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
who let her in...get out diablo...she's not nice ...she's a mutt
who let her in...get out diablo...she's not nice ...she's a mutt
Dehumanizing language and xenophobic framing targeting an individual immigrant.
mustangsally3204
Feb 27, 2026
And don't generalize you id*ot. These people are shameless indeed but they do not represent true immigrants
And don't generalize you id*ot. These people are shameless indeed but they do not represent true immigrants
Defends immigrants as a group by distinguishing 'true immigrants' from those criticized, asserting a categorical identity boundary.
StarpointTruth
Feb 7, 2026
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Blames Trudeau, the Liberal party, and mainstream media as responsible for Canada's problems, asserting national grievance.
@ArseneL2406
Mar 4, 2025
Who screams Canada for help? Thats right no one.
Who screams Canada for help? Thats right no one.
Asserts Canada's lack of geopolitical importance or influence by claiming no one seeks Canadian help, using comparative framing.
@skinny-6469
Mar 4, 2025
TRUMP strikes back at the WEF Globalists in Canada.
TRUMP strikes back at the WEF Globalists in Canada.
Frames Trump as striking back against 'globalists,' invoking us-vs-them identity framing with conspiratorial undertones about global elites.
@thetimeisnow6822
Mar 4, 2025
You don’t scare the American people. Don’t underestimate the DEALMAKER who won in a landslide election.
You don’t scare the American people. Don’t underestimate the DEALMAKER who won in a landslide election.
Asserts American identity and confidence in Trump while dismissing perceived threats, with us-vs-them framing.
@lisawintersbaldwin4470
Mar 4, 2025
Bring it! USA USA USA!!!
Bring it! USA USA USA!!!
Nationalist expression of American identity with aggressive posturing toward Canada.
@Xh4L3
Mar 4, 2025
Punjab, India, same friggen thing
Punjab, India, same friggen thing
Makes a dismissive equivalence between Punjab and India, suggesting conflation of immigrant identity with foreign allegiance.
Identity Assertion
0.75
l.a9974
Feb 8, 2026
Hats off to president Teasdale this is what a real president sounds like unlike the queen Donald Trump the first who's going to bring America to his knees ??
Hats off to president Teasdale this is what a real president sounds like unlike the queen Donald Trump the first who's going to bring America to his knees ??
Commenter frames political leaders through us-vs-them comparison (real vs. fake president) and asserts national/political identity preference.
@dannyrice7320
Mar 4, 2025
Pick a fight with yourself, your so scared! We won't feel any affect!
Pick a fight with yourself, your so scared! We won't feel any affect!
Dismisses Canada's concerns as fear-based and asserts American dominance/indifference; uses us-vs-them framing with threat minimization.
@joshualove8907
Mar 4, 2025
Our Dumb Chump person in the office of President is a complete idiot. Imgine the character of those that put him in office!
Our Dumb Chump person in the office of President is a complete idiot. Imgine the character of those that put him in office!
Attacks the character of political opponents through insulting language, framing them as 'dumb' and questioning the judgment of those who support them, which is identity-based political polarization.
@MarkH-4
Mar 4, 2025
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
Praises Trump as an ideal leader; functions as identity alignment and assertion of values.
Identity Assertion
0.75
@LDJ829
Mar 4, 2025
He is doing it because Canada refuses to be the 51st state. He is a demented psychopathis lunatic traitor.
He is doing it because Canada refuses to be the 51st state. He is a demented psychopathis lunatic traitor.
Frames Canada's resistance as assertion of independence ('refuses to be 51st state') with moral condemnation of Trump.
@designnmind9110
Mar 4, 2025
It’s not America. It’s a buffoon that is in out Whitehouse
It’s not America. It’s a buffoon that is in out Whitehouse
Distinguishes between America as a nation and its current leader, asserting a distinction between the country and its leadership.
@DiamondsWorld24
Mar 4, 2025
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Uses ethnic stereotyping and casual observation of immigrant groups with a tone of ironic commentary about occupational clustering.
Manny83196
Feb 9, 2026
Bro on the bike is a certified neanderthal. He rlly thinks his kind is the shit.
Bro on the bike is a certified neanderthal. He rlly thinks his kind is the shit.
The comment uses dehumanizing language ('neanderthal') and dismissive tone toward a person in the video, combining identity-based criticism with sarcastic framing.
Tonytonytony6338
Feb 8, 2026
*🕉️ 🚩 🇮🇳 INDIA 🇮🇳 🚩 🕉️*
*🕉️ 🚩 🇮🇳 INDIA 🇮🇳 🚩 🕉️*
The comment uses Indian national and religious symbols to assert identity affiliation, with minimal additional context suggesting identity-based framing.
Identity Assertion
0.75
mohakmilindsingh999
Feb 8, 2026
He is a nice & real president. Trump is in the level of bottom.
He is a nice & real president. Trump is in the level of bottom.
Comment makes comparative character judgments about political leaders using us-vs-them framing (positive vs. negative positioning).
Identity Assertion
0.75
@gorillachen9256
Mar 4, 2025
I miss the Real Americans... hate Trudeau but.....he ain't wrong... we don't pick fights
I miss the Real Americans... hate Trudeau but.....he ain't wrong... we don't pick fights
Expresses nostalgia for 'Real Americans' (identity assertion) while critiquing Trudeau's policy approach, though acknowledges some validity to his position.
@anthonysmitten290
Mar 4, 2025
We the USA are going to see just how tough justine is.????
We the USA are going to see just how tough justine is.????
Uses us-vs-them framing (USA vs Canada/Trudeau) with implicit threat about testing Canadian toughness.
@YOUTUBER-jf6iq
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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Discourse Quality (Perspective API)