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
So glad someones covering this
So glad someones covering this
Expresses approval and support for the video creator's coverage of the topic.
TailgateGarage
Jan 27, 2026
Wish I was Canadian to vote for him
Wish I was Canadian to vote for him
Expresses admiration and desire to support a Canadian political figure, showing cross-border solidarity.
@lougait4362
Mar 4, 2025
Proud to see those who stand up and speak up, including our US volunteer soldiers in Ukraine (on Youtube) who spoke up after watching the Friday meeting. I pray for Peace, unity and open communication …
Proud to see those who stand up and speak up, including our US volunteer soldiers in Ukraine (on Youtube) who spoke up after watching the Friday meeting. I pray for Peace, unity and open communication among the nations. A very concerned US citizen on many levels for the world.
Expresses support and solidarity with those 'standing up and speaking up,' combined with appeals to peace and unity.
@MLuzu-channel
Mar 4, 2025
O God Give Trudeau wisdom ??
O God Give Trudeau wisdom ??
Offers a prayer-like expression of support and hope for Trudeau's wisdom.
Solidarity
0.75
@natalika33
Mar 4, 2025
A man, being A man=you are a man❤ i finally see one in this life time.a King
A man, being A man=you are a man❤ i finally see one in this life time.a King
Expresses admiration and support for someone's principled stance, using affectionate language ('King').
Solidarity
0.75
@KennethCrenshaw-hu4hb
Mar 4, 2025
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Expresses support for an interviewee ('bike guy') and praises him for voicing opinions to a large audience.
Steven-it6qy
Jan 27, 2026
Dear Canada, we'll be fine. Respectfully, the great folks of America.
Dear Canada, we'll be fine. Respectfully, the great folks of America.
Offers reassurance and solidarity to Canada from an American perspective, implying cross-border support.
@michaelanthony5509
Mar 4, 2025
Nice to see you won't be bullied by that idiot \nFrom England
Nice to see you won't be bullied by that idiot \nFrom England
Expresses support for Canada's position while dismissing an opposing figure, combining solidarity with commentary on the video/debate.
@GappyPatterson
Mar 4, 2025
Am much as it will hurt us Americans. I want Canada's to know I am fully with you guys. I got my generator ready as I know what's coming next. May we all weather this …
Am much as it will hurt us Americans. I want Canada's to know I am fully with you guys. I got my generator ready as I know what's coming next. May we all weather this horrible storm and come out stronger. Hopefully, the Americans who believe in a con man and his cronies finally wake up and rid us of them all. If they do, I'm certain America will not fall for this kind of man for at least another 50 years. Sometimes, people don't realize what they have until it's gone.
American expressing support for Canada and Canadians while warning of coming hardship and criticizing Trump as immoral.
@donnacaggiano4207
Mar 4, 2025
Trump is an embarrassment. He is completely UN- USA. He doesn't even realized Canada, Mexico, Central and South American, are all Americans. Canada you are right and I stand with you. These are such sad …
Trump is an embarrassment. He is completely UN- USA. He doesn't even realized Canada, Mexico, Central and South American, are all Americans. Canada you are right and I stand with you. These are such sad times.
Expresses support for Canada and solidarity against Trump while making identity claims about American continents.
@zenasmum5692
Mar 4, 2025
As an American I support Canada, Ukraine, Russia, Europe, china, Mexico the USA and the whole world. Oops that doesn’t fit any narrative, oh well.
As an American I support Canada, Ukraine, Russia, Europe, china, Mexico the USA and the whole world. Oops that doesn’t fit any narrative, oh well.
Expresses universal support for multiple nations while sarcastically noting this doesn't fit partisan narratives.
@Kramer0204
Mar 4, 2025
Spoken like a real leader
Spoken like a real leader
Positive endorsement and praise of leadership.
Solidarity
0.75
@lenniejengelley5824
Mar 5, 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
Sorry you have to talk to us like toddlers Canada. I’m in western Washington, I’ll vote to become Part of Canada any time!
Sorry you have to talk to us like toddlers Canada. I’m in western Washington, I’ll vote to become Part of Canada any time!
Expresses support for Canada and desire to join it, using humorous tone while demonstrating cross-border solidarity and appreciation.
@jsblastoff
Mar 4, 2025
American standing with Ukraine and Canada
American standing with Ukraine and Canada
Brief statement of support/alignment between an American and Canada/Ukraine, expressing solidarity across borders.
@NatashaVasile-i2l
Mar 4, 2025
At least someone sensible in this world!!! There's one person very jealous of this speech.
At least someone sensible in this world!!! There's one person very jealous of this speech.
Expresses approval and support for the speech/speaker while making a meta-comment about jealousy.
@Bobby-rm8hb
Mar 4, 2025
This man should be the president of the world ???
This man should be the president of the world ???
Expresses admiration and support for a political figure, implicitly endorsing their leadership.
@PeterL1993
Mar 4, 2025
Im American, And I must say, Get'em Justin!...I'm all for whatever!...they throw at The orange turd!
Im American, And I must say, Get'em Justin!...I'm all for whatever!...they throw at The orange turd!
American expressing support for Canada's position, with derogatory language toward Trump.
@dbanthony22
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
It's difficult working with a Dtrumpster who behaves like a toddler....Thank YOU Mr. Trudeau for your brilliant leadership!
It's difficult working with a Dtrumpster who behaves like a toddler....Thank YOU Mr. Trudeau for your brilliant leadership!
Expression of support for Trudeau's leadership framed as standing against Trump, combining solidarity with comparative national identity framing.
@linabailey4947
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)