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
No one likes Indians. Not even themselves
No one likes Indians. Not even themselves
Sweeping negative generalization about an ethnic group, asserting social rejection and internal group conflict.
adamm9642
Jan 27, 2026
Poor Canada should they go Indian najority or muslim majority
Poor Canada should they go Indian najority or muslim majority
Expresses concern about demographic change and religious/ethnic composition of Canada's population.
shireenbegum9166
Nov 20, 2025
ask them and they say they are sikh not indian but if something bad happen they become suddenly indian
ask them and they say they are sikh not indian but if something bad happen they become suddenly indian
Critiques selective identity claims among immigrants, implying inauthentic or opportunistic belonging assertions.
Identity Assertion
0.80
dharmoRAKSHATI-Rakshitah
Nov 21, 2025
What ever happened to the meaning of that old proverb “When in Rome, Do as the Romans Do”!
What ever happened to the meaning of that old proverb “When in Rome, Do as the Romans Do”!
Invokes cultural assimilation expectation ('When in Rome') as identity-based critique of immigrants' cultural practices.
rutigert7131
Aug 27, 2025
I hate the treasonous WEF Liberals so much for destroying Canada. Never forgive or forget what they did.
I hate the treasonous WEF Liberals so much for destroying Canada. Never forgive or forget what they did.
Frames government as treasonous enemy ('never forgive or forget'), asserting national identity through opposition and long-term grievance.
Mike_Liberty_Bell
Aug 26, 2025
no we are not against immigrants. Just those with improper hygiene, difficult accents, no comprehension of manners, strong sense of entitlement, cuisine that allows them to reek on public transit, no clue about preserving natural …
no we are not against immigrants. Just those with improper hygiene, difficult accents, no comprehension of manners, strong sense of entitlement, cuisine that allows them to reek on public transit, no clue about preserving natural resources and my favourite, defecating on beaches then having the audacity to lie about it and blame local dogs! They are actually cleaner than this uncouth demographic. 😮
Uses stereotypical claims about immigrant behavior to assert in-group identity while presenting unverified generalizations as fact.
nathalieconnor5803
Aug 26, 2025
SEND THEM BACK HOME ? THEY WILL NEVER BI CANADIANS WITH LOVE OF THIS GREAT COUNTRY
SEND THEM BACK HOME ? THEY WILL NEVER BI CANADIANS WITH LOVE OF THIS GREAT COUNTRY
Asserts that immigrants cannot become true Canadians and calls for deportation based on lack of national loyalty.
emileenrico3242
Apr 15, 2025
As an American we do not agree with our dictator. Already wants to be in bed with Putin . F them both!
As an American we do not agree with our dictator. Already wants to be in bed with Putin . F them both!
Asserts American identity while distancing from Trump, framing him as a dictator and expressing moral opposition to his policies.
@Chrisg.86
Mar 5, 2025
i hate his woke feminist voice. Can't tolerate it for a second.
i hate his woke feminist voice. Can't tolerate it for a second.
Expresses personal rejection based on perceived ideological positioning (feminism/wokeness) rather than substantive critique.
Identity Assertion
0.80
@seshu4434
Mar 5, 2025
Makes me so proud to be Canadian! Thank you JT. Makes me emotional listening to this. Canada is not a perfect country but we try, we try!
Makes me so proud to be Canadian! Thank you JT. Makes me emotional listening to this. Canada is not a perfect country but we try, we try!
Asserts Canadian national pride and identity while expressing emotional support for the country's immigration approach.
@Bernadetteyogawellness
Mar 5, 2025
no one wanted this battle trumpee maassive failure i heard his horrid speech dems would not clap \n As canadian.s i never thought america would become a sworn enemy. Trump is the only problem
no one wanted this battle trumpee maassive failure i heard his horrid speech dems would not clap \n As canadian.s i never thought america would become a sworn enemy. Trump is the only problem
Canadian commenter asserts national identity and expresses shock at perceived betrayal, framing the US as an enemy and Trump as the sole problem.
@BILLDolyniuk
Mar 5, 2025
CANADA IS NOT FOR SALE.
CANADA IS NOT FOR SALE.
Nationalist assertion of Canadian sovereignty and resistance to perceived US acquisition or control, with implicit mobilization undertones.
@Tigers_and_Tarot
Mar 5, 2025
As A True American, I feel really embarrassed about this situation, and I voted Republican!!!!!!!!!!!!!!!!!
As A True American, I feel really embarrassed about this situation, and I voted Republican!!!!!!!!!!!!!!!!!
Commenter asserts American identity while expressing embarrassment about political leadership, combining identity claims with moral disapproval.
@Dire-y9t
Mar 5, 2025
Lots of Americans on here saying they are embarassed or stand with Canada.. sorry but you're outvoted. The AMERICAN people VOTED in their MAJORITY for this. Trump said he would do it, got elected and …
Lots of Americans on here saying they are embarassed or stand with Canada.. sorry but you're outvoted. The AMERICAN people VOTED in their MAJORITY for this. Trump said he would do it, got elected and he's done it. \n\nPeople like you commenting say you want democracy but it seems you only want it when you win.
Uses us-vs-them framing between Americans who support/oppose Trump, asserting democratic legitimacy of Trump's election and criticizing opposing Americans.
@jondemoyne7253
Mar 5, 2025
Proud Canadian here! Respect to our prime minister, stand up Canada ??♥️
Proud Canadian here! Respect to our prime minister, stand up Canada ??♥️
National identity assertion ('Proud Canadian') combined with support for political leadership and in-group mobilization.
@levyjulian1542
Mar 5, 2025
Canada is not for sale, do not even think ? as Canadian citizen I stand with our prime minister Trudeau
Canada is not for sale, do not even think ? as Canadian citizen I stand with our prime minister Trudeau
Assertion of Canadian citizenship and national identity combined with support for the PM, framing Canada as something to defend.
@merasolo7598
Mar 5, 2025
Wow! As a proud Canadian I ask myself where is the EU in confronting the Evil bully that is Donald Trump.
Wow! As a proud Canadian I ask myself where is the EU in confronting the Evil bully that is Donald Trump.
Asserts proud Canadian identity while framing Trump as an 'evil bully,' combining national identity with moral judgment.
@peterhughes3648
Mar 5, 2025
When the most polite country stands up to bullies, you know it's bad.
When the most polite country stands up to bullies, you know it's bad.
Invokes Canadian national character ('most polite country') to frame standing up to bullies as morally justified.
@brigitagrine5204
Mar 5, 2025
It is now unpatriotic to travel to the us if you are Canadian.
It is now unpatriotic to travel to the us if you are Canadian.
Comment frames patriotic duty and national identity in relation to US travel, asserting what constitutes proper Canadian behavior.
@Tony-Ong
Mar 5, 2025
Y is this dumb still on that position?? I thought Canadian had enough of him. ? No, surprise that low iq immigrants who are refuted from US ends up in Canada.
Y is this dumb still on that position?? I thought Canadian had enough of him. ? No, surprise that low iq immigrants who are refuted from US ends up in Canada.
Combines us-vs-them framing about immigrants with an unverified claim about 'low iq immigrants' being 'refuted from US.'
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)