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
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need …
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need to stay independent sovereign and ? ?♥️god bless
Criticizes government's military spending and civil liberties policies while implicitly calling for change in priorities.
@jennoneil9632
Mar 4, 2025
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
Attacks Liberal and NDP policies while deflecting blame to Trudeau rather than Trump, combining critique with blame assignment.
@BrendaMacdonald-s1h
Mar 4, 2025
It’s not about fentanyl.
It’s not about fentanyl.
Brief dismissal of the fentanyl justification as the real reason for Trump's actions, implying the stated rationale is false.
Policy Critique
0.75
@LauraRooney-n1r
Mar 4, 2025
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Suggestion for alternative tariff policy based on alliance relationships, offering policy analysis and critique.
@TheCozzie99
Mar 4, 2025
Its a wake up call for Canada , self sufficient is the word
Its a wake up call for Canada , self sufficient is the word
Frames Canada's immigration stance as a necessary 'wake up call' emphasizing self-sufficiency, critiquing current policy direction.
@princemushfiq
Mar 4, 2025
Our closest “friend” with open boarders.
Our closest “friend” with open boarders.
Critiques Canada's border policy as too open while using sarcastic quotation marks around 'friend,' suggesting policy analysis with nationalist undertones.
@nancytucker7503
Mar 4, 2025
The president just wanted to be fair trade
The president just wanted to be fair trade
Brief critique of Trump's trade policy framed as an attempt at fairness, though ambiguous in tone.
Policy Critique
0.75
@tommydeng8425
Mar 4, 2025
A tariff on every company that donated to his campaign sounds just fine with me.??
A tariff on every company that donated to his campaign sounds just fine with me.??
Proposes a tariff policy as a form of political punishment, expressing approval of economic sanctions.
@spankcraft8912
Mar 4, 2025
I don’t understand how orange stupid lost his first trade war he started during his first term and doubling down again thinking something will magically change. I suppose the only thing that changed was how …
I don’t understand how orange stupid lost his first trade war he started during his first term and doubling down again thinking something will magically change. I suppose the only thing that changed was how much more dummies drunk the orange Julius and here are now with folks proud of fellow Americans losing their jobs, a foreigner meddling with domestic policy, and shitting on our allies because they think these alleged cuts will somehow directly benefit their personal bank accounts.
Critiques US trade policy decisions and their economic consequences while questioning the logic behind them.
@JuniAku
Mar 4, 2025
This guys a joke, a well spoken puppet… remember Covid.
This guys a joke, a well spoken puppet… remember Covid.
Dismisses Trudeau as a puppet and references COVID without evidence, combining critique with unsubstantiated claim.
@jeremyb1982
Mar 4, 2025
The speech was good but that’s not why Canadians hate him
The speech was good but that’s not why Canadians hate him
Critiques Trudeau's policies/leadership while asserting Canadian national sentiment ('Canadians hate him').
@OrientalOreo
Mar 4, 2025
Donald Trump just wants Canada and Mexico to do his job for him.
Donald Trump just wants Canada and Mexico to do his job for him.
Criticizes Trump's approach to border/trade policy as delegating responsibility to neighboring countries.
Policy Critique
0.75
@TheWatcher60401
Mar 4, 2025
This is what happens when you voted for a Toddler
This is what happens when you voted for a Toddler
Criticizes Trump's leadership competence using dismissive humor, attributing current situation to poor governance.
@zona7a2
Mar 4, 2025
How about trade between Canadian provinces? First, we should remove interprovincial tariffs. I live in BC so I paid extra tax the Alberta oil much more than American. What a shame, especially liberal under Justin. …
How about trade between Canadian provinces? First, we should remove interprovincial tariffs. I live in BC so I paid extra tax the Alberta oil much more than American. What a shame, especially liberal under Justin. I think the Conservatives should govern Canada. ?? I mean simple thing liberal was good last 9years then keep liberal otherwise, another party must govern our true north Canada.
Critiques current government policy on interprovincial trade and taxation, advocating for alternative governance and economic approaches.
@jdy1974
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
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 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
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
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
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)