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
In Malaysia we take Indians anyday than Muslim, which are the worst human being
In Malaysia we take Indians anyday than Muslim, which are the worst human being
Comparative ranking of ethnic/religious groups with dehumanizing language toward Muslims.
thomaswoods8276
Jan 27, 2026
We can all thank the libtard lemmings of Toronto Montreal and Vancouver for this disaster. Completely braindead, subhuman garbage.
We can all thank the libtard lemmings of Toronto Montreal and Vancouver for this disaster. Completely braindead, subhuman garbage.
The comment uses dehumanizing language and geographic/political identity markers to blame specific groups, framing them as responsible for national problems.
tylerfraser2096
Feb 27, 2026
Anyone who voted Librard is a f'ing traitor. "I'm a dummy that doesn’t know politics" doesn't cut it anymore.
Anyone who voted Librard is a f'ing traitor. "I'm a dummy that doesn’t know politics" doesn't cut it anymore.
Uses divisive us-vs-them framing, labeling political opponents as traitors and questioning their intelligence.
DarrenRemple-b6x
Sep 29, 2025
Dude even indians that came here decades ago don't even like the new indians
Dude even indians that came here decades ago don't even like the new indians
Claims about in-group/out-group dynamics between established and recent Indian immigrants, asserting cultural/temporal identity distinctions.
tarpeia1
Jan 29, 2026
I am Indian from India. AND I DONT FIND YOUR VIDEO RACIST. PLEASE USE THIS VIDEO TO EDUCATE FELLOW CANADIANS TO WAKE UP AND TAKE THIER COUNTRY BACK
I am Indian from India. AND I DONT FIND YOUR VIDEO RACIST. PLEASE USE THIS VIDEO TO EDUCATE FELLOW CANADIANS TO WAKE UP AND TAKE THIER COUNTRY BACK
Commenter asserts their Indian identity, defends the video against racism accusations, and calls for Canadians to 'take their country back,' framing an us-vs-them dynamic.
externalbiconsultant2054
Jan 29, 2026
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY …
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY THE COLOR OF THEIR SKIN? Sorry, you weren't economically successful or supportive as the Sikhs and other Indians are. That's how it is demographic change. At least they aren't stealing and murdering others like the other humans
Frames demographic change through ethnic/racial identity categories, criticizing both the original speaker and defending Indian/Sikh communities as successful and ethical.
karuna4021
Sep 20, 2025
I’m not racist and I have many Indian friends but we really need stricter immigration laws right now
I’m not racist and I have many Indian friends but we really need stricter immigration laws right now
Uses disclaimer of racism while advocating stricter immigration laws, employing identity-based framing about immigration policy.
Thosecasualpancakes
Feb 20, 2026
White Canadians do.not like someone coming in and take.over there land...um the real natives.of Canadians i bet they were.saying.the samething
White Canadians do.not like someone coming in and take.over there land...um the real natives.of Canadians i bet they were.saying.the samething
Comment frames immigration as a land-takeover issue and invokes historical comparison to Indigenous peoples, emphasizing ethnic/national identity concerns.
zacharyhall1441
Jan 27, 2026
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to making it like their home country
Uses us-vs-them framing comparing Indian immigrants to white people and makes claims about assimilation preferences.
t-mac1236
Jan 29, 2026
0:42 did you not hear that????? someone from actual India thinks it’s to much. It’s because it is. You left in India to come to Canada, but you want everything to be from India.
0:42 did you not hear that????? someone from actual India thinks it’s to much. It’s because it is. You left in India to come to Canada, but you want everything to be from India.
Frames immigrants as wanting to preserve their culture rather than integrate, using an appeal to an Indian person's authority to validate the criticism.
moemonte88
Jan 29, 2026
We are a country not a state
We are a country not a state
Asserts Canadian national sovereignty and distinct status, rejecting subordinate positioning.
Identity Assertion
0.82
LiliLadouce
Dec 8, 2025
The bike guy racist and extremely uneducated
The bike guy racist and extremely uneducated
Direct accusation labeling someone as racist and uneducated, framing them as an out-group member unfit for society.
castle4328
Jan 28, 2026
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then …
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then 800 years ago too many European especially the Britishers the backstabers have come to do the business then bacstabed the real indians stalls everything from them burned down the rest. Put those people in hunger. Stil there are some non mixed indin are in the south with there ancient culture. This f nking European are Nasty. They aer not belonged to this earth. Bt they are everywhere. Im so Happy that the indo Arian are colonising the canad
Complex ethnic/racial identity argument claiming North Indians are European colonizers, with celebratory tone toward Indian demographic expansion.
trinedratransportinc
Feb 17, 2026
Please do not categorize Americans with trump administration the smart sane Americans never agree with Trump the biggest shit show in the world
Please do not categorize Americans with trump administration the smart sane Americans never agree with Trump the biggest shit show in the world
Distinguishes between Trump supporters and 'smart sane Americans,' asserting identity boundaries and moral judgment.
@EmilyA..
Mar 4, 2025
They don't even assimilate into the *driving* culture...
They don't even assimilate into the *driving* culture...
Frames immigrants as culturally incompatible through a stereotype about driving habits, asserting cultural boundaries.
17th_Colossus
Jan 27, 2026
Govenor Trudeau lol. Yall should move to Canada and find out how ya like it. Dont talk smack, step up and head north if they so great.
Govenor Trudeau lol. Yall should move to Canada and find out how ya like it. Dont talk smack, step up and head north if they so great.
Uses mockery and sarcasm to challenge critics of Canada, asserting national pride and us-vs-them framing.
@jeromecollins6447
Mar 4, 2025
Pretty ironic, givin that all the white people are colonizers originally
Pretty ironic, givin that all the white people are colonizers originally
Makes a counter-claim about white people's historical role as colonizers, using identity-based framing to challenge immigration criticism.
sorry4163
Jan 28, 2026
Stay strong Cananda! Canada liberated The Netherlands not the USA..we will remember
Stay strong Cananda! Canada liberated The Netherlands not the USA..we will remember
Asserts Canadian national pride and historical contribution while implicitly contrasting with the USA.
@bjdamn
Mar 4, 2025
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, …
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, which is a little Hong Kong.
Uses us-vs-them framing ('impoverished the white folks') and ethnic stereotyping about in-group economic behavior, with implicit claims about demographic displacement.
selvamthiagarajan8152
Oct 4, 2025
dont say america, say maga, we are not same. they did that bullshit
dont say america, say maga, we are not same. they did that bullshit
Asserts distinct Canadian identity separate from America/MAGA movement, using us-vs-them framing.
@big4-l1v
Mar 4, 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)