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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Comparative
2,420 comments
Germany also has an answer to the USA. An hour ago, it was announced at a press conference that Germany is spending 530 billion dollars on research, innovation and infrastructure. And there is no longer …
Germany also has an answer to the USA. An hour ago, it was announced at a press conference that Germany is spending 530 billion dollars on research, innovation and infrastructure. And there is no longer a limit for the defense budget. Thanks to the low national debt. While the US government is making cuts everywhere in these sectors.
Compares Germany's economic and defense spending strategy favorably to the US approach.
@berlinberlin6894
Mar 4, 2025
This is a really a very consistent comment. As you compaire this with the insane nazi retoric of agent orange ...a world of difference.
This is a really a very consistent comment. As you compaire this with the insane nazi retoric of agent orange ...a world of difference.
Compares Canadian leadership favorably to another leader's rhetoric, positioning Canada as more reasonable and ethical.
@janschuurmans3146
Mar 4, 2025
Finally Canada listen to America and it will be resolved by reasonable and fair.
Finally Canada listen to America and it will be resolved by reasonable and fair.
Frames Canada's actions positively by comparing them to American leadership and suggesting alignment will resolve issues.
@augustinehyun9003
Mar 4, 2025
From Australia. Wasting your time Canada. The US don't care anymore. Their boy Trump is what they want. Got him in twice. Have to go with the will of the people.
From Australia. Wasting your time Canada. The US don't care anymore. Their boy Trump is what they want. Got him in twice. Have to go with the will of the people.
Compares Canada to Australia and US, asserts US political preference, frames geopolitical positioning.
@pegadethband
Mar 4, 2025
well done, Trudeau. Amercia is beginning to isolate itself and citiziens will feel it, unfortunately.
well done, Trudeau. Amercia is beginning to isolate itself and citiziens will feel it, unfortunately.
Compares Canada favorably to America, noting America's isolation and its negative effects on citizens.
@BadFeelingATM
Mar 4, 2025
Well done from Ireland. You should continue your efforts to join the EU.
Well done from Ireland. You should continue your efforts to join the EU.
Compares Canada to the EU and suggests Canada should join it, framing international positioning comparatively.
@sandy57ful1
Mar 4, 2025
All this crying! When it's Nigeria or Syria or India or Venezuela, it's all fine though. Cry me a river
All this crying! When it's Nigeria or Syria or India or Venezuela, it's all fine though. Cry me a river
Compares Canada's situation to other countries (Nigeria, Syria, India, Venezuela), implying selective concern.
@MrYinkaOyewole
Mar 4, 2025
Canada please join the EU! We want you and appreciate you
Canada please join the EU! We want you and appreciate you
Compares Canada favorably to the EU and expresses welcoming sentiment toward Canada joining a different political bloc.
@KuroKusoge
Mar 4, 2025
You mean what America has been doing to China? Aweee no you guys feel it now? How cute. ????
You mean what America has been doing to China? Aweee no you guys feel it now? How cute. ????
Compares US-China relations to current US-Canada tensions with ironic tone, suggesting America is experiencing its own medicine.
@rhj9268
Mar 4, 2025
Welcome the 51st state Canada.
Welcome the 51st state Canada.
Compares Canada to the United States through sarcastic framing of Canada as becoming the '51st state.'
@BradMills-l4x
Mar 4, 2025
This is less than an anti-American thing than an Ant-Trump thing. The American people aren't the enemy of Canada. Trump is the enemy of not just Canada...but the world except Putin
This is less than an anti-American thing than an Ant-Trump thing. The American people aren't the enemy of Canada. Trump is the enemy of not just Canada...but the world except Putin
Distinguishes between American people and Trump, framing the conflict as person-specific rather than nation-specific.
@ChuckStJohn-205
Mar 4, 2025
I guess siding with the bully as he was messing with many counties all these years is now hitting back to both EU and Canada. Very brave speech, though. Unfortunately, international affairs are driven by …
I guess siding with the bully as he was messing with many counties all these years is now hitting back to both EU and Canada. Very brave speech, though. Unfortunately, international affairs are driven by economic and military power, not by intellectual capacity.
Compares international geopolitical positions and critiques the effectiveness of moral/intellectual arguments versus economic/military power in global affairs.
@emrekara5003
Mar 4, 2025
Relax Canada, it’s not personal. Trade with Europe, Trump wants big business to come setup in the USA where they will pay no tariffs. It’s not you it’s us. Make America Great ??
Relax Canada, it’s not personal. Trade with Europe, Trump wants big business to come setup in the USA where they will pay no tariffs. It’s not you it’s us. Make America Great ??
Frames US tariff policy as strategic business incentive rather than personal attack, comparing national economic strategies.
@Shelby-wn2kk
Mar 4, 2025
The world is learning not to do business with the US
The world is learning not to do business with the US
Compares US business practices unfavorably to other nations, ranking countries by trustworthiness.
Comparative
0.79
@bg1616
Mar 4, 2025
The hole world is the same fighting mass illegal immigrants
The hole world is the same fighting mass illegal immigrants
References global immigration challenges and positions Canada within a worldwide pattern of illegal immigration concerns.
patrickhatzer8289
Aug 25, 2025
What a speech, Obama take notes!
What a speech, Obama take notes!
Compares current Canadian leadership favorably to former US President Obama.
Comparative
0.79
@enorankz5354
Mar 4, 2025
MAGA can fix Canada too.
MAGA can fix Canada too.
References MAGA and compares Canada to the US political context, suggesting similar solutions.
Comparative
0.79
MichaelFunke-z8o
Aug 25, 2025
Surely everyone has noticed just how intelligent Mr. Trudea really is when he speaks. Quite a contrast when Mr. Trump is speaking about anything. Never once did this gentleman make this conversation about himself or …
Surely everyone has noticed just how intelligent Mr. Trudea really is when he speaks. Quite a contrast when Mr. Trump is speaking about anything. Never once did this gentleman make this conversation about himself or issue any threats towards or against America. In a matter of days America has succeeded in isolating itself from its allies and the rest of the world and all the while China has remained Incredibly Silent.
Compares Trudeau and Trump's intelligence and diplomatic conduct, with broader geopolitical observations about isolation and China.
@paulkendrick69
Mar 4, 2025
UK has places like this in London, Birmingham, Leicester, Harrow, Hounslow, Brent,Slough. Come to think of it majority of the UK 🤔 🤣
UK has places like this in London, Birmingham, Leicester, Harrow, Hounslow, Brent,Slough. Come to think of it majority of the UK 🤔 🤣
Compares Canada's immigration situation to the UK, listing cities with high immigrant populations and using sarcasm to suggest the problem is widespread.
nicklegend2271
Feb 23, 2026
and 1 more reason out of a million why trump sick of canada but Canadian are so braindead they cant even understand that.. they claim everything bad happening in canada are caused by trump ...
and 1 more reason out of a million why trump sick of canada but Canadian are so braindead they cant even understand that.. they claim everything bad happening in canada are caused by trump ...
Compares Canada unfavorably to Trump's policies while criticizing Canadian understanding of geopolitical issues.
ginobellucci-y2n
Jan 29, 2026
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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)