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 been proactive in the first place. Canada had put tarriff on other countries in the first place. They even did not sell our oil in the first place when saying no business …
Trudeau should have been proactive in the first place. Canada had put tarriff on other countries in the first place. They even did not sell our oil in the first place when saying no business case. Just to please his socialist minister. When trump was not in power this man went at trump the entire trump. \n\nTrudeau is lying to his teeth. \n\nThe fentynal crisis in canada is alot more worse \n\nFew months ago the had the biggest drug bust in Canadian history which could kill the entire Canadian population.\n\n\nI dont trust trudeau at all.
Criticizes Trudeau's policy decisions on tariffs and energy while making unsubstantiated claims about fentanyl crisis severity.
@jonathandsilva231
Mar 4, 2025
To all people who replying \nStop with comments about bullying \nLotta countries took billions from America \nAll trump is doing is collecting \nStop with the disrespect speech \nHe’s just being a leader collecting what’s right
To all people who replying \nStop with comments about bullying \nLotta countries took billions from America \nAll trump is doing is collecting \nStop with the disrespect speech \nHe’s just being a leader collecting what’s right
Defends Trump's actions as legitimate debt collection while criticizing others' characterization, combining policy justification with moral reframing.
@rafealrafeal6716
Mar 4, 2025
While Canadians' outrage over Trump's policies is still understandable, we now witness Americans who ought to stand with their president choose to support this hypocritical person, Trudeau, who has persecuted and still persecutes many of …
While Canadians' outrage over Trump's policies is still understandable, we now witness Americans who ought to stand with their president choose to support this hypocritical person, Trudeau, who has persecuted and still persecutes many of his fellow citizens, including truck drivers and anti-vaccine activists, in the name of freedom of speech. Words cannot adequately describe such behavior.
\nIn this terrible time of the U.S. national debt, everyone must be with their president and no one else.
Criticizes Trudeau's policies toward truck drivers and anti-vaccine activists while asserting American national loyalty and framing Trudeau as hypocritical.
@ricardosaldanha6662
Mar 4, 2025
There's one about the fentanyl that I find rather strange. The smugglers wouldn't be bringing it in unless there's a market for the stuff. So, the simple solution is stop using it, and, problem solved. …
There's one about the fentanyl that I find rather strange. The smugglers wouldn't be bringing it in unless there's a market for the stuff. So, the simple solution is stop using it, and, problem solved. There's more than one dumb American.
Critiques the fentanyl policy argument by proposing an alternative solution and questioning the logic of the stated problem.
@eamonryan2198
Mar 4, 2025
Lol, there is no division at all. Even Trudeau himself called his own immigration policy out of control, that he needed to get it back under control before he was voted out of office.
Lol, there is no division at all. Even Trudeau himself called his own immigration policy out of control, that he needed to get it back under control before he was voted out of office.
Critiques immigration policy by citing Trudeau's own acknowledgment that immigration was out of control, using ironic framing.
ccgear4367
Feb 14, 2026
Our goverment is a piece of shit TRUMP NEEDS TO GO IVE ALWAYS HATED THAT MAN.
Our goverment is a piece of shit TRUMP NEEDS TO GO IVE ALWAYS HATED THAT MAN.
Expresses strong disapproval of government and Trump while implicitly calling for political change.
@debrasapp6456
Mar 4, 2025
JUSTIN TRUDEAU IS ACTUALLY THE HATED MAN IN CANADA EVEN HE NEED 10 BODYGUARDS TO MOVE AROUND FOR HIS DAILY LIFE AS PM OF CANADA WOULD CANADA CITIZENS THAT DEPENDING ON AMERICA FOOD TO SAVE …
JUSTIN TRUDEAU IS ACTUALLY THE HATED MAN IN CANADA EVEN HE NEED 10 BODYGUARDS TO MOVE AROUND FOR HIS DAILY LIFE AS PM OF CANADA WOULD CANADA CITIZENS THAT DEPENDING ON AMERICA FOOD TO SAVE MONEY AND STAY ALIVE NOW TARIFFS ON AMERICA GOODS HOW HAPPY CANADA PEOPLE BE WITH HOA HAS MORE POWER THAN HIS OWN CITIZENS.POOR CANADA CITIZENS MAY CHOOSE CHEAP FOOD TO SURVIVE JUSTIN TRUDEAU EVIL DICTATORSHIP.\nJUSTIN TRUDEAU HAS DONE NOTHING GOOD FOR CANADA AND HIS CITIZENS EVEN HIS EXISTENCE ON THE WORLD LIKE A BULB SWITCH HE THERE AND THE NEXT HE GONE FOR YEARS NOTHING FAMOUS GOOD HE DONE RECORDED BY INTERNATIONAL REPORTERS 0%.\nCANADA HAS ITS OWN HOMELESS PEOPLE WILD ON CANADA STREET BUT INTERNATIONAL PEOPLE DON'T KNOW ABOUT IT.
