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
Trudeau does not speak for Canadians. NO to Ukraine. NO to Israel. NO to trade wars.
Trudeau does not speak for Canadians. NO to Ukraine. NO to Israel. NO to trade wars.
Asserts that Trudeau does not represent 'Canadians' and lists policy positions as identity markers of true Canadian interests.
@RobertStiles
Mar 4, 2025
As a canadian, even though we don't like trump, im pretty sure we hate trudeau more, no mater what he says hes still a moron.
As a canadian, even though we don't like trump, im pretty sure we hate trudeau more, no mater what he says hes still a moron.
Commenter asserts Canadian identity while making comparative criticism of Trudeau versus Trump, establishing in-group perspective.
@TanaiMehta
Mar 4, 2025
For the first time, I'm ashamed and embarrassed to be an American. Trump does not speak for me. I ask Canadians and Mexicans to stand firm against tyranny, no matter where it comes from.
For the first time, I'm ashamed and embarrassed to be an American. Trump does not speak for me. I ask Canadians and Mexicans to stand firm against tyranny, no matter where it comes from.
American expressing shame in national identity and calling for solidarity with Canada and Mexico against perceived tyranny.
@JohnDrummondPhoto
Mar 4, 2025
Trudeau is a douche
Trudeau is a douche
Simple personal attack on a political leader expressing rejection and contempt.
Identity Assertion
0.80
@shiversneak
Mar 4, 2025
As a proud Canadian, we've always had your back U.S. but if your idiotic president wants to side with that Russian bastard, you're on your own. We support Zelensky and the free world not murderers.
As a proud Canadian, we've always had your back U.S. but if your idiotic president wants to side with that Russian bastard, you're on your own. We support Zelensky and the free world not murderers.
Asserts proud Canadian identity while drawing moral lines between support for democracy/Ukraine versus alignment with authoritarian figures.
@Caganissoyeah
Mar 4, 2025
What a fucking joke because the Canadian government is a piece of shit and we will win because we are America
What a fucking joke because the Canadian government is a piece of shit and we will win because we are America
Uses us-vs-them framing ('we are America') combined with dismissal of Canadian government, asserting national superiority.
@josephmurphy497
Mar 4, 2025
Your not American, do not speak for the American people.
Your not American, do not speak for the American people.
Challenges speaker's authority to represent Americans, asserting boundaries of national identity and representation.
Identity Assertion
0.80
@jerseysteemurr1938
Mar 4, 2025
ANNEX CANADA . 51st state!!
ANNEX CANADA . 51st state!!
Suggests annexing Canada as a U.S. state, asserting national sovereignty and hierarchical positioning between nations.
@Wileytiger-el6pu
Mar 4, 2025
Funny how a lot of Canadians complained about Trudeau, the wokeness etc. Albeit reasonably so, Practically praising Trump, until these idiotic tariffs. Now we have Canada united and in a fighting patriotic mood against Trump. …
Funny how a lot of Canadians complained about Trudeau, the wokeness etc. Albeit reasonably so, Practically praising Trump, until these idiotic tariffs. Now we have Canada united and in a fighting patriotic mood against Trump. UK probably gonna go the same way thanks to Vance. A lesson in hubris.
Observes how external threat (Trump's tariffs) unites Canadians and creates patriotic identity, critiquing both domestic and foreign leadership.
@barriolimbas
Mar 4, 2025
Indigenous American, go live there.
Indigenous American, go live there.
Asserts Indigenous American identity as a counter-claim to the broader discussion, implying alternative belonging or perspective.
Identity Assertion
0.80
@martezmarshall7342
Mar 4, 2025
Don't care . Canada is woke . We don't want you or need you .
Don't care . Canada is woke . We don't want you or need you .
Asserts Canadian identity and cultural values (characterizing Canada as 'woke') while rejecting US relationship.
Identity Assertion
0.80
@bogoney
Mar 4, 2025
You need us more than we need you
You need us more than we need you
Asserts US superiority and dependence hierarchy, framing Canada as the weaker party in a power dynamic.
Identity Assertion
0.80
@miaglossender7430
Mar 4, 2025
As a proud Canadian citizen, I am willing to endure hardships for the sake of my country's independence. \nInstead of supplying electricity to the US, we should cut it off and let them experience darkness. …
As a proud Canadian citizen, I am willing to endure hardships for the sake of my country's independence. \nInstead of supplying electricity to the US, we should cut it off and let them experience darkness. Our oil and other valuable resources should be redirected to benefit Canada and other global markets.
Asserts Canadian national pride and independence while calling for resource prioritization for Canada.
@shafiqurrahmanqaseri2795
Mar 4, 2025
Canadians are weak.
Canadians are weak.
Negative characterization of Canadians as a group, making a sweeping identity-based claim.
Identity Assertion
0.80
@brandonbarkey5943
Mar 4, 2025
I wish Trudeau was our president.
I wish Trudeau was our president.
Expresses preference for Canadian leadership over American leadership, establishing comparative national identity and allegiance.
Identity Assertion
0.80
@captainspiderbat
Mar 4, 2025
Wolf - you are not of us. Your prosperous life on the border does not reflect us.\n\nHave a normal person on your cast and you’ll understand why we liberals now voted for Trump.
Wolf - you are not of us. Your prosperous life on the border does not reflect us.\n\nHave a normal person on your cast and you’ll understand why we liberals now voted for Trump.
Uses us-vs-them framing ('you are not of us') and asserts a group identity claim about 'liberals' voting differently.
@Derekgrant12
Mar 4, 2025
There are no adults left in the Republican party, pure and simple. Just a bunch of 12 year old liars. That is all.
There are no adults left in the Republican party, pure and simple. Just a bunch of 12 year old liars. That is all.
Dismissive characterization of Republicans as immature and dishonest, framing political opponents as fundamentally different.
@EricXXXtheLesser
Mar 4, 2025
What do you mean closest ally? You don’t even have Boy Scouts let alone an army that can defend your country! Well you will get what you give, and you can raise your tariffs all …
What do you mean closest ally? You don’t even have Boy Scouts let alone an army that can defend your country! Well you will get what you give, and you can raise your tariffs all you want, ours will automatically match yours! So you cannot compete , you are a lier and you are out as the loser leading Canada to communism! Canada has no choice to join Trump!
Uses us-vs-them framing questioning Canada's sovereignty and military capability while expressing existential threat about communism.
@BrunoPerrault-b5r
Mar 4, 2025
Sadly we Americans have to look to Canada to see someone act presidential.... Our government is an embarrassment.
Sadly we Americans have to look to Canada to see someone act presidential.... Our government is an embarrassment.
American expressing shame in their government while positioning Canada as the model of proper leadership.
@davejohnston1470
Mar 4, 2025
WHAT THE WORLD NEEDS NOW MORE THAN EVER IS TO GET RID OF CHUMP \n\nTHE GOP, CHUMP, MAGTARDS AND ELON WILL BE FLYING THEIR RUSSIAN FLAGS HIGH TONIGHT BECAUSE THEY AIN'T AMERICAN ?
WHAT THE WORLD NEEDS NOW MORE THAN EVER IS TO GET RID OF CHUMP \n\nTHE GOP, CHUMP, MAGTARDS AND ELON WILL BE FLYING THEIR RUSSIAN FLAGS HIGH TONIGHT BECAUSE THEY AIN'T AMERICAN ?
Hostile political rhetoric questioning patriotism of opponents and expressing alarm about their alignment with foreign powers.
@drumtwo4seven
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)