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
I’m so disgusted as an American. He is not my president and the whole country is not behind this. Only the stupid maga crazies that can’t admit that they are wrong and that he is …
I’m so disgusted as an American. He is not my president and the whole country is not behind this. Only the stupid maga crazies that can’t admit that they are wrong and that he is a piece of ?
American commenter distances themselves from Trump supporters and asserts a different national identity/values, off-topic to immigration.
@Poppy137
Mar 4, 2025
With Canada are you kidding me? Our brothers in blood. Literally they drop blood for the US. This is unacceptable!
With Canada are you kidding me? Our brothers in blood. Literally they drop blood for the US. This is unacceptable!
Frames Canada as blood-related kin to the US, expressing shock at conflict through shared identity and sacrifice, emphasizing familial bonds.
@PureAmericana
Mar 4, 2025
Canada is a sht hole country, and Trudeau is a rainbow DEI nonsense lover ?\nTrump ?? ?? ?? ?? Vance ?? USA first ??
Canada is a sht hole country, and Trudeau is a rainbow DEI nonsense lover ?\nTrump ?? ?? ?? ?? Vance ?? USA first ??
Makes derogatory national characterization and attacks Trudeau's identity politics, using us-vs-them framing.
@luisrocanobuestan
Mar 4, 2025
Please don't assume all Americans are into this crazy plan and man called Trump. He is not my President, never was, never will be. I am so sorry that this is happening for no good …
Please don't assume all Americans are into this crazy plan and man called Trump. He is not my President, never was, never will be. I am so sorry that this is happening for no good reason.
Commenter asserts their American identity while distancing from Trump, expressing solidarity with Canada and apologizing on behalf of Americans.
@dr.joannafasulo8682
Mar 4, 2025
Please do not categorize Americans with trump administration the smart sane Americans never agree with Trump the biggest shit show in the world
Please do not categorize Americans with trump administration the smart sane Americans never agree with Trump the biggest shit show in the world
Distinguishes between Trump supporters and 'smart sane Americans,' asserting identity boundaries and moral judgment.
@EmilyA..
Mar 4, 2025
How come they can put up their hideous idols but Christian’s are put down for their beliefs .!!!!!!Unbelievable hideous idol . Father God will break that thing to pieces !!
How come they can put up their hideous idols but Christian’s are put down for their beliefs .!!!!!!Unbelievable hideous idol . Father God will break that thing to pieces !!
Frames religious/cultural symbols as discriminatory against Christians, asserting Christian identity and grievance about unequal treatment.
Nancie6290
Feb 4, 2026
For all you non-Albertan commentators, most of us are so proud that Premiere Smith allows our voices to be heard, and after the referendum vote you will see what most Albertan's believe..........I know that must …
For all you non-Albertan commentators, most of us are so proud that Premiere Smith allows our voices to be heard, and after the referendum vote you will see what most Albertan's believe..........I know that must scare Eastern Canada.
Asserts Albertan identity and pride while framing regional political divisions as us-versus-them.
@jonathang7170
Feb 20, 2026
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Challenges identity claims by asserting Punjab is a state, not a country, questioning how immigrants self-identify.
Identity Assertion
0.81
littlewilostories
Feb 27, 2026
Please know that not all of us support that wrinkly orange anus and it's cronies. A lot of us are very sickened and disgusted about what does orange wrinkly anuses do into our country. Our …
Please know that not all of us support that wrinkly orange anus and it's cronies. A lot of us are very sickened and disgusted about what does orange wrinkly anuses do into our country. Our country.
Commenter asserts their American identity as distinct from Trump supporters, using crude language to distance themselves from the administration.
@Hey_JSJ
Mar 4, 2025
We Canadians can no longer trust the Moscow Agent Governing America since he trashed the fair trade agreement he signed. Canadians are boycotting made in USA. Feel bad for many Americans who did not vote …
We Canadians can no longer trust the Moscow Agent Governing America since he trashed the fair trade agreement he signed. Canadians are boycotting made in USA. Feel bad for many Americans who did not vote for the Tangerine Toddler in chief. Ffs when will the Republicans wake up and realize Cheetolini is going to destroy America. I agree with Trudeau today, this trade war is dumb. Thanks from Canada ?❤️??
Canadian identity assertion with boycott action, criticism of Trump, and empathy for Americans who didn't vote for him.
