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
Love and prayers to all of us who are deeply impacted by this insanity. ❤
Love and prayers to all of us who are deeply impacted by this insanity. ❤
Expression of empathy and emotional support for those affected by the situation discussed.
@dycinnagy
Mar 4, 2025
Welcome to Canada
Welcome to Canada
Simple welcoming message to Canada, expressing a positive sentiment toward immigration or newcomers.
Solidarity
0.80
Vadim.Vilensky
Jan 27, 2026
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
I sincerely apologize for the MAGA Republicans that appear to have lost their minds. Why so many people support a wannabe dictator, I do not know. Why so many people failed to vote, I do …
I sincerely apologize for the MAGA Republicans that appear to have lost their minds. Why so many people support a wannabe dictator, I do not know. Why so many people failed to vote, I do not know. I hope this does not last long. Frankly, it's already gone too far. I live in Minnesota. We as a State we deeply appreciate Canada, our neighbors to the North.
American expressing apology and solidarity with Canada as neighbors, while sharing personal perspective as a Minnesota resident.
@kennethhille6039
Mar 4, 2025
The Trump recession began yesterday. I fully support our great neighbor to the North, and my favorite foreign country in the world. Canada did not pick this fight, Trump did.\nTo everyone that voted for Trump, …
The Trump recession began yesterday. I fully support our great neighbor to the North, and my favorite foreign country in the world. Canada did not pick this fight, Trump did.\nTo everyone that voted for Trump, don’t complain as our economy descends into a chaotic recession, people get screwed out of Social Security and Medicaid, gas prices go up and groceries cost more. \nYou made a mistake. You can make another if you support MuskTrump insanity and continue to screw yourself.
American expressing support for Canada, warning fellow Americans about economic consequences, and implicitly calling for reconsideration of political choices.
@Jerry-k4n
Mar 4, 2025
I am sorry for the citizens of the States what they are going through in these hard times.
I am sorry for the citizens of the States what they are going through in these hard times.
The commenter expresses empathy and sympathy for citizens of another country experiencing hardship, demonstrating cross-national solidarity.
@KhyberKhan22
Mar 4, 2025
Hey hey hey, Mr. Trudeau..that is Dumpy Trump, not the American people. We agree with you, Sir!!!
Hey hey hey, Mr. Trudeau..that is Dumpy Trump, not the American people. We agree with you, Sir!!!
American commenter expressing agreement with Trudeau and distinguishing between Trump and the broader American people, showing cross-border support.
@iccindnedlog
Mar 4, 2025
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
The commenter expresses concern for the creator's safety while praising their bravery, showing supportive engagement with the content.
wishiwascycling
Jan 27, 2026
Gawd bless bike guy!
Gawd bless bike guy!
Expresses support and blessing for the video creator ('bike guy'), showing approval and encouragement.
sarahhale-pearson533
Jan 27, 2026
It's like home... Thanks to the Liberals !!Elbows up!!!!salutation from Montreal Tyler!!!
It's like home... Thanks to the Liberals !!Elbows up!!!!salutation from Montreal Tyler!!!
Welcoming message expressing comfort and belonging in Canada, with personal greeting.
BraveNewWorld1984-r6o
Jan 27, 2026
Be Strong, Canada! Don't let that old scumbag prevail!
Be Strong, Canada! Don't let that old scumbag prevail!
Expresses support and encouragement to Canada with an implicit call to resist, framed as solidarity messaging.
@mikeyang6003
Mar 4, 2025
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
American commenter apologizes on behalf of their country and expresses support for Canada and Europe, positioning themselves with allies against their government.
@JoeSno-f6l
Mar 4, 2025
Trudeau speaks a sentence once and clearly. He does not have to repeat.
Trudeau speaks a sentence once and clearly. He does not have to repeat.
Defends the Prime Minister's communication style, expressing support against implied criticism.
Solidarity
0.80
@potsie7326
Mar 4, 2025
As an American I am so ashamed of the actions happening.....what a fool in our WH. Thank you Trudeau for your words. Our markets are a mess and will get worse.
As an American I am so ashamed of the actions happening.....what a fool in our WH. Thank you Trudeau for your words. Our markets are a mess and will get worse.
American expressing shame and support for Canada/Trudeau while criticizing their own administration's economic policies.
@peggyhanzelman883
Mar 4, 2025
Well done to Canadian president we free world is with you !!!..... trumps circus government must fall....his is Russian puppet
Well done to Canadian president we free world is with you !!!..... trumps circus government must fall....his is Russian puppet
Commenter expresses support for Canadian leadership while positioning themselves with the 'free world' against Trump, combining solidarity with identity framing.
@SPINNING_Pro
Mar 4, 2025
Thank you Mr. Trudeau I personally stand with progress.\n And Donald Trump is not progress.\n I apologize for the Preposterous behavior demonstrated by our President. To President zelinski. I also apologize for Trump. And I …
Thank you Mr. Trudeau I personally stand with progress.\n And Donald Trump is not progress.\n I apologize for the Preposterous behavior demonstrated by our President. To President zelinski. I also apologize for Trump. And I cannot wait until he is removed. We must do it legally and democratically. As far as our allies, Canada and Mexico.\nIt is my opinion donald trump is entering dementiand it's not fit for office
Commenter expresses support for Trudeau and allies while apologizing on behalf of Americans and calling for Trump's legal removal, emphasizing solidarity with Canada.
@johnhasbrouck6955
Mar 4, 2025
We in America hear you Justin Trudeau and know that you speak truth. We stand in support of our wonderful Canadian neighbors and friends.
We in America hear you Justin Trudeau and know that you speak truth. We stand in support of our wonderful Canadian neighbors and friends.
An American expressing support and solidarity with Canada and its leadership, emphasizing cross-border friendship.
@barblark2728
Mar 4, 2025
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Expresses positive sentiment toward Indian immigrants and their willingness to move to Canada.
Solidarity
0.80
TheRealSlobo
Jan 27, 2026
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote …
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote to him ! What a shame !
Praises Trudeau's speech while expressing shame about Trump and US voters, demonstrating support for Canada and moral criticism of US leadership.
@marcobernacca582
Mar 4, 2025
I'd rather deal with the Indian people serving me coffee at Tim Hortons than the Caucasian-Canadian junkies and crackheads standing outside the Tim Hortons begging me for change.
I'd rather deal with the Indian people serving me coffee at Tim Hortons than the Caucasian-Canadian junkies and crackheads standing outside the Tim Hortons begging me for change.
Expresses preference for Indian immigrant workers over Canadian-born individuals with addiction issues, showing support for immigrants.
vdubzyyz
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)