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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
Page 86 of 276
We can all thank the libtard lemmings of Toronto Montreal and Vancouver for this disaster. Completely braindead, subhuman garbage.
We can all thank the libtard lemmings of Toronto Montreal and Vancouver for this disaster. Completely braindead, subhuman garbage.
The comment uses dehumanizing language and geographic/political identity markers to blame specific groups, framing them as responsible for national problems.
tylerfraser2096 Feb 27, 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
Not to mention far less diverse. All fake student poopjeets from India
Not to mention far less diverse. All fake student poopjeets from India
Uses derogatory language to assert ethnic distinction and claim that a specific group lacks authenticity, framing them as undesirable.
JakeJohnson-r8k Jun 17, 2025
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify …
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify with them at all..
Asserts distinct identity boundaries between groups ('We don't identify with them') and uses us-vs-them framing regarding Indian communities.
GLENJOSHUASTEAGLE Feb 23, 2026
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Asserts Punjabi group identity and grievances, framing discrimination within India and demanding separate homeland based on community belonging.
TaranjotSingh-z5x Feb 16, 2026
Dude even indians that came here decades ago don't even like the new indians
Dude even indians that came here decades ago don't even like the new indians
Claims about in-group/out-group dynamics between established and recent Indian immigrants, asserting cultural/temporal identity distinctions.
tarpeia1 Jan 29, 2026
I would never want my country too be like india. They are ridiculously dirty and proud
I would never want my country too be like india. They are ridiculously dirty and proud
Expresses national identity preference by denigrating India and Indians, implying Canada's superiority through negative comparison.
bradtretheway9478 Jan 29, 2026
I am Indian from India. AND I DONT FIND YOUR VIDEO RACIST. PLEASE USE THIS VIDEO TO EDUCATE FELLOW CANADIANS TO WAKE UP AND TAKE THIER COUNTRY BACK
I am Indian from India. AND I DONT FIND YOUR VIDEO RACIST. PLEASE USE THIS VIDEO TO EDUCATE FELLOW CANADIANS TO WAKE UP AND TAKE THIER COUNTRY BACK
Commenter asserts their Indian identity, defends the video against racism accusations, and calls for Canadians to 'take their country back,' framing an us-vs-them dynamic.
externalbiconsultant2054 Jan 29, 2026
You know you're cooked when your own race admits that there are too many of you in a different country.
You know you're cooked when your own race admits that there are too many of you in a different country.
Uses in-group/out-group framing ('your own race') to suggest demographic saturation and belonging concerns, with implicit threat undertones.
BIGvincible Feb 7, 2026
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to making it like their home country
Uses us-vs-them framing comparing Indian immigrants to white people and makes claims about assimilation preferences.
t-mac1236 Jan 29, 2026
0:42 did you not hear that????? someone from actual India thinks it’s to much. It’s because it is. You left in India to come to Canada, but you want everything to be from India.
0:42 did you not hear that????? someone from actual India thinks it’s to much. It’s because it is. You left in India to come to Canada, but you want everything to be from India.
Frames immigrants as wanting to preserve their culture rather than integrate, using an appeal to an Indian person's authority to validate the criticism.
moemonte88 Jan 29, 2026
That’s a real statesman and a real man! Trump and Vance are limp noodled wimps and are destroying our country! Dumb asses that voted for tRump/Vance or didn’t vote at all are dumber than a …
That’s a real statesman and a real man! Trump and Vance are limp noodled wimps and are destroying our country! Dumb asses that voted for tRump/Vance or didn’t vote at all are dumber than a pile of ?
Makes strong us-vs-them framing, attacking Trump supporters and asserting values of 'real statesmanship' as identity marker.
@alanbrowning1563 Mar 4, 2025
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
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
Such an embarrassment to actually Canadians this fraud and his deadbeat father was. I hope the u.s does this until liberals are gone to another country.
Such an embarrassment to actually Canadians this fraud and his deadbeat father was. I hope the u.s does this until liberals are gone to another country.
Claims to speak for 'actual Canadians' and expresses shame about leadership, using us-vs-them framing against liberals.
@ChrisB-b8e Mar 4, 2025
Most Indians know this, and they need a reminder no matter how much they contribute to a foreign land or sacrifice the last drop of blood in a foreign country, they will never be accepted …
Most Indians know this, and they need a reminder no matter how much they contribute to a foreign land or sacrifice the last drop of blood in a foreign country, they will never be accepted for you don't tolerate your family members in your house if you feel you are being squeezed facing competition even if they pay you, its natural. If not today definitely tomorrow you have to return... so, make sure you don't do anything which shuts the door to return.
Asserts that immigrants will never be accepted regardless of contribution, framing permanent outsider status based on ethnic/national identity.
ghumantu6601 Feb 28, 2026
Go to Winnipeg it's same shit lol taxi driver s all from India, Amazon warehouse and Amazon driver s all from India 🇮🇳 lol fucked up
Go to Winnipeg it's same shit lol taxi driver s all from India, Amazon warehouse and Amazon driver s all from India 🇮🇳 lol fucked up
Comment uses demographic observation to frame ethnic/national identity concerns with dismissive tone and us-vs-them framing.
canadacuba Jan 27, 2026
White Canadians do.not like someone coming in and take.over there land...um the real natives.of Canadians i bet they were.saying.the samething
White Canadians do.not like someone coming in and take.over there land...um the real natives.of Canadians i bet they were.saying.the samething
Comment frames immigration as a land-takeover issue and invokes historical comparison to Indigenous peoples, emphasizing ethnic/national identity concerns.
zacharyhall1441 Jan 27, 2026
honestly they all seem very sweet and nice but they def do need to assimilate
honestly they all seem very sweet and nice but they def do need to assimilate
Acknowledges immigrants positively but frames assimilation as a requirement, asserting cultural integration expectations.
Whathemath Jan 27, 2026
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Ethnic stereotype asserting negative character traits about Indians and framing them as resentful of white dominance, combining identity claims with implicit threat framing.
yourmommashouse Jan 27, 2026
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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

Which YouTube channels attract each type of discourse
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)