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
She is just a place holder. Our "immigration" minister is in Davos
She is just a place holder. Our "immigration" minister is in Davos
Dismisses the immigration minister as ineffectual and critiques government priorities by noting the minister's absence.
superdupermax
Feb 27, 2026
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Accuses the reporter of bias toward liberal government positions, critiquing both media coverage and implied government policy alignment.
TonyEllert
Feb 24, 2026
He'll be crying to Trump on the phone begging for a solution, this is just a facdae. He will promise to do more regarding the illegal immigration and the flow of fentanyl and 2 weeks …
He'll be crying to Trump on the phone begging for a solution, this is just a facdae. He will promise to do more regarding the illegal immigration and the flow of fentanyl and 2 weeks later the tariffs will be lifted
Criticizes government policy as performative ('facade') while making unsubstantiated claims about future negotiations and tariff outcomes.
@ashm8247
Mar 4, 2025
Implement visa system for americans
Implement visa system for americans
Proposes a specific policy change (visa system for Americans) as a critique of current immigration policy.
naturebc
Dec 9, 2025
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
Dismisses an expert's credibility while questioning the scope of a policy rule, combining skepticism with clarification about applicability.
peterf4719
Dec 9, 2025
...fu Trudeau...we the people see through you and the old guard and the establishment you represent...\n\n...keep your words and figures...blah blah blah...
...fu Trudeau...we the people see through you and the old guard and the establishment you represent...\n\n...keep your words and figures...blah blah blah...
Dismisses government leadership and establishment figures while rejecting their messaging and data.
@duncanallen9129
Mar 4, 2025
Anything is higher than zero
Anything is higher than zero
Implies current deportation numbers are inadequate, critiquing policy insufficiency.
Policy Critique
0.75
jonontube
Dec 25, 2025
Justin Trudeau has been forced to step down! \nCanada charges 25% tariff for all US goods exported into Canada! You notice how the ex Prime Minister doesn’t mention that this is a reciprocal tariff Canada …
Justin Trudeau has been forced to step down! \nCanada charges 25% tariff for all US goods exported into Canada! You notice how the ex Prime Minister doesn’t mention that this is a reciprocal tariff Canada charges us 25% for anything in the US export to them and some farm items they refuse to allow in their country! With that said! Justin Trudeau is a huge hypocrite, Tyrant, Dictator!
Criticizes Trudeau and tariff policy while making unverified claims about reciprocal tariffs and selective reporting.
@Jeffrey91423
Mar 4, 2025
Canada is broken in more ways than one.
Canada is broken in more ways than one.
Broad criticism of Canada's systems and governance without specific policy details or evidence.
Policy Critique
0.75
tvoryan
Jan 27, 2026
Speaks a big game but will freeze his citizens bank accounts
Speaks a big game but will freeze his citizens bank accounts
Criticizes a leader's rhetoric versus actions, referencing the unsubstantiated claim about freezing citizens' bank accounts.
@josepgutierrez22
Mar 4, 2025
Canada's Trudeau is the dictator, not Putin. Funny how all these dicators, Trudeau, Zelensky, US demo party call Trump and Putin dictators...they call everyone exactly what they themselves actually are
Canada's Trudeau is the dictator, not Putin. Funny how all these dicators, Trudeau, Zelensky, US demo party call Trump and Putin dictators...they call everyone exactly what they themselves actually are
Criticizes Trudeau as a dictator and compares him to other leaders, blending political critique with comparative framing of authoritarian claims.
@sparkstigator
Mar 4, 2025
He acts like a leader and we have a joker ??????
He acts like a leader and we have a joker ??????
Contrasts Trump's leadership with Trudeau's, calling the latter a 'joker' in critical tone with sarcastic punctuation.
@ehteshamkhan4581
Mar 4, 2025
Before Trudeau starts acting the fool he should get himself a globe or a good map, and he will notice that the ONLY thing that is separating Canada from Russia is Alaskan !!! He needs …
Before Trudeau starts acting the fool he should get himself a globe or a good map, and he will notice that the ONLY thing that is separating Canada from Russia is Alaskan !!! He needs to pray for wisdom from our Loving God !!!
