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
Search & Filter
Policy Critique
5,980 comments
They aren’t deporting anyone. They are excepting the “student “ immigrants from USA who is having their “student visa” reviewed. So Carnie/Liberals are looking for voters.
They aren’t deporting anyone. They are excepting the “student “ immigrants from USA who is having their “student visa” reviewed. So Carnie/Liberals are looking for voters.
Critiques government deportation policy while making unsubstantiated claims about political motives ('looking for voters').
meikhen
Sep 28, 2025
How are these people in these positions,they are unbelievable.They can’t answer straight forward questions
How are these people in these positions,they are unbelievable.They can’t answer straight forward questions
Criticizes government officials' ability to answer questions directly, implying incompetence or evasiveness in policy communication.
gillburton-thomas6370
Sep 29, 2025
These ladies are lying they’re full Of shit. Fire them all.
These ladies are lying they’re full
Of shit. Fire them all.
Attacks credibility of officials and calls for their removal, framed as criticism of institutional actors.
Policy Critique
0.75
dbcooper7402
Sep 29, 2025
Liberal government policy any questions the media or citizen ask . They comply with we don’t have it we don’t know . This liberal has doing politics in Canada violating procedures, lying, and fooling the …
Liberal government policy any questions the media or citizen ask . They comply with we don’t have it we don’t know . This liberal has doing politics in Canada violating procedures, lying, and fooling the taxpayers with their fraud scam criminal activities .
Critiques government policy and procedures while making unsubstantiated claims about fraud and criminal activities without evidence.
theWatchDog-nb7eo
Sep 29, 2025
waste of oxygen.......disgusting how f up our system is
waste of oxygen.......disgusting how f up our system is
Expresses strong disapproval of the immigration system and government administration, though with minimal specific detail.
Policy Critique
0.75
mjd-m6h
Sep 29, 2025
Canada, systematically destroyed by the Liberals who obey their WEF masters.
Canada, systematically destroyed by the Liberals who obey their WEF masters.
Critiques Liberal government policy while making an unverified claim about WEF control, blending policy analysis with conspiracy theory.
wandast.hilaire3402
Sep 29, 2025
Oh wait wait maybe to fix the problem that you have created you can impose a digital ID for Canadiens who respect the laws Like this at the next whatever what you can force a …
Oh wait wait maybe to fix the problem that you have created you can impose a digital ID for Canadiens who respect the laws
Like this at the next whatever what you can force a vaccine on us or we will not be able to work
Critiques government policy while making vague conspiratorial references to digital IDs and vaccine mandates without clear evidence.
Sominadi
Sep 29, 2025
Liberals are really good at making people and money disappear.
Liberals are really good at making people and money disappear.
Criticism of Liberal government competence with an unsubstantiated claim about making 'people and money disappear.'
Alvar-hd2tz
Sep 30, 2025
No, No, not a blistering speach. Trump wants the war to end, what do you want?
No, No, not a blistering speach. Trump wants the war to end, what do you want?
Disputes the characterization of Trump's speech and offers alternative interpretation of Trump's war-ending intentions.
Policy Critique
0.75
@verwonderaar-j5t
Mar 4, 2025
What about transgender, racism, fascism and all the woke shit??
What about transgender, racism, fascism and all the woke shit??
Raises concerns about government policies (transgender, woke policies) while implicitly asserting a particular ideological position on cultural issues.
@josesousa272
Mar 4, 2025
The promise to protect Canada’s sovereignty by saving them from takeovers is a key promise that will be overlooked but means a lot. It flies in the face of what the US wants — to …
The promise to protect Canada’s sovereignty by saving them from takeovers is a key promise that will be overlooked but means a lot. It flies in the face of what the US wants — to undermine other countries control of their own assets by buying their companies.
Analyzes government policy promises regarding sovereignty protection while comparing Canada's interests to US geopolitical goals.
@cactusbloom221
Mar 4, 2025
Gotta say, we did it to ourselves Canada. Its like a corporation with only a couple customers. Then the customer decides he would rather own the business than keep paying it. Time to build smart …
Gotta say, we did it to ourselves Canada. Its like a corporation with only a couple customers. Then the customer decides he would rather own the business than keep paying it. Time to build smart business assets instead of blowing money on other countries BS. And when I say we, I mean Liberals.
Critiques Canadian policy using business metaphor, arguing Canada over-depends on US trade and should redirect resources domestically.
@DaveBGuest
Mar 4, 2025
Hmm, i disagree with one thing he said Trump is certainly and definitely not smart, WTF!....why wld anyone say that???
Hmm, i disagree with one thing he said Trump is certainly and definitely not smart, WTF!....why wld anyone say that???
Disagrees with a specific claim made in the video, critiquing the characterization of Trump's intelligence.
Policy Critique
0.75
@khadijahdavis1572
Mar 4, 2025
Trudeau calling Trump a 'very smart guy' is a sop to cheeto's vanity. Cheeto is NOT smart - he does not understand in any way, how tariffs work
Trudeau calling Trump a 'very smart guy' is a sop to cheeto's vanity. Cheeto is NOT smart - he does not understand in any way, how tariffs work
The commenter critiques Trudeau's diplomatic approach and makes a substantive claim about Trump's understanding of tariffs, blending policy analysis with factual assertion.
@thereisatide
Mar 4, 2025
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world …
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world was buying grains from Russia ?? to! And everyone was still rubbing shoulder with Putin as long as it fit them.
Critiques Western hypocrisy and inconsistent foreign policy regarding Russia, comparing multiple countries' approaches to energy and trade.
@allenshegog
Mar 4, 2025
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
Critiques Trump's business record and trade war policy, with an unverified claim about bankruptcies.
@michaeldasovich8414
Mar 4, 2025
I know a plenty of Canadians who wanted Trudeau gone. Trump ruined Canada bouncing Trudeau.
I know a plenty of Canadians who wanted Trudeau gone. Trump ruined Canada bouncing Trudeau.
Critiques Trudeau's political leadership while asserting Canadian identity preferences, with comparative framing about Trump's influence.
@brianscotpatterson2101
Mar 4, 2025
wow we must work together a comment fro a man that spends $1500/week on groceries that he does not pay for YES ITS GOING TO BE TOUGH FOR US BUT NOT FOR HIM THOUGH!!!!!!!!!!!!!
wow we must work together a comment fro a man that spends $1500/week on groceries that he does not pay for YES ITS GOING TO BE TOUGH FOR US BUT NOT FOR HIM THOUGH!!!!!!!!!!!!!
Criticizes Trudeau's spending while making an unverified claim about his grocery expenses.
@paulblight4435
Mar 4, 2025
What a severe mess this is.
What a severe mess this is.
Vague criticism of the situation as a 'severe mess' without specific details, expressing disapproval of current state of affairs.
Policy Critique
0.75
fauna3989
Sep 30, 2025
$$$$ another liberal scam
$$$$ another liberal scam
Brief dismissive critique framing immigration policy as a partisan 'scam' associated with liberal governance.
DaveGava
Sep 30, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)