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
Refreshing to hear a politician speak the truth. All Americans should listen to this and see the Orange Turd is the instigator to this “lose-lose” trade war now underway.
Refreshing to hear a politician speak the truth. All Americans should listen to this and see the Orange Turd is the instigator to this “lose-lose” trade war now underway.
Criticizes Trump's trade war policy while using derisive humor ('Orange Turd') to mock the opposing political figure.
@allengrigg7553
Mar 4, 2025
Boo boo, Canada has been taking Billions from us and charging us Tariffs. We DONT NEED CANADA. They need us not Visa-Versa. I was Born in Toronto, what a terrible Liberal Leftist Country it has …
Boo boo, Canada has been taking Billions from us and charging us Tariffs. We DONT NEED CANADA. They need us not Visa-Versa. I was Born in Toronto, what a terrible Liberal Leftist Country it has become including “ No Freedom Of Speech “. Trudeau is in competent and one speech doesn’t change that. Face it Canada !
Criticizes Canadian policy and Trudeau's competence while asserting Canadian identity (born in Toronto) and framing Canada as a 'Liberal Leftist Country' with identity-based concerns.
@bobbyg4100
Mar 4, 2025
NOPE! \n\nSORRY OUR MILITARY IS NOT W SOCIAL EXPERIMENT
NOPE! \n\nSORRY OUR MILITARY IS NOT W SOCIAL EXPERIMENT
Rejects military policy as a 'social experiment,' expressing opposition to specific government action.
@LordDirus007
Mar 4, 2025
I’m surprised that USA isn’t trying to keep a good relationship with its neighbours
I’m surprised that USA isn’t trying to keep a good relationship with its neighbours
Questions US diplomatic strategy toward neighboring countries, implicitly critiquing relationship management policy.
@daus6035
Mar 4, 2025
Says the clown who applauds China & Cuba and communism and rapes us w fkn taxes and ALL OF SUDDEN cares about Canadians???
Says the clown who applauds China & Cuba and communism and rapes us w fkn taxes and ALL OF SUDDEN cares about Canadians???
Criticizes the Prime Minister's policies (taxes, foreign relations) while questioning his credibility on domestic issues.
@bbblazer
Mar 4, 2025
This from the guy who stold the bank accounts of Truckers during peaceful protests and raided and arrested church people during covid for going to church.
This from the guy who stold the bank accounts of Truckers during peaceful protests and raided and arrested church people during covid for going to church.
Critiques the Prime Minister's past actions (trucker account freezing, church raids) presented as factual claims without evidence.
@donaldspurlock3950
Mar 4, 2025
Trudeau, what a knob head. He’s hated by everyone, he’s a dictator ….. remember the truckers protest? Stopping bank accounts because they didn’t want to take a vax?
Trudeau, what a knob head. He’s hated by everyone, he’s a dictator ….. remember the truckers protest? Stopping bank accounts because they didn’t want to take a vax?
Criticizes Trudeau's policies (vaccine mandates, bank account freezing) and uses personal attacks to frame him as authoritarian.
@ducktack1
Mar 4, 2025
Bro flexes his bilinguality as well gadam… we as a country have the worst leaders…
Bro flexes his bilinguality as well gadam… we as a country have the worst leaders…
Critiques Canadian leadership quality, using a specific observation about bilingual communication as evidence of broader governmental incompetence.
Policy Critique
0.80
@Sempapax
Mar 4, 2025
After only 1 1/2 months into the Trump/Vance administration, they have already done more damage to America and our global alliances than any president's administration in history! My god, what's next???
After only 1 1/2 months into the Trump/Vance administration, they have already done more damage to America and our global alliances than any president's administration in history! My god, what's next???
Criticizes the current administration's policies and their damage to America and alliances, with alarmist tone about future consequences.
@jimbell242
Mar 4, 2025
Please remember this Canada. It’s our politicians who have mismanaged our country for decades and brought us to the state we are in now. Ignoring climate change and creating National Debt that can never be …
Please remember this Canada. It’s our politicians who have mismanaged our country for decades and brought us to the state we are in now. Ignoring climate change and creating National Debt that can never be paid. Most of us here in the USA love our friends to the north of us.
Critiques Canadian political mismanagement while expressing solidarity with Canada and comparing US-Canada relations.