Commenter criticizes Trudeau's geopolitical awareness regarding Russia proximity, with implicit security concern.
@AnnTeixeira-v3l
Mar 4, 2025
Maybe building a Boarder Wall on America's Northern Boarder would be a good idea. Canada is responsible to guard our boarders and allow in only those who we feel qualify. Canada does not close it's …
Maybe building a Boarder Wall on America's Northern Boarder would be a good idea. Canada is responsible to guard our boarders and allow in only those who we feel qualify. Canada does not close it's boarders to those who wish to leave, nor does the United States close it's boarders to those who wish to leave. The United States is free to put up a wall and a boarder crossing anywhere you wish, stop whoever you want to stop from entering your country. I can tell you that The fastest Boarder Wall that I have ever seen go up is the one that Trump just raised between the United States and Canada, the Tariff Wall. What you have done is put signs on our shelves, buy Canadian. You have taken American Product from the top shelf, to the verry bottom shelf, behind the Made in China. You have closed the Travel Agencies to United States travel, nobody wants to go to your country, and I heard that there is going to be a 250% Tariff on hotel accommodations for Americans visiting Canada. It is not only about the Tariffs on Canada, who Used to be your friends, it is about your new friend Russia, who support Terrorist organizations all over the world, including the ones in Gaza who held Americans Hostage, who supports IRAN who supports Russia in murdering and raping women, kidnapping children in Ukraine, torturing and murdering citizens with their hands tied behind their backs. If this is what America supports, if this is what America does to its Ally's, I hope the taps for the oil and the switch for the electricity are turned off, and we never have to worry about each other ever again.\n\nCanada is a country with an Area roughly the size of the United States, with a population 340 Million is 8 1/2 times larger than Canada at $40 Million, with a GDP 9 1/2 times larger than Canada. America is a Bully.
Critiques Canadian border policy and immigration standards while making unverified claims about tariffs and travel restrictions, with comparative framing between US and Canada.
@CarlStarkes-u9y
Mar 4, 2025
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
Critiques government policy on immigration and border security while making an unverified claim about US tariff motivations.
@Beth-k8n
Mar 4, 2025
Why Trudeau is still PM He betraying Canada ?? again and again and trying to pick a fight USA ??. We Canadian do agree with Trudeau.
Why Trudeau is still PM He betraying Canada ?? again and again and trying to pick a fight USA ??. We Canadian do agree with Trudeau.
Commenter criticizes Trudeau's leadership and claims Canadians disagree with him, framed as policy failure and national representation.
@JnanBani
Mar 4, 2025
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Criticism of a political leader and concern about national harm, combining personal attacks with policy-level concerns about the country's direction.
@peterdelannoy1439
Mar 4, 2025
not high enough
not high enough
Expresses dissatisfaction with enforcement levels, implying current deportation numbers are insufficient.
Policy Critique
0.75
ericyuan9718
Dec 24, 2025
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to …
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to grow..\nNow ,For Canadian citizens is better to be state of USA not too much tax.more freedom,not discrimination the white Christian man. It is wrong to create hate against American what next - contempt latter degenaration.\nTrudeau want to made damage to USA. The best,after stop deliver hydro ,energía is develop produce,fantynol will be big problem\nI prefere Alberta Primer Schmit to find solution in talking deal.\nOther way is join to USA for better life for Canadian people, and better west global possibility against China\n.
Primarily criticizes Trudeau's government policies and governance, with secondary elements of identity assertion (discrimination against white Christian men) and fear/threat framing (damage to Canada, joining USA).
@stancapar7931
Mar 4, 2025
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately …
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately tuck your tail, retreat, and suffocate in fear.
Criticizes the speaker's political stance as 'far-left propaganda' while using identity-based framing ('good loyal people') to contrast with perceived weakness.
@cchan268
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)