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
I avoid gen z AT ALL COSTS!! The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
I avoid gen z AT ALL COSTS!!
The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
Expresses generational us-vs-them framing with dismissive characterization of Gen Z as a distinct outgroup.
HughJassol-ed3bq
Feb 5, 2026
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
Claims unanimous Canadian consensus against immigration while dismissing the report's framing of division, asserting a unified national position.
henri6794
Feb 11, 2026
Jay Sriram we love india and Hanuman statue
Jay Sriram we love india and Hanuman statue
Asserts cultural/religious identity through reference to India and Hindu symbolism (Hanuman statue).
Identity Assertion
0.85
moonlightwithlove
Feb 10, 2026
Canada will become india. Inshallah 🙏🏻 Proud to be Indian 💪🏻
Canada will become india. Inshallah 🙏🏻
Proud to be Indian 💪🏻
Asserts Indian identity and expresses demographic anxiety about Canada becoming India, framing it as an existential threat.
siddhant8430
Feb 10, 2026
Canadians are they biggest immigrants, they stole that land
Canadians are they biggest immigrants, they stole that land
Frames Canadians as immigrants/colonizers using us-vs-them framing about land ownership and national identity.
kutkak123
Feb 9, 2026
@5:00 that Gentleman— is just telling the Truth -The Blacks+ the Muslims, are the worse—
@5:00 that Gentleman— is just telling the Truth -The Blacks+ the Muslims, are the worse—
Makes sweeping negative generalizations about racial and religious groups, framing them as threats.
M.Born007
Feb 9, 2026
YT acting like he's Indigenous to Canada, PS FCUK both Cultures.
YT acting like he's Indigenous to Canada, PS FCUK both Cultures.
Challenges someone's claim to Canadian identity and dismisses both cultures, asserting boundaries of belonging.
octoroogoonerguy2081
Feb 8, 2026
This is about indians, not turkish or irakis or afghans who are well integrated and make an effort to speak English compared to these fvckin indians who just roll their tongue
This is about indians, not turkish or irakis or afghans who are well integrated and make an effort to speak English compared to these fvckin indians who just roll their tongue
Ethnic stereotyping and comparative framing that asserts negative identity claims about Indian immigrants versus other groups.
Pavel.l445-j7h
Feb 9, 2026
We dont want em here
We dont want em here
Expresses exclusionary sentiment framing immigrants as unwanted outsiders, asserting in-group/out-group boundaries.
austinhunchak3968
Feb 9, 2026
I prefer Indians over your pedos and perverts
I prefer Indians over your pedos and perverts
Makes an ethnic/national preference claim comparing Indian immigrants favorably to Canadians using derogatory stereotypes.
sardarpatel8415
Feb 8, 2026
monroe township is crazy with indians
monroe township is crazy with indians
Observation about demographic composition of a township framed as notable/concerning, emphasizing ethnic presence and demographic change.
JerseyResponders
Feb 8, 2026
🇮🇳🖕🇮🇳🖕🇮🇳🖕🇮🇳
🇮🇳🖕🇮🇳🖕🇮🇳🖕🇮🇳
Uses emoji symbols to express hostility toward Indian identity and people, asserting an antagonistic us-vs-them position.
Hasan02026
Feb 8, 2026
Latina canadian here.. Cant stand these indians/pakis. Send then back to india..
Latina canadian here.. Cant stand these indians/pakis. Send then back to india..
Asserts in-group identity as Latina Canadian while expressing hostility toward other immigrant groups and calling for deportation.
anndy1987
Feb 7, 2026
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Stereotypes and contrasts Sikhs positively against Hindus negatively, making unsubstantiated generalizations about ethnic groups.
9shazad
Jan 27, 2026
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Makes a categorical claim distinguishing Khalistanis from Indians and labeling them as terrorists, asserting national/ethnic identity boundaries.
Identity Assertion
0.85
Mr.atheistgod
Feb 8, 2026
Americans invaded by illegal Mexicans and Canadas invaded by Indians
Americans invaded by illegal Mexicans and Canadas invaded by Indians
Frames immigration as an 'invasion' and uses ethnic categorization to express us-vs-them framing about national belonging.
Nosarion
Feb 7, 2026
They are not wanted, needed or liked....
They are not wanted, needed or liked....
Makes exclusionary claim about immigrants not being wanted, reflecting us-vs-them identity framing.
ROGER-h5f4c
Feb 8, 2026
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us …
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us have
Commenter expresses displacement anxiety and us-vs-them framing, claiming native citizens are being marginalized in their own country.
86TheMedia
Feb 7, 2026
We need white people back
We need white people back
Expresses ethnic/racial identity preference and implicit demographic anxiety about white representation.
WD40318
Feb 7, 2026
I'm Canadian. If this is what colonization feels like, it fucking sucks man.
I'm Canadian. If this is what colonization feels like, it fucking sucks man.
Canadian identity assertion combined with a moral complaint framing immigration as harmful colonization.
TaylorWilliamWright
Feb 7, 2026
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)