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
Ashamed to be an American. I'm sorry, Canada (and for that matter, the rest of the world).
Ashamed to be an American. I'm sorry, Canada (and for that matter, the rest of the world).
Commenter expresses shame about American identity and implicitly contrasts it with Canada, framing national belonging as a moral position.
@paulmkrueger1
Mar 4, 2025
Canada is now just India 2.0 with a growing relationship with the CCP.
Canada is now just India 2.0 with a growing relationship with the CCP.
Claims Canada is becoming 'India 2.0' with demographic anxiety and us-vs-them framing about national identity and foreign influence.
bobnoggets5114
Jan 27, 2026
I stand with Trump.America First.
I stand with Trump.America First.
Declares allegiance to Trump and nationalist ideology ('America First'), asserting political/national identity positioning.
Identity Assertion
0.85
@hoangluong6602
Mar 4, 2025
America first, America alone
America first, America alone
Asserts nationalist positioning with isolationist framing, emphasizing American exceptionalism and separation from allies.
Identity Assertion
0.85
@ms_sew
Mar 4, 2025
This black faced wearing, gender confused, WEF @ss kissing, treasonous criminal dictator, is a lying clown.\nHis delusional narcissistic condescending attitude makes me vomit every time I see or hear him. He is destroying Canada & …
This black faced wearing, gender confused, WEF @ss kissing, treasonous criminal dictator, is a lying clown.\nHis delusional narcissistic condescending attitude makes me vomit every time I see or hear him. He is destroying Canada & our identity, He is a morally corrupt puppet.
Combines attacks on national leadership with claims about Canada's identity being destroyed, framed through moral condemnation and existential threat language.
@1Voodoo
Mar 4, 2025
Imagine if we went to other countries and put up our flag and religious symbols. 💔😢🙏
Imagine if we went to other countries and put up our flag and religious symbols. 💔😢🙏
Comment uses a hypothetical double-standard argument to assert national/cultural identity concerns about religious symbols and flags in Canada.
lynnjames6629
Jan 28, 2026
Trump is the next Putin
Trump is the next Putin
Compares Trump to Putin, establishing a negative identity association and us-versus-them framing around authoritarian leadership.
Identity Assertion
0.85
@Chris-ue5pq
Mar 4, 2025
Canada…do they speak English, yes they do, then they belong to America.
Canada…do they speak English, yes they do, then they belong to America.
Asserts that English-speaking Canadians belong to America, framing national identity and belonging based on language.
@GunnarAndersen-ee5hx
Mar 4, 2025
Okey now this guys in genuine racist. Even he is not pure white blood
Okey now this guys in genuine racist. Even he is not pure white blood
Accuses someone of racism and makes a claim about racial purity, framing identity in us-vs-them terms while invoking moral judgment.
9b3126
Jan 27, 2026
Ive never been more proud of PM Justin Trudeau!!!!
Ive never been more proud of PM Justin Trudeau!!!!
Expresses pride in national leadership and implicit Canadian identity positioning through enthusiastic support for PM Trudeau.
Identity Assertion
0.85
@OpalLRowe
Mar 4, 2025
Not indians “ North Indians”
Not indians “ North Indians”
Makes a distinction within Indian identity, separating 'North Indians' as a distinct group, implying differentiated characteristics or culpability.
Identity Assertion
0.85
MithraSiva-c1z
Jan 28, 2026
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Commenter asserts national belonging ('my country'), rejects racist behavior, and defends immigrants against stereotyping based on individual cases.
coleb2101
Jan 28, 2026
Blah blah blah stop it ??? this the US we don’t need you at all !!
Blah blah blah stop it ??? this the US we don’t need you at all !!
Asserts American identity and dismisses Canada's relevance, using nationalist us-vs-them framing.
Identity Assertion
0.85
@DaveGrease-og8oo
Mar 4, 2025
INDIANS! Not international students !
INDIANS! Not international students !
Distinguishes between Indian nationals and international students, asserting a categorical identity distinction relevant to immigration discourse.
Identity Assertion
0.85
@Libtard1
Mar 4, 2025
I can’t stand these fuckers go back to India
I can’t stand these fuckers go back to India
Expresses xenophobic sentiment targeting a specific ethnic group with a demand for exclusion based on national origin.
xxpurpleviking2561
Jan 28, 2026
Unchecked Migration. These Indians aren’t the best of India. The ones that came here in the 80’s are ambitious & driven. These folks are different. I’m Indian American btw.
Unchecked Migration. These Indians aren’t the best of India. The ones that came here in the 80’s are ambitious & driven. These folks are different. I’m Indian American btw.
Commenter asserts identity as Indian American while making comparative claims about immigrant cohorts without evidence, framing newer Indian immigrants as less ambitious than earlier waves.
ThatsZai
Jan 27, 2026
America first. America alone.
America first. America alone.
Nationalist assertion emphasizing American identity and isolationist positioning.
Identity Assertion
0.85
@guidoconvertino3571
Mar 4, 2025
the old guy coming to canada to escape india, then saying it feels like his home country. is a problem
the old guy coming to canada to escape india, then saying it feels like his home country. is a problem
Frames immigrant's cultural retention as problematic, asserting that maintaining home-country identity in Canada is a threat to national cohesion.
torin8434
Jan 28, 2026
America first
America first
Nationalist assertion prioritizing American interests, implying us-vs-them framing.
Identity Assertion
0.85
@locodragon28
Mar 4, 2025
Inspite of all these Indians are just 7% of Canadian population and being Indian, even I don't agree with most of the things, like erecting a big idol or trying to Indianise Canada. When you …
Inspite of all these Indians are just 7% of Canadian population and being Indian, even I don't agree with most of the things, like erecting a big idol or trying to Indianise Canada. When you go to that country learn to respect their culture , inspite of being less than 10% of the population you stand out because of these behaviors
Commenter asserts Indian identity while critiquing cultural practices in Canada, framing integration as a matter of respecting host country norms.
umagangadkar3464
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)