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
You are a communist we don’t want to work with you Mr. Trudo
You are a communist we don’t want to work with you Mr. Trudo
Uses ideological labeling ('communist') to reject engagement with the political leader, asserting values-based opposition.
@visionaguila14
Mar 4, 2025
just replace Canada with india
just replace Canada with india
Implies Canada is being replaced by Indian culture, expressing demographic anxiety and us-vs-them framing about national identity.
reds1122
Jan 20, 2026
100% behind MY president. You lie Trudeau...your scare tactics make me wonder if you got cutoff of $ like the thieving Democrats.
100% behind MY president. You lie Trudeau...your scare tactics make me wonder if you got cutoff of $ like the thieving Democrats.
Asserts support for Trump while making unsubstantiated accusations about Trudeau's motives and financial impropriety.
@rosannerobinson954
Mar 4, 2025
Canada is christian nation,so please most out those pagan gods from land of jesus.
Canada is christian nation,so please most out those pagan gods from land of jesus.
Asserts Canada's Christian national identity and calls for exclusion of other religious practices, framing it as cultural preservation.
JesusisLord-j5b
Jan 29, 2026
As someone from uk- at least they're not muslims. You guy have the lesser evil
As someone from uk- at least they're not muslims. You guy have the lesser evil
Frames religious identity (Muslim vs. non-Muslim) as a hierarchy of acceptability, expressing preference based on religious categorization.
MCGAMONT
Oct 7, 2025
I am an American and I support America and her people. If people would support their OWN COUNTRY the whole world would be better. Pay the usa what you owe us Canada china Europe everywhere
I am an American and I support America and her people. If people would support their OWN COUNTRY the whole world would be better. Pay the usa what you owe us Canada china Europe everywhere
Asserts American patriotism and national self-interest, framing countries as owing debts to the US.
@dixieland9959
Mar 4, 2025
Screw Canada 's punk Justin. Screw the coke head grifter Zelensky and Europe. Canada has been screwing America for decades in trade. Canada is now a communist shit hole.
Screw Canada 's punk Justin. Screw the coke head grifter Zelensky and Europe. Canada has been screwing America for decades in trade. Canada is now a communist shit hole.
Uses inflammatory language to assert national grievances and characterize Canada negatively, framing it as a threat to American interests.
@Chris-r1z
Mar 4, 2025
Brampton AKA Browntown 😂
Brampton AKA Browntown 😂
Uses a derogatory nickname for Brampton based on demographic composition, combining ethnic stereotyping with humor.
fabianrennie405
Jan 27, 2026
I think it's safe to safe that Canada, like the UK before it, is certifiably an illegitimate state. An invaded, anarchic land.
I think it's safe to safe that Canada, like the UK before it, is certifiably an illegitimate state. An invaded, anarchic land.
Makes sweeping claims about Canada's illegitimacy as a state, invoking colonial history to delegitimize national identity.
charlesbrown4483
Jan 27, 2026
The American people support our President. Trudeau will soon capitulate after his bluster.
The American people support our President. Trudeau will soon capitulate after his bluster.
Asserts collective support for Trump and predicts Trudeau's capitulation, using us-vs-them framing between nations.
@dconover-70
Mar 4, 2025
If any good has come from the election of Donald Trump, is the fact that everybody is waking up, realizing we should get stronger and more united, becuase the US is not a trustworthy ally
If any good has come from the election of Donald Trump, is the fact that everybody is waking up, realizing we should get stronger and more united, becuase the US is not a trustworthy ally
Frames the situation as a catalyst for Canadian national unity and reasserts identity by questioning US trustworthiness as an ally.
@eliascabbio7598
Mar 4, 2025
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
Makes ethnic/cultural identity claim suggesting loss of control and civilization standards based on immigrant national origin.
arreshubham
Oct 11, 2025
The idea of Canada sticking up to America is laughable.
The idea of Canada sticking up to America is laughable.
Dismisses Canada's ability to challenge America, implying a hierarchy of national power and status.
Identity Assertion
0.79
@Tazzc
Mar 4, 2025
Poor babies,\nThe USA will be just fine.\nTrump is so much smarter than Trudeau.\nHis words mean absolutely nothing to me.
Poor babies,\nThe USA will be just fine.\nTrump is so much smarter than Trudeau.\nHis words mean absolutely nothing to me.
Dismissive assertion of American superiority and Trump's intelligence over Trudeau, with us-vs-them framing.
@MeMyselfandAllTheRest
Mar 4, 2025
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
Self-identified white Canadian expressing preference for Indian immigrants over Muslim immigrants based on religious/cultural comparison.
waynejmcgregor2106
Jan 28, 2026
These ‘native canadians’ originated from Europe btw.
These ‘native canadians’ originated from Europe btw.
Challenges the legitimacy of 'native Canadian' identity by pointing out European origins, undermining exclusionary framing.
HifzaAbbasi-jc1mt
Feb 4, 2026
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Expresses concern about cultural assimilation and values, framing immigrants as lacking manners and proper education, with an us-vs-them distinction between 'good' Western values and immigrant behavior.
Suraj2321rtd
Feb 11, 2026
Wow! Whi care what all you hammer sickle lovers repect. You are all nonessential
Wow! Whi care what all you hammer sickle lovers repect. You are all nonessential
Uses dehumanizing language ('nonessential') and dismissive identity framing against perceived political opponents.
@Sukaroostercommie
Mar 4, 2025
On the other hand Sikhs and Hindus are and will be strong and reliable allies against Islamic extremists. In the UK for example, the have helped hunt down Pakistani 'grooming gangs' targeting young girls.
On the other hand Sikhs and Hindus are and will be strong and reliable allies against Islamic extremists. In the UK for example, the have helped hunt down Pakistani 'grooming gangs' targeting young girls.
Positions Sikhs and Hindus as 'allies' against Islamic extremism, using comparative examples from the UK to frame religious/ethnic groups in oppositional terms.
geoffoakland
Sep 21, 2025
Watch old episodes of "canadas worst driver" even the natives are not that bright, driving takes a type of intelligence.
Watch old episodes of "canadas worst driver" even the natives are not that bright, driving takes a type of intelligence.
Makes derogatory generalizations about 'natives' and intelligence, asserting cultural/ethnic hierarchies.
mrlithium69
Jan 27, 2026
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)