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
Search & Filter
Identity Assertion
5,512 comments
Balkenization at its finest
Balkenization at its finest
Uses 'Balkanization' to frame demographic change as fragmentation and loss of national cohesion, invoking identity and threat concerns.
DakotaNator
Jan 27, 2026
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute …
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute on highway 1.
Comment makes a generalized claim about Indian truck drivers' behavior, framing them as a distinct group with negative characteristics, combining ethnic stereotyping with safety concerns.
xLyfu
Jan 28, 2026
That girl who is preaching to the Indians has such a heavy accent, as is she arrived off the boat only yesterday.
That girl who is preaching to the Indians has such a heavy accent, as is she arrived off the boat only yesterday.
Makes disparaging observation about an immigrant's accent and recency of arrival, implying outsider status and lack of belonging.
Identity Assertion
0.75
PuppyLove-b9c
Aug 25, 2025
No, not the US, Trump, and Elon.
No, not the US, Trump, and Elon.
Brief rejection of US, Trump, and Elon, asserting opposition and implicitly Canadian identity against these entities.
@heidistromme1545
Mar 4, 2025
As a Canadian I think they need get out or canada should get are own I.c.e
As a Canadian I think they need get out or canada should get are own I.c.e
Asserts Canadian national identity and calls for removal of immigrants, referencing ICE enforcement.
Lbbbe
Jan 28, 2026
0:51 this channel a representation of low life white people mindsent
0:51 this channel a representation of low life white people mindsent
Makes a sweeping identity-based claim about the channel's audience/creators using derogatory language, framed as cultural criticism.
HH-fs1uu
Jan 28, 2026
Sorry but it would piss me off to have to look at those huge statues of their gods….
Sorry but it would piss me off to have to look at those huge statues of their gods….
Expresses discomfort with religious/cultural symbols of immigrants, framing them as incompatible with the commenter's sense of belonging.
lyledeyounges1276
Jan 28, 2026
0:51 straight white men
0:51 straight white men
References a specific demographic category ('straight white men') in relation to video content, asserting identity-based framing.
Identity Assertion
0.75
HH-fs1uu
Jan 28, 2026
Fix womem and divorve settlements and child custody. Then white men might start making babys again
Fix womem and divorve settlements and child custody. Then white men might start making babys again
Makes identity-based claim about 'white men' and demographic reproduction, framing social issues through ethnic/gender identity lens.
Identity Assertion
0.75
abelyjrwhynot2051
Aug 25, 2025
All suckers are immigrants to Canada
All suckers are immigrants to Canada
Broad statement asserting that all Canadians are immigrants, making a claim about national identity and belonging.
Identity Assertion
0.75
ndeivendran
Aug 25, 2025
If you're a White Canadian and you want to preserve our society, look into Return to the Land.
If you're a White Canadian and you want to preserve our society, look into Return to the Land.
Frames immigration as a threat to 'White Canadian' society and urges in-group members toward a specific movement, combining identity assertion with mobilization.
AverageDad0
Jan 27, 2026
Who care screw Canada usa will win start being fair
Who care screw Canada usa will win start being fair
Dismisses Canada and asserts US superiority in a confrontational us-vs-them framing.
@jeffsullivan309
Mar 4, 2025
Indian food is disgusting! 🤮
Indian food is disgusting! 🤮
Derogatory statement about a cultural group's food, expressing in-group/out-group cultural disdain.
Identity Assertion
0.75
letstrythisagain5096
Jan 28, 2026
Friends don't boo our National Anthem.
Friends don't boo our National Anthem.
Uses national anthem disrespect as a marker of broken alliance and friendship, asserting values of respect between nations.
@JM-so4iw
Mar 4, 2025
Hey Tyler do me a favour please and dont hold conversations in the middle of the lanes weather it be on the road or in the store (very indian of you).
Hey Tyler do me a favour please and dont hold conversations in the middle of the lanes weather it be on the road or in the store (very indian of you).
Comment uses ethnic stereotyping ('very indian of you') to assert cultural boundaries and criticize behavior, framed as identity-based criticism.
stonaholic116
Jan 28, 2026
It all goes back to our covermemt we have no identity and the worse part they come here an trying to change our religion. We are fed up .wats wrong of being conservative because we …
It all goes back to our covermemt we have no identity and the worse part they come here an trying to change our religion. We are fed up .wats wrong of being conservative because we dont want our country destroyed
Asserts Canadian national identity under threat from immigrants attempting religious/cultural change, expressing frustration with perceived loss of identity.
montahakarbarani948
Aug 25, 2025
Carney == Trudeau 2.0
Carney == Trudeau 2.0
Equates a political figure (Carney) with Trudeau in a dismissive comparison, suggesting ideological alignment criticism with implicit us-vs-them framing.
JaiShaha-i9y
Aug 25, 2025
As a Canadian this is so true everywhere
As a Canadian this is so true everywhere
Commenter asserts Canadian identity and validates the video's claims about immigration experiences as universally true across the country.
Identity Assertion
0.75
Tristansmith-m4t
Jan 28, 2026
I've never been so embarrassed to be an American - How this country elects a giant, bloated, orange, oompa loompa, whale carcass, who plays golf everyday and acts like a child on foreign policy . …
I've never been so embarrassed to be an American - How this country elects a giant, bloated, orange, oompa loompa, whale carcass, who plays golf everyday and acts like a child on foreign policy . . . . . AGAIN !!!!, is beyond any reasonable persons' comprehension. Canada, please know that we are, in now way, behind this dictatorship take over of our country by the cartoon character who happens to be in the White House at present. The non-idiots in this country are so sorry ?
Expression of national shame and identity conflict, distinguishing 'non-idiots' from others, with moral critique of leadership.
@gnb3472
Mar 4, 2025
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has …
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has had this conversation
Makes a claim about Indian immigration levels and asserts shared Canadian anxiety about demographic change, using us-vs-them framing.
711hudson
Jul 10, 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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