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
One by one more ...Global leaders are on the rise! Ukraine, Canada.. \nDumb Donald is egoistic and Republicans are supporting him... Downward spiral for America...
One by one more ...Global leaders are on the rise! Ukraine, Canada.. \nDumb Donald is egoistic and Republicans are supporting him... Downward spiral for America...
Compares global leaders favorably (Canada, Ukraine) against the US under Trump, positioning countries on a hierarchy of competence.
@vjayaraman1
Mar 4, 2025
I live in russia. And our evil govenrment import indians now too.
I live in russia. And our evil govenrment import indians now too.
Compares Canada's immigration situation to Russia's, using personal location context to draw international parallel.
reinhardantichrist842
Jan 27, 2026
We could use him as our president.
We could use him as our president.
Direct comparison expressing preference for Trudeau over Trump as a leader.
Comparative
0.85
@GaryB0436
Mar 4, 2025
Austria here. Trump himself is the biggest scam ever. He says „make America great again“ while isolating it, breaking with allies, constantly telling lies, cuddling Putin as he would be his best friend. In truth …
Austria here. Trump himself is the biggest scam ever. He says „make America great again“ while isolating it, breaking with allies, constantly telling lies, cuddling Putin as he would be his best friend. In truth he is obviously a Russian allie.
Austrian commenter compares Trump's US policy to Canadian context, critiquing isolationism and foreign relations while positioning Europe as an alternative perspective.
@NicolettaM..
Mar 4, 2025
if you think Brampton is bad, then go to Surrey lol
if you think Brampton is bad, then go to Surrey lol
Compares two Canadian cities (Brampton and Surrey) regarding immigration issues, implying one is worse than the other.
Comparative
0.85
AYDR000
Jan 27, 2026
As proud as Canadians should be of their cultured president, US citizens should be ashamed of their president!
As proud as Canadians should be of their cultured president, US citizens should be ashamed of their president!
Compares Canada and US leadership favorably/unfavorably, asserting national pride and ranking countries.
@dfmalo8
Mar 4, 2025
I wish that we in the US had an articulate president like this. ☹️
I wish that we in the US had an articulate president like this. ☹️
Direct comparison of Canadian and US leadership quality, expressing preference for Canadian articulation and governance.
Comparative
0.85
@jimlux28
Mar 4, 2025
Greatest country on earth ? The USA?
Greatest country on earth ? The USA?
Compares Canada to the USA in response to a claim about Canada being the greatest country.
Comparative
0.85
FandiTravels
Jan 27, 2026
Americans are in very bad shape with this Trump guy they have so lamentably elected.
Americans are in very bad shape with this Trump guy they have so lamentably elected.
Directly compares Canada's leadership favorably to America's by criticizing Trump's election, ranking nations implicitly.
Comparative
0.85
@estudandofrancêssozinhocomigo
Mar 4, 2025
Should check out calgary alberta, to surrey vancouver bc.. 2 most migrated areas out west canada 🙄
Should check out calgary alberta, to surrey vancouver bc.. 2 most migrated areas out west canada 🙄
Comment references specific Canadian cities and compares migration patterns across regions within Canada.
Comparative
0.85
JosalynMarie
Jan 27, 2026
Wish we had this kinda leader
Wish we had this kinda leader
Compares Canada's leadership favorably to the commenter's own country, implying a ranking of nations.
Comparative
0.85
@user-gz2to6ew6r
Mar 4, 2025
think canada is bad look at texas
think canada is bad look at texas
Compares Canada's situation to Texas, ranking relative conditions between jurisdictions.
Comparative
0.85
Wombocomboz88
Jan 27, 2026
Canada - Love your prime minister - he's sharp, smart and articulate. Our's *ucks. Sincerely, a US citizen.
Canada - Love your prime minister - he's sharp, smart and articulate. Our's *ucks. Sincerely, a US citizen.
Compares Canadian and American leadership favorably, ranking nations while expressing support for Canada's PM.
@peaceout-j5x
Mar 4, 2025
talking tough let's see how far that's going to get you, we can endure tarriffs canada cannot, this punk is on his way out
talking tough let's see how far that's going to get you, we can endure tarriffs canada cannot, this punk is on his way out
Compares Canada's economic resilience to the US, framing a power dynamic between nations with underlying threat implications.
@blkstarballa8571
Mar 4, 2025
Now that’s a true leader!!! Why America?!? Look at the consequences of putting this incompetent person in power!!
Now that’s a true leader!!! Why America?!? Look at the consequences of putting this incompetent person in power!!
Compares Canada's leadership favorably to America's, highlighting consequences of political choices in the US.
@jmah9766
Mar 4, 2025
it is crazy that in america even tradeau is a good leader
it is crazy that in america even tradeau is a good leader
Compares leadership quality between Canada and America, suggesting Trudeau appears favorable in contrast to US leadership.
Comparative
0.85
@schwuub5264
Mar 4, 2025
Oh, this is what it looks like, when the head government official, speaks intelligently to the people…..
Oh, this is what it looks like, when the head government official, speaks intelligently to the people…..
Implicitly compares the Canadian leader's intelligent speech delivery to others (likely Trump), ranking communication quality.
Comparative
0.85
@paulptboa1
Mar 4, 2025
hats off to Trudeau, this speech was perfectly articulated. clear and concise. something Trump never gets close to.
hats off to Trudeau, this speech was perfectly articulated. clear and concise. something Trump never gets close to.
Praises Trudeau's communication skills while implicitly comparing him unfavorably to Trump's rhetorical abilities.
@tomo_ka3040
Mar 4, 2025
Well, what do you expect? American policy affects Canada as well.
Well, what do you expect?
American policy affects Canada as well.
Frames Canadian immigration issues in relation to American policy influence, emphasizing cross-border dynamics.
Comparative
0.85
southwestsearch
Jan 5, 2026
Looking forward to when US pumps run dry. It is only Canadian oil that many US refineries can use to make gasoline. Time for CANZUK +EU. The USA cannot be relied on. Never thought I’d …
Looking forward to when US pumps run dry. It is only Canadian oil that many US refineries can use to make gasoline. Time for CANZUK +EU. The USA cannot be relied on. Never thought I’d see the day the US turned to the dark side.
Compares Canada's strategic position to the US and proposes CANZUK+EU alliance as alternative, framing US as unreliable partner.
@iainmcintosh401
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)