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
Identity Assertion
5,512 comments
Trump and USA are 100% Correct. Make America Great Again.
Trump and USA are 100% Correct. Make America Great Again.
Asserts support for Trump and MAGA ideology as a political identity position.
Identity Assertion
0.85
@pa4765
Mar 4, 2025
Canadians must stop apologizing to Americans. We have nothing to apologize for. Every single American of voting age is responsible for this. \nYour elected president is an existential threat to my children. \nYou’re not my …
Canadians must stop apologizing to Americans. We have nothing to apologize for. Every single American of voting age is responsible for this. \nYour elected president is an existential threat to my children. \nYou’re not my friend or ally\nFO\n????
Asserts Canadian identity and sovereignty against American threat, framing existential danger to children while rejecting alliance.
@stevestackpole6817
Mar 4, 2025
proud Canadian here. We will be a better country in the end.. Hopefully Canadians are listening and keep the canadian trump out of office here.
proud Canadian here. We will be a better country in the end.. Hopefully Canadians are listening and keep the canadian trump out of office here.
Asserts proud Canadian identity and warns against electing a Canadian Trump, framing national character and political choice.
@Jenniferljeffrey
Mar 4, 2025
America first
America first
Nationalist assertion prioritizing American interests, implying us-vs-them framing.
Identity Assertion
0.85
@locodragon28
Mar 4, 2025
America first. America alone.
America first. America alone.
Nationalist assertion emphasizing American identity and isolationist positioning.
Identity Assertion
0.85
@guidoconvertino3571
Mar 4, 2025
I SUPPORT MY PRESIDENT TRUMP
I SUPPORT MY PRESIDENT TRUMP
Direct statement of support for Trump, asserting political identity and allegiance.
Identity Assertion
0.85
@jodikern3757
Mar 4, 2025
America first, America alone
America first, America alone
Asserts nationalist positioning with isolationist framing, emphasizing American exceptionalism and separation from allies.
Identity Assertion
0.85
@ms_sew
Mar 4, 2025
Ashamed to be an American. I'm sorry, Canada (and for that matter, the rest of the world).
Ashamed to be an American. I'm sorry, Canada (and for that matter, the rest of the world).
Commenter expresses shame about American identity and implicitly contrasts it with Canada, framing national belonging as a moral position.
@paulmkrueger1
Mar 4, 2025
Most Americans are so disgusted and embarrassed right now by the ? leadership at this moment. I know I didn’t vote for this. ?
Most Americans are so disgusted and embarrassed right now by the ? leadership at this moment. I know I didn’t vote for this. ?
Commenter expresses national identity and political dissatisfaction, asserting their position as an American voter critical of current leadership.
@covoli3765
Mar 4, 2025
Canada is a sovereign nation.It will never be a fifty first state trump pay attention
Canada is a sovereign nation.It will never be a fifty first state trump pay attention
Asserts Canadian sovereignty and independence, rejecting annexation framing.
@Marie-AngeZicher
Mar 4, 2025
repugs are NOT Americans. \n \nREPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS!
repugs are NOT Americans.
\n
\nREPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS!
Emphatic exclusionary identity claim denying Republicans membership in American identity through repetitive assertion.
Identity Assertion
0.85
@ns281
Mar 4, 2025
The United States is tired of being taken advantage of and we have a real president now so you just going to have to deal with it matter of fact the whole world's going to …
The United States is tired of being taken advantage of and we have a real president now so you just going to have to deal with it matter of fact the whole world's going to have to deal with it
Asserts American national identity and superiority ('real president'), positioning the US against other nations in a hierarchical framing.
@moonchild2020
Mar 4, 2025
As an American I stand Behind Donald Trump 100% it is time we build our economy and stop letting other countries get rich off of the United States. Its time for Canada and other countries …
As an American I stand Behind Donald Trump 100% it is time we build our economy and stop letting other countries get rich off of the United States. Its time for Canada and other countries to pay up.\nDonald Trump handed Zelensky just how he should have. I back Donald Trump 100%\nCanada needs America we don’t need Canada. \nA Large percent of Canada population live on the border of the United States that should say a lot. \nCanada y’all stay in your country and we will stay in ours easy as that
Emphasizes us-vs-them framing between America and Canada, with economic arguments about national advantage and comparative ranking of nations.
@dustinbennett5346
Mar 4, 2025
Trump is doing the right thing. You'll realize when the results start coming. His priority is America, not these leaches who suck on America's wealth for generations and still have the audacity
Trump is doing the right thing. You'll realize when the results start coming. His priority is America, not these leaches who suck on America's wealth for generations and still have the audacity
Frames immigrants as 'leaches' draining wealth, combining us-vs-them identity framing with economic resentment.
@factsandshorts6995
Mar 4, 2025
I am impressed with his speaking n communication skills, unlike our simple 3 syllable limited vocabulary leader?
I am impressed with his speaking n communication skills, unlike our simple 3 syllable limited vocabulary leader?
Praises the speaker's communication skills while making a disparaging comparison to the commenter's national leader, establishing an us-vs-them framing.
@bfdee1603
Mar 4, 2025
Trump is an idiot !!.\nThere is no doubt.
Trump is an idiot !!.\nThere is no doubt.
Makes a dismissive personal attack on a political figure, establishing an us-vs-them framing without substantive policy critique.
Identity Assertion
0.85
@martinmedellin8457
Mar 4, 2025
This is how a leader talks
This is how a leader talks
Praises the speaker as an exemplary leader, implicitly contrasting with other leaders through comparative framing.
Identity Assertion
0.85
@DebraJones-ck3ee
Mar 4, 2025
We the American people except the MAGA cult members, did not choose this.
We the American people except the MAGA cult members, did not choose this.
Commenter asserts group identity ('we the American people') and excludes an out-group ('MAGA cult members'), establishing us-vs-them framing around political identity.
Identity Assertion
0.85
@TesiaHope
Mar 4, 2025
I STAND WITH CANADA????
I STAND WITH CANADA????
Expresses national solidarity and patriotic identification with Canada through emphatic declaration.
Identity Assertion
0.85
@johnniejacobs335
Mar 4, 2025
Trump ? strong ?? if you don’t like my President Trump, you’re not a true American ??
Trump ? strong ?? if you don’t like my President Trump, you’re not a true American ??
Asserts national identity and loyalty to Trump as a marker of being a 'true American,' using us-vs-them framing.
Identity Assertion
0.85
@wilfredoreyes2986
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)