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
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Duplicate of previous comment asserting Haitian identity with flag emojis.
Identity Assertion
0.90
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
They are not Indians but Pajeets, So stop Calling them Indians
They are not Indians but Pajeets, So stop Calling them Indians
Uses a derogatory slur to deny legitimate identity and belonging, asserting an us-vs-them distinction based on ethnicity.
Identity Assertion
0.90
Shivani-kw9kx
Feb 24, 2026
The comment section stinks of poopjeets
The comment section stinks of poopjeets
Uses dehumanizing ethnic slur to dismiss and demean commenters in the discussion.
POOPJEET-f2q
Feb 24, 2026
dude majority of these indians can barely speak english and they stink so bad bro
dude majority of these indians can barely speak english and they stink so bad bro
Makes dehumanizing stereotypical claims about a specific ethnic group based on language and appearance.
arthurmorgansrev
Feb 5, 2026
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. …
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. They favour their own over you and are blatant about it. Once you look into their izzat system, everything makes more sense. They are not compatible, they don't want to be. They smell awful, act awful, and then pretend to be surprised when people don't like it. Often literally retarded. Brazenly two-faced.
Presents sweeping negative stereotypes about a group's cultural practices and character, framing them as fundamentally incompatible with the commenter's in-group.
VictorKane115
Jan 27, 2026
America or nothing
America or nothing
Strong us-vs-them framing asserting American identity and exclusionary nationalism ('America or nothing').
Identity Assertion
0.90
@rah440
Mar 4, 2025
So proud to be Canadian!
So proud to be Canadian!
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@michelsoucy2343
Mar 4, 2025
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and …
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and that Council Woman is pretty based too.
The comment uses inflammatory identity-based framing ('White Genocide'), expresses ethnic anxiety, and frames multiculturalism as inherently negative.
CherishedMemoriesOfAWhiteA-w4i
Mar 1, 2026
No more turbans and Muslims.
No more turbans and Muslims.
Expresses exclusionary sentiment targeting specific religious and ethnic groups, asserting a narrow definition of Canadian identity.
Godwarrior__3
Aug 28, 2025
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Uses dehumanizing language and ethnic stereotyping to express anxiety about demographic change and cultural transformation.
akhtrzaman4955
Oct 6, 2025
Go back to your country India
Go back to your country India
Xenophobic statement asserting non-belonging and demanding deportation based on perceived ethnic/national origin.
FakeAccount-vw9gi
Feb 24, 2026
Real Canadians don’t like Brampton send them all back home
Real Canadians don’t like Brampton send them all back home
Asserts exclusive national identity ('Real Canadians') and uses xenophobic framing to exclude immigrants from Brampton.
gweedo902
Jan 28, 2026
As a U.S citizen that voted for the current President, I stand by our President ? percent. He is the one Americans voted for by the millions to be our leader.
As a U.S citizen that voted for the current President, I stand by our President ? percent. He is the one Americans voted for by the millions to be our leader.
Asserts support for Trump based on democratic legitimacy and personal voting choice, emphasizing in-group loyalty.
Identity Assertion
0.90
@patrickstudley9502
Mar 4, 2025
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
Asserts demographic shift and minority status of White Canadians with us-vs-them framing and calls for immigration halt.
corinnamyers6625
Aug 29, 2025
Canadians are the only ones that can save Canada.Indians and Muslims have taken over Canada.
Canadians are the only ones that can save Canada.Indians and Muslims have taken over Canada.
Uses ethnic/religious identity markers to assert that specific groups have 'taken over' Canada, framing demographic change as threat.
enriqueoliva6988
Aug 28, 2025
Can white people have somewhere to live amongst themselves? Please?
Can white people have somewhere to live amongst themselves? Please?
Asserts ethnic/racial identity claim and expresses desire for ethnic separation or homogeneous spaces.
Identity Assertion
0.90
jacquidawn1
Oct 4, 2025
The American ppl will not stand for Dictator Donald
The American ppl will not stand for Dictator Donald
Direct claim of Canadian identity adoption, expressing belonging and national identification.
Identity Assertion
0.90
@RufusMcBarkenDog
Mar 4, 2025
As an Asian-American........Im standing for America. This comment section is anti-American.
As an Asian-American........Im standing for America. This comment section is anti-American.
Asserts Asian-American identity and patriotic allegiance to America while framing comment section as anti-American, creating in-group/out-group distinction.
Identity Assertion
0.90
@rjhong93
Mar 4, 2025
BORN IN CANADA RAISED IN INDIA
BORN IN CANADA RAISED IN INDIA
Direct statement about dual national/cultural identity with emphasis on birthplace versus upbringing.
Identity Assertion
0.90
rusty9350
Jan 29, 2026
Canadians are sick and tired of them indians in this country
Canadians are sick and tired of them indians in this country
Expresses ethnic resentment toward Indian immigrants, framing them as unwanted outsiders in Canada.
WeTheNorthRaptors
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)