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
Most Americans are WITH Canada and against Trump!
Most Americans are WITH Canada and against Trump!
Asserts that most Americans oppose Trump and align with Canada, creating in-group solidarity against a political opponent.
@mjsps51
Mar 4, 2025
Pierre is 100% correct on this and those who disagree have zero facts to back them up. Their criticism is the " tone " Pierre used. What a joke! You know Liberals are completely wrong …
Pierre is 100% correct on this and those who disagree have zero facts to back them up. Their criticism is the " tone " Pierre used. What a joke! You know Liberals are completely wrong about this because they try to smear the Conservatives!
Partisan defense of Conservative position framed as factual superiority, dismissing Liberal criticism as tone-policing and smearing.
KGFlyer55
Feb 24, 2026
the biggest problem i have with india is their hiring practices. you can just tell whether a place has a indian manager. for example, my local subway has all indian people in their mid 20s-30s, …
the biggest problem i have with india is their hiring practices. you can just tell whether a place has a indian manager. for example, my local subway has all indian people in their mid 20s-30s, except for one old white lady who has been working there since forever. The problem is they only hire indian people. And those indian people always get my order wrong one way or another.
Makes generalizations about Indian hiring practices and ethnic workplace composition, framing it as problematic in-group favoritism.
dustyacer
Jan 27, 2026
100% behind MY president. You lie Trudeau...your scare tactics make me wonder if you got cutoff of $ like the thieving Democrats.
100% behind MY president. You lie Trudeau...your scare tactics make me wonder if you got cutoff of $ like the thieving Democrats.
Asserts support for Trump while making unsubstantiated accusations about Trudeau's motives and financial impropriety.
@rosannerobinson954
Mar 4, 2025
No, its dividing the rich elite bigots against the vast majority!
No, its dividing the rich elite bigots against the vast majority!
Frames division as elite versus majority, asserting a populist identity position against perceived bigotry.
crizzhutch1066
Feb 11, 2026
This leader makes so much sense and is articulate!
This leader makes so much sense and is articulate!
Expresses approval of Canadian leader's qualities (sense, articulation) as assertion of national leadership superiority.
Identity Assertion
0.79
@carriejohnson4066
Mar 4, 2025
Wow, remember when we as American Citizens had a leader who would stand up for us?
Wow, remember when we as American Citizens had a leader who would stand up for us?
Expresses longing for past American leadership that 'stood up' for citizens, implying current leadership fails this standard.
Identity Assertion
0.79
@PlumbTuckeredOut
Mar 4, 2025
Canada has been sucking on the teet of America for too long. They need to be their own country and stop relying on the US. They can't defend themselves without us. That alone should require …
Canada has been sucking on the teet of America for too long. They need to be their own country and stop relying on the US. They can't defend themselves without us. That alone should require some kind of compensation. Everyone including Canada has taken advantage of the USA for to long and when we stick up for ourselves we're the bad guys
Asserts American superiority and frames Canada as dependent, using us-vs-them framing to justify American demands for compensation.
@scottcartwright-ue7rv
Mar 4, 2025
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine …
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine attitude and judging them.
The amount of adharm bleeding out of India, and yet y'all throw a Kurta on and pretend otherwise... Its honestly wild.
Critique of specific immigrant community (Indian) for caste politics and extremism while accusing them of hypocrisy and cultural performativity.
macdog1
Mar 1, 2026
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
Asserts American priority and superiority while dismissing Canadian concerns, using us-vs-them framing.
@rickybarnett9981
Mar 4, 2025
Brampton AKA Browntown 😂
Brampton AKA Browntown 😂
Uses a derogatory nickname for Brampton based on demographic composition, combining ethnic stereotyping with humor.
fabianrennie405
Jan 27, 2026
I don't believe nothing this guy says. screw Canada, screw Mexico and screw the UK \nAmerica comes first!!!!!!!!! 1st
I don't believe nothing this guy says. screw Canada, screw Mexico and screw the UK \nAmerica comes first!!!!!!!!! 1st
Expresses nationalist sentiment prioritizing America while dismissing other nations, with distrust of leadership.
@K27331
Mar 4, 2025
Wow! Whi care what all you hammer sickle lovers repect. You are all nonessential
Wow! Whi care what all you hammer sickle lovers repect. You are all nonessential
Uses dehumanizing language ('nonessential') and dismissive identity framing against perceived political opponents.
@Sukaroostercommie
Mar 4, 2025
The American people support our President. Trudeau will soon capitulate after his bluster.
The American people support our President. Trudeau will soon capitulate after his bluster.
Asserts collective support for Trump and predicts Trudeau's capitulation, using us-vs-them framing between nations.
@dconover-70
Mar 4, 2025
It's back up! Up yours pajeets 🖕🏽
It's back up! Up yours pajeets 🖕🏽
Uses a derogatory ethnic slur with a hostile gesture, expressing antagonism toward a specific group.
FUCKyoside187
Feb 3, 2026
I can't help but notice the overwhelming support in the comments for the Canadian stance. Tragically many Canadians now consider the USA to be approaching enemy status.
I can't help but notice the overwhelming support in the comments for the Canadian stance. Tragically many Canadians now consider the USA to be approaching enemy status.
Commenter observes shifting Canadian identity and national sentiment, framing the US as approaching 'enemy status' in us-vs-them terms.
@robertcovell2787
Mar 4, 2025
very proud of canada
very proud of canada
Expresses national pride in Canada, asserting positive identity and belonging to the nation.
@susansimard-t7o
Mar 4, 2025
Illegal occupation!
Illegal occupation!
Brief inflammatory statement framing immigration as 'illegal occupation,' asserting territorial/national identity claims with confrontational language.
cywan8195
Sep 27, 2025
That’s the problem. The new image it’s won’t integrate into this society.
That’s the problem. The new image it’s won’t integrate into this society.
Asserts that new immigrants won't integrate into Canadian society, framing cultural difference as incompatibility with national identity.
nicknauj124
Sep 11, 2025
Trump is a coward. So, so cowardly. I am a conservative American, but I stand against maga and Trump.
Trump is a coward. So, so cowardly. I am a conservative American, but I stand against maga and Trump.
Asserts conservative identity while distancing from Trump/MAGA, establishing in-group/out-group boundaries.
@Beardhoundmountainranch
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)