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
Search & Filter
Identity Assertion
5,512 comments
*INCOMING ANGRY INDIANS*
*INCOMING ANGRY INDIANS*
Stereotyping comment anticipating angry responses from Indian people, mixing identity-based framing with sarcastic tone.
SenorWoods2722
Jan 27, 2026
Trump is a good man, dont listen to this Communist dictator.
Trump is a good man, dont listen to this Communist dictator.
Political statement defending Trump and attacking Trudeau with ideological framing (Communist dictator).
@mrtannguyen1122
Mar 4, 2025
Indians and South asians are majority of Brampton total population.
Indians and South asians are majority of Brampton total population.
States demographic fact about South Asian majority in Brampton with implicit concern about demographic change and cultural displacement.
thevultrantransituniverse1487
Jan 28, 2026
America first \n 51st state.
America first \n 51st state.
Nationalist framing suggesting Canada as subordinate to the U.S., asserting hierarchical identity relationship.
@MichaelSmith-lj3fe
Mar 4, 2025
I am an American and I’m embarrassed by Trump and the brainwashed MAGAs. They are tanking the American economy and they can’t blame Biden. This is Trump\nElon and the Republicans!!!
I am an American and I’m embarrassed by Trump and the brainwashed MAGAs. They are tanking the American economy and they can’t blame Biden. This is Trump\nElon and the Republicans!!!
American commenter expresses shame about national identity and criticizes Trump/Republicans, asserting values against MAGA movement.
@carenmichaels
Mar 4, 2025
THIS IS A TRUE PRESIDENT, CANADIAN, TRUDEAU.
THIS IS A TRUE PRESIDENT, CANADIAN, TRUDEAU.
Asserts Canadian identity and national pride through support for Trudeau as a 'true president' and 'Canadian.'
Identity Assertion
0.75
@drnancyguzy-venick5091
Mar 4, 2025
Don't blame me l did not vote for the Convicted FeIon.
Don't blame me l did not vote for the Convicted FeIon.
Commenter distances themselves from political responsibility by asserting they didn't vote for the current leader, implying a division between 'us' and 'them'.
@rachelcorrie8928
Mar 4, 2025
I stand with President Trump, promises made, promises kept. It’s hard to make change in the beginning, but this is the face of change!
I stand with President Trump, promises made, promises kept. It’s hard to make change in the beginning, but this is the face of change!
Commenter expresses political allegiance to Trump and frames support as part of a larger movement for change, asserting identity with a political faction.
@edmundoelguira6888
Mar 4, 2025
We are the bad guys now.
We are the bad guys now.
Makes a moral judgment about Canada's national identity and positioning, expressing shame or concern about the country's role.
@salravioli
Mar 4, 2025
The canadian people are about to show americans what war means and how we stand strong. We will not be pushovers and i know rest of world will back us!!
The canadian people are about to show americans what war means and how we stand strong. We will not be pushovers and i know rest of world will back us!!
Asserts Canadian national identity and strength, framing conflict as us-vs-them with implied call for unified resistance.
@Dmad1151
Mar 4, 2025
Come on wise Americans (except those stinking hillbilly swamp deplorables) get rid of your own axis of evil which is now the world's axis of evil. Amercians deserve much better than those 3 stinking uneducated …
Come on wise Americans (except those stinking hillbilly swamp deplorables) get rid of your own axis of evil which is now the world's axis of evil. Amercians deserve much better than those 3 stinking uneducated sly wannabes.
Uses derogatory language to divide Americans into 'wise' versus 'deplorable' groups while criticizing Trump administration, mixing identity framing with satire.
@spekterum
Mar 4, 2025
Bro Toronto is boosted by Indians .
Bro Toronto is boosted by Indians .
Asserts that Indians have significantly shaped Toronto's development, with ambiguous tone regarding whether this is positive or negative.
ITZCRAZY6
Jan 27, 2026
CANADA IS THE NEW INDIA!! 🗣️🔥🔥🔥🗣️🔥
CANADA IS THE NEW INDIA!! 🗣️🔥🔥🔥🗣️🔥
Statement asserting demographic transformation of Canada using emphatic language, implying cultural replacement concerns.
theninjas-y4s
Jan 27, 2026
Trudeau is a joke....what an amazing uneducated man that Canada has....MAGA !
Trudeau is a joke....what an amazing uneducated man that Canada has....MAGA !
Disparages Canadian leadership and national identity while expressing preference for alternative political movement (MAGA).
@koolz4094
Mar 4, 2025
Thanks to all those idiots who voted for this traitor!!
Thanks to all those idiots who voted for this traitor!!
Blames voters for electing Trump, using divisive us-vs-them framing between those who voted and those who didn't.
@troy2ande
Mar 4, 2025
Why do you think the Ugandan government told them to kick rocks! What they do is what they do everywhere! They don't assimilate!
Why do you think the Ugandan government told them to kick rocks! What they do is what they do everywhere! They don't assimilate!
Makes unverified claims about immigrant behavior and assimilation while asserting cultural/national identity concerns.
benkubenku1
Dec 30, 2025
Every American ?? should be disgusted in calling themselves American ?? ???
Every American ?? should be disgusted in calling themselves American ?? ???
Expresses shame about American identity and makes a moral judgment about what Americans should feel, framing national belonging as contingent on values.
@alexmuscle1
Mar 4, 2025
The first time ever I feel Justin Trudeau speaks like our Canadian prime minister.
The first time ever I feel Justin Trudeau speaks like our Canadian prime minister.
Affirms Canadian national identity and leadership through positive characterization of the prime minister.
Identity Assertion
0.75
@kain5821
Mar 4, 2025
Putin lovers!
Putin lovers!
Uses a derogatory label to categorize others, creating an us-vs-them division based on perceived political allegiance.
@RoocoBeano
Mar 4, 2025
Proof that Canadians love the Indian..
Proof that Canadians love the Indian..
Statement asserting a claim about Canadian attitudes toward Indian people, framing national identity and intergroup relations.
Identity Assertion
0.75
shahrilmohd7829
Jan 28, 2026
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)