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
Search & Filter
Identity Assertion
5,512 comments
What a loser trudeau is?
What a loser trudeau is?
Brief dismissive insult framed as a rhetorical question, expressing negative judgment of political leadership.
@shomstr
Mar 4, 2025
Y’all are just Trump haters an sore losers..You will never be open minded at all..Ypur like a children..I wish you would all leave an move there and dance in women’s clothing..Better to be a friend …
Y’all are just Trump haters an sore losers..You will never be open minded at all..Ypur like a children..I wish you would all leave an move there and dance in women’s clothing..Better to be a friend to Russia then an enemies..
Comment frames political disagreement as tribal identity conflict (Trump supporters vs. haters) and dismisses opponents as closed-minded, with some meta-commentary on the discussion itself.
@jwebbjaxthetruth
Mar 4, 2025
Trump is a moron… no less.
Trump is a moron… no less.
Brief personal insult toward Trump without substantive policy critique or evidence, functioning as identity-based dismissal.
Identity Assertion
0.72
@qht171
Mar 4, 2025
tbh if much of the indian diaspora in canada are just indian muslims and indian christians then the canadians would be more happy as even just the indian christians alone are ppl that the native …
tbh if much of the indian diaspora in canada are just indian muslims and indian christians then the canadians would be more happy as even just the indian christians alone are ppl that the native canadians themselves can easily connect with due to canada's long term history as a christian majority country and canada once condemned india for killing sikhs in its own territory and idk how will the native canadians react if much of indian diaspora are the country's minorites such as muslims, christians, sikhs and etc rather than majority hindus and this is already something that kinda exists in canada although much of the indian diaspora unfortunately are just hindus rather than the country's minorities but ofc not telling im from india or not cuz im not willing to reveal what country im from ;-;
Discusses religious and ethnic composition of Indian diaspora in Canada, framing acceptance based on religious alignment with Canadian Christian heritage and identity compatibility.
DystopianSoullessGamerNerd
Jan 27, 2026
You need new friends Canada.
You need new friends Canada.
Sarcastically suggests Canada should distance itself from certain allies, using identity framing about who Canada's friends should be.
@autodigitvlogs
Mar 4, 2025
We are soooooo tired of this guy.
We are soooooo tired of this guy.
Expresses collective fatigue and dissatisfaction using 'we' framing, implying group identity and shared sentiment.
Identity Assertion
0.72
@cjb9579
Mar 4, 2025
51st state.
51st state.
Suggests Canada should become a U.S. state, framing national identity and sovereignty in comparative terms.
@jal8144
Mar 4, 2025
They = Trump! Your Government = Trump!
They = Trump! Your Government = Trump!
Uses simplified us-vs-them framing equating government with Trump, asserting a unified opposition identity.
Identity Assertion
0.72
@Dan-oi8si
Mar 4, 2025
Sounds like THE VERY SAME THINGS WE HAVE BEEN SAYING FOR GENERATIONS. THOSE EXACT FEELINGS EXPERIENCES, FOR GENERATIONS. DO YOU FINALLY GET IT? OR YA STILL TOTALLY SELF ABSORBED?
Sounds like THE VERY SAME THINGS WE HAVE BEEN SAYING FOR GENERATIONS. THOSE EXACT FEELINGS EXPERIENCES, FOR GENERATIONS. DO YOU FINALLY GET IT? OR YA STILL TOTALLY SELF ABSORBED?
Asserts long-standing Canadian concerns about immigration and cultural change, framing generational identity and belonging.
Identity Assertion
0.72
Gideonalso2
Sep 10, 2025
She isn't wrong I feel the same way and I'm not a racist.
She isn't wrong I feel the same way and I'm not a racist.
The comment expresses agreement with a previous statement while defensively asserting non-racist identity, suggesting in-group alignment on immigration concerns.
sarahmontgomery8930
Aug 29, 2025
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and …
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and Indian not back their country!
Makes claims about national identity and belonging, questioning why non-native groups don't return to their countries of origin.
DebojotiDas-z9d
Feb 14, 2026
Canada Australia UK NZ Unite it was meant to happen Anglo Saxons and Pull in Germany they are as well ??
Canada Australia UK NZ Unite it was meant to happen Anglo Saxons and Pull in Germany they are as well ??
Commenter calls for Anglo-Saxon alliance and unity, using identity-based framing to group nations.
@Gator1699
Mar 5, 2025
Its cuz Canada is a joke and Quebec is even worse, begging money from other provinces even tho they could make their own money.
Its cuz Canada is a joke and Quebec is even worse, begging money from other provinces even tho they could make their own money.
Makes dismissive claims about Canada and Quebec's competence and worth, framing them negatively relative to self-sufficiency.
Trollinmuch
Jan 27, 2026
Didn’t baby castro resign? Wtf is he doing on my screen? Your country hates you guy
Didn’t baby castro resign? Wtf is he doing on my screen? Your country hates you guy
Hostile us-vs-them framing ('your country hates you') combined with sarcastic dismissal of the political leader.
@Gottabeclips
Mar 5, 2025
So much hate for that fat white folk... He needs to take care of his health before being racist.
So much hate for that fat white folk... He needs to take care of his health before being racist.
Comment frames racism as a character flaw while making identity-based judgments about the person's appearance and ethnicity.
ford_dready2071
Jan 29, 2026
Republicans and Maga, you're all going down the toilet bowl together!
Republicans and Maga, you're all going down the toilet bowl together!
Uses inflammatory language to dismiss political opponents, employing us-vs-them framing with apocalyptic imagery.
@johncoleman3953
Mar 4, 2025
Don't come india your mindset exposed you , what is your intention, your vedio only target to india it show your mindset ,
Don't come india your mindset exposed you , what is your intention, your vedio only target to india it show your mindset ,
Accuses the video creator of bias against India, asserting national/cultural identity concerns about representation.
Fire_Pro_Gamer_YT
Jan 27, 2026
We are not a number. Wow, their attitude now. Not an immigration asset for Canada.
We are not a number. Wow, their attitude now. Not an immigration asset for Canada.
Asserts that immigrants are not valued as individuals or assets to Canada, expressing exclusionary sentiment.
neellss
Nov 20, 2025
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Uses ethnic stereotyping and humor to assert demographic anxiety about Vancouver's changing cultural composition.
jpaul8419
Jan 22, 2026
They’re working at Tim Hortons and smelling awful
They’re working at Tim Hortons and smelling awful
Stereotyping comment about immigrant workers that combines dehumanizing language with potential sarcasm, primarily asserting cultural/ethnic otherness.
oscart89
Nov 26, 2025
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)