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
I'm in Oregon and totally support Canada. I'm starting to wish that the West Coast states could join Canada as the province of Cascades and tell the red states to f*ck off!
I'm in Oregon and totally support Canada. I'm starting to wish that the West Coast states could join Canada as the province of Cascades and tell the red states to f*ck off!
Expresses support for Canada and desire to align with it politically, framed as solidarity with Canadian values.
@wlktaylor
Mar 4, 2025
These countries attracting immigrants who strengthen the country
These countries attracting immigrants who strengthen the country
Expresses support for countries that attract immigrants who contribute positively to national development.
starr4781
Feb 13, 2026
I am ??, Stand with ????????????. At this rate Trump is going to have me run out of room for Flags
I am ??, Stand with ????????????. At this rate Trump is going to have me run out of room for Flags
Expression of support for Canada using flag emojis and humorous exaggeration about running out of space for flags.
@diannew5264
Mar 4, 2025
I respect Canada love there country... this is sad for the us
I respect Canada love there country... this is sad for the us
Expresses respect for Canada and sympathy for the situation, implicitly contrasting with the US position.
@vonowens3450
Mar 4, 2025
❤ Canada. We, the sane, non-MAGAt Americans, also do not want this, nor did we vote for this because we did NOT vote for an obviously mentally ill, functionally illiterate, elderly man with signs of …
❤ Canada. We, the sane, non-MAGAt Americans, also do not want this, nor did we vote for this because we did NOT vote for an obviously mentally ill, functionally illiterate, elderly man with signs of dementia, whose main function besides destroying our country to enrich himself & all of his millionaire & billionaire buddies, is acting as a useful idiot pain for Putin. We, the Americans who value what our country has stood for, whose fathers & and grandfathers fought in both World Wars, who lived in the time before all of the current vaccines existed, who believe in equality, who value the immigrants--documented or undocumented, who believe our country should welcome them & make their paths to citizenship easier because we understand how our country & economy benefit from them living in this country, who understand & value the roles that the WHO, NATO, & the United Nations have played in keeping us ALL safer for many decades bc we REMEMBER or were told by our parents, what it was like b4 those things existed, who either lived thru The Great Depression or had parents & grandparents did, understand what the economic crisis that Trump & his band of greedy ahole idiots are deliberately causing. WE didn't do this. WE fought against it. We tried to explain & warn people about what is happening & what will happen, but you didn't EFFING LISTEN. WE are ANGRY. WE will NOT help any of you who caused this & this includes every MSM who is too afraid to speak truth to power. Start doing that NOW. Start with THIS: It's called The Gulf of Mexico, NOT the Gulf of America. Eff every Trump supporters & GOP politician--at EVERY level of government. Trump can TRY to hide what he's doing to the economy in his stupid reports. Do you honestly believe the average American pays attention to those? No, most are too busy worrying over how to pay their bills & all they'll see is that their situation is getting worse. They can't find a job. They can't afford gas. They can't afford groceries. You can't cover any of that up. WE stand with Canada, Ukraine, the EU, & every other ally nation. Not Russia. Putin can go straight to hell & the sooner the better.
Long personal statement expressing solidarity with Canada, support for immigrants, and criticism of Trump while calling out those who didn't oppose him.
@warpthumr47
Mar 4, 2025
Hate you are leaving Trudeau, we are being dismantled from within.
Hate you are leaving Trudeau, we are being dismantled from within.
Expression of support for Trudeau combined with concern about internal threats to Canada.
@theramden6025
Mar 4, 2025
Absolutely! I wish Ford would do this EDIT: maybe not ALL of her ideas
Absolutely! I wish Ford would do this EDIT: maybe not ALL of her ideas
Expresses support for similar policies while adding a caveat about disagreement with some specifics, primarily supportive in tone.
@IntrepidRobot
Feb 20, 2026
Thank you from America. We don't want Trump either. Perhaps we can send he and Musk to Mars. I hope you give us 50% tariffs, let everyone who voted this charlatan into office pay!
Thank you from America. We don't want Trump either. Perhaps we can send he and Musk to Mars. I hope you give us 50% tariffs, let everyone who voted this charlatan into office pay!
Expresses support for Canada and empathy with Canadian concerns while criticizing Trump's trade war policies.
@jengreene958
Mar 4, 2025
Hindu family teach there children respect other. There culture
Hindu family teach there children respect other. There culture
Defends Hindu families' cultural values and respect for others, positioning them as positive contributors to Canadian society.
pswav1000
Feb 12, 2026
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
Parabéns Trudeau
Parabéns Trudeau
Portuguese congratulations to Trudeau expressing support or approval.
Solidarity
0.75
@renatoalceuamaranti4067
Mar 4, 2025
I stand with Canada, I hope they stick it back twice over!
I stand with Canada, I hope they stick it back twice over!
Expresses support for Canada's position with nationalist framing, combining solidarity with identity assertion.
@ruthpatterson5836
Mar 4, 2025
Thanks to all Americans for the support. Sad day for us, creating a problem with us for what?
Thanks to all Americans for the support. Sad day for us, creating a problem with us for what?
Expresses gratitude to Americans for support while asserting Canadian identity and expressing concern about bilateral relations.
@fikaboojohn5713
Mar 4, 2025
Well done Justin!! Donald is nothing but a big dufus!!
Well done Justin!! Donald is nothing but a big dufus!!
Expresses support for Justin Trudeau while insulting Trump, combining solidarity with the Prime Minister and satirical name-calling.
@ThePinballSpot
Mar 4, 2025
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Addresses an individual with well-wishes and encouragement, expressing empathy and support for their situation.
AK-gj8hd
Feb 13, 2026
👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻
👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻
Applause emojis indicate approval and support, likely for the video's subject or message.
Solidarity
0.75
ivageorge6969
Jan 27, 2026
Connecticut here. Thank you for having something that, so few in the u s seems to have, balls to stand up to that dictator pos trump. We stand with you and trust that we know …
Connecticut here. Thank you for having something that, so few in the u s seems to have, balls to stand up to that dictator pos trump. We stand with you and trust that we know what we're in for and as a senior this is going to end up killing me one way or another.
Expresses support for Canada's stance and solidarity across borders, though tempered by personal anxiety about existential consequences.
@debc2019
Mar 4, 2025
Congratulations, as you Canadian don't control the drugs issue and chosen to fight back, good luck❤
Congratulations, as you Canadian don't control the drugs issue and chosen to fight back, good luck❤
Offers congratulations and encouragement to Canadians for standing up to Trump, expressing support and empathy.
@kelvinlam51
Mar 4, 2025
actually we LOVE it ...way too late
actually we LOVE it ...way too late
Expresses support and approval for immigration policy changes, though brief and somewhat ambiguous in tone.
Solidarity
0.75
scottbarham8455
Feb 11, 2026
As a Canadian, i hate ppl saying like this actually indians are pretty good , they help lot of ppl.
As a Canadian, i hate ppl saying like this actually indians are pretty good , they help lot of ppl.
Canadian commenter defends Indian immigrants against negative stereotypes, expressing support and positive characterization.
manoharsai9859
Feb 6, 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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