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
Canadians have no class to be talking about other people's class lol
Canadians have no class to be talking about other people's class lol
Comment makes a dismissive claim about Canadian identity and moral standing, framing Canadians as hypocritical.
lz1237
Jan 27, 2026
It's not us!!! It's wannabe DICTATOR Trump!!!!???
It's not us!!! It's wannabe DICTATOR Trump!!!!???
Uses emphatic us-vs-them framing against Trump while expressing alarm about authoritarian threat.
@heatheralvarez3384
Mar 4, 2025
This man is no leader
This man is no leader
Makes a dismissive claim about Trudeau's leadership capacity without substantive argument, functioning as a negative identity/authority judgment.
Identity Assertion
0.75
@user-fm1zo9gl4t
Mar 4, 2025
Gujrasti owns maximum hotels in all white race countries
Gujrasti owns maximum hotels in all white race countries
Makes a sweeping claim about hotel ownership tied to race, combining ethnic stereotyping with an unverified assertion.
thepunjabtimes29
Jan 27, 2026
You worry about your snowpile. Let us worry about America the Beautiful.
You worry about your snowpile. Let us worry about America the Beautiful.
Dismissive assertion of American identity and sovereignty, telling Canadians to focus on their own affairs while Americans handle theirs.
@MrSamIAm39
Mar 4, 2025
This government DOES NOT SPEAK FOR ME!!@!
This government DOES NOT SPEAK FOR ME!!@!
Emphatic rejection of government representation, asserting personal/national identity separate from government.
@lydsnews
Mar 4, 2025
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
Characterizes Canadians negatively while framing immigrants as a threat to systemic stability, combining identity-based criticism with implicit threat framing.
KKG-fv8hw
Feb 18, 2026
One gullible country.
One gullible country.
Dismisses Canadians as gullible, asserting a critical stance toward national character and decision-making.
Atheism_Wins
Feb 25, 2026
Indians just find ways to make their image even worse.
Indians just find ways to make their image even worse.
Comment makes a negative generalization about Indians as a group, framing them as damaging their collective image through negative behavior.
User-67-41
Jan 27, 2026
Wow they really allowed to put hindu statues there
Wow they really allowed to put hindu statues there
Comment expresses surprise/concern about religious symbols (Hindu statues) being permitted, implying cultural boundary-setting and identity-based anxiety.
TaikaWytiti
Feb 20, 2026
Best Premier in the country, hopefully the next leader of the federal conservatives
Best Premier in the country, hopefully the next leader of the federal conservatives
Expresses support for a political leader with nationalist framing, positioning her as best in the country.
Identity Assertion
0.75
@canadianmeatpie8245
Feb 20, 2026
God did bless America coz he gave them Trump.
God did bless America coz he gave them Trump.
Makes a religious/nationalistic claim about American exceptionalism and Trump, asserting national identity and superiority.
JamesMaldonado-dm9zm
Jan 4, 2026
I’m from Canada and a lot of these people are fucked in the head. Absolute fools.
I’m from Canada and a lot of these people are fucked in the head. Absolute fools.
Asserts Canadian identity while making a derogatory judgment about other people in the video.
quisuis-je
Jan 27, 2026
Talk about dictatorship, Justin Castro.
Talk about dictatorship, Justin Castro.
Uses inflammatory epithet ('Castro') to frame Trudeau as authoritarian without substantive evidence.
@Jean-MarcHouriet
Mar 4, 2025
It seems to me that Canada's basic ideology and identity revolves around $$$$. Much if that is heavy industry and services which cater to the needs of such industries. Family, faith, community, children, are way, …
It seems to me that Canada's basic ideology and identity revolves around $$$$. Much if that is heavy industry and services which cater to the needs of such industries. Family, faith, community, children, are way, way diwn on the list of priorities. Canada has what it fed. Quit complaining. 😢
The comment asserts that Canada's national identity is fundamentally materialistic and misaligned with traditional values, framing a critique of Canadian priorities and culture.
tinalaursen8993
Mar 1, 2026
Im a Vet. Im still Team U.S point blank. Dont worry about us, we will be fine.
Im a Vet. Im still Team U.S point blank. Dont worry about us, we will be fine.
Personal identity claim (veteran status) combined with allegiance statement ('Team U.S') and reassurance framed as national loyalty positioning.
@nunyabisness2459
Mar 4, 2025
Don't threaten us or tell us what we're going to feel! Go and sit in timeout and we'll TELL YOU! when you can come out
Don't threaten us or tell us what we're going to feel! Go and sit in timeout and we'll TELL YOU! when you can come out
Assertion of Canadian autonomy and rejection of external pressure, using defiant language to establish national agency and boundaries.
@YazzieMcGee
Mar 4, 2025
I don't like Jason Kenney, he turned out to be a Doug Ford
I don't like Jason Kenney, he turned out to be a Doug Ford
Personal political judgment comparing two conservative politicians, asserting negative identity/positioning toward them.
Cacheola
Feb 20, 2026
Eastern Canadians are some real Brightys . 😢
Eastern Canadians are some real Brightys . 😢
Regional identity claim about Eastern Canadians with a dismissive tone ('Brightys'), expressing in-group/out-group distinction.
Identity Assertion
0.75
reneprevost2943
Jan 27, 2026
Sorry, Justin. While you’re speaking to real Americans, this will never be shown to the cult that has infiltrated us.
Sorry, Justin. While you’re speaking to real Americans, this will never be shown to the cult that has infiltrated us.
Commenter frames a division between 'us' (reasonable people) and 'them' (a 'cult'), suggesting infiltration and ideological threat to national identity.
@samschnugens8937
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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