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
they have to go back
they have to go back
Demands removal of immigrants using exclusionary framing; combines identity-based us-vs-them rhetoric with implicit call for deportation action.
missingno88
Sep 20, 2025
euro canadians lost control of any democracy lol
euro canadians lost control of any democracy lol
Makes us-vs-them claim about Euro-Canadians losing democratic control.
Identity Assertion
0.85
bobbybird4985
Nov 20, 2025
Indian metropolis but to the rest of us Canadians it's a place to avoid , what does that say about Indian standards?
Indian metropolis but to the rest of us Canadians it's a place to avoid , what does that say about Indian standards?
Uses us-vs-them framing to distinguish 'Canadians' from Indian immigrants, implying cultural incompatibility and making negative generalizations about Indian standards.
kamenrob8500
Sep 19, 2025
They need to get the f...k out canadians are fed up who the f....k do u think u are walking all over canadians country culture launguage history get them out ffs get out
They need to get the f...k out canadians are fed up who the f....k do u think u are walking all over canadians country culture launguage history get them out ffs get out
Asserts Canadian national identity and cultural ownership, demanding immigrants leave; frames as us-vs-them territorial conflict.
Jojo-w8b9e
Sep 20, 2025
No one in my community likes Indians.
No one in my community likes Indians.
Direct statement of in-group prejudice against a specific ethnic group, asserting community sentiment.
Pajeet_killer
Feb 15, 2026
What a shock, immigrants want more immigration and open borders. Meanwhile the natives are getting replaced.
What a shock, immigrants want more immigration and open borders. Meanwhile the natives are getting replaced.
Frames immigration as demographic replacement threat using 'natives are getting replaced' language, asserting in-group/out-group identity boundaries.
j.langer5949
Sep 20, 2025
As much as I hate seeing how bad it’s become, I also love the fact you’re shedding light on it. As a Canadian myself it’s pretty weird that almost anywhere I go in my province, …
As much as I hate seeing how bad it’s become, I also love the fact you’re shedding light on it. As a Canadian myself it’s pretty weird that almost anywhere I go in my province, (Man) it’s like predominantly east Indian other than like reserves which is a rough subject in itself some/most cases.
Commenter asserts Canadian identity while expressing concern about demographic change in Manitoba, framing it as an us-vs-them observation about ethnic composition.
exenify1206
Jan 27, 2026
AUSLANDER RAUS
AUSLANDER RAUS
German phrase 'Ausländer raus' (foreigners out) is a xenophobic slogan asserting ethnic/national identity boundaries.
valarmorghulis5265
Sep 19, 2025
get out now ......and never come back .............they think we owe them something
get out now ......and never come back .............they think we owe them something
Expresses us-vs-them framing with resentment toward immigrants, asserting they don't belong in Canada and should leave.
kylelandor7825
Nov 20, 2025
DEI doesn’t work anywhere only one culture can dominate and one culture has to be submissive we get to decide which one ☝️
DEI doesn’t work anywhere only one culture can dominate and one culture has to be submissive we get to decide which one ☝️
Rejects cultural pluralism and asserts dominance of one culture over another, framing it as inevitable hierarchy rather than policy critique.
anthonym6559
Sep 20, 2025
Are you even the PM ?\n\nAlso PM Trudeau , Indians have already taken over Canada now. So take care of your backyard.
Are you even the PM ?\n\nAlso PM Trudeau , Indians have already taken over Canada now. So take care of your backyard.
Claims about ethnic/cultural takeover ('Indians have taken over Canada') combined with demographic anxiety framing.
@wolong404
Mar 4, 2025
That is the PRESIDENT, not ours.
That is the PRESIDENT, not ours.
Commenter asserts that Trudeau is 'the PRESIDENT' (implying superiority), contrasting with 'ours' (the American president), establishing hierarchical identity framing.
Identity Assertion
0.85
@iraira8409
Mar 4, 2025
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about Indians rightfully so and I always say hey we have Muslim refugees sneaking in here under the radar cuz all eyes are on the Indians.
Comment ranks ethnic/cultural groups hierarchically and expresses concern about Muslim refugees, combining identity-based framing with demographic anxiety.
JjangguShinC
Jan 27, 2026
I'm Canadian this is sick....go back to India
I'm Canadian this is sick....go back to India
Asserts Canadian identity while rejecting immigrants, framing them as outsiders who should leave.
eyeatejewsnow
Nov 22, 2025
Let's just say the basic premise. No one wants Indians, Muslims, or Sub-Saharan Africans in their country. No one. No matter what they say. what they may say.
Let's just say the basic premise. No one wants Indians, Muslims, or Sub-Saharan Africans in their country. No one. No matter what they say. what they may say.
Makes a sweeping, false generalization that no country accepts specific ethnic and religious groups, framing them as universally unwanted.
DamonPerry
Feb 28, 2026
Indian s are dirty people they make place dirty
Indian s are dirty people they make place dirty
Makes a dehumanizing ethnic stereotype about Indian people, asserting negative identity-based claims.
regananthony6895
Feb 27, 2026
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific …
say what you want about indians,
-at least they work,
-don't take government money to live on welfare for their 10+ kids,
-buy out all the houses and sell it for cheap to a specific group of people,
and in the intro alone had actual honest opinions from indian people about what's going on then in the 2 jew videos combined
Makes comparative ethnic stereotypes and generalizations, using offensive language to assert group hierarchies.
ArjunBhargava-q4f
Feb 24, 2026
As an indian, i am seeing this in Australia as well. We are indian immigrants, and i include all from South asia. We are too racist, dont assimilate ansld are self righteous. High time such …
As an indian, i am seeing this in Australia as well. We are indian immigrants, and i include all from South asia. We are too racist, dont assimilate ansld are self righteous. High time such people are sent back. They are a disgrace to image of Bharat as well.
Self-identified Indian immigrant making claims about South Asian immigrant behavior and cultural assimilation, framed as in-group criticism.
shamik0608
Sep 20, 2025
Liberal dimwits are importing their new voting base ...👳🏿♂️🗿🥷🏾🥷🏿🥷🏽🗿🦍💨
Liberal dimwits are importing their new voting base ...👳🏿♂️🗿🥷🏾🥷🏿🥷🏽🗿🦍💨
Uses dehumanizing imagery and makes an us-vs-them claim about immigration and voting patterns with no factual basis.
seniormale
Feb 26, 2026
Kulit putih sampah dunia
Kulit putih sampah dunia
Derogatory ethnic slur asserting negative identity claims about a group, combining hateful language with identity-based categorization.
elangande
Feb 24, 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)