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
Trudeau, you crook, you very conveniently say that you are putting the 25% tariff after we did it-but its the OTHER way around. You and Mexico have been putting the 25% during Bidens time and …
Trudeau, you crook, you very conveniently say that you are putting the 25% tariff after we did it-but its the OTHER way around. You and Mexico have been putting the 25% during Bidens time and Biden would not reciprocate. Dont play with Trump?
Criticizes Trudeau's tariff policy while making unverified claims about the timeline and responsibility for tariffs.
@johnrodricks169
Mar 4, 2025
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
Expresses concern about national consequences and criticizes government/congressional inaction on an unspecified issue, framed as policy failure.
@edwardburke1324
Mar 4, 2025
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Criticism of Canada's past compliance with US extradition request (Meng Wanzhou case), framing it as unjust policy.
@hopcybergod
Mar 4, 2025
There should be ZERO complaining Mr. Castro Jr. The US tariffs are reciprocated (i.e. you charge us, we charge you). Stop your grandiose play acting and grand standing.\n\nHave you shipped military to Ukraine yet?
There should be ZERO complaining Mr. Castro Jr. The US tariffs are reciprocated (i.e. you charge us, we charge you). Stop your grandiose play acting and grand standing.\n\nHave you shipped military to Ukraine yet?
Criticizes government policy (tariffs and military response) and implicitly urges action, though framed as accusation rather than explicit call.
@greenacres4518
Mar 4, 2025
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the …
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the past. Trump isn't going to let Canada and Ukraine use America anymore.
Critiques Trump's tariff policies by comparing them to Canada's past tariff practices.
@richardgodwin4198
Mar 4, 2025
The liberals have even broke their compatriots.
The liberals have even broke their compatriots.
Blames the Liberal government for damaging Canadian citizens through policy decisions.
Policy Critique
0.75
jamesandrews1130
Nov 24, 2025
If you are at the airport you will be inspected in Canada, so they can't detain you, so it might be ok to travel by air.
If you are at the airport you will be inspected in Canada, so they can't detain you, so it might be ok to travel by air.
Analyzes airport inspection procedures and detention policies, suggesting air travel may be safer than other border crossing methods.
heyhandersen5802
Dec 10, 2025
The Donald is complete out of control.
The Donald is complete out of control.
Critical statement about Trump's behavior and control, framed as political critique rather than personal narrative.
Policy Critique
0.75
@andreaso.raschendorfer8141
Mar 4, 2025
Democracies electing crazy politicians and damaging the world order.
Democracies electing crazy politicians and damaging the world order.
Critiques democracies for electing problematic leaders and expresses concern about damage to global order.
@sunnymittra
Mar 4, 2025
Don’t fall for the political actor aka Authoratarian Trudeau’s “pretty words”. Have you forgotten the draconian efforts he and the Canadian government inflicted on Canadian citizens during the Freedom Convoy truckers protest? He and his …
Don’t fall for the political actor aka Authoratarian Trudeau’s “pretty words”. Have you forgotten the draconian efforts he and the Canadian government inflicted on Canadian citizens during the Freedom Convoy truckers protest? He and his comrades literally ordered the police to “put down” peaceful protestors and forced Canadian backs to seize supporters bank accounts. Now if that’s not an action out of a 3rd world banana republic dictators playbook I don’t know what is. \n\nDon’t fall for the fake!
Criticizes Trudeau's handling of Freedom Convoy protests, characterizing government actions as authoritarian without substantiation.
@cleenlivin
Mar 4, 2025
If the administration wont keep their word with Canada why would they with Ukraine. Keep your minerals Ukraine !
If the administration wont keep their word with Canada why would they with Ukraine. Keep your minerals Ukraine !
Critiques US administration's reliability and trustworthiness in international agreements, with implicit comparison to Ukraine situation.
@rahmoxworld
Mar 4, 2025
He was absolutely right it’s not about fentanyl it’s just an excuse that Trump wants to use for his dumb ssa supporters
He was absolutely right it’s not about fentanyl it’s just an excuse that Trump wants to use for his dumb ssa supporters
Critiques Trump's use of fentanyl as an excuse while making an unverified claim about his motivations.
@antwayne92
Mar 4, 2025
its for vote buying in the future
its for vote buying in the future
Alleges government immigration policy is motivated by electoral manipulation without evidence.
cdnsilverdaddy
Sep 18, 2025
Trump is wrong about Ukraine your description of putin is a true!!!Americans mostly respect Canada as an ally, trump is after all NATO allies its obvious ploy for Ruzzia despot!!!
Trump is wrong about Ukraine your description of putin is a true!!!Americans mostly respect Canada as an ally, trump is after all NATO allies its obvious ploy for Ruzzia despot!!!
Disputes Trump's foreign policy positions on Ukraine and NATO, comparing US treatment of allies unfavorably.
@MikeNel33and49
Mar 4, 2025
I’m sorry but calling Trump smart is the dumbest thing that was said in that speech. Trump is anything but smart, he’s the dumbest President the states have ever had.
I’m sorry but calling Trump smart is the dumbest thing that was said in that speech. Trump is anything but smart, he’s the dumbest President the states have ever had.
Critical assessment of Trump's intelligence and presidential competence, framed as disagreement with the speech's characterization.
Policy Critique
0.75
@DavidElliott4979
Mar 4, 2025
Kinda sounds like what our prime miniater did to us?
Kinda sounds like what our prime miniater did to us?
Draws parallel between Trump's actions and Canadian PM's policies, critiquing both through comparison.
@Devilsdreamable
Mar 4, 2025
How do canada Elect this guy ? He\nSounds like a whiny little kid !
How do canada Elect this guy ? He\nSounds like a whiny little kid !
Criticizes Canadian electoral choices and leader's demeanor, with implicit questioning of national judgment.
@terrysmith8539
Mar 4, 2025
What a horrible mess in a whole world was created by one person… actually two ??
What a horrible mess in a whole world was created by one person… actually two ??
Criticizes the consequences of political decisions attributed to specific leaders.
Policy Critique
0.75
@nataliao8868
Mar 4, 2025
Noob Trump (who finds the word Tariff to be the most beautiful word) does not comprehend economics. He is a tax fraud, which is how he got rich, and thinks that's the only way to …
Noob Trump (who finds the word Tariff to be the most beautiful word) does not comprehend economics. He is a tax fraud, which is how he got rich, and thinks that's the only way to get rich or get money illegally from his followers via crypto scams and then ignoring it when asked about it by a reporter. Trump and Elon Musk are just a bunch of money hungry fascists. And both of them should be jailed. Elon Musk should be charged with conflict of interest now that his company has received another multi-billion dollar contract from FAA while working with the government.
Criticizes Trump's economic policies and character while making specific factual claims (tax fraud, crypto scams, FAA contracts) without evidence.
@md.masumomarjashim
Mar 4, 2025
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes …
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes up prices are already up but more so his voters can pay for the mistakes they did
Criticism of Trump with unsubstantiated claims about drug trafficking and economic consequences.
@JuaritozAngeles
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)