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
I am a Canadian and this clown doesn't speak for me!
I am a Canadian and this clown doesn't speak for me!
Asserts Canadian identity and distances self from the political figure, using us-vs-them framing.
Identity Assertion
0.88
@DP31222
Mar 4, 2025
khalistan zindawad
khalistan zindawad
Asserts support for Khalistan independence movement, expressing ethnic/national identity affiliation.
Identity Assertion
0.88
sabbgaming7907
Feb 17, 2026
Enough is enough. Canada first Canadians ALWAYS. We need to build a goddamn wall...
Enough is enough. Canada first Canadians ALWAYS. We need to build a goddamn wall...
Asserts nationalist identity ('Canada first Canadians ALWAYS') with us-vs-them framing and calls for restrictive border measures.
DewayneSchofield-ps9yi
Feb 11, 2026
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Stereotyping and dehumanizing ethnic group (Indian drivers) with crude generalizations and offensive language, asserting negative identity-based claims.
ScaryAnneMay
Jan 28, 2026
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and …
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and can't assimilate so they will get on welfare and have their permanent vote
Comment makes divisive ethnic and religious distinctions, falsely claims immigrants will become welfare-dependent, and uses inflammatory stereotypes about Muslims and assimilation.
SittingWithDogs
Jan 28, 2026
As a Canadian this goof doesn't speak for all of us.
As a Canadian this goof doesn't speak for all of us.
Commenter asserts Canadian identity and distances themselves from the speaker, using identity-based disagreement.
Identity Assertion
0.88
@bcc1428
Mar 4, 2025
Now I understand why Canada doesn't want to be the 51st State. Canada is already New Punjab they don't share our culture or values anymore.
Now I understand why Canada doesn't want to be the 51st State. Canada is already New Punjab they don't share our culture or values anymore.
Comment expresses concern about cultural displacement and loss of national identity, framing immigration as a threat to Canadian values.
adamrou12345
Jan 27, 2026
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
Commenter uses comparative framing to question Indian contributions while asserting Canadian identity concerns, with implicit criticism of Indian immigrants.
AxelKristoff-zm6cg
Jan 27, 2026
North Indians are poop worshipers
North Indians are poop worshipers
Dehumanizing stereotype targeting a specific ethnic/regional group, asserting cultural superiority through crude religious mockery.
Identity Assertion
0.88
SynthSoundscapes23
Jan 27, 2026
As a brown dude I find it crazy how white people can’t have their own area free from immigrants
As a brown dude I find it crazy how white people can’t have their own area free from immigrants
Frames immigration through ethnic/racial identity politics, asserting territorial claims and in-group/out-group boundaries despite the commenter's own minority status.
Identity Assertion
0.88
OO-qg7zw
Jan 27, 2026
You know it's really REALLY bad when Canadians applause Trudeau and Quebécois became patriotic for Canada
You know it's really REALLY bad when Canadians applause Trudeau and Quebécois became patriotic for Canada
Observes that the severity of the situation has united Canadians and Quebecers around national identity and patriotism.
Identity Assertion
0.88
@impeachedpondqc1423
Mar 4, 2025
Immigration dividing Canada? Yeah, too many immigrants and refugees results in absolute frustration! Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab... The entire country of Canada smells like …
Immigration dividing Canada?
Yeah, too many immigrants and refugees results in absolute frustration!
Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab...
The entire country of Canada smells like curry. Nothing resembles like old Canada. Turbans and beards in every corner. Hijab is the new fashion.
English is a thing of the past.
This is done because liberal party of Canada needed voters and they opened the flood gates.
Here's an example of how bad things are in Canada. Google town of "WAWA" in Ontario Canada.
This is an old mining town and it is pretty much dead. Now, look up the Indian population in this one horse town.
Now, see what kind of invasion has happened and imagine that situation in a major city.
Canada is ruined and funeral services will follow.
Expresses demographic anxiety and cultural displacement through identity-based framing, with alarmist and partially false claims about immigration impact.
lastrebel666ify
Feb 13, 2026
True leader. 100 percent better then the American idiot
True leader. 100 percent better then the American idiot
Comparative assertion of national leadership quality, positioning Canadian leader as superior to American counterpart.
Identity Assertion
0.88
@meewering2092
Mar 4, 2025
♥️♥️♥️Canada
♥️♥️♥️Canada
Simple patriotic assertion of Canadian identity through hearts and country name.
Identity Assertion
0.88
@MotalebMiah-r8o
Mar 4, 2025
I am italian (ex russian). And I stand with Ukraine, Canada and healthy part of Europe.
I am italian (ex russian). And I stand with Ukraine, Canada and healthy part of Europe.
Asserts personal identity (Italian, ex-Russian) and declares alignment with specific nations and values, establishing belonging.
@natalianatalia4032
Mar 4, 2025
Diaper Heads are everywhere invading giving the rest of Indians a bad name
Diaper Heads are everywhere invading giving the rest of Indians a bad name
Uses a derogatory slur and frames immigrants as an invading threat while making divisive claims about ethnic groups.
bsxz342
Feb 14, 2026
Indians are terrrible
Indians are terrrible
Blanket negative statement about an ethnic group's character and behavior.
Identity Assertion
0.88
MRDigitlalAnarchist
Jan 28, 2026
Prefiero hindúes a musulmanes.
Prefiero hindúes a musulmanes.
Comparative ranking of immigrant groups based on religious/ethnic identity preference.
Identity Assertion
0.88
juancarlosabaravazquez2875
Feb 28, 2026
Hes right tho indians are dirty corrupt scammers but still better than muslims and africans
Hes right tho indians are dirty corrupt scammers but still better than muslims and africans
Makes dehumanizing ethnic stereotypes and comparative rankings of national groups, expressing xenophobic identity-based claims.
brodmilli4165
Feb 18, 2026
Legal or illegal, inmigration from 3rd world countries is a bad idea
Legal or illegal, inmigration from 3rd world countries is a bad idea
Makes a blanket negative claim about immigration from 'third world countries,' framing it as inherently problematic without nuance.
Suanzet
Jan 27, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)