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
Glad Indians are ruining white countries, these p3does deserve much worse 😂
Glad Indians are ruining white countries, these p3does deserve much worse 😂
Uses ethnic/racial framing with hostile intent toward white populations, employing dark humor to express antagonistic identity-based sentiment.
JOEMAMA-wd3ll
Feb 9, 2026
আমার ভারত খুব ভালো। একদিন না একদিন এগুলো সব ঘটতেই হোতো। নিজে কিছু না করলেও অন্যের দোষ এসে ঘাড়ে পড়বে। তাই আমার মতে, ভাড়া ঘরে থাকার চেয়ে নিজের ঘরে শান্তিতে থাকা অনেক বেশি ভালো। তা …
আমার ভারত খুব ভালো। একদিন না একদিন এগুলো সব ঘটতেই হোতো। নিজে কিছু না করলেও অন্যের দোষ এসে ঘাড়ে পড়বে। তাই আমার মতে, ভাড়া ঘরে থাকার চেয়ে নিজের ঘরে শান্তিতে থাকা অনেক বেশি ভালো। তা সে যতোই গরীব হোক বা দুর্বল হোক কিংবা শক্তিশালী বা ধনী, যায় আসে না। আমার দেশ,আমার স্বাধীনতা,আমার জন্মগত অধিকার।
Bengali-language comment asserting pride in one's own country and national sovereignty over immigration to foreign lands.
mallikadas
Feb 9, 2026
Индусы захватывают мир 😅
Индусы захватывают мир 😅
Russian-language comment making a stereotypical claim about Indians 'taking over the world' with a laughing emoji suggesting ironic or conspiratorial framing.
VaivanWF
Feb 9, 2026
India 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮
India 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮
Expresses contempt toward India and Indians through vomit emojis, framing them as an out-group threat.
highlevel3831
Feb 8, 2026
You white folks arent native aswell.. greetings from pakistan punjab 🇵🇰
You white folks arent native aswell.. greetings from pakistan punjab 🇵🇰
Challenges native/belonging claims of white Canadians by asserting they too are non-native, using identity-based counter-argument.
baboetoe
Feb 9, 2026
When i came to Canada I thought I was in India.
When i came to Canada I thought I was in India.
First-person account expressing surprise at demographic composition, implying cultural displacement or loss of Canadian identity.
ceoangel6227
Feb 9, 2026
I live 1 minute away from those shiva statue on gore rd. Everytime I drive by I get disgusted. If that was a statue of Jesus, everyone would force us to take it down, but …
I live 1 minute away from those shiva statue on gore rd. Everytime I drive by I get disgusted. If that was a statue of Jesus, everyone would force us to take it down, but because it’s a pagan fake god, no one cares.
Personal account expressing cultural/religious resentment toward Hindu symbols, framing it as unequal treatment based on religion.
macanina100
Feb 9, 2026
Indians are better. Westren need ti afraid for muslims
Indians are better. Westren need ti afraid for muslims
Asserts ethnic preference for Indians while expressing fear of Muslims, framing immigration through identity and threat lenses.
Reddy76
Feb 8, 2026
Indians outnumber Indigenous who call themselves Indians lol . What’s the nature of that David Suzuki?
Indians outnumber Indigenous who call themselves Indians lol .
What’s the nature of that David Suzuki?
Observation about demographic numbers and terminology framed as ironic commentary on identity categories and indigenous representation.
duncandmcgrath6290
Feb 8, 2026
Believe me when I say you would rather have hindus and sikhs coming into your country than muslims.
Believe me when I say you would rather have hindus and sikhs coming into your country than muslims.
Ranks immigrant groups hierarchically by religion, asserting differential belonging based on ethnic/religious identity categories.
PSR91
Feb 7, 2026
I'm not a fan of Indians but let's be real Canada is cold and empty and it needs people😅
I'm not a fan of Indians but let's be real Canada is cold and empty and it needs people😅
Admits prejudice while pragmatically acknowledging Canada's demographic and economic needs, balancing exclusionary sentiment with practical reasoning.
Zizoosworld
Feb 5, 2026
Diversity ,inclusion,equality, wokeness....is not our strength
Diversity ,inclusion,equality, wokeness....is not our strength
Rejects diversity and inclusion as values, framing them as threats to national identity and strength.
dARKMattER-p4y
Feb 7, 2026
As a Canadian this shit really pisses me off
As a Canadian this shit really pisses me off
Canadian identity assertion expressing anger at immigration, positioning self as native stakeholder opposed to newcomers.
Sarah54321
Jan 27, 2026
Почему они везде Индусы???
Почему они везде Индусы???
Russian-language comment expressing concern about Indian presence, framing it as an us-vs-them demographic issue.
heatherborn06
Feb 8, 2026
Old immigrants calling out new Immigrants, if you are so uncomfortable handover the country to native people and go back to Europe.
Old immigrants calling out new Immigrants, if you are so uncomfortable handover the country to native people and go back to Europe.
Frames immigration as a matter of national belonging and invokes historical claims about who 'owns' Canada, with an implicit moral challenge.
Raghu-ik8hx
Feb 8, 2026
As a Canadian I hate it, it’s not right what’s happening to our country!!!!
As a Canadian I hate it, it’s not right what’s happening to our country!!!!
Identity-based claim of Canadian belonging paired with opposition to immigration policy changes.
Christophe-e3n
Feb 7, 2026
Canada is such a Cucked DEI shit box now. America needs to swallow it
Canada is such a Cucked DEI shit box now. America needs to swallow it
Uses derogatory framing to assert national identity concerns and criticize perceived cultural/political changes in Canada.
ryanjackson8950
Feb 7, 2026
that bike dude is a brainwashed pig
that bike dude is a brainwashed pig
Personal attack on a video participant using dehumanizing language, framing them as ideologically compromised and intellectually inferior.
ahmedelkashef
Feb 7, 2026
The thumbnail is wrong. It shows the Canadian flag, it should be the lgbt flag. We don’t fly the Canadian flag anymore. The rot is too deep
The thumbnail is wrong. It shows the Canadian flag, it should be the lgbt flag. We don’t fly the Canadian flag anymore. The rot is too deep
Makes claims about national identity and cultural decline, framing Canada as having lost its identity to progressive values.
frankzed7684
Feb 6, 2026
Indian men will soon breeed white women 😂😂❤❤❤
Indian men will soon breeed white women 😂😂❤❤❤
Uses racial/ethnic framing with reproductive anxiety disguised as humor, asserting demographic threat narratives.
sabkabaap1758
Feb 7, 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)