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
You're sounding scared Truedo. ? besides all that we see how you treat your people for simple things like praying. Drown in your misery and quit trying to get Americans on your side
You're sounding scared Truedo. ? besides all that we see how you treat your people for simple things like praying. Drown in your misery and quit trying to get Americans on your side
Criticizes government treatment of citizens and religious freedom, with dismissive tone toward leadership.
@Hyperbole3889
Mar 4, 2025
trudeau call Putin a dictator, hey truedau your a dictator making canadfians pay more tax than USA and you buy anew 5M house in costa rica, your hyprocite, typicl liberal nonesense, why do you only …
trudeau call Putin a dictator, hey truedau your a dictator making canadfians pay more tax than USA and you buy anew 5M house in costa rica, your hyprocite, typicl liberal nonesense, why do you only pay 1% tax and your ceo shits and someone making minium wage pay 15%, you ##@@#@, GET RID of truedau, lock him uup next to the illegals migarnts he lets in the country and see if he lasts 1 day
Criticizes Trudeau's tax policy and immigration stance with unverified claims about personal wealth and tax rates, calling for his removal.
@linnpelzes6869
Mar 4, 2025
45K per year is still to many.
45K per year is still to many.
Brief criticism of immigration intake numbers as too high, though lacks elaboration.
Policy Critique
0.75
janine-Saved-By-Grace-Alone
Nov 21, 2025
It’s all about Power and Control with this so called leader we have in the US. I am ashamed of\nOur govt
It’s all about Power and Control with this so called leader we have in the US. I am ashamed of\nOur govt
Criticism of government leadership framed as concern about power and control, with expression of shame.
@marissagmz
Mar 4, 2025
The failed former Immigration Minister (and also Housing Minister) is now the failing Justice Minister. He is the perfect example of failing upwards in Canada, a true Turdeau legacy.
The failed former Immigration Minister (and also Housing Minister) is now the failing Justice Minister. He is the perfect example of failing upwards in Canada, a true Turdeau legacy.
Criticizes a specific government official's performance across multiple portfolios and invokes partisan framing ('Turdeau legacy') to delegitimize leadership.
bluechipx
Jan 19, 2026
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
Criticizes government actions as theatrical deception while urging citizens to wake up and recognize the manipulation.
@Star-fc4ni
Mar 4, 2025
Talk tough and get re elected
Talk tough and get re elected
Cynical critique suggesting Trudeau adopts tough rhetoric merely for electoral advantage rather than genuine conviction.
Policy Critique
0.75
@carolinereidartist
Mar 4, 2025
if CBSA seizes anything its coming from the US what goes from Canada to the US is the USBC / CPB so US should fix their issues
if CBSA seizes anything its coming from the US what goes from Canada to the US is the USBC / CPB so US should fix their issues
Argues that US border agencies are responsible for seizures and should address their own issues, critiquing the framing of the problem.
@wesloucks3416
Mar 4, 2025
Cleaning up the Trudeau mess
Cleaning up the Trudeau mess
Frames current immigration issues as a legacy problem requiring correction of previous government policies.
jenkins5265
Jan 19, 2026
this guy bankrupted his own country and you all cheer him on ????
this guy bankrupted his own country and you all cheer him on ????
Criticizes the PM's economic management with an unsubstantiated claim about bankrupting the country, blending policy critique with an unverified assertion.
@Tonis197
Mar 4, 2025
We should refine our own oil. Any American country accessing our resource should have to refine it here.
We should refine our own oil. Any American country accessing our resource should have to refine it here.
Proposes policy change regarding resource refinement and trade conditions with American countries.
@fancypantsism
Mar 4, 2025
The LPC wont do anything to make sure they leave They still need to pander to their far left base
The LPC wont do anything to make sure they leave
They still need to pander to their far left base
Criticizes government inaction on immigration enforcement, framed through partisan political blame.
davidingram2537
Jan 19, 2026
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules …
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules and essentially laws in Canada is appalling. I saw a video of them literally shitting in beaches. I applaud those who are still promoting the good side in Indian culture like helping the needy and treating everyone as human beings regardless of your race, religion and origin.
Critiques Indian immigrant behavior regarding rule-breaking and cultural practices while acknowledging similar Canadian behavior, distinguishing between individuals and cultural patterns.
AlfredoOtida85
Nov 11, 2025
Justin unfairly accused India of killing an Indian-origin man on Canadian soil. He provided no evidence. Now, he has lost the friendship of three large countries: the US, China, and India.
Justin unfairly accused India of killing an Indian-origin man on Canadian soil. He provided no evidence. Now, he has lost the friendship of three large countries: the US, China, and India.
Criticizes Trudeau's handling of India relations while claiming lack of evidence was provided (unverified assertion about the accusation).
@youtubeisjoke53
Mar 4, 2025
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not …
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not back down because this guy has a maturity of primary school kids he takes it so personal.
Critiques Trudeau's strategic communication approach and personal maturity, analyzing the effectiveness of his rhetoric.
@PBRN2236
Mar 4, 2025
Perfect! International student means you will return to your home country after completion of your studies.
Perfect!
International student means you will return to your home country after completion of your studies.
Comment clarifies the definition/policy of international students, implying criticism of how the term is being used or misunderstood.
Policy Critique
0.75
olgaagah8
Nov 20, 2025
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold …
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold shortly, we don't need what they have.
Criticizes media coverage and Canadian policy while asserting a nationalist position that Canada should distance itself from the US.
@TheSoaphippo
Mar 4, 2025
bro was turning canada into india now hes suddenly being nationalist what??
bro was turning canada into india now hes suddenly being nationalist what??
Criticizes perceived policy inconsistency regarding immigration and national identity, framing it as hypocritical shift.
@inefekt2.O
Mar 4, 2025
Good speech. Justin is now has a golden opportunity to revive his chances of getting re-elected. However he should keep of from extremists - Khalistanis, fundamentalists, Islamists etc
Good speech. Justin is now has a golden opportunity to revive his chances of getting re-elected. However he should keep of from extremists - Khalistanis, fundamentalists, Islamists etc
Commenter critiques Trudeau's political strategy while invoking identity-based concerns about 'extremists' from specific religious/ethnic groups.
@alexjacob1679
Mar 4, 2025
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Commenter critiques a specific policy approach (appeasing Putin) as ineffective and morally problematic for achieving stated objectives.
@shinjiowen2089
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)