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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Call to Action
2,768 comments
protect christians protect ukraine protect israel.
protect christians protect ukraine protect israel.
Imperative statements urging protection of specific groups, functioning as a call to prioritize certain causes.
Call to Action
0.70
@clement2780
Mar 4, 2025
this puppet should be kicked out already...
this puppet should be kicked out already...
Calls for removal of a political leader (likely Trudeau), using dehumanizing language ('puppet').
@alr2157
Mar 4, 2025
WE BLAME TRUMP and nobody else!!!
WE BLAME TRUMP and nobody else!!!
Emphatic statement assigning blame to Trump, implicitly urging others to recognize and hold him accountable.
@charrio2
Mar 4, 2025
Just them out !!!!!!
Just them out !!!!!!
Fragmented demand to remove immigrants ('Just them out'), functioning as a direct call to action despite unclear grammar.
Call to Action
0.70
padimills1494
Apr 15, 2025
Leaders of.the world.unite and STOP.the nazi Bully,before is to.late!
Leaders of.the world.unite and STOP.the nazi Bully,before is to.late!
Urges world leaders to unite against a perceived threat (using 'nazi' and 'bully' language), combining alarmism with a call for collective action.
@nicknigro9671
Mar 4, 2025
STUDENTS AND FOREIGN WORKERS DO NOT EVEN TRY TO COME TO AMERICA! THIS WILL NOT WE WISE AT ALL!
STUDENTS AND FOREIGN WORKERS DO NOT EVEN TRY TO COME TO AMERICA! THIS WILL NOT WE WISE AT ALL!
Urges foreign students and workers not to come to America, implicitly comparing immigration policies between countries while discouraging migration.
richardbarron8869
Apr 15, 2025
no more mr nice guy
no more mr nice guy
Cryptic exhortation to abandon diplomatic restraint and take aggressive action, framed as national assertion.
@ryuliu-v8q
Mar 5, 2025
is the 77 million people still trust him? Lets make America singe again.
is the 77 million people still trust him? Lets make America singe again.
Questions public trust in a leader and calls for political change ('Make America singe again'), framed as a rallying statement.
@mayfirst318
Mar 4, 2025
Cut off the power. End of story.
Cut off the power. End of story.
Cryptic directive to 'cut off the power' presented as a definitive solution, functioning as an implicit call to action.
Call to Action
0.70
@augurseer
Mar 4, 2025
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Calls for boycott of a brand based on unverified claims about political donations, mixing activism with unsubstantiated factual assertions.
@Raspberry_pi-pie
Mar 4, 2025
Come to Texas
Come to Texas
Brief encouragement for immigrants to relocate to an alternative destination.
Call to Action
0.70
iluvchocolatechipcookiesforeva
Jan 28, 2026
Timothy Hoth 2028
Timothy Hoth 2028
Brief statement appearing to encourage support for Timothy Hoth as a political candidate in 2028.
Call to Action
0.70
@TimothyHoth
Mar 4, 2025
Canadians, Half of Americans do not want this! Little more than half of American citizens subscribed to the FAFO by voting for Trump, ??! Please bring penalties without holding back. 47 and his voters must …
Canadians, Half of Americans do not want this! Little more than half of American citizens subscribed to the FAFO by voting for Trump, ??! Please bring penalties without holding back. 47 and his voters must learn. 47 won't. Our American citizens need to learn. Respect to Canada and Canadians. ?
Urges Canada to impose penalties on Trump and his voters as punishment, framed as a moral lesson.
@emeriscottii409
Mar 4, 2025
. To quote George Orwell " that men do not learn very much from the lessons of history is the most important of all the lessons that history has to teach ". Be wise , …
. To quote George Orwell " that men do not learn very much from the lessons of history is the most important of all the lessons that history has to teach ". Be wise , Be honest and DO NOT BE A SHEEP
Uses a historical quote to urge critical thinking and warns against conformity ('DO NOT BE A SHEEP'), functioning as a call to independent action.
AlexMcQueen-ce9tz
Oct 9, 2025
#SAVECANADA #SAVEEUROPE
#SAVECANADA #SAVEEUROPE
Hashtag-based call to 'save' Canada and Europe, implying existential threat and mobilizing action.
copeloww
Oct 5, 2025
Don't negotiate with terrorists....walk away from america
Don't negotiate with terrorists....walk away from america
Urges Canada to withdraw from negotiations and distance itself from the US, framed as comparative positioning.
claudeducharme007
Jan 3, 2026
IM CALLING ICE
IM CALLING ICE
Appears to be a call to report to immigration enforcement (ICE), expressing alarm about the video's content.
YuzeFMC
Jan 28, 2026
You better wakeup Canada..
You better wakeup Canada..
Urges Canadians to become aware/vigilant about immigration issues, implying underlying threat or danger.
CharlesHD-w9i
Jan 29, 2026
Somebody track down that gringo on the bike
Somebody track down that gringo on the bike
Appears to urge tracking/targeting of an individual, though context is unclear and may be meta-commentary.
Call to Action
0.70
Prettypinkunicorn_14
Jan 29, 2026
close winniepeg next as well
close winniepeg next as well
Cryptic call to close Winnipeg (likely to immigration), though ambiguous phrasing reduces confidence.
Call to Action
0.70
gursharansinghsharan3373
Nov 21, 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)