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
The excuses for implementing the tariffs by trump were just as absurd as putin’s excuse for invading Ukraine.\nHonestly I wouldn’t have even bothered to implement the border policy because in trump’s la la land. It …
The excuses for implementing the tariffs by trump were just as absurd as putin’s excuse for invading Ukraine.\nHonestly I wouldn’t have even bothered to implement the border policy because in trump’s la la land. It wouldn’t matter how much Canada did. \nOnce he’s fabricated a reason for anything. It becomes a truth in his head.\ntrump’s a communist sympathiser ?. Figure that one out?\nNext he’ll be sending arms to russia.
Critiques Trump's tariff justifications and border policy as absurd, with unsubstantiated claims about Trump's motivations and sympathies.
@fieldsofgold775
Mar 5, 2025
Guys don't trust this clown Trudeau, he himself is a big dictator style person . He allowed all criminals , terrorists, drug cartels to grow exponentially in beautiful country Canada by just turning blind eye …
Guys don't trust this clown Trudeau, he himself is a big dictator style person . He allowed all criminals , terrorists, drug cartels to grow exponentially in beautiful country Canada by just turning blind eye . All Americans asked is to stop those criminals but this clown is not willing to . \nCanada needs immediate elections
Criticizes Trudeau's governance on security/crime issues with unsubstantiated claims about criminals and terrorists, calling for elections.
@mworkwork1612
Mar 4, 2025
This might be the most racist “investigation “ I’ve seen since our current admin killing women and ICU nurses
This might be the most racist “investigation “ I’ve seen since our current admin killing women and ICU nurses
Criticizes the video/investigation as racist and compares it to harmful government policies, blending critique with moral judgment.
CharlesWeclowski-k3d
Jan 28, 2026
I disagree with him. Donald is clearly not a “very” smart guy. Even a person with average IQ would make so many and so big poor decisions. He is a muppet on the hands who …
I disagree with him. Donald is clearly not a “very” smart guy. Even a person with average IQ would make so many and so big poor decisions. He is a muppet on the hands who realized how easily he can be manipulated. Most unAmerican president in the history of USA. Worse than Nixon. Danger to USA and American people. As long as he is the president. We can no longer say POTUS is “the leader of the free world “ He prefers murderous dictators. Not the free world.
Criticizes Trump's decision-making and leadership competence while expressing concern about threats to American interests.
@michellesanay8172
Mar 4, 2025
Nobody listens to this guy (Truedeu))he ran his country with zero improvements
Nobody listens to this guy (Truedeu))he ran his country with zero improvements
Criticizes Trudeau's governance record and effectiveness, focusing on policy outcomes rather than personal attacks.
Policy Critique
0.78
@50whatnomadtravelnursemtb5
Mar 5, 2025
Let’s goo Trump we in for some serious entertainment ? why don’t you state how Canada pays less for US goods compared to the other way around. People act like Trump is doing this for …
Let’s goo Trump we in for some serious entertainment ? why don’t you state how Canada pays less for US goods compared to the other way around. People act like Trump is doing this for no reason ? especially liberals who know nothing and I’m saying this as a moderate
Defends Trump's trade policy as justified while critiquing liberal opposition and trade imbalances.
@thewonderingworld9301
Mar 4, 2025
As I always said... Canada is a scam.
As I always said... Canada is a scam.
Dismissive critique of Canada's immigration system as fundamentally flawed or deceptive.
MohammedWaseemuddin-tt1hf
Feb 12, 2026
That’s not slashing.
That’s not slashing.
Brief dismissal of the reduction as insufficient, expressing disagreement with the policy outcome.
Policy Critique
0.78
davidstainton7201
Jan 3, 2026
If you all love a guy that has ruined Canada and was in black face many times go live with him by all means. I love my Canucks but hate liberals. Go have fun paying …
If you all love a guy that has ruined Canada and was in black face many times go live with him by all means. I love my Canucks but hate liberals. Go have fun paying your carbon taxes ?
Criticism of Trudeau's past conduct and current policies (carbon tax), with partisan identity assertion ('hate liberals').
@rogercwilliams881
Mar 4, 2025
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick …
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick you up.
User critiques smuggling operations and immigration procedures, offering practical information about border crossing alternatives.
johnlooksup9349
Jan 28, 2026
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
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
Criticizes government immigration policy as motivated by electoral politics and accuses voters of being manipulated, framing it as incompetent governance.
TravisBoyd-c4o
Feb 27, 2026
Too many handouts!!! Stop 🛑 this madness.
Too many handouts!!! Stop 🛑 this madness.
Criticizes government spending on social benefits and calls for policy cessation, though expressed with minimal elaboration.
jenniferjohnson5961
Aug 26, 2025
People in the comments are stupid. You don’t know what you’re talking about. Governor Trudeau just screwed Canada
People in the comments are stupid. You don’t know what you’re talking about. Governor Trudeau just screwed Canada
Dismisses other commenters while criticizing Trudeau's governance, mixing meta-commentary with policy critique.
@Roderickhefley
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
All they had to do was lower their tariffs, and the think they are tough good luck not getting 200 billion , and now Trudeau is trying to create bias , and lies they can't …
All they had to do was lower their tariffs, and the think they are tough good luck not getting 200 billion , and now Trudeau is trying to create bias , and lies they can't survive with out our subsides... He's sucks
Criticizes Canadian tariff policy and Trudeau's approach while making economic dependency claims.
@expwarrior4338
Mar 4, 2025
Dude you broke the law right there by buying a knife to defend yourself…
Dude you broke the law right there by buying a knife to defend yourself…
Questions the legality of self-defense with a knife, implicitly critiquing Canadian weapons laws as overly restrictive.
maxtvtvtv8623
Jan 27, 2026
Partner and alli....???? Really.think again.Trump al ready dont want do trade with Canada, Mexico, China and soon will EU...and more.Dont cry any more.Let see how long this will take whowill accept their mistake.
Partner and alli....???? Really.think again.Trump al ready dont want do trade with Canada, Mexico, China and soon will EU...and more.Dont cry any more.Let see how long this will take whowill accept their mistake.
Critiques trade policy decisions and predicts negative economic consequences from tariff actions.
@Lu-Xu-Bu
Mar 4, 2025
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
Frames Trump's policies as retaliatory response to prior treatment, suggesting tit-for-tat escalation and threat to global stability.
@wearemadefromthestars3310
Mar 4, 2025
I Would like People to Know, as Far as Best President's in the History 2024 Ranking, Predident Obama was Ranked 7th, President Biden Ranked 14th, and Finally, where do think the individual that's back in …
I Would like People to Know, as Far as Best President's in the History 2024 Ranking, Predident Obama was Ranked 7th, President Biden Ranked 14th, and Finally, where do think the individual that's back in the most Powerful Office Ranked, Dead last, and still they put him back in to office after all the Turmoil this child has brought to America, now I wonder, is America this Naive to be Conned again, and with all the Destruction and Hate on his hands, Amazing!!!?
Critiques Trump's leadership by citing presidential rankings and questioning American voters' judgment, combining policy evaluation with moral concern.
@kennethcooperjr.9127
Mar 4, 2025
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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)