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
There is nothing polite about you Trudeau
There is nothing polite about you Trudeau
Direct criticism of Trudeau's character and approach, framed as a moral judgment about politeness.
Policy Critique
0.75
@jandjamaze
Mar 4, 2025
This dude is a joke. Canada is like the progressive left. Yesterdays news . And Trudeau don't scare nobody
This dude is a joke. Canada is like the progressive left. Yesterdays news . And Trudeau don't scare nobody
Dismisses Canadian leadership and progressive policies while asserting a political identity position.
@kathyviglione4226
Mar 4, 2025
trump doesn't care, he duped his followers and now hes free to plunder the us and fill his rich friends and families pockets
trump doesn't care, he duped his followers and now hes free to plunder the us and fill his rich friends and families pockets
Criticizes Trump's motives and accuses him of corruption, mixing opinion with unsubstantiated claims about his intentions.
@ejkelley2364
Mar 4, 2025
This idiot Wolf Blitzer has done nothing but tank CNN's rating for the past 20 years so ya might want to stear clear of his opinions. I hope he retires in Canada.
This idiot Wolf Blitzer has done nothing but tank CNN's rating for the past 20 years so ya might want to stear clear of his opinions. I hope he retires in Canada.
Criticizes a media figure's credibility and impact, with sarcastic suggestion about retirement to Canada.
@jeffsinsights
Mar 4, 2025
Why is Justin Trudeau lying..Dopey Don is not a smart guy…I know you have to stroke his ego..but that is a bridge too far…Sir..
Why is Justin Trudeau lying..Dopey Don is not a smart guy…I know you have to stroke his ego..but that is a bridge too far…Sir..
Criticizes political figures for dishonesty and ego-stroking behavior, blending critique of personal conduct with implied policy concerns.
@gailm.4324
Mar 4, 2025
Justine is scared and making his own word salad… just join the USA it’s simple
Justine is scared and making his own word salad… just join the USA it’s simple
Criticizes Trudeau's communication and suggests Canada should merge with the USA, combining policy critique with national identity framing.
@jeremytruett4057
Mar 4, 2025
that clown is leaving office soon so he doesnt care.
that clown is leaving office soon so he doesnt care.
Dismissive criticism of Trudeau's leadership and motivation, suggesting his actions lack genuine commitment.
Policy Critique
0.75
@tyrone1dotcalm
Mar 4, 2025
Jerk off they been charging 25 since bill Clinton
Jerk off they been charging 25 since bill Clinton
Criticizes long-standing government policy on charges/fees, attributing it to multiple administrations dating back to Clinton.
Policy Critique
0.75
@gopissoff
Mar 4, 2025
If you think this guy is honest and intelligent you dont know what he did to his own country
If you think this guy is honest and intelligent you dont know what he did to his own country
Questions the honesty and intelligence of a leader while implying negative impact on the country.
@ZechariahOneill-z6j
Mar 4, 2025
Trudeau, the man who froze worker's bank accounts for having a different opinion to him, is talking about how others behave?\n\nAnd of course the fans of CNN are all completely brainwashed. This comment section is …
Trudeau, the man who froze worker's bank accounts for having a different opinion to him, is talking about how others behave?\n\nAnd of course the fans of CNN are all completely brainwashed. This comment section is the epitome of insanity.
Criticizes Trudeau's past actions (freezing bank accounts) and dismisses opposing commenters as brainwashed, combining policy critique with identity-based dismissal.
@----.__
Mar 4, 2025
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
Commenter disputes the claim that Canadian workers are unavailable for certain jobs, challenging the justification for immigration policy.
andrewwest1045
Feb 11, 2026
The word is Trump is trying to force Mexico and Canada to sign a blanket tariff against Mexico and these tariffs are his way to muscle them to join US.
The word is Trump is trying to force Mexico and Canada to sign a blanket tariff against Mexico and these tariffs are his way to muscle them to join US.
Presents a specific claim about Trump's tariff strategy as coercion, mixing factual assertion with political analysis.
@ericsummers1230
Mar 4, 2025
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately …
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately tuck your tail, retreat, and suffocate in fear.
Criticizes the speaker's political stance as 'far-left propaganda' while using identity-based framing ('good loyal people') to contrast with perceived weakness.
@cchan268
Mar 4, 2025
She wants to allow 1000's of illegals to stay here. She wants to keep the free health care for them. Plus she supports actually allowing foreigners into our military is insane!
She wants to allow 1000's of illegals to stay here. She wants to keep the free health care for them. Plus she supports actually allowing foreigners into our military is insane!
Criticizes specific immigration policies while expressing security concerns about undocumented immigrants and military access.
DoneSwimmin
Feb 27, 2026
Freaking mess!
Freaking mess!
Brief expression of disapproval toward the current situation, likely referring to immigration policy or its outcomes.
Policy Critique
0.75
stalkertactics
Oct 23, 2025
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Criticizes a political figure as sympathetic to China and calls for removal of 'Chinese drug lords,' combining policy critique with identity-based framing.
@brianh2421
Mar 4, 2025
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Critiques Trump's use of fentanyl as justification for policy while making an unverified claim about Canada's threat level.
@LadyAngela678
Mar 4, 2025
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to …
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to grow..\nNow ,For Canadian citizens is better to be state of USA not too much tax.more freedom,not discrimination the white Christian man. It is wrong to create hate against American what next - contempt latter degenaration.\nTrudeau want to made damage to USA. The best,after stop deliver hydro ,energía is develop produce,fantynol will be big problem\nI prefere Alberta Primer Schmit to find solution in talking deal.\nOther way is join to USA for better life for Canadian people, and better west global possibility against China\n.
Primarily criticizes Trudeau's government policies and governance, with secondary elements of identity assertion (discrimination against white Christian men) and fear/threat framing (damage to Canada, joining USA).
@stancapar7931
Mar 4, 2025
At the end immigration will be STOPPED. I have no doubt. But the 3rd world countries will grow up. There will be no tendency to go abroad or money laundering. I am hopeful that GOOD …
At the end immigration will be STOPPED. I have no doubt. But the 3rd world countries will grow up. There will be no tendency to go abroad or money laundering. I am hopeful that GOOD DAYS ARE COMING . Cheers!
Predicts immigration will eventually stop and expresses concern about third-world development and money laundering.
sohelsaheen
Oct 26, 2025
Trudeau took all of its citizens guns, even though he promised he wouldn’t . Who is the scumbag here?
Trudeau took all of its citizens guns, even though he promised he wouldn’t . Who is the scumbag here?
Criticizes Trudeau's gun policy as a broken promise, with an unverified claim about the promise itself and a personal attack.
@jeremiahmeraz9298
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)