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
No more turbans and Muslims.
No more turbans and Muslims.
Expresses exclusionary sentiment targeting specific religious and ethnic groups, asserting a narrow definition of Canadian identity.
Godwarrior__3
Aug 28, 2025
Poojeets need to go back.
Poojeets need to go back.
Dehumanizing slur asserting ethnic exclusion and hostile us-vs-them framing.
juppukun
Jan 28, 2026
Diversity is our cancer.
Diversity is our cancer.
Uses inflammatory metaphor equating diversity with disease, expressing fundamental opposition to multicultural identity.
RedGuajiro
Jan 27, 2026
America or nothing
America or nothing
Strong us-vs-them framing asserting American identity and exclusionary nationalism ('America or nothing').
Identity Assertion
0.90
@rah440
Mar 4, 2025
Canadians are the only ones that can save Canada.Indians and Muslims have taken over Canada.
Canadians are the only ones that can save Canada.Indians and Muslims have taken over Canada.
Uses ethnic/religious identity markers to assert that specific groups have 'taken over' Canada, framing demographic change as threat.
enriqueoliva6988
Aug 28, 2025
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
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks …
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks hauling drugs and stolen goods!!
Expresses strong us-vs-them framing with ethnic resentment, xenophobic stereotyping, and unsubstantiated crime claims tied to immigrant identity.
michellesteele2740
Feb 26, 2026
Canadians are immigrant!
Canadians are immigrant!
Makes a claim about Canadian national identity by asserting that Canadians themselves are immigrants, challenging exclusionary framing.
Identity Assertion
0.90
jahkush5383
Aug 24, 2025
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Explicitly frames a specific ethnic group as invaders and uses us-vs-them framing with a call to exclude them, combined with demographic anxiety.
gz9007
Jan 27, 2026
Ireland 🇮🇪 is very quickly turning into little India, Africa and a Muslim country
Ireland 🇮🇪 is very quickly turning into little India, Africa and a Muslim country
Comment frames immigration as a threat to national/cultural identity through us-vs-them language about Ireland's demographic composition.
almilhouse9059
Jan 28, 2026
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
PUNJAB is NOT INDIA.
PUNJABIS are NOT INDIANS.
Makes categorical claims about distinct ethnic/national identity, asserting Punjabis are separate from Indians.
Identity Assertion
0.90
fatehsingh3503
Oct 9, 2025
I've said this for a long time, Indians are everywhere . We've got to round them up and send them back to where they came from
I've said this for a long time, Indians are everywhere
. We've got to round them up and send them back to where they came from
Explicit us-vs-them framing with dehumanizing language ('round them up') targeting a specific ethnic group, combined with demographic anxiety.
stevebalestreri7427
Jan 27, 2026
As a real American, I don't give a sh@t about what the rest of you say. WE RULE! ??
As a real American, I don't give a sh@t about what the rest of you say. WE RULE! ??
Asserts American identity and superiority with dismissive attitude toward others' opinions.
Identity Assertion
0.90
@petermoore143
Mar 4, 2025
Trudeau brought the Poonjabis from India's Poonjab uncivilized and doesn't fit in Western culture. Trudeau must be put in jail.
Trudeau brought the Poonjabis from India's Poonjab uncivilized and doesn't fit in Western culture. Trudeau must be put in jail.
Makes ethnic/cultural identity claims about incompatibility with Western culture and calls for punitive action against political leader.
Hazara26
Jan 20, 2026
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Makes sweeping negative generalizations about an ethnic group and frames them as threats to Canadian culture, with explicit us-vs-them framing.
canadiansfirst3636
Jan 28, 2026
5:27 Lmao black people ruin everything. Y'all ain't kings and queens of sh*t 😂😂😂
5:27
Lmao black people ruin everything. Y'all ain't kings and queens of sh*t 😂😂😂
Uses dehumanizing racial slurs and makes sweeping negative generalizations about a racial group, asserting racial hierarchy.
ugandahater
Jan 27, 2026
Poopjeets 🤢
Poopjeets 🤢
Derogatory slur targeting Indian immigrants, combining ethnic slur with dismissive framing.
mysteryman765
Jan 27, 2026
we re not racist we just want our country back fuck trudeau fuck carney and fuck all liberals
we re not racist we just want our country back fuck trudeau fuck carney and fuck all liberals
Asserts national ownership ('our country') and frames immigration as a threat to belonging, with political targets.
alainboulingrin651
Jan 29, 2026
deport these disgusting pajeets back to their shithole india
deport these disgusting pajeets back to their shithole india
Uses dehumanizing ethnic slurs and calls for deportation, framing immigrants as threats to national identity.
vtncv
Jan 28, 2026
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
Makes sweeping claims about White Christian identity under threat from cultural/demographic change, framing immigration as psychological warfare.
juststuff01
Oct 1, 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)