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
_President_ Trudeau, Sheinbaum, Zelensky, Macron, etc. = Real Leaders. tRump, a national and despicable embarrassment of EPIC proportion. LOATHE tRump.
_President_ Trudeau, Sheinbaum, Zelensky, Macron, etc. = Real Leaders. tRump, a national and despicable embarrassment of EPIC proportion. LOATHE tRump.
Makes comparative value judgments about leaders using us-vs-them framing with strong emotional language.
@theperfectautumn8781
Mar 4, 2025
Punjab is not India. They are not considered themselves as Indian
Punjab is not India. They are not considered themselves as Indian
Assertion of distinct Punjabi identity separate from Indian national identity.
Identity Assertion
0.75
praveenkakkerla9440
Jan 27, 2026
yon dont have right to advise us as a american citizens here @ ?? america we are american people who choose president trump he’s not forcing you dont sending your product in america without tax …
yon dont have right to advise us as a american citizens here @ ?? america we are american people who choose president trump he’s not forcing you dont sending your product in america without tax that they called it tariffs !! ??? canada president no free @ all !!
Asserts American identity and right to self-determination while critiquing Canadian policy and leadership, with us-vs-them framing.
@rosachase4390
Mar 4, 2025
Free ride’s over maple boy
Free ride’s over maple boy
Dismissive statement suggesting Canada's privileged status is ending, with nationalist undertones.
@justinfeemster2023
Mar 4, 2025
I'm an American and I DIDN'T VOTE FOR THIS.
I'm an American and I DIDN'T VOTE FOR THIS.
Commenter asserts American identity and distances themselves from a political decision, using us-vs-them framing.
@francescalujan6514
Mar 4, 2025
PROBLEM IS? WE STILL HAVE SO MANY MANIPULATED LEG HUMPERS THAT TRULY BELIEVE THAT TRUMP IS GOING TO LINE THEIR POCKETS WITH GOLD, HE AIN'T.
PROBLEM IS? WE STILL HAVE SO MANY MANIPULATED LEG HUMPERS THAT TRULY BELIEVE THAT TRUMP IS GOING TO LINE THEIR POCKETS WITH GOLD, HE AIN'T.
Uses derogatory in-group/out-group framing ('leg humpers') to criticize Trump supporters, asserting a division between groups.
@dudleydoright2706
Mar 4, 2025
51º American state
51º American state
Frames Canada as a subordinate entity to the US through a joking assertion about statehood, combining identity framing with satirical commentary.
@AmarilioSongWriter
Mar 4, 2025
The USA does not need Canada, who's not getting the message loud and clear? ?
The USA does not need Canada, who's not getting the message loud and clear? ?
Asserts US superiority and independence from Canada, framing a hierarchical relationship between nations.
@hurstshiftin9873
Mar 4, 2025
As a us citizen lets go bitch we will see whos economy can bully who lmfao - canada has a smaller population than Californian and we have companies richer than your entire country, you are …
As a us citizen lets go bitch we will see whos economy can bully who lmfao - canada has a smaller population than Californian and we have companies richer than your entire country, you are going to lose if you dont fall in line.
Asserts US economic and demographic superiority while threatening economic coercion, framing confrontational us-vs-them dynamic.
@AbhorrentBF
Mar 4, 2025
trump was only elected due to Putin & the the crazy narcissist Elon! A very narrow minded man!!
trump was only elected due to Putin & the the crazy narcissist Elon! A very narrow minded man!!
Makes unverified claims about Trump's election while asserting a critical stance toward him and his associates.
@sweetjane5033
Mar 4, 2025
I'm with you Canada. Our president is a lunatic.
I'm with you Canada. Our president is a lunatic.
Expresses solidarity with Canada as an in-group while criticizing an out-group leader, framing national identity and positioning.
@ovhnfinity
Mar 4, 2025
I will never call Donald Trump a President. I don't believe I did the first time he was in the White House. Now I call him Commie traitor.
I will never call Donald Trump a President. I don't believe I did the first time he was in the White House. Now I call him Commie traitor.
Commenter asserts refusal to recognize Trump's legitimacy and uses strong identity-based language ('Commie traitor') to distance themselves from his authority.
@sharonscharff6878
Mar 4, 2025
Canada is no longer Canada?.
Canada is no longer Canada?.
Rhetorical question expressing concern about national identity and cultural change in Canada.
GTV-GVGdesign
Jan 28, 2026
♟️DONALD TRUMP WINS AGAIN♟️
♟️DONALD TRUMP WINS AGAIN♟️
Celebrates Trump's political victory with nationalist/partisan framing, asserting support for his side.
Identity Assertion
0.75
@darai62
Mar 4, 2025
Hey Tyler do me a favour please and dont hold conversations in the middle of the lanes weather it be on the road or in the store (very indian of you).
Hey Tyler do me a favour please and dont hold conversations in the middle of the lanes weather it be on the road or in the store (very indian of you).
Comment uses ethnic stereotyping ('very indian of you') to assert cultural boundaries and criticize behavior, framed as identity-based criticism.
stonaholic116
Jan 28, 2026
Calling it what it is, is not racist.
Calling it what it is, is not racist.
Defensive assertion about naming/labeling practices, implicitly claiming that criticism of immigration patterns is not racist, which frames identity-based discourse.
madi7740
Jan 28, 2026
It's true that they are generally good people that don't eat poo. Still not their home.
It's true that they are generally good people that don't eat poo. Still not their home.
Acknowledges positive qualities while asserting immigrants don't belong, framing Canada as exclusively for native-born citizens.
Aethelvlad
Jan 28, 2026
Canada imported so many khalistanis now deal with them.
Canada imported so many khalistanis now deal with them.
Makes a specific ethnic/religious identity claim about Khalistan supporters and frames them as a problem to manage.
kolaveri550
Jan 28, 2026
A Real Leader Speaks
A Real Leader Speaks
Assertion of leadership qualities and national identity values, praising someone as embodying strong leadership.
Identity Assertion
0.75
@antoniosaxon8605
Mar 4, 2025
We don’t believe you! Trudeau! Trump knows what he is doing ?
We don’t believe you! Trudeau! Trump knows what he is doing ?
Expresses distrust of Trudeau and frames Trump as having superior knowledge, positioning sides in a us-vs-them dynamic.
@pamsauder668
Mar 4, 2025
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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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