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
come to richmond hill next, its way worse
come to richmond hill next, its way worse
Commenter references Richmond Hill as a location with worse immigration-related issues, implying comparative geographic analysis with underlying concern.
cryoelves
Jan 27, 2026
Trump and duterte is same crazy guy ???
Trump and duterte is same crazy guy ???
Compares Trump and Duterte as similar figures, with an implicit ranking/judgment of leaders across nations.
@jokerdaclapper9212
Mar 4, 2025
This is why Trump doesn't trust Canada!
This is why Trump doesn't trust Canada!
References Trump and US-Canada comparison while implying Canada's immigration policy reflects negatively on national identity.
vallejoborncalihasbecomeal9022
Jan 27, 2026
Trump thinks he can win in a trade war. Trump is a buffoon. Sorry Canada and Europe Trump is busy trying to appease Putin.
Trump thinks he can win in a trade war. Trump is a buffoon. Sorry Canada and Europe Trump is busy trying to appease Putin.
Comment compares Trump's approach to trade and foreign policy with references to Canada, Europe, and Putin, framing geopolitical relationships.
@adamosborne9938
Mar 4, 2025
Trudeau,PLEASE be our president for u.s.
Trudeau,PLEASE be our president for u.s.
Compares Canadian and US leadership by expressing preference for Trudeau as US president, with likely satirical intent.
@user-xe8xj4tv6p
Mar 4, 2025
We'll be fine Canucks. Yall better buckle up. ? ??
We'll be fine Canucks. Yall better buckle up. ? ??
Addresses Canadians directly and implies Canada faces challenges compared to the US, using comparative national framing.
Comparative
0.75
@BobbyBigallo
Mar 4, 2025
So happy America force Canada to swallow this bitter pill. Remember this: to be America's enemy is danger. To be America's allies is fatal?
So happy America force Canada to swallow this bitter pill. Remember this: to be America's enemy is danger. To be America's allies is fatal?
Compares Canada-US relations using a quote about geopolitical power dynamics, framing US influence as threatening.
@BlackblueCherry-j4y
Mar 4, 2025
Idiocy. American President is an idiot
Idiocy. American President is an idiot
Comment compares American and Canadian leadership by criticizing the US President, using comparative framing to evaluate national leaders.
Comparative
0.75
@vivgooden2995
Mar 4, 2025
4:00 the good ones go to USA lol
4:00 the good ones go to USA lol
Compares Canada to the USA, suggesting better immigrants migrate to the US rather than staying in Canada.
ShadowRap-y5l
Jan 27, 2026
This is how America become Great Again? or the start of American Destruction? Trump or Trap? Im from the ??many here regrets for voting Duterte im sure you too….Peace People❤❤❤
This is how America become Great Again? or the start of American Destruction? Trump or Trap? Im from the ??many here regrets for voting Duterte im sure you too….Peace People❤❤❤
Draws parallels between Trump's America and the commenter's experience with Duterte in the Philippines, questioning outcomes of similar leadership.
@sashasamson2911
Mar 4, 2025
i ve never liked trudeau.. but comparing with trump hes a good leader??
i ve never liked trudeau.. but comparing with trump hes a good leader??
Compares Trudeau favorably to Trump while expressing personal ambivalence about Trudeau.
@37-GARLIC
Mar 4, 2025
And Canadians make fun of Americans lol.
And Canadians make fun of Americans lol.
Compares Canada to the United States in a critical way, using irony to comment on national hypocrisy.
Regurgitator85
Jan 29, 2026
Bro they are upper class Indians they are normal as people live in India.
Bro they are upper class Indians they are normal as people live in India.
Comment contextualizes Indian immigrants by comparing their socioeconomic status and normalcy to life in India, defending them against negative stereotypes.
UnknownGamer_Editor
Jan 28, 2026
what a clear articulate speech what a speaker no lies no bullying no dictating. The American people were duped in their voting and now they will suffer.
what a clear articulate speech what a speaker no lies no bullying no dictating. The American people were duped in their voting and now they will suffer.
Compares Canadian and American leadership/decision-making, with moral judgment about consequences of voting choices.
@joanlynch2339
Mar 4, 2025
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town …
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town into an assimilation of their country make it make sense. Loved how the Indian lady summed it up because immigrants are different
Compares Canada to other countries regarding cultural assimilation expectations and immigrant behavior.
sharelleturner7279
Feb 7, 2026
Canadá and Mexico must really rely on USA because they are always talking about the USA
Canadá and Mexico must really rely on USA because they are always talking about the USA
Compares Canada and Mexico's relationship to the USA, framing smaller nations as dependent on a larger power.
@NoNo-p9p5s
Mar 4, 2025
Miss you joe and kamala they were not perfect but they did not f..k the Americans people like trump ask people if they invested in the stock market who they would rather have
Miss you joe and kamala they were not perfect but they did not f..k the Americans people like trump ask people if they invested in the stock market who they would rather have
Compares Trump unfavorably to Biden/Harris, invoking personal investment experience as evidence.
@markphillips8097
Mar 4, 2025
USA is the biggest enemy to the rest of the world. They are literally Russia
USA is the biggest enemy to the rest of the world. They are literally Russia
Compares USA unfavorably to Russia and frames it as a threat to the world, combining comparative ranking with threat rhetoric.
@N8Dogg7
Mar 4, 2025
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Compares Western imperial/capitalist actions to immigration criticism, using sarcasm to frame Western complaints as hypocritical.
ViviannaPlatinum
Feb 7, 2026
USA & TRUMP NO1
USA & TRUMP NO1
Brief statement ranking USA and Trump as superior, functioning as comparative national framing with implicit identity assertion.
@georgeageorgopoulos
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)