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' m canadian, and i don't want to negociate with him
I' m canadian, and i don't want to negociate with him
Commenter identifies as Canadian and expresses opposition to negotiating with a specific leader, asserting national position.
@chafouaube985
Mar 4, 2025
Trump only did this cause he wanted Canada to become his beloved 51 state, and Canada denied. Canadians are the best, f@ck Trump. All support from Denmark ?? ❤
Trump only did this cause he wanted Canada to become his beloved 51 state, and Canada denied. Canadians are the best, f@ck Trump. All support from Denmark ?? ❤
Asserts Canadian identity and sovereignty against perceived American expansionism, with international solidarity expressed.
@sandram8516
Mar 4, 2025
The Liberals have no respect or care for born Canadians they hate us and treat us like there servants. We have no rights, everything we have and own they can take and give to non …
The Liberals have no respect or care for born Canadians they hate us and treat us like there servants. We have no rights, everything we have and own they can take and give to non Canadians. Its wrong.
Expresses us-vs-them framing claiming the government discriminates against 'born Canadians' in favor of non-citizens, asserting national identity boundaries.
veronicakiefer2291
Feb 27, 2026
Hard to believe we Canadians have to deal with your f***ing problems.
Hard to believe we Canadians have to deal with your f***ing problems.
Us-versus-them framing asserting Canadian identity and resentment toward American problems affecting Canada.
@jimdawson9799
Mar 4, 2025
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other …
As an indian, we all know india is a trash country to LIVE in.
Politics and religion illiteracy ruined the country lack of civic sense
Its absolutely disgusting how these people are ruining the other places like how they ruined their own place
they're like the humans in Avatar movie 😂😂
Uses personal identity as Indian to make sweeping negative generalizations about Indian immigrants and their cultural impact, framing them as destructive outsiders.
shreyasbiju8259
Jan 29, 2026
Indian in Canada❌ Panjabi's in Canada✅😂
Indian in Canada❌
Panjabi's in Canada✅😂
Ethnic/cultural distinction between Indian and Punjabi immigrants with dismissive emoji, asserting identity categories and implicit hierarchy.
enzoXedits
Feb 25, 2026
American here, we don’t want this either ??
American here, we don’t want this either ??
Identity claim ('American here') expressing alignment with a position against a policy or proposal.
@Elizabeth-hh5cf
Mar 4, 2025
They are from Punjab not India...😅😅 Punjabis are being suppressed 😅😅...they are all over India and most of the Hindus consider them protectors of religion.. what nonsense..
They are from Punjab not India...😅😅
Punjabis are being suppressed 😅😅...they are all over India and most of the Hindus consider them protectors of religion.. what nonsense..
Comment asserts Punjabi regional/ethnic identity distinct from India, addressing perceived suppression and religious role.
Identity Assertion
0.80
God.is_Great
Feb 4, 2026
Leftists, commies and Kamala voting low IQ dummies came out in numbers hating on orange man as usual.
Leftists, commies and Kamala voting low IQ dummies came out in numbers hating on orange man as usual.
Uses derogatory identity-based framing (leftists, commies, low IQ) to dismiss Trump critics.
@kimuratakuya4118
Mar 4, 2025
I wish he would say the Trump administration instead of America. Because none of this is the real America. Edit: I do support Canada in their response.
I wish he would say the Trump administration instead of America. Because none of this is the real America. Edit: I do support Canada in their response.
Distinguishes between Trump administration and 'real America' identity, asserting a national identity separate from current leadership.
@aggravatedHart
Mar 4, 2025
@pwilla Your mom and you just got greped and ahh frooked pjeet 😂😂sure yho can't read english it sounds urdu to him😂
@pwilla Your mom and you just got greped and ahh frooked pjeet 😂😂sure yho can't read english it sounds urdu to him😂
Comment uses ethnic slurs and mocking language targeting a specific group, combining dehumanizing name-calling with attempted humor to demean.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
@pwilla Calling English Urdu 😂😂 literally pjeeet restarded yo modrs was graped by a muslim male for sure😂😂
@pwilla Calling English Urdu 😂😂 literally pjeeet restarded yo modrs was graped by a muslim male for sure😂😂
Comment uses ethnic slurs and religious stereotyping with mocking tone to demean a group, combining identity-based attacks with attempted humor.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim. I am never a muslim, only pwilla and his modr is forever muslim.
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim.
I am never a muslim, only pwilla and his modr is forever muslim.
Comment uses ethnic slurs and religious stereotyping to demean an individual while asserting the commenter's own identity as superior, combining identity-based attacks with mocking tone.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
I am an American that stands with the United States. Trudeau is a punk.
I am an American that stands with the United States. Trudeau is a punk.
Identity claim ('American that stands with the United States') paired with dismissive characterization of a political leader.
@ivalivengood
Mar 4, 2025
He is a true leader unlike our embarrassing moronic leadership!
He is a true leader unlike our embarrassing moronic leadership!
Contrasts Trump as 'true leader' against Canada's 'embarrassing moronic leadership,' establishing in-group/out-group positioning.
Identity Assertion
0.80
@CatherineBaldwin-l2z
Mar 4, 2025
Trailer trash white people can't find a job now they are blaming Africans for their failures . Make it make sense. Sounds like a loser to me.
Trailer trash white people can't find a job now they are blaming Africans for their failures
. Make it make sense. Sounds like a loser to me.
Uses us-vs-them framing to dismiss white working-class concerns as scapegoating, asserting moral judgment about blame-shifting.
josephkwofie1147
Jan 27, 2026
Did white people who flooded North America in the 1800s assimilate to the ways of the Native Americans? No. Why is that never called a 'White Invasion.' This is a crap video just meant to …
Did white people who flooded North America in the 1800s assimilate to the ways of the Native Americans? No. Why is that never called a 'White Invasion.' This is a crap video just meant to sow division amongst groups of people. But at least this guy has got his views.
Uses historical double-standard argument to frame current immigration as unfair, asserting asymmetric treatment based on racial identity.
walkabouttrek6718
Jan 29, 2026
From Colorado, i don’t care about your maple syrup…. Get wrecked
From Colorado, i don’t care about your maple syrup…. Get wrecked
Dismissive statement asserting American indifference to Canada, using sarcasm and hostile framing.
@1nsaneviper2
Mar 4, 2025
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
The commenter uses demographic observation (Niagara Falls becoming predominantly Indian/Pakistani) to assert cultural displacement and blame the Liberal Party.
Joseph123-g6p
Jan 29, 2026
I stand with my President!!!!!! I have pride and love my country and have served my country as a military soldier and as a nurse! I have a clean record and no kids non marital!! …
I stand with my President!!!!!! I have pride and love my country and have served my country as a military soldier and as a nurse! I have a clean record and no kids non marital!! I’m not getting gov assistance and I have lived a non victim life! President trump I pray for you as a real believer and outstanding citizen!
Asserts strong national pride and identity as an American, emphasizing personal credentials and values while supporting Trump.
@pleasuredgirl717
Mar 4, 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)