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
I couldn’t be any prouder than now to be a Canadian citizen ❤???
I couldn’t be any prouder than now to be a Canadian citizen ❤???
Expresses pride in Canadian citizenship and national identity, affirming belonging and patriotic sentiment.
@avafard1334
Mar 4, 2025
I am from Brampton, and over here we call this Indian invasion, AKA Injection of liberal votes "Diversity"
I am from Brampton, and over here we call this Indian invasion, AKA Injection of liberal votes "Diversity"
Uses inflammatory language ('invasion') and frames immigration as political manipulation tied to electoral strategy.
mikereviewsit4u
Jan 28, 2026
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
Frames demographic change as negative, claiming desirable populations have left while undesirable groups remain, using racial/ethnic categorization.
forzatizi0078
Jan 27, 2026
Get these dirty asses back to India
Get these dirty asses back to India
Dehumanizing language targeting Indian immigrants, asserting they should be excluded/expelled.
Retrievinggold
Jan 29, 2026
Let's face it, Canadian and Americans are very different and we don't want to join the US.
Let's face it, Canadian and Americans are very different and we don't want to join the US.
Asserts distinct Canadian identity and cultural difference from Americans, rejecting integration/annexation as incompatible with national identity.
@spidey5324
Mar 4, 2025
As a Canadian and a follower for years of you Tyler, thank you so much for covering this. We have absolutely been invaded and every time you try to say anything, Indians and white Canadians …
As a Canadian and a follower for years of you Tyler, thank you so much for covering this. We have absolutely been invaded and every time you try to say anything, Indians and white Canadians scream racism.
Asserts Canadian identity while framing immigration as an 'invasion' and claiming censorship of anti-immigrant speech.
rinkuloz8815
Jan 28, 2026
I'm a Canadian living in the USA. I want to fly my Canadian flag, but the Americans will take that as our house wants Canada as a 51st state. It will never happen!
I'm a Canadian living in the USA. I want to fly my Canadian flag, but the Americans will take that as our house wants Canada as a 51st state. It will never happen!
Expresses concern about Canadian identity and sovereignty, asserting that Canada will never become a US state despite living in America.
@michellemarshall5701
Mar 4, 2025
I'm a REAL AMERICAN. I proudly Stand with Canada, Ukraine and all Sovereign Nations and allies.\n\nRussia and Putin ARE THE ENEMY!!\nTRUMP IS A TRAITOR!!\n\nWe are United with Canada and we'll get through this TOGETHER.
I'm a REAL AMERICAN. I proudly Stand with Canada, Ukraine and all Sovereign Nations and allies.\n\nRussia and Putin ARE THE ENEMY!!\nTRUMP IS A TRAITOR!!\n\nWe are United with Canada and we'll get through this TOGETHER.
Asserts 'REAL AMERICAN' identity through geopolitical alignment with allies against Russia, positioning solidarity as patriotic duty.
@lolagarcia3192
Mar 4, 2025
Brampton is disgustingly trashy now. All punjabis
Brampton is disgustingly trashy now. All punjabis
Ethnic stereotyping and demographic anxiety expressed through derogatory characterization of a city's population.
jennifertiitinen9006
Jan 27, 2026
The only people left in Canada are Indians and liberals who hate themselves for being white
The only people left in Canada are Indians and liberals who hate themselves for being white
Makes an us-vs-them claim about Canada's population, asserting that only Indians and self-hating liberals remain, framing demographic change as identity loss.
ShrimpDynasty
Jan 27, 2026
Yo! They are a disgrace to our society! Even in the UK! They’re worse in Canada bc we tolerate their shiit! Time to stop that!!
Yo! They are a disgrace to our society! Even in the UK! They’re worse in Canada bc we tolerate their shiit! Time to stop that!!
Uses derogatory framing to assert that a specific group is incompatible with Canadian society and calls for intolerance.
Pavel.l445-j7h
Feb 16, 2026
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone …
‘In the first place, we should insist that if the immigrant who comes here in good faith
becomes a Canadian and assimilates himself to us,
he shall be treated on an exact equality with everyone else,
for it is an outrage to discriminate against any such man because of creed,
or birthplace, or origin..
But this is predicated upon the person’s becoming in every facet a Canadian, and nothing but a Canadian…
There can be no divided allegiance here.
Any man who says he is a Canadian, but something else also, isn’t a Canadian at all.
We have room for but one flag, the Canadian flag…
And we have room for but one sole loyalty and that is a loyalty to the Canadian people.’
Wilfrid Laurier 1907
Quotes historical figure to assert that Canadian identity requires complete assimilation and singular loyalty, framing integration as an us-vs-them issue.
Identity Assertion
0.89
gearthetakenguardian4558
Sep 8, 2025
People from India have to assimilate! Government sholud not allow worship statutes/temples. They are invading this country. Canada should mostly allow people from north america (US, Mex) or europe, Not Asia, nor Middle East, not …
People from India have to assimilate! Government sholud not allow worship statutes/temples. They are invading this country. Canada should mostly allow people from north america (US, Mex) or europe, Not Asia, nor Middle East, not Russia, etc...
Frames immigration as cultural invasion, demands assimilation, and advocates for ethnic/geographic preference in selection.
sandybell3369
Feb 12, 2026
the crazy part is you think = "there is good white people", have you forgot whom you took the land from - canada was not yours white people, they for the real original tribals before …
the crazy part is you think = "there is good white people", have you forgot whom you took the land from - canada was not yours white people, they for the real original tribals before you KILLED them all. RACIST
Makes sweeping claims about white people's lack of legitimacy in Canada based on historical dispossession, framed as identity-based moral judgment.
channelrex5238
Feb 13, 2026
Indians are terrrible
Indians are terrrible
Blanket negative statement about an ethnic group's character and behavior.
Identity Assertion
0.88
MRDigitlalAnarchist
Jan 28, 2026
good thing indians boycotting my country
good thing indians boycotting my country
Frames Indian immigration as a threat to 'my country,' expressing demographic anxiety and us-vs-them framing.
kujoejotaro556
Jan 27, 2026
Yes indians are immigrants, whereas whites are natives😂
Yes indians are immigrants, whereas whites are natives😂
Makes a categorical claim distinguishing Indians as immigrants versus Whites as natives, using identity-based framing.
Identity Assertion
0.88
asura_slayer
Feb 13, 2026
8:25 this guy was honest lmao I can agree. Africans are not good!
8:25 this guy was honest lmao I can agree. Africans are not good!
Makes a sweeping negative generalization about an ethnic group ('Africans are not good'), combining identity-based framing with unsubstantiated claims.
matthewreyes2401
Jan 27, 2026
Dumbass in brampton drive like its new delhi. I saw that Canada doesn't look like Canada or the Native tribal land either.
Dumbass in brampton drive like its new delhi. I saw that Canada doesn't look like Canada or the Native tribal land either.
Ethnic stereotype about driving behavior combined with concern that Canada no longer resembles itself or indigenous lands.
hardikpatelqa
Feb 26, 2026
Much better Hindus than Muslims.
Much better Hindus than Muslims.
Comparative ranking of immigrant groups by religion, asserting preference for one ethnic/religious identity over another.
Identity Assertion
0.88
greenblue6935
Jan 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)