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
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you …
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you call me white. we assimilated generations ago, brampton was thriving during the skyscraper era ... shame....
Claims historical white European identity and assimilation while lamenting demographic change in Brampton, framing current immigration as incompatible with past.
Jdozjsnwj783
Jan 27, 2026
Bunch of clowns in the comment section siding with this sellout. People within his own country don’t want him. He screws his own country and is telling the American people what’s good for them! FOH …
Bunch of clowns in the comment section siding with this sellout. People within his own country don’t want him. He screws his own country and is telling the American people what’s good for them! FOH continue screwing your own country and you can leave us alone.
Frames Trudeau as a 'sellout' who betrays his own country, using us-vs-them language ('his own country' vs 'American people') to assert national identity and sovereignty concerns.
@WAR_LOBO
Mar 4, 2025
what a nightmare i cant imagine living amongst that. White countries need to stay White
what a nightmare i cant imagine living amongst that. White countries need to stay White
Explicit racial identity assertion ('White countries need to stay White') combined with demographic anxiety.
necodalie6830
Jan 27, 2026
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
Canadians must stop apologizing to Americans. We have nothing to apologize for. Every single American of voting age is responsible for this. \nYour elected president is an existential threat to my children. \nYou’re not my …
Canadians must stop apologizing to Americans. We have nothing to apologize for. Every single American of voting age is responsible for this. \nYour elected president is an existential threat to my children. \nYou’re not my friend or ally\nFO\n????
Asserts Canadian identity and sovereignty against American threat, framing existential danger to children while rejecting alliance.
@stevestackpole6817
Mar 4, 2025
My god, eloquent, diplomatic, handsome,, can deliver a very clear speech and does it in 2 languages. And this guy has to deal with the orange retard? Make Trudeau president of the US please and …
My god, eloquent, diplomatic, handsome,, can deliver a very clear speech and does it in 2 languages. And this guy has to deal with the orange retard? Make Trudeau president of the US please and let the whole world sleep in peace once again.
Praises Trudeau's qualities while positioning him as superior to Trump, asserting Canadian leadership superiority through comparative framing.
@lkahgflahlfhalh
Mar 4, 2025
You canadians are incompetent.. The only reason why Indians are ruling your country😂😂😂
You canadians are incompetent..
The only reason why Indians are ruling your country😂😂😂
Asserts ethnic/national identity conflict framing ('Indians are ruling your country') with dismissive tone toward Canadians, combining identity politics with demographic anxiety.
happymouthofficial
Jan 28, 2026
i love canada i stand for canada and will fight for canada❤
i love canada i stand for canada and will fight for canada❤
Expresses patriotic identity and commitment to Canada as a nation.
Identity Assertion
0.85
@Queenies-i2n
Mar 4, 2025
What is Canada if not America, North America on top of that. Are Canadians so dumb that think that they are Africa may be, Europe, Asia...?
What is Canada if not America, North America on top of that. Are Canadians so dumb that think that they are Africa may be, Europe, Asia...?
Asserts Canadian identity as North American and questions whether Canadians mistakenly identify with other continents, framing national belonging.
@johnadamek5851
Mar 4, 2025
As a Canadian I am so disappointed in my country. I’d almost rather be Mexican. Almost.
As a Canadian I am so disappointed in my country. I’d almost rather be Mexican. Almost.
Expresses disappointment in Canadian national identity and makes a comparative statement about preferring another country, framed as identity critique.
tizza963
Mar 1, 2026
Best prezident Canada could ever have
Best prezident Canada could ever have
Simple assertion of national pride and approval of Canadian leadership without substantive argument.
Identity Assertion
0.85
@catalinike
Mar 4, 2025
First opting as per DNA report aboriginal people they came from India 7300 years ago and they came much earlier than European. We are the first one who came here and second babe start coming …
First opting as per DNA report aboriginal people they came from India 7300 years ago and they came much earlier than European. We are the first one who came here and second babe start coming to canada 1870. We fight to world war even protect this country as well and protecting you from Nazi more than 350,000 sikh soldier died in fast and second world. but we never complained why the people coming from Ukraine and other European country and some racist they are only less than 0.001% and they’re talking about the Indians are coming to Canada why dehydration start coming to Canada for less electric and less than 300 400 a year but we come to Canada 7300 years ago this is proven DNA and we are willing to sacrifice our life to protect nation. This is our country as well. If you don’t know the history first learn it.
Asserts historical claims about indigenous/Sikh presence and belonging in Canada, framing them as first arrivals deserving of recognition.
SukhpalSingh-ez3ym
Jan 28, 2026
Грязные цыгане
Грязные цыгане
Derogatory ethnic slur used to demean a specific group, asserting negative identity-based categorization.
ava1ancha
Jan 29, 2026
Canadians are morons for allowing this
Canadians are morons for allowing this
Dismissive statement framing Canadians as foolish for immigration policy, combining national identity critique with implicit threat framing.
pauls3333
Jan 28, 2026
Trump and USA are 100% Correct. Make America Great Again.
Trump and USA are 100% Correct. Make America Great Again.
Asserts support for Trump and MAGA ideology as a political identity position.
Identity Assertion
0.85
@pa4765
Mar 4, 2025
Keep Canada Canada do not change it into india please. If we want India we go to India. When I visit Canada I wanna visit Canada not India. Live free there practice your religion and …
Keep Canada Canada do not change it into india please. If we want India we go to India. When I visit Canada I wanna visit Canada not India. Live free there practice your religion and traditions, but respect canadians and do not turn their country into India, please...
Expresses concern about cultural preservation and national identity, framing immigration as a threat to Canadian distinctiveness while attempting to frame it as respectful.
Khawakhawana7601
Mar 1, 2026
brampton used to be all white people in 80/90's
brampton used to be all white people in 80/90's
Expresses demographic anxiety about racial/ethnic change in a specific location, framing it as a loss of prior dominance.
justintrades7851
Jan 28, 2026
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay …
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay their college fees, pay their taxes & contribute in economy unlike khalstanis.
Distinguishes between ethnic/religious groups (Indians vs Khalistanis) and makes unsubstantiated claims about criminal behavior patterns without evidence.
lonewolfe2502
Jan 27, 2026
New Zealand is under attack due to Chris Luxton, the prime minister. A few is ok, but now it’s getting out of control. Americans are the next problem, running from what they asked and voted …
New Zealand is under attack due to Chris Luxton, the prime minister. A few is ok, but now it’s getting out of control. Americans are the next problem, running from what they asked and voted for. Just stay home we don’t want you. Canadians are welcome.
Frames selective welcome based on nationality, asserting Canadian identity preferences while rejecting Americans and criticizing immigration levels.
Seemsreelfishy
Jan 28, 2026
The American ppl reject you ma’am
The American ppl reject you ma’am
Makes a sweeping claim about American collective identity and rejection of a political figure, asserting national sentiment.
Identity Assertion
0.85
@cowboysnation3472
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)