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
How is this even acceptable? It's not.
How is this even acceptable? It's not.
Rhetorical rejection of current immigration practices as unacceptable, implying concern about policy direction.
Quadruple-Vaxxed-Boomer
Sep 19, 2025
Go earn your keep and fight this battle are your own expense JT. Crook came into office with 8 mil ended with 80 mil illegal insider trading off his own marijuana legalization scheme. Ruined the …
Go earn your keep and fight this battle are your own expense JT. Crook came into office with 8 mil ended with 80 mil illegal insider trading off his own marijuana legalization scheme. Ruined the canadian economy for a decade probably more. Dont you dare speak for me.
Attacks Trudeau's economic policies and governance while making unsubstantiated claims about corruption and illegal insider trading.
@jameslevesque9720
Mar 4, 2025
Stop!! This is propaganda! Canada was asked back in 2016 to spend 5% on their defense spending and they are still at 1%. Also, Canada already charges us 25% tariffs. \nTrump wants fair trade and …
Stop!! This is propaganda! Canada was asked back in 2016 to spend 5% on their defense spending and they are still at 1%. Also, Canada already charges us 25% tariffs. \nTrump wants fair trade and Canada to step up defense. They have let some of the top terrorists through to the United States.\nWe also aid Canada with money each month.\nTrudeau is a liar and a performer who stiffs his own people with some of the highest taxes.
Combines criticism of Canadian defense spending and tax policy with unverified claims about terrorists and tariffs presented as fact.
@Sunshineandflowers1997
Mar 4, 2025
From a Canadian citizen.\n\nExcellent speech, nice presentation with sugar coating, but the taste?\nHowever Trudeau is not telling the Truth about the Fentanyl of less than one ounce coming through the border?\nHow about Oil, Lumber and …
From a Canadian citizen.\n\nExcellent speech, nice presentation with sugar coating, but the taste?\nHowever Trudeau is not telling the Truth about the Fentanyl of less than one ounce coming through the border?\nHow about Oil, Lumber and other minerals trades?\nThe USA has ten times more than what Canada have.\nWhat about border protection? Canada invested in two helicopters and many drones with thousands of land miles and the same on water to protect?\nThe cartels are much smarter than Trudeau borders policing, because they've already installed thousands of infiltrators throughout Canada to deliver any drug amount to the USA.\nAnd calling the president by his first name?\nTrudeau is taking Canada to another level, lower than we've seen or felt, because he's not a politician and not a businessman.\nFor last.\nThe notion that our lower level of politics still uses the word FIGHT instead of making a DEAL.\n\nAnd their old ways of saying, WE ARE WORKING HARD.\nINSTEAD OF WORKING SMART.\n\nMy opinions.
Primarily critiques Trudeau's policies and leadership competence, with embedded unverified claims about fentanyl smuggling and cartel infiltration.
@louisbarbisan2608
Mar 4, 2025
didn’t think Trudeau could make Canada any worse, but man did he messed up now it makes so much more sense to be the 51st state \n\nBut then again, I live in Canada and make …
didn’t think Trudeau could make Canada any worse, but man did he messed up now it makes so much more sense to be the 51st state \n\nBut then again, I live in Canada and make US dollars so who really cares lol ?
Criticism of Trudeau's policies with sarcastic suggestion about US annexation, mixing serious critique with ironic commentary.
@AndrewBurtonS-group
Mar 4, 2025
This man is a dictator and he doesn’t represent Canadians. Canada has big problems and its legal drugs are killing people and being sold everywhere. Thank you, Trump for these tariffs.???
This man is a dictator and he doesn’t represent Canadians. Canada has big problems and its legal drugs are killing people and being sold everywhere. Thank you, Trump for these tariffs.???
Criticizes leadership as dictatorial and policy failures (drug crisis), with approval of tariffs as corrective action.
@Danny_Page_
Mar 4, 2025
Trump is shaking up the status quo. Wouldn’t be getting Canadian investment in helping at their border without putting pressure on them.
