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
Yeah, i don't believe anything this guy says. He went from tariffs to fentanyl???? I've never heard of Canada stopping the surge of fentanyl. I'm pretty sure it's still a huge problem.
Yeah, i don't believe anything this guy says. He went from tariffs to fentanyl???? I've never heard of Canada stopping the surge of fentanyl. I'm pretty sure it's still a huge problem.
Expresses skepticism about the speaker's credibility and questions Canada's fentanyl policy effectiveness without providing evidence.
@75shadystorm
Mar 5, 2025
What I like about Justin is that he is clear, concise and talking WITHOUT cue cards. He does not lower his IQ with elementary antics of NAME CALLING like DT seems to often do. \n\n?
What I like about Justin is that he is clear, concise and talking WITHOUT cue cards. He does not lower his IQ with elementary antics of NAME CALLING like DT seems to often do. \n\n?
Commenter praises Trudeau's communication style and contrasts it with Trump's approach, critiquing the latter's use of name-calling as intellectually diminishing.
@Lana.L.Benson
Mar 5, 2025
trudeau give up your ill gotten wealth to charity
trudeau give up your ill gotten wealth to charity
Criticizes Trudeau's wealth and calls for redistribution to charity, combining policy critique with moral demand.
@gardenerpat2782
Mar 5, 2025
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China …
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China is supplying the raw materials driving the surge in technical advancement. To then try to deny the product of that raw material supply, aka cutting edge Chips.. back to China, is moronic. In Trumps world a Win/Win is a sign of weakness...except now China cut off the US from supply and there is no replacement.... Annnnnnnnd so the logical move is to pick other things being supplied and do the same to Canada..... when Canada pulls the plug on supply, the result will be the same. EVERYONE worldwide should take note and begin cutting supplies to the US and ceasing dependance on US manufacturers in favor of those with governments who will accept Mutually beneficial relationships as what they are...a Win/Win. China and Canada should deepen ties. Ukraine is better off working with Russia than allowing itself to be extorted. Everyone else should distance themselves from the US and honestly this damage Trump is doing will take decades to undo. The US is not reliable so long as they fail recognize international law and fair trade when it doesnt suit them... this is good for noone, but it will be worst on the US. Thats how WW2 started... Tariffs collapsed the German economy. Caused the Great depression. Germany and its people were forced into a corner. This is what Trump and his masters are trying to do. Starting WW3 is on someones agenda and whomever that is is also pulling Trumps strings. Bad times ahead
Extended critique of Trump's trade and foreign policy approach, comparing to historical economic failures and advocating for alternative international relationships.
@TheAddanz
Mar 5, 2025
How did he go as Prime Minister…?\nThat’s right ..no good.\nHe’s going..
How did he go as Prime Minister…?\nThat’s right ..no good.\nHe’s going..
Evaluates Trudeau's performance as Prime Minister negatively and suggests his departure.
Policy Critique
0.75
@roybeckerman9253
Mar 5, 2025
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Critiques government tax policy and makes an unsubstantiated claim about deflection regarding Russian involvement.
@mikadavies660
Mar 5, 2025
Trudeau drags Canadians with his childish arrogance.
Trudeau drags Canadians with his childish arrogance.
Critique of Trudeau's leadership style and decision-making characterized as arrogant and childish.
Policy Critique
0.75
@ENDNews-10
Mar 5, 2025
Where are the liberal clowns depending their leaders? 🤡
Where are the liberal clowns depending their leaders? 🤡
Sarcastically questions where liberal defenders are, critiquing government policy through rhetorical mockery.
TheRoddy87
Jun 21, 2025
I support TRUMP on his take on UKRAINE. You can’t talk tough from a place of weakness. If America stops supporting, Ukraine is finished and this talk about after Ukraine NATO countries are next is …
I support TRUMP on his take on UKRAINE. You can’t talk tough from a place of weakness. If America stops supporting, Ukraine is finished and this talk about after Ukraine NATO countries are next is total nonsense(if Russia does then just activate article 5 and shut the f up). You cannot talk about negotiation and diplomacy while insulting your opponent. Trudeau is a liar and we can’t forget his actions in trying to rewrite history by bringing Zelenskyy to congress and applauding a Nazi Veteran and calling Russia the aggressor in the 2nd world war. That will never be forgotten SILLY!!!!!!
