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
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Makes a comparative statement between California and Canada while stereotyping Indian drivers, framing ethnic group as problematic.
soniag4516
Jan 28, 2026
Punjab the red neck state of India. In India they are truck drivers and in the west they are truck drivers. Great progression.
Punjab the red neck state of India. In India they are truck drivers and in the west they are truck drivers. Great progression.
Uses regional stereotyping and occupational status to demean an ethnic group, comparing their roles across geographies.
capitalgio
Jan 28, 2026
Thanks for making this video for us real canadians.
Thanks for making this video for us real canadians.
Frames 'real Canadians' as the intended audience, implicitly excluding others and asserting a bounded national identity.
ShitboxNation
Jan 27, 2026
So the white man on the bike has been to every country in Africa. He's racist but only to black Africa people. What's a joke he is to Canadians he is.
So the white man on the bike has been to every country in Africa. He's racist but only to black Africa people. What's a joke he is to Canadians he is.
Makes accusations of racism and uses us-vs-them framing to critique the interviewer's character and belonging.
coreysimon8321
Jan 28, 2026
white people complain too much, also they feel entitled just because of their skin color SMH
white people complain too much, also they feel entitled just because of their skin color SMH
Critiques white people's sense of entitlement based on race, asserting a counter-identity claim about privilege and belonging.
Identity Assertion
0.80
kiwi_vvi
Jan 27, 2026
he said native canadians. but showing yt people?
he said native canadians. but showing yt people?
Challenges the definition of 'native Canadians' by pointing out a perceived contradiction, asserting a particular identity boundary.
AriSarth
Jan 28, 2026
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Endorses someone as speaking for 'real Canadians,' implicitly excluding others from that identity category.
travislagerwerf4174
Jan 28, 2026
Ahahaha I’m born and raised in Canada Quebec your 100% correct we have been taken over
Ahahaha I’m born and raised in Canada Quebec your 100% correct we have been taken over
Claims of cultural displacement and loss of national control, framing immigration as a takeover threatening Canadian identity.
tyffanypoudrier2826
Jan 28, 2026
The only real Canadian interviewed was on the Bike.
The only real Canadian interviewed was on the Bike.
Makes a claim about who qualifies as a 'real Canadian,' implying ethnic or cultural gatekeeping of national identity.
Identity Assertion
0.80
DaytoonRewa
Jan 28, 2026
We have the power in numbers and have taken Canada
We have the power in numbers and have taken Canada
An us-vs-them framing claiming demographic takeover of Canada by an immigrant group, asserting group power and territorial claims.
Nav-fw7qe
Jan 28, 2026
indians are funny. some want the indian community, and some just want to be american lol it depends on what their class/caste is really
indians are funny. some want the indian community, and some just want to be american lol it depends on what their class/caste is really
Makes generalizations about Indian immigrant community preferences and motivations based on class/caste identity categories.
thefreshvince69
Jan 28, 2026
i cant STAND "brampton drivers". TBDD
i cant STAND "brampton drivers". TBDD
Expresses negative sentiment toward a specific group (Brampton drivers) using stereotyping language and abbreviation.
Identity Assertion
0.80
Orchids04
Jan 28, 2026
they lwk chill and hard working only issue is the culture mix happening
they lwk chill and hard working only issue is the culture mix happening
Acknowledges positive immigrant qualities but expresses concern about 'culture mix,' framing cultural preservation as a threat to national identity.
ricechum4221
Jan 27, 2026
As a Canadian thank you for documenting the filth in our country
As a Canadian thank you for documenting the filth in our country
Asserts Canadian identity while expressing shame about the country's condition, implying national decline.
bruhmem7123
Jan 27, 2026
I’m embarrassed of Canada ! Holy smokes !!
I’m embarrassed of Canada ! Holy smokes !!
Expresses embarrassment about being Canadian, signaling identity-based concern about national reputation.
yanc8599
Jan 27, 2026
give it a few years these indians will be saying they are canadian just like how pakistanis in england believe they are english.
give it a few years these indians will be saying they are canadian just like how pakistanis in england believe they are english.
Questions authenticity of immigrant belonging and assimilation, framing it as inevitable false identity claims based on ethnic group.
louisedwards7042
Jan 27, 2026
You know it's bad when even the Indians themselves complain
You know it's bad when even the Indians themselves complain
Uses in-group validation ('even the Indians themselves') to assert legitimacy of anti-immigration sentiment through identity framing.
Dial8Transmition
Jan 28, 2026
I’ve got the maple syrup in my blood and I speak on 95.69% Canadians we are ok with immigrantion to a point, not mass immigration. Let our teens have a chance at getting a job …
I’ve got the maple syrup in my blood and I speak on 95.69% Canadians we are ok with immigrantion to a point, not mass immigration. Let our teens have a chance at getting a job in the fast food(companies have to pay full price per hour)
Claims to speak for Canadians ('maple syrup in my blood') and opposes mass immigration, combining identity assertion with economic concerns about job availability.
jacobkent6267
Jan 27, 2026
Honestly could be so much worse but it is unfortunate to imagine a close knit majority white town completely changing for the worse because the government wanted to bring in a foreign people instead of …
Honestly could be so much worse but it is unfortunate to imagine a close knit majority white town completely changing for the worse because the government wanted to bring in a foreign people instead of prioritizing its own people.
Frames immigration as threatening to a 'majority white town' and prioritizes national in-group over foreign others.
nickp5815
Jan 27, 2026
They come to our country and abuse our system and then they cry racism if anyone says anything. Fucking liberal government did this to Canada
They come to our country and abuse our system and then they cry racism if anyone says anything. Fucking liberal government did this to Canada
Uses us-vs-them framing ('our country'), accuses immigrants of system abuse, and blames political opponents for the situation.
joshtimmons7332
Jan 28, 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)