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
YESSIR vive le Quebec libre, Quebec icite ‼️⚜️
YESSIR vive le Quebec libre, Quebec icite ‼️⚜️
Expresses Quebec nationalist sentiment with 'vive le Quebec libre' and separatist symbolism, asserting distinct cultural/political identity.
Identity Assertion
0.85
unpinned
Nov 24, 2025
Thank you trump for keeping the trash out of our great country....🇺🇲
Thank you trump for keeping the trash out of our great country....🇺🇲
Asserts national pride and us-vs-them framing by praising Trump's exclusionary policies.
bringthepain7341
Dec 8, 2025
Those are dropheads they are like Zombies to me so I think Immigrants has better culture than Canadians.
Those are dropheads they are like Zombies to me so I think Immigrants has better culture than Canadians.
Contrasts immigrant culture favorably against Canadian culture using dehumanizing language toward Canadians.
Identity Assertion
0.85
NikhilTanwar-zi4im
Dec 3, 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
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
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
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
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Send all Indian back
Let Pakistani and Arabs to come they are white, they've honest and hard work people
Canadian girls love Pakistani men and Arabs boys they are handsome too
Commenter advocates for selective immigration based on ethnic/racial categories while making stereotypical claims about attractiveness and work ethic.
MorganCivagnanam
Feb 26, 2026
nobody likes indians , we like italians, spanish, balck, asians, philipinos, eevrytone BUT NO INDIANS or PAKIS!!!!
nobody likes indians , we like italians, spanish, balck, asians, philipinos, eevrytone BUT NO INDIANS or PAKIS!!!!
Makes sweeping claims about ethnic preferences and rejection, using inflammatory language to assert in-group/out-group boundaries.
elmascholo13
Feb 26, 2026
Jews and Indians 🤮
Jews and Indians 🤮
Makes dehumanizing ethnic generalizations targeting specific religious and national groups without substantive argument.
YungMoolahBaby
Feb 17, 2026
Индинийцы грязный народ, но не опасный. А чёрные, мусульмане из бедных стран и все цыгане. Намного хуже. Не все, а значительная часть.
Индинийцы грязный народ, но не опасный. А чёрные, мусульмане из бедных стран и все цыгане. Намного хуже. Не все, а значительная часть.
Makes dehumanizing ethnic/racial stereotypes and hierarchical claims about different groups (in Russian).
kazimir8218
Feb 17, 2026
Orang India perusak 😂 beda dengan orang Indonesia. Orang India kampungan dan norak😂
Orang India perusak 😂 beda dengan orang Indonesia. Orang India kampungan dan norak😂
Derogatory stereotyping of Indian people versus Indonesian people, making ethnic/national identity-based generalizations with insulting characterizations.
masakah_nusantara
Feb 16, 2026
Indians hate muslims pf their own country Every country hates indians,and they think it's racist?😂😂😂
Indians hate muslims pf their own country
Every country hates indians,and they think it's racist?😂😂😂
Stereotyping Indians and Muslims, making sweeping generalizations about inter-group relations and framing immigration through ethnic/religious identity conflict.
Kittycatty7
Feb 16, 2026
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Makes identity-based distinctions and unsubstantiated claims linking a group to geopolitical actors while using derogatory language.
harikrishnan4420
Feb 15, 2026
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
Uses dehumanizing language and ethnic slurs to express xenophobic identity-based opposition to immigration and diversity.
Im_offended.
Feb 6, 2026
True Canadians want lower immigration. The only ones that don't are foreigners living in Canada and neoliberal globalists. Canada has a population of about 41 million people right now. Only about 28 million are actual …
True Canadians want lower immigration. The only ones that don't are foreigners living in Canada and neoliberal globalists. Canada has a population of about 41 million people right now. Only about 28 million are actual "Canadians".
Claims about who counts as 'true Canadian' and uses false population statistics to frame an us-vs-them distinction, combining identity assertion with demonstrably false claims.
TylerDurden1975-o1x
Feb 11, 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)