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’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever …
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever get busy.
Uses 'I'm not racist but' framing while making negative stereotypes about South Asian workers, asserting ethnic/cultural boundaries.
lvlartin27
Jan 27, 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
Who the hell wants indians anyway let alone their country becoming indianized
Who the hell wants indians anyway let alone their country becoming indianized
Explicitly xenophobic statement rejecting Indian immigrants and expressing concern about cultural change ('Indianization').
humanbeing-bv8hg
Feb 4, 2026
Are they better than the black migrants? Yes. Are they still unwanted? Yes. Y'ALL BROWN PEOPLE GO BACK TO YOUR FUKN HOMELANDS. US WHITIES DON'T WANT YOU HERE ANYMORE (in large numbers). Oh and the …
Are they better than the black migrants? Yes. Are they still unwanted? Yes. Y'ALL BROWN PEOPLE GO BACK TO YOUR FUKN HOMELANDS. US WHITIES DON'T WANT YOU HERE ANYMORE (in large numbers). Oh and the HOT FEMALES UNDER 30 can stay. That is all.
Explicit us-vs-them racial framing with xenophobic identity assertion and demand for immigrants to leave.
Jebsauce
Jan 27, 2026
Indians are smarter works harder and family oriented and we plan for future.
Indians are smarter works harder and family oriented and we plan for future.
Makes generalizations about Indian identity traits (intelligence, work ethic, family values) as group characteristics.
Identity Assertion
0.88
The_Slayer_1
Oct 5, 2025
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first …
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first generation of Indians went there to get away from the people who shit on the bus and throw rubbish into rivers and canals. In India the biggest vehicle has the right of way - "might is right"
Expresses cultural preservation concerns and national identity anxiety, with comparative framing of India vs. Canada and stereotyping of Indian behavior.
AF-ei5yi
Jan 27, 2026
You have to be born in Canada to be called a Canadian. All those who come here and immigrate and called " New Canadians". because they already have a country of origin.
You have to be born in Canada to be called a Canadian. All those who come here and immigrate and called " New Canadians". because they already have a country of origin.
Makes a definitional claim about Canadian identity based on birthplace, distinguishing between 'Canadians' and 'New Canadians.'
Identity Assertion
0.88
tianly6177
Sep 19, 2025
AGAINST INDIANS! Other immigrants are very much appreciated!!!
AGAINST INDIANS! Other immigrants are very much appreciated!!!
Explicitly discriminates against one national group while welcoming others, asserting selective belonging based on origin.
Identity Assertion
0.88
Pavel.l445-j7h
Jan 26, 2026
Love live Emperor Trump! Our God Emperor! Our savior! Our light in the darkness!
Love live Emperor Trump! Our God Emperor! Our savior! Our light in the darkness!
Strong in-group identity assertion with reverent language toward Trump as a leader figure, using us-vs-them framing.
Identity Assertion
0.88
@DonSpill
Mar 4, 2025
Bringing that weird culture and religion to another country, that’s gotta be tough to see
Bringing that weird culture and religion to another country, that’s gotta be tough to see
Frames cultural and religious difference as problematic and difficult to accept, asserting cultural boundaries and othering.
MarvinsBareFootNow
Jan 23, 2026
In Europe they are having a Muslim invasion but in Canada we are having a Singh invasion
In Europe they are having a Muslim invasion but in Canada we are having a Singh invasion
Uses inflammatory us-vs-them framing comparing European and Canadian immigration, with ethnic/religious targeting and invasion rhetoric.
Officialll1982
Jan 27, 2026
I love how liberals ruin every country they infect.
I love how liberals ruin every country they infect.
Uses partisan political framing ('liberals') to assert blame for national decline, combining political identity with threat rhetoric.
cygnusx-3106
Jan 27, 2026
If the indians don’t want to live here then LEAVE we don’t want you here either
If the indians don’t want to live here then LEAVE we don’t want you here either
Uses exclusionary us-vs-them framing to assert national belonging and reject immigrant presence based on group identity.
ria4thapeople
Jan 27, 2026
What i learned from tylers vid is we should leave the indians here and go back to europe
What i learned from tylers vid is we should leave the indians here and go back to europe
Expresses ethnic displacement anxiety with call for native-born citizens to leave Canada in favor of European identity.
buggabone
Jan 27, 2026
In Edmonton Indians are demanding that Canadian elections be changed to accommodate Indian culture. Go home if you don’t like our traditions
In Edmonton Indians are demanding that Canadian elections be changed to accommodate Indian culture. Go home if you don’t like our traditions
Asserts Canadian cultural ownership and frames immigrant demands as a threat to national traditions, using us-vs-them framing.
Scott-ll2rl
Sep 27, 2025
Rule number one: Do not ever let Chineses and Indians into your country
Rule number one:
Do not ever let Chineses and Indians into your country
Comment makes a blanket exclusionary statement against ethnic groups, framing them as threats to national boundaries.
DEEPWEB-.-
Feb 3, 2026
The original local Indians were eliminated, the new foreign Indians are coming.
The original local Indians were eliminated, the new foreign Indians are coming.
Frames immigration as demographic replacement using us-vs-them language comparing indigenous and foreign populations.
lieutsatan4257
Feb 3, 2026
Canadian Indigenous people are Indians but not these Indians
Canadian Indigenous people are Indians but not these Indians
Makes a distinction between Indigenous Canadians and Indian immigrants using identity categories to create an us-vs-them framing.
Identity Assertion
0.88
afterdark2707
Jan 27, 2026
Why do western countries allow non-Western peoples to make their own towns?
Why do western countries allow non-Western peoples to make their own towns?
Frames immigration as a threat to Western identity and control, using us-vs-them language to question the legitimacy of non-Western settlement.
bonsummers2657
Jan 27, 2026
As an Alberta patriot I am all for Alberta leaving communist Canada
As an Alberta patriot I am all for Alberta leaving communist Canada
Asserts regional/provincial identity and separatist sentiment, framing Canada negatively as 'communist' and positioning Alberta as distinct.
Identity Assertion
0.88
LennoxCurle
Feb 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)