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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Policy Critique
5,980 comments
You are right Justin Trudeau, Donald Trump treats us Canadians just like you do! If you are not freezing bank accounts, you are either deigning an election or hiding behind (your Elon) Jagmeet Singh! Well …
You are right Justin Trudeau, Donald Trump treats us Canadians just like you do! If you are not freezing bank accounts, you are either deigning an election or hiding behind (your Elon) Jagmeet Singh! Well done for a drama teacher, without experience! \nFYI: You should screw Trump over like we are going to do you at the polls!
Criticizes government policies and leadership while calling for electoral action against the current government.
@LarLucky-v8t
Mar 5, 2025
Trudeau is a com.inist turd-- he not out PM he doesn't speak for Canada-- he resigned and the liberals are out-- we want an election now
Trudeau is a com.inist turd-- he not out PM he doesn't speak for Canada-- he resigned and the liberals are out-- we want an election now
Criticizes the Prime Minister and government legitimacy while calling for an election, combining policy critique with electoral action.
@TrevorWetmore
Mar 5, 2025
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
Criticizes government leadership (Carney and Starmer) as ineffective and idiotic, focusing on policy failure rather than immigration specifically.
Policy Critique
0.80
jivetalker4208
Jan 3, 2026
@3:24 welcome to canada where words are restricted by threat of unemployment.
@3:24 welcome to canada where words are restricted by threat of unemployment.
Critiques Canadian policy on speech restrictions while expressing concern about employment consequences.
gmunay420
Jan 27, 2026
Funny thing is Canada people have been trying to get ride of this bum. Know one cares what he has to say even his own people…. Why isn’t CNN reporting that??
Funny thing is Canada people have been trying to get ride of this bum. Know one cares what he has to say even his own people…. Why isn’t CNN reporting that??
Critiques the political leader's credibility and questions media coverage choices.
@nicolassmith8739
Mar 5, 2025
how is filing a fake refugee claim isn't criminal in and of itself? explain that to me why are ya'll always giving everyone the benefit of the doubt
how is filing a fake refugee claim isn't criminal in and of itself? explain that to me
why are ya'll always giving everyone the benefit of the doubt
Questions why false refugee claims aren't prosecuted and criticizes perceived leniency in immigration enforcement.
AbrahamHalfi
Dec 30, 2025
Canada has become unrecognizable in the last few years. Canada is no longer it used to be, it has become a third world country. Liberals destroyed the country.
Canada has become unrecognizable in the last few years. Canada is no longer it used to be, it has become a third world country. Liberals destroyed the country.
Criticism of government policy and Liberal governance with alarmist claims about national decline.
@albrechtberg8776
Mar 5, 2025
still just a drop in the bucket.
still just a drop in the bucket.
Reiterates dismissal of deportation numbers as insignificant, critiquing the scale of enforcement action.
Policy Critique
0.80
josoffat7649
Dec 30, 2025
JT looks funny trying to sound threatening. Is this how he sounded when he froze the bank accounts of Canadian citizens?
JT looks funny trying to sound threatening. Is this how he sounded when he froze the bank accounts of Canadian citizens?
Criticizes Trudeau's credibility and references past controversial policy (bank account freezing) with sarcastic tone.
@debbiekern2841
Mar 5, 2025
Trump was crystal clear. Stop drugs and immigrants crossing the border.
Trump was crystal clear. Stop drugs and immigrants crossing the border.
Summarizes Trump's stated policy position on border security and immigration control.
Policy Critique
0.80
@ss-hole
Mar 5, 2025
Family members can file for social assistance been when sponsored. The only consequence is they cannot sponsor again
Family members can file for social assistance been when sponsored.
The only consequence is they cannot sponsor again
States a factual claim about sponsorship rules and social assistance eligibility, functioning as policy information with implicit critique of loopholes.
nicoled5160
Dec 30, 2025
This is how a President responds to border control! New technology AI drones helicopters and more personnel to fight security of the border! Implementation of a border plan!
This is how a President responds to border control! New technology AI drones helicopters and more personnel to fight security of the border! Implementation of a border plan!
Praises border control measures and implementation of security technology, implicitly contrasting with Canadian approach.
@ramonamatthews4364
Mar 5, 2025
Let’s see if Trudeau still gonna send Canadian taxpayers money to Ukraine and Israel after this
Let’s see if Trudeau still gonna send Canadian taxpayers money to Ukraine and Israel after this
Questions government spending priorities on foreign aid in light of current crisis.
Policy Critique
0.80
@URMOMSFVRT
Mar 5, 2025
more bull shyte from trudeau. fact: tariffs hurt the people who buy the goods. so canadian tariffs on usa goods means: CANADIANS WILL PAY MORE FOR USA GOODS! just as usa consumers will pay more …
more bull shyte from trudeau. fact: tariffs hurt the people who buy the goods. so canadian tariffs on usa goods means: CANADIANS WILL PAY MORE FOR USA GOODS! just as usa consumers will pay more for canadian goods subject to usa tariffs. if canada wants to return a punch, find other markets, trade with other countries, rid canada of the festering relationship it has with this facist state, usa. \nrealitycheck: both leaders( the turd and comb over clown) are supercharging inflation in their respective countries with this play acting of a trade war.
Critiques tariff policy and trade war strategy while explaining economic consequences, with strong criticism of both leaders' approaches.
@billgator2005
Mar 5, 2025
Anybody who is not in Canada(or any country) legally, get out!
Anybody who is not in Canada(or any country) legally, get out!
Advocates for strict enforcement of legal immigration status with an implicit call for deportation of undocumented immigrants.
steve8803
Jan 1, 2026
Treudeu is a dictator
Treudeu is a dictator
Makes a critical characterization of the Prime Minister using inflammatory language, critiquing his leadership style.
Policy Critique
0.80
@ianlane4242
Mar 5, 2025
No matter WHAT he says, he is a WOKE idiot. Even Canadians hate him...
No matter WHAT he says, he is a WOKE idiot. Even Canadians hate him...
Criticizes the Prime Minister's ideology and claims Canadians oppose him, combining personal critique with identity framing.
@dekkard
Mar 5, 2025
Lol, the arrogance. Justine is resigning because his people hate him and they are suffering from his leadership. Trump just got re-elected again and has an approval rating higher than ever. Why would Trump listen …
Lol, the arrogance. Justine is resigning because his people hate him and they are suffering from his leadership. Trump just got re-elected again and has an approval rating higher than ever. Why would Trump listen to a guy who is a failed leader about his leadership style? Justina is just illustrating that not only is he a failure and loser but also a narcissist
Critiques Trudeau's leadership and policy failures while defending Trump, framing it as comparative political analysis.
@RKDogTrainer
Mar 5, 2025
Anyone notice all the new commercials on how great Canada is on TV. That’s the liberals trying to focus its voters away from all the corruption being committed behind closed doors. Real Canadians know what …
Anyone notice all the new commercials on how great Canada is on TV. That’s the liberals trying to focus its voters away from all the corruption being committed behind closed doors. Real Canadians know what they are doing 🤬
Criticizes government propaganda and corruption while invoking 'Real Canadians' as an in-group identity marker.
jackj3542
Jan 3, 2026
Trump creating troubles internationally. He is so dangrous
Trump creating troubles internationally. He is so dangrous
Criticizes Trump's international policies and expresses concern about their dangerous consequences, combining policy analysis with threat perception.
@rsevalla
Mar 5, 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)