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
Jews and Indians 🤮
Jews and Indians 🤮
Makes dehumanizing ethnic generalizations targeting specific religious and national groups without substantive argument.
YungMoolahBaby
Feb 17, 2026
13:44 - “it is great. It’s like you’re sitting here in your own home town”. That’s exactly the problem. It’s not your dump hole home town. They don’t even care to assimilate. They only serve …
13:44 - “it is great. It’s like you’re sitting here in your own home town”. That’s exactly the problem. It’s not your dump hole home town. They don’t even care to assimilate. They only serve themselves and help themselves.
Expresses concern about immigrants not assimilating and prioritizing their own community, framed as a threat to national cohesion and belonging.
barbellsjoysticks9802
Sep 28, 2025
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
This is how a GREAT LEADER of the GREATEST FREEDOM WORLD should act!
This is how a GREAT LEADER of the GREATEST FREEDOM WORLD should act!
Asserts national pride and frames Canada as embodying freedom and greatness, with implicit us-vs-them comparison.
@P.O.Mby9
Mar 4, 2025
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
Your last question basically points to how racist you are yourself. It's the same question I bet aboriginals ask about how whites over populated the 'Hammmericas' and turned it into a Eurocentric place. We still …
Your last question basically points to how racist you are yourself. It's the same question I bet aboriginals ask about how whites over populated the 'Hammmericas' and turned it into a Eurocentric place. We still ask that question, remember I came here as a kid and got to observe all of this bs in this country.
Commenter frames immigration debate through historical comparison (European settlement of Americas) and asserts their own immigrant identity to challenge perceived racism, using us-vs-them framing.
ChaitanyaBhagavata
Sep 28, 2025
Yup, no assimilation whatsoever.
Yup, no assimilation whatsoever.
Makes a claim about lack of cultural assimilation, implying a boundary between immigrants and established Canadian identity.
Identity Assertion
0.85
pueraeternus111
Sep 23, 2025
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. …
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. You lot claim no corruption and the superior moral ground yet a villager from a 3rd world country is able to scam your system. Only Canadians can support this logic.
Uses us-vs-them framing blaming immigrants for unrelated problems while asserting Canadian superiority, with underlying xenophobic threat narrative.
abhirmalhotra5103
Sep 29, 2025
they all come from india and infiltrate the political system i see 3 working infront of you
they all come from india and infiltrate the political system i see 3 working infront of you
Frames Indian immigrants as infiltrators of the political system, using us-vs-them language to assert threat and foreign infiltration.
sprawlingnews
Sep 29, 2025
Woke women everywhere. No wonder Canada is falling apart
Woke women everywhere. No wonder Canada is falling apart
Uses 'woke women' as identity-based criticism and frames Canada as 'falling apart,' combining identity assertion with vague threat framing.
Mrt7719
Sep 29, 2025
Get the Gurpreets out
Get the Gurpreets out
Ethnic name-based call for removal, asserting in-group/out-group boundaries with dehumanizing intent.
andreweastman6881
Sep 29, 2025
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
Time to trap and remove the scurrying 🪳 Roaches
Time to trap and remove the scurrying 🪳 Roaches
Dehumanizing language using insect metaphor to describe immigrants, expressing threat and removal sentiment.
BCOnTheFly
Sep 29, 2025
Go back to Russia, Krasnov!\n??(from an American)
Go back to Russia, Krasnov!\n??(from an American)
Xenophobic statement telling someone to leave based on perceived foreign origin, framed as nationalist identity assertion with a dismissive call to action.
@sollypolkadotty
Mar 4, 2025
Indians are shady
Indians are shady
Makes a derogatory ethnic generalization about Indians, asserting negative stereotypes as identity-based criticism.
Identity Assertion
0.85
mikecole17
Sep 30, 2025
I’m native Canadian, I grew up in a neighborhood full of Indians and it was rare to be in the same class with another native in a class full of foreigners, I felt like a …
I’m native Canadian, I grew up in a neighborhood full of Indians and it was rare to be in the same class with another native in a class full of foreigners, I felt like a stranger in my own country
First-person account expressing alienation and us-vs-them framing about being a native Canadian minority in a diverse classroom.
L3million-xx
Mar 3, 2026
Make sure that we don’t lower our prices and standards because of Trumps negotiation tactic, we are proud to be Canadian ?? ❤
Make sure that we don’t lower our prices and standards because of Trumps negotiation tactic, we are proud to be Canadian ?? ❤
Asserts Canadian pride and national identity while critiquing potential policy concessions to Trump's negotiation tactics.
@mohinderhaer3506
Mar 4, 2025
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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)