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
Hi from Canada... When you look at a long line of MAGA't Zombie voters and you see them all smiling and collectively they make one complete set of teeth and then you allow them to …
Hi from Canada... When you look at a long line of MAGA't Zombie voters and you see them all smiling and collectively they make one complete set of teeth and then you allow them to vote in their golden pig and make him president, this is what you get! I realise that everyone that is good and decent in the USA bent over backwards not to look down or insult MAGA't types for fear of further alienating them, all it has done is backfired both upon good and decent Americans but upon the cult of Orange Jesus as well. So now we're left with this dystopian mess. Long past time to take the gloves off and get into the fight. Pretend you're all hockey players playing the Russians... leave it ALL on the ice!!!
Asserts Canadian identity and moral superiority while criticizing US voters and calling for aggressive political action against political opponents.
@truenorthbc
Mar 4, 2025
A has been commie nobody on his way ouuut.
A has been commie nobody on his way ouuut.
Commenter uses derogatory language and dismissive framing to attack the leader's character and legitimacy.
@MarkDay-z6t
Mar 4, 2025
It’s an adult talking vs our Trump child
It’s an adult talking vs our Trump child
Contrasts mature Canadian leadership with childish American leadership, asserting identity-based superiority through maturity framing.
@matthewtraver7101
Mar 4, 2025
If that white guy is very intelligent so why is he a construction worker huh
If that white guy is very intelligent so why is he a construction worker huh
Uses a rhetorical question to assert stereotypes about intelligence and occupation based on race/ethnicity.
Identity Assertion
0.78
Sarah-e9x9r
Jan 27, 2026
People still wonder why Alberta wants out ????
People still wonder why Alberta wants out ????
Implies immigration is driving regional separatism, framing immigration as a threat to national unity and provincial identity.
Keezy79
Jan 27, 2026
TYLER why you are so much RACIST and hate INDIA 🇮🇳 why you don't go to MINNESOTA US and report about Illegal SOMALI IMMIGRANTS you don't have guts to come infront of ILHAN OMAR and …
TYLER why you are so much RACIST and hate INDIA 🇮🇳 why you don't go to MINNESOTA US and report about Illegal SOMALI IMMIGRANTS you don't have guts to come infront of ILHAN OMAR and Deported her
Accusation of bias against India, asserting selective reporting and challenging the creator's credibility through nationalist framing and whataboutism.
kikaaniche5271
Jan 29, 2026
Hindus and Sikhs do not seek coverts.They wish to live peacefully and coexist peacefully. I cannot say that about Christians and Muslims who are seeking converts and incase of muslims create havoc in society.
Hindus and Sikhs do not seek coverts.They wish to live peacefully and coexist peacefully. I cannot say that about Christians and Muslims who are seeking converts and incase of muslims create havoc in society.
Compares religious groups' integration and social behavior, asserting identity-based distinctions about who creates 'havoc.'
yogasamrat
Oct 5, 2025
NOW THERE IS A LEADER,,NOTHING LIKE THAT WIMP SOUTH OF THE BORDER.?
NOW THERE IS A LEADER,,NOTHING LIKE THAT WIMP SOUTH OF THE BORDER.?
Asserts Canadian leadership superiority over US leadership through comparative framing and identity-based language ('LEADER' vs 'WIMP').
@ollybergstrom
Mar 5, 2025
The people that voted for Don the Con is just as stupid as him. Donald is dumb not smart at all. As a teacher, I've seen smarter fifth graders. Many, many smarter fifth grade students.
The people that voted for Don the Con is just as stupid as him. Donald is dumb not smart at all. As a teacher, I've seen smarter fifth graders. Many, many smarter fifth grade students.
Uses sarcasm and personal authority (teacher) to criticize Trump supporters, asserting intellectual superiority.
@Spirit-Survival365
Mar 4, 2025
1:55 these are the guys we want and used to get here. We welcomed them.
1:55 these are the guys we want and used to get here. We welcomed them.
Distinguishes between 'wanted' and 'unwanted' immigrants based on implicit criteria, asserting preferences about who belongs in Canada.
gbp3616
Jan 28, 2026
Now that is an example of a true leader! Not a clown supporting Russia!
Now that is an example of a true leader! Not a clown supporting Russia!
Praises Canadian leadership as exemplary while using us-vs-them framing to contrast with Russia-supporting figures.
@112jtm
Mar 4, 2025
Go to Vancouver BC all these temples
Go to Vancouver BC all these temples
Brief observation highlighting religious/cultural markers (temples) as evidence of demographic change and ethnic concentration.
Identity Assertion
0.78
shawnmacdonald-h6q
Oct 8, 2025
Indians are not bums I'll give them that they all got a smoke shop or a gas station around here but they don't bother anyone other than a couple of the younger ones thinking they …
Indians are not bums I'll give them that they all got a smoke shop or a gas station around here but they don't bother anyone other than a couple of the younger ones thinking they are going to get somewhere with the underage white girls if they sell them vapes but that's only a few and I think that would be the case in any culture at least they don't rape them usually just make them uncomfortable
Stereotypes Indian immigrants while attempting to defend them, using generalizations about ethnic group behavior and cultural comparison.
charlesblake7802
Jan 27, 2026
Plz use condoms Indian
Plz use condoms Indian
Targets a specific ethnic group with a dehumanizing statement framed as demographic concern.
roshenamilka5826
Feb 12, 2026
As an American, we stand with our Canadian brothers except this wimp Trudeau and his terrorist sympathizer ally Jagmeet.
As an American, we stand with our Canadian brothers except this wimp Trudeau and his terrorist sympathizer ally Jagmeet.
Asserts American-Canadian solidarity while attacking Trudeau and Jagmeet with inflammatory language ('wimp,' 'terrorist sympathizer'), emphasizing us-versus-them framing.
@mikek7315
Mar 4, 2025
As soon as the Europeans turned up it was over.
As soon as the Europeans turned up it was over.
Makes a historical claim about European arrival marking a turning point, framing immigration as an existential shift in national identity.
user-vl8iw1666
Jan 21, 2026
As a Canadian I belive that this is the End of the good deeds,no more help with fires, floods ,no more welcome for plains that need to land in our country, like the 911 dester! …
As a Canadian I belive that this is the End of the good deeds,no more help with fires, floods ,no more welcome for plains that need to land in our country, like the 911 dester! No more backing USA in their wars, firefighters, rescues, for your disters will not help your people !
Asserts Canadian identity and threatens withdrawal of aid/support, framing immigration as betrayal of national interest.
@imhere9745Elaine
Mar 4, 2025
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve …
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve to call us down for not accepting ur religion.... Piss off.. this government is a joke. How about Quebec take the over 1 million immigrants they took in this year alone, and we'll break off into our own country and make sure they can't BIDEN-IZE Canada. Don't stay quiet.. we need to be heard this is crazy.
Asserts Canadian identity and values against perceived immigrant demands, with separatist framing and calls for vocal resistance.
OliverCloseoffe8888
Sep 7, 2025
Most in Canada do not support Trudeau. We want to get rid of him!
Most in Canada do not support Trudeau. We want to get rid of him!
Uses 'we' to assert collective Canadian identity and desire to remove leadership, framing political opposition as group consensus.
@cdn9146
Mar 4, 2025
As an American, can we call them Trump and MAGA Tariffs? The majority of Americans do not approve what the president is doing. Not My President.
As an American, can we call them Trump and MAGA Tariffs? The majority of Americans do not approve what the president is doing. Not My President.
American distancing themselves from their government while proposing a reframing of tariffs, asserting non-alignment with current leadership.
@RyanBalara-n2z
Mar 4, 2025
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)