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
And that, gentlemen, is what has ruined this country.
And that, gentlemen, is what has ruined this country.
Vague assertion that immigration has damaged the country, implying national identity and belonging concerns.
loridamsgard5647
Feb 17, 2026
Most Americans don't agree with Trump, we will no doubt see the Dems take over next election. Can't wait for things to get back to normal, I was a Republican until last week.
Most Americans don't agree with Trump, we will no doubt see the Dems take over next election. Can't wait for things to get back to normal, I was a Republican until last week.
Asserts political identity shift (Republican to non-Republican) and frames political alignment as a marker of belonging and normalcy.
@kennyboy-iu1qx
Mar 4, 2025
Americans are horrified and ashamed of this government’s actions.
Americans are horrified and ashamed of this government’s actions.
Makes a broad claim about American collective sentiment and national shame, asserting group identity and values.
Identity Assertion
0.70
@Hildear
Mar 4, 2025
Us poor white trash that man is wild
Us poor white trash that man is wild
Self-identifies as 'poor white trash' in apparent response to immigration discourse, asserting class and racial identity.
Identity Assertion
0.70
pablodelorbe9600
Jan 27, 2026
You should be America's president.
You should be America's president.
Suggests a Canadian political figure should lead America, implying comparative national leadership and identity positioning.
Identity Assertion
0.70
@Tubueller
Mar 4, 2025
You guys hate women and children. You are a bunch of weirdos.
You guys hate women and children. You are a bunch of weirdos.
Uses us-vs-them framing with character attacks, asserting moral superiority while dismissing opponents as 'weirdos.'
@badassbouncerchick
Mar 4, 2025
Do you say Thank you？ You disrespect our president！?
Do you say Thank you？ You disrespect our president！?
Expresses nationalist sentiment about respecting the president, framing disagreement as disrespect to national leadership.
@whyl7033
Mar 4, 2025
There’s nothing to do with United States it’s Trump. That’s the problem.
There’s nothing to do with United States it’s Trump. That’s the problem.
Attributes U.S.-Canada tensions to Trump specifically rather than systemic issues, framing the problem as individual rather than national.
Identity Assertion
0.70
@andyung2075
Mar 4, 2025
This man sucks ??his own people want him out
This man sucks ??his own people want him out
Claims a leader is bad and lacks support from his own people, framing as an in-group/out-group judgment.
@Americafirstttttt
Mar 4, 2025
All you Americans who agree with this idiot should move to Canada
All you Americans who agree with this idiot should move to Canada
Frames disagreement as national boundary issue, suggesting Americans who disagree should leave, asserting Canadian identity boundaries.
@petone2009
Mar 5, 2025
Just disgusting. Pfui🤢
Just disgusting.
Pfui🤢
Expresses moral disapproval with minimal elaboration, functioning as a value judgment about immigration or immigrants.
Identity Assertion
0.70
Schäms_du_disch_nisch
Jan 2, 2026
Omg ,,Canada is great country in the world with too much natural resources.im sure Canada is an independent country.need some good and professional leaders
Omg ,,Canada is great country in the world with too much natural resources.im sure Canada is an independent country.need some good and professional leaders
Asserts Canada's national greatness and independence while calling for better leadership, emphasizing national pride.
@mohammadtahir6390
Mar 5, 2025
And they keep voting liberal.
And they keep voting liberal.
Makes a partisan claim linking immigrants to voting patterns, using us-vs-them framing around political affiliation.
user-iy8yj6rp1c
Feb 27, 2026
i am american and ashamed
i am american and ashamed
Commenter asserts their American identity while distancing themselves from national leadership, expressing shame about representation.
@VeteranWS
Mar 5, 2025
Bro india hate mindset exposed
Bro india hate mindset exposed
Makes a vague identity-based claim about anti-India sentiment being exposed.
Identity Assertion
0.70
Fire_Pro_Gamer_YT
Jan 27, 2026
America first. Peace always
America first. Peace always
Brief nationalist assertion prioritizing America while expressing general peace sentiment.
Identity Assertion
0.70
@IbriyGad
Mar 4, 2025
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything …
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything they do, is to teach or make people run away and leave. I don't get it.
Frames immigrants as outsiders with negative intent ('make people run away'), combining cultural othering with implied threat.
GREGH01.
Nov 13, 2025
Make Canada great again
Make Canada great again
Slogan invoking national greatness and identity, though vague in specific policy reference.
Identity Assertion
0.70
Raymond5505-p2f
Nov 21, 2025
Canada is owned by lefties
Canada is owned by lefties
Makes a broad political identity claim about Canada's ownership/control by a political faction, framing ideological us-vs-them.
Identity Assertion
0.70
iluvkath07
Jan 27, 2026
Trump is crazy
Trump is crazy
Brief dismissive statement about a political figure that frames opposition in us-vs-them terms without substantive argument.
Identity Assertion
0.70
@arnoldagbayani7898
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)