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
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Critiques the video's framing as inaccurate regarding religious/ethnic distinctions, while making stereotypical claims about Punjabi students.
PoliceBodyCamU.S.A
Jan 27, 2026
They’ve all been shuffled since sparkle socks were voted in. They are absolutely trash at their jobs
They’ve all been shuffled since sparkle socks were voted in. They are absolutely trash at their jobs
Criticizes government officials' job performance with derogatory language and references to the Prime Minister.
Kyle11011
Feb 27, 2026
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
Criticizes institutional governance and accountability of religious/community organizations, with reference to a specific video timestamp.
b8bb8r
Feb 26, 2026
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit …
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit about incompetence and I think Lena is here to stay.
Criticism of government official's competence and skepticism about enforcement of immigration standards under different leadership.
LemonMerigueTie
Feb 27, 2026
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
Comment criticizes a leader as weak and ineffectual, with implicit call for removal from office or country.
@dontfallvictim
Mar 4, 2025
Trudeau govt. Is failed to maintain \nRelationship with USA .\nCanada need mature P.M.\nI respect bond between Us and Canada public.\nBut Trump is right he is now taking\nCare of his own country's economy. He is not …
Trudeau govt. Is failed to maintain \nRelationship with USA .\nCanada need mature P.M.\nI respect bond between Us and Canada public.\nBut Trump is right he is now taking\nCare of his own country's economy. He is not allowing taxpayers money to E.U. & other country's.
Criticizes Trudeau's government for failing to maintain US relations and calls for a 'mature PM,' while acknowledging Trump's right to prioritize his own country's economy.
@SmilingMountainLandscape-rt8tm
Mar 4, 2025
Not sure whats more disgusting, Trumps delusions or the recent praise for Turdeau due to some basic teleprompt speeches.... Make no mistake viewers, Justin Turdeau is an incompetent hypocrite who's policy's and leadership constantly embarrassed …
Not sure whats more disgusting, Trumps delusions or the recent praise for Turdeau due to some basic teleprompt speeches.... Make no mistake viewers, Justin Turdeau is an incompetent hypocrite who's policy's and leadership constantly embarrassed Canada on the world stage and nearly drove the countries lifestyle into the ground. There's a GOOD reason why he became the most hated man in Canada and was forced to resign over Christmas!
Criticizes Trudeau's competence and policy record while making unverified claims about his resignation and public opinion.
@3DVIDEOSMurray
Mar 4, 2025
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high …
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high crime rate (((((((((((((((((((((((
Blames previous leadership for immigration policy changes and national decline, framing it as destruction of Canadian identity.
LS-kh6zf
Feb 7, 2026
ah..... so you haven't already been charging larger tariffs on the US than the US has? hmmmm. Is there anything fair you can offer, like equal tariffs and no Fentinal?
ah..... so you haven't already been charging larger tariffs on the US than the US has? hmmmm. Is there anything fair you can offer, like equal tariffs and no Fentinal?
Challenges Canadian tariff policy fairness while questioning whether reciprocal trade terms exist, mixing critique with information-seeking.
@dwilliamsnetosnet
Mar 4, 2025
From a Canadian citizen.\n\nExcellent speech, nice presentation with sugar coating, but the taste?\nHowever Trudeau is not telling the Truth about the Fentanyl of less than one ounce coming through the border?\nHow about Oil, Lumber and …
From a Canadian citizen.\n\nExcellent speech, nice presentation with sugar coating, but the taste?\nHowever Trudeau is not telling the Truth about the Fentanyl of less than one ounce coming through the border?\nHow about Oil, Lumber and other minerals trades?\nThe USA has ten times more than what Canada have.\nWhat about border protection? Canada invested in two helicopters and many drones with thousands of land miles and the same on water to protect?\nThe cartels are much smarter than Trudeau borders policing, because they've already installed thousands of infiltrators throughout Canada to deliver any drug amount to the USA.\nAnd calling the president by his first name?\nTrudeau is taking Canada to another level, lower than we've seen or felt, because he's not a politician and not a businessman.\nFor last.\nThe notion that our lower level of politics still uses the word FIGHT instead of making a DEAL.\n\nAnd their old ways of saying, WE ARE WORKING HARD.\nINSTEAD OF WORKING SMART.\n\nMy opinions.
