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
Heavy hearts here today in Canada??????. Life doesn’t have to be so hard. This is a dark day for us. We really like our neighbors the USA. \nLooking forward to the day we are joined …
Heavy hearts here today in Canada??????. Life doesn’t have to be so hard. This is a dark day for us. We really like our neighbors the USA. \nLooking forward to the day we are joined with our fellow neighbors again in fair trade!\nWe will visit you when things are better but not until then.
Expresses Canadian identity and emotional connection to the nation ('dark day for us'), with comparative framing toward the USA as neighbors.
@katkat2340
Mar 4, 2025
There alot more respectfull then the samalies but just as bad drivers 😂
There alot more respectfull then the samalies but just as bad drivers 😂
Comparative ethnic characterization using humor to frame one immigrant group as more respectful but equally problematic drivers.
abandonedtownexplorations8736
Jan 27, 2026
? u trump voters. You just don't listen or believe the facts.
? u trump voters. You just don't listen or believe the facts.
Dismisses Trump voters as a group and asserts superior factual understanding, creating in-group/out-group division.
Identity Assertion
0.75
@cheshirecat6518
Mar 4, 2025
Justin Trudeau got his ass fxxck by Trump and did not get paid. He is a shame to Canadians.
Justin Trudeau got his ass fxxck by Trump and did not get paid. He is a shame to Canadians.
Attacks Prime Minister's credibility and frames him as a shame to Canadian identity, combining personal criticism with national belonging claims.
@efaxing6649
Mar 4, 2025
Trudeau sucks! Canada sucks! They're like a pesticide to America that has fed of us!!
Trudeau sucks! Canada sucks! They're like a pesticide to America that has fed of us!!
Expresses negative national sentiment and frames Canada as a threat to America, combining identity-based criticism with threat framing.
@ratapaga5963
Mar 4, 2025
You are a colonizer. You are NOT indigenous to ANYWHERE on the planet except Europe/Eurasia
You are a colonizer. You are NOT indigenous to ANYWHERE on the planet except Europe/Eurasia
Uses identity-based framing to exclude the commenter from belonging, invoking colonial history and geographic origin claims.
placesandspaces3489
Aug 29, 2025
Crazy to see a leader actually care for and fight for his people\n\nAnd speak coherently....
Crazy to see a leader actually care for and fight for his people\n\nAnd speak coherently....
Commenter praises a leader for 'caring for his people' and contrasts with implicit criticism of others, establishing us-vs-them framing.
Identity Assertion
0.75
@datadoesdorian
Mar 4, 2025
Canada is a Christian country and we need to bring the daily prayer back to our schools and not allow Islam have any standing in our beautiful country.
Canada is a Christian country and we need to bring the daily prayer back to our schools and not allow Islam have any standing in our beautiful country.
Asserts Canada's Christian national identity and calls for exclusion of Islam, framing religious identity as central to belonging.
Canadiangenx1
Aug 29, 2025
He's just as bad a Puton !
He's just as bad a Puton !
Makes a comparative moral judgment equating a political figure to Putin, framing them as equally bad/threatening.
@JV-qs5zh
Mar 4, 2025
Congrats Trump voters on destroying America. China, Russia, Iran or North Korea couldn't destroy America's image worldwide, but Trump & his sycophants have
Congrats Trump voters on destroying America. China, Russia, Iran or North Korea couldn't destroy America's image worldwide, but Trump & his sycophants have
Expresses strong us-vs-them framing blaming Trump voters for national damage, combining identity assertion with moral condemnation.
@nolongerblocked6210
Mar 4, 2025
Buddy. You're not Canadian
Buddy. You're not Canadian
Challenges another commenter's claim to Canadian identity, establishing boundary of belonging.
Identity Assertion
0.75
@thebekavacteam
Mar 4, 2025
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
Makes claims about elite intentions and national division, with a radical call to separate Quebec framed as identity-based grievance.
BrendaMcLaughlin-xe5dj
Sep 8, 2025
Absolutely NOBODY cares what Trudeau has to say, not even Canadians.
Absolutely NOBODY cares what Trudeau has to say, not even Canadians.
Dismisses Trudeau's authority and relevance through claims about Canadian public opinion and national sentiment.
Identity Assertion
0.75
@suzannahlocklair
Mar 4, 2025
Well it’s better than muslim…
Well it’s better than muslim…
Comparative statement asserting preference for one group over another based on religious/ethnic identity, with implicit negative framing.
OlexandrMudryk
Jan 27, 2026
USA! USA! USA!
USA! USA! USA!
Patriotic exclamation expressing national identity and allegiance, with an implicit show of support for Canada in context.
@GoodOlJRBarbecue
Mar 4, 2025
0:40 let the hot immigrant lady speak. She’s saying some words of truth. she’s the kind of immigrants we like here in Canada. God bless.😂❤🇨🇦
0:40 let the hot immigrant lady speak. She’s saying some words of truth. she’s the kind of immigrants we like here in Canada.
God bless.😂❤🇨🇦
Expresses selective approval of immigrants based on perceived alignment with Canadian values, framing some immigrants as 'the kind we like,' which asserts identity boundaries while containing a solidarity element.
ned12ify
Sep 9, 2025
He and his nation are not driven by hate and stupidity. That's the difference. Wake up, America.
He and his nation are not driven by hate and stupidity. That's the difference. Wake up, America.
Asserts a positive national identity for Canada/Canadians by contrasting them favorably with America, using us-vs-them framing around values.
@cptomi26
Mar 4, 2025
Most of them come from INDIA 😢
Most of them come from INDIA 😢
Highlights national origin of immigrants with emotional distress markers, implying concern about demographic composition.
Kevin-sq1fk
Jan 16, 2026
They cant speak our language so why are they allowed
They cant speak our language so why are they allowed
Questions immigrants' right to reside based on language ability, asserting cultural/linguistic gatekeeping as membership criterion.
howardsmaldon8453
Sep 7, 2025
yall white trash getting kicked out lmfao cope harder, yall getting invaded fr
yall white trash getting kicked out lmfao cope harder, yall getting invaded fr
Uses inflammatory us-vs-them framing with racial language to assert group identity and displacement anxiety.
godvm1164
Jan 27, 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)