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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Comparative
2,420 comments
Parallel societies are a problem regardless of where they are. Just look at Sweden
Parallel societies are a problem regardless of where they are. Just look at Sweden
Compares Canada's parallel societies problem to Sweden's, ranking nations on integration issues.
kimkristensen2816
Dec 9, 2025
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂
And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown.
Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan.
Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Provides historical context comparing colonial actions to modern immigration, with some claims (like £38 trillion figure) that are disputed or exaggerated, and conspiracy-adjacent framing about geopolitical manipulation.
kickassguy704
Feb 11, 2026
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
Critiques the video's selective portrayal of India by comparing specific regions, invoking karma as a moral judgment.
Real_cat_14
Feb 13, 2026
I love how the U.S. is matching what Canada was already doing and we're the crooks ?
I love how the U.S. is matching what Canada was already doing and we're the crooks ?
Compares Canada's immigration policies to the U.S., questioning why Canada is criticized while the U.S. does the same.
@justinclifton4379
Mar 4, 2025
And now your closest neighbours hate you, Americans. This is so stupid.
And now your closest neighbours hate you, Americans. This is so stupid.
Compares Canada and US relations, expressing concern that American policy decisions are damaging relationships with neighbors and creating tension.
@Sombra-Negra-Sn
Mar 5, 2025
Didn't you morons come HERE in search of India? Well, now got it!!!
Didn't you morons come HERE in search of India? Well, now got it!!!
Uses historical comparison (colonialism) with sarcasm to frame current Indian immigration as ironic reversal of colonial search.
zte-ij6bb
Jan 29, 2026
And if you go to Vancouver the airport is full of Chinese, all signs are in Chinese and all workers are Chinese. First time I flew in I honestly thought we took the wrong flight.
And if you go to Vancouver the airport is full of Chinese, all signs are in Chinese and all workers are Chinese. First time I flew in I honestly thought we took the wrong flight.
Compares Canadian city demographics to perceived foreign dominance, expressing surprise at ethnic composition while implying loss of national character.
slushy1522
Jan 27, 2026
As if bashing Russia gonna make deals go thru. Trump like Clinton choose not that route. And Putin respect and didn’t break agreements. But he broke on bush Obama and Biden . So it’s proven …
As if bashing Russia gonna make deals go thru. Trump like Clinton choose not that route. And Putin respect and didn’t break agreements. But he broke on bush Obama and Biden . So it’s proven their ways not work. So why not try something different with the approach.
Compares Trump's approach to past presidents and Putin's behavior, arguing for a different diplomatic strategy based on international comparisons.
@tabbynarcz
Mar 4, 2025
At least they are self aware of the situation More than can be said about most Americans on literally any topic
At least they are self aware of the situation
More than can be said about most Americans on literally any topic
Compares Canadian self-awareness favorably to American attitudes, using comparative framing with light satirical tone.
vano7048
Jan 27, 2026
Contrast the intelligent speaking by Justin with the shouting and ravings of an old senile orange buffoon
Contrast the intelligent speaking by Justin with the shouting and ravings of an old senile orange buffoon
Contrasts Canadian and American leadership styles, with insulting characterization of Trump as 'senile orange buffoon.'
@user-Atamigaputer
Mar 4, 2025
Quite the stark contrast between Trudeau and Trump. People who listen to Trump’s vile gibberish and then think of him as a capable leader puzzle me.
Quite the stark contrast between Trudeau and Trump. People who listen to Trump’s vile gibberish and then think of him as a capable leader puzzle me.
Directly contrasts Trudeau and Trump as leaders, ranking their capabilities and moral fitness across national contexts.
@Gryzor88
Mar 4, 2025
Canada just be the 51st state cuz you’re going down.
Canada just be the 51st state cuz you’re going down.
Compares Canada unfavorably to the US by suggesting Canada should become a US state, implying national decline.
@Juniikarloss
Mar 4, 2025
The biggest fear that D Trump has is that China becomes as strong as them. He uses Russia as his ally to physically threaten China. It's now time for the rest of the world to …
The biggest fear that D Trump has is that China becomes as strong as them. He uses Russia as his ally to physically threaten China. It's now time for the rest of the world to show that his plan can backfire. I think Europe and Canada should strengthen their free trade and investments with China (but make sure that they won't physically annex Taiwan). By making China stronger, Trump will finally realize the value of old friends and how dumb his plans were.
Compares Trump's approach unfavorably to international alternatives, suggesting Canada and Europe should strengthen ties with China as a counterbalance.
@jh-bp4lz
Mar 4, 2025
Canada's biggest mistake is thinking America was ever an ally.
Canada's biggest mistake is thinking America was ever an ally.
Compares Canada-US relations and critiques the assumption of American alliance reliability.
@brettfavreify
Mar 4, 2025
Check out Surrey British Columbia bro they got alot of Indians
Check out Surrey British Columbia bro they got alot of Indians
References specific Canadian location and compares demographic composition to other regions.
Comparative
0.78
V12Whipper89
Jan 28, 2026
In Ancient Rome, Caligula had done similar antics until the people got tired of it.
In Ancient Rome, Caligula had done similar antics until the people got tired of it.
Compares current political situation to historical precedent (Ancient Rome/Caligula) to frame present actions as dangerous and unsustainable.
@billyrubin3108
Mar 4, 2025
This is an example of a 21th century leader reacting to a 19th century leader.\nThe Netherlands stands with Canada!
This is an example of a 21th century leader reacting to a 19th century leader.\nThe Netherlands stands with Canada!
Compares leadership styles across time periods and expresses international solidarity with Canada.
@FredtheFrisian
Mar 4, 2025
Tesla hires from India. America's dichotomy.
Tesla hires from India. America's dichotomy.
Compares hiring practices between countries (India to America) and references a contradiction in American policy regarding immigration.
jimbobbyrnes
Jan 29, 2026
Is there anyway Trudeau can run for the presidency in the USA? We need help from an articulate, thoughtful thinking person as opposed to our current leader who blames everything on the Biden adminstration and …
Is there anyway Trudeau can run for the presidency in the USA? We need help from an articulate, thoughtful thinking person as opposed to our current leader who blames everything on the Biden adminstration and names scapegoats for his own failings. Trudeau is hoping Donny will change....not in the cards!
Hypothetical question comparing Trudeau's leadership favorably to current US leadership, ranking political competence across nations.
@michaelswift4446
Mar 4, 2025
Come to the England 🇬🇧 my Canadian people your all welcome
Come to the England 🇬🇧 my Canadian people your all welcome
Compares Canada to England and invites Canadians to relocate, framing England as a preferable alternative nation.
jamescourtney6066
Jan 27, 2026
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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)