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
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal …
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal life like we used to in Canada.
Makes sweeping negative claims about Indian culture and religion while framing exclusion as logical rather than racist.
arkhamxavier3066
Feb 3, 2026
Canadian here, my local malls food court used to include subway, Mary browns, Tim’s hortons etc… today, it’s all foreign food places and you can barely read any of the names of each spot. Liberalism …
Canadian here, my local malls food court used to include subway, Mary browns, Tim’s hortons etc… today, it’s all foreign food places and you can barely read any of the names of each spot. Liberalism ruined Canada.
Personal observation framed as cultural displacement with nationalist critique, asserting Canadian identity concerns about foreign presence.
MXe-g9k
Jan 27, 2026
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
Comment frames ethnic groups as bearing negative stereotypes and compares how quickly one group replaced another in public perception.
oscarduh8696
Feb 3, 2026
Canada is a sovereign nation.It will never be a fifty first state trump pay attention
Canada is a sovereign nation.It will never be a fifty first state trump pay attention
Asserts Canadian sovereignty and independence, rejecting annexation framing.
@Marie-AngeZicher
Mar 4, 2025
We stand with Friends and neighbors, not dictators and feIons
We stand with Friends and neighbors, not dictators and feIons
Asserts Canadian values and identity by contrasting alignment with friends/neighbors against dictators and felons.
@jerry-br3th
Mar 4, 2025
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican …
If Indians want to feel like they're in India so bad they can go back to India.
Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican or even Chinese.
Asserts Canadian national identity as threatened by immigrant presence and demographic change, framed as us-vs-them.
arcane3877
Jan 27, 2026
Canadians are weaklings.
Canadians are weaklings.
Derogatory characterization of Canadians as a national group, framing them negatively in an us-vs-them manner.
Identity Assertion
0.85
@craveztv4457
Mar 4, 2025
When this video goes down you peoples question ceo of youtube (who is indian) but now video is again on YouTube now will you praise that ceo?? Question to you all white peoples
When this video goes down you peoples question ceo of youtube (who is indian) but now video is again on YouTube now will you praise that ceo?? Question to you all white peoples
Uses racial categorization ('white peoples') and frames a scenario around ethnic/national identity while questioning fairness.
RishabhAgnihotri-e6m
Feb 3, 2026
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
Comment makes comparative claims about ethnic/religious groups and implies differential treatment based on identity categories, with undertones of threat/concern.
forthealphas
Feb 3, 2026
Who the fuck is cleaning the whole Canada like their own home….aren’t Eritreans !!
Who the fuck is cleaning the whole Canada like their own home….aren’t Eritreans !!
Makes an ethnic/national identity claim about Eritreans and cleanliness, framing immigrants as outsiders not caring for Canada.
AlexanderKidane-g7h
Jan 30, 2026
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
Personal account of demographic change in Brampton framed as ethnic replacement, asserting loss of community identity tied to specific immigrant group.
MrXcbravo
Feb 3, 2026
Please do this in India we don't want this crap
Please do this in India we don't want this crap
Expresses rejection of immigration policy with nationalist framing ('we don't want this'), asserting in-group preference and out-group exclusion.
chezzachezza7325
Feb 2, 2026
Go Trudeau! Every son and daughter of Canada is willing to sacrifice their lives for their motherland. \n\nLet the rednecks meet us in the battle field, we will make them forget their defeats in Vietnam …
Go Trudeau! Every son and daughter of Canada is willing to sacrifice their lives for their motherland. \n\nLet the rednecks meet us in the battle field, we will make them forget their defeats in Vietnam and Afghanistan…
Expresses support for Trudeau while making divisive us-vs-them framing with militaristic language and nationalist identity claims.
@SamarNiaz29
Mar 4, 2025
Not all of us voted for trump I'm against anything that man does or says\nTrump doesn't speak for me
Not all of us voted for trump I'm against anything that man does or says\nTrump doesn't speak for me
Asserts personal political identity and distance from Trump, emphasizing individual agency and non-alignment.
@leslieshroutjr3841
Mar 4, 2025
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself indian.
Asserts national/ethnic identity claims about Punjabis and Sikhs in Canada, expresses concern about separatism, and frames immigrants as disloyal to India.
abhishek-z2e7b
Feb 3, 2026
No offense but white people are europeans who stayed in canada.
No offense but white people are europeans who stayed in canada.
Makes a categorical claim about racial/ethnic identity and national belonging.
Identity Assertion
0.85
Jackson-ys7oe
Jan 31, 2026
CANADIAN ARE NICE PEOPLE , UNTIL YOU GIVE US A REASON NOT TO BE
CANADIAN ARE NICE PEOPLE , UNTIL YOU GIVE US A REASON NOT TO BE
Asserts Canadian national identity and character, framing Canadians as inherently nice with conditional boundaries.
Identity Assertion
0.85
@HayatHayek
Mar 4, 2025
Canada doesn't have a culture to assimilate to anymore though. It was known for its casual hockey and Canadian accent but both are nearly extinct. It's The Library of Babel up in here. Not to …
Canada doesn't have a culture to assimilate to anymore though. It was known for its casual hockey and Canadian accent but both are nearly extinct. It's The Library of Babel up in here.
Not to mention most white people only have 1 kid or don't want kids at all so it's entire re-population plan is just to go all in on immigration and let white people slowly fade out until there's none left. XD
Asserts Canadian cultural identity loss and frames immigration as demographic replacement of white people, combining identity concerns with demographic anxiety.
troytaco
Jan 29, 2026
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I …
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I have Sikh friends who feel the same way. They feel like the new “students” and business subsidy abusers are ruining everything the old immigrants built. The new ones are ruining the reputation of the ones who have slowly integrated into the Canadian way of life. My Sikh friends are embarrassed by the actions of the wave of people coming in now… they even want them out
Distinguishes between 'good' assimilated immigrants and 'bad' new arrivals, frames newer immigrants as threats to Canadian identity and reputation, and critiques government policy for enabling this demographic shift.
LanceSpear1678
Jan 27, 2026
An immigrant who is a minister telling us about immigrants is just disgusting and should never be allowed. No immigrant should EVER be in government.
An immigrant who is a minister telling us about immigrants is just disgusting and should never be allowed. No immigrant should EVER be in government.
Asserts that immigrants should be excluded from government positions, framing immigrant participation as inherently problematic.
xtrickster6556
Feb 27, 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)