@jimfrick826
Mar 4, 2025
Dumb move by Trump, how’s he trying to ally with Russia with minerals deal in Ukraine?Is he pissed Because Canada is allying with Europe to support Ukraine and he couldn’t get the Ukraine mineral deal …
Dumb move by Trump, how’s he trying to ally with Russia with minerals deal in Ukraine?Is he pissed Because Canada is allying with Europe to support Ukraine and he couldn’t get the Ukraine mineral deal signed?? What a loser!
Commenter criticizes Trump's policy decisions and geopolitical strategy, comparing US and Canadian positions on Ukraine and trade.
@BryanWattz
Mar 4, 2025
Canada should join the eu. They would have more offer of immigrants and new markets!
Canada should join the eu. They would have more offer of immigrants and new markets!
Commenter suggests an alternative policy direction for Canada by comparing it to EU membership, critiquing current approach.
@dvdso
Mar 4, 2025
How can anyone think this is about the Border. As a Canadian I worry much more about what is coming from the US; guns drugs people... our border never was the problem. This is about …
How can anyone think this is about the Border. As a Canadian I worry much more about what is coming from the US; guns drugs people... our border never was the problem. This is about precious metals. Ukraine didn't give them to him so he doubled down on the tariffs.
Canadian commenter critiques border policy framing while making an unsubstantiated claim about tariffs being motivated by precious metals.
@shawndraper4148
Mar 4, 2025
Ok so you’re mad at Trump and now ur going to hurt the actual people. Trump won’t be affected by this at all!!! ???
Ok so you’re mad at Trump and now ur going to hurt the actual people. Trump won’t be affected by this at all!!! ???
Criticizes retaliatory policy as counterproductive and argues it harms innocent people rather than the intended target.
@sashayed
Mar 4, 2025
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK …
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK THIER LIFE 20 YEARS IN IRAQ AFGHAN NATO TOOK THIER CORRIE AND PENSION BENEFITS ARRESTED #FREEDOMCONVOY2022 BUT LET PALESTINIAN PROTESTERS SCREAMING KILL JEWISH PEOPLE ACROSS THE COUNTRY JUSTIN TWO FACED EVIL TO THE CORE \nDON'T BELIEVE ANYTHING HE SAYS
Multi-faceted critique attacking Trudeau's policies on military mandates, protest handling, and perceived hypocrisy, with identity framing as 'Canadian' and implicit call to action against him.
@serget2168
Mar 4, 2025
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much …
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much do to your own destructive policies. Fix it !! Saying your doing everything necessary but actually doing nothing and haven't since you been there.
Sustained critique of Trudeau's governance, combining personal attacks with economic arguments about affordability and policy failures.
@jaceSHO
Mar 4, 2025
trump is going to run america into the ground just like his casinos
trump is going to run america into the ground just like his casinos
Critiques Trump's economic management by comparing him to his failed business ventures.
@damage6836
Mar 4, 2025
Trudeau is a lying Dictator!!!
Trudeau is a lying Dictator!!!
Direct criticism of Trudeau using inflammatory language, characterizing him as dishonest and authoritarian.
Policy Critique
0.80
@S1MONPHOEN1X
Mar 4, 2025
DT is isolating us from our friends and allies while raising prices on everything. Hes a russian asset, who has paired with an american oligarchy to strip our rights and our government. I heard Kamala …
DT is isolating us from our friends and allies while raising prices on everything. Hes a russian asset, who has paired with an american oligarchy to strip our rights and our government. I heard Kamala is running in 2028. It cant come fast enough. I feel so bad having her come in and try to clean up the mess DT is making and made. WE'RE THE BAD PEOPLE NOW!?
Critiques Trump's policies on trade and alliances while making unverified claims about Russian connections and expressing anxiety about national decline.
@Babette1986
Mar 4, 2025
“Blistering” in the feyest manner ever. It’s USA first buddy, we’ve been footing the bill for your country in so many ways for decades. Also, why did it take Trump telling you to go after …
“Blistering” in the feyest manner ever. It’s USA first buddy, we’ve been footing the bill for your country in so many ways for decades. Also, why did it take Trump telling you to go after the fentanyl makers in your country to prevent it coming across our border?
Criticism of Canadian government's fentanyl response and assertion of American economic dominance.
@gman1003
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)