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
First. Drop Canadas tariffs against the USA.\n Does Trudeau understand that Trump has implemented Reciprocal tariffs. Which means you raise tariffs, ours go up exactly the same.
First. Drop Canadas tariffs against the USA.\n Does Trudeau understand that Trump has implemented Reciprocal tariffs. Which means you raise tariffs, ours go up exactly the same.
Critiques Canadian tariff policy as counterproductive given Trump's reciprocal tariff structure, combining economic logic with policy analysis.
@sweetbean9218
Mar 4, 2025
Trump is dumb, and he's doing dumb things!
Trump is dumb, and he's doing dumb things!
Direct criticism of Trump's intelligence and policy decisions.
Policy Critique
0.85
@lasonescott4482
Mar 4, 2025
Who cares what Trudeau has to say , he has Canada on its ass
Who cares what Trudeau has to say , he has Canada on its ass
Dismisses Trudeau's statements and criticizes his government's management of Canada.
Policy Critique
0.85
@garyhaas6876
Mar 4, 2025
In hindsight this speech from old Justin just made Canada look extremely weak.
In hindsight this speech from old Justin just made Canada look extremely weak.
Criticizes a political leader's speech as weakening Canada's position, combining policy critique with national identity concerns.
@Addicti0nz1
Mar 4, 2025
Just stop the flow of fentanyl and help us secure the border. Tariffs will end if that happens. These politicians irritate me in that they clearly care more about themselves than us.
Just stop the flow of fentanyl and help us secure the border. Tariffs will end if that happens. These politicians irritate me in that they clearly care more about themselves than us.
Critiques government policy on border security and tariffs while questioning politicians' priorities.
@CHA773RBOX
Mar 4, 2025
Right wing Republican they're going to destroy this country, especially with Donald Trump. This guy don't know nothing about politic. He is not a good president
Right wing Republican they're going to destroy this country, especially with Donald Trump. This guy don't know nothing about politic. He is not a good president
Criticizes right-wing Republican policies and Trump's competence and leadership abilities.
Policy Critique
0.85
@sunrise4569
Mar 4, 2025
This is a man who crippled his farmers.
This is a man who crippled his farmers.
Criticizes a political leader's handling of agricultural policy, directly attacking governance decisions.
Policy Critique
0.85
@ivalivengood
Mar 4, 2025
Hey Canada did you guys forget what Justin did to those truckers ? Canceling their bank accounts. Oh how easily you guys forget
Hey Canada did you guys forget what Justin did to those truckers ? Canceling their bank accounts. Oh how easily you guys forget
Criticizes Trudeau's handling of the trucker protests and bank account freezing, with an implicit claim about government overreach presented without evidence.
@Bigbeefyandhairy
Mar 4, 2025
Canadian here this guy should be saying nothing he is not the leader he stepped down call a election now
Canadian here this guy should be saying nothing he is not the leader he stepped down call a election now
Criticizes the current PM's legitimacy and calls for an election, questioning his authority to speak on behalf of Canada.
@MrFlippingHappy
Mar 4, 2025
No fan of Trudeau's liberal policies. But this is a coherent understandable speech that agrees with all sense of logic reasoning. Best wishes for the Canadian people from The Netherlands
No fan of Trudeau's liberal policies. But this is a coherent understandable speech that agrees with all sense of logic reasoning. Best wishes for the Canadian people from The Netherlands
Expresses disagreement with Trudeau's policies while acknowledging the speech's coherence and offering support to Canada from abroad.
@mrLB978
Mar 4, 2025
How many pounds have you seized? Talk about results, not efforts
How many pounds have you seized? Talk about results, not efforts
Commenter is critiquing the government's approach by demanding concrete results rather than effort-focused messaging.
Policy Critique
0.85
@samwelch7328
Mar 4, 2025
Ford will turn off American gas. Good luck Trump.
Ford will turn off American gas. Good luck Trump.
Critiques Ford's policy decision to restrict American gas imports and its implications for Trump.
Policy Critique
0.85
@h.nguyen4193
Mar 4, 2025
Cry me a River Trudeau. No more freebies time to pay.
Cry me a River Trudeau. No more freebies time to pay.
Criticizes Trudeau's policies regarding government spending and social programs, dismissing them as unsustainable 'freebies'.
Policy Critique
0.85
@samspade3227
Mar 4, 2025
Atta boy... follow your script... hypocrisy in full flight. Resign already!\nNot recognized as Canadians leader anymore.... Git!
Atta boy... follow your script... hypocrisy in full flight. Resign already!\nNot recognized as Canadians leader anymore.... Git!
Accuses political leader of hypocrisy and script-following, then calls for resignation—combining policy criticism with a direct call to action.
@RG-ev7vf
Mar 4, 2025
Good luck America with launching trade war against Canada, EU, China, MX etc..American people have NO CLUE what gonna hit them, whats coming with this relentness STUPIDITY by Trump admin..NO FIN CLUE
Good luck America with launching trade war against Canada, EU, China, MX etc..American people have NO CLUE what gonna hit them, whats coming with this relentness STUPIDITY by Trump admin..NO FIN CLUE
Criticizes Trump administration's trade war policies as reckless and warns of negative consequences for Americans.
@hrvojesvetec3058
Mar 4, 2025
Many of my fellow Americans don't understand that once prices go up, they don't come down that easily. The man in orange is not working for your interest, he is hellbent on taking over resources …
Many of my fellow Americans don't understand that once prices go up, they don't come down that easily. The man in orange is not working for your interest, he is hellbent on taking over resources from other countries.
Critiques Trump's trade policies as economically harmful and argues they serve resource extraction rather than public interest.
@nil2176
Mar 4, 2025
Who cares speech about your speech Trudeau?? Canada will do good when you step down!! You destroyed the beautiful country!!
Who cares speech about your speech Trudeau?? Canada will do good when you step down!! You destroyed the beautiful country!!
Criticizes Trudeau's leadership and calls for his removal, framing him as destructive to Canada.
@Ma-k7f
Mar 4, 2025
Why the fuck did we tariff Canada?
Why the fuck did we tariff Canada?
Expresses frustration with tariff policy as a government decision, though phrased as a rhetorical question rather than detailed analysis.
Policy Critique
0.85
@TheeAllGameShootist
Mar 4, 2025
Closest partner and ally allowed drugs and illegals to come across into the United States while at the same time disparaging their own citizens.\nConfiscate their property (guns), imprison them for free speech, freeze bank accounts,trample …
Closest partner and ally allowed drugs and illegals to come across into the United States while at the same time disparaging their own citizens.\nConfiscate their property (guns), imprison them for free speech, freeze bank accounts,trample their rights. Yes, we all love Canada....
Criticizes Canadian government policies on border control, gun confiscation, and civil liberties restrictions.
@peterboon8280
Mar 4, 2025
The tariff war won't last. It will get ironed out in negotiations on other matters, probably in the form of tighter border restrictions, correcting some farm goods imbalance, and increasing tariffs on Chinese imports. Trump …
The tariff war won't last. It will get ironed out in negotiations on other matters, probably in the form of tighter border restrictions, correcting some farm goods imbalance, and increasing tariffs on Chinese imports. Trump states pretty plainly in his order that this is for purposes of leverage, not punishment. I'd wager Trudeau caves to his demands within a few weeks.
Analyzes tariff negotiations and predicts policy outcomes, critiquing Trudeau's likely capitulation to Trump's demands.
@jimnasium7700
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)