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'm an American and I stand with America.
I'm an American and I stand with America.
Simple declaration of national allegiance and in-group solidarity with America.
Identity Assertion
0.88
@michelle3974
Mar 4, 2025
As long as they are Hindus and not Muslim... Hinduism is literally thee most peaceful religion on this planet and Islam is thee most violent
As long as they are Hindus and not Muslim... Hinduism is literally thee most peaceful religion on this planet and Islam is thee most violent
Conditional acceptance based on religious identity, ranking religions by perceived peacefulness/violence.
thejewsupporter81
Jan 27, 2026
Brampton is disrespectful to Canadians coast-to-coast not honouring our historical monuments values and culture
Brampton is disrespectful to Canadians coast-to-coast not honouring our historical monuments values and culture
Claims about Canadian cultural identity and values being disrespected, framing immigrants/Brampton as threats to national heritage.
Tree74-b3s
Feb 4, 2026
INDIA- GARBAGE 🗑
INDIA- GARBAGE 🗑
Makes a sweeping negative ethnic/national stereotype without substantive argument or evidence.
MISTER_GOLD777
Jan 27, 2026
And they give immigrants money while Canadians are left struggling with no place to stay, no jobs, and no money, this has to stop net zero immigration, and we need mass deportation now. Muslims should …
And they give immigrants money while Canadians are left struggling with no place to stay, no jobs, and no money, this has to stop net zero immigration, and we need mass deportation now. Muslims should not live in western societies, Muslims should only live in muslim countries.
Combines economic grievance with explicit identity-based exclusion ('Muslims should not live in western societies'), framing immigration as us-vs-them conflict.
Jackal3001
Jun 18, 2025
Canada belongs to Indians
Canada belongs to Indians
Makes a territorial/ownership claim about Canada based on Indigenous identity, asserting belonging and sovereignty.
Identity Assertion
0.88
Kim_Jong_unn_officcial
Feb 23, 2026
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever …
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever get busy.
Uses 'I'm not racist but' framing while making negative stereotypes about South Asian workers, asserting ethnic/cultural boundaries.
lvlartin27
Jan 27, 2026
Enough with all the damn IMMIGRANTS , Not wanted here , Go back
Enough with all the damn IMMIGRANTS , Not wanted here , Go back
Direct exclusionary statement asserting national belonging ('Not wanted here') and demanding removal, framing immigrants as outsiders.
carlparman5368
Aug 25, 2025
We need a whites only country
We need a whites only country
Explicit ethno-nationalist assertion demanding racial/ethnic exclusion, framing immigration as existential threat to white identity.
Trickmyster777
Jan 27, 2026
It’s really surprising that the Indians were talking about how everyone is allowed in temples or we help everyone no matter the skin colour, while the white people complained about how all Indians are bad. …
It’s really surprising that the Indians were talking about how everyone is allowed in temples or we help everyone no matter the skin colour, while the white people complained about how all Indians are bad. Really goes to show that they have generalised the whole population and don’t want to assimilate themselves.
Contrasts immigrant groups' values (inclusivity) against 'white people' complaints, framing assimilation as a moral/identity issue with us-vs-them dynamics.
Dhaarmi06
Dec 7, 2025
khalistan zindawad
khalistan zindawad
Asserts support for Khalistan independence movement, expressing ethnic/national identity affiliation.
Identity Assertion
0.88
sabbgaming7907
Feb 17, 2026
The SIKH are one of the few people we should allow into our countries.
The SIKH are one of the few people we should allow into our countries.
Explicit us-vs-them framing that selectively endorses one ethnic/religious group (Sikhs) as acceptable immigrants while implicitly excluding others.
Identity Assertion
0.88
box..sisjjdjdjdjd
Mar 1, 2026
Disgusting hindus🤮
Disgusting hindus🤮
A dehumanizing statement targeting a religious/ethnic group, expressing hostility and othering through inflammatory language.
sandun-q5x
Feb 9, 2026
Stay in India if your not gunna assimilate
Stay in India if your not gunna assimilate
The comment frames assimilation as a requirement for belonging in Canada, asserting national identity boundaries and implicitly excluding non-assimilating immigrants.
ehnorthernedge1013
Feb 9, 2026
I am damn proud of our PM! Super proud to be a Canadian ??
I am damn proud of our PM! Super proud to be a Canadian ??
Asserts pride in Canadian national identity and leadership, expressing belonging and patriotic sentiment.
@audreyhodgins4862
Mar 4, 2025
sikh way is the way
sikh way is the way
Brief assertion of cultural/religious identity affiliation (Sikh), expressing belonging or preference.
Identity Assertion
0.88
j.s.2767
Oct 7, 2025
We … most of us DON’T want this either!!!!
We … most of us DON’T want this either!!!!
Commenter asserts group membership ('most of us') and expresses rejection of an implied out-group position, establishing in-group solidarity.
Identity Assertion
0.88
@kathleendonahue5955
Mar 4, 2025
Your not Canadian
Your not Canadian
Direct assertion of national identity/belonging, implying the commenter questions whether the target is Canadian.
Identity Assertion
0.88
cgbtransport5491
Nov 14, 2025
True leader. 100 percent better then the American idiot
True leader. 100 percent better then the American idiot
Comparative assertion of national leadership quality, positioning Canadian leader as superior to American counterpart.
Identity Assertion
0.88
@meewering2092
Mar 4, 2025
White don’t like brown skin
White don’t like brown skin
Makes a blunt racial generalization about white people's attitudes toward brown-skinned individuals.
Identity Assertion
0.88
Jasmine-h2e9w
Feb 24, 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)