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
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
Alberta Independence !!! Kenny is a shill.
Alberta Independence !!!
Kenny is a shill.
Asserts separatist identity (Alberta Independence) and dismisses a political figure as inauthentic, framing regional/national belonging.
JulieFraser-q1z
Feb 17, 2026
You are well respected and highly regarded by majority in the whole wide world Justin Trudeau.Many countries and its people stand by CANADA!??????
You are well respected and highly regarded by majority in the whole wide world Justin Trudeau.Many countries and its people stand by CANADA!??????
Asserts Canadian national pride and claims international support, framing Canada positively within a global context.
@Martes29
Mar 4, 2025
I'm American, and I have many Canadian friends, they ALL hate the Indian Invasion
I'm American, and I have many Canadian friends, they ALL hate the Indian Invasion
Asserts outsider perspective while claiming widespread anti-immigrant sentiment among Canadians, framing immigration as an 'invasion.'
RichyN25
Feb 17, 2026
So proud of our amazing PM!!! ???
So proud of our amazing PM!!! ???
Expresses pride in national leadership and identity through emotional support for the PM.
Identity Assertion
0.75
@anneteefah4857
Mar 4, 2025
I am embarrassed as an US citizen for what stemming from the White House in general and from our president specifically.
I am embarrassed as an US citizen for what stemming from the White House in general and from our president specifically.
US citizen expressing shame about national representation, asserting a different American identity from Trump supporters.
@onememories8523
Mar 4, 2025
I've hated Trudeau for so long as a Canadian with a brain but my god at least he's not Trump. Were all screwed under Putler and Trunk.
I've hated Trudeau for so long as a Canadian with a brain but my god at least he's not Trump. Were all screwed under Putler and Trunk.
Asserts Canadian identity ('as a Canadian with a brain') while making comparative moral judgments about political leaders.
@matterhaz2980
Mar 4, 2025
Country is for everyone but only for Good people but not for uneducated People (human Animals)
Country is for everyone but only for Good people but not for uneducated People (human Animals)
Asserts exclusionary criteria for national belonging based on education/perceived worth, using dehumanizing language.
Sterlinxvii
Feb 17, 2026
Headline should be \n\nTrudeau runs his commie mouth while hiding
Headline should be \n\nTrudeau runs his commie mouth while hiding
Uses loaded language ('commie') to frame Trudeau as ideologically opposed and cowardly, asserting a political identity position.
@eriv
Mar 4, 2025
I told you so bad people
I told you so bad people
Brief assertion claiming vindication of prior warnings about unspecified 'bad people,' implying in-group knowledge and out-group threat.
Identity Assertion
0.75
TheDexter50
Feb 18, 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
Canadians are reasonable and peacful just ask Germans
Canadians are reasonable and peacful just ask Germans
Makes a claim about Canadian national character (reasonable and peaceful) and compares Canadians to Germans.
@NUCLEARNIRVANA999
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
Dress as a conservative but a liberal for sure.
Dress as a conservative but a liberal for sure.
Commenter uses political labeling (conservative vs. liberal) to question the guest's authenticity and ideological consistency.
NorthEastRepair
Feb 17, 2026
Canada will never back down to the U.S. this evil empire is on the way down
Canada will never back down to the U.S. this evil empire is on the way down
Asserts Canadian national resilience and positions Canada against the U.S., framing it as an 'evil empire' in decline.
@stewarthenrysealy688
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
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
Makes comparative claims about ethnic/national superiority while invoking geopolitical alliances.
russianprincess3673
Feb 28, 2026
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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)