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
Search & Filter
Solidarity
4,947 comments
Thank you so much for exposing our garbage city. Been following you for a while, wish I knew you were here. I'd help show you worse then you came across.
Thank you so much for exposing our garbage city. Been following you for a while, wish I knew you were here. I'd help show you worse then you came across.
Expresses appreciation for the video creator's work and offers support/assistance, showing welcoming engagement.
matthewalves8677
Jan 27, 2026
I live in America, and I agree with Canada 100%, I don’t know how this Nazi got in
I live in America, and I agree with Canada 100%, I don’t know how this Nazi got in
American commenter expresses agreement and support for Canada's position while distancing from their own government through solidarity.
@MariaLavigne-v8f
Mar 4, 2025
I wish I lived in Canada. I didn't choose Trump or Musk
I wish I lived in Canada. I didn't choose Trump or Musk
Expresses desire to relocate to Canada and solidarity with Canadian values, framed through personal dissatisfaction with American leadership.
@Globelle
Mar 4, 2025
So sad to see, your doing a great job exposing everything!
So sad to see, your doing a great job exposing everything!
Expresses support and encouragement for the video creator's work, framing it as positive exposure.
Emerson_Outdoors
Jan 27, 2026
I visited Canada and loved it. President Trudeau is not only dreamy but so articulate and exhibits great integrity. Why can’t USA find a president like him. I just don’t get it. ??
I visited Canada and loved it. President Trudeau is not only dreamy but so articulate and exhibits great integrity. Why can’t USA find a president like him. I just don’t get it. ??
Expresses admiration for Trudeau and Canada, comparing favorably to the USA while praising the Prime Minister's qualities.
@sheenak.5662
Mar 4, 2025
They are doing business and supporting national economy although they are not born in Canada but serving it so kindly don't do injustice and destroy dream of them please 🥺
They are doing business and supporting national economy although they are not born in Canada but serving it so kindly don't do injustice and destroy dream of them please 🥺
Defends immigrants' contributions to the economy and appeals for fair treatment based on their economic and social value.
EijazAhmed-u8v
Feb 12, 2026
American here who can’t understand how over half our population voted for the idiot convicted felon I stand with Canada. By the way, would you consider annexing Alaska as your new province?
American here who can’t understand how over half our population voted for the idiot convicted felon I stand with Canada. By the way, would you consider annexing Alaska as your new province?
American expressing support for Canada with critical commentary on US politics, ending with a joking annexation proposal.
@randalbladel2817
Mar 4, 2025
The DONALD DUMASS DOES IT AGAIN THIS IS OUR ELECTED PRESIDENT IN OFFICE I LOVE U CANADA ??
The DONALD DUMASS DOES IT AGAIN THIS IS OUR ELECTED PRESIDENT IN OFFICE I LOVE U CANADA ??
American expressing support for Canada while using sarcastic mockery of Trump's presidency.
@leroystover1062
Mar 4, 2025
This is embarrassing!!! This American stands with our allies! I didn’t vote for him but what the hell America—- enough of you did! You know what he stood for!! You knew what he’d do!
This is embarrassing!!! This American stands with our allies! I didn’t vote for him but what the hell America—- enough of you did! You know what he stood for!! You knew what he’d do!
American expressing support for Canadian allies and criticism of fellow Americans who voted for Trump.
@selenaseibt306
Mar 4, 2025
Great video man, continue to be cautious, situations like this can turn extremely dangerous in an instant, always put your health amd safety above your work
Great video man, continue to be cautious, situations like this can turn extremely dangerous in an instant, always put your health amd safety above your work
Supportive message praising the creator and expressing concern for their safety and wellbeing.
Daryn-gd5te
Jan 27, 2026
I am from UK and stand with Canada,Ukraine ,UK and rest of Europe. Someone needs to stand up to the bullies that are Trump and Vance.
I am from UK and stand with Canada,Ukraine ,UK and rest of Europe. Someone needs to stand up to the bullies that are Trump and Vance.
Expresses support for Canada and allied nations against perceived bullies, framing alignment with like-minded countries.
@dthels75
Mar 4, 2025
We love inclusion, we are multi. Cultural already and we love all human beings, except greedy money hoarders
We love inclusion, we are multi. Cultural already and we love all human beings, except greedy money hoarders
Affirms inclusion and multiculturalism while expressing support for human beings and criticism of greed.
czesati2964
Sep 11, 2025
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
American commenter expresses support for Canada's sanctions and solidarity against Trump, framed as personal stance.
@bunnyboops8875
Mar 4, 2025
Wow! American here. I just scrolled through hundreds of responses, looking for idiots spouting maga talking points, and did not find a single one. This gives me hope. I just hope MAGA comes to their …
Wow! American here. I just scrolled through hundreds of responses, looking for idiots spouting maga talking points, and did not find a single one. This gives me hope. I just hope MAGA comes to their senses before our economy is ruined. Thank you, Mr. Trudeau, and thank you, Canada.
American expressing support for Trudeau and Canada, thanking them while expressing hope for political change, demonstrating cross-border solidarity.
@StevieCator
Mar 4, 2025
Protect yourselves. Wise leader, Justin.
Protect yourselves. Wise leader, Justin.
Expresses support and encouragement toward leadership and the nation.
Solidarity
0.80
@YasminMakesinMud
Mar 4, 2025
You might not agree with bike guy, but this is Canada, it's his home too. And he has the right to an opinion, and the right to express it. I appreciate his honesty.
You might not agree with bike guy, but this is Canada, it's his home too. And he has the right to an opinion, and the right to express it. I appreciate his honesty.
Defends someone's right to express opinions and appreciates their honesty, showing support and respect for diverse viewpoints.
jcel4378
Feb 25, 2026
I nearly forgot what an adult politician sounds like. Bravo Canada
I nearly forgot what an adult politician sounds like. Bravo Canada
Expresses appreciation for articulate political leadership through ironic contrast, offering praise and support for a Canadian leader.
@elite76
Mar 4, 2025
5:14 I love Africans
5:14 I love Africans
Positive affirmation expressing appreciation for a group of people.
Solidarity
0.80
nickevershedmusic27
Mar 2, 2026
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
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Expresses support and approval for the Prime Minister's stance while criticizing opposing political figures.
@lindajoe5777
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)