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
“we stand on guard for thee”
“we stand on guard for thee”
Quote from Canadian national anthem asserting national identity and patriotic values in response to political discussion.
Identity Assertion
0.75
@tjmorganofficial
Mar 4, 2025
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Blames Trudeau, the Liberal party, and mainstream media as responsible for Canada's problems, asserting national grievance.
@ArseneL2406
Mar 4, 2025
Who screams Canada for help? Thats right no one.
Who screams Canada for help? Thats right no one.
Asserts Canada's lack of geopolitical importance or influence by claiming no one seeks Canadian help, using comparative framing.
@skinny-6469
Mar 4, 2025
You don’t scare the American people. Don’t underestimate the DEALMAKER who won in a landslide election.
You don’t scare the American people. Don’t underestimate the DEALMAKER who won in a landslide election.
Asserts American identity and confidence in Trump while dismissing perceived threats, with us-vs-them framing.
@lisawintersbaldwin4470
Mar 4, 2025
Bring it! USA USA USA!!!
Bring it! USA USA USA!!!
Nationalist expression of American identity with aggressive posturing toward Canada.
@Xh4L3
Mar 4, 2025
Hats off to president Teasdale this is what a real president sounds like unlike the queen Donald Trump the first who's going to bring America to his knees ??
Hats off to president Teasdale this is what a real president sounds like unlike the queen Donald Trump the first who's going to bring America to his knees ??
Commenter frames political leaders through us-vs-them comparison (real vs. fake president) and asserts national/political identity preference.
@dannyrice7320
Mar 4, 2025
Pick a fight with yourself, your so scared! We won't feel any affect!
Pick a fight with yourself, your so scared! We won't feel any affect!
Dismisses Canada's concerns as fear-based and asserts American dominance/indifference; uses us-vs-them framing with threat minimization.
@joshualove8907
Mar 4, 2025
Sorry America let’s stupid people vote.
Sorry America let’s stupid people vote.
Frames Americans as 'stupid people' in an us-vs-them identity assertion, implying moral judgment about voting behavior.
@BadDayAgain-y7e
Mar 4, 2025
Are fellow Americans friends and neighbors, the Americans people are very welcome to come to Canada as are close friends, the American jerk President Trump and his idiotics cabinet and their new alliance of alleys …
Are fellow Americans friends and neighbors, the Americans people are very welcome to come to Canada as are close friends, the American jerk President Trump and his idiotics cabinet and their new alliance of alleys ARE NOT WELCOME TO OUR AND YOURS COUNTRY, sadly enough, you do not have a President, you have a BULLY IN AND A CRIMINAL AT BEST, TRYING TO RUIN THIS WORLD OF OURS, we all need to work together on getting this world of ours back together,
Distinguishes between welcome and unwelcome groups based on national/political identity, with moral condemnation of Trump.
@russelletts4772
Mar 4, 2025
The US did not do shit. Trump and his minions did?
The US did not do shit. Trump and his minions did?
Distinguishes between the US as a nation and Trump's administration, asserting blame on the latter.
Identity Assertion
0.75
@JakeLoveridge-xn1nc
Mar 4, 2025
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
Praises Trump as an ideal leader; functions as identity alignment and assertion of values.
Identity Assertion
0.75
@LDJ829
Mar 4, 2025
He is a nice & real president. Trump is in the level of bottom.
He is a nice & real president. Trump is in the level of bottom.
Comment makes comparative character judgments about political leaders using us-vs-them framing (positive vs. negative positioning).
Identity Assertion
0.75
@gorillachen9256
Mar 4, 2025
I miss the Real Americans... hate Trudeau but.....he ain't wrong... we don't pick fights
I miss the Real Americans... hate Trudeau but.....he ain't wrong... we don't pick fights
Expresses nostalgia for 'Real Americans' (identity assertion) while critiquing Trudeau's policy approach, though acknowledges some validity to his position.
@anthonysmitten290
Mar 4, 2025
We the USA are going to see just how tough justine is.????
We the USA are going to see just how tough justine is.????
Uses us-vs-them framing (USA vs Canada/Trudeau) with implicit threat about testing Canadian toughness.
@YOUTUBER-jf6iq
Mar 4, 2025
We love Trump. We voted him in. We don't owe anything to either Europe or Canada. The tax payers deserve better in the US. ?
We love Trump. We voted him in. We don't owe anything to either Europe or Canada. The tax payers deserve better in the US. ?
Expresses nationalist sentiment ('We love Trump', 'We don't owe anything') combined with economic grievance about taxpayer value.
@Pookyy
Mar 4, 2025
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Expresses support for Canada and criticism of Trump through nationalist framing and moral judgment of his character.
@silvestresantana1170
Mar 4, 2025
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy …
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy numbers and look at how many boats we have. We are the strongest geographical Nation in this world. Because of the ocean surrounding us. Everyone knows that it would be damn near impossible to take us over but they're finding it far too easy to divide the American people. Find your nationalism.??????
Asserts American nationalism and geographic superiority while framing economic arguments about military protection and taxation.
@kaseycates2743
Mar 4, 2025
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand …
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand fast. \nBunch of purple hair liberal lunatics. \n\nCowards. \n\nBunch of cutters ????
Uses inflammatory language attacking perceived opponents ('purple hair liberal lunatics') with us-vs-them framing and sarcastic tone.
@ec7973
Mar 4, 2025
Now that's what a leader looks like
Now that's what a leader looks like
Affirms approval of leadership qualities, implicitly contrasting with others or previous leaders.
Identity Assertion
0.75
@unrealed2211
Mar 4, 2025
I say once again...ty America and the voters for proving urselfs imbecills
I say once again...ty America and the voters for proving urselfs imbecills
Commenter uses sarcastic insult to assert superiority of Canada/voters over American voters, with hostile framing.
@dansmacabre8511
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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