Extensive criticism of Trudeau's policies and governance, with concerns about economic hardship, homelessness, and perceived mismanagement.
@KILLEREND-rb5fd
Mar 4, 2025
Trudeau needs to talk about magatardism like the scourge it is, as well.
Trudeau needs to talk about magatardism like the scourge it is, as well.
Commenter critiques the Prime Minister's approach to addressing what they view as a political ideology problem.
Policy Critique
0.75
@wconradjr
Mar 4, 2025
we are being used by our own pres the same way a bad cop uses an innocent citizen. Lies to make the court grant orders for their benefit. This is an illegal use of the …
we are being used by our own pres the same way a bad cop uses an innocent citizen. Lies to make the court grant orders for their benefit. This is an illegal use of the court.
Criticizes government actions as corrupt abuse of power, with vague allegations of illegal court manipulation.
@niterocketnick5963
Mar 4, 2025
Isn't this fool supposed to resign? If you want to support Ukraine, go right ahead. America is done with this BS!
Isn't this fool supposed to resign? If you want to support Ukraine, go right ahead. America is done with this BS!
Questions the legitimacy of a political figure's involvement while criticizing foreign policy decisions, with an implicit call to reject such involvement.
@1212skindog
Mar 4, 2025
Tag the useless government Canadians are dying
Tag the useless government Canadians are dying
Criticizes government as ineffective and calls for attention to Canadian citizens' welfare, with implicit call to action.
iop-v4u
Aug 25, 2025
Eye for eye, that is all Trump wants. There is no trade war. Trudeau should not act as an offended abandoned bride.
Eye for eye, that is all Trump wants. There is no trade war. Trudeau should not act as an offended abandoned bride.
Critiques Trudeau's policy response to Trump, comparing approaches and arguing for a different negotiating stance.
@jovankabanjac2310
Mar 4, 2025
Trudeau is a joker. He always lies. Talks like a juvenile,. remember he accused India for killing terrorists..what happened no proof.
Trudeau is a joker. He always lies. Talks like a juvenile,. remember he accused India for killing terrorists..what happened no proof.
Criticizes Trudeau's credibility and references an unverified claim about India accusations without evidence.
@baazarkibaatein
Mar 4, 2025
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Challenges government tariff policy by questioning inconsistent application, implying selective enforcement is unfair or illogical.
@BB-il3rd
Mar 4, 2025
lol your the reason why trump is doing this? You bullied him for 9 years in office. Now he wants you to resign and you won’t. ?
lol your the reason why trump is doing this? You bullied him for 9 years in office. Now he wants you to resign and you won’t. ?
Blames Trudeau for Trump's tariff actions, framing the conflict as retaliation for past criticism.
@afar9587
Mar 4, 2025
The liberals have even broke their compatriots.
The liberals have even broke their compatriots.
Blames the Liberal government for damaging Canadian citizens through policy decisions.
Policy Critique
0.75
jamesandrews1130
Nov 24, 2025
the entire liberal cabinet are incompetent. Carney is nothing more than a corporate raider, his sights are solely for his new world order
the entire liberal cabinet are incompetent. Carney is nothing more than a corporate raider, his sights are solely for his new world order
Criticizes cabinet competence and invokes conspiracy theory about 'new world order' without evidence.
OffTheCuffX2
Feb 26, 2026
Wait, wait... 7:50. Trump is not smart. Even Trump must know he's an idi&t.
Wait, wait... 7:50. Trump is not smart. Even Trump must know he's an idi&t.
Critiques Trump's intelligence with sarcastic tone, combining serious policy critique with mocking commentary.
@Joelmonterrey
Mar 4, 2025
Too much fentanyl made it thru with shipment containers neglected to be checked.Too little too late to start acting like you guys care now.
Too much fentanyl made it thru with shipment containers neglected to be checked.Too little too late to start acting like you guys care now.
Criticizes government policy and border enforcement while making an unverified claim about fentanyl shipments.
@jaysavy
Mar 4, 2025
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with …
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with Trudeau
Criticizes Trudeau's trade war policy while asserting Canadian public anger, blending policy analysis with identity claims.
@Al13n1nV8D3R
Mar 4, 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)