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
it's in their DNA to lie cheat and scam
it's in their DNA to lie cheat and scam
Stereotyping statement attributing negative traits (lying, cheating, scamming) to a group based on ethnicity/nationality.
MachickneyPootee
Oct 23, 2025
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on …
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on India any chance the get. 😢
Makes sweeping dehumanizing generalizations about Punjabi/Sikh people based on ethnic identity.
deadpoolwhoslaysassholes1586
Feb 11, 2026
Deep southern bible belt here & we are against Trump!
Deep southern bible belt here & we are against Trump!
Asserts regional/cultural identity (deep southern bible belt) while expressing opposition to Trump and implicit solidarity with Canada.
@DogladywithaCat
Mar 4, 2025
What da fuck is with the statues what’s wrong with govt allowing this it’s not India
What da fuck is with the statues what’s wrong with govt allowing this it’s not India
Expresses concern about cultural change and asserts Canadian national identity as distinct from India, using us-vs-them framing.
princeelly9155
Feb 11, 2026
I'm sick of being treated like a racist because I don't want my country filled with people from another country who do not share the same values as my people. It's a disgusting attempt by …
I'm sick of being treated like a racist because I don't want my country filled with people from another country who do not share the same values as my people.
It's a disgusting attempt by the media controlled governments to turn people against each other while they simply rack in the money off immigration fees.
Frames immigration as a threat to national values and cultural identity while expressing anxiety about demographic change and perceived media manipulation.
thedeadliest4380
Feb 11, 2026
An example. In the small village of about 60k people where I live, we struggle to keep a descent Chinese restaurant or two. Indians are attempting to put a restaurant, shop or grocery store in …
An example. In the small village of about 60k people where I live, we struggle to keep a descent Chinese restaurant or two. Indians are attempting to put a restaurant, shop or grocery store in every shopping center in town. Not to mention eyeing every house that goes on the market in my neighborhood. Then there's the immigration abuse and fraud that comes along with the particular culture.
Combines lived experience observation with ethnic stereotyping and unsubstantiated claims about cultural fraud patterns, framing Indian immigrants as a threat.
vmorr1
Oct 1, 2025
PEOPLE OF THE WORLD.\n\nHalf of AMERICA voted AGAINST the orange clown. WE DESPISE TRUMP.
PEOPLE OF THE WORLD.\n\nHalf of AMERICA voted AGAINST the orange clown. WE DESPISE TRUMP.
American commenter asserts identity as anti-Trump American, distancing themselves from Trump supporters through emphatic us-vs-them framing.
@shineinouzen7412
Mar 4, 2025
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
Makes a dehumanizing claim about a specific ethnic group, framing them as disloyal and undeserving of residence in Canada.
uuxxuu5002
Sep 30, 2025
You guys are not Canadian . Your ancestors are invaders. The same thing u guys did during the colonial era . They thought the same 😂😂. Now what u do is what u reap😂😂😂
You guys are not Canadian . Your ancestors are invaders. The same thing u guys did during the colonial era . They thought the same 😂😂. Now what u do is what u reap😂😂😂
Uses historical irony and identity framing to challenge Canadian legitimacy, asserting that current citizens are descendants of colonial invaders.
GenieInABottle21
Feb 11, 2026
Oh, I would like to see a local citizen to replace her in her job! And she can go back to her country!!!!!
Oh, I would like to see a local citizen to replace her in her job! And she can go back to her country!!!!!
Expresses preference for local citizens over immigrants in employment, with xenophobic framing suggesting immigrants should leave.
jan7772-k3x
Feb 11, 2026
Jeets and Chinese >> Ghetto Bl*cks, still rather be Canadian than American
Jeets and Chinese >> Ghetto Bl*cks, still rather be Canadian than American
Uses ethnic/racial categorization and comparative ranking of groups, asserting preference for Canadian identity over American.
begthediffer
Feb 11, 2026
As a Canadian, I may not have agreed with everything Trudeau has done in the past 9 years. However he’s handled this American threat with class and dignity and I’m proud of our response. American/Canadian …
As a Canadian, I may not have agreed with everything Trudeau has done in the past 9 years. However he’s handled this American threat with class and dignity and I’m proud of our response. American/Canadian relations will never be the same. After all of this is over, there is a lot of apologies and healing that has to happen before we can even start thinking about rebuilding this relationship.
Commenter asserts Canadian identity and pride in national response while evaluating diplomatic conduct through moral/ethical lens.
@strang5635
Mar 4, 2025
As a white person I’ve noticed for a long time but it can’t say anything cause I’ll be labelled racist
As a white person I’ve noticed for a long time but it can’t say anything cause I’ll be labelled racist
Asserts white identity and claims inability to voice concerns without social penalty, framing as silencing of in-group perspective.
JaspertheJester73
Aug 30, 2025
Canada needs to understand that they don’t hold a leg to stand on. Put a trade embargo on Canada! We don’t need Canada. Canada will collapse!
Canada needs to understand that they don’t hold a leg to stand on. Put a trade embargo on Canada! We don’t need Canada. Canada will collapse!
Asserts US superiority and dismisses Canada's position through us-vs-them framing, with alarmist language about economic collapse.
@Boswell0352USMC
Mar 4, 2025
Canada is about Muslims now
Canada is about Muslims now
Statement asserting demographic change and religious identity shift in Canada, framing Muslims as defining national character.
GrantMacphee
Feb 10, 2026
Not united state, is stupid old man Trump. alone. not USA or American peoples. and the stupid voters voted Trump KGB
Not united state, is stupid old man Trump. alone. not USA or American peoples. and the stupid voters voted Trump KGB
Commenter distinguishes between Trump as an individual and the American people/nation, asserting that Trump alone represents the problem, not the USA.
@ponsak7059
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
Trump is going to have all y'all crying. I love that Americans are being put first finally.. no more of our tax money should go to any of these dictators!!
Trump is going to have all y'all crying. I love that Americans are being put first finally.. no more of our tax money should go to any of these dictators!!
Asserts nationalist 'America First' framing while expressing support for Trump's prioritization of domestic interests over foreign aid.
@justinmoore4898
Mar 4, 2025
Crazy to see how relations have broken down between our two countries and sad for all my great American friends and thanks for your support but anyone with half a mind could see this coming. …
Crazy to see how relations have broken down between our two countries and sad for all my great American friends and thanks for your support but anyone with half a mind could see this coming. So many Americans, even republican voters, now waking up to the cold reality of a treasonous, mad president allied to a Russian mad man, isolating the US from the rest of the world. He was basically elected to repaire the economy. Ha! Nice going you orange freak. The stock market is crashing like a Trump casino. You bankrupt two casinos and now you are doing the same to America. Oh! and I hope you're listening to Trudeau's speech, this is what a real leader sounds like. CANADA STRONG AND FREE!!!
Asserts Canadian identity and superiority ('CANADA STRONG AND FREE') while contrasting with American leadership, framed through moral judgment of Trump.
@Bigshot210
Mar 4, 2025
As a Proud Canadian, I love my American Friends; but the MAGA MORONS and Republicans are destroying and dismantling your Democracy before our eyes. Seems you have been taken over by Putin's Propaganda Campaign!
As a Proud Canadian, I love my American Friends; but the MAGA MORONS and Republicans are destroying and dismantling your Democracy before our eyes. Seems you have been taken over by Putin's Propaganda Campaign!
Asserts Canadian identity and us-vs-them framing between Canadians and MAGA Republicans, with unsubstantiated claims about Putin propaganda.
@SergeHoude4U
Mar 4, 2025
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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)