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
they have no idea lower class pajet may be dirty but they dumb and follow orders.. howeveer upper class or brahmin pajet they look down on people like bugs who are not the same caste …
they have no idea lower class pajet may be dirty but they dumb and follow orders.. howeveer upper class or brahmin pajet they look down on people like bugs who are not the same caste they can do whatever they want
Stereotyping based on caste and class, making sweeping generalizations about cultural behavior and values.
nekosamadesuyo
Mar 2, 2026
He's just mad because he \nIs getting less money doesn't give a s about canada
He's just mad because he \nIs getting less money doesn't give a s about canada
Accuses a political figure of prioritizing personal wealth over national interest, framing it as a betrayal of Canada, combining identity-based criticism with moral judgment.
@phillipjfry8497
Mar 4, 2025
Sick of them all
Sick of them all
Minimal but dismissive statement targeting immigrants as an out-group, with implied us-vs-them framing.
Identity Assertion
0.72
ShawnKelly-h4c3s
Sep 12, 2025
No blind eyes in Canada. Our millions of generations of taxpayers and family members that fought and died in multiple wars. Our politicians decided to ignore. The workforce theory is.b.s Otherwise covid wouldn't have destroyed …
No blind eyes in Canada.
Our millions of generations of taxpayers and family members that fought and died in multiple wars.
Our politicians decided to ignore.
The workforce theory is.b.s
Otherwise covid wouldn't have destroyed it.
At the same time immigration quadrupled.
Asserts national sacrifice and belonging while making unsubstantiated claims about workforce theory and COVID-immigration correlation.
dans1741
Aug 26, 2025
No more screwing over the USA !!!!!
No more screwing over the USA !!!!!
Asserts nationalist position that the US should prioritize its own interests over accommodating Canada, using us-vs-them framing.
Identity Assertion
0.72
@jamieayers2598
Mar 4, 2025
Republicans and Maga, you're all going down the toilet bowl together!
Republicans and Maga, you're all going down the toilet bowl together!
Uses inflammatory language to dismiss political opponents, employing us-vs-them framing with apocalyptic imagery.
@johncoleman3953
Mar 4, 2025
Trump is a moron… no less.
Trump is a moron… no less.
Brief personal insult toward Trump without substantive policy critique or evidence, functioning as identity-based dismissal.
Identity Assertion
0.72
@qht171
Mar 4, 2025
A look inside the most racist neighborhood in canada where the cultures and religions have no respect for canada
A look inside the most racist neighborhood in canada where the cultures and religions have no respect for canada
Frames neighborhood as 'racist' while asserting that immigrant cultures lack respect for Canada, using identity-based framing.
gfsgfs3032
Oct 22, 2025
tHIS GUAY A BOZZO HE THE REAL REASON WHY CANADA IN THIS MESS ONLY THIS CLOWN
tHIS GUAY A BOZZO HE THE REAL REASON WHY CANADA IN THIS MESS ONLY THIS CLOWN
Uses insulting language and blame-assignment to express frustration with leadership and national condition.
@styleauto1025
Mar 4, 2025
indian people are either the nicest people you meet or the most annoying.
indian people are either the nicest people you meet or the most annoying.
Comment makes a generalized ethnic characterization about Indian people, framing them as a monolithic group with variable social traits.
Identity Assertion
0.72
RetroKF
Jan 27, 2026
What a mess sorry .the USA . People will stand are not happy
What a mess sorry .the USA . People will stand are not happy
Expressing solidarity with people opposing US policies, asserting collective identity and dissatisfaction.
@ddddffgghh
Mar 4, 2025
The USA does not accept Trumps decisions!
The USA does not accept Trumps decisions!
Asserts that Americans reject Trump's decisions, creating an us-vs-them framing within the USA itself.
Identity Assertion
0.72
@melissafurtney1504
Mar 4, 2025
Let them show each other their true colors
Let them show each other their true colors
Vague statement suggesting opposing groups should reveal their true nature, framing a conflict between in-group and out-group with implicit call for confrontation.
@dumioliphant6120
Mar 4, 2025
No body likes this man
No body likes this man
Makes a blanket claim about collective rejection of Trudeau, asserting a unified national position against him.
Identity Assertion
0.72
@EdWin-cy7wk
Mar 4, 2025
Somalians out there hella deep too
Somalians out there hella deep too
Makes an observation about ethnic/national group presence and representation in Canada using colloquial language.
Identity Assertion
0.72
Tru2FFs
Jan 27, 2026
Last days of CNN.\nTrump will take care of all those stupid things!
Last days of CNN.\nTrump will take care of all those stupid things!
Dismisses CNN as 'stupid' and expresses faith in Trump as a leader, framing political allegiance as identity-based.
@XYDRO007
Mar 4, 2025
You can't make this shite up. A nigerian telling immigrants to leave their culture at the door. I guess he's no longer a Nigerian. Is it because his white wife told him to leave his …
You can't make this shite up. A nigerian telling immigrants to leave their culture at the door. I guess he's no longer a Nigerian. Is it because his white wife told him to leave his culture at the door?
Uses sarcasm and identity-based critique to challenge a Nigerian immigrant's position on cultural assimilation, questioning authenticity of identity.
kkwilson27
Aug 25, 2025
The United States is absolutely doing what is right for Americans period and of story way past time.
The United States is absolutely doing what is right for Americans period and of story way past time.
Asserts that US actions are justified for American interests, framing national priorities as paramount.
@jasonerickson1033
Mar 4, 2025
Trudeau is a great leader.
Trudeau is a great leader.
Simple assertion of national pride/support for Canadian leadership without substantive argument.
Identity Assertion
0.72
@eddie195777
Mar 4, 2025
The commie pipe smoker speaks...shutup castro
The commie pipe smoker speaks...shutup castro
Uses derogatory framing and name-calling to assert political/ideological opposition to Trudeau.
@willmarrill5051
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)