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
I think as an American that likes Canada to a certain point agro tourist spots there a little too isolated with there tiny bridges to get in and there pathetic security at there borders so …
I think as an American that likes Canada to a certain point agro tourist spots there a little too isolated with there tiny bridges to get in and there pathetic security at there borders so maple syrup will be more expensive it just means the rest of the states that produce syrup will profit more we as Americans can do without the business of canada but Canada cant go without American support can survive with out Niagara Falls nope
Compares Canada and USA across multiple dimensions (tourism, security, trade) with economic implications.
@dgstelatos7227
Mar 4, 2025
The fun is that Trump does the same misstake as Putin, Zelensky stod up and kicked his as
The fun is that Trump does the same misstake as Putin, Zelensky stod up and kicked his as
Compares Trump's mistakes to Putin's actions and references Zelensky's response, using international examples for context.
Comparative
0.70
@anlo57
Mar 4, 2025
Come to Australia next it’s worse here
Come to Australia next it’s worse here
Compares Canada's immigration situation to Australia, suggesting Australia has worse problems.
SteakloverSteaklover
Feb 23, 2026
lol Canada is so behind
lol Canada is so behind
Ranks Canada negatively compared to other nations, with a dismissive tone suggesting sarcasm or casual criticism.
brendonirwin3644
Mar 9, 2026
have we seen it this bad before? ah 1812? York Canada burned, and the white house USA burned.
have we seen it this bad before? ah 1812? York Canada burned, and the white house USA burned.
The comment compares current tensions to the War of 1812, invoking historical precedent while expressing concern about escalation.
@winchcable2282
Mar 4, 2025
Looks like Donald won't be happy until the US has pushed away all its friends. Then is he going to ally with Russia? Wow!
Looks like Donald won't be happy until the US has pushed away all its friends. Then is he going to ally with Russia? Wow!
Compares US foreign policy under Trump to potential Russian alliances, expressing concern about international relationships.
@beanmuncher8124
Mar 4, 2025
Canada joining EU.
Canada joining EU.
Brief comparative statement suggesting Canada might align with the EU rather than the US.
Comparative
0.70
@RebeccaPerry-Piper-u8x
Mar 4, 2025
We saw what our President did the last time MAGA??????
We saw what our President did the last time MAGA??????
References Trump's previous presidency to imply similar negative outcomes, comparing past and present actions.
Comparative
0.70
@angelinsfetrow869
Mar 4, 2025
Need a new friend, China is quite stable on foreign policy.
Need a new friend, China is quite stable on foreign policy.
Suggestion to shift alliance from current partners to China, comparing foreign policy stability across nations.
@johnzhao-w6c
Mar 5, 2025
Well done America, well done. ?
Well done America, well done. ?
Sarcastically praises America in context of Canadian political discussion, comparing the two nations.
@PeterStaniforth
Mar 4, 2025
Shit to To USA
Shit to To USA
Brief comparative statement ranking Canada negatively against the USA, though minimal context provided.
Comparative
0.70
@Sam-cg3oj
Mar 4, 2025
compared to the gods chosen people, indians are way more chill and trying to mind their own business. they arent being malicious and theyre straightforward
compared to the gods chosen people, indians are way more chill and trying to mind their own business. they arent being malicious and theyre straightforward
Compares immigrant groups' behavior and attitudes, ranking them relative to each other.
B0Sajwah
Feb 28, 2026
Criminal activity has been going on for many many years ..
Criminal activity has been going on for many many years ..
Contextualizes criminal activity as a longstanding historical pattern across countries, normalizing the issue.
Comparative
0.70
TalkTalk44
Feb 18, 2026
AUSTRALIANS are sick of it too!!
AUSTRALIANS are sick of it too!!
Compares Canada's immigration situation to Australia's, suggesting shared sentiment across nations.
vladmir66
Feb 22, 2026
trump is like the ex president of the phils who looks tough but bow down to china thats invading the phils sea territory??
trump is like the ex president of the phils who looks tough but bow down to china thats invading the phils sea territory??
Compares Trump to a Philippine ex-president while referencing geopolitical threats (China's invasion), mixing comparative and security concerns.
@Rcrdo072
Mar 4, 2025
Do like Poland!!
Do like Poland!!
References Poland as a model, implicitly comparing immigration policies between nations.
Cowabunga-Bangarang
Jan 27, 2026
This TRUMP and ZELENSKI talk will favor for NATO and others to help Ukaine in real spirit...and it is visibly truimphant....Lord help Ukraine..
This TRUMP and ZELENSKI talk will favor for NATO and others to help Ukaine in real spirit...and it is visibly truimphant....Lord help Ukraine..
Discusses international relations and geopolitical positioning between leaders and nations.
@nestorportuguez8964
Mar 4, 2025
As an American getting into a trade war with our neighbors to our north and south makes no sense. Of course Trump is chummy with Vladimir Putin, they're so similar. Both need to be removed …
As an American getting into a trade war with our neighbors to our north and south makes no sense. Of course Trump is chummy with Vladimir Putin, they're so similar. Both need to be removed from office.
Compares Trump unfavorably to Putin and advocates for removal of both leaders, using cross-national comparison.
@KageNoTora74
Mar 4, 2025
Canada for EU ❤
Canada for EU ❤
Brief statement positioning Canada in relation to the EU, suggesting preference for European alignment.
Comparative
0.70
@NilsGier
Mar 4, 2025
Indians are living there last 140+ years there
Indians are living there last 140+ years there
References Indians' long-term presence in Canada, implicitly comparing their historical settlement to current immigration discourse.
Comparative
0.70
nimaidebnath5009
Feb 22, 2026
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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