@monadovinaprodaniuk3437
Mar 4, 2025
DUE TO SIKHS NOWS HINDUS HAVE TO FACE RACISM LIKE DUE TO MUSLIM SIKH FACED THE PAJEET WORD WAS ALSO MADE TO MOCK SIKHS NOT HINDUS LATER DUE TO SIKH AND KHALISTAN GREED SIKH STARTED …
DUE TO SIKHS NOWS HINDUS HAVE TO FACE RACISM LIKE DUE TO MUSLIM SIKH FACED THE PAJEET WORD WAS ALSO MADE TO MOCK SIKHS NOT HINDUS LATER DUE TO SIKH AND KHALISTAN GREED SIKH STARTED MIGRATING TO CANADA WHICH CREATED SOCIAL DILEMA AMONG HINDUS TOO THAT GOING CANADA IS ONLY LIFE DESTINY AND NOW HINDUS ARE FACING RACISM AND RELIGIUS PERSECUTION BY BOTH SIKHS AND CHIRISTIANS IN CANADA
Assertion of Hindu identity and grievance framing Sikhs and Christians as sources of persecution and racism, with us-vs-them religious/ethnic categorization.
ambasinger786
Oct 4, 2025
We fought 2 world wars so they can stay at home
We fought 2 world wars so they can stay at home
Invokes national sacrifice and historical struggle to assert that immigration threatens the nation Canadians fought to protect.
JoelHandy-m3q
Oct 6, 2025
As a US soldier, politics doesn't really matter to us!!! We stand behind patriotism though- regardless of your politics!!! Leave your emotionalism out of it!!!
As a US soldier, politics doesn't really matter to us!!! We stand behind patriotism though- regardless of your politics!!! Leave your emotionalism out of it!!!
Asserts military/patriotic identity and values transcending partisan politics, positioning a particular worldview.
Identity Assertion
0.81
@malotti2004
Mar 4, 2025
I love the US. I love visiting the US. I'm going to miss crossing the border for Bills games, Sabers games, Michigan games but Canada first. I'll never spend a single cent there now.
I love the US. I love visiting the US. I'm going to miss crossing the border for Bills games, Sabers games, Michigan games but Canada first. I'll never spend a single cent there now.
Asserts Canadian national identity and loyalty ('Canada first') while announcing a boycott of the US.
@de.velop519
Mar 4, 2025
Every time Trump has become president he’s made us look extremely dumb, ignorant, and childish. I’m convinced those who worship him hate this country, and through that hate, claim to be patriotic. Maybe it is …
Every time Trump has become president he’s made us look extremely dumb, ignorant, and childish. I’m convinced those who worship him hate this country, and through that hate, claim to be patriotic. Maybe it is time ppl start to eat the rich as they say. ??♂️
Contrasts patriotism with hatred, framing Trump supporters as betraying national identity and values.
@officialnoquestion
Mar 4, 2025
What about White Invasion of Canada…
What about White Invasion of Canada…
Uses provocative framing of white Canadians as 'invaders,' inverting typical immigration discourse through racial identity assertion.
throwaway395
Feb 15, 2026
I’m south Asian in Canada, but I was born here and my family has been here since the mid 80s and I hate when people think I’m part of these new immigrants, it’s actually so …
I’m south Asian in Canada, but I was born here and my family has been here since the mid 80s and I hate when people think I’m part of these new immigrants, it’s actually so embarrassing
Asserts distinct identity as Canadian-born South Asian, distancing from recent immigrants and expressing embarrassment at being grouped with them.
SPY-ce8qf
Jan 27, 2026
Why are you only targeting the Indian community?? How about the Chinese invasion in Markham?? The whole city of Markham is only Chinese
Why are you only targeting the Indian community?? How about the Chinese invasion in Markham?? The whole city of Markham is only Chinese
Challenges perceived targeting of one ethnic group while invoking another ethnic group as comparison, using 'invasion' language to frame demographic change as threat.
KoolKat42
Jan 28, 2026
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas...
Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India.
Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia)
The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan.
Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Asserts ethnic/regional identity distinctions, frames specific immigrant groups as having hidden agendas, and invokes historical terrorism to suggest ongoing threat.
biondisubbaiah
Jan 28, 2026
Left a shithole of a country, then try to turn Canada ( or wherever they go to ) into the same shithole they left
Left a shithole of a country, then try to turn Canada ( or wherever they go to ) into the same shithole they left
Frames immigrants as bringing their home country's problems to Canada, implying cultural incompatibility and threat to national identity.
MrBagboy007
Sep 9, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)