Critiques diplomatic and military policy while making unverified historical claims about WWII and Nazi veterans.
@Ivp-g5e
Mar 4, 2025
PERMANENT. RESEDANTE. &. CITIZENSHIP. AFTER. 15. YEARS. RULE
PERMANENT. RESEDANTE. &. CITIZENSHIP. AFTER. 15. YEARS. RULE
Proposes a specific policy rule regarding permanent residency and citizenship timelines.
Policy Critique
0.75
Krishna-kd3ns
Apr 15, 2025
Trust me, this guy is 300% full of sh*t.
Trust me, this guy is 300% full of sh*t.
Dismissive critique of Trudeau's credibility and trustworthiness regarding his policies and statements.
Policy Critique
0.75
@TooStoned1966
Mar 4, 2025
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
Criticizes government immigration policy and voter choice, with identity-based framing of national decision-making.
Ejexion
Jun 22, 2025
Canadians voted for this.
Canadians voted for this.
Commenter holds Canadian voters responsible for immigration policy outcomes, implicitly critiquing both the electorate's choices and resulting policies.
Reveal_City
Jan 27, 2026
The Sock Puppet did this. He is not very bright but he is pretty, so the Canadian female voters vote for him because the Conservative leaders who have brains and good policies are just not …
The Sock Puppet did this. He is not very bright but he is pretty, so the Canadian female voters vote for him because the Conservative leaders who have brains and good policies are just not pretty enough. Sad but true.
Critiques government leadership and voter behavior while making gendered identity claims about political preference.
paulpower2680
Jun 23, 2025
No, Canada didn't break it. Justin rainbow socks Trudick broke it
No, Canada didn't break it. Justin rainbow socks Trudick broke it
Commenter blames the Prime Minister for Canada's problems using mocking language ('rainbow socks Trudick'), combining criticism with sarcasm.
itsallgonetohell
Aug 1, 2025
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
We love honest journalism like this
I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
Criticizes immigration standards and language qualifications of admitted immigrants, making broad claims about competency without evidence.
Spicyketchup04
Jan 27, 2026
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Critique of government using immigration targets and taxation as connected policy mechanisms, with unsubstantiated causal claim.
davidjohn005
Jan 14, 2026
Canada is already owned by USA. All our major businesses are American owned. We even sold our Fighters Jets, oil, lumber and natural resources for pennies. The Canadian people need tax cuts. The native Canadians …
Canada is already owned by USA. All our major businesses are American owned. We even sold our Fighters Jets, oil, lumber and natural resources for pennies. The Canadian people need tax cuts. The native Canadians live without clean water in Reserves all across northern Canada in third world conditioms. All the goverment projects go to mafia groups who run the construction industry and tied to federal governments. Who is the bad guy? I dont know...but we the peasants pay for it while they steal and shift it to us.
Critiques government policies on resource management, indigenous welfare, and corruption, mixing verified concerns with unsubstantiated claims about mafia involvement.
@doctormisha85
Mar 4, 2025
Trudeau has been so much better when he resigned and had nothing to lose. Just raw honesty
Trudeau has been so much better when he resigned and had nothing to lose. Just raw honesty
Critiques Trudeau's political behavior and suggests his recent honesty represents a change in approach.
Policy Critique
0.75
@connorgalloway7160
Mar 4, 2025
Why does Trudeau need to bullshit Trump by saying that he is a smart guy. He should speak the truth and call him an a- hole
Why does Trudeau need to bullshit Trump by saying that he is a smart guy. He should speak the truth and call him an a- hole
Criticizes Trudeau's diplomatic approach as dishonest, with identity framing about Canadian leadership.
@jackhurst4518
Mar 4, 2025
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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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