Trump is shaking up the status quo. Wouldn’t be getting Canadian investment in helping at their border without putting pressure on them.
Evaluates Trump's approach as disrupting the status quo and pressuring Canada, presenting a political analysis of policy effectiveness.
@n2ecosystems
Mar 4, 2025
They need to stop selling us energy
They need to stop selling us energy
Calls for policy change regarding energy sales to the US, critiquing current government trade/resource decisions.
@jeremygolladay7361
Mar 4, 2025
Donald. Wow, you don't call him by President Trump? You F'd up Trudeau. Get out of office you clown ?
Donald. Wow, you don't call him by President Trump? You F'd up Trudeau. Get out of office you clown ?
Criticizes Trudeau for not using Trump's preferred title and calls for his removal from office, combining disrespect critique with implicit call to action.
@brendonrassouli3250
Mar 4, 2025
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be …
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be allowed to just up and leave in the millions to any country they want too
Argues against open immigration policy, suggesting immigrants should improve their home countries instead, combining policy critique with moral reasoning about responsibility.
Tom_Tab
Jan 27, 2026
Carney words... "WHO CARES" filling Carney's bank account is more important.
Carney words... "WHO CARES" filling Carney's bank account is more important.
Criticizes government official (Carney) for prioritizing personal financial gain over public interest in immigration policy.
FastFingers3000
Jan 20, 2026
Well, cant believe a word that comes from Justin's mouth! He lied so MANY times before and using this oppurtunity to cover up his abysmal performance
Well, cant believe a word that comes from Justin's mouth! He lied so MANY times before and using this oppurtunity to cover up his abysmal performance
Criticizes Trudeau's credibility and performance while making unsubstantiated claims about past lies and cover-ups.
@rjrox1000
Mar 4, 2025
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
Nostalgically contrasts past conservative leadership with current policy, implying criticism of present fiscal and administrative approach.
Policy Critique
0.76
cacendruhn
Feb 18, 2026
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
Critiques credential fraud in immigration system with unverified assertion that students at certain colleges 'never earned' their diplomas.
IKhanNot
Oct 1, 2025
this is insane thanks liberals
this is insane thanks liberals
Criticizes government immigration policy by blaming the Liberal party for perceived problems, framed as political accountability.
BahahaOhacanada
Sep 28, 2025
Officials getting 100k+ in salary. They are NOT SURE and confident in any data.
Officials getting 100k+ in salary. They are NOT SURE and confident in any data.
Criticizes government officials' salaries and competence in managing immigration data, combining economic critique with skepticism about institutional capability.
anandsivadoss
Sep 27, 2025
And that Chipmunk from Ottawa wants to confiscate our guns while his people be messing around town. I don’t think so
And that Chipmunk from Ottawa wants to confiscate our guns while his people be messing around town. I don’t think so
The comment criticizes the Prime Minister's gun confiscation policy while using identity-based language ('his people') to frame opposition.
@Antonchigur889
Feb 21, 2026
Trump are punishing the people,,no problem Americans loved him,,they cheered them???
Trump are punishing the people,,no problem Americans loved him,,they cheered them???
Criticizes Trump's policies as harmful while questioning public support for him.
@lynwacay789
Mar 4, 2025
Pay attention to these fake leaders. Try to play tough!! 4 years American was suffering, and they haven't done anything but to support what was ruined the American. Now, a real man in the office …
Pay attention to these fake leaders. Try to play tough!! 4 years American was suffering, and they haven't done anything but to support what was ruined the American. Now, a real man in the office doesn't fall to this same bs from sleep joe, even the Canadian was suffering. No voice was heard. And now this????
Criticizes both Trump and previous leadership for failing to address suffering in America and Canada, contrasting their approaches.
@saifoloianoai4103
Mar 4, 2025
Always blaming the opposition party and never the party in government the last 10 years. Everything is way worse than 11 years ago
Always blaming the opposition party and never the party in government the last 10 years. Everything is way worse than 11 years ago
Criticizes government accountability and policy performance over the past decade, implicitly calling for political change.
markboal9998
Feb 24, 2026
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)