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
Trudeau should have held up a paddle like the democrats to show how tough he is? What a liberal woke plonker.
Trudeau should have held up a paddle like the democrats to show how tough he is? What a liberal woke plonker.
Criticizes Trudeau's approach as insufficiently tough while using sarcasm and derogatory language about liberal policies.
@kennethbrennan2916
Mar 5, 2025
They should totally close the immigration for allowing those applications overseas.
They should totally close the immigration for allowing those applications overseas.
Advocates for closing overseas immigration applications, framed as a policy position with implicit call to action.
russellake6818
Apr 15, 2025
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy. What …
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy.
What a poor social-economic-political analysis. Sorry, Canada cannot take care of the whole world while some Canadians are in dare situation and the influx of immigrants are stifling off the resources and billions are given to foreign country to aid war.
Challenges the video's economic claims about immigration while critiquing resource allocation and foreign aid policy without providing evidence.
emmanuel5332
Apr 14, 2025
Hypocrites. Did Canada bother when US attacked China with tariffs? Serves Canada right. Now that is hits home, he speaks up eh? No winners in a trade war eh? ?
Hypocrites. Did Canada bother when US attacked China with tariffs? Serves Canada right. Now that is hits home, he speaks up eh? No winners in a trade war eh? ?
Criticizes Canada's selective stance on tariffs, arguing hypocrisy in only objecting when directly affected.
@hushpuppykl
Mar 5, 2025
Ive got no problem with LEGAL economic migration. Or coming as a refugee if you want to come here, work, and obey our laws then i am happy to welcome you. But if your gonna …
Ive got no problem with LEGAL economic migration. Or coming as a refugee if you want to come here, work, and obey our laws then i am happy to welcome you. But if your gonna ponce our welfare programs and not assimilate into our cultures and commit crimes then we don't want you. Your not welcome. Its as simple as that
Articulates conditional support for immigration based on legal status, work ethic, law-abiding behavior, and cultural assimilation, critiquing welfare abuse.
@moosemaster96
Mar 5, 2025
you guys are not willing to compromise and a trade war is inevitable
you guys are not willing to compromise and a trade war is inevitable
Critiques unwillingness to compromise and predicts inevitable trade war as a consequence of current policy approach.
@thihagianglai6487
Mar 5, 2025
Hopefully, this will stop people smuggling or trafficking of people by unscrupulous education institutions and migration services
Hopefully, this will stop people smuggling or trafficking of people by unscrupulous education institutions and migration services
Critiques institutional practices around education and migration services that enable human trafficking and smuggling.
Policy Critique
0.80
dharam1718
Apr 15, 2025
Dumbass republicans ruin everything but as a whole the us government have always been shit.
Dumbass republicans ruin everything but as a whole the us government have always been shit.
Criticism of Republican and US government policies and performance, framed as systemic failure.
Policy Critique
0.80
@bl420rs
Mar 5, 2025
Why is he acting like Trump has just nuked Canada and going to invade. I think his negative Trump bias is effecting his judgement and behaviour. Instead of doing a media opportunity to show everyone …
Why is he acting like Trump has just nuked Canada and going to invade. I think his negative Trump bias is effecting his judgement and behaviour. Instead of doing a media opportunity to show everyone what a good little leader he is and that Trump is a very bad man. Why not try sit-down and have a rational and pragmatic talk and negotiate new trade relations first, instead trying to cause more up-evil and resentment.
Critiques the video creator's approach as biased and advocates for diplomatic negotiation over confrontation on trade relations.
@trevorevans3956
Mar 5, 2025
Yup, that's our Idiot-in-Chief, alienate and backstab our allies and friends because it makes for good TV. ?
Yup, that's our Idiot-in-Chief, alienate and backstab our allies and friends because it makes for good TV. ?
Criticizes the Prime Minister's foreign policy decisions while using sarcasm and name-calling for rhetorical effect.
@Mark-vu3vl
Mar 5, 2025
it's a joke to speak like a crybaby to USA.. we're already suffering here in Canada - instead of trying to make this right with USA, we're declaring a (trade)WAR??? this fool will run Canada …
it's a joke to speak like a crybaby to USA.. we're already suffering here in Canada - instead of trying to make this right with USA, we're declaring a (trade)WAR??? this fool will run Canada deeper into the ground than he already has in the last 8 years... keep in mind this guy officially resigned - why on earth is he continued to be allowed to speak this way?
Criticizes Trudeau's confrontational approach to the US and his overall governance record, arguing for reconciliation over escalation.
@ButtPins
Mar 5, 2025
How can anyone listen to you after your BS covid policies + actions you took against your people? Go use one of your ‘pods’ you have up there. Total joke of a leader, welcome to …
How can anyone listen to you after your BS covid policies + actions you took against your people? Go use one of your ‘pods’ you have up there. Total joke of a leader, welcome to the USA, Canada ?? ?? ??
Criticizes Trudeau's COVID policies and leadership record while implying personal frustration with Canadian governance.
@Jk26382
Mar 5, 2025
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
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
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
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
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
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)