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
Know where they are , Brampton 😅
Know where they are , Brampton 😅
References Brampton as an immigrant enclave with dismissive tone, asserting demographic/cultural change.
hannahanna6523
Oct 5, 2025
Glory to Canada
Glory to Canada
Brief patriotic assertion of national pride without substantive argument or context.
Identity Assertion
0.70
@besimmuqaj2200
Mar 4, 2025
We're a out to stop saying sorry
We're a out to stop saying sorry
Reference to Canadian cultural stereotype (apologizing) as identity marker, suggesting shift in national character.
Identity Assertion
0.70
@feilan225
Mar 4, 2025
He was groomed to be a Prime Minister, very eloquent
He was groomed to be a Prime Minister, very eloquent
Makes a claim about Trudeau's background and character, positioning him as a prepared leader.
Identity Assertion
0.70
@jenniferfrimpong7496
Mar 4, 2025
When will the Canadian governor, Castro Jr. figure it out ?
When will the Canadian governor, Castro Jr. figure it out ?
Uses derogatory framing ('Castro Jr.') to assert a critical stance toward Canadian leadership and national identity.
Identity Assertion
0.70
@BrianManuel-eq4fm
Mar 4, 2025
He's got some issues! My Grandmother's Family was from Essex County. I didn't vote for any of this with our Allies! ??✌
He's got some issues! My Grandmother's Family was from Essex County. I didn't vote for any of this with our Allies! ??✌
Asserts personal/family identity and expresses disagreement with current political direction through an us-vs-them framing.
@d.virgallito3490
Mar 4, 2025
...and because the canucks are so woke or something???
...and because the canucks are so woke or something???
Uses 'woke' framing to assert cultural/political identity and critique Canadian values or policies.
@marshalmaddening9011
Mar 4, 2025
That poor white trash needs to learn to takes its own side.
That poor white trash needs to learn to takes its own side.
Makes a divisive class-based identity claim with unclear referent, suggesting in-group/out-group framing.
Identity Assertion
0.70
localsussybaka277
Jan 27, 2026
Trump is not a smart man no he is not hes is nothing more then a crook and what a crook he is is that why you you like a liaer a traitor a spy …
Trump is not a smart man no he is not hes is nothing more then a crook and what a crook he is is that why you you like a liaer a traitor a spy for the KGB impeach Trump now.God Bless us all.
The comment makes sweeping character attacks on Trump (crook, liar, traitor, spy) framed as moral condemnation, with a call to impeach; primarily driven by identity-based opposition rather than policy analysis.
@kennethkult7681
Mar 4, 2025
Define trash… look at him #1 WH
Define trash… look at him #1 WH
Dismissive insult toward the Prime Minister using coded language, expressing negative identity positioning.
@mannymislang5735
Mar 4, 2025
CANINDIA. SICK OF IT.
CANINDIA. SICK OF IT.
Brief statement expressing rejection of perceived demographic change, framing Canada as being overtaken by another nation/group.
georgioantoine4194
Oct 14, 2025
Trump me.We don’t want this. Trump and his sycophants do.
Trump me.We don’t want this. Trump and his sycophants do.
Us-versus-them framing distinguishing 'we' Canadians from Trump supporters.
@pegoneil
Mar 4, 2025
Gota love President Trudeau. Great man who cares for Canada and his people.
Gota love President Trudeau. Great man who cares for Canada and his people.
Praises Trudeau for prioritizing Canada and Canadians, asserting national identity and leadership values.
Identity Assertion
0.70
@deniseroquena8043
Mar 4, 2025
Kneel Trudeau
Kneel Trudeau
Derisive nickname 'Kneel Trudeau' asserts a critical identity position and us-vs-them framing against the Prime Minister.
Identity Assertion
0.70
@j.r.fordiii
Mar 4, 2025
He speaks like a true leader who cares for his country.
He speaks like a true leader who cares for his country.
Praises a leader's patriotic qualities and national concern, asserting values of leadership and national identity.
Identity Assertion
0.70
@Nerdandweridoatheart
Mar 4, 2025
Goodbye Canada what a a hole
Goodbye Canada what a a hole
Expresses rejection of Canada and national identity crisis, using derogatory language to frame the country negatively.
@garysitek
Mar 4, 2025
Not the United States and the people in it does not won't any of this!!!!
Not the United States and the people in it does not won't any of this!!!!
Asserts what 'the people' (US citizens) do or don't want, using collective identity framing.
Identity Assertion
0.70
@robertrunyon3029
Mar 4, 2025
Americans want Trump exiled or in prison where he should have gone 8 years ago
Americans want Trump exiled or in prison where he should have gone 8 years ago
Asserts what 'Americans' want, using collective identity framing to express political opposition to Trump.
Identity Assertion
0.70
@maryvaltierra3944
Mar 4, 2025
Whenever is mouth is moving he is lying...?
Whenever is mouth is moving he is lying...?
Dismissive characterization of Trump as a liar, framing him as fundamentally untrustworthy.
@terrythompson8065
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
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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)