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
Don't tell me your admitting to creating a surveillance state along the candadian us border. Dumbass. Help out with the whole Mexican thing if you really want fentanyl off the earth
Don't tell me your admitting to creating a surveillance state along the candadian us border. Dumbass. Help out with the whole Mexican thing if you really want fentanyl off the earth
Criticizes Canadian border surveillance policy and suggests alternative policy focus on Mexico/fentanyl.
@claylawton7694
Mar 4, 2025
The West Russia pathetic government doesn’t care about the drugs on their citizens. If he cared he would do something about their stupid Guns
The West Russia pathetic government doesn’t care about the drugs on their citizens. If he cared he would do something about their stupid Guns
Criticizes government inaction on drugs and guns, with vague reference to 'West Russia' suggesting confused or sarcastic framing.
@grantwells6189
Mar 4, 2025
You tariff them than talking here. You have had lot of freebies
You tariff them than talking here. You have had lot of freebies
Critiques Canada's trade relationship, suggesting Canada has received unfair advantages and should face tariffs.
@sriranjanim1460
Mar 4, 2025
It could be a good deal for north america to take over Haití and set the microchip industry over there restoring a small hub like that would make all haitianians greatly greatfull with USA IDK …
It could be a good deal for north america to take over Haití and set the microchip industry over there restoring a small hub like that would make all haitianians greatly greatfull with USA IDK is just a suggestion for Mr Trump and his gabinete to think about.
Proposes an alternative geopolitical strategy for North America regarding Haiti, framed as a suggestion for Trump's consideration.
@cvxvi_SDL
Mar 5, 2025
After years of unfair trade
After years of unfair trade
Incomplete fragment expressing criticism of trade policy, though context is minimal.
Policy Critique
0.60
@barrybetzjr1573
Mar 4, 2025
It's a tariffs not combat
It's a tariffs not combat
Brief correction/clarification about policy terminology, though minimal context makes classification uncertain.
Policy Critique
0.60
@brandondoty8211
Mar 4, 2025
The guy giving ideas how Canada should be legally with the new immigrantes. And I see , he looks so sorry about , take your salary offer personal help and borrow money or makes a …
The guy giving ideas how Canada should be legally with the new immigrantes. And I see , he looks so sorry about , take your salary offer personal help and borrow money or makes a foundation. Don't look STUPID.!!
Critiques an immigration advocate's proposals, suggesting personal financial responsibility rather than government action, though expression is unclear.
Policy Critique
0.60
RobMa-e8j
Nov 21, 2025
The senate in Canada has been a two way revolving door sucsex dr. for child abusers, that has put canada in a percarious position to be caught in. Pull up those gross pants and kick …
The senate in Canada has been a two way revolving door sucsex dr. for child abusers, that has put canada in a percarious position to be caught in. Pull up those gross pants and kick out senate in canada for a panel of checks and balances enter ing sanity, , business people , not pedo folder holders!!!!
Criticizes Canadian Senate structure and makes unverified allegations about corruption and abuse.
@Kari-w5v
Mar 4, 2025
canada is really dumb
canada is really dumb
Vague criticism of Canada, likely directed at government policy or leadership, though lacking specificity.
Policy Critique
0.60
@NRNR-tw2fh
Mar 4, 2025
okay, 90% tarriff
okay, 90% tarriff
Brief critique of a proposed 90% tariff policy, though minimal context makes confidence moderate.
Policy Critique
0.60
@shundred
Mar 4, 2025
Foolishness
Foolishness
Single-word dismissal suggesting disapproval of Trump's actions or policies, though context is minimal.
Policy Critique
0.60
@rushellemartin2196
Mar 4, 2025
Leave fentanyl alone. If anything stop consuming it so it doesn't bother you
Leave fentanyl alone. If anything stop consuming it so it doesn't bother you
Critiques drug policy approach with a sarcastic suggestion about personal responsibility.
Policy Critique
0.60
@marioavendano8165
Mar 4, 2025
Of course it failed!
Of course it failed!
Minimal statement expressing disapproval of an unspecified policy or program outcome.
Policy Critique
0.60
WaterDude1
Feb 26, 2026
You should double the percentage. 25% with his 25% it's like playing games
You should double the percentage. 25% with his 25% it's like playing games
Suggests government policy measures are insufficient or ineffective, implying criticism of current immigration reduction targets.
Policy Critique
0.60
@Monica5446
Mar 4, 2025
Our govt makes me sick….
Our govt makes me sick….
Brief expression of dissatisfaction with government, likely related to immigration policy based on context but lacks specificity.
Policy Critique
0.60
BradGreenaway
Oct 2, 2025
Disgusting. A true disgrace.
Disgusting. A true disgrace.
Brief expression of moral disapproval without specific policy details or substantive argument.
Policy Critique
0.60
Nicolas88814
Oct 4, 2025
Trudeau’s legacy
Trudeau’s legacy
Brief attribution of immigration policy to Trudeau, implying criticism of his government's approach.
Policy Critique
0.60
davidbui3751
Oct 5, 2025
What a hypocrite!
What a hypocrite!
Brief accusation of hypocrisy directed at a political figure, likely critiquing inconsistency in policy or statements.
Policy Critique
0.60
@ChadBruns-u4n
Mar 4, 2025
Canada's crazy with raw earth!
Canada's crazy with raw earth!
Vague criticism of Canadian policy or environmental practices, though the meaning is unclear.
Policy Critique
0.60
@darkpatches
Mar 4, 2025
People think Trudeau did well here. Maybe so. But his actions show he does the ball repeatedly
People think Trudeau did well here. Maybe so. But his actions show he does the ball repeatedly
Attempts to critique Trudeau's actions but the comment is incomplete and unclear in its specific claim.
Policy Critique
0.60
@Basedmursenary
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)