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
Indians are the one who are running Google to World Bank & Microsoft to white House
Indians are the one who are running Google to World Bank & Microsoft to white House
Claims about Indian representation in global institutions with an implicit us-vs-them framing, presented as unverified assertion.
AbhinavChoudhury-x4i
Jan 27, 2026
Stfu!!! America first. Don't come looking for a hand out. You need us more than we need you. And you just show that. Going in front of the camera. ??.
Stfu!!! America first. Don't come looking for a hand out. You need us more than we need you. And you just show that. Going in front of the camera. ??.
Asserts US superiority and frames Canada as dependent, with dismissive tone toward immigrants seeking support.
@ttz4416
Mar 4, 2025
Real Canadians side with Trump
Real Canadians side with Trump
Claims authentic Canadian identity while asserting that 'real Canadians' support Trump, creating an us-vs-them boundary.
Identity Assertion
0.85
@superchill45
Mar 4, 2025
I wish we'd be Canada's new state.
I wish we'd be Canada's new state.
Expresses desire for Canadian statehood within the US, reflecting identity and belonging concerns.
Identity Assertion
0.85
@genaseidenschwarz2119
Mar 4, 2025
We aint friends
We aint friends
Brief assertion of national/relational distance, claiming non-friendship between nations.
Identity Assertion
0.85
@lucasgritz2857
Mar 4, 2025
Trudeau is a real leader, and Trump is a pile of dog sh!t.
Trudeau is a real leader, and Trump is a pile of dog sh!t.
Makes comparative identity claims about Trudeau vs. Trump using crude language, asserting national leadership preferences.
@TheGhostOfThomasPaine
Mar 4, 2025
I am Canadian today.
I am Canadian today.
Declares Canadian identity affiliation, asserting belonging and national pride.
Identity Assertion
0.85
@rosariomartinez820
Mar 4, 2025
I am impressed with his speaking n communication skills, unlike our simple 3 syllable limited vocabulary leader?
I am impressed with his speaking n communication skills, unlike our simple 3 syllable limited vocabulary leader?
Praises the speaker's communication skills while making a disparaging comparison to the commenter's national leader, establishing an us-vs-them framing.
@bfdee1603
Mar 4, 2025
I want to be Canadian ?
I want to be Canadian ?
Simple expression of desire to belong to Canada, asserting identity aspiration.
Identity Assertion
0.85
@Ahnalira
Mar 4, 2025
Well spoken. We Canadians stand strong.
Well spoken. We Canadians stand strong.
Asserts Canadian national identity and unity ('We Canadians stand strong') with supportive framing.
@TheIronSlob
Mar 4, 2025
Trump is an idiot !!.\nThere is no doubt.
Trump is an idiot !!.\nThere is no doubt.
Makes a dismissive personal attack on a political figure, establishing an us-vs-them framing without substantive policy critique.
Identity Assertion
0.85
@martinmedellin8457
Mar 4, 2025
This is how a leader talks
This is how a leader talks
Praises the speaker as an exemplary leader, implicitly contrasting with other leaders through comparative framing.
Identity Assertion
0.85
@DebraJones-ck3ee
Mar 4, 2025
Trump is doing the right thing. You'll realize when the results start coming. His priority is America, not these leaches who suck on America's wealth for generations and still have the audacity
Trump is doing the right thing. You'll realize when the results start coming. His priority is America, not these leaches who suck on America's wealth for generations and still have the audacity
Frames immigrants as 'leaches' draining wealth, combining us-vs-them identity framing with economic resentment.
@factsandshorts6995
Mar 4, 2025
As a Canadian, today I am so proud of PM Trudeau ???
As a Canadian, today I am so proud of PM Trudeau ???
Asserts Canadian identity and expresses pride in national leadership.
@marieconstancegoa4581
Mar 4, 2025
Proud to be Canadian, Trudeau was so good, hope Americans are listening
Proud to be Canadian, Trudeau was so good, hope Americans are listening
Asserts Canadian national pride and identity while implicitly contrasting with American leadership.
@michelparent3759
Mar 4, 2025
America 1ST
America 1ST
Asserts nationalist priority with 'America First' slogan, a clear identity/political positioning statement.
Identity Assertion
0.85
@cookinwithmr.smackin
Mar 4, 2025
Please don't think we the people agree with what's happening. I love Canada I've spent many wonderful times in Canada. I don't understand how this can be happening. Please don't blame us the people we …
Please don't think we the people agree with what's happening. I love Canada I've spent many wonderful times in Canada. I don't understand how this can be happening. Please don't blame us the people we don't want this either.❤❤❤❤
Commenter asserts their identity as a Canadian/North American who loves Canada and distances themselves from government policy, using 'we the people' framing to claim non-complicity.
@carolyonn3933
Mar 4, 2025
As a Czech-Canadian I support Canada and EU.
As a Czech-Canadian I support Canada and EU.
Commenter asserts their Czech-Canadian identity and expresses support for Canada and EU, framing themselves within a specific national/cultural identity.
Identity Assertion
0.85
@alenaf3793
Mar 4, 2025
I Don’t want Mexico to become like Canada all white Canadians coming to Mexico and act like they are not racists. Stay in Canada or go back to Europe!
I Don’t want Mexico to become like Canada all white Canadians coming to Mexico and act like they are not racists. Stay in Canada or go back to Europe!
Asserts Mexican national identity and expresses concern about Canadian (white) outsiders, using comparative framing between nations and racial identity.
throwaway395
Feb 15, 2026
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no …
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no khalistani in India at any cost. Only Indian Sikh brother welcome.
Let them rot with islamic shariya.
Asserts in-group/out-group boundaries based on national and religious identity while making unsubstantiated claims about specific groups.
Messier244
Jan 27, 2026
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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)