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 live an hour from Brampton - we call it “browntown”
I live an hour from Brampton - we call it “browntown”
Uses a derogatory nickname ('browntown') based on racial/ethnic composition to assert identity-based othering of a Canadian city.
nicklaumann5595
Jan 29, 2026
We can’t let the word “racist” affect us anymore. It’s time to fully embrace the label and boldly state our position. “NO MORE INDIANS!!!!”
We can’t let the word “racist” affect us anymore. It’s time to fully embrace the label and boldly state our position. “NO MORE INDIANS!!!!”
Explicit rejection of immigration from a specific group with inflammatory language, framing as identity-based position.
redditor7548
Jan 27, 2026
Get the Indians out of here ! 🇨🇦
Get the Indians out of here ! 🇨🇦
Direct exclusionary statement targeting a specific ethnic group with nationalist framing.
danimt1125
Jan 29, 2026
Real, they are better than Muslims at least
Real, they are better than Muslims at least
Ranks immigrant groups hierarchically, positioning one as superior to another based on religious/ethnic identity.
Mattilainen45
Jan 27, 2026
These fvckin rats can’t even speak English
These fvckin rats can’t even speak English
Uses dehumanizing slur and language barrier criticism to assert ethnic/cultural superiority.
Pavel.l445-j7h
Feb 16, 2026
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you …
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you that why I always say I love working with white peoples n other races people but not with Indian people here in Canada what I mean Indian people I mean from Asia I hate them so bad they need to go please they are ruined Canada 🇨🇦
Frames a personal work experience as evidence for ethnic stereotyping and xenophobic claims, asserting preference for white workers and calling for removal of Indian immigrants.
davidseblin
Aug 26, 2025
They're not Indian, They're Khalistani
They're not Indian, They're Khalistani
Makes a categorical claim denying Indian identity and asserting a separate Khalistani identity.
Identity Assertion
0.90
Aastha_9058
Feb 6, 2026
I turned on them 10 years ago. Gtfo.
I turned on them 10 years ago.
Gtfo.
Brief statement expressing rejection and hostility toward immigrants as an out-group, with explicit dismissal language.
Identity Assertion
0.90
Frost.7xx
Aug 28, 2025
Punjabs are the worst type of Indians
Punjabs are the worst type of Indians
Ethnic stereotyping and negative generalization about a specific immigrant group.
Identity Assertion
0.90
DROPKICKED1488
Jan 27, 2026
Indian Pakistan Bangladesh and all Muslim need to be deported.
Indian Pakistan Bangladesh and all Muslim need to be deported.
Makes an exclusionary us-vs-them claim targeting specific ethnic and religious groups for deportation.
Oudomx
Jan 27, 2026
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
Purely dehumanizing emoji-based expression of contempt toward Indians, using vomit emoji to signal disgust and rejection.
abh349
Feb 5, 2026
Immigrants are here to take Canada away from Canadians
Immigrants are here to take Canada away from Canadians
Frames immigration as a threat to Canadian identity and possession, using us-vs-them language about immigrants 'taking away' Canada.
lawrencecates4076
Aug 25, 2025
Canada for Canadiens
Canada for Canadiens
Direct assertion of national/ethnic identity with exclusionary framing ('Canada for Canadiens').
Identity Assertion
0.90
Mrgamer25man
Feb 11, 2026
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
Uses nationalist rhetoric (MAGA) and us-vs-them framing dismissing Canada, with aggressive tone asserting American identity.
@Elevateyourselfdaily
Mar 4, 2025
MAGA !!!!!!
MAGA !!!!!!
Expresses political identity affiliation through the MAGA slogan without substantive argument.
Identity Assertion
0.90
@TruthNewton
Mar 4, 2025
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
Identical to earlier comment: nationalist rhetoric with us-vs-them framing dismissing Canada.
@Elevateyourselfdaily
Mar 4, 2025
Indians have ruined all of North America
Indians have ruined all of North America
Sweeping ethnic generalization blaming a specific group for continental decline.
oliverpotfaj731
Jan 27, 2026
Are we in India? No!!! But there are to many Indians in, our!! Country
Are we in India? No!!! But there are to many Indians in, our!! Country
Commenter asserts Canadian national identity and expresses concern about Indian demographic presence, framing it as an us-vs-them issue.
adagonzalez8710
Jan 27, 2026
I’ve always seen a Canada as white built of British and French heritage with American influence And that’s just me tho
I’ve always seen a Canada as white built of British and French heritage with American influence And that’s just me tho
Personal assertion of Canadian national identity tied to specific racial and cultural heritage (British, French, white), implicitly contrasting with current immigration patterns.
Identity Assertion
0.90
morkoblooper7991
Feb 14, 2026
I stand with trumP!
I stand with trumP!
Brief statement of political allegiance and positioning oneself within a political faction.
Identity Assertion
0.90
@taystyful
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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Discourse Quality (Perspective API)