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
good times make weak men, the prosperous 80's and 90's and early 2000's had made many canadians become weak and accustomed to the good times, so they voted for weak men like trudeau and carney. …
good times make weak men, the prosperous 80's and 90's and early 2000's had made many canadians become weak and accustomed to the good times, so they voted for weak men like trudeau and carney. Wait till hard times comes to see how strong canadians will become, though i believe the TDS will make hard times continue for a long time.
Frames Canadian weakness through generational decline narrative and political blame, asserting national character claims.
annamay3707
Feb 22, 2026
Bruh don’t just stand with Canada you might as well stand in Canada, echo chamber in this bitch can’t hear that we are not here to hold canadas broke ass hand
Bruh don’t just stand with Canada you might as well stand in Canada, echo chamber in this bitch can’t hear that we are not here to hold canadas broke ass hand
Us-vs-them framing asserting American identity and rejecting alignment with Canada, with dismissive tone toward Canadian economic situation.
@migstersworld
Mar 4, 2025
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by …
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by a East Indian
Makes an ethnic-based claim about work visa office ownership with conspiratorial undertones, framing it as an us-vs-them issue.
EricjSchuh
Feb 17, 2026
Shut up LIB!
Shut up LIB!
Dismissive insult using partisan label ('LIB') to assert in-group/out-group identity boundaries.
Identity Assertion
0.75
@Sabtien1
Mar 4, 2025
Decades of zombie programming from Fox hypnotized our worse half to believe black is white and down is up. They now somehow believe obviously damaging actions from their low-tone, smooth-brained, moronic orange god are good. …
Decades of zombie programming from Fox hypnotized our worse half to believe black is white and down is up. They now somehow believe obviously damaging actions from their low-tone, smooth-brained, moronic orange god are good. We're obviously lining up to Russian wants and not our people. It's wild how dumb many of our people are. Those of us that are sane hear you, Justin. Maybe we'll see the US come to it's senses, but for now, by all means, do what you need to do.
Commenter frames political divide as 'us vs. them' (sane vs. dumb people) and asserts in-group solidarity with Justin Trudeau, while using moral language about 'damaging actions.'
@Rand0mM0nkey
Mar 4, 2025
For the most part, besides the smell, they tend to be one of the better immigrant classes :D
For the most part, besides the smell, they tend to be one of the better immigrant classes :D
Ranks immigrant groups hierarchically with a backhanded compliment and ethnic stereotype, using humor to soften a discriminatory ranking.
chriszegarra6125
Jan 27, 2026
Donald Trump is the greatest president we have ever had
Donald Trump is the greatest president we have ever had
Assertion of political allegiance and positive evaluation of a US political figure, reflecting identity positioning.
Identity Assertion
0.75
@dustinbennett5346
Mar 4, 2025
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
Self-identifies as Indian while expressing sympathy for Canadians losing their country, framing immigration as a national reclamation issue.
ViiM-k4y
Feb 11, 2026
Canada is just land of migrants...not Europeans
Canada is just land of migrants...not Europeans
Asserts Canada's identity as a land of migrants while implicitly rejecting European identity claims.
deepblue3682
Feb 22, 2026
Alberta>Canada
Alberta>Canada
Asserts regional/provincial identity superiority, ranking Alberta above Canada as a whole.
SAIGA12GAUGE
Feb 9, 2026
I wonder how racist dogs roam freely in Canada? Indians are hard workers; there are various non-working German tribes with mafia gangs, there are Chinese gangs with separate police stations that do not respect Canadian …
I wonder how racist dogs roam freely in Canada? Indians are hard workers; there are various non-working German tribes with mafia gangs, there are Chinese gangs with separate police stations that do not respect Canadian laws; you can stop at Tim Hortons for an hour and work on PC time and talk.
Makes sweeping ethnic generalizations about Indians, Germans, and Chinese groups, asserting claims about work ethic and criminality based on national origin.
royalinfoservices5280
Feb 23, 2026
No offense but Canada took the shit towards their country. Canada is the 💩 now.
No offense but Canada took the shit towards their country. Canada is the 💩 now.
Makes a sweeping negative claim about Canada's national character and trajectory, framing it as a decline.
R2Bgreat
Jan 27, 2026
*🕉️ 🚩 🇮🇳 INDIA 🇮🇳 🚩 🕉️*
*🕉️ 🚩 🇮🇳 INDIA 🇮🇳 🚩 🕉️*
The comment uses Indian national and religious symbols to assert identity affiliation, with minimal additional context suggesting identity-based framing.
Identity Assertion
0.75
mohakmilindsingh999
Feb 8, 2026
Bro on the bike is a certified neanderthal. He rlly thinks his kind is the shit.
Bro on the bike is a certified neanderthal. He rlly thinks his kind is the shit.
The comment uses dehumanizing language ('neanderthal') and dismissive tone toward a person in the video, combining identity-based criticism with sarcastic framing.
Tonytonytony6338
Feb 8, 2026
Actual invaders are scared of legal migrants?
Actual invaders are scared of legal migrants?
Rhetorical question using 'invaders' framing to assert native/settler identity distinction and challenge immigration legitimacy.
vickyannd
Feb 23, 2026
Some people still vote liberal they are like sheep!
Some people still vote liberal they are like sheep!
Uses dehumanizing language toward political opponents and implicitly calls for different voting behavior based on group identity.
meeksiam
Feb 22, 2026
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Uses ethnic stereotyping and casual observation of immigrant groups with a tone of ironic commentary about occupational clustering.
Manny83196
Feb 9, 2026
I'm Indian and we know what the Indians are doing in the world
I'm Indian and we know what the Indians are doing in the world
The commenter asserts their Indian identity and claims insider knowledge about Indian behavior globally, positioning themselves within an ethnic group.
AshtonAPinto
Feb 10, 2026
fuck india!!!
fuck india!!!
Hostile expression targeting India/Indians, reflecting xenophobic sentiment and us-vs-them framing without substantive argument.
thecoinwebreborn3537
Feb 26, 2026
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi …
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi also portrait inside as Indian
Asserts distinctions between Indian and Khalistani identities, making claims about group definitions and geopolitical affiliations.
tejaspatil9775
Feb 26, 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)