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
Fuck India. Dirty shit hole
Fuck India. Dirty shit hole
Hostile ethnic/national slur expressing contempt for a specific group.
Queltzer
Feb 14, 2026
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Frames cultural preservation as a legitimate right while asserting national/cultural identity boundaries and defending free speech.
ravengrc11
Feb 15, 2026
Where are the like Canadians whose ancestors were from there. WHAT IS HAPPENING TO MY BELOVED COUNTRY
Where are the like Canadians whose ancestors were from there. WHAT IS HAPPENING TO MY BELOVED COUNTRY
Expresses concern about national identity and demographic change with us-vs-them framing about 'my beloved country.'
TeoB-b1d
Feb 6, 2026
Its so funny, the amount of indian people I know that say that there are too many here is alot lol its hilarious
Its so funny, the amount of indian people I know that say that there are too many here is alot lol its hilarious
Uses anecdotal in-group observation ('Indian people I know') to validate saturation concerns, framed humorously.
CCitis
Feb 5, 2026
India 🕉️❌ Punjab ✅
India 🕉️❌
Punjab ✅
Asserts regional/ethnic identity distinction (Punjab vs. India) with implicit preference, reflecting identity-based categorization.
Identity Assertion
0.80
BorsonStarc
Feb 14, 2026
No wgite people in Brampton anymore is crazy work Trudeau
No wgite people in Brampton anymore is crazy work Trudeau
Expresses demographic anxiety about racial/ethnic composition changes in a specific city, framed as a negative outcome.
jake6666yyu
Feb 14, 2026
They just need their promised land, Khalistan.
They just need their promised land, Khalistan.
References Khalistan separatism, asserting a political/territorial identity claim related to Sikh immigration to Canada.
Identity Assertion
0.80
xishan_19
Feb 13, 2026
And we are not divided over it, not at all Canada has never been so united I don’t remember the country ever being in this unit. I’m 58 years old. I’m happy that we are.
And we are not divided over it, not at all Canada has never been so united I don’t remember the country ever being in this unit. I’m 58 years old. I’m happy that we are.
Asserts national unity and collective identity around immigration stance, emphasizing 'we' and national cohesion.
Identity Assertion
0.80
RobertMacpherson-t7m
Feb 12, 2026
Being an Indian, I myself don't want Indians to get a PR on a foreign country. Just work and come back.
Being an Indian, I myself don't want Indians to get a PR on a foreign country. Just work and come back.
Speaker asserts Indian identity while expressing nationalist sentiment against permanent immigration to foreign countries.
Sunil_KumarDas
Feb 13, 2026
It didn’t divide the country. Canadians don’t want immigration. The people protesting are immigrants. They are not Canadians, so they don’t get to decide what Canada should do. It’s pretty simple.
It didn’t divide the country. Canadians don’t want immigration. The people protesting are immigrants. They are not Canadians, so they don’t get to decide what Canada should do. It’s pretty simple.
Argues that immigrants lack legitimacy in democratic decision-making, using us-vs-them framing to deny belonging and voice to non-citizens.
id9991
Feb 13, 2026
I am from india
I am from india
Simple statement of national origin/identity without additional context or argument.
Identity Assertion
0.80
KaurLubani1322
Feb 13, 2026
Good job 👍 👍 👍 👍 👍 People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send …
Good job 👍 👍 👍 👍 👍
People with white skin belong to Europe.
They have no connection to this continent.
Do to them what they did to the indigenous people of this continent.
Send them back to their place of origin; if they refuse, throw them into the nearest ocean.
Uses identity-based framing to argue for ethnic exclusion and violent removal, invoking historical injustice as justification.
atheist-baba-ka
Jan 27, 2026
Whites are madarch*d in the global They love indian foods but don't indians ?😅😂
Whites are madarch*d in the global
They love indian foods but don't indians ?😅😂
Makes a sweeping claim about racial/ethnic groups (Whites vs Indians) and their contradictory behaviors, using us-vs-them framing.
Susanta_Dey_Official
Feb 13, 2026
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
Asserts distinctions between Indian and Pakistani Punjab and claims about national identity preferences.
Identity Assertion
0.80
parthrajpal3574
Feb 12, 2026
I guess canada belongs to indians now❤
I guess canada belongs to indians now❤
Makes a sarcastic claim about Indigenous ownership of Canada, asserting historical identity and belonging with ironic tone.
HopeBasumatary
Feb 12, 2026
Canadians are clear we want deportations and clear locked border policy
Canadians are clear we want deportations and clear locked border policy
Claims to speak for 'Canadians' collectively while advocating for restrictive border policies, asserting national consensus and identity boundaries.
Theboarscompany
Feb 12, 2026
Your white supremacy is showing
Your white supremacy is showing
Accusatory comment framing opposition to immigration as rooted in racial supremacy, invoking identity and moral judgment.
Chrisagidi
Feb 12, 2026
Without india their is no punjab 😮be proud to say india instead of punjab, with ur punjab pancard or aadhar card u can't travel
Without india their is no punjab 😮be proud to say india instead of punjab, with ur punjab pancard or aadhar card u can't travel
Emphasizes national identity over regional/ethnic identity, urging pride in India over Punjab as a statement of belonging.
Identity Assertion
0.80
Sachin-t7f9f
Feb 11, 2026
Why do these people think they have a right to be here?
Why do these people think they have a right to be here?
Rhetorical question challenging immigrants' right to be in Canada, asserting exclusive national belonging and us-vs-them framing.
connorsproles9239
Feb 11, 2026
Same in the UK. Full of 3rd world villagers turning the place into a fkng toilet.
Same in the UK. Full of 3rd world villagers turning the place into a fkng toilet.
Comparative criticism of immigrants using dehumanizing language and ethnic stereotyping across multiple countries.
ravd1427
Feb 11, 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)