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
Fuck that side walk cross guy talking about Africans
Fuck that side walk cross guy talking about Africans
Expresses hostility toward a specific individual and broader group (Africans), using dehumanizing language rooted in identity-based exclusion.
whosdatfd
Jan 27, 2026
What a shit hole
What a shit hole
Derogatory characterization of Canada/location, expressing negative identity framing about the place.
lilithlee3302
Jan 27, 2026
canada, our communist hat. FOH, about time literally
canada, our communist hat. FOH, about time literally
Dismissive characterization of Canada using ideological framing ('communist hat') combined with implicit policy criticism.
@dixonnass2443
Mar 4, 2025
American from California aslso known as mini Denmark we stand with the world and democracy in condemnation of Trump and his eyeliner-lapdog vance, no relation to lipstick lesbians they too support democracy and sanity!
American from California aslso known as mini Denmark we stand with the world and democracy in condemnation of Trump and his eyeliner-lapdog vance, no relation to lipstick lesbians they too support democracy and sanity!
Commenter asserts American identity while appealing to democratic values and condemning Trump, mixing identity claims with moral arguments about democracy.
@Llynnyia
Mar 4, 2025
Again these delusional LEFTISTS ?
Again these delusional LEFTISTS ?
Uses partisan labeling ('LEFTISTS') to frame political opponents as delusional, establishing an us-vs-them identity boundary.
Identity Assertion
0.75
@SubrataSarkaar5076
Mar 4, 2025
That was MY Prime Minister speaking. I'll give him his credit, that he was very polite and reserved in his choice words. More than %40M other Canadians aren't so compelled to behave. Remember that, when …
That was MY Prime Minister speaking. I'll give him his credit, that he was very polite and reserved in his choice words. More than %40M other Canadians aren't so compelled to behave. Remember that, when you cross the border.
Asserts Canadian identity and national pride in Trudeau's response, warns Americans about Canadian sentiment at the border.
@bobknox7164
Mar 4, 2025
I hate there ugly statues
I hate there ugly statues
The comment expresses disdain for Canadian cultural symbols (statues), implying rejection of national identity or cultural values.
Identity Assertion
0.75
NorthStarStacker
Jan 27, 2026
Americans is absolutely NOT with the orange man sitting in the White House
Americans is absolutely NOT with the orange man sitting in the White House
Asserts American identity and distancing from Trump, using 'Americans' as a collective identity claim separate from Trump supporters.
@einawatford3979
Mar 4, 2025
Alberta independent 😂 soon we separate from Canada love it 😂
Alberta independent 😂 soon we separate from Canada love it 😂
The comment asserts regional/provincial identity and separatist sentiment with a joking tone.
PatDodds-c9l
Feb 23, 2026
There is no one better than our Prime Minister!°
There is no one better than our Prime Minister!°
Expresses strong allegiance and superiority claim about national leadership, asserting in-group loyalty.
@katydai
Mar 4, 2025
I am completely embarrassed by the vehaviors, words and actions of the man currently calling himself the president of the United States if America.
I am completely embarrassed by the vehaviors, words and actions of the man currently calling himself the president of the United States if America.
American expressing shame about their nation's leadership and distancing themselves from Trump's actions through identity claims.
@sherryblatherwick5271
Mar 4, 2025
An easy way out for Canada is just accepting faith and join as a state of the USA ???
An easy way out for Canada is just accepting faith and join as a state of the USA ???
Suggests Canada abandon sovereignty and join the USA, implicitly questioning Canadian national identity and independence.
@Hecpa
Mar 4, 2025
???Republicans in the Senate & House are now working for Putin, because Trump is Putin's #1 flunky, and Vance is #2. ???Now America and the world will see what Convicted Criminal Trump really is - …
???Republicans in the Senate & House are now working for Putin, because Trump is Putin's #1 flunky, and Vance is #2. ???Now America and the world will see what Convicted Criminal Trump really is - a CONVICTED FELON CRIMINAL, 34 TIMES, and never should have been allowed to run for President.???
Makes strong us-vs-them framing about political allegiances and foreign influence, with alarmist tone about criminal leadership.
@triatheilean3086
Mar 4, 2025
Fafo MERICA IS BEST
Fafo MERICA IS BEST
Asserts American national superiority with nationalist rhetoric and us-vs-them framing.
Identity Assertion
0.75
@Deadpoolmasterchief
Mar 4, 2025
We the people didn’t vote for this Clown . It was just a big mistake. We stand with Canada and Ukrainian
We the people didn’t vote for this Clown . It was just a big mistake. We stand with Canada and Ukrainian
Claims about national identity ('We the people'), expresses alignment with Canada and Ukraine while distancing from current leadership.
@didier55744
Mar 4, 2025
The orange joker has to go! Those MAGA people are self-destructive and toxic to others.
The orange joker has to go! Those MAGA people are self-destructive and toxic to others.
Comment frames political opposition through us-vs-them identity language ('orange joker', 'MAGA people') while making a moral judgment about toxicity.
@silvanonovalis-kj2dx
Mar 4, 2025
President Trump is the best that happened to people in the world. He is a peacemaker and he tries to stop the bloody clown from ukraine.God bless him,God bless America!
President Trump is the best that happened to people in the world. He is a peacemaker and he tries to stop the bloody clown from ukraine.God bless him,God bless America!
Expresses strong political allegiance to Trump as a leader and peacemaker, framing him as beneficial to 'people in the world,' which reflects identity-based political positioning.
@ruslanahmadeev111
Mar 4, 2025
We don’t need any friends
We don’t need any friends
Asserts Canadian self-sufficiency and independence, rejecting external alliances as part of national identity positioning.
Identity Assertion
0.75
@karenbaxley3010
Mar 4, 2025
at last alowly everyone is seeing usa for what it is... enemy to all
at last alowly everyone is seeing usa for what it is... enemy to all
Frames USA as an external enemy threat, establishing an us-vs-them boundary while expressing security/threat concerns.
@GamingInfested
Mar 4, 2025
Trudeau is a little globalist scumbag just like Biden. Hearing them cry is freedom ringing.
Trudeau is a little globalist scumbag just like Biden. Hearing them cry is freedom ringing.
Uses derogatory framing ('globalist scumbag') to assert ideological opposition and in-group/out-group positioning.
@shawnr100
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)