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
Many people took up his Trumps cause. I do believe that Mexico should endure the tariffs but not Canada!
Many people took up his Trumps cause. I do believe that Mexico should endure the tariffs but not Canada!
Critiques tariff policy by comparing treatment of Mexico versus Canada.
@JeanRoberts-e7t
Mar 4, 2025
I’ve never seen such a group of curated comments from people who are solely based on feelings. Silly people who don’t understand, but fall for nice words. Keep up your virtue signaling, but unfortunately it …
I’ve never seen such a group of curated comments from people who are solely based on feelings. Silly people who don’t understand, but fall for nice words. Keep up your virtue signaling, but unfortunately it accomplishes nothing in the real world.
Criticizes commenters and their arguments as emotion-based and ineffectual, dismissing 'virtue signaling' as accomplishing nothing in policy terms.
@staceythrasher9123
Mar 4, 2025
You are just putting a show! You ruined Canada,it is about time step down.
You are just putting a show! You ruined Canada,it is about time step down.
Accuses the PM of performative politics ('putting a show') and claims he has damaged Canada, calling for his resignation.
@kamalhadder5754
Mar 4, 2025
LOVE Canada, however, Turdeau...is full of fertilizer!!! He was the dictator when the good people of Canada were protesting against this woke leftist MORON !!!! ITS called a TRADE Balance Moron!
LOVE Canada, however, Turdeau...is full of fertilizer!!! He was the dictator when the good people of Canada were protesting against this woke leftist MORON !!!! ITS called a TRADE Balance Moron!
Criticizes Trudeau's policies and governance (woke leftism, handling of protests) while expressing Canadian identity and values.
@Lesman_Tech
Mar 4, 2025
How much money did Trudeau steal from ArriveCan ?
How much money did Trudeau steal from ArriveCan ?
Rhetorical question challenging Trudeau's handling of ArriveCan funds, implying corruption.
@lucstpierre6401
Mar 4, 2025
People in the comments keep praising this guy..... sure he gave a nice professional speech. But, it doesn't change the fact that he's a joker and a complete douchebag to his country and to others …
People in the comments keep praising this guy..... sure he gave a nice professional speech. But, it doesn't change the fact that he's a joker and a complete douchebag to his country and to others especially India
Commenter criticizes a political figure's character and conduct toward his country and others, dismissing a positive speech as superficial.
@jay225-o4f
Mar 4, 2025
Fear mongering at its finest…
Fear mongering at its finest…
Accuses the speaker of fear mongering, a critique of rhetorical approach and messaging strategy.
Policy Critique
0.80
@tbtbroom4199
Mar 4, 2025
He caused all this mess. Little dictator tariffs his own people for his own gain. Look up SDTC scandal. Most crooked liar in the history of Canada. Total loser buddy needs to realize his time …
He caused all this mess. Little dictator tariffs his own people for his own gain. Look up SDTC scandal. Most crooked liar in the history of Canada. Total loser buddy needs to realize his time is over
Criticizes government policies (tariffs, SDTC scandal) with strong moral condemnation, though some claims lack specific evidence.
@lucasduque8951
Mar 4, 2025
Lying liberals will say everything but trade imbalance.
Lying liberals will say everything but trade imbalance.
Criticizes government (liberals) for avoiding discussion of trade imbalance, combining partisan framing with economic policy critique.
@annoyingboringuseless
Mar 4, 2025
Calm down. This is the guy who freezes bank accounts, censors opposing views, and has numerous investigations linked to scandals. His approval rating is very low to nil. Corruption wears many faces. Stop being easily …
Calm down. This is the guy who freezes bank accounts, censors opposing views, and has numerous investigations linked to scandals. His approval rating is very low to nil. Corruption wears many faces. Stop being easily fooled by media.
Primarily critiques government actions (freezing accounts, censorship) with some unverified claims about investigations and approval ratings presented without evidence.
@jvine3516
Mar 4, 2025
That man is an ass hat. One of the worst leaders Canada has ever had.
That man is an ass hat. One of the worst leaders Canada has ever had.
