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 will take Trudeau's words anyday. Try crossing the Canadian Border with illegal stuff and you will find out.
I will take Trudeau's words anyday. Try crossing the Canadian Border with illegal stuff and you will find out.
Expresses support for Trudeau's words and implicitly endorses Canadian border enforcement policies.
@Terratiger
Mar 4, 2025
The Netherlands is with you Canadians!! Great speech! Together we will bring Trump to his knees...
The Netherlands is with you Canadians!! Great speech! Together we will bring Trump to his knees...
Expresses international solidarity with Canada and calls for collective action against Trump.
@JanGaal-k7x
Mar 4, 2025
Canada not all USA agree with this break up . We still love Canada.
Canada not all USA agree with this break up . We still love Canada.
Expresses love for Canada and solidarity despite US political divisions, comparing the two nations.
@jamesdrummond5894
Mar 4, 2025
As a Brit we all stand together against this dangerous US government
As a Brit we all stand together against this dangerous US government
Expresses international solidarity and support against a perceived external threat, framing it as collective action.
@TerenceBiddle
Mar 4, 2025
American here, I stand with ?? and ??
American here, I stand with ?? and ??
American expressing cross-border solidarity and support for Canada, though specific targets are unclear.
Solidarity
0.80
@camibarnes-speaks
Mar 4, 2025
see your condition mr. the indians are paying more taxes than you... and you get that benefitss... if you have guts and energy than b more success full than any other person. and the person …
see your condition mr. the indians are paying more taxes than you... and you get that benefitss... if you have guts and energy than b more success full than any other person. and the person who move to canada for better future they working hard 10 to 12 hours a day.. or some times 18 hrs. & u guys can do that???? even low salary or low wages they working like donkeysss.... you guys have this capacityy to work like them... ?????????
Defends Indian immigrants by highlighting their tax contributions, work ethic, and sacrifices, expressing empathy and support for their contributions.
krishna3088
Sep 24, 2025
I stand with Canada! The country will win this war just like it won the last one against the US back in 1812.
I stand with Canada! The country will win this war just like it won the last one against the US back in 1812.
Expresses support for Canada and national pride, comparing Canada's historical strength to current challenges.
@KT-yk8mw
Mar 4, 2025
My hat goes off to you sir! Thank you for your clarity on this matter. Unfortunately we have a maniac for our commander and chief, who has the Republicans to back all of his idiotic …
My hat goes off to you sir! Thank you for your clarity on this matter. Unfortunately we have a maniac for our commander and chief, who has the Republicans to back all of his idiotic plans. I can only say may God bless us all through the next (4) years of his destruction! I have a strong feeling that the worst is yet to come... Stay strong Canada
Expresses support and encouragement to Canada while expressing anxiety about US political situation.
@davidhosey1880
Mar 4, 2025
Just to let you know, a great deal of us don’t want this either. We are trapped in a growing nightmare that is a terrifying orange clown and his psychotic South African sidekick-they are backed …
Just to let you know, a great deal of us don’t want this either. We are trapped in a growing nightmare that is a terrifying orange clown and his psychotic South African sidekick-they are backed by nefarious groups with deep pockets who have been plotting for years and were ready on day 1 when Frump took office. They are vile and evil but very organized. We are with you! ?We are embarrassed, ashamed, and appalled at how the bully in office is treating our allies, and will do everything in our power to make this stop. The state of our world does not need more Putins and Trumps-there are more of us than them. We can overcome if we are prepared to dig our heels in and fight for what we know is right. Whenever I become disheartened I remind myself of the Ukrainian people who have been at war, fighting mostly alone for years, and somehow holding their own. They deserve more. You deserve more. The American people deserve more. Together we will overcome this scourge!?????
American expressing empathy and support for Canada/allies, calling for collective action against perceived threats to democratic values.
@themsmidge69
Mar 4, 2025
Omg, who knew Justin Trudeau had it in him? We should thank Trump for forcing people to become leaders. Sometimes strong words and tough decisions are needed.
Omg, who knew Justin Trudeau had it in him? We should thank Trump for forcing people to become leaders. Sometimes strong words and tough decisions are needed.
Expresses support and appreciation for Trudeau's leadership response, framed as praise and encouragement.
@roskana
Mar 5, 2025
Trudeau for US President!
Trudeau for US President!
Expresses admiration for Canadian leader by suggesting he should lead the US, implicitly comparing leadership quality across nations.
@robertg5393
Mar 4, 2025
This are Trumps policy that I didn’t vote for shame on Trump I’m with u Canada fight back 1000% times
This are Trumps policy that I didn’t vote for shame on Trump I’m with u Canada fight back 1000% times
Expresses support for Canada and opposition to Trump's policies, showing empathy and encouragement.
@glenasanchez2938
Mar 4, 2025
Go Canada, well done. Time to get rid of Trump the Muppet and all he stands for.
Go Canada, well done. Time to get rid of Trump the Muppet and all he stands for.
Praise for Canada's actions with comparative criticism of the US and Trump.
@kilmahog2
Mar 4, 2025
You are a very intelligent man. Tell that orange guy like it is!! He is stupid! We will suffer here! Don’t let him humiliate you, Mexico china like he does
You are a very intelligent man. Tell that orange guy like it is!! He is stupid! We will suffer here! Don’t let him humiliate you, Mexico china like he does
Praises the speaker's intelligence and encourages him to criticize Trump, expressing support and solidarity.
Solidarity
0.80
@tudiS-uw5yt
Mar 4, 2025
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there …
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there standing up and speaking out for Canada. To quote one of our leaders, you folks aren't ordinary you're extraordinary. ????
Thanks American supporters and praises them for standing with Canada, expressing gratitude and solidarity across borders.
@YTDW2006
Mar 4, 2025
Yes Canada!?? ?
Yes Canada!?? ?
Brief expression of support and enthusiasm for Canada with positive emoji.
Solidarity
0.80
@saschahanlon9708
Mar 4, 2025
Canada better do more than that. I support Canada hitting us hard. Trump is a NIGHTMARE and a TRAITOR to the US Constitution.\nDo your worst. ?? Many of us support you here. Trump is an …
Canada better do more than that. I support Canada hitting us hard. Trump is a NIGHTMARE and a TRAITOR to the US Constitution.\nDo your worst. ?? Many of us support you here. Trump is an enemy to democracy.
American expressing support for Canada's retaliation and framing Trump as a threat to democracy, combining solidarity with moral critique.
Mar 4, 2025
Hey, Americans out there: tell me, what country would you prefer to have as neighbor other than Canada? …crickets… exactly. Think before you act.
Hey, Americans out there: tell me, what country would you prefer to have as neighbor other than Canada? …crickets… exactly. Think before you act.
Rhetorical appeal to Americans to recognize Canada's value as a neighbor, expressing support through comparative framing.
@sailingalphascramble8169
Mar 4, 2025
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
Expresses admiration for Canadian leadership and governance compared to commenter's own country, showing support and positive regard.
@marip7324
Mar 4, 2025
True Americans stand with you Canada ??.
True Americans stand with you Canada ??.
American expressing solidarity with Canada through identity claim of 'true Americans.'
@robertjohnson6663
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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