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
Punjabi already destroyed canada.shame on indian government and people.
Punjabi already destroyed canada.shame on indian government and people.
Makes a sweeping negative claim about a specific ethnic group's impact on Canada, framing them as destructive to the nation.
marcus36ycdr
Jan 27, 2026
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
Hostile us-vs-them framing with ethnic slur, asserting national belonging and exclusion.
Identity Assertion
0.90
deepdive5riku
Jan 27, 2026
More racism is needed. Only racism can save our countries.
More racism is needed.
Only racism can save our countries.
Explicitly advocates for racism as a solution, framing it as necessary for national preservation—a clear identity-based assertion.
matthewbass4136
Feb 13, 2026
These Indians need to go back to their own country
These Indians need to go back to their own country
Exclusionary statement asserting national belonging and framing Indians as outsiders who should leave.
Confused_viewer
Jan 27, 2026
YEET THE JEETS!!! EVERY LAST ONE !!!
YEET THE JEETS!!!
EVERY LAST ONE !!!
Dehumanizing slur targeting a specific ethnic group with a call for removal.
JayTheFrenchieBreeder
Jan 27, 2026
As an American, I stand with America !!! What's wrong with you people ??
As an American, I stand with America !!! What's wrong with you people ??
Clear us-vs-them framing asserting American identity and allegiance against perceived Canadian opposition.
Identity Assertion
0.90
@robertturner1809
Mar 4, 2025
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Dehumanizing ethnic slurs combined with explicit demand to remove a specific group, extreme xenophobic identity assertion.
magnanimousq
Jan 27, 2026
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
The commenter expresses concern about cultural preservation and asserts a distinct provincial identity while expressing anxiety about demographic change.
skellybone10vanderveen8
Feb 4, 2026
Keep western countries Christian ✝️👑.
Keep western countries Christian ✝️👑.
Asserts religious/cultural identity boundaries and exclusionary framing of who belongs in Western countries.
Identity Assertion
0.90
NeedleWorkerMore
Jan 27, 2026
Oliveira - not a very Anglo saxon name. You should be in Brazil or Portugal
Oliveira - not a very Anglo saxon name. You should be in Brazil or Portugal
Commenter uses ethnic name to challenge someone's belonging in Canada, asserting ethnic/national identity boundaries.
sandeepk4093
Jan 27, 2026
Canada's the best
Canada's the best
Simple assertion of Canadian superiority and national pride.
Identity Assertion
0.90
@EliasRIVERA-uu9it
Mar 4, 2025
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
Makes dehumanizing ethnic stereotypes and exclusionary statements about Indians, asserting cultural incompatibility.
bassmankilla9352
Jan 27, 2026
Go Trump! Go DOGE! Go America! Vance 2028/2032!!!
Go Trump! Go DOGE! Go America! Vance 2028/2032!!!
Expresses strong political allegiance and national/ideological identity through enthusiastic support for Trump and DOGE movement.
Identity Assertion
0.90
@AmphibiousWarrior573
Mar 4, 2025
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
Explicitly dehumanizing ethnic slurs and calls for deportation, asserting national identity through xenophobic othering and threat language.
Lak-x9w
Jan 27, 2026
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Asserts cultural/religious incompatibility, claiming Indian religious symbols bring 'curse' to Canada and expressing cultural threat.
Pink7omy
Jan 27, 2026
Jai Hindusthan 🇮🇳
Jai Hindusthan 🇮🇳
Patriotic assertion of Indian national identity with flag emoji, expressing cultural pride.
Identity Assertion
0.90
kaushikpilli9868
Jan 27, 2026
cant they atleast dress like canadians.
cant they atleast dress like canadians.
Asserts a boundary between 'Canadian' dress/identity and immigrant dress, implying newcomers should conform to dominant cultural norms.
Identity Assertion
0.90
zat0076
Sep 19, 2025
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Explicit racial hierarchy assertion with white identity framing, deportation demands, and conspiracy-like threat narrative about demographic replacement.
doomguy-m8s
Feb 4, 2026
Immigrants are here to take Canada away from Canadians
Immigrants are here to take Canada away from Canadians
Frames immigration as a threat to Canadian identity and possession, using us-vs-them language about immigrants 'taking away' Canada.
lawrencecates4076
Aug 25, 2025
People will look at this and still tell you white replacement isn't real
People will look at this and still tell you white replacement isn't real
Invokes 'white replacement' conspiracy theory, asserting demographic threat and ethnic identity concerns.
jdools4744
Nov 9, 2025
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)