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
US RELATION WITH EUROPE- BAD\nUS RELATION WITH UKRAINE- BAD\nUS RELATION WITH GREENLAND- BAD\nUS RELATION WITH CANADA- BAD\nBUT US RELATION WITH RUSSIA- EXCELLENT!!????\nTRUMP SUPPORTERS MUST REALISE THAT TRUMP IS A CRAZY MAN!
US RELATION WITH EUROPE- BAD\nUS RELATION WITH UKRAINE- BAD\nUS RELATION WITH GREENLAND- BAD\nUS RELATION WITH CANADA- BAD\nBUT US RELATION WITH RUSSIA- EXCELLENT!!????\nTRUMP SUPPORTERS MUST REALISE THAT TRUMP IS A CRAZY MAN!
Compares US relations with multiple countries to highlight Trump's problematic foreign policy pattern.
@AmitKumarAlphaX
Mar 4, 2025
Must be nice for Canadians to have a strong intelligent leader like Trudeau. We now have Trump .. again (WTF). Guess we know which direction the United States is going. Very sad situation.
Must be nice for Canadians to have a strong intelligent leader like Trudeau. We now have Trump .. again (WTF). Guess we know which direction the United States is going. Very sad situation.
Directly compares Canadian and American leadership, ranking Trudeau as superior to Trump and contrasting national directions.
@arabulbulian2315
Mar 4, 2025
I'd take the Indians over the quebecers any day.
I'd take the Indians over the quebecers any day.
Ranks immigrant groups by preference, comparing Indians favorably to Quebecers in a comparative national/cultural hierarchy.
NealWilliams-k6s
Jan 27, 2026
I'm really surprised how sharp this speech was, and dense, with no made up alternative facts mumble. I should listen to more Trudeau speeches and less Trump. The rational, fact-based argumentation is like recharging after …
I'm really surprised how sharp this speech was, and dense, with no made up alternative facts mumble. I should listen to more Trudeau speeches and less Trump. The rational, fact-based argumentation is like recharging after so much trump nonsense
Compares Trudeau's speech favorably to Trump's, praising rational fact-based argumentation over what commenter sees as misinformation.
@etziowingeler3173
Mar 4, 2025
At least its not as fucked in Montreal thanks god.
At least its not as fucked in Montreal thanks god.
Compares Canada's immigration situation favorably to Montreal's, using comparative national/regional framing.
Comparative
0.85
CONTENT_FERTILIZER
Jan 27, 2026
canada needs America more than America needs canada
canada needs America more than America needs canada
Compares Canada and America's relative power and dependency, ranking nations in terms of geopolitical importance.
@darkstarpyro5358
Mar 4, 2025
In the UK small to medium towns and cities where there's a concentration of indian people eg: London (West) Leicester, Birmingham, Slough.
In the UK small to medium towns and cities where there's a concentration of indian people eg: London (West) Leicester, Birmingham, Slough.
References UK cities with high concentrations of Indian immigrants, implicitly comparing immigration patterns between countries.
Comparative
0.85
SA-1976
Dec 31, 2025
It is truly amazing to hear the difference between a political leader speaking concisely and plainly after hearing another political leader speak nonsensical garbage.
It is truly amazing to hear the difference between a political leader speaking concisely and plainly after hearing another political leader speak nonsensical garbage.
Contrasts Trudeau's coherent leadership style with another leader's incoherence, using comparative framing to evaluate political communication.
@RocketMan-f8m
Mar 4, 2025
Trump is a complete fool.????????
Trump is a complete fool.????????
Compares Trump unfavorably to Canadian leadership, ranking national leaders and implicitly contrasting U.S. and Canadian governance.
Comparative
0.85
@elendilnz
Mar 4, 2025
As a right wing liberal / classic conservative, I've never been too warm towards Trudeau. No longer! He's miles ahead, morally and verbally, over the populist troglodyte currently leading the US. This is by far …
As a right wing liberal / classic conservative, I've never been too warm towards Trudeau. No longer! He's miles ahead, morally and verbally, over the populist troglodyte currently leading the US. This is by far the lowest moment in America's history since slavery.
Directly compares Canada's leadership favorably to the US, framing it as a moral comparison between nations and leaders.
@dand2810
Mar 4, 2025
Sounds like the Bay Area
Sounds like the Bay Area
Compares Canada's situation to the Bay Area, drawing parallel geographic/economic comparisons.
Comparative
0.85
mehdan2
Jan 27, 2026
How come we are not seeing Americans stand against Trump the way other countries like Canada are doing
How come we are not seeing Americans stand against Trump the way other countries like Canada are doing
Compares American and Canadian responses to Trump, contrasting national behaviors and positioning Canada favorably.
@travelbuff62
Mar 4, 2025
from Jewish town in USA to Indian town in CA. I wonder whats the next hybrid
from Jewish town in USA to Indian town in CA. I wonder whats the next hybrid
Compares demographic changes across locations (Jewish to Indian communities) and speculates about future ethnic composition.
Jazzy-wow
Jan 27, 2026
Trudeau would be the better US President
Trudeau would be the better US President
Compares Canadian and US leadership by ranking Trudeau against Trump as a potential US president.
@viyo86
Mar 4, 2025
CANADA COULD BE A FIRST NON EU COUNTRY/NATION TO JOIN IN EU AND BECOME MEMBERS OF EU very SOON.
CANADA COULD BE A FIRST NON EU COUNTRY/NATION TO JOIN IN EU AND BECOME MEMBERS OF EU very SOON.
Compares Canada to EU nations and suggests Canada could join the EU, using international comparison as the primary discourse.
Comparative
0.85
@azmoltraders1594
Mar 4, 2025
В России тоже массово эмигрируют Индийцы
В России тоже массово эмигрируют Индийцы
Comment compares emigration patterns between Russia and India, using another country as a reference point for understanding migration trends.
Comparative
0.85
ААА-у2о8п
Feb 11, 2026
Canada is usa
Canada is usa
Brief comparative statement ranking Canada relative to the USA, suggesting similarity or equivalence between nations.
Comparative
0.85
@igormancuso-d6q
Mar 4, 2025
do australia next
do australia next
Requests similar analysis applied to another country, implying comparative ranking of nations.
Comparative
0.85
applemacplay
Jan 27, 2026
Canada is like the responsible, clear thinking version of the US.
Canada is like the responsible, clear thinking version of the US.
Directly compares Canada and US national character, positioning Canada as more rational and responsible in contrast to the US.
@joshuap9580
Mar 4, 2025
Why can't the U.S have a President like Prime Minister Trudeau.
Why can't the U.S have a President like Prime Minister Trudeau.
Directly compares Canadian PM Trudeau favorably to US presidential leadership, expressing preference for Canadian-style governance.
@sbmang4927
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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