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
Search & Filter
Identity Assertion
5,512 comments
News flash we don’t need Canada.. ?
News flash we don’t need Canada.. ?
Asserts national self-sufficiency and independence, implying Canada is unnecessary or inferior.
@Visons_Lysergic
Mar 4, 2025
The orange cancer seems to only care about pleasing Putin.
The orange cancer seems to only care about pleasing Putin.
Dehumanizing characterization of Trump with unsubstantiated geopolitical allegation, combining negative identity assertion with threat framing.
@ArleneB-s5f
Mar 4, 2025
Typical argonat American speaking when french or spanish german or swedish being spoken.
Typical argonat American speaking when french or spanish german or swedish being spoken.
Stereotyping Americans as arrogant and monolingual, with an unsubstantiated generalization about language speakers.
@Rikard_A
Mar 4, 2025
_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
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
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
As a Canadian this is so true everywhere
As a Canadian this is so true everywhere
Commenter asserts Canadian identity and validates the video's claims about immigration experiences as universally true across the country.
Identity Assertion
0.75
Tristansmith-m4t
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
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
Trudeau you are actual scum
Trudeau you are actual scum
Personal attack on Trudeau using dehumanizing language, expressing strong in-group/out-group sentiment.
Identity Assertion
0.75
@flemwad
Mar 4, 2025
Canada = Indian toilet
Canada = Indian toilet
Dehumanizing comparison equating Canada with India, expressing xenophobic identity-based rejection of immigrants.
samuell.1189
Aug 25, 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
Headline should be \n\nTrudeau runs his commie mouth while hiding
Headline should be \n\nTrudeau runs his commie mouth while hiding
Uses loaded language ('commie') to frame Trudeau as ideologically opposed and cowardly, asserting a political identity position.
@eriv
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
♟️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
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)