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
funny how they get education visa with this type of English speaking capabilities....sad situation for native Canadian
funny how they get education visa with this type of English speaking capabilities....sad situation for native Canadian
Frames immigrants as a threat to native Canadians through criticism of their English abilities, asserting a native-vs-immigrant hierarchy.
karnvirgulati6181
Jan 27, 2026
You can’t blame Indians if u look at it It’s full of punjabis
You can’t blame Indians if u look at it It’s full of punjabis
Distinguishes between Indian and Punjabi ethnic groups, using comparative framing to characterize the immigrant population.
StealBow_MAN
Jan 27, 2026
100% Indian sikhs in Indian oppose the idea of Khalistan, especially as bigger Pakistani Punjab is not covered.
100% Indian sikhs in Indian oppose the idea of Khalistan, especially as bigger Pakistani Punjab is not covered.
Makes a claim about ethnic/religious group opposition to a separatist movement, framing identity and belonging issues.
dr.python
Jan 27, 2026
Being racist against Indians and not wanting them in your country because they are Indian, is ok
Being racist against Indians and not wanting them in your country because they are Indian, is ok
Makes a provocative claim about ethnic-based exclusion, framing it as acceptable national preference.
Identity Assertion
0.80
CurrentYearDogma
Feb 18, 2026
Living in canada my experience is that Indian women are a lot nicer than Indian men. Women are more respectful and polite and the men are just MEAN and dont get me started about the …
Living in canada my experience is that Indian women are a lot nicer than Indian men. Women are more respectful and polite and the men are just MEAN and dont get me started about the driving
Personal experience used to make generalizations about gender and ethnic stereotypes regarding Indian immigrants' behavior and driving.
Grawrness
Jan 27, 2026
At least it's not Somalians.
At least it's not Somalians.
Comparative ethnic ranking expressing preference for one immigrant group over another through implicit prejudice.
MrAllen-fv9cj
Jan 27, 2026
To all whites : all u can do is cry on internet alll day😅😅😅 can't revert anything 😂😂😂😂😂
To all whites : all u can do is cry on internet alll day😅😅😅 can't revert anything 😂😂😂😂😂
Comment uses racial categorization ('whites') and dismissive tone, framing demographic change as irreversible and mocking perceived anxiety about it.
rk-ve6jy
Jan 27, 2026
Oil and water don't mix . If the white population decrease on the planet nothing will function on the planet properly .
Oil and water don't mix . If the white population decrease on the planet nothing will function on the planet properly .
Makes essentialist claims about racial identity and demographic decline, framing it as existential threat.
niazkhan5894
Jan 14, 2026
As a Brampton resident, the newer Indians, are giving the good ones a bad reputation. It used to be more multicultural city and immigrants actually assimilated with the customs of, Canada. It’s pretty much 90% …
As a Brampton resident, the newer Indians, are giving the good ones a bad reputation. It used to be more multicultural city and immigrants actually assimilated with the customs of, Canada. It’s pretty much 90% Indian now and about half of those don’t show signs of assimilating. Drivers here are so bad man! I’m convinced that a lot of them just pay for it. 😭 Their cuisine is good though, so, I’m grateful for that. 😅
Local resident's account distinguishing 'good' from 'bad' immigrants, asserting cultural assimilation concerns and demographic anxiety about Indian immigration.
markmata2671
Jan 27, 2026
Fuck India. Dirty shit hole
Fuck India. Dirty shit hole
Hostile ethnic/national slur expressing contempt for a specific group.
Queltzer
Feb 14, 2026
What's a Canadian? Used to mean something at one point in time
What's a Canadian? Used to mean something at one point in time
Questions what Canadian identity means, implying it has been diluted or lost through immigration.
Identity Assertion
0.80
wrongthinker350
Jan 12, 2026
Don't care . Canada is woke . We don't want you or need you .
Don't care . Canada is woke . We don't want you or need you .
Asserts Canadian identity and cultural values (characterizing Canada as 'woke') while rejecting US relationship.
Identity Assertion
0.80
@bogoney
Mar 4, 2025
The fear of white genetic survival makes me chuckle.
The fear of white genetic survival makes me chuckle.
Makes a dismissive comment about white demographic concerns, asserting identity-based anxieties as laughable.
citizendaine218
Jan 27, 2026
this is why we don't want to acquire canada lmfao, we already have enough of these fucks on fradulent H1Bs
this is why we don't want to acquire canada lmfao, we already have enough of these fucks on fradulent H1Bs
Expresses national exclusion and contempt for immigrants, framing them as undesirable outsiders with derogatory language.
distributed_system
Jan 27, 2026
all africans not as terrible as the imbecile on the bike
all africans not as terrible as the imbecile on the bike
Defensive statement asserting that not all members of a group are negative, using us-vs-them framing.
Identity Assertion
0.80
jaymoore-q4y
Jan 27, 2026
It's not Canada anymore 🤦
It's not Canada anymore 🤦
Claims Canada's national identity has been lost due to immigration, asserting cultural displacement anxiety.
EDGARDODIAZ-c2n
Jan 27, 2026
Canadians are weak.
Canadians are weak.
Negative characterization of Canadians as a group, making a sweeping identity-based claim.
Identity Assertion
0.80
@brandonbarkey5943
Mar 4, 2025
If you don’t like it here , please go home. India called they want u to come home
If you don’t like it here , please go home. India called they want u to come home
Frames immigrants as unwanted outsiders and urges them to return to their homeland based on national belonging.
BigDonk420
Jan 27, 2026
It seems like Canadians are living in India, rather than Indians living in Canada
It seems like Canadians are living in India, rather than Indians living in Canada
Comparative demographic observation framing immigration as demographic replacement, asserting national identity concerns.
adenauerheesen2137
Jan 11, 2026
The Fifty-first states seems more attractive by the minute .
The Fifty-first states seems more attractive by the minute .
Expresses dissatisfaction with Canada by comparing it unfavorably to the United States, implying loss of national identity/appeal.
Notguilty907
Jan 4, 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)