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 love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
Blames Indians for Canada's decline while praising an in-group figure, using exclusionary framing.
derekfish14
Jan 27, 2026
We as Canadian people, we don't need them. We want our Canada back.
We as Canadian people, we don't need them. We want our Canada back.
Claims about national identity and reclaiming Canada, framed as us-vs-them exclusion of immigrants.
adventuresandvids7402
Jan 27, 2026
Canadians first
Canadians first
Nationalist assertion prioritizing Canadians, classic us-vs-them identity framing.
Identity Assertion
0.92
erinlovenjak2501
Jan 25, 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
Hindu's are sh..t eaters 😢😢😢
Hindu's are sh..t eaters 😢😢😢
Derogatory ethnic slur targeting Hindus, expressing prejudiced identity-based hostility.
engineercctv4511
Feb 21, 2026
So proud to be Canadian!
So proud to be Canadian!
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@michelsoucy2343
Mar 4, 2025
Indians ❌ North Indians ✅
Indians ❌ North Indians ✅
Makes a distinction between ethnic/regional groups using checkmarks and X marks, asserting hierarchical identity categories.
Identity Assertion
0.90
sanjuc77
Oct 9, 2025
I'd rather have Indians than Somalians any day of the week
I'd rather have Indians than Somalians any day of the week
Comparative ethnic preference statement establishing hierarchical ranking between immigrant groups.
Identity Assertion
0.90
triple_gem_shining
Jan 27, 2026
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other …
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other race and religion gets to have their own country that is 99.9% Indian or African or Asian or Muslim but not white people you have to open up your countries and bring people in that want to take over and push your religion and beliefs out yet if we as white people invaded a country and told them they had to change the laws and religioni to fit us that would be colonization and evil really weird how there is a double standard! They will be no countries in 50 years where white people are the majority and it will be hell on Earth for white people i mean look how racist people are to us now with us as the majority!
Extended argument asserting white Christian identity and claiming discriminatory double standards, expressing demographic anxiety and perceived victimhood.
bassplur12
Jan 27, 2026
Punjab get out
Punjab get out
Demands exclusion of a specific ethnic/regional group with a direct expulsion command based on identity.
Identity Assertion
0.90
sudharsanc180
Jan 28, 2026
These Indians need to go back to their own country
These Indians need to go back to their own country
Exclusionary statement asserting national belonging and framing Indians as outsiders who should leave.
Confused_viewer
Jan 27, 2026
Whenever I’m feeling down I remember at least I wasn’t born Indian or middle eastern or any race that has that funny accent and then my mood changes all of a sudden
Whenever I’m feeling down I remember at least I wasn’t born Indian or middle eastern or any race that has that funny accent and then my mood changes all of a sudden
Expresses ethnic/racial superiority and uses dehumanizing language to assert in-group identity against other races.
arturo3525
Jan 29, 2026
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
Expresses preference for certain religious/ethnic groups over others, establishing hierarchical us-vs-them framing.
Identity Assertion
0.90
bertr6741
Oct 26, 2025
Canada's culture is immigration
Canada's culture is immigration
Asserts that immigration is foundational to Canadian cultural identity, framing it as definitional to the nation.
Identity Assertion
0.90
timeforchangecanada
Aug 30, 2025
Dirty india smeul people
Dirty india smeul people
Derogatory ethnic slur targeting Indian people, expressing xenophobic identity-based hostility.
bewbew8802
Jan 27, 2026
GO back to india 🇮🇳
GO back to india 🇮🇳
Direct exclusionary statement targeting a specific national origin, asserting ethnic/national boundaries.
Identity Assertion
0.90
greatwhitecoyote
Jan 18, 2026
Go back to your country India
Go back to your country India
Xenophobic statement asserting non-belonging and demanding deportation based on perceived ethnic/national origin.
FakeAccount-vw9gi
Feb 24, 2026
Proud Canadian here!!!
Proud Canadian here!!!
Simple assertion of Canadian national pride and identity.
Identity Assertion
0.90
@katherinemarie1471
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)