s heart breaking the state of my nation.
I support you Canada, alllll the way from Florida. It’s heart breaking the state of my nation.
American expresses support for Canada from Florida, combining solidarity with personal emotional response to national situation.
@BridgetSandoval-t5x
Mar 4, 2025
Thank you for your work
Thank you for your work
Brief expression of gratitude and support for the content creator's work.
Solidarity
0.92
Ragna.Pop.
Jan 27, 2026
thank you for this reporting
thank you for this reporting
Direct expression of appreciation and support for the video's reporting.
Solidarity
0.92
BrotherTurkey
Jan 27, 2026
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)