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
pretty sure it's not happening right under the governments nose, it's not like they allow this stuff to happen, that's why we have border patrol
pretty sure it's not happening right under the governments nose, it's not like they allow this stuff to happen, that's why we have border patrol
Critiques government enforcement and border control policies, suggesting the government allows problematic activities.
Policy Critique
0.75
LeakCentral
Jan 27, 2026
Canadian government is to blame for khalistani bs
Canadian government is to blame for khalistani bs
Blames government policy for a perceived problem while invoking national/political identity framing.
Improveshorts
Feb 17, 2026
Too bad our country doesn't have a leader like this
Too bad our country doesn't have a leader like this
Expresses dissatisfaction with current Canadian leadership by comparing it unfavorably to an implied alternative leader, critiquing governance.
@The_R-n-I_Guy
Mar 4, 2025
Trump isn’t a smart man. But he is a man baby who loves to be told he’s a smart man, which is why other leaders do it. \n\nI do wonder what the end game is. …
Trump isn’t a smart man. But he is a man baby who loves to be told he’s a smart man, which is why other leaders do it. \n\nI do wonder what the end game is. Trump wants to make Canada the 51st state (to get the natural resources and despoil the country by drilling for oil). Does he really imagine that this is going to endear Canadians to America. Is he planning to deteriorate the relationship so that eventually he invades Canada? Because the tariffs make absolutely no sense for the reasons Trump has given.
Critiques Trump's intelligence and tariff policy while presenting unverified claims about hidden intentions (annexation, resource exploitation) and expressing invasion anxiety.
@LeoDragon34
Mar 4, 2025
Trump does not care about the drugs he just wants the tariffes
Trump does not care about the drugs he just wants the tariffes
Critiques Trump's motives regarding tariffs while making an unverified claim about his intentions without evidence.
@americosilva-g9h
Mar 4, 2025
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is …
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is how Trudeau spoke of how it’s going to be hard on Canada and then stuttered about it being hard for Americans. But she FAILED to mention that Canada has vowed to be there and make amends for its citizens unlike America whose government has hung its citizens out to dry. CNN also failed to mention ton that Trump signed the current trade agreement when he was president for his first term. Never thought I would see the day CNN would skirt the issue trying their damndest not to use the words the rest of the world is saying and that’s “What the fuck Donald?” Shame on you CNN. You’re the reason the right information isn’t being put out there.
Criticizes media (CNN) coverage of trade policy and Trump's actions, with secondary commentary on the news outlet itself.
@hlsartistry
Mar 4, 2025
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Comment in Hungarian criticizing Trudeau's support for Ukraine as hypocritical, though the non-English language limits full confidence in classification.
Policy Critique
0.75
@MagdolnaGulyásnéTörjék
Mar 4, 2025
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump …
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump is trying to destroy this country!
Criticism of Trump's isolationist foreign policy with warnings about national consequences.
@larryj8923
Mar 4, 2025
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
Criticism of tariff policy as ineffective compared to drug addiction treatment alternatives.
@stephenholmes5362
Mar 4, 2025
This is what happens when you put racism first...????
This is what happens when you put racism first...????
Accuses government of prioritizing racism in policy decisions, combining criticism of policy with ethical judgment.
@jermainemitchell2936
Mar 4, 2025
Trudeau you want war by supporting more war.
Trudeau you want war by supporting more war.
Criticizes Trudeau's foreign policy stance on war and military support, framing it as problematic governance.
@josephloumayonado9226
Mar 4, 2025
When you first come here how did that Polish guy work? you are not allowed to work until you get residency... that policcy is to protect Canadian jobs
When you first come here how did that Polish guy work? you are not allowed to work until you get residency... that policcy is to protect Canadian jobs
Questions immigration policy regarding work authorization while asserting a policy rule (work restrictions before residency) as fact.
olene184
Sep 30, 2025
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Skepticism toward politicians and suggestion of hidden information without evidence.
@090763terryhar
Mar 4, 2025
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Assertion that JT has caused destruction and is widely hated, presented as fact without evidence, combined with policy criticism.
@teddybonnkers4742
Mar 4, 2025
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a …
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a time limit to his fecklessness.
Critiques a political figure's strategy and effectiveness using sarcastic tone ('show and no go'), blending satire with substantive criticism.
@simonreid7389
Mar 4, 2025
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
Criticizes media coverage and political ideology, attacking both the news network and the political figure's positions.
@Dbodell8000
Mar 4, 2025
Unfortunately, collateral damage is expected. The country is not divided. Some may not admit it but this is the direction most of the Canadians want the government to take. I stand with my prime minister.
Unfortunately, collateral damage is expected. The country is not divided. Some may not admit it but this is the direction most of the Canadians want the government to take. I stand with my prime minister.
Frames immigration restrictions as national consensus and expresses support for government direction, critiquing current policy implicitly.
ThePower2change
Feb 13, 2026
If fentanyl is still a problem at the boarder then trump is doing an awful job at the boarder.
If fentanyl is still a problem at the boarder then trump is doing an awful job at the boarder.
Criticizes Trump's border policy effectiveness while making an implicit claim about fentanyl at the border without evidence.
@loubliss7471
Mar 4, 2025
Canada should only sell gas and oil the EU. So the EU need not gas from the USA any more.
Canada should only sell gas and oil the EU. So the EU need not gas from the USA any more.
Proposes alternative energy policy for Canada regarding EU trade, comparing geopolitical positioning versus the USA.
@nicoleschnass1307
Mar 4, 2025
If Democrats have not gone crazy about their love of illegal immigrants thos would have never had happened
If Democrats have not gone crazy about their love of illegal immigrants thos would have never had happened
Blames Democrats for an unspecified incident through an unsubstantiated causal claim about their immigration stance.
@americandesi7310
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)