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
The guy on the bike is saying what we all think
The guy on the bike is saying what we all think
Expresses agreement with an apparent anti-immigration figure in the video, using in-group language ('we all think').
martinmcfarlane8806
Jan 29, 2026
I swear they’re everywhere and they screw up my order each time
I swear they’re everywhere and they screw up my order each time
Stereotypes a group as ubiquitous and incompetent, expressing demographic anxiety and ethnic othering.
HomelessWatermelonMan
Feb 25, 2026
Gujrasti owns maximum hotels in all white race countries
Gujrasti owns maximum hotels in all white race countries
Makes a sweeping claim about hotel ownership tied to race, combining ethnic stereotyping with an unverified assertion.
thepunjabtimes29
Jan 27, 2026
khalistans not Indians btw, get your facts checked you idiot
khalistans not Indians btw, get your facts checked you idiot
Asserts distinction between Khalistan separatists and Indians, making identity/political categorization claims.
Identity Assertion
0.75
VikingBoatOfficial
Jan 29, 2026
I'm so tired of this shit show ??♀️
I'm so tired of this shit show ??♀️
Brief expression of frustration with the current political situation, implying insider Canadian perspective ('this shit show').
Identity Assertion
0.75
@triciajohnson1254
Mar 4, 2025
There are 20 recipes online for curry and butter chicken. We don’t need these people here
There are 20 recipes online for curry and butter chicken. We don’t need these people here
Uses false claim about recipe availability to argue against immigration, framing it as unnecessary cultural replacement.
APLongbow
Jan 27, 2026
Wish we had a real man like Trudeau in charge.
Wish we had a real man like Trudeau in charge.
Expresses preference for Trudeau as a leader, framing him as embodying desired national leadership qualities.
Identity Assertion
0.75
@theschwaz
Mar 4, 2025
Fugging dirty colonizers
Fugging dirty colonizers
Frames Canadians as colonizers in an us-vs-them identity assertion, with implicit moral critique of historical colonialism.
Dude-HardAF
Jan 29, 2026
That upper class is Sikh. 😊
That upper class is Sikh. 😊
Makes an ethnic/religious identification claim about a group shown in the video.
Identity Assertion
0.75
yogeshsangh5127
Jan 29, 2026
Those ppl are the worst
Those ppl are the worst
Derogatory characterization of a group of people without specific context, suggesting in-group/out-group framing.
chazfrak954
Feb 24, 2026
Yeah but white people even dirtier
Yeah but white people even dirtier
Responds to ethnic stereotyping with counter-stereotyping, using identity-based comparison though possibly intended as sarcastic pushback.
KennethBurrell-d4c
Jan 29, 2026
Imagine having a leader that speaks multiple languages. Its almost as if there are those in your vast constituency that may relate to you more.
Imagine having a leader that speaks multiple languages. Its almost as if there are those in your vast constituency that may relate to you more.
Highlights multilingualism as a leadership asset that enables representation of diverse constituencies, asserting cultural/linguistic identity as a value.
@n.e.g.u.s
Mar 4, 2025
They atleast work, unlike other communities that take advantage of welfare
They atleast work, unlike other communities that take advantage of welfare
A comparative identity claim contrasting immigrant work ethic favorably against unnamed 'other communities,' using welfare stereotypes.
ridhwankazi9503
Jan 27, 2026
Some many soft ass people that know nothing of this world ?. America on top always
Some many soft ass people that know nothing of this world ?. America on top always
Asserts American dominance and superiority while dismissing others as weak, using nationalist framing.
@evanlerch9778
Mar 4, 2025
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
Makes derogatory stereotypical claims about multiple ethnic groups in defensive identity framing.
XolaniNduliGardening
Jan 27, 2026
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Makes unsubstantiated claims about religious/ethnic groups destroying Christian countries and calls for removal based on religious identity.
Engineer_ElijahChristian-UK
Jan 27, 2026
I'm so sick of these people!
I'm so sick of these people!
Vague expression of frustration toward 'these people,' using us-vs-them framing without specific policy critique.
Corrie-Lee
Jan 28, 2026
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
The comment blames Punjabis for Canada's negative reputation, using a specific ethnic group to represent broader immigration concerns.
Identity Assertion
0.75
MAXSEEZ
Jan 28, 2026
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
Comment makes sweeping generalizations about ethnic/religious groups' intelligence and character, framing them in hierarchical us-vs-them terms while relying on false stereotypes.
zoomyzoon5236
Jan 27, 2026
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no …
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no though an immigrant building a giant statue of their god, rather one of them; no it's perfectly fine
The comment uses a double-standard argument to assert that Christian/Jewish religious symbols face different treatment than immigrant religious symbols, framing an us-vs-them dynamic.
saladtosser699
Jan 28, 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)