Dismissive criticism of Trudeau's leadership quality compared to historical Canadian leaders.
@tellket
Mar 4, 2025
It should be reciprocal trade.\nYou tariff us 20% We tariff you\n20%. See, it’s easy to understand. Trudeau wants it lopsided to them.
It should be reciprocal trade.\nYou tariff us 20% We tariff you\n20%. See, it’s easy to understand. Trudeau wants it lopsided to them.
Critiques trade policy as unfair and lopsided, advocating for reciprocal tariffs.
@brucebryant9495
Mar 4, 2025
Trudeau's already resigned, so what's a few more lies from his lips now? Might want to get your military built up, buddy.
Trudeau's already resigned, so what's a few more lies from his lips now? Might want to get your military built up, buddy.
Criticizes Trudeau's credibility and implies Canada needs military preparedness, blending political criticism with security concerns.
@acooper6956
Mar 4, 2025
After he cut all his ties with the rest of the world to focus just on America, Trudeau is cutting his ties with America now. F incompetence right in his face
After he cut all his ties with the rest of the world to focus just on America, Trudeau is cutting his ties with America now. F incompetence right in his face
Criticizes Trudeau's policy decisions as incompetent response to Trump's isolationism, focusing on government action and effectiveness.
Policy Critique
0.80
@hodokwaja
Mar 4, 2025
He needs to restart the pipelines to allow oil to move freely between the provinces. End dependence on US oil, Canada has plenty of its own.
He needs to restart the pipelines to allow oil to move freely between the provinces. End dependence on US oil, Canada has plenty of its own.
Critique of energy policy with recommendation to restart pipelines and reduce US oil dependence for economic benefit.
@bobg7241
Mar 4, 2025
This grade b drama teacher has no legimacy to speak on behalf of Canada. Call an election!\nOPEN THE PARLEMENT !
This grade b drama teacher has no legimacy to speak on behalf of Canada. Call an election!\nOPEN THE PARLEMENT !
Challenges PM's legitimacy and calls for democratic action (election, parliament opening).
@fredericsimard9875
Mar 4, 2025
Didn't this guy resign because he has been gaslighting and putting Canadians last? Also didn't he make this exact same threat before caving in to Trump a month ago?
Didn't this guy resign because he has been gaslighting and putting Canadians last? Also didn't he make this exact same threat before caving in to Trump a month ago?
Critiques the Prime Minister's record and consistency on policy matters, posed as rhetorical questions challenging his credibility.
@CaptUnstoppable
Mar 4, 2025
Trump's tariffs and other senseless foreign policy initiatives destabilize the international order. And Trump knows it. Another head of state is doing likewise whose efforts Trump is helping, intentionally or not. In view of other …
Trump's tariffs and other senseless foreign policy initiatives destabilize the international order. And Trump knows it. Another head of state is doing likewise whose efforts Trump is helping, intentionally or not. In view of other recent events, they may not be coincidental, to America's shame and disgrace!
Analyzes Trump's foreign policy as destabilizing and critiques international consequences while comparing leaders.
@RaulFields-s6z
Mar 4, 2025
Imagine gaslighting during your speech. Oh wait, it's Trudeau. Every speech is gaslighting his own people and the world.
Imagine gaslighting during your speech. Oh wait, it's Trudeau. Every speech is gaslighting his own people and the world.
Criticizes Trudeau's rhetoric and governance as deceptive and misleading to citizens.
Policy Critique
0.80
@4baller_kids
Mar 4, 2025
How quickly we forget: nine years of Trudeau have brought rising prices, high inflation, a housing crisis, multiple scandals, and let's not forget the Freedom Convoy fiasco. He is an opportunist exploiting tariffs as a …
How quickly we forget: nine years of Trudeau have brought rising prices, high inflation, a housing crisis, multiple scandals, and let's not forget the Freedom Convoy fiasco. He is an opportunist exploiting tariffs as a political ploy, so don’t fall for it.
Critiques Trudeau's nine-year record on multiple policy fronts while claiming he is exploiting tariffs for political gain.
@lesliespencer5408
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)