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
Comparative
2,420 comments
This is an example of a 21th century leader reacting to a 19th century leader.\nThe Netherlands stands with Canada!
This is an example of a 21th century leader reacting to a 19th century leader.\nThe Netherlands stands with Canada!
Compares leadership styles across time periods and expresses international solidarity with Canada.
@FredtheFrisian
Mar 4, 2025
Canada has many other friends --- Consider LATAM, Asia, and Europe.
Canada has many other friends --- Consider LATAM, Asia, and Europe.
Suggests Canada should diversify international relationships beyond the US, implicitly comparing strategic options.
@diegoasturias9252
Mar 4, 2025
Quite the stark contrast between Trudeau and Trump. People who listen to Trump’s vile gibberish and then think of him as a capable leader puzzle me.
Quite the stark contrast between Trudeau and Trump. People who listen to Trump’s vile gibberish and then think of him as a capable leader puzzle me.
Directly contrasts Trudeau and Trump as leaders, ranking their capabilities and moral fitness across national contexts.
@Gryzor88
Mar 4, 2025
So how would they feel if millions of us went to Punjab and opened bars pubs and Catholic schools all over!
So how would they feel if millions of us went to Punjab and opened bars pubs and Catholic schools all over!
Uses a hypothetical reversal comparing Canada to Punjab to challenge immigrant integration, implying cultural incompatibility.
liztowers1331
Jan 28, 2026
check mckinney/frisco texas the indians is crazy
check mckinney/frisco texas the indians is crazy
The comment references a specific U.S. location to compare immigration patterns and ethnic demographics, using comparative framing to make a point about Indian immigration.
Imunchonlemons24
Mar 1, 2026
How many times Donald declared bankruptcy? Looks like under him his country will go bankrupt. He is becoming friends with Putin, who is everyone's enemy and turning his friends and allies into foes. I was …
How many times Donald declared bankruptcy? Looks like under him his country will go bankrupt. He is becoming friends with Putin, who is everyone's enemy and turning his friends and allies into foes. I was happy when he came to power and now I am sad for everyone including the Americans.
Compares Trump's leadership unfavorably to previous standards and expresses concern about geopolitical relationships, with implicit moral critique.
@tompasand1797
Mar 4, 2025
I love how the U.S. is matching what Canada was already doing and we're the crooks ?
I love how the U.S. is matching what Canada was already doing and we're the crooks ?
Compares Canada's immigration policies to the U.S., questioning why Canada is criticized while the U.S. does the same.
@justinclifton4379
Mar 4, 2025
This is what true leadership is about. Not the clowns in the WH
This is what true leadership is about. Not the clowns in the WH
Compares Canadian leadership favorably to U.S. leadership ('clowns in the WH'), ranking nations.
@damyeuful
Mar 4, 2025
But Canada has been crapping on the American Taxpayers for decades. ??
But Canada has been crapping on the American Taxpayers for decades. ??
Compares Canada's treatment of American taxpayers, positioning nations against each other with critical tone.
@margierouse8015
Mar 5, 2025
Sooooo, we in America are not the only ones feeling the BS
Sooooo, we in America are not the only ones feeling the BS
Compares Canada's immigration situation to America's, suggesting shared frustration across countries.
626STAH
Aug 25, 2025
It's sad when we're no longer the grownups in the room?
It's sad when we're no longer the grownups in the room?
Compares Canada's international standing to the US, implying Canada has lost its position as the 'grownup' nation.
@seanmcdonough1212
Mar 4, 2025
Try Delta/Surrey in BC…
Try Delta/Surrey in BC…
References specific Canadian locations (Delta/Surrey, BC) as comparative examples, likely implying similar demographic or cultural patterns.
Comparative
0.78
stfauth6031
Jan 27, 2026
Gli indiani studiano l'inglese già in asilo e sono i grandi alleati dell'Inghilterra, ultimamente hanno avuto anche il loro concittadino come primo ministro in UK quindi questi esodi sono studiati da decenni fermo restando che …
Gli indiani studiano l'inglese già in asilo e sono i grandi alleati dell'Inghilterra, ultimamente hanno avuto anche il loro concittadino come primo ministro in UK quindi questi esodi sono studiati da decenni fermo restando che non ho nulla contro di loro!
Compares Indian immigration patterns to UK and England, framing migration as strategically planned across decades.
PatrizioGuarino-v8l
Feb 25, 2026
Then why so much hate propaganda against only muslim in the media in the u.k even indian media doing propaganda against muslim Even muslim country doing biggest investment u.k
Then why so much hate propaganda against only muslim in the media in the u.k even indian media doing propaganda against muslim
Even muslim country doing biggest investment u.k
Compares media treatment across countries and religions, questioning selective bias in propaganda narratives.
azizmalik2818
Jan 27, 2026
If India is such a great country why do all of these people have to leave it. Could it be that India sucks.
If India is such a great country why do all of these people have to leave it. Could it be that India sucks.
Compares India unfavorably to Canada by questioning why people emigrate, implying India is inferior while expressing skepticism about immigration.
ALK730
Jan 28, 2026
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
Critiques the video's selective portrayal of India by comparing specific regions, invoking karma as a moral judgment.
Real_cat_14
Feb 13, 2026
No one educated would think America is the greatest country in the world. but great video eh! welcome to candahar.
No one educated would think America is the greatest country in the world. but great video eh! welcome to candahar.
Compares America unfavorably to Canada while using sarcasm and a pun ('candahar').
jaydubz5348
Jan 28, 2026
Is there anyway Trudeau can run for the presidency in the USA? We need help from an articulate, thoughtful thinking person as opposed to our current leader who blames everything on the Biden adminstration and …
Is there anyway Trudeau can run for the presidency in the USA? We need help from an articulate, thoughtful thinking person as opposed to our current leader who blames everything on the Biden adminstration and names scapegoats for his own failings. Trudeau is hoping Donny will change....not in the cards!
Hypothetical question comparing Trudeau's leadership favorably to current US leadership, ranking political competence across nations.
@michaelswift4446
Mar 4, 2025
Remember the Roman Empire, British empire, Spanish , Vikings French , USSR, and now USA. All things come to an end
Remember the Roman Empire, British empire, Spanish , Vikings French , USSR, and now USA. All things come to an end
Commenter uses historical comparison of fallen empires to suggest USA's inevitable decline, implying threat through cyclical historical patterns.
@phatlaz1974
Mar 4, 2025
From Australia well done mate I hope that we join you in this war inflicted by the dictator in the US Donald Trump may he rot in hell.
From Australia well done mate I hope that we join you in this war inflicted by the dictator in the US Donald Trump may he rot in hell.
Australian commenter expressing solidarity with Canada while comparing national positions and making moral judgments about Trump.
@dave-hp3rf
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)