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
Honestly I believe this is the universes way of giving white people there karma simple.
Honestly I believe this is the universes way of giving white people there karma simple.
Makes a racial/ethnic claim about 'white people' receiving karmic consequences, invoking group identity and moral judgment.
ShawnBenson1986
Aug 26, 2025
It's not that he's leaving, this is what Canadians feel. Why is everything so cynically political in the US. We say what we mean, and mean what we say. The US can no longer be …
It's not that he's leaving, this is what Canadians feel. Why is everything so cynically political in the US. We say what we mean, and mean what we say. The US can no longer be trusted.
Asserts Canadian values and identity through contrast with US political culture and trustworthiness.
@rossjackson2929
Mar 4, 2025
Wow. They had the courage to stop the immigration rort in at least one part of the world. Great news for locals.
Wow. They had the courage to stop the immigration rort in at least one part of the world. Great news for locals.
Celebrates policy changes as beneficial for 'locals,' using us-vs-them framing while characterizing immigration as a 'rort' (scam).
kurt4260
Nov 22, 2025
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical …
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home.
This may be a radical notion in the present political climate, but just because you want to come to Canada doesn't mean you can.
Actual native born Canadian citizens have a say in this and we say No !
Asserts native-born Canadians' right to determine immigration policy and rejects responsibility for global welfare, emphasizing national sovereignty and citizen primacy.
karlaraejames1482
Nov 22, 2025
This is good for the future of Quebec and Canada. Quebec has finally decided to rule their destiny in way that lead to their independence, that is the next step of the politicians.
This is good for the future of Quebec and Canada. Quebec has finally decided to rule their destiny in way that lead to their independence, that is the next step of the politicians.
Frames policy as enabling Quebec's self-determination and independence, emphasizing national/regional identity and destiny.
jean-yvesfontaine8506
Nov 21, 2025
Justin Trudeau is sucha clown ?? just turn off the power and call it a day
Justin Trudeau is sucha clown ?? just turn off the power and call it a day
Dismissive characterization of Trudeau with sarcastic suggestion, combining identity-based criticism with satirical tone.
@timothypascual7509
Mar 4, 2025
This has racist undertones however the best for all you candians dont allow any indian and dont fo any trade with india. So next time you vote ensure your government make that a priority. Yeah …
This has racist undertones however the best for all you candians dont allow any indian and dont fo any trade with india. So next time you vote ensure your government make that a priority. Yeah there are some issues regarding the kalistan but that you should ask justin
Comment frames immigration through ethnic/national identity concerns and calls for voting to exclude a specific nationality, combining identity-based framing with political action.
pathmanathanmoodley1431
Feb 12, 2026
Punjab??? Why don't they say INDIA???
Punjab??? Why don't they say INDIA???
Questions geographic labeling of immigrants, implying concern about national/ethnic identity representation and specificity.
deepblue9621
Feb 20, 2026
What a braindead biker. Reinforcing the stereotype
What a braindead biker. Reinforcing the stereotype
Criticizes an individual for reinforcing negative stereotypes about their group, invoking stereotype-based identity framing.
spoolindsm127
Jan 27, 2026
You're not a native from Canada too brochacho 🥀
You're not a native from Canada too brochacho 🥀
Uses sarcasm to challenge someone's claim to Canadian identity by pointing out their own non-native status, employing ironic identity framing.
yanismounissamy7090
Feb 11, 2026
The Focking Nosense. Take Down Their Statues. Like living in Your Own Country Is Not A Right.
The Focking Nosense. Take Down Their Statues. Like living in Your Own Country Is Not A Right.
Asserts national belonging rights while calling for removal of symbols, framed as defending native identity against perceived displacement.
The-Psychic_SSJ
Feb 13, 2026
Stereotypes are earned. Just saying.
Stereotypes are earned. Just saying.
Asserts that stereotypes about groups are justified and earned, framing group characteristics as inherent rather than constructed.
tacticaltimeteller126
Mar 1, 2026
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
Accuses the creator of racism and uses us-vs-them framing (white people vs. others) to challenge perceived bias.
delanomclaurin4125
Mar 3, 2026
ngl i agree with bike dude, like I'm not racist but he's somewhat right, he got some good points
ngl i agree with bike dude, like I'm not racist but he's somewhat right, he got some good points
Commenter distances themselves from racism while endorsing critical views about immigrants, using identity-protective language.
MRProbablyCapybara
Feb 18, 2026
Wanna live ...live...but don't bring ur religion everywhere u go
Wanna live ...live...but don't bring ur religion everywhere u go
Expresses concern about religious practice in public spaces, framing it as a boundary issue for national belonging.
ujjwaltirkey2807
Feb 11, 2026
Theres a difference between Indians and Khalistanis Indians come to work in other countries, Khalistanis are considered terrorists in India
Theres a difference between Indians and Khalistanis
Indians come to work in other countries, Khalistanis are considered terrorists in India
Distinguishes between ethnic/national groups and makes an unverified claim linking Khalistanis to terrorism without evidence.
pavanchand5072
Feb 4, 2026
Let her help her own country, people miss her there !
Let her help her own country, people miss her there !
Asserts national belonging ('her own country') and implicitly frames immigration as outsiders taking resources from their homeland.
brunospfc8511
Feb 11, 2026
Is London getting to diverse for them then?
Is London getting to diverse for them then?
Rhetorical question implying concern about demographic change and cultural/ethnic composition of London, framing diversity as a problem.
claudette183
Feb 10, 2026
We Canadians don’t want this collection of clowns to represent us. But sadly the liberals won’t leave.
We Canadians don’t want this collection of clowns to represent us. But sadly the liberals won’t leave.
Asserts Canadian identity ('We Canadians') and expresses rejection of current government representation, framing as us-vs-them.
@col8179
Mar 4, 2025
Indians are NOT junkies. Id prefer Indians to white and black junkies
Indians are NOT junkies. Id prefer Indians to white and black junkies
Makes comparative ethnic claims about immigrant groups, asserting preferences based on racial/national identity.
corpsmankind
Feb 9, 2026
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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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