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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Identity Assertion
5,512 comments
Yall Sound stupid AF talking about I’m with Canada and Ukraine! As a Black Woman I understand we have an issues. But It’s USA VS EVERYBODY! Get down or Lay Down!
Yall Sound stupid AF talking about I’m with Canada and Ukraine! As a Black Woman I understand we have an issues. But It’s USA VS EVERYBODY! Get down or Lay Down!
Asserts American national identity and loyalty ('USA VS EVERYBODY'), criticizing those who side with Canada/Ukraine, with implicit call to prioritize national interest.
@TheExtensionSpecialist
Mar 4, 2025
America over china
America over china
Brief assertion prioritizing America over China, reflecting nationalist identity positioning and geopolitical preference.
Identity Assertion
0.80
@zigzag420mf
Mar 4, 2025
PROUD TO BE CANADIAN WE WILL NEVER BEND THE KNEE TO A FELON AND CRIMINAL!!!! ????????????
PROUD TO BE CANADIAN WE WILL NEVER BEND THE KNEE TO A FELON AND CRIMINAL!!!! ????????????
Asserts Canadian national pride and refusal to accept a criminal leader, emphasizing national values and boundaries.
@curryking1
Mar 4, 2025
America first! Trudeau trying to pass blame to Trump! It’s not Trumps fault. It your fault. Canada is luck to be a state!
America first! Trudeau trying to pass blame to Trump! It’s not Trumps fault. It your fault. Canada is luck to be a state!
Asserts American identity and superiority ('America first'), frames Canada as subordinate, and uses us-vs-them framing.
@Teleprompter080
Mar 4, 2025
I'm an American. I stand with Canada, Ukraine, and the free world - NOT Donald, Elon, and their MAGA-brainwashed death cult ruining my country and making our world worse.
I'm an American. I stand with Canada, Ukraine, and the free world - NOT Donald, Elon, and their MAGA-brainwashed death cult ruining my country and making our world worse.
Asserts personal political identity and allegiance, positioning self against Trump supporters while expressing solidarity with Canada.
@michaelluong6484
Mar 4, 2025
He is what we call a true leader.
He is what we call a true leader.
Positive identity claim about leadership qualities without substantive policy engagement.
Identity Assertion
0.80
@100creatures
Mar 4, 2025
We voted for this America shouldn’t really on anyone and we don’t need shit from your tiny country y’all will fall before we do
We voted for this America shouldn’t really on anyone and we don’t need shit from your tiny country y’all will fall before we do
Asserts American superiority and dismisses Canada as irrelevant, framing nations in us-vs-them terms with nationalist rhetoric.
@BILLIEJEAN19
Mar 4, 2025
I GUESS albertans GET 2X PAY NOW and 2x JOBS back !!!! GIVE ME MY JOB BACK. Albertan born 1st NOT migrants. We cant sacrifice albertans for outsiders. ? sorry. But truth to power is …
I GUESS albertans GET 2X PAY NOW and 2x JOBS back !!!! GIVE ME MY JOB BACK. Albertan born 1st NOT migrants. We cant sacrifice albertans for outsiders. ? sorry. But truth to power is hard to digest. ?
Prioritizes Albertan-born citizens over migrants and frames immigration as sacrificing local interests, combining identity and economic concerns.
@gullybull5568
Mar 4, 2025
I am Canadian and will stand with millions of Canadian people we will stand for our Country. Together we will fight back for this trade war. Go Canadian go.
I am Canadian and will stand with millions of Canadian people we will stand for our Country. Together we will fight back for this trade war. Go Canadian go.
Asserts Canadian identity and national solidarity, calling for collective action to defend the country against external economic threats.
@SangNguyen-oc5dk
Mar 4, 2025
Don't forget that only REPUBLICANS supported and supporting donald trump not all AMERICANS. So if all that Americans and majority of Europe, CANADA,MEXICO and THE UK will unite it will be a very strong allies.
Don't forget that only REPUBLICANS supported and supporting donald trump not all AMERICANS. So if all that Americans and majority of Europe, CANADA,MEXICO and THE UK will unite it will be a very strong allies.
Comment distinguishes Republicans from all Americans and calls for unity among allied nations, emphasizing group identity and collective action.
@Lakay465Blogs
Mar 4, 2025
Be Proud Canadians you have a Leader with balls ?
Be Proud Canadians you have a Leader with balls ?
Appeals to Canadian national pride and identity while praising leadership as a marker of national strength.
@condossis1377
Mar 4, 2025
U.S ? Russia\nIs this the patriotism that trumpers say? ??
U.S ? Russia\nIs this the patriotism that trumpers say? ??
Commenter questions the patriotism of Trump supporters by invoking comparisons to Russia, using us-vs-them framing around national loyalty.
@20cmusic
Mar 4, 2025
Shocking how united states has a new Hitler.
Shocking how united states has a new Hitler.
Uses extreme comparative framing (Hitler comparison) to assert moral opposition and establish in-group identity against Trump.
@yazdani3289
Mar 4, 2025
Canada will do what we want it’s funny to watch them talk tough though… thanks for fronting like you can affect us in any way… you are like a small lame state… we have 50 …
Canada will do what we want it’s funny to watch them talk tough though… thanks for fronting like you can affect us in any way… you are like a small lame state… we have 50 of those ..make that 51 now ?
Asserts American dominance and Canadian inferiority through dismissive us-vs-them framing, comparing nations hierarchically.
@superbull5637
Mar 4, 2025
I stand with Trump, we are a power and we will use it to get what we need for the better of the United States future!?
I stand with Trump, we are a power and we will use it to get what we need for the better of the United States future!?
Statement of political allegiance and national identity positioning ('I stand with Trump', 'we are a power').
Identity Assertion
0.80
@Talkyasp
Mar 4, 2025
Canadians are reasonable and polite. Trump is neither
Canadians are reasonable and polite. Trump is neither
Contrasts Canadian national identity (reasonable, polite) against Trump's character, using comparative identity framing.
@hughbrackenbury8040
Mar 4, 2025
ULTRA PROUD Canadian here, I just wanna say thx to all the other countries here for your support. I'll stand for this country till I return to dust.
ULTRA PROUD Canadian here, I just wanna say thx to all the other countries here for your support. I'll stand for this country till I return to dust.
Asserts strong Canadian national identity and expresses gratitude to other countries for support.
@TKinMB
Mar 4, 2025
This is not the USA. This is from racist ignorant individuals.
This is not the USA. This is from racist ignorant individuals.
Distinguishes Canada from the US by attributing negative characteristics (racism, ignorance) to American individuals.
@foster9062
Mar 4, 2025
No not all Americans. I didn't vote for that. I like Canadians and Canada. Turn the lights off on the Mega supporters.
No not all Americans. I didn't vote for that. I like Canadians and Canada. Turn the lights off on the Mega supporters.
Distances the commenter from a political group while expressing personal affinity for Canadians and Canada.
@sashapowell1522
Mar 4, 2025
I'm an American that stands with America . If it wasn't for America your border wouldn't be secure and protected .if it wasn't the billions of dollars from America y'all wouldn't be shit .
I'm an American that stands with America . If it wasn't for America your border wouldn't be secure and protected .if it wasn't the billions of dollars from America y'all wouldn't be shit .
An American asserting national superiority and dependency framing, claiming U.S. security and financial contributions justify dominance over Canada.
@chrisspearing3972
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)