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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Moral Argument
2,863 comments
Trump chosen to chose Its own citizen. Cant see that you all.
Trump chosen to chose Its own citizen. Cant see that you all.
Argues that Trump's prioritization of citizens is justified, appealing to a principle of national self-interest.
Moral Argument
0.65
@BeClearGo
Mar 4, 2025
Eternal friend is Almighty God..... don't be sensitive...illfeel...Dude
Eternal friend is Almighty God..... don't be sensitive...illfeel...Dude
Offers spiritual/moral advice to avoid sensitivity and emotional distress, though the comment is somewhat incoherent.
Moral Argument
0.65
@wawasan3428
Mar 4, 2025
Americans, none of these is making sense to benefit you. what have you done to yourselves..
Americans, none of these is making sense to benefit you. what have you done to yourselves..
Questions the wisdom and self-harm of American policy choices, implying ethical concerns about national decision-making.
@GamesMaester
Mar 4, 2025
They were alive during colonialism. You all killed the physical body, but their souls live forever and reincarnate and remember you, who also were there at the same time and died. This is what you …
They were alive during colonialism. You all killed the physical body, but their souls live forever and reincarnate and remember you, who also were there at the same time and died. This is what you all call in the spiritual world, Christian world calls it spiritual warfare, fighting demons and devils. Smh! Crazy work.
Invokes spiritual and moral frameworks regarding historical colonialism and justice, though expressed in esoteric spiritual language.
Moral Argument
0.65
Option1666
Aug 30, 2025
Only good that will come of this, JESUS return.
Only good that will come of this, JESUS return.
Religious/eschatological framing suggesting only divine intervention can resolve current political situation, implying moral judgment about worldly events.
Moral Argument
0.65
@chrissmith4025
Mar 4, 2025
Because, that he is deserved to call him like that!!Period!!
Because, that he is deserved to call him like that!!Period!!
Commenter makes a moral judgment that someone deserves criticism, though context is unclear.
Moral Argument
0.65
@mariakenny793
Mar 4, 2025
God going to be with Canada
God going to be with Canada
Brief invocation of religious/spiritual support framed as moral encouragement for Canada.
Moral Argument
0.65
@germaniapena5774
Mar 4, 2025
Most in the US just ‘victims’ under the rule of a mentally ill man. Personally I am for God’s rule, very soon now!
Most in the US just ‘victims’ under the rule of a mentally ill man. Personally I am for God’s rule, very soon now!
Frames US citizens as victims under Trump's rule and appeals to religious/moral authority ('God's rule'), mixing political critique with spiritual conviction.
@dianecrofoot7955
Mar 4, 2025
Trump is an idiot.
Trump is an idiot.
The commenter makes a negative character judgment about a political figure, which is a moral/ethical assessment rather than policy critique.
Moral Argument
0.65
@bleachersking
Mar 4, 2025
4 years, ? sorry Canadians ?.
4 years, ? sorry Canadians ?.
Expresses sympathy/apology to Canadians, suggesting moral concern about a situation, though the comment is vague about what specifically is being criticized.
Moral Argument
0.65
@Seaside_Gal
Mar 4, 2025
satanyahoo another lying, thief murderous dictator, partners also
satanyahoo another lying, thief murderous dictator, partners also
Makes unsubstantiated accusations of criminality and corruption while employing moral condemnation language.
@cessealbeach
Mar 4, 2025
I’m sorry Canada
I’m sorry Canada
Expresses regret or apology on behalf of Canada, suggesting moral concern about national conduct.
Moral Argument
0.65
@dawndwyer8716
Mar 4, 2025
Trump is a deranged moster
Trump is a deranged moster
Expresses a negative moral judgment about Trump's mental state and character without substantive policy critique.
Moral Argument
0.65
@denisevermeulen4984
Mar 4, 2025
Rump lies always
Rump lies always
Brief accusation of dishonesty ('lies always') appeals to truthfulness as a moral principle, though minimal elaboration.
Moral Argument
0.65
@Sunshine22896
Mar 4, 2025
To all AMERICANS, ‘you REAP what YOU SOW’
To all AMERICANS, ‘you REAP what YOU SOW’
Moral judgment suggesting Americans are experiencing consequences of their own choices, using a proverb-like statement.
Moral Argument
0.65
@charanjitsidhu4733
Mar 4, 2025
Entitlement
Entitlement
Single-word moral judgment suggesting immigrants are acting with unwarranted entitlement.
Moral Argument
0.65
ELIAS-v3y
Aug 25, 2025
Well said ??all the gold digger Oligarch !! Waiting to take everything they can!! Same in MEXICO o boy the star
Well said ??all the gold digger Oligarch !! Waiting to take everything they can!! Same in MEXICO o boy the star
Makes a moral judgment about oligarchs and corruption while making unsubstantiated claims about their intentions.
@cristobalbello714
Mar 4, 2025
Serves them right ?
Serves them right ?
Brief statement suggesting Canada deserves the consequences of its policies, implying a moral judgment about fairness or desert.
Moral Argument
0.65
@sandybeach3576
Mar 4, 2025
This makes me extremely sad!
This makes me extremely sad!
Expresses emotional distress about a situation, implying moral disapproval without specifying the target.
Moral Argument
0.65
@windeaglemartin1800
Mar 4, 2025
Finally somebody acknowledge he is an independent human n not a lap dog.
Finally somebody acknowledge he is an independent human n not a lap dog.
Praises Trudeau for maintaining independence and not being subservient, framed as a moral virtue.
Moral Argument
0.65
@123321ps
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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