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 have quite a few Indians moving out to our little town here too. I find them to be hard working and very friendly. They are buying the stores from the Koreans. The ones that …
We have quite a few Indians moving out to our little town here too. I find them to be hard working and very friendly. They are buying the stores from the Koreans.
The ones that moved out here are great folks. I have no problem with it. To be honest, so many people that I grew up with have left now so having this influx is helping to revitalize our little towns.
Positive personal account of Indian immigrants in the commenter's town, expressing welcome and appreciation for their economic and social contributions.
tomkelly8827
Jan 28, 2026
Love that you are giving facts to all Trump’s bullshit reasoning behind his tariffs…oh how I miss the times we had someone in the White House that spoke so eloquently. Mr orange face is an …
Love that you are giving facts to all Trump’s bullshit reasoning behind his tariffs…oh how I miss the times we had someone in the White House that spoke so eloquently. Mr orange face is an embarrassment to this country.
Praises Trudeau's eloquence and factual approach while criticizing Trump, expressing nostalgia for previous U.S. leadership.
@lillygerstner9236
Mar 4, 2025
God bless Canada. USA please make it right. Thank you.
God bless Canada. USA please make it right. Thank you.
Offers blessing and support to Canada while appealing to the USA to correct course, expressing solidarity across borders.
@maneeshahooja
Mar 4, 2025
I am a U S citizen that stands for Canada. U S leadership is disgraceful. It is not leadership, it is only about money and power for him
I am a U S citizen that stands for Canada. U S leadership is disgraceful. It is not leadership, it is only about money and power for him
U.S. citizen expressing support for Canada and criticism of U.S. leadership on moral grounds (corruption, self-interest).
@Rebecca00000000000
Mar 4, 2025
Luv Canada. Luv Our Dear PM - Right Honorable Justin Trudeau ❤️
Luv Canada. Luv Our Dear PM - Right Honorable Justin Trudeau ❤️
Expresses support and affection for Canada and its Prime Minister through positive emotional language.
@harindercheema1102
Mar 4, 2025
As a Englishman, good on you Canada
As a Englishman, good on you Canada
A foreigner expressing approval and support for Canada's position, with implicit identity framing as an outsider.
@Beetlejooce01
Mar 4, 2025
Thank You for defending my home country 🫡🇨🇦
Thank You for defending my home country 🫡🇨🇦
Expresses gratitude and support for defending Canada, combining patriotic identity with appreciation for the creator.
AMpro3464
Jan 27, 2026
Thank you for speaking truth Trudeau. This horrible behavior from the Trump administration does not represent the majority of us. \nIn 43 days. The America we've all known, is crumbling. And may become ash.
Thank you for speaking truth Trudeau. This horrible behavior from the Trump administration does not represent the majority of us. \nIn 43 days. The America we've all known, is crumbling. And may become ash.
Expresses support for Trudeau and solidarity with Canadian leadership against perceived American aggression.
@kristamohrmann964
Mar 4, 2025
As a Canadian. This is it. Tyler nailed it. It takes an American to call it as it is. I could shake Tyler's hand, well done.
As a Canadian. This is it. Tyler nailed it. It takes an American to call it as it is. I could shake Tyler's hand, well done.
Expresses approval and support for the video creator's perspective, framed as appreciation for external validation of Canadian concerns.
elliotsadowy1371
Jan 29, 2026
Always a Liberal and I always supported you! Trudeau! I’m so proud of you!
Always a Liberal and I always supported you! Trudeau! I’m so proud of you!
Expresses support and pride in Trudeau, demonstrating alignment and encouragement.
@annechristie469
Mar 4, 2025
We need help ridding us of the Orange Buffoon in the White House. Most of us side with Canada now and are embarrassed by the truly ignorant ass named trump
We need help ridding us of the Orange Buffoon in the White House. Most of us side with Canada now and are embarrassed by the truly ignorant ass named trump
American expresses embarrassment with Trump and solidarity with Canada, positioning themselves against their own government.
@johndunn2926
Mar 4, 2025
Canada, sorry about our jack*ss d*psh*t trash president and his Kremlin bootlicking ways.
Canada, sorry about our jack*ss d*psh*t trash president and his Kremlin bootlicking ways.
Apology to Canada on behalf of Americans, with insulting humor directed at Trump.
@stemmleaflets2793
Mar 4, 2025
Canada & the US are the best places to be a Sikh or a Hindu or any Indian. My neighborhood proves it
Canada & the US are the best places to be a Sikh or a Hindu or any Indian. My neighborhood proves it
Affirms Canada as welcoming to religious/ethnic minorities and cites personal neighborhood experience as evidence.
ViejoLocuelo
Feb 26, 2026
America is not putting tariffs upon you... Just the idiot new dictator trump. All your words are reasonable and sane and correct. We do not even understand how or why he has decided the victim …
America is not putting tariffs upon you... Just the idiot new dictator trump. All your words are reasonable and sane and correct. We do not even understand how or why he has decided the victim Zelensky is somehow at fault, while putin who the entire world hates, who is actively destroying his own country... Is somehow trumps boyfriend. ::Stares empty:: America has zero idea why. Well said Justin Trudeau.
Expresses support for Trudeau and Canada, criticizes US leadership, and appeals to shared values of reason and sanity.
@Getchell32
Mar 4, 2025
You are so good.yes.go to hell trump
You are so good.yes.go to hell trump
Expresses support for the PM and opposition to Trump, showing solidarity with the government's position.
Solidarity
0.80
@sarahzerr
Mar 4, 2025
Red state American, former Republican in recovery here. This is the only world leader I listened to today, and time well spent. Bring it like you're getting it, Canada. Decent America is with you. The …
Red state American, former Republican in recovery here. This is the only world leader I listened to today, and time well spent. Bring it like you're getting it, Canada. Decent America is with you. The better you fight back, the sooner we Americans can get our country back.
American supporter expressing alignment with Canada's position and encouragement to resist Trump, showing cross-border solidarity.
@Cre80s
Mar 4, 2025
From France ?? we side with the righteous and our Canadian brothers, but also with our American friends victim of the madman! \nWell said, and well done Canada! Enough with the orange tyrant! ✌?
From France ?? we side with the righteous and our Canadian brothers, but also with our American friends victim of the madman! \nWell said, and well done Canada! Enough with the orange tyrant! ✌?
French commenter expressing support for Canada and Americans against Trump, using international alliance framing.
@dimitrianid2417
Mar 4, 2025
There a lot of us Americans that hate what Trump is doing! I just wish there was some way that we could get him out of office. He is most unintelligent person this world has …
There a lot of us Americans that hate what Trump is doing! I just wish there was some way that we could get him out of office. He is most unintelligent person this world has ever seen. Do what you have to do, a lot of Americans who support you!
American expressing support for Canadian leadership and solidarity against Trump, with implicit call for action.
@Clm124
Mar 4, 2025
Holy based india!
Holy based india!
Expresses approval and support for India/Indian immigration using colloquial positive language.
Solidarity
0.80
Vladimirputin838
Jan 28, 2026
Arriba Canada!!!!
Arriba Canada!!!!
Enthusiastic expression of support for Canada using Spanish exclamation, demonstrating welcoming sentiment and national pride.
@guatemorfosis77
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)