Primarily critiques Trudeau's policies and leadership competence, with embedded unverified claims about fentanyl smuggling and cartel infiltration.
@louisbarbisan2608
Mar 4, 2025
I disagree with him. Donald is clearly not a “very” smart guy. Even a person with average IQ would make so many and so big poor decisions. He is a muppet on the hands who …
I disagree with him. Donald is clearly not a “very” smart guy. Even a person with average IQ would make so many and so big poor decisions. He is a muppet on the hands who realized how easily he can be manipulated. Most unAmerican president in the history of USA. Worse than Nixon. Danger to USA and American people. As long as he is the president. We can no longer say POTUS is “the leader of the free world “ He prefers murderous dictators. Not the free world.
Criticizes Trump's decision-making and leadership competence while expressing concern about threats to American interests.
@michellesanay8172
Mar 4, 2025
Our method is working ???? did Trudeau is aware about the catastrophic drug situation in his own country ??
Our method is working ???? did Trudeau is aware about the catastrophic drug situation in his own country ??
Questions the effectiveness of government policy while raising concerns about domestic drug crisis, combining skepticism with implicit criticism.
@lillecitadelle1588
Mar 4, 2025
This man is a dictator and he doesn’t represent Canadians. Canada has big problems and its legal drugs are killing people and being sold everywhere. Thank you, Trump for these tariffs.???
This man is a dictator and he doesn’t represent Canadians. Canada has big problems and its legal drugs are killing people and being sold everywhere. Thank you, Trump for these tariffs.???
Criticizes leadership as dictatorial and policy failures (drug crisis), with approval of tariffs as corrective action.
@Danny_Page_
Mar 4, 2025
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only …
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only from european of descent countries. That should be the aim . For 100% european of descent. No more BS
Criticizes student visa programs as fraudulent and ineffective while making explicit ethnic/racial preference claims.
Malacala
Jan 28, 2026
If your taxes are going out of country than you should not be expected to pay taxes than!
If your taxes are going out of country than you should not be expected to pay taxes than!
Critiques tax policy by arguing that citizens shouldn't pay taxes if revenue goes abroad, challenging government fiscal policy.
TL3000TL
Sep 11, 2025
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Criticizes Trump's policies toward Muslims and international alliances, framing it as both a policy failure and moral wrong.
@shehlakalsoom6423
Mar 4, 2025
That’s not slashing.
That’s not slashing.
Brief dismissal of the reduction as insufficient, expressing disagreement with the policy outcome.
Policy Critique
0.78
davidstainton7201
Jan 3, 2026
Most kids in middle school where I live in Calgary can barely speak English, it’s not just a bad outlook it’s genuinely tragic. SEAN FRASER is to blame
Most kids in middle school where I live in Calgary can barely speak English, it’s not just a bad outlook it’s genuinely tragic. SEAN FRASER is to blame
Blames Immigration Minister Sean Fraser for poor English proficiency among schoolchildren, combining anecdotal observation with policy criticism.
History_Camel
Oct 22, 2025
Typical Liberal, no clue to the real world. Blinks needs to go.
Typical Liberal, no clue to the real world. Blinks needs to go.
Attacks a specific minister's competence and calls for removal, with partisan identity framing.
glennpritchard274
Feb 26, 2026
I do not blame them. Government looting resources in last 80 years and leaving citizens to dogs. So people are migrating to everywhere. You see them not just in Canada. Tighten the borders. And let …
I do not blame them. Government looting resources in last 80 years and leaving citizens to dogs. So people are migrating to everywhere. You see them not just in Canada. Tighten the borders. And let people come in legally only if needed.
Critiques government resource management as driver of migration, advocates for tighter borders and legal-only immigration policy.
Lovli6589
Sep 19, 2025
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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)