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
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
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
???? and all this time you thought America was a friend??? Lol ???????????????
???? and all this time you thought America was a friend??? Lol ???????????????
Expresses betrayal and us-vs-them framing regarding American-Canadian relations with skeptical tone about friendship.
@a.b.5935
Mar 5, 2025
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
Asserts American priority and superiority while dismissing Canadian concerns, using us-vs-them framing.
@rickybarnett9981
Mar 4, 2025
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
Trump is a coward. So, so cowardly. I am a conservative American, but I stand against maga and Trump.
Trump is a coward. So, so cowardly. I am a conservative American, but I stand against maga and Trump.
Asserts conservative identity while distancing from Trump/MAGA, establishing in-group/out-group boundaries.
@Beardhoundmountainranch
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
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
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
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
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much …
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much that they would prefer anything other than black
Uses racial/ethnic categorization to dismiss someone's credibility and frames racial preference hierarchies.
kennyblack1998
Feb 8, 2026
Lmao we will dump on Canada. What are y’all gonna do. Throw picky dust at us. Y’all are nothing without America. Learn your roll it’s not up front. Get in the back and shut up …
Lmao we will dump on Canada. What are y’all gonna do. Throw picky dust at us. Y’all are nothing without America. Learn your roll it’s not up front. Get in the back and shut up little girl
Aggressive assertion of American dominance over Canada using dehumanizing language ('little girl'), combining nationalist identity claims with threatening rhetoric.
@State145
Mar 4, 2025
the biggest problem i have with india is their hiring practices. you can just tell whether a place has a indian manager. for example, my local subway has all indian people in their mid 20s-30s, …
the biggest problem i have with india is their hiring practices. you can just tell whether a place has a indian manager. for example, my local subway has all indian people in their mid 20s-30s, except for one old white lady who has been working there since forever. The problem is they only hire indian people. And those indian people always get my order wrong one way or another.
Makes generalizations about Indian hiring practices and ethnic workplace composition, framing it as problematic in-group favoritism.
dustyacer
Jan 27, 2026
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
We dont want this either!!!!!! \nWe did not vote for this!!!!
We dont want this either!!!!!! \nWe did not vote for this!!!!
Expresses rejection of a policy position using emphatic language ('We did not vote for this'), asserting a collective identity and disagreement.
@AprilVC
Mar 4, 2025
Feed up is right , this all started when the RCMP let a fu,,,,,, Indian to wear a Turban with RCMP uniform on …..this is wrong,,, you join a baseball team you wear the uniform,,, …
Feed up is right , this all started when the RCMP let a fu,,,,,, Indian to wear a Turban with RCMP uniform on …..this is wrong,,, you join a baseball team you wear the uniform,,, not you fu,,,, turban.
I lot my job to immigrate. In my country,,, I’m a Métis,,I’m not a immigrant..
WTF ???
Commenter asserts Métis identity and opposes religious accommodation in uniform policies, framing it as cultural erosion with personal grievance about job loss.
StephenArdis
Sep 9, 2025
Canada has been sucking on the teet of America for too long. They need to be their own country and stop relying on the US. They can't defend themselves without us. That alone should require …
Canada has been sucking on the teet of America for too long. They need to be their own country and stop relying on the US. They can't defend themselves without us. That alone should require some kind of compensation. Everyone including Canada has taken advantage of the USA for to long and when we stick up for ourselves we're the bad guys
Asserts American superiority and frames Canada as dependent, using us-vs-them framing to justify American demands for compensation.
@scottcartwright-ue7rv
Mar 4, 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
Most Americans are WITH Canada and against Trump!
Most Americans are WITH Canada and against Trump!
Asserts that most Americans oppose Trump and align with Canada, creating in-group solidarity against a political opponent.
@mjsps51
Mar 4, 2025
I can't help but notice the overwhelming support in the comments for the Canadian stance. Tragically many Canadians now consider the USA to be approaching enemy status.
I can't help but notice the overwhelming support in the comments for the Canadian stance. Tragically many Canadians now consider the USA to be approaching enemy status.
Commenter observes shifting Canadian identity and national sentiment, framing the US as approaching 'enemy status' in us-vs-them terms.
@robertcovell2787
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)